☕off-topic

[spice kayak]

lmao I would be willing to pay something aswell to get it unsusended : D

[ebon narwhal]

its just soooo much work in that account XD

i mean besides the 50bgls bro like 2 ances lvl 5 blue ances lvl 3, rings, legendary dragon quest about to finish, and much more

level 125, builder role lvl 9 and other roles, quests

[spice kayak]

damn. I didnt really have that much stuff. I pretty much had only left the untradeables wich I had a bunch of and the account itself, wich was like 8-9 years old

I pretty much lost all my networth doing legal gambling : D

[ebon narwhal]

my acc is also at 8 years or some for sure my alt rn is at 6 years almost

[spice kayak]

damn nice

[ebon narwhal]

ill send you in dms if i find old pictures

[spice kayak]

sure

[marsh coral]

Help a brother out @lost ember 🤭🤭

[sturdy prairie]

What's the question btw? Can throw it here?

I know a bit of python just a bit and am curious what it is, I'm trying to learn too :)

[tropic creek]

Did someone just mention python? 👀

[sturdy prairie]

🐍

[tropic creek]

python in website
python in Ai

[lost ember]

[marsh coral]

Its just something abt ui lmao, i got a little confused on how do i make texts,combobox, and buttons to be aligned in the middle

[tropic creek]

"how to center a div"

[somber hawk]

I'm looking for All Parkours old and new big and small to join my game hub

[tropic creek]

doing a content? let's goo

[tropic creek]

try to check benbarrage video

[lost ember]

wait.....

dont tell me its tkinter

I HATE TKINTER

[mystic ridge]

same

[somber hawk]

I require owners to still be active
Think he cashed out

[sturdy prairie]

GUI with python 🙏

[sturdy prairie]

Maybe that goes from your layout style, if it's absolutely positioned then it's coordinates, if it's in grids then you can assign it's row and column directly

[lost ember]

its complicated

[sturdy prairie]

Yeah they're complicated which is why we need those planners, like wxGlade 🙏

I worked with wxpy for a while last time

wxGlade helped a bit

Better than looking at codes and a piece of paper trying to figure out where things go

[lost ember]

[marsh coral]

yes it its

[oak needle]

noob]

lols

hhhaahahaaha

[lost ember]

hope this will help you https://youtu.be/TuLxsvK4svQ

[lost ember]

ok

[royal void]

how do u do that

[royal void]

node js better

[royal void]

is aight, very janky

[royal void]

:gtGoldMoyai:

[lost ember]

[royal void]

huh why

[lost ember]

pro

[royal void]

lmao?

[burnt salmon]

anyone know value of Moon Greatsword

[narrow stump]

Hi game chat 2

[royal void]

buy oure aura

[royal void]

thank you btw, (practicing not downplaying compliments 😭 )

[marsh coral]

Thing is i changed the row colums and everything. But when it looks perfect just like i want it suddenly changes back all to the left when im tryna put it in the grids

[marsh coral]

Nvm i managed to get it right from YouTube tutorials and polising it from chatGPT

[royal void]

Growtopia players only! 🌱
Follow for follow – let’s grow together!
Active & real accounts only 💯
@HasAnkarali.gt

[cloud mortar]

yo I invite you all to try finish MTDIRT!!! the current prize as of now is 1 super pineapple and 50 pineapple! and if the prize gets taken, the next prize will be world locks

[somber hawk]

Hello is this a Game parkour/Adventure
I Run OVER 40 Games solo and assist/Colab with other world/game owners over 20+
So in a way I collect Game world's and help keep them 24/7

[cloud mortar]

@somber hawk I'm currently trying to get this world WOTD so maybe we can strike a deal if this managed to get a mod notice

you can try to sponsor the prize and I will put a bulletin on your name for sponsoring

so people know you are kind of involved

[cerulean egret]

i did it twin
this is my final form
i've become a tree
let's grow together twin

[somber hawk]

Make sure U post it onto Instagram I also seek wotd but lazy and refuse to give insta or forums my emails n passwords
And I don't do Direct Sponsorship as I'm More on Mass vs Individual and 24/7 games
There is a 75%-90% chance Ur world will remain empty with out U
69% U will be Using Sbs n mega
%50 percent chance U will quit game before me
My Colab basically
Ensures Ur world remains open 24/7 (Play any UBSF Colab to View)
U receive Serious players everyday No Sbs or mega or costs to you
And you get Free Video And Army of New players /rate 5 Ur world
(Make sure Wl has categories chosen)

[last carbon]

Dl ver gt yapiyim

[fiery goblet]

SELL DIAMOND AND RUBY BLOCK 30 EACH

[fluid gull]

someone plays valo?

[lost ember]

@north dove

[north dove]

I play er bro

[lost ember]

nah

[north dove]

Rel

[lost ember]

kereta api

[north dove]

English only

[lost ember]

sorry mods

[unkempt ivy]

halo mas mas telkom

[fluid gull]

u play?

