geospatial, Twitter, 12/13/2022 1:05:13 AM, 286163


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geospatial_2022-12-12_16-45-01.xlsx
geospatial_2022-12-12_16-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 13, 2022
Short Description:
geospatial via NodeXL https://bit.ly/3FMX1WX
@giswqs
@gischatbot
@griddbcommunity
@laksonodany
@nga_geoint
@geospatialfin
@mosarwat
@jav6868
@geospatialwomen
@rainage

Top hashtags:
#geospatial
#gis
#griddb
#nosql
#iot
#nyc
#timeseries
#gischat
#maps
#python

Description:
Description
The graph represents a network of 5,277 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, 13 December 2022 at 00:59 UTC.

The requested start date was Monday, 12 December 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 13-day, 23-hour, 21-minute period from Monday, 28 November 2022 at 01:08 UTC to Monday, 12 December 2022 at 00:30 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 : 5277
Unique Edges : 3493
Edges With Duplicates : 9146
Total Edges : 12639
Number of Edge Types : 5
Retweet : 3836
MentionsInRetweet : 5273
Tweet : 1814
Mentions : 1483
Replies to : 233
Self-Loops : 1862
Reciprocated Vertex Pair Ratio : 0.0333948649102198
Reciprocated Edge Ratio : 0.0646313738226697
Connected Components : 1106
Single-Vertex Connected Components : 675
Maximum Vertices in a Connected Component : 2810
Maximum Edges in a Connected Component : 8685
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.5456
Graph Density : 0.000221180993002807
Modularity : 0.486595
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,277 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, 13 December 2022 at 00:59 UTC.

The requested start date was Monday, 12 December 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 13-day, 23-hour, 21-minute period from Monday, 28 November 2022 at 01:08 UTC to Monday, 12 December 2022 at 00:30 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:
[222] https://griddb.net/en/blog/geospatial-analysis-of-nyc-crime-data-with-griddb/
[30] https://aws.amazon.com/blogs/aws/preview-use-amazon-sagemaker-to-build-train-and-deploy-ml-models-using-geospatial-data/
[23] https://qiita.com/mhama/items/ea164bfc8c8d105f5175
[22] https://tweetedtimes.com/v/1524
[20] https://landgeist.com/2022/11/26/young-europeans-with-a-university-degree/
[17] https://github.com/giswqs/geemap/issues/1359
[16] https://leafmap.org/notebooks/61_vector_to_gif/
[16] https://venturebeat.com/games/cesium-brings-geospatial-data-to-unity-via-free-plugin/
[14] https://landgeist.com/2022/12/03/road-fatalities-in-europe/
[13] https://womeningeospatial.org/donate/

Top URLs in Tweet in G1:
[19] https://aws.amazon.com/blogs/aws/preview-use-amazon-sagemaker-to-build-train-and-deploy-ml-models-using-geospatial-data/
[12] https://venturebeat.com/games/cesium-brings-geospatial-data-to-unity-via-free-plugin/
[8] https://www.amazon.com.be/dp/1788999894?tag=sinobe1101-21
[8] https://www.amazon.com.be/dp/1839210222?tag=sinobe1101-21
[6] https://cloud.google.com/blog/products/data-analytics/learn-how-to-use-the-latest-geospatial-functions-in-bigquery/
[6] https://go.hexagonsi.com/l/71752/2022-11-28/bxjqj4
[5] https://go.hexagonsi.com/l/71752/2022-11-28/by9t5x
[5] https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-sagemaker-geospatial-ml-preview/
[5] https://maps.video
[5] https://somalijobs.com/jobs/kenya/14879399992168080/geospatial-officer

Top URLs in Tweet in G2:
[11] https://womeningeospatial.org/donate/
[6] https://www.oceania-geospatial.com/
[5] https://twitter.com/cmhc23/status/1597545479310450688
[4] https://jobingis.com/job/gis-analyst-rd
[4] https://2023.foss4g.org/call-for-papers/
[4] https://newsroom.accenture.com/news/accenture-and-planet-to-collaborate-on-ai-powered-geospatial-intelligence-tools-for-sustainability-traceable-supply-chain-and-climate-risk-solutions.htm
[3] https://mapscaping.com/podcast/mid-career-change/
[3] https://leafmap.org/notebooks/61_vector_to_gif/
[3] https://www.businesswire.com/news/home/20221206005455/en/Accenture-and-Planet-to-Collaborate-on-AI-Powered-Geospatial-Intelligence-Tools-for-Sustainability-Traceable-Supply-Chain-and-Climate-Risk-Solutions
[3] https://www.oceania-geospatial.com/2022/11/29/28-november-2022-the-ogs-takes-off/

