data visualization, Twitter, 2/9/2023 7:30:52 AM, 288967


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data visualization_2023-02-08_23-21-04.xlsx
data visualization_2023-02-08_23-21-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 09, 2023
Short Description:
data visualization via NodeXL https://bit.ly/3Icn9Ma
@thegoldsuite
@drwendyrocks
@project2080com
@opentopography
@shashank_shah_3
@olamidetowobola
@poontany
@chalerm_kul
@tableau
@winty_updates

Top hashtags:
#dataviz
#transfersinlasthour
#transfersoutlasthour
#data

Description:
Description
The graph represents a network of 4,808 Twitter users whose recent tweets contained "data visualization", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/8/2023 5:00:34 PM. The network was obtained from Twitter on Thursday, 09 February 2023 at 07:24 UTC.

The tweets in the network were tweeted over the 1788-day, 1-hour, 57-minute period from Sunday, 18 March 2018 at 23:02 UTC to Thursday, 09 February 2023 at 01:00 UTC.

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

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 4808
Unique Edges : 1908
Edges With Duplicates : 8527
Total Edges : 10435
Number of Edge Types : 9
Retweet : 3397
MentionsInRetweet : 4121
Replies to : 635
Tweet : 1151
Mentions : 403
MentionsInReplyTo : 581
MentionsInQuote : 31
Quote : 91
MentionsInQuoteReply : 25
Self-Loops : 1696
Reciprocated Vertex Pair Ratio : 0.0187149095446039
Reciprocated Edge Ratio : 0.0367421922841396
Connected Components : 847
Single-Vertex Connected Components : 431
Maximum Vertices in a Connected Component : 2505
Maximum Edges in a Connected Component : 5900
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.742186
Graph Density : 0.000211967295337118
Modularity : 0.486409
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,808 Twitter users whose recent tweets contained "data visualization", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/8/2023 5:00:34 PM. The network was obtained from Twitter on Thursday, 09 February 2023 at 07:24 UTC.

The tweets in the network were tweeted over the 1788-day, 1-hour, 57-minute period from Sunday, 18 March 2018 at 23:02 UTC to Thursday, 09 February 2023 at 01:00 UTC.

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

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : data visualization
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:
[273] https://www.fplanalytics.com/priceTable.html
[273] https://www.fplanalytics.com/NettTransfers.html
[19] https://link.medium.com/VsmwXMxhFwb
[16] https://pojokstats.carrd.co/
[13] https://twitter.com/kirkgoldsberry/status/1623193127438675970
[12] https://cognitiveclass.ai/courses/data-visualization-python
[12] https://blogs.oracle.com/analytics/post/start-using-oracle-analytics-and-ai-in-5-minutes?source=:so:fb:or:awr:ana:::RC_WWMK210908P00048:&SC=:so:fb:or:awr:ana:::RC_WWMK210908P00048:&pcode=WWMK210908P00048
[10] http://DataRebel.io
[9] https://www.udemy.com/course/tableau-for-data-visualization/
[8] https://megacourses.net/100off-master-google-data-studio-for-data-visualization-in-2023/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost

Top URLs in Tweet in G1:
[1] https://twitter.com/DrWendyRocks/status/1622468146681479168/video/1
[1] https://twitter.com/DrWendyRocks/status/1622468146681479168

Top URLs in Tweet in G2:
[12] https://blogs.oracle.com/analytics/post/start-using-oracle-analytics-and-ai-in-5-minutes?source=:so:fb:or:awr:ana:::RC_WWMK210908P00048:&SC=:so:fb:or:awr:ana:::RC_WWMK210908P00048:&pcode=WWMK210908P00048
[5] https://twinybots.ch/
[4] https://twitter.com/knoledgecorp/status/1622495359665840129/photo/1
[4] https://twitter.com/sanjeev__kr/status/1623301319284101121/photo/1
[4] https://twitter.com/GouravKatoch15/status/1622560117739905026/photo/1
[4] https://twitter.com/NibafPakistan/status/1622093055875756032/photo/1
[3] https://twitter.com/sdcta/status/1621554349808697344/photo/1
[3] https://stat.world/biportal/?lang=en
[2] https://keensolution.in/database-management/
[2] https://pprojectconsultants.com/how-can-data-visualization-help-my-business/?ref=quuu

