geospatial, Twitter, 11/29/2022 1:08:04 AM, 285073


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geospatial_2022-11-28_16-45-02.xlsx
geospatial_2022-11-28_16-45-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 29, 2022
Short Description:
geospatial via NodeXL https://bit.ly/3Vy7z0V
@griddbcommunity
@pythonroboto
@geospatialwomen
@bholach42635577
@gischatbot
@mosarwat
@narendramodi
@geethak_mp
@giswqs
@nasaearthdata

Top hashtags:
#geospatial
#gis
#openingspaceforall
#gisday
#griddb
#iot
#nyc
#nosql

Description:
Description
The graph represents a network of 4,566 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 Tuesday, 29 November 2022 at 01:03 UTC.

The requested start date was Monday, 28 November 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 9-day, 20-hour, 8-minute period from Wednesday, 16 November 2022 at 06:24 UTC to Saturday, 26 November 2022 at 02:32 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 : 4566
Unique Edges : 3003
Edges With Duplicates : 8166
Total Edges : 11169
Number of Edge Types : 5
Retweet : 3474
MentionsInRetweet : 4716
Mentions : 1230
Tweet : 1566
Replies to : 183
Self-Loops : 1615
Reciprocated Vertex Pair Ratio : 0.0295612878930522
Reciprocated Edge Ratio : 0.0574250182882224
Connected Components : 867
Single-Vertex Connected Components : 493
Maximum Vertices in a Connected Component : 2451
Maximum Edges in a Connected Component : 7520
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.491403
Graph Density : 0.000262332330156848
Modularity : 0.486262
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,566 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 Tuesday, 29 November 2022 at 01:03 UTC.

The requested start date was Monday, 28 November 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 9-day, 20-hour, 8-minute period from Wednesday, 16 November 2022 at 06:24 UTC to Saturday, 26 November 2022 at 02:32 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:
[16] https://griddb.net/en/blog/geospatial-analysis-of-nyc-crime-data-with-griddb/
[6] https://www.knime.com/blog/harvard-cga-collaboration
[3] https://napo.github.io/geospatial_course_unitn/lessons/05-street-network-analysis
[3] https://github.com/ResidentMario/geoplot
[3] https://mailchi.mp/107ebc367862/lv45d1d8mj-15065111
[3] https://www.tandfonline.com/doi/full/10.1080/15230406.2022.2122569
[2] https://www.researchgate.net/profile/Avipsa-Roy/publication/355890266_A_geospatial_data_fusion_framework_to_quantify_variations_in_electric_vehicle_charging_demand/links/6182f944eef53e51e126c03d/A-geospatial-data-fusion-framework-to-quantify-variations-in-electric-vehicle-charging-demand.pdf
[2] https://als-geospatial-hub-nonprofit.hub.arcgis.com/
[2] https://www.oecd-events.org/cop27/session/482c0631-7f5f-ed11-819a-000d3a45cc82
[2] https://www.youtube.com/watch?v=yXT01duK3Gk&feature=youtu.be


Top URLs in Tweet in G1:
[2] https://www.stocktitan.net/news/BKSY/black-sky-national-geospatial-intelligence-agency-nga-doubles-value-h6si083p7ccf.html
[1] https://us02web.zoom.us/meeting/register/tZAoceugpjwjGtO_Gk0AKTFf-k8OrS4ADKn_
[1] https://discourse.pangeo.io/t/wednesday-november-9th-2022-geopandas-easy-fast-and-scalable-geospatial-analysis-in-python/2895
[1] https://bit.ly/3T39hGa?utm_source=DSMN8&utm_medium=Twitter
[1] https://fugro.dsmn8.com/QAC0G56R6D
[1] https://www.youtube.com/watch?v=AfKiAFcbaPo

[1] https://www.copernical.com/news-public/item/34760-2022-11-15-22-55-19?utm_campaign=Sekulla
[1] https://makina-corpus.com/formations/sigweb-mapping/formation-python-pour-lanalyse-geospatiale
[1] https://sami.posthaven.com/digital-data-collection-geospatial-technology-to-be-used-for-next-census-ministry-of-home-affairs
[1] https://www.gonigs.com/resources

Top URLs in Tweet in G2:
[1] http://ow.ly/h06W104etoB?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=385d45b1-8424-48ee-a933-76747e64e60b
[1] http://ow.ly/tO6q104eiM8?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=e95e16b5-4fe5-480c-9f90-1d8542f6ed5b
[1] https://www.gisday.com/en-us/resources
[1] https://www.aag.org/geoweek-2022/

