geospatial, Twitter, 12/21/2021 12:13:00 AM, 268711
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geospatial_2021-12-20_15-35-47.xlsx
geospatial_2021-12-20_15-35-47.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
December 21, 2021
Short Description:
geospatial via NodeXL https://bit.ly/33Mlvit
@gischatbot
@nimu_kamau
@geosystemsfeed
@smartcitiesfeed
@giswqs
@davidmolitor
@geojobsbot
@griddbcommunity
@osgeo
@geoworldmedia

Top hashtags:
#geospatial
#gis
#geojobbotalert
#python
#azure
#iot
#griddb
#ai
#datascience

Description:
Description
The graph represents a network of 5,797 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, 20 December 2021 at 23:52 UTC.

The requested start date was Monday, 20 December 2021 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 12-day, 11-hour, 58-minute period from Tuesday, 07 December 2021 at 13:00 UTC to Monday, 20 December 2021 at 00:58 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 : 5797
Unique Edges : 3472
Edges With Duplicates : 11584
Total Edges : 15056
Number of Edge Types : 5
Retweet : 4880
MentionsInRetweet : 6363
Tweet : 1627
Replies to : 306
Mentions : 1880
Self-Loops : 1667
Reciprocated Vertex Pair Ratio : 0.0256992758767571
Reciprocated Edge Ratio : 0.0501107419712071
Connected Components : 823
Single-Vertex Connected Components : 454
Maximum Vertices in a Connected Component : 3996
Maximum Edges in a Connected Component : 12369
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.758162
Graph Density : 0.000215003762565845
Modularity : 0.458296
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,797 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, 20 December 2021 at 23:52 UTC.

The requested start date was Monday, 20 December 2021 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 12-day, 11-hour, 58-minute period from Tuesday, 07 December 2021 at 13:00 UTC to Monday, 20 December 2021 at 00:58 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:
[545] http://B.Sc
[121] https://griddb.net/en/blog/geospatial-analysis-of-nyc-crime-data-with-griddb/
[83] https://azure.microsoft.com/en-us/blog/new-satellite-connectivity-and-geospatial-capabilities-with-azure-space/
[63] https://azure.microsoft.com/en-us/blog/geospatial-imagery-unlocks-new-cloud-computing-scenarios-on-azure/
[61] https://www.oreilly.com/library/view/python-for-geospatial/9781098104788/
[45] https://mailchi.mp/0f8feb0dccd7/black-geographers-newsletter-13421548
[27] https://www.directionsmag.com/
[26] https://azure.microsoft.com/blog/geospatial-imagery-unlocks-new-cloud-computing-scenarios-on-azure/
[26] https://azure.microsoft.com/en-us/blog/new-satellite-connectivity-and-geospatial-capabilities-with-azure-space/?utm_source=dlvr.it&utm_medium=twitter
[25] https://zpy.io/ca/e68505f8

Top URLs in Tweet in G1:
[540] http://B.Sc
[3] https://twitter.com/nimu_kamau/status/1471825653918060545
[2] https://twitter.com/jakub_nowosad/status/1468962688948576268
[1] https://twitter.com/aseldawy/status/1472345683633967107
[1] https://twitter.com/tomgauld/status/1470401765266927616
[1] https://www.mdpi.com/2076-3417/10/22/8083
[1] https://geospatialcommission.blog.gov.uk/2021/12/10/unlocking-the-value-of-location-data/
[1] https://fosdem.org/2022/news/2021-11-30-accepted-developer-rooms/
[1] https://www.mendeley.com/catalogue/fc2d8bad-50e0-384d-ab1a-c5f544313614/
[1] https://www.mendeley.com/catalogue/78a9fe08-8dfe-33d2-88df-8bfe8e55af4f/