Top URLs in Tweet in G3:
[10] https://cognitiveclass.ai/courses/data-visualization-python
[1] https://drive.google.com/drive/mobile/folders/1if09a9QyNfBRlAKey7If5preZ3BswudZ?fbclid=IwAR2QBcrO-LcQ0yUhRkhFRoGE3J5PMoPf9f6S30AsndUFBHGvVUkFa2WBIGo
[1] https://twitter.com/itsafiz/status/1621897105278382080/photo/1
[1] https://cognitiveclass.ai/courses/data-analysis-python
[1] https://twitter.com/itsafiz/status/1621897100786298881/photo/1
[1] https://mem.ai/p/QXN6oT45geFBbHhyHTR4
[1] https://mem.ai/p/uXXdCx5wTNbbKhq3yJdy
[1] https://mem.ai/p/BNJOiguwc65wny59ILE4
[1] https://mem.ai/p/glqka5yZZEDzAFazel0H
[1] https://mem.ai/p/LrUPVH2ot0rElsWFrcUn

Top URLs in Tweet in G4:
[4] https://twitter.com/Poontany/status/1479841897115906054/photo/1
[4] https://twitter.com/Poontany/status/1507364856936427523/photo/1
[2] https://twitter.com/artofth/status/1622518352597090305/photo/1
[1] https://twitter.com/i/web/status/1623321116449341441
[1] https://twitter.com/Poontany/status/1623321116449341441/video/1
[1] https://twitter.com/artofth/status/1622518357059829762/photo/1

Top URLs in Tweet in G5:
[7] https://www.udemy.com/course/tableau-for-data-visualization/
[2] https://www.python.org/
[2] http://Algoanim.ide.sk
[1] https://www.dataquest.io/
[1] https://learndatamodeling.com/
[1] https://www.datacamp.com/courses/introduction-to-data-visualization-with-ggplot2
[1] https://www.linkedin.com/learning/data-visualization-with-power-bi
[1] https://twitter.com/NewPrediction/status/1623094295023718400/photo/1

Top URLs in Tweet in G6:
[1] https://boards.greenhouse.io/axios/jobs/4755287?gh_src=nodesk#app
[1] https://www.kaggle.com/learn/data-visualization
[1] https://www.youtube.com/watch?v=6GUZXDef2U0

[1] https://pandas.pydata.org/pandas-docs/stable/user_guide/10min.html
[1] https://www.youtube.com/watch?v=e60ItwlZTKM


Top URLs in Tweet in G7:
[3] https://twitter.com/KIITUniversity/status/1622642801245552641/photo/1

Top URLs in Tweet in G8:
[10] http://DataRebel.io
[4] https://www.awin1.com/cread.php?awinmid=6798&awinaffid=1128909&platform=sl&ued=https://www.edx.org/course/data-visualization-and-building-dashboards-with-excel-and-cognos
[4] https://www.awin1.com/cread.php?awinmid=27750&awinaffid=1128909&platform=sl&ued=https://www.learningtree.com/courses/data-visualization-python/
[3] https://www.awin1.com/cread.php?awinmid=27750&awinaffid=1128909&platform=sl&ued=https://www.learningtree.com/courses/advanced-tableau/
[2] https://www.awin1.com/cread.php?awinmid=27750&awinaffid=1128909&platform=sl&ued=https://www.learningtree.com/courses/introduction-to-statistics/
[2] https://twitter.com/tableau/status/1620466457967726593/photo/1
[2] https://twitter.com/DamilareLawal16/status/1621519143244804096/photo/1
[2] https://twitter.com/sophiamyang/status/1621526173107847168/photo/1
[2] https://www.meetup.com/observablehq/events/291473687/
[2] https://twitter.com/infolabNL/status/1621150696409075712/photo/1

Top URLs in Tweet in G9:
[18] https://link.medium.com/VsmwXMxhFwb
[5] https://link.medium.com/zDfy6S7Zfxb
[5] https://www.coursera.org/learn/data-visualization-best-practices?irclickid=&irgwc=1&utm_medium=partners&utm_source=impact&utm_campaign=2840738&utm_content=b2c
[4] https://medium.com/mlearning-ai/aesthetic-data-visualization-101-3f833a27c059
[4] https://finnstats.com/index.php/2022/02/13/best-courses-for-data-visualization/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://h-savran.blogspot.com/2017/08/learn-r-part-3-data-visualization.html
[3] https://www.opencastlabs.co.ke/data-analysis-visualization-with-power-bi/
[2] https://datacamp.com/courses/introduction-to-data-visualization-with-plotly-in-python
[2] https://clauswilke.com/dataviz/
[2] https://www.coursera.org/learn/python-data-visualization?irclickid=&irgwc=1&utm_medium=partners&utm_source=impact&utm_campaign=2840738&utm_content=b2c