[north dove]

I play elden ring

[unkempt ivy]

GHOST PING

[fluid gull]

ohh okie

[lost ember]

must be 147

[unkempt ivy]

huh

[north dove]

Sorry, my hand slipped

[lost ember]

booo

[unkempt ivy]

STOP

[lost ember]

[pallid river]

ten whole world locks

[sleek magnet]

why are you so ungrateful?

have you ever said thank you

[pallid river]

my fault

[raw shard]

sybau

[rotund turtle]

hello admin why am i blocked from Trade Hall even though i didn't break any rules

[vestal geode]

•Sell tons hand item go ~Canlol~🔫

•Sell tons hand item go ~Canlol~🔫

•Sell tons hand item go ~Canlol~🔫

•Sell tons hand item go ~Canlol~🔫

•Sell tons hand item go ~Canlol~🔫

•Sell tons hand item go ~Canlol~🔫

•Sell tons hand item go ~Canlol~🔫

•Sell tons hand item go ~Canlol~🔫

•Sell tons hand item go ~Canlol~🔫
All cheap gooooo!
:agree: ENJOYY BUYINGG:agree:

[dark axle]

@tiny socket should have deleted this messages ma'am

[shell vapor]

/profile

[dark axle]

Join maid instead

[orchid stone]

buy nonla,dm me if u sell

[austere spruce]

where windyplay or miu

i need contact

[radiant ledge]

Sell pineapple locksley bow 290 in sijnc and pineapple chakram 680 go quick

Sell pineapple locksley bow 290 in sijnc and pineapple chakram 680 go quick

[radiant ledge]

sell dragon fruit dragon 270 helm 50 and hair 10 in sijnc and more pineapple items go quick sijnc

[arctic spoke]

Off topic

[lament raptor]

#💬grow-chat

[sturdy prairie]

🤮 Pet Bandages update 🤮

[turbid mesa]

Happy Tighnari Thursday

[feral yarrow]

Nah bro arlecchino is better

[turbid mesa]

It's a shame that among the days of the week, none begin with an "a"

[feral yarrow]

asunday

[turbid mesa]

You could have an Arlecchino August though

or April

https://tenor.com/view/scaramouche-wanderer-genshin-genshin-impact-cat-gif-13747947542543866005

[livid cargo]

Who sell SONIC BUSTER KATANA

[sturdy prairie]

Nice gif perms!

[turbid mesa]

They are nice indeed!

[sturdy prairie]

[sturdy prairie]

[sturdy prairie]

Fischl Friday. Furina Friday.

[sturdy prairie]

No more Tighnari. Welcome "Tartagalia".

[turbid mesa]

I saw 3 pings and I got shook

[sturdy prairie]

I am slightly acoustic and authentic today.

[turbid mesa]

Authenticity is great

https://tenor.com/view/genshin-impact-genshin-meme-meme-cooked-kinich-gif-15943415226177302725

I am going to hit the hay now

[sturdy prairie]

Is that Mualani's boyfriend

[turbid mesa]

Idk man, maybe one day I'll complete Fontaine

And make my way into the Natlan lore

[sturdy prairie]

Do you know the ship Kinilani

[sturdy prairie]

Please complete Fontaine its amazing

[turbid mesa]

I have my own ship to manage first

Before I care about others 😔

[bold rain]

Bored ? Good at Parkour ? Try my Full World (ParkourBlasts) also Taking Offers

[fossil echo]

What if i'm bored at parkours? 1?!1!1!3?1!1!1!!1

[fluid iris]

what if im bored and bad at parkours

[sleek magnet]

what if im parkours and bad

[narrow stump]

What if i try your full world and bored???1

[lethal maple]

too ez for my lv 1 naked army

[shell vapor]

Come join fun & giveaway Growtopia server!
DM me for invite!

[tropic creek]

guys do you have gt instagram acc? let's be friend there. I just created mine

[wild gyro]

sell fist of infinity and shamrock shuriken

[molten tiger]

'm giving away 10 Diamond Locks to 10 lucky winners once we hit 500 YouTube subs! 🎬
🔔 Sub now: @WrimWhispers
🌟 Winners picked LIVE! Don’t miss your chance!
#Growtopia #Giveaway

[fast solstice]

hello guys im doing giveaway wl in world BUYAKOW

[clever path]

real of fake

[somber hawk]

Would U be interested in a Colab at UBSF I collect Games over 70 to play

[somber hawk]

UBSF has other game types not just parkour
Hope U check

[shell vapor]

Come join giveaway and event discord server!
dm for link!

[obsidian roost]

Bro

[radiant ledge]

Sell bussin swords bows rods in sijnc come quick

[sturdy prairie]

@unkempt ivy

[narrow stump]

@unkempt ivy

[lethal maple]

@unkempt ivy

[lament raptor]

#💬grow-chat

[hasty iris]

ok

[tropic creek]

@somber hawk what app did you use to edit your video? I'm planning to create one on youtube ahahaha, well currently I'm trying to use capcut

[honest haven]

This isn't a market channel is it

[somber hawk]

I use no apps my bro hates lt basically I just do for fun and edit videos on the phone by the phones gallery then upload onto YouTube when I feel like hearing music
I hear if U want lots of views make video display good
I try avoid lots of views keeping it amateur

[tawny shuttle]

does neutron pack last forever?

[gaunt cliff]

https://www.youtube.com/watch?v=2WEYtYtwhZQ

[forest oyster]

https://tenor.com/view/i-understand-it-now-lethal-shooter-gif-13384594995304662997

[ionic bloom]

ERIKAA 🔥

[tropic creek]

okaay

[dusk ruin]

[narrow stump]

T

[ionic canopy]

SELL PLATFORM 200/1 GO XSON5

SELL PLATFORM 200/1 GO XSON5

SELL PLATIFROM 200/1 GO XSON5

SELL DIRT SEED 200/1 GO XSON5

SELL DIRT SEED 200/1 GO XSON5

SELL DIRT SEED 200/1 GO XSON5

SELL CAVE BACKGROUND SEED 200/1 GO XSON5

SELL CAVE BACKGROUND SEED 200/1 GO XSON5

SELL WATER BUCKET GO XSON5

SELL WATER BUCKET GO XSON5

SELL WATER BUCKET GO XSON5

SELL BARN BLOCK 200/1 GO XSON5

SELL BARN BLOCK 200/1 GO XSON5

SELL BARN BLOCK 200/1 GO XSON5

SELL MAGIC BACON SEED 4/1 GO XSON5

SELL MAGIC BACON SEED 4/1 GO XSON5

[kind abyss]

Can anyone help me i got purple name for no reason on my brand new iphone 16

[latent harness]

HOW MUCH IS GROWPEDIA NOW,

[shell vapor]

Who wan't to join a 25dl giveaway?
DM me for a link!

