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@nataliasom_ @danadonnelly what a bizarre generalization. | [
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how it started... how itβs going... https://t.co/y5716yipkm | [
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@meaghanbm @dipbrat70 wait for it, so you caan join the club... https://t.co/csxxd76dat | [
"-79.72809958774823",
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] |
smaller strike zone is something iβve been clamoring for. https://t.co/oljhntfdmy | [
"-75.94574157991958",
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] |
never https://t.co/2jjdou006n | [
"-79.46112943985895",
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] |
now that's a man https://t.co/w4h1tcf90w | [
"-73.63197015422367",
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] |
@amykremer @realdonaldtrump byeeeeeeeeee | [
"-70.76918773180148",
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] |
@jmpalmieri @sho_thecircus hooray!!! the circus on sho is back and an hour long!! | [
"-70.77461910484905",
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] |
who didnβt see that https://t.co/tvezymve45 | [
"-77.12022515922472",
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] |
just posted a photo @ high park https://t.co/0antpt6iu2 | [
"-79.83746547456167",
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] |
Γ©vΓ©nement virtuel sans frais prΓ©sentΓ© par @diversitebsl dans le cadre du #mhn2021. pour participer ππΎ https://t.co/twsnhetllz. #nelsonmandela #heritage https://t.co/m9nsoetehb | [
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@tranita10 @homedepot1264 congratulations π | [
"-77.23706603815138",
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] |
there was a fire in a yodelling school. everyone was to exit in an orderly orderly orderly fashion. | [
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] |
after a week of gray skies and rain, took a moment to enjoy the sunshine. enjoy your #weekend friends. https://t.co/lr8txusi2v | [
"-76.44106701475557",
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] |
speaker pelosi hating-insurrectonist gets arrested and makes it a family thing to boot. https://t.co/lxojzyuszh | [
"-74.34455980520922",
"40.55969293533372"
] |
@pilarggranja @niusdiario desde la moncloa...grillos. | [
"-73.63197015422367",
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] |
the best half of qb play all year was performed by t heinekee. #wft | [
"-77.1124845910619",
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] |
@anitaquintanil4 @ilhanmn if thats the thought then i as a white man born in north america i am a native american | [
"-72.94251817451155",
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] |
quand je serai faΓ§onnΓ©, une nouvelle vanitΓ© je seraiπ
#desheuresdeplaisirenvue
#woodworking https://t.co/djf9mvkaxh | [
"-74.06222229143373",
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] |
they are complicit in hate crimes @actbrigitte @monicaonairtalk @frfldres12 @1st_forcerecon @cindykendrick11 @blueladycat13 @rebekah930 @rebelnurse76 @1ladydeadpool @isafeyet @kekmoar @_redwalrus_ @abyssstaredbac @united__uk @hellonheels2020 @nursenys @newsmax https://t.co/vggslyueea https://t.co/msbibeoxkv | [
"-73.64531931122372",
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idk.......call it a edge @ rochester, new york https://t.co/dlmil37zmn | [
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@tearoombetty i just turned 67 how about you follow me back. | [
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iβve met 3 @firstbloomhq members in person this month and theyβre all people i want to stay in touch with / hang out with / be friends with forever. | [
"-74.06222229143373",
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@roku is it possible to order a replacement remote, since my rabbit chewed all of the buttons off mine? | [
"-76.43506447366124",
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] |
@eloualisabrine @bookpreneur sounds great! | [
"-77.23706603815138",
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] |
alarm (commercial/industrial) [etobicoke]
vansco road
b/w wickman road / north queen street
dispatched: 12/02/21 @ 23:56 est
[stn: 432] distchief-44 pumper-432 platform-432 rescue-434 rescue-435
general area: | [
"-79.83746547456167",
"43.783707870485344"
] |
nfl younnngboi | [
"-76.44106701475557",
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] |
https://t.co/xnxvp9t4b9 #usa #jobs | [
"-75.26917908611101",
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] |
@potus mr. not the president, can you stand in front of the american people, and deep in your heart explain your ties with senator robert f byrd and truthfully say that your connection with him held no racist feelings that might help. otherwise you are a hippocrite and a racist extreme. | [
"-76.46273804483073",
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] |
@chalkypj heβs an ass | [
"-75.94574157991958",
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] |
@moflo19 π§ΌπΏβ€οΈ | [
"-75.04057630341867",
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] |