Top URLs in Tweet in G10:
[1] https://opentopography.org/news/opentopography-summer-2023-data-science-internship-opportunity
[1] https://twitter.com/OpenTopography/status/1621540770732982282/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[815] twitter.com
[546] fplanalytics.com
[71] medium.com
[44] youtube.com
[31] udemy.com
[23] coursera.org
[22] linkedin.com
[20] tableau.com
[17] cognitiveclass.ai
[16] oracle.com

Top Domains in Tweet in G1:
[2] twitter.com

Top Domains in Tweet in G2:
[194] twitter.com
[15] medium.com
[13] udemy.com
[12] linkedin.com
[12] amazon.com
[12] oracle.com
[11] comidoc.net
[9] cursusa.com
[9] youtube.com
[9] fiverr.com

Top Domains in Tweet in G3:
[11] cognitiveclass.ai
[7] mem.ai
[2] twitter.com
[1] google.com

Top Domains in Tweet in G4:
[13] twitter.com

Top Domains in Tweet in G5:
[7] udemy.com
[2] python.org
[2] ide.sk
[1] dataquest.io
[1] learndatamodeling.com
[1] datacamp.com
[1] linkedin.com
[1] twitter.com

Top Domains in Tweet in G6:
[2] youtube.com
[1] greenhouse.io
[1] kaggle.com
[1] pydata.org

Top Domains in Tweet in G7:
[3] twitter.com

Top Domains in Tweet in G8:
[41] twitter.com
[13] awin1.com
[10] datarebel.io
[8] tableau.com
[6] youtube.com
[5] observablehq.com
[2] medium.com
[2] google.com
[2] meetup.com
[1] co.uk

Top Domains in Tweet in G9:
[28] medium.com
[12] twitter.com
[11] coursera.org
[6] datacamp.com
[6] grjenkin.com
[4] finnstats.com
[3] blogspot.com
[3] co.ke
[2] clauswilke.com
[2] i384100.net

Top Domains in Tweet in G10:
[1] opentopography.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[145] dataviz
[137] transfersinlasthour
[137] transfersoutlasthour
[128] data
[114] datavisualization
[88] visualization
[81] datascience
[69] python
[61] dataanalytics
[54] rstats



Top Hashtags in Tweet in G2:
[42] data
[36] visualization
[35] datavisualization
[20] datascience
[17] dataanalytics
[17] udemy
[14] ai
[12] oracleanalytics
[12] businessintelligence
[10] python

Top Hashtags in Tweet in G3:
[1] course

Top Hashtags in Tweet in G4:
[2] โลกจำลองในอุดมคติ
[1] พื้นที่สำรวจความคิด

Top Hashtags in Tweet in G5:
[2] letsconnect
[1] dataanalytics

Top Hashtags in Tweet in G6:
[3] stearspolls
[1] powerbi
[1] dataanalytics

Top Hashtags in Tweet in G7:
[1] kiit

Top Hashtags in Tweet in G8:
[45] datafam
[40] dataviz
[24] datavisualization
[20] tableau
[19] data
[14] analytics
[10] datascience
[10] dataanalytics
[10] bigdata
[9] visualization

Top Hashtags in Tweet in G9:
[36] rstats
[27] dataviz
[14] datavisualization
[9] rstudio
[4] datascience
[3] ggplot2
[3] sqlserver
[2] oreillybooks
[2] spreadsheets
[2] python

Top Hashtags in Tweet in G10:
[1] lidar

Top Words
Top Words in Tweet in Entire Graph:
[5420] data
[2984] visualization
[761] management
[671] business
[651] งข
[651] การแข
[624] analysis
[608] gt
[602] over
[596] see

Top Words in Tweet in G1:
[525] seismic
[525] stations
[524] earthquake
[524] waves
[524] turkey
[524] north
[524] over
[524] m7
[524] sound
[524] drwendyrocks

Top Words in Tweet in G2:
[871] data
[530] visualization
[107] analysis
[73] python
[59] tools
[58] more
[51] time
[49] learning
[45] business
[43] help

Top Words in Tweet in G3:
[718] management
[363] learning
[363] analytics
[361] free
[360] project
[360] olamidetowobola
[359] business
[359] product
[358] interested
[357] re

Top Words in Tweet in G4:
[649] งข
[649] การแข
[327] น
[327] poontany
[325] แต
[325] ว
[325] pop
[324] ต
[324] นในวงการ
[324] วท

Top Words in Tweet in G5:
[996] data
[315] visualization
[291] thegoldsuite
[289] analysis
[281] probability
[271] know
[270] statistical
[269] 10
[269] cleaning
[269] concepts