[frozen laurel]

Sell captain bark 7 at RRLY

[limpid timber]

Who want play in my friend minigames prize wl? My friend world name is RUSAS

[tawny shuttle]

guys how much does dark grey block cost?

[shut folio]

yo the servers are off?

[somber hawk]

Tell me more
How many games
How many prizes
Interested in Colab with UBSF

[latent harness]

any profit method for 1 dl

[runic plank]

ok what even is this server going on

why are people talking off topic stuff in growchat and talking gt stuff in off topic

[unkempt ivy]

it do be like that sometimes.
and I knew it u are based artist

[runic plank]

[fossil echo]

Do you still compose

[runic plank]

depends on what you're asking

original music in FL studio = yes

composing in GT = no longer

[fossil echo]

Ah yea, this is what i'm curious on

No wonder TRANSCRIBE no longer updates

[runic plank]

well yeah

the only thing i've been updating is when a new touhou game comes out i update the slots

but never continued to transcribe the songs

[fossil echo]

Heartbreaking but understandable

[runic plank]

i never had anymore motivation to do that

but i can't just sell the world to someone

[leaden ermine]

Hello , anyone know to contact with mods ?

[leaden ermine]

Can someone tell me why the mods don’t answer?

Or they don’t have to helping the players?

Also the support team sending auto messages

?

Mods how we can contact you

[tame siren]

here is the same as me,
my account can't be opened, even though I have entered the id and password correctly,
this is not a supend or ercont problem.
but the account suddenly can't be opened,

[fair pond]

I can’t login to me account is said ip verification sent to email
But email doesn’t come

Can someone help me

[mighty ginkgo]

wanna gatcha ur ? GO TO 00j (Skull Launcher Gatcha)

[pale pelican]

Please help me, I was accused by Growtopia of using auto farm and selling accounts, even though all of these accusations are that I have been playing purely since 2019.

[mild coral]

I'm bored at work... Burnout to bw exact...

[vital lotus]

Guys check my first episode of my new Growtopia series, it’s called ( Growtopia Rimoro journey) on YouTube 🫶🏽

[graceful marten]

Guys how can i play growtopia Im getting b*nned for something I didnt do

Never done something bad and I play this game rarely and when I want to play I cant?¿

[neat plover]

Hey

Can i ask question

Its is the growpass can make account supor suporter?

If buy it?

[grave owl]

🌟 Welcome to ➤ 2WCG 🌟
Your one-stop FREE service hub with direct portals to:

🔗 Portal link to popular Trade Worlds:
• ➤ SEEDS
• ➤ HONORS
• ➤ XBUYWING (BUYWING)
• ➤ BUYWINGS
• ➤ BUYIOTM
• ➤ UGD (BUYSURG)
• ➤ SET
• ➤ BUYDQ
• ➤ OXIDIA (BUYHAIR)

🎣 Free fishing Zones:
• ➤ Detonated Area
• ➤ Ice Area
• ➤ Dark Area
• ➤ Normal Spot

⚡ Everything is 100% FREE – portals and services – only at ➤ 2WCG
NOTE: World is under construction so look forward to more peak things such as public wrench , free surge ,baits,etc.
Make sure to rate 5

[analog crypt]

Please fix the bug on the keyboard

[flat kraken]

Why is it making me say mmmmm tfffff

I cant talk

[real coral]

Grumble teeth malady

Go to SURG and let someone surg you

[tawny shuttle]

how the hell do i delete a note from my world i accidently place and the sound is making me go crazy

[proven granite]

Just destroy it

if you cant see it You maybe chose an invis note option from the world lock

[proven granite]

You need iirc 30$ worth of purchase for ssup

[neat plover]

Thank

Who sell Zeus?

[sleek magnet]

yap yap yap

rated 1

[vital lotus]

Guys check my first episode of my new Growtopia series, it’s called ( Growtopia Rimoro journey) on YouTube 🫶🏽

[spice fog]

hi

[flat kraken]

Can anyone Donate In My World, I’m New, Name : MERHABALARIM

[royal void]

no

[neat scroll]

thanks

[neat plover]

Server down?

[kind dirge]

I guess server down rn

Cabt even log in

[vapid maple]

I have 2 galaxy auras. Any one want some aura?

They sey the more the aura, the more the girls

[real coral]

lol

[unkempt ivy]

I respect the hustle

[delicate quartz]

lol

[lament oak]

How is the game still alive?

[delicate quartz]

from the bots

[neat plover]

How much spend if make a world full of tackle?

[dreamy plover]

Multiply the coordinates of the world from the bottom right corner (x,y). Then subtract 2 (White Door & Bedrock). The value you get is how many tackles you can place in your world. Now multiply that number by the price you want to buy each tackle for and you'll get the price.

[west grotto]

1 edvoids mistake 23 pinball bumpers 1 ripper wing 5 small locks we got a deal

[shell vapor]

Like 2bgl+

[neat plover]

Worth it Made it or buyworld to someone sell

[dark axle]

for a full world ( this only include white door and bedrock under it ) you can place 5,384 block. So 5,384 x 4-5 world lock = 21,536 - 26,920 world lock

[neat plover]

So what more worth it?

