geospatial, Twitter, 9/10/2019 7:27:52 PM, 209335


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geospatial_2019-09-10_10-14-22.xlsx
geospatial_2019-09-10_10-14-22.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 10, 2019
Short Description:
geospatial via NodeXL http://bit.ly/31f1yKQ
@smartcitiesfeed
@geosystemsfeed
@gp_pulipaka
@geospatialstuff
@libertytarian
@wiomax_va
@mapscaping
@geographycanada
@northroadgeo
@gislounge

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

Description:
Description
The graph represents a network of 3,836 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, 10 September 2019 at 17:15 UTC.

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

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 9-day, 15-hour, 24-minute period from Saturday, 31 August 2019 at 03:27 UTC to Monday, 09 September 2019 at 18:52 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 : 3836
Unique Edges : 5509
Edges With Duplicates : 1896
Total Edges : 7405
Number of Edge Types : 3
Tweet : 1118
Mentions : 6137
Replies to : 150
Self-Loops : 1118
Reciprocated Vertex Pair Ratio : 0.0318906605922551
Reciprocated Edge Ratio : 0.0618101545253863
Connected Components : 565
Single-Vertex Connected Components : 327
Maximum Vertices in a Connected Component : 2491
Maximum Edges in a Connected Component : 5698
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.102208
Graph Density : 0.000369517900137719
Modularity : 0.663767
NodeXL Version : 1.0.1.419

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

Top URLs in Tweet in G1:
[22] https://www.geospatialworld.net/article/geospatial-and-5g-rollout-why-they-are-critical-for-each-other/
[11] http://www.atmosuav.com
[9] https://www.ethicalgeo.org/
[8] https://www.kdnuggets.com/2018/09/visualising-geospatial-data-python-folium.html
[7] http://go.kinetica.com/webinar-trial
[7] https://www.geospatialworld.net/blogs/open-source-to-advance-geospatial-for-multiple-sectors/
[7] https://geospatialnews.net/geospatial-equipment/trimble-introduces-new-compact-sized-tablet-for-geospatial-field-applications/
[7] https://geospatialnews.net/geospatial-equipment/lidar/nasa-gedi-project-in-costa-rica/
[6] https://towardsdatascience.com/how-to-work-with-big-geospatial-data-4ba919a8ffc2?gi=b79fed210573
[6] https://placetech.net/analysis/eight-emerging-geospatial-technologies/

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

Top URLs in Tweet in G3:
[7] https://www.kdnuggets.com/2018/09/visualising-geospatial-data-python-folium.html
[6] https://www.computerweekly.com/news/252469596/Government-investigates-matching-geospatial-data-with-AI
[3] https://twitter.com/RichardEudes/status/1170283320543973378
[3] https://into.ai/blog/news-stories/parametric-data-will-drive-future-for-insurance-industry/
[2] https://dy.si/KYhh1j2
[2] https://github.com/chaconnewu/free-data-science-books
[2] http://markets.post-gazette.com/postgazette/news/read/38676051
[2] http://stocks.newsok.com/newsok/news/read/38676051
[2] http://www.tuxmachines.org/node/127837
[2] https://www.theinformationlab.co.uk/2019/08/09/nhs-ae-geospatial-data/?utm_source=twitter&utm_medium=hootsuite&utm_term=&utm_content=&utm_campaign=

Top URLs in Tweet in G4:
[67] https://www.gislounge.com/women-in-geospatial-launches-a-career-mentorship-program/
[12] https://sites.google.com/view/women-in-geospatial-mentorship/
[3] https://www.govloop.com/training/sept-5-building-smart-communities-founded-on-a-geospatial-strategy/
[2] https://www.gislounge.com/using-geospatial-analysis-to-map-the-optimal-places-for-tropical-rainforest-restoration/
[2] https://www.linuxinsider.com/story/86226.html
[2] https://www.gislounge.com/3-ways-geospatial-data-is-changing-the-way-we-manage-the-environment-around-us/
[2] https://www.lavernrogersryan.com/
[2] https://www.gov.uk/government/publications/future-technologies-review
[1] https://twitter.com/iyoaye/status/1167676559056154625
[1] http://ds.lib.ucdavis.edu/maptimedavis-geospatial/

