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bye bye baby ๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚
all you patient ones imagine if you had exercised patience before buying ๐Ÿ˜‚
wow the catalyst really helped this moving up. ๐Ÿค‘๐Ÿค‘๐Ÿค‘
imagine begging your shitcoins to make you rich ๐Ÿ˜‚
told ya apes to cash out and spend on hookers and blow! ๐Ÿฆ market is downhill from here ๐Ÿ“‰
dam this piece of ๐Ÿ’ฉ๐Ÿ’ฉ. cutting my losses at 15%
wow amazing coin ๐Ÿ™„
it is so depressing when you make risk tolerance mistakes ๐Ÿ˜ข
in other words burry the hardcore drummer๐Ÿคฃ๐Ÿ˜‚ says crypto canโ€™t be propped up anymore
dropping ๐Ÿ’ฉ๐Ÿ’ฉ๐Ÿ’ฉ oh heads with this one
keep coming down! we want more ๐Ÿ’ช๐Ÿ’ช๐Ÿ’ช
-85% cash but if weโ€™re going into the teeth of a bear market just my 15-20% maybe be chopped in half or much worse lol ๐Ÿ˜‚
let me guess, itโ€™s the markets fault right? ๐Ÿคช
yโ€™all still buying lambos? ๐Ÿ˜‚๐Ÿ˜‚
you know your getting old when they scrub your division 1 football bio from the internet ๐Ÿ˜‚
lol when your shit coin is so bad you beg holders to voluntarily burn ๐Ÿ˜‚
going to throw on netflix in bed while you are all at your day jobs oh how it would suck to be broke and working for someone to earn a paltry salary ๐Ÿ˜‚๐Ÿฅด
proof so it would never rise and you idiots bought into it ๐Ÿ˜‚
never ending online trolls still canโ€™t win ๐Ÿ˜‚๐Ÿ—‘
you know how i was a captain in many sports pretty much everyone here rode the bench and they still do in life ๐Ÿฅด
what a ride ๐Ÿ˜†
oh iโ€™m so glad this is crashing now i will just buy more ๐Ÿ™„
jealous broke and dumb not a good combo for you all on a free website especially when you waking up to a job in a few hours wow ๐Ÿคฉ clowns
i see tons of blood ๐Ÿฉธ for at least a month. sell before is too late ๐Ÿ“‰๐Ÿ“‰๐Ÿ“‰๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ
tell robinhood to delist this bullshit, it might go back up. ๐Ÿ˜‚
thank you, shorts ๐Ÿ™
iโ€™ll be on tonight trying to make you feel better about your impending losses here cause it doesnโ€™t look good lol ๐Ÿ˜‚
all you r loading is bunch of poop bro ๐Ÿ˜‚ load this that make sense
.inu after much research this is definitely a shit ๐Ÿ’ฉ coin!. i know most of u are playing here woth change... might as well put it in where u know u will make money!.
imagine taking advice off the internet when no1 in these chats has won 5% the amount of times i have won ๐Ÿคฆโ€โ™‚๏ธ๐Ÿฅด๐Ÿ˜‚
i love what iโ€™m seeing ๐Ÿ˜‰ go shiba!
history always repeats itself!!! team shiba inu is doing everything right โ€ฆ๐Ÿฆพ๐Ÿชฌ๐Ÿ’ธ
i have gave way too many wins for free itโ€™s time you boys start getting better ๐Ÿ˜…
wow, what exciting coinage lol ๐Ÿ™„
you know itโ€™s a ๐Ÿ’ฉinvestment when the longs be babbling about holding it for 3-5 years lol. that means stay away from it for now. ๐Ÿ˜‚
you cant make this stuff up! even stock twits knows the truth about shib๐Ÿ’ฉ๐Ÿ”ฅ๐Ÿ“‰
markets have been annoying gonna have only a couple of long islands in an hour. as tupac said you gotta keep ya head up lmao ๐Ÿ˜‚
โ€œfomo coming brah just keep buyingโ€ ๐Ÿ˜‚
no one believes in this pos๐Ÿคฎ
shib red when the rest of crypto is exploding; surprise surprise ๐Ÿ™„
worse of them all๐Ÿคฎ
most of the crypto nerds here have no idea cause there broke kids that were late in previous moves. these kids got pushed into lockers in high school and werenโ€™t even smart lmao ๐Ÿคฃ thatโ€™s the honest truth
bears are exhausted making bank lol ๐Ÿ˜‚
doge is pumping again ๐Ÿ˜ข
this is the bigger brother of . apple doesnโ€™t fall too far from the tree ๐Ÿ˜‚
the people that dropped a slew of cash here when ๐Ÿ’ฉ
i remember this board bitching every day about getting listed on rh soon and that will send it to 1๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚ pump and dump meme crap
sorry didnt mean to thisrespect you โ€œlong holderโ€œ jfc ๐Ÿคฃ๐Ÿ˜ญ
youre put on robinhood and only go up 16% and are now trending down ๐Ÿคฃ๐Ÿ˜ญ.
dont you think you should invest in a house before you invest in crypto? ๐Ÿ˜…
โ€œwait for the weekend brah it will pumpโ€๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚๐Ÿคฆ๐Ÿฝโ€โ™‚๏ธ
i think people wake up one day start a free account and say what can i afford with my 1-3k i saved ๐Ÿ˜‚๐Ÿง a house? no!, a car? no! a decent stock? there clueless in that realm so maybe this crypto fad where other cult newbies late to the party go smh ๐Ÿคฆโ€โ™‚๏ธ
itโ€™s unfortunate you canโ€™t trust newbie accounts on here and their just littered on a free site thatโ€™s why i start with people at a minimum of 100 followers this way itโ€™s just a starting point to weed out complete and utter ๐Ÿ’ฉ. cause in this game experience means a lot