Top URLs in Tweet in G2:
[26] https://www.directionsmag.com/
[9] https://azure.microsoft.com/en-us/blog/new-satellite-connectivity-and-geospatial-capabilities-with-azure-space/
[6] https://www.oreilly.com/library/view/python-for-geospatial/9781098104788/
[6] https://sambusgeospatial.com/our-team/careers/jobs/accounts-assistant/
[6] https://www.linkedin.com/slink?code=e3MmkWxC
[6] http://www.crossfireconsulting.com/jobs.php?21-02966&utm_source=dlvr.it&utm_medium=twitter
[6] https://www.esri.com/about/newsroom/podcast/jacobs-geospatial-approach-to-problem-solving/?adumkts=branding&aduc=email&adum=list&aduSF=newsletter&utm_Source=email&aduca=Esri_Globe_EML-li&adut=1438025-375-Esri-Globe
[5] https://twitter.com/carto/status/1470743049655525386
[5] https://www.unacast.com/post/the-top-10-retail-analytics-companies-in-the-uk
[5] https://www.eventbrite.com/e/nga-accelerator-fall-2021-cohort-2-demo-day-tickets-199312808977

Top URLs in Tweet in G3:
[40] https://azure.microsoft.com/en-us/blog/new-satellite-connectivity-and-geospatial-capabilities-with-azure-space/
[35] https://azure.microsoft.com/en-us/blog/geospatial-imagery-unlocks-new-cloud-computing-scenarios-on-azure/
[19] https://azure.microsoft.com/blog/geospatial-imagery-unlocks-new-cloud-computing-scenarios-on-azure/
[18] https://azure.microsoft.com/blog/new-satellite-connectivity-and-geospatial-capabilities-with-azure-space/
[15] https://azure.microsoft.com/en-us/blog/geospatial-imagery-unlocks-new-cloud-computing-scenarios-on-azure/?utm_source=dlvr.it&utm_medium=twitter
[14] https://azure.microsoft.com/en-us/blog/new-satellite-connectivity-and-geospatial-capabilities-with-azure-space/?utm_source=dlvr.it&utm_medium=twitter
[9] https://azure.microsoft.com/blog/geospatial-imagery-unlocks-new-cloud-computing-scenarios-on-azure/?utm_source=dlvr.it&utm_medium=twitter
[8] https://azure.microsoft.com/blog/new-satellite-connectivity-and-geospatial-capabilities-with-azure-space/?utm_source=dlvr.it&utm_medium=twitter
[4] http://azure.microsoft.com/blog/geospatial-imagery-unlocks-new-cloud-computing-scenarios-on-azure/
[4] http://azure.microsoft.com/blog/new-satellite-connectivity-and-geospatial-capabilities-with-azure-space/

Top URLs in Tweet in G4:
[53] https://www.oreilly.com/library/view/python-for-geospatial/9781098104788/
[20] https://zpy.io/ca/e68505f8
[18] https://podcasts.google.com/?feed=aHR0cHM6Ly9tYXBzY2FwaW5nLnBvZGJlYW4uY29tL2ZlZWQueG1s&utm_content=buffer1c7f0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[18] https://podcasts.apple.com/us/podcast/the-mapscaping-podcast/id1452297085?mt=2&app=itunes&utm_content=buffer0d863&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[13] https://www.youtube.com/watch?v=M3NiAIOHriM&feature=youtu.be

[10] http://www.dailymail.stfi.re/sciencetech/article-3860062/The-veins-America-Stunning-map-shows-river-basin-US.html?sf=nrxpkxe
[8] https://medium.com/pytorch/raster-vision-a-geospatial-deep-learning-framework-cd69ba840a83
[8] https://hackernoon.com/any-discussion-on-geospatial-analytics-will-remain-incomplete-without-google-earth-engine?source=rss
[7] https://hackernoon.com/any-discussion-on-geospatial-analytics-will-remain-incomplete-without-google-earth-engine
[6] https://supermap.jp/products/download/index.html

Top URLs in Tweet in G5:
[3] https://findingspress.org/article/29846-spatial-analysis-of-dog-ownership-and-car-use-in-the-uk
[3] https://www.newindianexpress.com/cities/thiruvananthapuram/2021/dec/11/esri-india-centre-signs-mou-with-digital-varsity-2394201.html
[3] https://www.un.org/geospatial/mapsgeo/thematic
[2] https://magic.defra.gov.uk/
[2] https://indtoday.com/geospatial-technologies-crucial-for-the-sustainable-development-governor/
[2] https://www.thehindu.com/news/cities/Hyderabad/adopt-geospatial-tech-for-all-round-development/article37889922.ece
[2] https://gis.harvard.edu/event/innovative-geospatial-methods-sustainable-infrastructure-development
[2] https://www.survipod.com/
[2] https://survipod.com/product/the-survipod-boltfix-90/
[2] https://geoawesomeness.com/2022-global-top-100-geospatial-companies-nomination-status-and-deadline/