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

[1] https://www.rgs.org/geography/advocacy-and-impact/impact/access-to-local-services/?utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn
[1] https://www.rgs.org/geography/news/geography%e2%80%99s-value-to-data-and-data-skills/?utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn
[1] https://twitter.com/GeoCommunity/status/1168452251763036161

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

Top URLs in Tweet in G7:
[6] https://geoworks.sg/geospatial-week/
[4] https://www.directionsmag.com/pressreleases
[3] http://ow.ly/KG2M50vXVnO
[3] https://geoawesomeness.com/geospatial-jobs-of-the-week
[2] https://www.directionsmag.com/items?itemTypeIds=3
[2] http://geoworks.sg/Geospatial-week/
[2] http://shre.ly/ai-design-3
[2] https://www.directionsmag.com/data-resources
[2] https://geoscape.com.au/data/
[2] https://media.ccc.de/v/bucharest-331-visual-hierarchies-in-3d-cartography-with-vts-geospatial

Top URLs in Tweet in G8:
[34] https://www.reddit.com/r/MapPorn/comments/ay3a9v/summer_ice_extent_1970_2100/?utm_content=buffereed6f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[16] https://i.imgur.com/NZango3.jpg?utm_content=bufferefdc5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[13] https://mapscaping.com/blogs/the-mapscaping-podcast
[11] https://geoawesomeness.com/vgis-augmented-reality-gis-meemim-nextgeo/?utm_content=bufferd4ed3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[10] https://mapscaping.com/pages/folding-paper-globes?utm_content=bufferbf075&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://www.reddit.com/r/MapPorn/comments/8pdklp/paris_metro_lines_locations_from_aerial_picture_oc/?st=JI5MJD3Y&sh=1e848524&utm_content=buffer2ade2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] http://www.vGIS.io
[3] https://mapscaping.com/blogs/the-mapscaping-podcast/inspirational-geospatial-visualizations
[3] https://www.youtube.com/watch?v=DrXt4Z4WYqU

[2] https://t.co/4dq23FFkca?utm_content=buffer34d8e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G9:
[5] https://www.linkedin.com/slink?code=fDraDB4
[2] https://www.youtube.com/watch?v=NWJlDvJihmI&feature=youtu.be

[1] https://link.springer.com/epdf/10.1186/s40965-019-0067-x?author_access_token=3Eqr9UYM8TL-WhHCG57Dz2_BpE1tBhCbnbw3BuzI2RN0awjz868tLtKmnHw2qs154v217-o2gQ92Kb1k6yoBbskxFjzcR0b-r444yL_Jn3m65kAHDx8nT6F8tHV42JrBeaEnaF86lvI3sy520ZP8iw%3D%3D
[1] https://bgmartins.github.io/sigspatial-geohumanities/index.html
[1] https://north-road.com/2019/09/03/qgis-3-10-loves-geopdf/
[1] https://www.youtube.com/watch?v=6UbDZ03wnEU&feature=youtu.be