anybody wanna pay one of my bills for me ? π₯²π₯² | [
"-75.74746826832607",
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] |
@deathtodollface thank you so much for the advice!!! πππ | [
"-75.05712615548114",
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] |
@themegabyteblog @jenmsft well, he's going through all limits one after the other... i'm guessing until he runs out of ideas or january 20th. whichever comes first. | [
"-73.29109757764184",
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] |
@zauraaa cant wait! πππ https://t.co/0xomdrgl6m | [
"-71.4936567877434",
"41.649455198938"
] |
@lizdontcare1 @flynstyle2 @mone_mcloving @eater__of_souls the nerve of her!! https://t.co/2c5erjhu64 | [
"-75.04057630341867",
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] |
end of the summer https://t.co/wtjdyxxepi | [
"-73.63197015422367",
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] |
68-19 blackhawk over hopewell
πleading scoresπ
kassie potts 15
alena fusetti 13
alivia thompson 12 https://t.co/qkgc6hbcda | [
"-80.04443855462993",
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] |
@wandatidline @fmsmb05_malaury @theview @reverendwarnock @ananavarro totally agree with you! i donβt know what her agenda is but i have not missed her aggressive tone and bitch attitude! | [
"-76.01240588563076",
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] |
@jasonscampbell https://t.co/failfdteyt | [
"-80.04443855462993",
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] |
donda dropped? may god bless us all with a little bit of coochie today | [
"-75.04057630341867",
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] |
getting ready back to school! back pack giveaway in queens with @nycschools, assemblywoman @catalinacruzny, and tammy rose from little friends school! https://t.co/zpkwfoeho4 | [
"-73.63197015422367",
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i counted 93 #mtndewmajormelon bottles in the @mountaindew ad. and for a million dollars, you should, too. howβd i do, dew? #mypromotionentry rules: https://t.co/m9rl0vgvi2 | [
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drinking a grapefruit goggle fogger hefeweizen by @fatheadsbeer @ the craft house & gastropub β https://t.co/hlyolh5ml1 | [
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serious question, how tf did jared dudley make it to the nba? whatβs his game? what does he do on the court? and how tf is he still in todayβs nba | [
"-77.9553422148917",
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after holding a corporate retreat a few miles from a uighur interment camp @mckinsey apparently not satisfied in damning their reputation as the right arm of autocrats. the company now seeks to curtail russian employees constitutional right to free speech. https://t.co/3hp8lmjktd | [
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@politvidchannel then stop lying!!! duh!!! | [
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@tyjohnsonnews it was no sudden move don cheadle was in it as well | [
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@alula_solomon @abiyahmedali in all situations of armed conflict, the deliberate killing of cilians is a war crime by international humanitarian law. however the tplf is setting them free criminals of war. it is so sad. | [
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@pyperxo growing up & traveling 45 min each way for school, i thought so too but then i lived across the street from work so more than fifteen minutes became a lot. moving to new york, i cannot imagine living more than a block away from a grocery store. | [
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@wolpalestine | [
"-73.63197015422367",
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@tshellstudio i mean, the bigger issue there is that you shouldnβt change key signatures for the bridge. | [
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cleared: incident on #i195 eb at east of exit 5 - us 130 | [
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] |
looking forward to watching these fellas work again this friday. https://t.co/njgunoaa13 | [
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] |
#blackhistorymonth #blacklivesmatter https://t.co/x8sstwk3gt | [
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] |
@jennacottrell we will kick allen's ass | [
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] |
@knicks_tape99 this is surprising...what u think? | [
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] |
@nicolerguidone @gregggyboy this is nicoleβs lamp, not mine | [
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] |
@nrookie they were outnumbered and acted in an incompetent manner is what iβm hearing. | [
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] |
@my_kinda_sex_ed @680news dundas square? tons of cameras everywhere. u can catch them in the act | [
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another idiot loser magat repiglikkkon governorβΌοΈπkilling ur constituentsβΌοΈ https://t.co/utp1yx6x4i | [
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good question: does this trading setup have edge?
better queation: does this trading setup have edge for me?