[somber hawk]

Hello Everyone anyone interested in SILENT HILL
I have now Full Rights over Promise Reprise and Copying song into my silent hill world's
I'm looking for fans to Colab and share this wonderful music

[north dove]

Tes

[dark axle]

🏓 Pong! 999 ms

Server payload is Extreamly High

[narrow stump]

Extramely

[north dove]

Tes should be tos

[broken hamlet]

sell mecha sharkjira 1150:WL: go SDFC0

[north dove]

Use #👕trade-clothes please

[flat kraken]

I’m new and Can anyone Please Donate my World? Name : MERHABALARIM please

[wild sand]

keyboard malfunction

[fossil echo]

mfmmf mmmfmfmm

[tropic creek]

is it same like ATM farm?

[latent harness]

can i ask whats the difference between gacha and joki?

[tropic grove]

anyone plays growtopia at ipad? if yes , can you use keyboard and mouse to walk and punch?

[shell vapor]

No

[smoky echo]

Who sell lgrid?

[pearl monolith]

@fierce hawk@smoky echo Use the proper trading channels

This is #☕off-topic for everything not related to growtopia.
This is not a trading channel.

[tropic creek]

Okaay

[normal crystal]

sell cheap item at trade4****

[supple arch]

i need help chat

[vast karma]

Anyone, If you need a video editor or graphic designer for your business, just hit me up. happy to share my portfolio!

[tawny shuttle]

me

[sturdy prairie]

@unkempt ivy @silent rain @real coral what's Dust of Enlightenment

[real coral]

No idea

https://genshin-impact.fandom.com/wiki/Dust_of_Enlightenment

[sturdy prairie]

Oh its completely new

change the Minor Affixes of a fully-leveled 5-star Artifact.

Thanks, my Hu Tao is going crazy now

@real coral any redeem codes?

Trying Skirk now

[real coral]

Nope

[sturdy prairie]

😡

SKIRK IS BEAUTIFUL

Should I skip Emilie and pull Skirk then

SKIRK IS BEAUTIFUL

[real coral]

Why not both

[sturdy prairie]

You donate primogems?

[real coral]

😂

[sturdy prairie]

THERES DAHLIA

[storm dagger]

BRO

I WANNA FLEX

[sturdy prairie]

SKIRK IS JUST AUTO ATTACKING

[real coral]

https://www.hoyolab.com/article/39387781

[sturdy prairie]

YOU CAN RESHAPE ARTIFACTS

[storm dagger]

https://media.discordapp.net/attachments/1127775745457016955/1384741209062244423/Genshin_Impact_Screenshot_2025.06.18_-_11.45.36.08.png?ex=6853883f&is=685236bf&hm=660aee5dff26e007b232d537a364f27e0a7cfb357e9ed0f5c728ac49274cae65&=&format=webp&quality=lossless&width=1522&height=856
https://media.discordapp.net/attachments/1127775745457016955/1384741702224314368/Genshin_Impact_Screenshot_2025.06.18_-_11.48.48.08.png?ex=685388b5&is=68523735&hm=82013c262a64ba207204cb6fa576e64bad816f24adaf1ddd98c32313fc2735d8&=&format=webp&quality=lossless&width=1522&height=856
https://media.discordapp.net/attachments/1127775745457016955/1384742876239626341/Genshin_Impact_Screenshot_2025.06.18_-_11.52.47.97.png?ex=685389cc&is=6852384c&hm=bcff7403433771cd17c6f7d04ca21d17b7e2d3c71b2eda7d21f32aaaff3dff11&=&format=webp&quality=lossless&width=1522&height=856
https://media.discordapp.net/attachments/1127775745457016955/1384743265588478044/Genshin_Impact_Screenshot_2025.06.18_-_11.55.06.29.png?ex=68538a29&is=685238a9&hm=0be0457012c5bf828db85d2770f9398b1a82e5a2d51daa33275c3d073615bd1d&=&format=webp&quality=lossless&width=1522&height=856

total costs me like 70 pulls

40 ish for skirk, 20+ for her weapon+ bow, and a few more for another copy of her weapon

tho fck I should have not pulled, it was guaranteed

[sturdy prairie]

53 pity on weapon banner

33 pity on character banner with guarantee

64 pulls
I'm saving for emilie here

I'll just do 20 pulls on weapon banner

[real coral]

Wtf

[storm dagger]

bruh I still regret using that last 4 pulls

[real coral]

You should've used them on character banner

[storm dagger]

I was tryna get copy of xiphos

[real coral]

Oh

I see

[sturdy prairie]

PAIMON VOICE CHANGED

Its not so annoying anymore thank god

Well I'm not so lucky am I

I went from burning 20 pulls to all my pulls because I got the stupid weapon

It's not Skirk's weapon because I used the fate course

This fate course thing is a scam

40 pulls should get me c0r1 now

[real coral]

lol

[sturdy prairie]

"Savior"

[turbid mesa]

so how did that go for you

[tribal forge]

Sell puddy leash 29dl go ZZXR or you can DM me

[sturdy prairie]

🙂

[turbid mesa]

I assume that's a 😔

[royal void]

what happened?

[royal void]

good luckkk

[unkempt ivy]

@naive scroll

😭🙏

[robust whale]

Bisa bantu saya staff growtopia?

[lost ember]

i will lurk this channel

[modest gyro]

so im currently doing financial technology project (individual) so im making a website for a financial simulator. User needs to login, then they can top up, transfer, and see their transaction history. Then there's ANN to determine whether you're saving or wasting money. The chart shows your money usage per week

im using AI for it. i understand the chart and chatbot rule based, but i need to learn about ANN more later

[modest gyro]

help explain jkjk

[royal void]

hmm

[modest gyro]

actually imma go try it first and see if it works

actually imma just make a duplicate of this code incase i ruin it

[royal void]

can you please update here how it goes, i'm curious

it's my major anyways so i might learn a thing or two

[modest gyro]

okie

[royal void]

good luck

[modest gyro]

because putting it all in 3 cells (define + import, route, and app run) is still confusing

OR I CAN;T?