Top URLs in Tweet in G6:
[1] https://github.com/graveja0/health-care-markets/tree/master/R
[1] https://twitter.com/davidmolitor/status/1471512271402594321

Top URLs in Tweet in G7:
[121] https://griddb.net/en/blog/geospatial-analysis-of-nyc-crime-data-with-griddb/
[1] https://griddb.net/en/blog/create-interactive-dashboard-with-streamlit-python-and-griddb/
[1] https://griddb.net/en/blog/using-geographical-queries-based-on-bounding-boxes/
[1] https://griddb.net/en/blog/geospatial-querying-using-geohashes-and-griddb/
[1] http://B.Sc

Top URLs in Tweet in G8:
[5] https://azure.microsoft.com/en-us/blog/geospatial-imagery-unlocks-new-cloud-computing-scenarios-on-azure/?WT.mc_id=twitter-0000-azureadvocates
[4] https://azure.microsoft.com/en-us/blog/new-satellite-connectivity-and-geospatial-capabilities-with-azure-space/
[3] https://www.youtube.com/watch?v=O5rog4HGVbw&feature=youtu.be

[3] Quarterly
[3] https://azure.microsoft.com/en-us/blog/new-satellite-connectivity-and-geospatial-capabilities-with-azure-space/?WT.mc_id=twitter-0000-azureadvocates
[3] https://azure.microsoft.com/en-us/blog/geospatial-imagery-unlocks-new-cloud-computing-scenarios-on-azure/?utm_source=dlvr.it&utm_medium=twitter
[3] https://azure.microsoft.com/en-us/blog/new-satellite-connectivity-and-geospatial-capabilities-with-azure-space/?utm_source=dlvr.it&utm_medium=twitter
[3] https://azure.microsoft.com/en-us/blog/geospatial-imagery-unlocks-new-cloud-computing-scenarios-on-azure/
[2] https://azure.microsoft.com/blog/geospatial-imagery-unlocks-new-cloud-computing-scenarios-on-azure/
[2] http://azure.microsoft.com/blog/new-satellite-connectivity-and-geospatial-capabilities-with-azure-space/

Top URLs in Tweet in G9:
[11] http://www.ucgis.org/job-listings
[6] https://jobs.hr.wisc.edu/en-us/job/511140/faculty-director-of-gis-professional-programs
[6] https://wvu.taleo.net/careersection/faculty/jobdetail.ftl?job=18428
[3] https://geospatial.substack.com/
[2] https://careers.american.edu/Staff/job/Washington-Program-Director,-Geospatial-Research-Support-(11630)-DC-20171/817295100/
[2] https://jobs.oregonstate.edu/postings/110731
[2] https://geospatialcommission.blog.gov.uk/2021/12/10/unlocking-the-value-of-location-data/
[2] https://wvu.taleo.net/careersection/faculty/jobdetail.ftl?job=18429
[2] https://jobs.oregonstate.edu/postings/110829
[1] https://jobs.hr.txstate.edu/postings/36465

Top URLs in Tweet in G10:
[3] https://twitter.com/WeAreRLadies/status/1469286521874300939
[1] https://rviews.rstudio.com/2021/12/08/the-r-package-covid19/
[1] https://www.rgs.org/geography/geovisualisation/?searchterm=localgovernment&utm_source=Twitter&utm_medium=social&utm_campaign=Orlo&utm_content=Professional+and+Policy+key+messaging+2021
[1] https://patnik.github.io/extRatum/index.html
[1] https://osdeveloper.medium.com/?p=5b7eb71a8ba6&utm_source=twitter&utm_medium=social&utm_term=&utm_content=&utm_campaign=37964d37-6c76-437a-8d95-625bc1eef7ee
[1] https://www.ordnancesurvey.co.uk/business-government/environmental-sustainability?utm_source=twitter&utm_medium=social&utm_term=&utm_content=&utm_campaign=f38c78e2-8db9-4f80-b981-164033ce7ae1
[1] https://slu.wd5.myworkdayjobs.com/en-US/Careers/job/Salus-Center/Geospatial-Epidemiologist---Geospatial-Biostatistician_2021-03438
[1] https://github.com/walkerke/tigris
[1] https://walker-data.com/tidycensus/
[1] https://walker-data.com/census-r/an-introduction-to-tidycensus.html