[1] http://www.eracareers.pt/opportunities/index.aspx?task=showAnuncioOportunities&jobId=117440&idc=1
[1] https://twitter.com/northroadgeo/status/1168760687205634048
[1] https://geoawesomeness.com/geospatial-jobs-of-the-week
[1] https://www.reddit.com/r/MapPorn/comments/ay3a9v/summer_ice_extent_1970_2100/?utm_content=buffereed6f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G10:
[15] https://medium.com/p/how-to-work-with-big-geospatial-data-4ba919a8ffc2
[10] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhow-to-work-with-big-geospatial-data-4ba919a8ffc2
[7] https://towardsdatascience.com/how-to-work-with-big-geospatial-data-4ba919a8ffc2?source=rss----7f60cf5620c9---4
[4] https://towardsdatascience.com/how-to-work-with-big-geospatial-data-4ba919a8ffc2?gi=b79fed210573
[3] https://cybergis.illinois.edu/data-science-speaker-series/
[3] https://towardsdatascience.com/how-to-work-with-big-geospatial-data-4ba919a8ffc2?source=rss----7f60cf5620c9---4&utm_source=twitter&utm_medium=social&utm_campaign=dlvr_it
[3] https://towardsdatascience.com/how-to-work-with-big-geospatial-data-4ba919a8ffc2
[3] https://towardsdatascience.com/getting-started-with-geospatial-works-1f7b47955438?source=rss----7f60cf5620c9---4
[2] https://www.greatinsurancejobs.com/job/6408732/arity-geospatial-data-science-manager/?TrackID=115833
[2] https://id.elsevier.com/as/authorization.oauth2?platSite=SD%2Fscience&scope=openid+email+profile+els_auth_info+urn%3Acom%3Aelsevier%3Aidp%3Apolicy%3Aproduct%3Ainst_assoc&response_type=code&redirect_uri=https%3A%2F%2Fwww.sciencedirect.com%2Fuser%2Fidentity%2Flanding&authType=SINGLE_SIGN_IN&prompt=none&client_id=SDFE-v3&state=retryCounter%3D0%26csrfToken%3D435f9a76-b109-4e92-9c29-f5da7cdf1737%26idpPolicy%3Durn%253Acom%253Aelsevier%253Aidp%253Apolicy%253Aproduct%253Ainst_assoc%26returnUrl%3D%252Fscience%252Farticle%252Fabs%252Fpii%252FS0034425719304055%26prompt%3Dnone%26cid%3Darp-cb1ac631-f632-4e1f-9aa5-cae75c4c169a

Top Domains
Top Domains in Tweet in Entire Graph:
[187] twitter.com
[82] gislounge.com
[82] geospatialworld.net
[59] linkedin.com
[58] medium.com
[51] geospatialnews.net
[48] reddit.com
[40] co.uk
[37] mapscaping.com
[36] youtube.com

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

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

Top Domains in Tweet in G3:
[7] computerweekly.com
[7] kdnuggets.com
[6] twitter.com
[3] dy.si
[3] into.ai
[2] towardsdatascience.com
[2] github.com
[2] post-gazette.com
[2] newsok.com
[2] tuxmachines.org

Top Domains in Tweet in G4:
[72] gislounge.com
[13] google.com
[6] twitter.com
[3] govloop.com
[3] gov.uk
[3] linuxinsider.com
[2] lavernrogersryan.com
[1] ucdavis.edu
[1] linkedin.com
[1] meetup.com

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

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

Top Domains in Tweet in G7:
[13] directionsmag.com
[9] geoworks.sg
[7] twitter.com
[5] geoawesomeness.com
[3] ow.ly
[3] linkedin.com
[3] com.au
[3] okt.to
[3] ccc.de
[2] co.uk

Top Domains in Tweet in G8:
[42] reddit.com
[30] mapscaping.com
[16] imgur.com
[12] geoawesomeness.com
[5] vgis.io
[3] twitter.com
[3] gislounge.com
[3] youtube.com
[2] t.co
[1] spotify.com

Top Domains in Tweet in G9:
[5] linkedin.com
[4] youtube.com
[1] springer.com
[1] github.io
[1] north-road.com
[1] eracareers.pt
[1] twitter.com
[1] geoawesomeness.com
[1] reddit.com