Top URLs in Tweet in G4:
[3] https://napo.github.io/geospatial_course_unitn/lessons/05-street-network-analysis
[2] https://www.researchgate.net/profile/Avipsa-Roy/publication/355890266_A_geospatial_data_fusion_framework_to_quantify_variations_in_electric_vehicle_charging_demand/links/6182f944eef53e51e126c03d/A-geospatial-data-fusion-framework-to-quantify-variations-in-electric-vehicle-charging-demand.pdf
[1] https://tweetedtimes.com/v/14985

Top URLs in Tweet in G5:
[1] https://www.youtube.com/watch?v=-BjeAp_hgQc

[1] https://mapscaping.com/do-i-need-to-code-in-geospatial/

Top URLs in Tweet in G6:
[16] https://griddb.net/en/blog/geospatial-analysis-of-nyc-crime-data-with-griddb/

Top URLs in Tweet in G8:
[2] https://als-geospatial-hub-nonprofit.hub.arcgis.com/
[1] https://www.ted.com/talks/jack_dangermond_an_ever_evolving_map_of_everything_on_earth#t-247935
[1] https://github.com/achapkowski/EsriTbxCookieCutter
[1] https://www.mbi-geodata.com/en/

Top URLs in Tweet in G9:
[1] https://rmit-ir.github.io/cred/
[1] http://www.rmit.edu.au/cidda
[1] https://buff.ly/3TRbGnO
[1] https://twitter.com/geospatialwomen/status/1592847576067604480

Top URLs in Tweet in G10:
[1] https://www.youtube.com/watch?v=906j_zwILW4


Top Domains
Top Domains in Tweet in Entire Graph:
[235] amazon.com
[133] griddb.net
[103] twitter.com
[89] youtube.com
[43] landgeist.com
[36] geospatialworld.net
[35] linkedin.com
[35] wordpress.com
[31] google.com
[28] jobingis.com

Top Domains in Tweet in G1:
[57] amazon.com
[23] twitter.com
[18] linkedin.com
[18] geospatialworld.net
[17] documentsdelivered.com
[12] careerarc.com
[8] youtube.com
[6] com.be
[6] remotejobhuntbuddy.com
[5] co.ke

Top Domains in Tweet in G2:
[28] jobingis.com
[19] tweetedtimes.com
[9] youtube.com
[6] twitter.com
[4] gisday.com
[4] equaltimes.org
[3] osgeo-oceania.org
[2] arcgis.com
[2] zoom.us
[2] rcmrd.org

Top Domains in Tweet in G3:
[2] twitter.com
[1] griddb.net

Top Domains in Tweet in G4:
[5] github.io
[5] unmannedsystemstechnology.com
[3] youtube.com
[3] mlhub.earth
[3] twitter.com
[2] medium.com
[2] github.com
[2] undp.org
[2] researchgate.net
[2] stltoday.com

Top Domains in Tweet in G5:
[12] geospatialworld.net
[7] youtube.com
[6] gim-international.com
[5] co.uk
[4] substack.com
[4] gov.uk
[4] remo.co
[4] twitter.com
[3] civilserviceworld.com
[3] locationpowers.net

Top Domains in Tweet in G6:
[132] griddb.net

Top Domains in Tweet in G7:
[11] mapstodon.space
[8] twitter.com
[4] geemap.org
[3] youtube.com
[2] oreil.ly
[1] elsevier.com
[1] oreilly.com
[1] esa.int
[1] gishub.org
[1] github.com

Top Domains in Tweet in G8:
[35] youtube.com
[13] google.com
[7] arcgis.com
[5] amplifyhere.com
[4] twitter.com
[2] datasciencenigeria.org
[2] geospatialworld.net
[1] bit.ly
[1] ted.com
[1] geoequitytech.com

Top Domains in Tweet in G9:
[23] edu.au
[3] youtube.com
[3] com.au
[3] twitter.com
[2] google.com
[1] linkedin.com
[1] gislounge.com
[1] geospatialworld.net
[1] gov.au
[1] mastodon.social

Top Domains in Tweet in G10:
[13] esri.com
[2] substack.com
[1] nasa.gov
[1] radio.garden
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1095] geospatial
[502] gis
[337] openingspaceforall
[268] gisday
[149] griddb
[138] iot
[137] nyc
[134] nosql
[133] timeseries
[128] gisday2022