Top Domains
Top Domains in Tweet in Entire Graph:
[545] b.sc
[353] microsoft.com
[350] twitter.com
[129] griddb.net
[74] linkedin.com
[70] youtube.com
[62] landgeist.com
[61] oreilly.com
[49] mailchi.mp
[48] medium.com

Top Domains in Tweet in G1:
[540] b.sc
[8] twitter.com
[2] mendeley.com
[1] mdpi.com
[1] gov.uk
[1] fosdem.org
[1] ucgis.org
[1] youtube.com
[1] transportation.org

Top Domains in Tweet in G2:
[195] twitter.com
[32] directionsmag.com
[30] mygisjobs.com
[24] geography.one
[22] linkedin.com
[18] careerarc.com
[16] gogeomatics.ca
[15] geospatialonline.com
[14] microsoft.com
[13] unacast.com

Top Domains in Tweet in G3:
[179] microsoft.com
[27] twitter.com
[15] linkedin.com
[13] poseidon-us.com
[7] indiatimes.com
[6] youtube.com
[6] geospatialworld.net
[5] medium.com
[5] einnews.com
[5] google.com

Top Domains in Tweet in G4:
[53] oreilly.com
[26] youtube.com
[21] twitter.com
[20] zpy.io
[19] google.com
[19] apple.com
[19] wordpress.com
[18] medium.com
[17] github.com
[15] hackernoon.com

Top Domains in Tweet in G5:
[14] esri.com
[14] un.org
[7] gov.uk
[5] youtube.com
[5] twitter.com
[4] survipod.com
[3] findingspress.org
[3] geospatialworld.net
[3] newindianexpress.com
[2] org.uk

Top Domains in Tweet in G6:
[1] github.com
[1] twitter.com

Top Domains in Tweet in G7:
[124] griddb.net
[1] b.sc

Top Domains in Tweet in G8:
[31] microsoft.com
[5] esri.com
[4] youtube.com
[4] bit.ly
[3] kinetica.com
[2] eventbrite.com
[2] colostate.edu
[2] executivebiz.com
[2] linkedin.com
[1] github.io

Top Domains in Tweet in G9:
[12] ucgis.org
[8] taleo.net
[6] wisc.edu
[4] oregonstate.edu
[4] twitter.com
[3] substack.com
[2] american.edu
[2] gov.uk
[2] umn.edu
[1] txstate.edu

Top Domains in Tweet in G10:
[4] twitter.com
[2] walker-data.com
[1] rstudio.com
[1] rgs.org
[1] github.io
[1] medium.com
[1] co.uk
[1] myworkdayjobs.com
[1] github.com
[1] bc.ca

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1867] geospatial
[521] gis
[459] geojobbotalert
[176] python
[174] azure
[173] iot
[162] griddb
[145] ai
[140] datascience
[125] nyc



Top Hashtags in Tweet in G1:
[20] gischat
[17] geospatial
[11] gis
[3] eochat
[3] earthengine
[2] landcover
[2] mapping
[2] maps
[2] fosdem
[2] library

Top Hashtags in Tweet in G2:
[910] geospatial
[451] geojobbotalert
[270] gis
[46] maps
[39] mapping
[38] map
[32] datascience
[32] data
[32] cartography
[30] geography

Top Hashtags in Tweet in G3:
[64] azure
[47] geospatial
[17] cloud
[17] microsoft
[15] cloudstrategy
[15] azuremaps
[14] gis
[12] machinelearning
[10] ai
[9] cognitiveservices

Top Hashtags in Tweet in G4:
[216] geospatial
[139] python
[65] geemap
[62] streamlit
[55] gis
[44] datascience
[43] earthengine
[40] bigdata
[40] leafmap
[39] openscience