you knuckleheads waited and begged rh to list and now itโ€™s going down even lower after being listed ๐Ÿ˜‚๐Ÿ˜‚
the law enforcement is back. ๐Ÿ“‰๐Ÿ“‰๐Ÿ“‰๐Ÿ“‰๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ
you're in and god knows whatever else ๐Ÿ’€๐Ÿ’€๐Ÿ’€ your opinion isn't relevant
if shib burned 80billion a day for a year = 29,200,000,000,000 now divide 549,000,000,000,000/29,200,000,00,00 = 18 years of coin burning ๐Ÿคฃ๐Ÿ˜‚๐Ÿคฃ๐Ÿ˜‚๐Ÿ˜‚๐Ÿคฃ๐Ÿ˜‚๐Ÿคฃ๐Ÿ˜‚๐Ÿคฃ๐Ÿ˜‚๐Ÿคฃ๐Ÿ˜‚๐Ÿคฃ๐Ÿ˜‚๐Ÿคฃ
people still invest in shit coins in 2022 ? wow ๐Ÿ˜ฏ
. that didnโ€™t cause a tsunami ๐ŸŒŠ. itโ€™s over folks
โ€œdonโ€™t worry brah my mom let me borrow 100 bucks weโ€™re going to the moon soonโ€ ๐Ÿคฃ๐Ÿ˜‚
rh listing saved shib ๐Ÿ‘Ž
to when every member of the shib army was saying โ€œjust wait until we get listed on robinhood and then itโ€™s off to the moon ๐Ÿš€๐Ÿš€โ€
i thought this was gonna shoot when listed on robinhood ?! ๐Ÿคฃ
this is a piece of shit coin i kept saying it is !!!! yโ€™all were crying oh please robinhood accept us we will skyrocket! yโ€™all aiywent nowhere and want to bad mouth doge ! stay in your broke ass lame biathes ๐Ÿ‘Ž๐Ÿฝ
๐Ÿ˜‚ i told you guys
robin s.hit and we are going to .1 - รคhm no ๐Ÿ˜†
yall bag holders ๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚๐Ÿ“‰๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ
do yourself a favor and sell what you have left ๐Ÿ“‰๐Ÿ“‰๐Ÿ“‰๐Ÿ“‰๐Ÿ“‰๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ
โ€œdonโ€™t worry brah when we get this next stimulus check weโ€™re mooning forsureโ€ ๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚
shiba to the hole ๐Ÿ“‰๐Ÿ“‰๐Ÿ“‰๐Ÿ“‰๐Ÿ“‰๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ
is everyone rich yet? simps. ๐Ÿคฃโ˜ ๏ธ
โ€œdonโ€™t worry brah i get paid this friday weโ€™re going to moonโ€ ๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚
so much for the robinhood listing huh??๐Ÿ˜ญ๐Ÿ˜‚๐Ÿ˜‚
was fun shorting this. you robinhood degenerates buying the top ๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚
robinhood could not help like people suspected! sit down quit running your mouth with false hope!!!!! yโ€™all got your wish and this coin still ainโ€™t ๐Ÿ’ฉ ! if it it gets to .000030 yโ€™all better sell !fools !! ! cried all that time oh please robinhood list us and this shit in the same position !!โ€™ no continuity people sell when you see a little spike thatโ€™s itโ€™s always going w be in the toilet!
everyone kept running their mouth that when robinhood lost shib itโ€™s going to ๐Ÿš€๐Ÿš€๐Ÿš€๐Ÿš€ ! soon as it does people start selling !!! well yโ€™all got your wish and this shit ainโ€™t going no where ! everyone need to sit down and shut the fโ€”k up ! you got your wish and the coin is still a piece of shot ๐Ÿ’ฉ !! lmao !
i'm in ny i can't buy this on rh ๐Ÿ˜ข๐Ÿ˜ข
short term gains next two days and then this becomes doge ๐Ÿ—‘
them future millionaires ๐Ÿ˜‚
welcome all the rh bag holders ๐Ÿคฃ๐Ÿคฃ
shiba to the hole ๐Ÿ“‰๐Ÿ“‰๐Ÿ“‰๐Ÿ“‰๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ๐Ÿ•ณ
i thought the amc . shib .01 is way worse ๐Ÿ˜‚
they think hood is going to save them ๐Ÿคฃ
they are the kiss of death to anything they touch. i โค๏ธshib, stillโฃ๏ธ
grabbed 5 bucks of this this morning and down 10 % ๐Ÿคฃ
โ€œhere comes the reversalโ€๐Ÿ˜‚
thatโ€™s all folks . those who made some money already sold at the highest ๐Ÿ˜‚
bitcoin wants to bring down shib ๐Ÿ˜‚๐Ÿ˜‚๐Ÿ˜‚
still canโ€™t break .00003 with hood listing. hahaha trash ๐Ÿ—‘
and just like that... ๐Ÿ’ฉ
????? that fucker flat lined ๐Ÿคฃ๐Ÿคฃ๐Ÿคฃ๐Ÿ’ฉ i donโ€™t buy scam coins , just thought this shit is funny
doge trending again ๐Ÿ˜ข
i love the ole โ€œthis chart looks like the chart of before it explodedโ€ quote๐Ÿฅด
oh he forget to mention next break is in 2024 ๐Ÿ˜‚
lol thanks for your concern but not bagholding at all. who cares if itโ€™s a scam coin? haha as long as i know when to enter and exit and not like most people over here. ๐Ÿ˜‚ worry about yourself, hinderburg was also the one who exposed ride and nkla. they know what theyโ€™re doing. :) i hope you wonโ€™t baghold that much tho.
what happened to all the pumpers? ๐Ÿคท๐Ÿปโ€โ™‚๏ธ
you had a perfect macd cross on the weekly and it folded lol ๐Ÿ˜‚ not good not good
all that news pumping and hype about burning ๐Ÿ”ฅ coins and popping 40% was nothing more than another scam to fomo.
no wonder she quitโ€ฆworst administration, everโ€ฆ...๐Ÿ˜ณ
what s great metaverse play ๐Ÿ˜‚ ๐Ÿ˜‚