Top Hashtags in Tweet in G1:
[147] geospatial
[75] gis
[34] gisday
[30] openingspaceforall
[30] atmanirbharintospace
[16] government
[15] mapping
[13] gisday2022
[12] surveying
[11] data

Top Hashtags in Tweet in G2:
[121] geospatial
[72] gis
[65] gisday
[63] gischat
[58] jobingis
[43] gisday2022
[33] geography
[29] mapping
[25] cartography
[23] job

Top Hashtags in Tweet in G3:
[294] openingspaceforall
[6] atmanirbharintospace
[1] geospatial
[1] nyc
[1] griddb
[1] iot
[1] nosql
[1] timeseries

Top Hashtags in Tweet in G4:
[65] geospatial
[48] python
[39] geo
[34] datascience
[19] gis
[12] gisday2022
[10] data
[10] tutorialtuesday
[10] dailyskyreport
[10] bargraph

Top Hashtags in Tweet in G5:
[71] geospatial
[25] ogcapi
[24] gis
[19] gisday
[16] ogclp22
[14] geosmartindia2022
[11] 30daymapchallenge
[10] python
[10] opensource
[9] data

Top Hashtags in Tweet in G6:
[148] griddb
[133] nyc
[132] geospatial
[132] nosql
[131] timeseries
[130] iot
[18] python
[2] geohashing
[2] newyork
[2] dataanalysis

Top Hashtags in Tweet in G7:
[29] geospatial
[6] geemap
[6] geoglows
[5] leafmap
[5] gis
[5] citizenscience
[5] geographyawarenessweek
[4] earthengine
[4] python
[3] whitebox

Top Hashtags in Tweet in G8:
[17] gis
[13] geospatial
[13] data
[12] get
[9] gisday
[8] maps
[7] smartcity
[6] storymaps
[5] diversity
[5] als

Top Hashtags in Tweet in G9:
[42] geospatial
[21] giscience
[21] geomatics
[21] land_admin
[3] spatialfriday
[3] geography
[3] 2022imw
[3] gis
[2] googledoodle
[2] discoveryprojects

Top Hashtags in Tweet in G10:
[30] geospatial
[20] gis
[14] gisday
[14] map
[13] arcgis
[13] esri
[13] news
[13] blog
[3] gischat
[3] gisday2022

Top Words
Top Words in Tweet in Entire Graph:
[3174] geospatial
[1632] data
[1095] #geospatial
[622] gis
[578] analysis
[523] day
[523] #gis
[427] today
[419] intelligence
[382] tools

Top Words in Tweet in G1:
[532] geospatial
[205] data
[147] #geospatial
[95] gis
[91] intelligence
[89] help
[82] more
[82] information
[75] #gis
[72] online

Top Words in Tweet in G2:
[268] geospatial
[199] gis
[121] #geospatial
[96] 2022
[89] day
[86] #gis
[82] data
[68] open
[68] apply
[66] esrirwanda

Top Words in Tweet in G3:
[294] players
[294] government's
[294] inclusion
[294] increase
[294] decision
[294] private
[294] #openingspaceforall
[285] narendramodi
[284] ji
[281] geethak_mp

Top Words in Tweet in G4:
[170] geospatial
[105] learning
[89] mosarwat
[76] machine
[72] incomplete
[72] techniques
[72] contains
[72] cheat
[72] sheet
[71] prepped

Top Words in Tweet in G5:
[164] geospatial
[75] data
[71] #geospatial
[39] opengeospatial
[35] excited
[35] day
[33] ogc
[32] part
[31] more
[29] very

Top Words in Tweet in G6:
[166] griddbcommunity
[148] data
[148] #griddb
[133] #nyc
[132] #nosql
[132] #geospatial
[131] crime
[131] #timeseries
[130] #iot
[130] analysis

Top Words in Tweet in G7:
[97] geospatial
[60] data
[53] python
[51] analysis
[51] datamongerbonny
[50] giswqs
[47] book
[44] see
[44] copy
[43] excited

Top Words in Tweet in G8:
[294] geospatial
[229] dsn_ai_network
[214] data
[139] join
[113] free
[106] mobility
[84] science
[81] today
[80] world
[69] class

Top Words in Tweet in G9:
[56] geospatial
[42] #geospatial
[38] research
[28] science
[23] engunimelb
[22] please
[22] dinomirmt
[21] spread
[21] #land_admin
[21] great

Top Words in Tweet in G10:
[109] day
[107] gis
[102] today
[101] information
[101] geographic
[98] data
[96] check
[95] snapshots
[95] systems
[95] tools