Top URLs in Tweet in G3:
[14] https://github.com/giswqs/geemap/issues/1359
[12] https://leafmap.org/notebooks/61_vector_to_gif/
[7] https://www.youtube.com/watch?v=TH082fWXzCM&feature=youtu.be

[7] https://carpentries-incubator.github.io/geospatial-python/
[5] https://uwescience.github.io/SQL-geospatial-tutorial/
[4] https://cesium.com/blog/2022/11/30/announcing-cesium-for-unity/
[3] https://www.youtube.com/watch?v=AhzMq2AImIM&feature=youtu.be

[3] https://venturebeat.com/games/cesium-brings-geospatial-data-to-unity-via-free-plugin/
[3] https://aws.amazon.com/sagemaker/geospatial/
[2] https://twitter.com/ITNEXT_io/status/1600309201531801602

Top URLs in Tweet in G4:
[222] 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/geospatial-querying-using-geohashes-and-griddb/
[1] https://carpentries-incubator.github.io/geospatial-python/

Top URLs in Tweet in G5:
[7] https://un.org/geospatial
[2] https://blogs.umsl.edu/news/2022/12/08/umsl-invests-in-growing-geospatial-field/
[2] https://eventbrite.com/e/geospatial-advantage-conference-tickets-422840024897
[2] https://geo.ca/
[1] https://www.eventbrite.com/e/geospatial-advantage-conference-tickets-422840024897
[1] https://www.un.org/geospatial/
[1] https://twitter.com/UN_OICT/status/1597289224964694016
[1] https://twitter.com/UN_OICT/status/1592926333142982656
[1] https://twitter.com/UN_OICT/status/1599832255543005185
[1] https://twitter.com/UN_OICT/status/1600580190467407896

Top URLs in Tweet in G6:
[20] https://qiita.com/mhama/items/ea164bfc8c8d105f5175
[6] https://apps.apple.com/jp/app/styly/id1477168256
[1] https://twitter.com/jav6868/status/1585828379906887680
[1] https://gallery.styly.cc/scene/17e65d2d-53db-47b5-b745-0ee7e28d9ca9
[1] https://mediaambitiontokyo.jp/art/7ifznahrvdge/

Top URLs in Tweet in G7:
[6] https://aws.amazon.com/blogs/aws/preview-use-amazon-sagemaker-to-build-train-and-deploy-ml-models-using-geospatial-data/
[5] https://canarie.zoom.us/webinar/register/WN_bNe_JAD2QQex-wasCWiZrQ?utm_source=social&utm_medium=Twitter&utm_campaign=ESIWebinar&utm_id=ESI+Webinar
[2] https://www.businesswire.com/news/home/20221129005234/en/Descartes-Labs-Goes-All-in-on-AWS-to-Help-Organizations-Harness-Geospatial-Data-to-Address-Sustainability-Food-Security-and-Climate-Change
[2] https://databricks.com/blog/2022/03/28/building-a-geospatial-lakehouse-part-2.html
[2] https://databricks.com/blog/2022/05/02/high-scale-geospatial-processing-with-mosaic.html
[2] https://aws.amazon.com/ko/blogs/korea/preview-use-amazon-sagemaker-to-build-train-and-deploy-ml-models-using-geospatial-data/
[2] https://www.careerarc.com/job-listing/bae-systems-jobs-cartographer-geospatial-engineer-topographer-ohio-45404018?campaign_id=38170&cb=1629132217&src=1&tx=dier0AvyvDRrxg&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[2] https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-quicksight-cluster-points-geospatial-visual/
[2] https://cloud.google.com/blog/products/data-analytics/learn-how-to-use-the-latest-geospatial-functions-in-bigquery
[2] https://aws.amazon.com/about-aws/whats-new/2022/11/amazon-sagemaker-geospatial-ml-preview/