[royal void]

wait let me analyze LMAO

[modest gyro]

wait

[lost ember]

idk anything about data science and machine learning

[modest gyro]

oh wait i think i can

[lost ember]

my brain isn't responding

[modest gyro]

LMAO IT WORKS

ok nice it works

[sturdy prairie]

Overall its just running cells instead of files

[royal void]

is ANN like algorithm that can detect based on numbers if they are saving up money or spending it, like the fluctuation?

[royal void]

woah

[sturdy prairie]

Think of it like running whats in the cell only, the cursor runs the same way as it would interpret a file

[modest gyro]

I just realized I forgot to move the ANN process to ANN cell and it gave me error. Your import must be on the same cell aka it's not shared globally?

[sturdy prairie]

I usually use markdowns to decorate my notebook

[royal void]

what?

[sturdy prairie]

Imports are already global, you can put imports on the very top and run it

[modest gyro]

how do you use this

[sturdy prairie]

If it is ran in session it'll always be usable

[modest gyro]

Oh so import different cell ?

[sturdy prairie]

Okay give me like

15 minutes lol I'll be back

[modest gyro]

lol ok

[sturdy prairie]

I cant type anything helpful on mobile

[modest gyro]

OH

markdown is so useful omg thanks cyn

this way i can differ which is which

[royal void]

i'mma lurk

[royal void]

wait is ur website done alr?

project rather

[sturdy prairie]

When you see my friends' .ipynb files

With their markdowns and styling
You will understand how powerful it is

Shame I dont have them though, but they do have table of contents, like a lot of links, whole message quotes even, mathematical formulas

They did the math formulas in LaTeX

[modest gyro]

oooooo

[modest gyro]

uhhhh mostly yes im trying to understand the code now

OMGGG YOU CAN MAKE IT COLORFUL TOO

basic html

[sturdy prairie]

Just search kaggle nbs online

https://www.kaggle.com/

Competition ones have good markdown usage

I can't really teach LaTeX

That's just if you know you know kind of thing

[sturdy prairie]

So this ANN is categorical as target?

I can help you plan your whole ANN ML model path but the trial and error stays with you

You should first start asking

• Do you have historical data for this? If you do not, then it's not a job for ML models. These learn weights and predict based on historical data.
• What are you predicting? Is it a categorical or a floating point value?
• Is there data imbalance?
• Any outliers? You may want to handle them? Skewness? Left skewed right skewed? Would you want to handle them? Handle null values?
• Any chance you could drop duplicated rows with same results?

So on and so forth, there's just a lot of questions to ask

Overall, for the notebook structure, if you aren't submitting it (for someone else to see it) then it doesn't matter how you format it.

As stated above,

Think of it like running whats in the cell only, the cursor runs the same way as it would interpret a file
And
If it is ran in session it'll always be usable

Of course, cell execution matters. You cannot expect the cell to run, if you execute the imports after calling the cell that requires the imports. You can place the cells wherever you want, but executing them in order is still necessary. You should just put it in a sequential order and not make it any more complex, that way you could just hit the "Run All Cells" button.

[sturdy prairie]

I was talking about formatting earlier here, you can put imports like for example:
MARKDOWN CELL 1:

# Imports

CODE CELL 1:

import numpy as np
import pandas as pd
from sklearn.model_selection import train_test_split
from feature_engine.imputation import MeanMedianImputer

MARKDOWN CELL 2:

---

Then when you execute, execute it in order (or just hit the "Run All Cells" button)

You do not need to re-import after you've imported already, unless your session is restarted

[royal void]

have fun studying it

[royal void]

color is nice

[sturdy prairie]

Artificial Neural Networks are just neural networks

[royal void]

i see, thank you

[sturdy prairie]

They are a black box and nobody can explain them, what they do is based on what is given to train them

[royal void]

oh like a training model

[modest gyro]

sorry im focusing on the website 😭

[modest gyro]

ohhhh, lemme try that since that looks neat

[royal void]

take ur time

[sturdy prairie]

Its not anywhere near good, just enough to understand what cell block or section does what

[modest gyro]

Oh nice it works

[sturdy prairie]

In jupyter, you can close cells and sections to make it neater too

[modest gyro]

yeah i mean it's easier to check if i have imported it or no

https://cdn.discordapp.com/attachments/1317391797860827167/1384893554576326726/157c9ce0-9b2f-4ff5-9edc-a93063d3f6f9.png?ex=68541621&is=6852c4a1&hm=d6418bc67bb993c5bb8a00c45616a3dfa5bb3eaaefd92c0389e6933fd9213dd6& i mean i did lol it looks so clean, bless my eyes - as long as im not seeing that long code

[royal void]

respectfully, the gui could be better

[sturdy prairie]

This is jupyter

[royal void]

what is a jupyter

[modest gyro]

Jupyter Notebook

https://jupyter.org/

[sturdy prairie]

Do not insult the distinction giver, the machine learning tool, the deep learning tool, and the all amazing python interpreter

[modest gyro]

frrrr

[sturdy prairie]

This is the reason why I do machine learning

[modest gyro]

i just followed my teacher since she also used jupyter

[royal void]

i'm not insulting it, i'm trying to understand what it is 😭

[sturdy prairie]

Idk if scattering colours are a good idea, I don't use colours myself tbh other than red

[modest gyro]

I tried doing the python code on vscode and its confusing

[sturdy prairie]