Top Domains in Tweet in G10:
[28] medium.com
[21] towardsdatascience.com
[5] illinois.edu
[3] greatinsurancejobs.com
[3] dlvr.it
[3] plow.io
[2] elsevier.com
[2] citejournal.org
[2] twitter.com
[2] urisa.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1631] geospatial
[564] gis
[458] bigdata
[432] datascience
[408] ai
[392] analytics
[208] iot
[188] machinelearning
[159] reinforcementlearning
[153] books



Top Hashtags in Tweet in G1:
[640] geospatial
[166] gis
[59] bigdata
[53] mapping
[47] datascience
[47] lidar
[43] ai
[42] uas
[42] surveying
[34] drone

Top Hashtags in Tweet in G2:
[57] geospatial
[24] government
[20] gis
[8] surveying
[7] engineering
[6] boozallen
[6] job
[5] remotesensing
[5] digitaltransformation
[4] bigdata

Top Hashtags in Tweet in G3:
[397] geospatial
[368] bigdata
[361] datascience
[343] analytics
[336] ai
[173] gis
[156] machinelearning
[151] iot
[148] reinforcementlearning
[143] books

Top Hashtags in Tweet in G4:
[9] geospatial
[7] nigeria
[6] drone
[6] esri
[6] foss4g
[6] foss4g2019
[5] gravity
[4] gis
[3] latvia
[2] surveylife

Top Hashtags in Tweet in G5:
[99] geospatial
[35] gis
[15] data
[12] agicasestudies
[11] drone
[10] mapping
[9] free
[8] arcgis
[8] imagery
[7] osmaconference

Top Hashtags in Tweet in G6:
[94] dangerous
[66] harpa
[66] darpa
[2] redflag
[1] bigtech
[1] iot
[1] redflaglaws
[1] socialcredit
[1] 2a
[1] guncontrol

Top Hashtags in Tweet in G7:
[68] geospatial
[37] geoweek
[20] gis
[16] data
[14] retas
[9] software
[8] phiweek
[8] futureeo
[8] geoyouth
[8] singapore

Top Hashtags in Tweet in G8:
[66] geospatial
[39] geography
[35] geographyteacher
[32] gis
[28] mapping
[22] geo
[19] geoscience
[17] africa
[16] podcast
[15] science

Top Hashtags in Tweet in G9:
[75] qgis
[6] acm
[6] sigspatial
[2] foss4g
[2] geospatial
[1] openstreetmap
[1] gis
[1] digitalhumanities
[1] spatialhumanities
[1] geohumanities

Top Hashtags in Tweet in G10:
[20] gis
[20] geospatial
[12] bigdata
[9] datascience
[8] analytics
[5] science
[4] books
[4] ai
[4] machinelearning
[4] iot

Top Words
Top Words in Tweet in Entire Graph:
[3440] Words in Sentiment List#1: Positive
[1078] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[102631] Non-categorized Words
[107149] Total Words
[2312] geospatial
[1631] #geospatial
[1230] data
[564] #gis
[458] #bigdata

Top Words in Tweet in G1:
[640] #geospatial
[316] geospatial
[243] data
[166] #gis
[107] new
[74] more
[70] s
[61] out
[61] planning
[59] #bigdata

Top Words in Tweet in G2:
[341] geospatial
[87] data
[57] #geospatial
[46] job
[39] analyst
[36] new
[30] open
[29] information
[26] jobs
[26] out

Top Words in Tweet in G3:
[421] gp_pulipaka
[397] #geospatial
[368] #bigdata
[361] #datascience
[343] #analytics
[336] #ai
[230] data
[173] #gis
[163] #
[156] #machinelearning

Top Words in Tweet in G4:
[158] geospatial
[92] gislounge
[80] mentorship
[70] career
[69] women
[69] program
[67] launches
[40] huge
[39] deepseadawn
[29] geospatialwomen

Top Words in Tweet in G5:
[99] #geospatial
[44] data
[37] out
[37] geospatial
[35] #gis
[26] rgs_ibg
[24] ordnancesurvey
[23] more
[21] esri
[17] look