Top Words in Tweet in G6:
[439] data
[217] visualization
[195] business
[194] remote
[194] engineering
[194] alert
[194] london
[194] intern
[194] axios
[194] exposure

Top Words in Tweet in G7:
[210] konnexions
[210] exciting
[210] organised
[210] online
[210] optix
[210] collaboration
[210] quiz
[210] ksac
[210] 'dataviz'
[210] ksom

Top Words in Tweet in G8:
[158] data
[85] visualization
[69] tableau
[58] viz
[45] #datafam
[42] check
[40] #dataviz
[34] latest
[30] excited
[29] top

Top Words in Tweet in G9:
[130] data
[111] visualization
[37] rmarkdown
[36] #rstats
[31] fundamentals
[29] website
[29] amazing
[29] published
[29] book
[29] o'reilly

Top Words in Tweet in G10:
[141] opentopography
[72] data
[71] 11
[71] summer
[71] 2023
[71] ot
[71] opportunities
[71] work
[71] internship
[71] closely

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2123] data,visualization
[651] การแข,งข
[529] m7,earthquake
[528] earthquake,turkey
[528] seismic,stations
[528] waves,m7
[527] stations,north
[527] cross,over
[527] north,america
[527] america,sound

Top Word Pairs in Tweet in G1:
[525] seismic,stations
[524] waves,m7
[524] over,seismic
[524] america,sound
[524] see,waves
[524] earthquake,turkey
[524] turkey,cross
[524] m7,earthquake
[524] north,america
[524] cross,over

Top Word Pairs in Tweet in G2:
[387] data,visualization
[74] data,analysis
[38] machine,learning
[33] analysis,visualization
[30] visualization,tools
[26] data,analytics
[22] data,science
[19] udemy,coupon
[19] google,data
[18] 100,udemy

Top Word Pairs in Tweet in G3:
[359] management,business
[359] product,management
[359] business,analytics
[359] project,management
[359] management,project
[358] interested,learning
[357] learning,free
[357] re,interested
[357] free,product
[356] olamidetowobola,re

Top Word Pairs in Tweet in G4:
[649] การแข,งข
[324] ดลบ,แต
[324] เด,อด
[324] ต,ดลบ
[324] pop,เร
[324] winter,song
[324] เร,มข
[324] มข,นแล
[324] ามกลางอากาศท,ต
[324] งข,นในวงการเพลงก

Top Word Pairs in Tweet in G5:
[308] data,visualization
[277] data,analysis
[269] data,cleaning
[268] know,data
[268] cleaning,data
[268] visualization,probability
[268] probability,statistical
[268] concepts,know
[268] statistical,inference
[268] analysis,concepts

Top Word Pairs in Tweet in G6:
[214] data,visualization
[194] exposure,data
[194] job,alert
[194] engineering,remote
[194] intern,axios
[194] axios,engineering
[194] analyst,intern
[194] remote,london
[194] visualization,business
[194] alert,data

Top Word Pairs in Tweet in G7:
[210] exciting,day
[210] ksac,organised
[210] day,optix
[210] online,quiz
[210] quiz,data
[210] 'dataviz',online
[210] collaboration,konnexions
[210] ksom,collaboration
[210] konnexions,ksac
[210] optix,ksom

Top Word Pairs in Tweet in G8:
[62] data,visualization
[27] viz,alert
[27] tableau,data
[26] excited,present
[26] present,latest
[26] viz,showcases
[26] latest,tableau
[26] top,subscribed
[26] showcases,top
[26] subscribed,youtube

Top Word Pairs in Tweet in G9:
[98] data,visualization
[31] fundamentals,data
[29] media,website
[29] wilke,published
[29] amazing,book
[29] book,fundamentals
[29] check,amazing
[29] published,o'reilly
[29] claus,wilke
[29] visualization,claus

Top Word Pairs in Tweet in G10:
[71] work,closely
[71] closely,ot
[71] summer,2023
[71] student,internship
[71] data,science
[71] paid,work
[71] weeks,paid
[71] science,student
[71] internship,opportunities
[71] 11,weeks

Top Replied-To
Top Replied-To in Entire Graph:
@moritz_stefaner
@usgs_quakes
@itsafiz
@zkaklblatt_hate
@anticorruption
@kirkgoldsberry
@marie_cast
@newprediction
@amerix
@saudenobr

Top Replied-To in G1:
@drwendyrocks

Top Replied-To in G2:
@_datamonster_

Top Replied-To in G3:
@itsafiz
@richparkerrr
@sachin_kaundal_
@olamidetowobola
@_kiiel
@mynamestillisi1
@brewdew1
@sbunderstudy
@cojondefraile