Top Hashtags in Tweet in G5:
[91] geospatial
[41] globalgoals
[32] gsi2021
[21] gis
[15] sdgs
[12] 2ndunwgic
[10] newvideo
[10] geosmartindia2021
[9] geointelligence
[8] infrastructure

Top Hashtags in Tweet in G7:
[149] griddb
[126] geospatial
[125] nyc
[123] nosql
[122] timeseries
[122] iot
[20] reykjavik
[20] iceland
[20] gnss
[13] python

Top Hashtags in Tweet in G8:
[66] azurespace
[7] ai
[7] azure
[7] microsoft
[6] esri
[5] machinelearning
[5] gisjobs
[4] geospatial
[3] esripartner
[3] arcgis

Top Hashtags in Tweet in G9:
[12] geospatial
[7] geojobbotalert
[5] gis
[5] geology
[4] geography
[4] phdchat
[4] adhd
[4] adhdtwitter
[3] hazards
[3] climate

Top Hashtags in Tweet in G10:
[12] rstats
[12] geospatial
[7] rspatial
[5] localgovernment
[5] rstatses
[3] osdeveloper
[2] gis
[1] geovisualisation
[1] metaverse
[1] climatecrisis

Top Words
Top Words in Tweet in Entire Graph:
[4294] geospatial
[1867] #geospatial
[1686] data
[720] engineering
[639] analysis
[582] nimu_kamau
[559] azure
[532] job
[521] #gis
[459] #geojobbotalert

Top Words in Tweet in G1:
[737] geospatial
[646] engineering
[577] nimu_kamau
[51] itswahome
[31] very
[30] course
[29] yesterday
[29] people
[28] marketable
[28] survey

Top Words in Tweet in G2:
[910] #geospatial
[451] #geojobbotalert
[392] job
[327] geospatial
[270] #gis
[262] gis
[221] data
[192] geojobsbot
[168] prospect
[154] industry

Top Words in Tweet in G3:
[558] geospatial
[257] azure
[148] space
[125] data
[124] satellite
[122] capabilities
[109] connectivity
[97] cloud
[97] imagery
[96] computing

Top Words in Tweet in G4:
[310] geospatial
[266] data
[216] #geospatial
[140] giswqs
[137] #python
[132] python
[97] web
[87] analysis
[71] app
[65] #geemap

Top Words in Tweet in G5:
[196] geospatial
[91] #geospatial
[64] development
[60] information
[43] crucial
[43] geoworldmedia
[43] progress
[41] #globalgoals
[41] maps
[40] indian

Top Words in Tweet in G6:
[144] geospatial
[143] years
[142] davidmolitor
[142] number
[142] ago
[142] transitioned
[142] arcgis
[142] fully
[142] automate
[142] analysis

Top Words in Tweet in G7:
[154] griddbcommunity
[150] data
[133] #griddb
[126] #geospatial
[124] #nyc
[123] crime
[123] #nosql
[122] #timeseries
[122] analysis
[122] #iot

Top Words in Tweet in G8:
[131] geospatial
[94] azure
[86] microsoft
[66] #azurespace
[57] capabilities
[54] connectivity
[52] space
[43] innovation
[42] partnerships
[41] driving

Top Words in Tweet in G9:
[97] geospatial
[54] assistant
[49] professor
[34] tenure
[34] track
[28] university
[24] job
[22] co
[21] geography
[21] check

Top Words in Tweet in G10:
[231] data
[137] covid
[137] 19
[136] hub
[76] package
[73] covid19
[73] provides
[68] views
[68] interface
[68] extensive

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[655] geospatial,engineering
[551] nimu_kamau,geospatial
[538] geospatial,data
[257] azure,space
[239] geospatial,analysis
[229] geospatial,capabilities
[226] connectivity,geospatial
[187] satellite,connectivity
[177] capabilities,azure
[173] geospatial,imagery

Top Word Pairs in Tweet in G1:
[614] geospatial,engineering
[546] nimu_kamau,geospatial
[27] going,reaction
[27] reaction,nimu_kamau's
[27] nimu_kamau's,tweet
[27] tweet,yesterday
[27] yesterday,imperative
[27] imperative,geoscientists
[27] geoscientists,geographers
[27] geographers,geospatial