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

Top Words in Tweet in G7:
[127] geospatial
[68] #geospatial
[37] geoworkssg
[37] singapore
[37] #geoweek
[29] week
[26] foss4g
[25] here
[24] s
[21] community

Top Words in Tweet in G8:
[123] mapscaping
[69] source
[66] #geospatial
[39] #geography
[36] shows
[35] #geographyteacher
[35] map
[34] extent
[34] arctic
[34] summer

Top Words in Tweet in G9:
[109] geospatial
[83] pdf
[82] new
[81] read
[76] here
[75] another
[75] exciting
[75] addition
[75] #qgis
[75] 3

Top Words in Tweet in G10:
[89] data
[76] geospatial
[55] work
[47] big
[27] tdatascience
[22] science
[20] #gis
[20] #geospatial
[17] read
[17] education

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[396] geospatial,data
[381] #bigdata,#analytics
[250] #geospatial,#gis
[226] #analytics,#geospatial
[167] big,data
[167] #datascience,#ai
[164] #ai,#machinelearning
[161] #geospatial,data
[153] list,60
[153] 60,#datascience

Top Word Pairs in Tweet in G1:
[67] #geospatial,data
[67] #geospatial,#gis
[51] #gis,#geospatial
[42] geospatial,data
[38] geospatial,planning
[29] #bigdata,#analytics
[25] being,used
[24] check,out
[22] #vr,#vrgotham
[22] #vrgotham,#3dvideomotion

Top Word Pairs in Tweet in G2:
[43] geospatial,data
[25] geospatial,analyst
[19] geospatial,information
[18] link,bio
[17] geospatial,analysis
[15] check,out
[13] geospatial,intelligence
[11] geospatial,services
[10] open,source
[10] click,link

Top Word Pairs in Tweet in G3:
[343] #bigdata,#analytics
[208] #analytics,#geospatial
[171] #geospatial,#gis
[154] #datascience,#ai
[151] #ai,#machinelearning
[143] list,60
[143] 60,#datascience
[143] #datascience,#books
[143] #books,big
[143] big,data

Top Word Pairs in Tweet in G4:
[69] career,mentorship
[69] mentorship,program
[67] women,geospatial
[67] launches,career
[62] geospatial,launches
[62] program,gislounge
[40] huge,women
[39] deepseadawn,huge
[20] kiricarini,women
[19] geospatial,data

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

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

Top Word Pairs in Tweet in G7:
[14] geospatial,week
[12] machine,learning
[12] geospatial,data
[12] #gis,#geospatial
[12] youth,forum
[11] #geoweek,#geospatial
[11] esri,singapore
[11] regional,geospatial
[11] geospatial,youth
[10] foss4g,2019

Top Word Pairs in Tweet in G8:
[34] map,shows
[34] shows,extent
[34] extent,arctic
[34] arctic,summer
[34] summer,ice
[34] ice,1970
[34] 1970,2100
[34] 2100,projected
[34] projected,obviously
[34] obviously,source

Top Word Pairs in Tweet in G9:
[82] geospatial,pdf
[75] another,exciting
[75] exciting,new
[75] new,addition
[75] addition,#qgis
[75] #qgis,3
[75] 3,10
[75] 10,geospatial
[75] pdf,outputs
[75] outputs,read

Top Word Pairs in Tweet in G10:
[61] geospatial,data
[42] big,geospatial
[41] work,big
[22] data,science
[16] public,facing
[16] facing,education
[14] museum,school
[14] school,university
[14] work,public
[14] tdatascience,work

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

Top Replied-To in G1:
@transitscreen
@ricckli
@iyoaye
@public_team
@5gworldseries
@jenmeierhans
@cratedb
@nadinesa
@bluemarblegeo
@consultsoea

Top Replied-To in G3:
@robbinvernooij

Top Replied-To in G4:
@geospatialwomen
@walemicaiah
@jeafreezy
@muyiwa85939471
@mandouze
@kiricarini
@lavernr
@micheletobias
@claraexplores