Top URLs in Tweet in G8:
[4] https://www.gov.uk/government/consultations/call-for-evidence-geospatial-opportunities-across-the-economy
[3] https://www.directionsmag.com/article/11932
[2] https://twitter.com/i/lists/1599479494829555713
[2] https://locationintelligence.us/blog/f/what-is-location-intelligence-gis-geospatial-whats-the-dif
[2] https://www.directionsmag.com/pressreleases
[2] https://www.directionsmag.com/
[2] https://www.directionsmag.com/article/11792
[2] https://www.directionsmag.com/article/11856
[2] https://businesswales.gov.wales/news-and-blogs/news/call-evidence-geospatial-opportunities-across-economy
[2] https://www.landusedialogues.gov.uk/2022/11/30/our-national-land-data-programme-pilot-in-devon-is-supporting-the-design-and-development-of-a-local-land-use-framework/

Top URLs in Tweet in G9:
[2] https://geospatial.trimble.com/products-and-solutions/trimble-realworks?utm_medium=social&utm_source=twitter&utm_campaign=social-post
[1] https://twitter.com/antonyodhiamboh/status/1598305911734403074
[1] https://www.youtube.com/watch?v=tcJUKIfCOuU&feature=youtu.be

[1] https://lde.tbe.taleo.net/lde01/ats/careers/v2/viewRequisition?org=URSAUS&cws=39&rid=1528
[1] http://bit.ly/3FdAu5j?utm_content=229859606&utm_medium=social&utm_source=twitter&hss_channel=tw-78263055
[1] https://geospatial.trimble.com/products-and-solutions/trimble-x12?utm_medium=social&utm_source=twitter&utm_campaign=social-post
[1] https://geospatial.trimble.com/products-and-solutions/trimble-x12?utm_medium=social&utm_source=linkedin&utm_campaign=social-post#TrimbleX12
[1] https://geospatial.trimble.com/ecognition-download?utm_medium=social&utm_source=twitter&utm_campaign=social-post
[1] https://anchor.fm/trimble-geospatial/episodes/Esri-and-Trimble-Best-practices-for-GNSS-data-collection-e1rjndq?$web_only=true&_branch_match_id=758494883230041223&utm_source=web&utm_campaign=web-share&utm_medium=sharing&_branch_referrer=H4sIAAAAAAAAA8soKSkottLXLy7IL8lMq0zMS87IL9ItT03SSywo0MvJzMvWT9Wv9M%2B1MEs0KS0oSwIAu/uOpDAAAAA%3D
[1] http://ow.ly/Lps2104eJUZ?adusf=twitter&aduc=paultaylor43&adut=513b99af-cbbd-4367-a881-c8619488493d

Top URLs in Tweet in G10:
[22] https://tweetedtimes.com/v/1524
[2] https://www.researchgate.net/publication/365941799_Detection_of_SARS-CoV-2_infection_clusters_The_useful_combination_of_spatiotemporal_clustering_and_genomic_analyses
[1] https://cameronrwolfe.substack.com/?utm_medium=web&utm_campaign=pss
[1] http://www.cgchannel.com/2022/12/free-cesium-plugins-unreal-o3de-unity/
[1] https://www.geospatialworld.net/prime/interviews/schneider-digital-3d-pluraview-monitors-geospatial-solutions/
[1] https://geospatialcdt.ac.uk/studentship-projects/
[1] https://g.co/ARCore/Terrainanchors
[1] https://g.co/arcore
[1] https://note.com/thedesignium/n/n3a4c91472771
[1] https://gregorhd.github.io/geospatial-visualisation-in-python/

Top Domains
Top Domains in Tweet in Entire Graph:
[224] griddb.net
[169] twitter.com
[147] amazon.com
[81] youtube.com
[80] landgeist.com
[61] github.com
[57] google.com
[46] dy.si
[39] geospatialworld.net
[37] linkedin.com

Top Domains in Tweet in G1:
[106] amazon.com
[36] dy.si
[27] google.com
[25] hexagonsi.com
[24] twitter.com
[17] linkedin.com
[16] com.be
[13] venturebeat.com
[13] geospatialworld.net
[13] esri.com