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[863] geospatial,data
[337] private,players
[337] inclusion,private
[337] government's,decision
[337] players,#openingspaceforall
[337] #openingspaceforall,increase
[337] decision,inclusion
[284] ji,government's
[284] narendramodi,ji
[281] geethak_mp,narendramodi

Top Word Pairs in Tweet in G1:
[132] geospatial,data
[58] online,class
[58] exam,expert
[58] expert,help
[51] class,homework
[51] homework,assignment
[51] assignment,exam
[49] geospatial,intelligence
[43] offer,online
[37] intelligence,agency

Top Word Pairs in Tweet in G2:
[64] gis,day
[58] geospatial,data
[42] geospatial,applications
[41] #gis,#geospatial
[39] climate,resilience
[35] jobingis,#jobingis
[34] anticipatory,action
[32] open,geospatial
[30] data,anticipatory
[27] day,2022

Top Word Pairs in Tweet in G3:
[294] players,#openingspaceforall
[294] inclusion,private
[294] #openingspaceforall,increase
[294] private,players
[294] government's,decision
[294] decision,inclusion
[284] narendramodi,ji
[284] ji,government's
[281] geethak_mp,narendramodi
[12] increase,demand

Top Word Pairs in Tweet in G4:
[76] machine,learning
[73] geospatial,machine
[72] cheat,sheet
[72] sheet,geospatial
[72] techniques,incomplete
[72] learning,techniques
[72] incomplete,contains
[71] prepped,cheat
[70] contains,popul
[70] mosarwat,prepped

Top Word Pairs in Tweet in G5:
[42] geospatial,data
[27] excited,announce
[25] official,ogc
[25] announce,#ogcapi
[25] part,core
[25] #ogcapi,tiles
[25] very,excited
[25] core,official
[25] tiles,part
[25] ogc,standard

Top Word Pairs in Tweet in G6:
[131] #nosql,#timeseries
[131] crime,data
[131] #nyc,crime
[130] join,#geospatial
[130] data,#griddb
[130] #geospatial,analysis
[130] analysis,#nyc
[130] #iot,#nosql
[130] #griddb,#iot
[129] griddbcommunity,join

Top Word Pairs in Tweet in G7:
[54] geospatial,data
[49] python,geospatial
[49] data,analysis
[42] received,copy
[42] datamongerbonny,python
[42] analysis,excited
[42] copy,book
[42] book,datamongerbonny
[42] excited,see
[41] giswqs,received

Top Word Pairs in Tweet in G8:
[127] geospatial,data
[84] data,science
[75] geospatial,mobility
[72] mobility,data
[53] free,week
[49] geospatial,ai
[46] dsn_ai_network,live
[43] world,geospatial
[42] learn,use
[40] big,bang

Top Word Pairs in Tweet in G9:
[21] please,spread
[21] spread,word
[21] #giscience,#geospatial
[21] word,#giscience
[21] #geospatial,#geomatics
[21] engunimelb,hiring
[21] hiring,please
[21] #geomatics,#land_admin
[20] dinomirmt,engunimelb
[16] grants,geospatial

Top Word Pairs in Tweet in G10:
[102] gis,day
[101] geographic,information
[95] snapshots,nasa
[95] tools,applications
[95] check,snapshots
[95] today,geographic
[95] information,systems
[95] data,tools
[95] systems,gis
[95] nasa,data

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@geospatial_md
@maxlenormand
@pedromitagens
@lyonwj
@mtdavern
@anthony_schutz
@pokateo_
@geomusingsblog
@esa

Top Replied-To in G1:
@synspective

Top Replied-To in G2:
@joeliendayisaba
@gssa_tuk
@charisuas
@jonst0kes
@dearthafrica
@googleearth

Top Replied-To in G4:
@mosarwat
@geopandas

Top Replied-To in G5:
@blueskylab
@ijturton
@aravindeo

Top Replied-To in G7:
@_pabloviejo_
@freyfogle
@statisticsug
@via_poetica

Top Replied-To in G9:
@elonmusk
@geospatial_md
@mtdavern
@engineeringkate
@micheletobias
@georabble
@ansergis
@googledoodles
@pixxelspace
@kimbal

Top Mentioned
Top Mentioned in Entire Graph:
@narendramodi
@geethak_mp
@dsn_ai_network
@griddbcommunity
@nasaearthdata
@mosarwat
@nasa_wallops
@rocketlab
@geospatialwomen
@esrirwanda