best question: does this trading setup have edge for me in this market? | [
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#carpool #ithaca -> #cortland rideshare #splitcosts https://t.co/mnhuzdwkwk | [
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] |
@meidastouch you canβt yell fire on a movie theater.... thatβs what you did | [
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] |
donβt ask permission... ask forgiveness... π€΄πΎ | [
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] |
we can all agree the msm is an attempt to manipulate you right? its not meant to empower you in the sense that a book from pre-ww1 times would | [
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] |
big congrats! @k_salaita https://t.co/rwykffoltl | [
"-70.77461910484905",
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] |
can the nets finally get a win? #nba #nbatv #nbaontnt #nbaonespn #basketball #brooklyntogether #nets #heat #heattwitter https://t.co/8e2auh5omd | [
"-73.64531931122372",
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] |
errytime iβm at your show, you say if you drop a chain we can keep it... you gon me keep the pink joint if you drop it moe? https://t.co/yhdsbrebly | [
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] |
@stop_trump20 see you tomorrow! | [
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] |
game could release alongside the twisted metal tv series https://t.co/xfk3wz3r1r | [
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] |
lmfao https://t.co/9f9slisxgt | [
"-77.4987714072533",
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] |
@qveenamanda_ omg look at auntieβs baby π₯Ί | [
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] |
by my math, thereβs only 2 options here:
- either blake griffin got the tpmle of $5.9m
- or he got a non-bird contract of 120% the minimum, or about $3.1m
not sure how else the nets would sign him https://t.co/erkgp3bxt5 | [
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one day i will go to this mall and get my dream car from #alfaromeo @ walt whitman shops https://t.co/pam6mkioyv | [
"-73.64531931122372",
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] |
some cinematic color grading happening here⦠@ maimonides park https://t.co/sliy7uhwrp | [
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@metanoia100 π€£π€£π€£ | [
"-72.94251817451155",
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] |
@elditag buenos dΓas βοΈπ | [
"-73.63197015422367",
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] |
thank you, @joshshapiropa https://t.co/5yd2361jvx | [
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] |
eric. https://t.co/os5z1yyuju | [
"-76.46273804483073",
"36.770137624506546"
] |
just posted a photo @ cape cod https://t.co/lubh29vgbn | [
"-70.76918773180148",
"41.65173829772075"
] |
lmfao π & they say she just living her best life she 24 w|no kids they donβt see da problem πππ... https://t.co/sd28xayfdj | [
"-73.66691051533633",
"41.6426069943348"
] |
@hyungjcho thank you ππΌ | [
"-73.63197015422367",
"40.561890585516394"
] |
zero stress while mama works! β€οΈπΎπ΄#myfuzzylove #wheatenterrier #wheatensofinstagram #stressfree @ brewster, massachusetts https://t.co/gaxqfikqx6 | [
"-70.04469309415293",
"41.65402157850649"
] |
@feralnailstx @ash_pena your kindness is truly appreciated. i am grateful for your big hug! π€ https://t.co/2lbr37tkol | [
"-75.04057630341867",
"40.01714225600481"
] |
@mmpadellan https://t.co/cdhpeidtsm | [
"-73.63197015422367",
"40.561890585516394"
] |
βdont idolize false profitsβ first of all i dont idolize kanye and hes not a false prophet, so theres that you fucking nerd | [
"-73.63197015422367",
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] |
@devilnokitsune @stevenacohen2 stop acting as if all the other owners don't treat the players the same way. | [
"-73.63197015422367",
"40.561890585516394"
] |
@fanexpocanada anakin | [
"-80.58716741661424",
"43.781248988418604"
] |
in | [
"-74.33366209266258",
"40.019298387322095"
] |
here's a transportation story 4 u. we are 18 months into global #covid19 #pandemic, & nearly every door in @panynj bus terminal is touch. almost no auto doors, like u find in every 7-11. it's 2021 ffs! across street from @nytimes! cc @nypost @nydailynews @cbsnewyork @gregmocker https://t.co/0ctws1lvsi | [
"-73.63197015422367",
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] |
@dweise @prez215 actually iβd argue ray rhodes was the most high profile considering the 49ers won the super bowl in part because they had an insane defense ( they had the best secondary in the nfl, which carried over to the eagles when he came here.) | [
"-77.23706603815138",
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] |
eagles with a choirβ¦..unbelievably beautiful concert. crystal clear sound like nowhere else. completely blown away!!! πΌβ€οΈβοΈ don henley, glenn freyβs son, vince gill and original members brought such beauty and grace. https://t.co/kzxcvgw3to | [
"-73.63197015422367",
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come on people letβs start βprayingβππ½ππ½ππ½ our country deserves it. we the people βneed itβ please......... https://t.co/qcd7pf2lg9 | [
"-75.04057630341867",
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] |
my highest heels bring me up to 6ft and lemme tell you... i feel unstoppable | [
"-74.06222229143373",
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] |
@kuhseeyuhh @thekitchenista ππβ°οΈβ°οΈππ | [
"-73.63197015422367",
"40.561890585516394"
] |
they're baaaack! https://t.co/cgjepasdk8 | [
"-75.94574157991958",
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] |
imagine this, you with your baby daddy because you think heβs cute, and then, bam! your daughters end up looking just like him, but not at all in a good way #truestory | [
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88.90,79,72 | [
"-73.66691051533633",
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] |
π₯³ https://t.co/axf02xmskd | [
"-74.06222229143373",
"45.42336218250157"
] |
Dataset Card for Multilingual Geo-Tagged Social Media Posts (by 123 world regions)
Dataset Summary
The "Regions" dataset is a multilingual corpus that encompasses textual data from the 123 most populated regions worldwide, with each region's data organized into separate .json files. This dataset consists of approximately 500,000 text samples, each paired with its geographic coordinates.