Top Domains in Tweet in G2:
[32] jobingis.com
[29] twitter.com
[11] womeningeospatial.org
[9] youtube.com
[9] oceania-geospatial.com
[5] ogc.org
[4] mapscaping.com
[4] spatialnode.net
[4] ac.uk
[4] foss4g.org

Top Domains in Tweet in G3:
[18] github.com
[15] youtube.com
[13] leafmap.org
[12] github.io
[5] twitter.com
[5] cesium.com
[4] amazon.com
[3] geemap.org
[3] whiteboxgeo.com
[3] venturebeat.com

Top Domains in Tweet in G4:
[224] griddb.net
[1] github.io

Top Domains in Tweet in G5:
[8] un.org
[8] twitter.com
[4] eventbrite.com
[4] linkedin.com
[3] dy.si
[2] umsl.edu
[2] hexagonsi.com
[2] adp.com
[2] geo.ca
[1] geocue.com

Top Domains in Tweet in G6:
[20] qiita.com
[6] apple.com
[1] twitter.com
[1] styly.cc
[1] mediaambitiontokyo.jp

Top Domains in Tweet in G7:
[20] careerarc.com
[18] amazon.com
[8] databricks.com
[5] zoom.us
[3] businesswire.com
[2] google.com
[1] techtarget.com
[1] immuta.com
[1] youtu.be
[1] siliconangle.com

Top Domains in Tweet in G8:
[18] directionsmag.com
[13] twitter.com
[13] gov.uk
[3] youtube.com
[2] inc.com
[2] locationintelligence.us
[2] whatdotheyknow.com
[2] gov.wales
[2] co.uk
[2] geospatialworld.net

Top Domains in Tweet in G9:
[5] trimble.com
[1] twitter.com
[1] youtube.com
[1] taleo.net
[1] bit.ly
[1] anchor.fm
[1] ow.ly
[1] businesswireindia.com

Top Domains in Tweet in G10:
[22] tweetedtimes.com
[2] researchgate.net
[2] g.co
[2] twitter.com
[1] substack.com
[1] cgchannel.com
[1] geospatialworld.net
[1] ac.uk
[1] note.com
[1] github.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1303] geospatial
[412] gis
[264] griddb
[230] nosql
[228] iot
[226] nyc
[224] timeseries
[120] gischat
[114] maps
[96] python



Top Hashtags in Tweet in G1:
[127] geospatial
[35] gis
[27] aws
[14] surveying
[14] government
[12] uae
[11] reinvent2022
[11] hxgnliveglobal
[10] ai
[10] data

Top Hashtags in Tweet in G2:
[136] geospatial
[65] gis
[63] gischat
[55] jobingis
[40] mapping
[38] remotesensing
[35] pgc2022
[27] job
[26] cartography
[25] jobseekers

Top Hashtags in Tweet in G3:
[83] geemap
[81] earthengine
[77] geospatial
[35] leafmap
[34] colab
[26] python
[22] whiteboxtools
[20] opensource
[19] arcgis
[18] gischat

Top Hashtags in Tweet in G4:
[263] griddb
[225] nyc
[224] geospatial
[224] nosql
[223] timeseries
[222] iot
[42] python
[2] geohashing
[2] newyork
[2] dataanalysis

Top Hashtags in Tweet in G5:
[30] geoadvantage22
[27] geospatial
[20] sdg6
[19] agenda2030
[18] huntsville
[11] sdg
[8] unmiss
[7] sdg7
[5] ai
[5] geoint

Top Hashtags in Tweet in G6:
[2] styly
[2] パーティクルライブ

Top Hashtags in Tweet in G7:
[42] ml
[19] reinvent2022
[19] reinvent
[19] nowhiring
[15] geospatial
[14] government
[11] aws
[9] awscommunity
[6] supercomputing
[4] sagemaker

Top Hashtags in Tweet in G8:
[31] geospatial
[10] gis
[10] geography
[6] locationintelligence
[6] spatialthinking
[5] landuseframework
[4] spatial
[4] usinggeography
[4] mou
[3] columnist

Top Hashtags in Tweet in G9:
[23] ad
[22] ict
[8] trimble
[7] geospatial
[4] gis
[4] python
[4] dataanalytics
[3] data
[2] ikokazike
[2] remotesensing