Top Word Pairs in Tweet in G2:
[139] #geospatial,industry
[139] industry,#geojobbotalert
[135] job,#geospatial
[133] #geospatial,field
[133] field,#geojobbotalert
[132] #geospatial,market
[132] market,#geojobbotalert
[126] prospect,#geospatial
[106] opporuntity,#geospatial
[99] #gis,#geospatial

Top Word Pairs in Tweet in G3:
[128] azure,space
[109] geospatial,capabilities
[108] satellite,connectivity
[108] capabilities,azure
[107] connectivity,geospatial
[93] geospatial,imagery
[92] computing,scenarios
[91] imagery,unlocks
[91] cloud,computing
[90] unlocks,cloud

Top Word Pairs in Tweet in G4:
[126] geospatial,data
[80] data,analysis
[68] web,app
[55] #geospatial,data
[48] #python,#geospatial
[44] explore,preview
[44] preview,version
[44] version,#python
[44] analysis,right
[43] kirkdborne,explore

Top Word Pairs in Tweet in G5:
[51] geospatial,information
[40] information,crucial
[40] crucial,measure
[40] measure,monitor
[40] monitor,progress
[40] progress,#globalgoals
[28] #globalgoals,sdgs
[28] sdgs,maps
[27] globalgoalsun,geospatial
[20] geospatial,team

Top Word Pairs in Tweet in G6:
[142] number,years
[142] years,ago
[142] ago,transitioned
[142] transitioned,arcgis
[142] arcgis,fully
[142] fully,automate
[142] automate,geospatial
[142] geospatial,analysis
[142] analysis,visualizations
[142] visualizations,maps

Top Word Pairs in Tweet in G7:
[122] #nyc,crime
[122] crime,data
[122] #nosql,#timeseries
[121] join,#geospatial
[121] #geospatial,analysis
[121] analysis,#nyc
[121] data,#griddb
[121] #griddb,#iot
[121] #iot,#nosql
[120] griddbcommunity,join

Top Word Pairs in Tweet in G8:
[54] connectivity,geospatial
[54] geospatial,capabilities
[41] microsoft,driving
[41] driving,innovation
[41] innovation,partnerships
[41] partnerships,expand
[41] expand,connectivity
[41] capabilities,#azurespace
[40] msftnews,microsoft
[40] #azurespace,ht

Top Word Pairs in Tweet in G9:
[46] assistant,professor
[34] tenure,track
[27] track,assistant
[25] professor,geospatial
[17] talk,fair
[17] fair,number
[17] number,people
[17] people,coming
[17] coming,astronomy
[17] astronomy,cosmology

Top Word Pairs in Tweet in G10:
[137] covid,19
[136] 19,data
[136] data,hub
[73] covid19,package
[68] views,covid19
[68] package,interface
[68] interface,covid
[68] hub,covid
[68] hub,provides
[68] provides,extensive

Top Replied-To
Top Replied-To in Entire Graph:
@nimu_kamau
@drjuma_m
@technobaboo
@geo_will
@lewanjoski
@youtri
@onorpik
@mouthofmorrison
@jfclifford
@itswahome

Top Replied-To in G1:
@nimu_kamau
@lewanjoski
@wamuhu_
@itswahome
@jameskai732
@onorpik
@reggaewailer
@scnationalguard
@pokateo_
@chibolis

Top Replied-To in G2:
@downtowntrex
@armanozak
@nativedata
@carto
@servir
@ramya_ragupathy
@3dinfo5
@armymapguy
@djhreed67
@nga_geoint

Top Replied-To in G4:
@un_mappers
@pedrito1414
@giswqs

Top Replied-To in G5:
@iit_tirupati
@cafeespacialser
@owenboswarva
@globalgoalsun

Top Replied-To in G6:
@davidmolitor

Top Replied-To in G9:
@holli_c_herron
@ryankeisler
@uspatial

Top Replied-To in G10:
@geodatascience
@gavinfreeguard

Top Mentioned
Top Mentioned in Entire Graph:
@nimu_kamau
@geojobsbot
@griddbcommunity
@giswqs
@davidmolitor
@microsoft
@kirkdborne
@rstudio
@mygisjobs
@streamlit