For academic reference, cite the following paper: https://ieeexplore.ieee.org/document/10223689

This data set contains StockTwits posts from 01.11.2021 to 30.06.2022 for Bitcoin (BTC.X), Ethereum (ETH.X) and Shiba Inu (SHIB.X).

The full set contains 124,503 posts, including 72,247 bullish, 38,249 neutral and 14,007 bearish posts.

The training set ranges from 01.11.2021 to 30.04.2022, consists of 91,758 observations, including 57,932 bullish, 26,516 neutral, and 7310 bearish posts.

The validation set ranges from 01.05.2022 to 15.06.2022 and contains 4084 bearish, 7534 neutral, and 9143 bullish posts, amounting to 20,761 examples. The test set ranges from 16.06.2022 to 30.06.2022 and consists of 5172 bullish, 4199 neutral, and 2613 bearish posts, having 11,984 observations in total.

The validation and test sets contain all StockTwits posts, with at least one emoji, from their respective periods, while the training set is further limited by only including posts that have possibly influential bullish or bearish emojis.

The training SVM dataset contains balanced samples used for training an SVM sentiment classifier. The bearish sets have 20K observations per class (pos is bearish, while neg is not bearish, so bullish and neutral). The bullish sets have 40K observations per class (pos is bullish, while neg is not bullish, so bearish and neutral).

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