Top Hashtags in Tweet in G10:
[85] geospatial
[9] sarscov2
[4] lumen
[4] designium
[3] genomic
[3] arcore
[2] ict
[2] ar
[2] googleマップ
[2] leafmap

Top Words
Top Words in Tweet in Entire Graph:
[3429] geospatial
[1762] data
[1298] #geospatial
[746] ãƒ
[572] analysis
[556] ø
[512] join
[452] more
[411] #gis
[355] using

Top Words in Tweet in G1:
[715] geospatial
[317] data
[127] #geospatial
[86] sagemaker
[85] intelligence
[83] analysis
[75] more
[73] amazon
[69] ml
[66] gt

Top Words in Tweet in G2:
[435] geospatial
[201] pacific
[157] conference
[136] #geospatial
[125] data
[122] 2022
[92] open
[75] gis
[73] apply
[65] #gis

Top Words in Tweet in G3:
[175] data
[162] giswqs
[107] geospatial
[83] #geemap
[81] #earthengine
[77] #geospatial
[65] supports
[58] released
[57] pro
[57] arcgis

Top Words in Tweet in G4:
[292] griddbcommunity
[265] data
[263] #griddb
[225] #nyc
[224] #geospatial
[224] #nosql
[223] crime
[223] #timeseries
[222] join
[222] #iot

Top Words in Tweet in G5:
[89] un_geospatial
[65] geospatial
[53] map
[41] team
[40] nga_geoint
[38] using
[37] today
[36] un_oict
[30] #geoadvantage22
[29] data

Top Words in Tweet in G6:
[587] ãƒ
[142] jav6868
[113] ç
[113] ÿã
[91] æ
[90] äº
[85] ªãƒ
[62] 2022で実現可能なsaoオーディナルスケールのようなarライブ
[62] stylyダウンロードして下記リンクたたけば誰でも体験できます
[62] geospatial使ってるので渋谷交差点がarマーカー

Top Words in Tweet in G7:
[165] geospatial
[134] data
[89] amazon
[89] sagemaker
[60] build
[51] supports
[48] ml
[43] learning
[42] innovate
[42] #ml

Top Words in Tweet in G8:
[117] geospatial
[38] data
[31] #geospatial
[26] index
[21] geospatialc
[20] use
[16] december
[16] call
[16] evidence
[15] more

Top Words in Tweet in G9:
[60] lucychepkosgei
[53] geospatial
[43] graduation
[41] thercti_rcmrd
[41] 1st
[36] kenya
[32] rcmrd_
[28] gis
[23] congregation
[23] join

Top Words in Tweet in G10:
[85] #geospatial
[64] arcore
[61] api
[55] rainage
[55] streetrpg
[53] ar
[53] lumen_world
[51] device
[51] show
[51] items

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[591] geospatial,data
[391] ãƒ,ãƒ
[227] #geospatial,analysis
[223] crime,data
[223] #griddb,#iot
[223] #nyc,crime
[223] join,#geospatial
[223] #nosql,#timeseries
[222] analysis,#nyc
[222] data,#griddb

Top Word Pairs in Tweet in G1:
[164] geospatial,data
[61] amazon,sagemaker
[52] geospatial,analysis
[43] geospatial,intelligence
[39] ãƒ,ãƒ
[38] gt,gt
[31] geospatial,ml
[27] using,geospatial
[25] brings,geospatial
[25] free,plugin

Top Word Pairs in Tweet in G2:
[157] pacific,geospatial
[138] geospatial,conference
[67] conference,2022
[50] geospatial,data
[32] spatialnode,jobs
[31] open,mapping
[30] jobingis,#jobingis
[29] #gis,#geospatial
[28] fully,funded
[27] phd,studentships

Top Word Pairs in Tweet in G3:
[77] giswqs,#geemap
[57] arcgis,pro
[55] #geemap,v0
[55] loading,#earthengine
[55] v0,19
[55] released,supports
[55] powerful,desktop
[55] supports,loading
[55] #earthengine,data
[55] desktop,gis