Top Mentioned in G1:
@nimu_kamau
@itswahome
@general_waitina
@suzieodhiambo
@cuteeyedbee
@gischatbot
@wamuhu_
@gisforafrica
@spatialnodehq
@dev_333

Top Mentioned in G2:
@geojobsbot
@mygisjobs
@nga_geoint
@drchrisgeosci
@opengeospatial
@diversityjobs4u
@historicengland
@directionsmag
@giswqs
@maps_by_sean

Top Mentioned in G3:
@mindset97
@stocktry1
@daratrees
@sci_invent
@drewsmithee
@dougbrowndba

Top Mentioned in G4:
@giswqs
@kirkdborne
@streamlit
@mapscaping
@ourradiantearth
@griddbcommunity
@akbarth3great
@banesullivan
@samapriyaroy

Top Mentioned in G5:
@un
@geoworldmedia
@globalgoalsun
@un_oict
@un_wgic2022
@arcgisurban
@artofliving
@agiindia
@bmarianojr
@usgif

Top Mentioned in G6:
@davidmolitor
@johngraves9

Top Mentioned in G7:
@griddbcommunity
@geodnetinfo
@streamlit
@nimu_kamau
@paralengrip

Top Mentioned in G8:
@microsoft
@msftnews
@azure
@a
@luukvandermeer
@loreabad6
@icymi_r
@airbusspace
@pasco9232
@azureadvocates

Top Mentioned in G9:
@ucgiscience
@ryankeisler
@blkingeoscience
@huyenkle
@fossildetective
@chrismgentry
@geojobsbot
@uwmadisongeog
@uwmadisongis
@oregonstate

Top Mentioned in G10:
@rstudio
@ordnancesurvey
@rgs_ibg
@r_hisp
@precariobecario
@101programming
@pat_nikos
@esrc
@datacdt
@drdelmelle

Top Tweeters
Top Tweeters in Entire Graph:
@wkwkrnht
@chidambara09
@marciojmsilva
@newsoneplace
@56perumal
@xaelbot
@maria09121953
@robre62
@loupo85
@codedailybot

Top Tweeters in G1:
@tusk8rman
@brianmbunde
@mainneli_
@mpendaraha18
@005e5n
@mtupombe
@mwirigi
@nicanor254
@itsjeffreyjeff
@mbusih

Top Tweeters in G2:
@loupo85
@coder_487
@fabriciosx
@africaupdates
@education_24x7
@terrilltf
@mastersakthi001
@codewithtwitchi
@digitalixmx
@forbes

Top Tweeters in G3:
@newsoneplace
@prpnews
@123trabajo
@dataaugmented
@briefingcom
@biconnections
@suriyasubraman
@sarang143u
@marketscafe
@thehansindiaweb

Top Tweeters in G4:
@john1966olsen
@ipythonistabot
@discovertech3
@hubofml
@machinelearnflx
@opensource_orgs
@ricardo_ik_ahau
@ptialex77
@akbarth3great
@bungobot1

Top Tweeters in G5:
@jfsebastian146
@myloc_tracker
@the_hindu
@andytoronto
@the404code
@eco1start
@amarujalanews
@djriveraros
@globalcmrpt
@anupamkpandey

Top Tweeters in G6:
@syawal
@jcaetanoleite
@richardtol
@sparkplugpower
@jenniferdoleac
@paulgp
@5h09un
@10o1unbias3d
@almafazy
@erolex_r

Top Tweeters in G7:
@5fec93919a544d3
@gracielasanz191
@eldokshe
@darsrangm
@victoria_victo3
@ting11228
@quemero20
@yanetro50139443
@samquame
@nenadvasic16

Top Tweeters in G8:
@marciojmsilva
@rosenchild
@jetcitystar
@zephyorg
@tonov3_vanvi
@marypcbuk
@miguelicarlos
@betterjobsearch
@bastieeen_g
@mrcuteanish

Top Tweeters in G9:
@jeffhavig
@hauwau_sb
@damienpetermann
@geschichtenpost
@miskaknapek
@thomasg77
@workacademic
@caug37
@mcgillu
@txst

Top Tweeters in G10:
@rstatstweet
@jane__eden
@parvez1
@zegim
@kamromero
@worldprofessor
@dsifontes
@markdennehy
@rstats_tweets
@emma_nidhulaing


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