It was a joke lol

[royal void]

oh ok LMAO

[modest gyro]

it didnt work 😭

[royal void]

yeah sorry i'm kinda dumb at recognizing jokes, all goods

[sturdy prairie]

VSC supports ipynb too

You need an extension to open and run them

[modest gyro]

shh keep this on jupyter

[royal void]

what didn't work

[sturdy prairie]

So you can use pink themed mode on vsc

[modest gyro]

i gotta finish this website within 7 days because next week i'll be presenting what i've made

[sturdy prairie]

rather than light mode on jupyter

And I genuinely dont like opening jupyter everytime with anaconda

[royal void]

the pressure is on then? good luck

[modest gyro]

nah it's chill, we can use AI so I use AI

[royal void]

i hate light mode on apps, it burns my eyes

[modest gyro]

but we need to understand the code and be able to explain it

[royal void]

why don't i help you, i like making random apps using chatgpt

[sturdy prairie]

This generation is cooked

[modest gyro]

that's why im not gonna waste my time for debugging and error, im gonna waste more time to understand the codeby asking AI

[sturdy prairie]

I use AI now too so I cant even say anything

[royal void]

BUT ITS EFFICIENT

[modest gyro]

I need more data, should i put it myself or lemme search it up

[royal void]

see????

[sturdy prairie]

It depends what the use case is?

Was it the above case just now?

[royal void]

it could be inaccurate at times tho

[sturdy prairie]

If you need more data you can also synthetically make them out

There's this one library I used last time I need to find it

SMOTE works too https://imbalanced-learn.org/stable/references/generated/imblearn.over_sampling.SMOTE.html

[zenith light]

nerd 🔥

[sturdy prairie]

What do you mean "see????"

[sturdy prairie]

What nerd?

[modest gyro]

it only contains 4 cells (last one is for the prediction)

total_weekly_usage , average_transaction_amount, total_transaction

for example
total weekly usage = 100,000
average transaction amount = 25000
total transaction = 4

idk smth like that

[sturdy prairie]

You mean 4 columns, last column being target column yea?
May I know what your target is predicting? Floating or categorical?

[zenith light]

i like how off-topic is rn 😋

[modest gyro]

categorical, 3 categories

1. economical
2. normal
3. waste

bro idk what those are in english

[royal void]

u using ai to be efficient in work as well, according to data 80+% of software devs admittingly use ai to be efficient so that was my reaction 😭

[sturdy prairie]

Okay right off the bat I can say you need to scale it (either minmaxscaler or standardscaler or robust or any other scalers)

Idea is, col1 and col2 would DOMINATE the model due to the large values

Placing them on same scale, let's say standardscaler, would put them like 1.0, 0.75 and 0.3 for that row

Not causing the values to dominate the entire model

[modest gyro]

from sklearn.neural_network import MLPClassifier
from sklearn.preprocessing import StandardScaler
import numpy as np

[sturdy prairie]

But when you do prediction you have to reverse the scaler, or scale on input

[modest gyro]

idk i use that

[royal void]

lmao hi jona

[zenith light]

hello sir

[sturdy prairie]

Standard Scaler is good ya

[modest gyro]

bro im using AI to generate the code for ANN 💀

[royal void]

why would u call me sir, i don't bear that title or sum 😭

[sturdy prairie]

I'm not even using anything to answer oh god

[zenith light]

i call everyone that 🫡

[sturdy prairie]

Our generation is cooked

[royal void]

got it

[zenith light]

cynthiaGPT 🔥

[sturdy prairie]

Okay you know what, lets make this quick

What's your train test split

[royal void]

🫡

[royal void]

everyone's generation is cooked but functional; its human

[sturdy prairie]

If you dont have train test split, implement it, its free content marks

It's also a way for you to trial and error your model performance

[sturdy prairie]

For MLP classifier I remember there's a parameter that you can define the layers

They're nodes that go through forward propagation and backward propagation (backprop is like derivatives in maths)

So you usually want to do high numbers in front to low numbers at the end

Like for example a simple layout could be 32, 32, 16,

[royal void]

@modest gyro may i ask for the source code i'm very curious

[sturdy prairie]

It's "hidden_layer_sizes" parameter based on https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPClassifier.html

You can also hyperparam tune the batch size, solver here

[modest gyro]

i dont have this yet but now i remembered the ANN example our uni gave us have train test and split

is that important or can i skip that? I'll try to find the code for that tho

[sturdy prairie]

Use GridSearchCV if you want to do an iterative hyperparam tuning for a whole array of them it goes thru all the combis

[sturdy prairie]

Train test split is important to show the performance

If you skip train test split you're basically saying the whole model is reliant on historical data, very biased

[modest gyro]

ooooo

[sturdy prairie]

You need to see how well the model performance is on data it has not seen

[modest gyro]

IM TRYING TO UNDERSTAND ANN huhuhuh

[sturdy prairie]

Which is why train test split does the split

@vapid jacinth are you sleeping

[royal void]

crazy

[modest gyro]

hes probably sleeping lol

[sturdy prairie]

YOU ARE MASTERS IN MACHINE LEARNING HELP HER OUT @vapid jacinth

[royal void]

@sturdy prairie are u done with college?

[vapid jacinth]

no

cant sleep because im salty asheck

[sturdy prairie]

@modest gyro your saving grace

[royal void]

u are really well versed

in this topics, im impressed

[sturdy prairie]

I dunno am I done with studying?

[vapid jacinth]

but yeah typically youd want to have train test split

[royal void]

we are never done studying fs

[vapid jacinth]

training is for well, your model

[royal void]

are u done studying?