Top Word Pairs in Tweet in G4:
[223] crime,data
[223] #nyc,crime
[223] #nosql,#timeseries
[222] join,#geospatial
[222] #griddb,#iot
[222] #geospatial,analysis
[222] #iot,#nosql
[222] analysis,#nyc
[222] data,#griddb
[221] griddbcommunity,join

Top Word Pairs in Tweet in G5:
[37] un_geospatial,team
[20] team,tracked
[20] tracked,progress
[18] using,worldresources
[18] geospatial,advantage
[18] using,map
[18] #sdg6,using
[18] progress,#sdg6
[18] worldresources,data
[18] data,un_geospatial

Top Word Pairs in Tweet in G6:
[294] ãƒ,ãƒ
[90] äº,ç
[90] æ,äº
[65] ªãƒ,ãƒ
[62] できた,2022で実現可能なsaoオーディナルスケールのようなarライブ
[62] 2022で実現可能なsaoオーディナルスケールのようなarライブ,のスマホarバージョン
[62] のスマホarバージョン,stylyダウンロードして下記リンクたたけば誰でも体験できます
[62] stylyダウンロードして下記リンクたたけば誰でも体験できます,geospatial使ってるので渋谷交差点がarマーカー
[61] geospatial使ってるので渋谷交差点がarマーカー,渋谷交差点寄った際は
[61] jav6868,できた

Top Word Pairs in Tweet in G7:
[81] amazon,sagemaker
[51] sagemaker,supports
[49] supports,geospatial
[41] geospatial,#ml
[40] #ml,build
[40] machine,learning
[40] innovate,faster
[40] faster,power
[39] awsonair,innovate
[37] power,earth

Top Word Pairs in Tweet in G8:
[20] geospatial,index
[13] geospatial,strategy
[13] call,evidence
[10] geospatial,data
[9] geospatial,opportunities
[8] public,sector
[7] respond,december
[7] location,data
[7] develop,respond
[7] strategy,develop

Top Word Pairs in Tweet in G9:
[29] 1st,graduation
[23] graduation,congregation
[23] award,diplomas
[23] join,thercti_rcmrd
[23] thercti_rcmrd,1st
[23] congregation,award
[22] certificates,#ict
[22] #ad,join
[22] diplomas,certificates
[21] #ict,#geospa

Top Word Pairs in Tweet in G10:
[55] arcore,#geospatial
[51] ar,items
[51] lumen_world,device
[51] show,ar
[51] streetrpg,lumen_world
[51] device,arcore
[51] #geospatial,api
[51] prototype,streetrpg
[51] api,show
[49] items,monsters

Top Replied-To
Top Replied-To in Entire Graph:
@mouthofmorrison
@pokateo_
@jbkinney
@mapmakinmeyers
@kingnothing_eth
@un_geospatial
@geospatial_ou
@gdbgeospatial
@andythurai
@mapscaping

Top Replied-To in G1:
@gohatcher

Top Replied-To in G2:
@pokateo_
@andythurai
@mapscaping
@_orcaman
@valsha920
@cmhc23
@harrymahar
@hannahhock4
@devcom_c5isr
@masonrothman

Top Replied-To in G3:
@whiteboxgeo
@tarinresources
@mdsumner
@thenasem
@giswqs
@bill_keeton
@mccraerobbie
@mouthofmorrison

Top Replied-To in G4:
@topologicbim

Top Replied-To in G5:
@un_geospatial
@worldresources
@unbiodiversity
@kokonutnetwork
@antonio_paglino
@nga_geoint
@natreconofc

Top Replied-To in G6:
@takesenit

Top Replied-To in G7:
@channyun
@wata909
@swamisivasubram

Top Replied-To in G8:
@psythor
@pokateo_
@geoawesomeness
@mapmakinmeyers
@discover__tech
@financespatial
@intrinio
@scobleizer
@nickcareyfb
@adamwisdish

Top Replied-To in G10:
@rainage
@bilawalsidhu

Top Mentioned
Top Mentioned in Entire Graph:
@griddbcommunity
@giswqs
@jav6868
@un_geospatial
@lucychepkosgei
@landgeist
@rainage
@allsourcea
@lumen_world
@pacificgisnrs

Top Mentioned in G1:
@acugis
@njohnleee
@thiefbylaw
@cecweb
@mrsposterity
@karl_popp