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

Top Replied-To in G6:
@libertytarian

Top Replied-To in G7:
@nottheo20625094
@yngling
@geoworkssg
@spara
@joshnaylor
@steven_ramage

Top Replied-To in G9:
@briantimoney

Top Mentioned
Top Mentioned in Entire Graph:
@gp_pulipaka
@libertytarian
@mapscaping
@gislounge
@northroadgeo
@kirkdborne
@usatoday
@jonahadkins
@steveogollaw
@geospatialwomen

Top Mentioned in G1:
@ethicalgeo
@americangeo
@geoworldmedia
@ehealth_africa
@iyoaye
@geospatialc
@geospatialnews1
@geosaurustrex
@insideintergeo
@mapscaping

Top Mentioned in G2:
@mikeshewring
@pediatrics_bio
@datalabsagency
@edina_digimap
@aspiremapper
@rmsi_global
@pereion
@kaarta3d
@spacecom

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

Top Mentioned in G4:
@gislounge
@deepseadawn
@geospatialwomen
@kiricarini
@delawen
@mikeflaxman
@omnisci
@mandouze
@ogbenidipo
@praisegeorge

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

Top Mentioned in G6:
@libertytarian
@gp_pulipaka

Top Mentioned in G7:
@geoworkssg
@foss4g
@geoawesomeness
@dmpinc
@directionsmag
@awwwards
@maptimesg
@esa_eo
@grabsg
@discovercretech

Top Mentioned in G8:
@mapscaping
@craigtaylorgis
@geone_ws
@vgis_map
@geoawesomeness
@volcan01010
@astraeainc
@directionsmag
@jsgoodall
@_hfarwa

Top Mentioned in G9:
@northroadgeo
@marcominghini
@jacintoestima
@monclaludovic
@briantimoney
@isprs_ijgi
@youtube
@proadmontierra
@springeropen

Top Mentioned in G10:
@tdatascience
@kayteetaylor
@sparc_asu
@syedramizsami
@asu_sgsup
@cybergiscenter
@gp_pulipaka
@rbukralia
@asu
@fahad_s_alahmad

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

Top Tweeters in G1:
@nosqldigest
@chidambara09
@linda_u_w_a
@nytimes
@nicochan33
@techcrunch
@ideagov
@stltoday
@sachatb
@nationnews

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

Top Tweeters in G3:
@arkangelscrap
@sectest9
@javascriptd
@gamergeeknews
@dancas2
@aaroncuddeback
@calcaware
@into_ai
@tess_blue815
@torillo59

Top Tweeters in G4:
@mrkalman
@davidbflower
@ogbenidipo
@xniyi
@clearmapping
@walemicaiah
@miketiffy53
@unclechike_
@tiadobi
@lemoustier

Top Tweeters in G5:
@szilviade_
@waweru
@jacobussystems
@hyamane7
@lordbexar
@geographile
@ordnancesurvey
@natgeo
@geo_maps
@_lemoog_

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

Top Tweeters in G7:
@wajahatali
@creativedynamix
@labitchesse
@yasmineutami
@profilo3marco
@deepindex
@njanitz
@spara
@publichealthmap
@peterquamhe

Top Tweeters in G8:
@mojin
@rmathematicus
@ziyaggy
@avfolk
@cboy13
@worldprofessor
@risharky
@nodoriesgo
@dansleslimbes
@awilliams_a

Top Tweeters in G9:
@ownohmanny
@donny_v
@youtube
@sfkeller
@digtalhumanatee
@geoinnovaasl
@sotogvrl
@gavg712
@briantimoney
@bitnerd

Top Tweeters in G10:
@themapstories
@jmkuhn99
@nvsdata
@technojederbig
@justbementalist
@salesforce
@fabianbreschi
@codeconnections
@googlemaps
@asu