Top Replied-To in G5:
@newprediction
@thegoldsuite
@robptrck
@beinggurudotcom

Top Replied-To in G6:
@sirgovie

Top Replied-To in G8:
@tableau
@irisvanbussel
@gastonlatorre
@akacarioca
@simonmaskrey1
@imagineazhar
@raufukiwala
@bbbbb260
@sabanajnr
@appsevents1

Top Replied-To in G9:
@haridiva
@_dite

Top Mentioned
Top Mentioned in Entire Graph:
@drwendyrocks
@olamidetowobola
@poontany
@thegoldsuite
@kiituniversity
@axios
@tech_queen
@opentopography
@usdot
@mrfreshtime

Top Mentioned in G1:
@drwendyrocks
@earthscope_sci
@opentopography

Top Mentioned in G2:
@thee_prof1
@0xgaren
@digitaljamesse1
@zeroplagiarism
@iamvladyashin
@jmocomms
@mdhimss
@em360tech
@zbankent
@platinumcreater

Top Mentioned in G3:
@olamidetowobola
@itsafiz
@memdotai
@svpino
@avikumart_
@nelotechie

Top Mentioned in G4:
@poontany
@artofth

Top Mentioned in G5:
@thegoldsuite
@newprediction
@cryptosim111
@olamidetowobola

Top Mentioned in G6:
@axios
@tech_queen
@svpino
@thegoldsuite
@samoalfred
@newprediction
@thenaijacarguy
@promisenonso_
@doh_bams
@sirgovie

Top Mentioned in G7:
@kiituniversity

Top Mentioned in G8:
@tableau
@pradeep_zen
@tableaupublic
@plotlygraphs
@panel_org
@observablehq
@sophiamyang
@northeasternca
@damilarelawal16
@newlinedotco

Top Mentioned in G9:
@rmarkdown
@citedrive
@garethbilaney
@medium
@dd_bun_
@datacamp
@phdwisdom
@dd_wen_
@crumpledjumper
@101programming

Top Mentioned in G10:
@opentopography
@drwendyrocks

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersecurityn8
@javascriptd
@frontendla
@rahul05ranjan
@nelliejs501
@ianiannn_iam
@adekleine
@willseattle

Top Tweeters in G1:
@adekleine
@pink1963dsw
@ruisaldanha
@daretothink53
@burnettcynthia
@notacquiescing
@oojiley
@thasupernegro
@buckleyswartz
@moisturevapor8r

Top Tweeters in G2:
@frontendla
@m157q_news_rss
@jeffbullas
@suriyasubraman
@vcontenting
@dxxptoughts
@biconnections
@angsuman
@eprnetwork
@ebook_checker

Top Tweeters in G3:
@festsilva_233
@essossa_
@_bonitab
@memdotai
@luphumlogqamana
@nkobufor
@unscriptedace
@wiwilo77
@wandebash_
@foreignfries

Top Tweeters in G4:
@ianiannn_iam
@neomulonelyoy
@peungzwb
@happylittlemeh
@satangtosky
@_powderalounder
@defemerr
@chupaghetii
@komuhwan9_
@pplxoy

Top Tweeters in G5:
@fullnam35087976
@aliquqiiz
@abu_bakr_s
@mrchukwumaz
@aaammmbbbsss
@iknowwassup
@wahidkhan_be
@kishor12041997
@beeabeillee
@lambimbodiolo

Top Tweeters in G6:
@tijanihabeeb
@emmablackkeys
@axios
@ndudirichinaza1
@dee_real_drizzy
@lifeoftope
@funmee001
@prom_jpg
@lissa_coker
@bashyconcepts

Top Tweeters in G7:
@bijoymish4
@pratapc82283867
@sanjeev76554403
@rprakash9777
@adityasethy7
@kalpatarutripa1
@manmohan1255
@jkkiit
@srikantaparid12
@hemanginidas

Top Tweeters in G8:
@ayirpelle
@bbbcccnnn
@canva
@waynesutton
@kindracotton
@theladyleemarh
@20bluecrowns
@keldantealexis
@akacarioca
@tableau

Top Tweeters in G9:
@rstatstweet
@junjudapi
@grjenkin
@dd_nana_
@iamzaki
@rstats4ds
@rstats_tweets
@shiko_msa
@dd_wen_
@savranweb

Top Tweeters in G10:
@suestroud
@tewhok
@cmegeoecu
@ec_kosters
@bzgeo
@mathiasmarvin2
@maninagarik
@physicalgeogin
@patton_cascadia
@admiralborjuis


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