[vapid jacinth]

testing is to ensure your model is still able to work given new info

[sturdy prairie]

Explain ANNs

Go through the whole math on forward and backprop

[vapid jacinth]

ideally you dont want to optimise your model to also fit testing (because then youd be treating it like you would training data)

[royal void]

i'm listening i wanna learn

[vapid jacinth]

thats DL, i dont DL

[sturdy prairie]

Nah I'm joking you don't need to know the math @modest gyro

[modest gyro]

@sturdy prairie where can you generate more data , like automatically since im lazy

[sturdy prairie]

Is it sensitive first

[vapid jacinth]

havent i sent you a framework for generating synthetic data

[sturdy prairie]

SMOTE?

[modest gyro]

no

[vapid jacinth]

no

self-instruct

[sturdy prairie]

What the hell is that

[vapid jacinth]

iirc oilla's working on llm-related stuff?

[royal void]

yeah?

[vapid jacinth]

or arent yall talking about sth else

[modest gyro]

no im just doing this for financial technology presentation

[sturdy prairie]

She's doing ANNs on historical data so its technically ML

[royal void]

she's making a website about finances

[modest gyro]

but i might also use this for AI course too

so 1 project for 2 courses, convenient

[royal void]

poggers

[vapid jacinth]

smote works yeah, but problem is its only based on existing points

it has limitations

[sturdy prairie]

It's supervised learning @vapid jacinth

[royal void]

and these are all pythons?

[sturdy prairie]

Yes that's the huge downside

Python is generally entry level for ML ya

Higher levels involve R or onnx with C#

[sturdy prairie]

What pypi library is this part of

[sturdy prairie]

Can throw me the framework

Wait for Oilla to be done with data generation first I think

[zenith light]

oilla's next project during summer will be growtopiaGPT 🫡

[vapid jacinth]

its a paper

[sturdy prairie]

How would that stop me in any way from reading it

[vapid jacinth]

ok i sent it, im sleeping now

[zenith light]

sleep well sir

im spending more time in official lately

[sturdy prairie]

Why are you salty

Just now you said you are salty about something

[sturdy prairie]

Wat

[vapid jacinth]

opponent used spam stone absorb

[sturdy prairie]

Do not let the masters student sleep

God forbids the knowledgable person goes to sleep

[vapid jacinth]

worst part is i requested for the battle to be scheduled earlier because i was worried they couldnt make it to the battle due to exams and stuff

[sturdy prairie]

WAIT THATS ROYALE?

WAIT THATS YOUR ROYALE MATCHUP?????

[supple forum]

!report bug

[sturdy prairie]

POTATO

[vapid jacinth]

my fault for being too nice and trusting them to extend their courtesy after i try and make sure they get to fight and not lose by default

[sturdy prairie]

Sorry for sending Nilou XD emote

[supple forum]

How to report 🤧

I'm having problems I cannot enter the game it's stuck at loading screen

[sturdy prairie]

Wait so it actually got logged

[vapid jacinth]

thats already a known bug + theres a level req for reporting

[sturdy prairie]

Against a spam stone abs

[vapid jacinth]

yeah, total scummy behaviour

[zenith light]

sorry sumo :(

[vapid jacinth]

but then again, my mistake was giving bro a fighting chance to begin with

[sturdy prairie]

It isnt even on schedule to fight now?

[royal void]

hi guys

[vapid jacinth]

shouldve just not be nice

[vapid jacinth]

nah, we scheduled it earlier (well more like i brought the idea up)

[supple forum]

How to fix 🤧

[sturdy prairie]

💔

[vapid jacinth]

change networks, airplane mode, etc

[sturdy prairie]

Is the ratings up to date now then

[vapid jacinth]

yeah

[sturdy prairie]

NEVERMIND.

[vapid jacinth]

i did snag one point off though (because they were kinda bad)

but still lost, annoyingly

[sturdy prairie]

Wait I know this person

Their name is so familiar tho

[sturdy prairie]

Oh you are going to be pissed

[modest gyro]

hi im back, just finished making a toast

[sturdy prairie]

@acoustic mauve and I introduced them a spam owl mud // soaring ptef dryad deck

[modest gyro]

uh no?

[sturdy prairie]

Idk how they managed to go to spam mud abs

@worthy trench what in the world man

[vapid jacinth]

dont encourage them man

genuinely am not in the mood to see them in chat

[sturdy prairie]

Sorry

[acoustic mauve]

I kinda gave him that i-

[vapid jacinth]

dont tell me this was all due to some sick cosmic luck lmao

[acoustic mauve]

Oh wait spam absorb? Oh not that one

[sturdy prairie]

You done with the SMOTE yet? Or which one are you using?

[vapid jacinth]

spam stone absorb

[acoustic mauve]

Oh yeah that's the one

[vapid jacinth]

yeah that has to be some cosmic luck

[acoustic mauve]

To work?

[sturdy prairie]

Pal counters this hard

[modest gyro]

i dont know what's SMOTE or imight know but idk

[vapid jacinth]

1. bros worried about me steamrolling them
2. another friend recommended bro to use spam stone absorb
3. you happen to have the exact deck they could borrow

[modest gyro]

lemme eat my toast before it gets cold

[vapid jacinth]

yeah thats defo some sick cosmic luck i could actually cry

[sturdy prairie]

Here this one
https://imbalanced-learn.org/stable/references/generated/imblearn.over_sampling.SMOTE.html

Actually I realized its for imbalanced dataset, so

[modest gyro]

lemme see

[sturdy prairie]

Let me find another synthetic upsampler

It's just like what Sumo said

There's a flaw with this

Well this also matches the number of 0s you have with 1s, since your case is classification

[worthy trench]

What

[sturdy prairie]