Key Features:
- Textual Data: The dataset contains 500,000 text samples.
- Geocoordinates: Each text sample is associated with geocoordinates.
- Regional Coverage: The dataset encompasses 123 of the world's most populated regions.
- Tweet Data: Within each region, there are 5,000 individual tweets/comments.
Supported Tasks and Leaderboards
This dataset is well-suited for tasks such as geotagging, where the objective is to associate text with specific geographical locations. It can also be utilized for geolocation analysis, sentiment analysis in regional contexts, and regional text classification.
Languages
Multilingual Dataset
This dataset is multilingual and contains text data in various languages from around the world. It does not have a fixed set of languages, and the language composition may vary across different versions or updates of the dataset.
Dataset Structure
Structure and Naming Convention:
The naming convention for the JSON files follows the format "c_0.json" to "c_122.json," where "c_" represents the region category followed by a unique identifier
/
βββ .gitattributes
βββ README.md
βββ c_0.json # Each .json file attributes to one of 123 regions
βββ c_1.json
βββ ...
βββ c_122.json
Data Instances
The Regions dataset consists of a total of 500,000 data instances, with each instance comprising a text sample and its associated geocoordinates. These instances are distributed across the 123 in each json file.
Data Fields
Text (text): This field contains the text sample, typically holds natural language text data, such as comments, tweets, or any text-based content.
Coordinates (coordinates): This field includes geographical coordinates, latitude and longitude, providing the geographic location associated with the text.
{
"text": "sample text",
"coordinates": [
"-75.04057630341867",
"40.01714225600481"
]
}
Data Splits
This dataset is not pre-partitioned into training, validation, and test data splits, providing flexibility for users to split the data according to their specific research or application needs. Users can customize the data partitioning to suit their machine learning experiments and analytical requirements.
Dataset Creation
2021
Curation Rationale
The "Regions" dataset was created with an objective to train and enhance geotagging textual models. With 500,000 text samples, each paired with geocoordinates, it offers a resource for developing models that can associate text with specific geographical locations. Whether for geolocation analysis or other tasks merging text and geographic information, this dataset serves as a valuable training tool.
Source Data
Initial Data Collection and Normalization
The initial data collection process focused on gathering geotagged comments from social media platforms, with a primary emphasis on Twitter.
Who are the source language producers?
Twitter Community
Annotations
Annotation process
The coordinates in this dataset have been derived from metadata sources.
Who are the annotators?
No manual annotation was conducted for this dataset.
Considerations for Using the Data
Social Impact of Dataset
The "Regions" dataset, with its multilingual text and geographic coordinates, presents an opportunity to advance research in geospatial NLP. However, it is crucial for users to exercise caution and ethical responsibility when handling location-related data to mitigate any potential privacy concerns or misuse.
Discussion of Biases
It's essential to acknowledge that the data collected from social media platforms may contain inherent biases, influenced by user demographics and platform dynamics. Researchers should be mindful of these biases and consider potential implications in their analyses.
Other Known Limitations
- The dataset's multilingual nature may lead to varying data quality and linguistic diversity across regions.
- The use of geotagged social media comments means that the dataset may not cover less active or less represented regions.
- The accuracy of geocoordinates is subject to inherent limitations of the data sources used for collection.
Additional Information
Dataset Curators
Yachay AI
Licensing Information
MIT
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