Top Mentioned in G2:
@pacificgisnrs
@cmhc23
@openmapping_ap
@canunen
@geospatialcdt
@hotosm
@geospatialwomen
@planet
@unisouthpacific
@jobingis

Top Mentioned in G3:
@giswqs
@whiteboxgeo
@datamongerbonny
@maxlenormand
@mosarwat
@hydroclimali
@wgeary
@cesiumjs
@unity
@rafemoro

Top Mentioned in G4:
@griddbcommunity
@streamlit
@rafemoro
@mosarwat
@dynamobim
@blender
@freecadnews
@fsqstudio

Top Mentioned in G5:
@un_geospatial
@nga_geoint
@un_oict
@worldresources
@unbiodiversity
@unggimamericas
@palomamerodio
@el_bid
@geohuntsville
@natreconofc

Top Mentioned in G6:
@jav6868
@hammmm

Top Mentioned in G7:
@awsonair
@awsblogs
@descarteslabs
@channyun
@awscloud
@databricks
@samcharrington
@swamisivasubram
@saeedurrahman_
@hpc_guru

Top Mentioned in G8:
@geospatialc
@directionsmag
@cdollywcymru
@rgs_ibg
@ordnancesurvey
@britgeosurvey
@agiindia
@joefrancica
@financespatial
@ukcgfi

Top Mentioned in G9:
@lucychepkosgei
@thercti_rcmrd
@rcmrd_
@citizentvkenya
@esri
@chuka__uni
@trimblenews
@themapaddict
@wahomehon
@wigis_ug

Top Mentioned in G10:
@rainage
@lumen_world
@bokeh
@pyviz_org
@datashade
@stephanejoost
@gorillaz_br
@ybytata
@googlearvr
@thecgchannel

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@wkwkrnht
@chidambara09
@stigmabaseu
@crweworld
@cybersecurityn8
@flashalert_me
@newsfilterio
@func_hs
@vonrosenchild

Top Tweeters in G1:
@stigmabaseu
@crweworld
@flashalert_me
@newsfilterio
@rvp
@swissbusiness
@brave0nft
@softmedian
@pavelnosok
@suriyasubraman

Top Tweeters in G2:
@bbcnews
@marypcbuk
@nordicgeo
@xniyi
@amithpanchal
@constellationr
@thecube
@ctoadvisor
@wallellaa
@pepecorrs

Top Tweeters in G3:
@o_fabriciosouza
@godfrey_g_
@pythonroboto
@linuxmil
@mundolinuxbot
@ucloudifyai
@drcolintrainor
@mdsumner
@mathsorcerer
@darwinb0y

Top Tweeters in G4:
@sectest9
@cybersecurityn8
@benedictolozano
@ssxman2
@eldokshe
@digitaldecoded1
@obuasi_sarkodie
@joel22159724
@ghayasm73
@evil_ryu_80

Top Tweeters in G5:
@7thclouds
@aitch_el
@arc_atlantique
@turgut_guliyev
@junub_bot
@nhl
@madhavanpallan
@un
@nasa
@unbiodiversity

Top Tweeters in G6:
@ctake_shimez
@mt_paddy
@akoroitaku
@siratama_3gou
@hankeshiworker
@hikyaku
@kazanagisora
@styley__r18
@tightnaven
@cj_bc_sd

Top Tweeters in G7:
@vonrosenchild
@straitarrow10
@qbankendy
@ml_tweet_bot
@terpsichore_los
@passarelliallan
@ayirpelle
@hubbucket
@enigmathick
@adrianvelascos

Top Tweeters in G8:
@inc
@charlesarthur
@thomasforth
@celestialweasel
@tradingview
@jc_james_clark
@scobleizer
@yahoo
@inthecompanyof
@barrysteelenb

Top Tweeters in G9:
@citizentvkenya
@itiswinny
@owenabong
@forbestech
@holsteinson
@miguelo6312
@campusbizke
@mwas08__
@bigbengeo
@dddrson

Top Tweeters in G10:
@fullnam35087976
@kaiware007
@franciswashere
@bjeaglefeather
@datashade
@themapaddict
@erasmolbj
@tasklong
@bluesura
@srtena