Top Mentioned in G1:
@zeroplagiarism
@chicagoessays
@hwexpert
@acugis
@acapelb
@rmsi_global
@fireaviationnps
@flinders
@spacebelsa
@geofisue

Top Mentioned in G2:
@esrirwanda
@rwandaspace
@jobingis
@youthmappers
@letwinnomsa
@gised
@usaid
@tu_kenya
@gssa_tuk
@rcmrd_

Top Mentioned in G3:
@narendramodi
@geethak_mp
@dagoudd
@karthikreddybjp
@griddbcommunity
@maheshreddi9
@sunnysaitejaa
@himalayan_bee

Top Mentioned in G4:
@mosarwat
@riadmeddeb
@geopythonconf
@ourradiantearth
@apachesedona
@absstats
@geotorchai
@sat_sure
@tnipunajith
@pytorch

Top Mentioned in G5:
@opengeospatial
@geospatialc
@ordnancesurvey
@foss4guk
@geoworldmedia
@digileaders
@astuntech
@avikumart_
@armygeospatial
@geo_enthusiast

Top Mentioned in G6:
@griddbcommunity
@streamlit
@cleanganganmcg

Top Mentioned in G7:
@datamongerbonny
@giswqs
@mapperfr
@cemadeneducacao
@imaflora
@biovintciat_eng
@serviramazonia
@dave_veed
@lyzidiamond
@gistrobl

Top Mentioned in G8:
@dsn_ai_network
@bayoadekanmbi
@esri
@outer_spatial
@kylanmorris1
@team_thriving
@coreykalisky
@avoice4als
@new_

Top Mentioned in G9:
@engunimelb
@dinomirmt
@ayanfleischmann
@sedasalap
@sun_chayn
@darribas
@hurleyjoe
@rmit
@gw_risingstars
@africageoconvo

Top Mentioned in G10:
@nasaearthdata
@locmaps
@mosarwat
@geospatialwomen
@gised
@rich_celda
@tecnmpurisima
@charlydantesco
@open_spatial1
@_jsolly

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@teamyoutube
@codedailybot
@newsoneplace
@cybersecurityn8
@jondknight
@newsfilterio
@mithu796311
@john1966olsen
@vonrosenchild

Top Tweeters in G1:
@newsoneplace
@newsfilterio
@feedjunkie
@frontendla
@stckpro
@zoombangla
@briefingcom
@capitalfmkenya
@pekkalooking
@newsfrombw

Top Tweeters in G2:
@publichealthmap
@megloops
@jefiner68
@walkingdead_amc
@squawk7kdotnet
@bbsutton
@themapaddict
@anzouerlaetiti
@merardmp
@jobs3j

Top Tweeters in G3:
@sat_gollapudi
@mayurmatam
@kriti9386
@bhssnehapanth5
@ms565598
@msa946236
@akashyadav8933
@ay651234
@ask562363
@priyaka72409117

Top Tweeters in G4:
@o_fabriciosouza
@hubofml
@godfrey_g_
@calcaware
@ricardo_ik_ahau
@bagaluesunab
@pythonbot_by_pm
@datasciencebot_
@academicchatter
@ucloudifyai

Top Tweeters in G5:
@codedailybot
@google
@madnitahir
@ordnancesurvey
@rukku
@executivebiz
@peterkwells
@digileaders
@ulilokshin
@scotent

Top Tweeters in G6:
@sectest9
@cybersecurityn8
@mumaralid
@eldokshe
@mu790970usman
@obuasi_sarkodie
@evil_ryu_80
@namdiazikiwe
@kellenbergerz
@andrewdompreh

Top Tweeters in G7:
@nftmansa
@breki74
@cuteeyedbee
@fr
@nasa
@suhnyllakler
@bzgeo
@rebelgeo
@espatularosada
@geo_henosis

Top Tweeters in G8:
@smartecocity
@emekaokoye
@entadaplace
@altomov
@ajiolab
@adewaleotunde
@graceirene21
@omotolaolasope
@billdollins
@mallampelliks

Top Tweeters in G9:
@womensciaust
@youtube
@zarahpattison
@kamerlinlab
@elonmusk
@julianadimatec
@yungenchee1
@twitter
@rmit
@ladiesoflandsat

Top Tweeters in G10:
@_naneee_
@openscitalk
@infomgmtexec
@markdoyle00
@orlandmolina
@nevadawolf
@lamataquemata
@jonathanpineros
@kmilenaqrz
@mildthing99