Or based on how you input the params to be

[vapid jacinth]

yeah lmao @sturdy prairie my luck is utter rancid lmao

[sturdy prairie]

Nothing

[worthy trench]

Im gonna use cancid next time so i lose

[vapid jacinth]

and im 100% sure no one else had that kind of deck too

[worthy trench]

dont worry

[supple forum]

Haiya growtopia won't let me platly stuck on loading always

[sturdy prairie]

What deck you running

[supple forum]

Already changed network 🤧

[sturdy prairie]

If you dont mind saying deck

[vapid jacinth]

as much as i want you to lose the next 3 rounds dont be stupid

if you lose too much, if i get 3-2 then id be screwed too (at the tiebreaker)

[modest gyro]

my brain is melting from this SMOTE and ANN help

[vapid jacinth]

i mean im confident that i could like win 3 in a row so thats unlikely (god forbid the universe's grand design works against me again)

[worthy trench]

Yeah you want me to lose for what

[vapid jacinth]

simple reason: spite (and nothing else)

[sturdy prairie]

Okay take it step by step, what do you have now

[acoustic mauve]

Wait what are you guys talking about?

[vapid jacinth]

pb royale

[modest gyro]

the train test split and i asked AI to generate 100 data for me 💀

[vapid jacinth]

bruh without any existing examples LLMs will generate garbage (more often than not)

[acoustic mauve]

You're fighting against @worthy trench next round? That sounds kinda unfair

[sturdy prairie]

I do honestly suggest putting it in code rather than asking AI to generate since its free content to speak about

[vapid jacinth]

but logically speaking you losing would also be very bad

[sturdy prairie]

Upsampling is generally regarded as a good / high tier data wrangling skill

[modest gyro]

putting it in code as in i make my own data or what

[vapid jacinth]

well uh it already happened, hence why i said its some sick cosmic luck that it led to this outcome

[sturdy prairie]

Ya, via upsampling

Maybe you can ask your AI for random upsampling or SMOTE implementation instead

[vapid jacinth]

now im not that salty lol (coping)

[acoustic mauve]

Wait how do we know who's our next opponent?

[sturdy prairie]

The idea is, upsampling increases sample
Downsampling decreases sample

[vapid jacinth]

its announced beforehand after the round finished

[sturdy prairie]

It's out already I think? https://challonge.com/126p3wqo

[modest gyro]

oh bet

[sturdy prairie]

Wait so you're not fighting this weekend anymore?

[vapid jacinth]

no

[sturdy prairie]

Just full out spectating is weird t

[acoustic mauve]

Omg I'm fighting against art senpai

[vapid jacinth]

i mean certainly better than waiting for an opponent that wont/cant show up

[acoustic mauve]

Didn't artsepai used cuni

[sturdy prairie]

who the hell is ART SENPAI

[acoustic mauve]

Or something like that

[vapid jacinth]

ive got enough respect for my opponent to want them to at least be able to show up

[sturdy prairie]

Ya when you implemented that, can you then check your dataset size with, df.shape and let me know? Or the shapes of your train test split?

Also can you let me know your train test split ratios?

Then from there can probably shift to ANNs

[acoustic mauve]

Every time I got faced against someone with SNP in their name, I'll have 2 nickels, it ain't much but it's weird to happen twice

[sturdy prairie]

After ANNs you can save model as pickle maybe?

[acoustic mauve]

Sunpo and ArtSenpai

[modest gyro]

damn bro how am i gonna explain this next week

[sturdy prairie]

@vapid jacinth

[vapid jacinth]

nope gonna sleep now

[sturdy prairie]

Look I don't even know how you are going to explain ANNs

If it's a simple classification model it would work

The maths is simpler if you have to explain math

[modest gyro]

i'll most likely just explain that im using ANN for data classification to determine whether a user is A , B , or C for example

look im also confused 😭

[sturdy prairie]

Okay wait

Calm down, we get it done step by step

[modest gyro]

am i allowed to send a long code here

[sturdy prairie]

Don't worry about the ANNs yet

[modest gyro]

i guess not 💀

[sturdy prairie]

Why not lol I've done that before

[modest gyro]

wait really?

[sturdy prairie]

You got nitro war

[modest gyro]

but it's sort of indonesian language tho (the variables)

[vapid jacinth]

maybe?

[sturdy prairie]

You can check my very old messages here last time

In this particular channel

[modest gyro]

nvm cant send, too long

[modest gyro]

o nah mine is longer

[sturdy prairie]

Uwuify.

[vapid jacinth]

yep definitely a good time for me to get outta ere

[sturdy prairie]

I can understand them

[modest gyro]

# 1. Load data dari CSV
df = pd.read_csv("data/train_data.csv")

# 2. Pisahkan fitur dan label
X = df[["total_pengeluaran", "rata_rata_transaksi", "jumlah_transaksi"]].values
label_map = {"hemat": 0, "normal": 1, "boros": 2}
y = df["label"].map(label_map).values

# 3. Bagi data: 80% train, 20% test
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)

# 4. Normalisasi fitur
scaler = StandardScaler()
X_train_scaled = scaler.fit_transform(X_train)
X_test_scaled = scaler.transform(X_test)

# 5. Latih model ANN
model = MLPClassifier(hidden_layer_sizes=(10,), max_iter=2000, random_state=42)
model.fit(X_train_scaled, y_train)

# 6. Evaluasi
y_pred = model.predict(X_test_scaled)
print("Akurasi:", accuracy_score(y_test, y_pred))
print("\nLaporan klasifikasi:\n", classification_report(y_test, y_pred, target_names=["hemat", "normal", "boros"]))

rn that's from csv file

no upsampling or SMOTE

[vapid jacinth]

smote/upsampling is done before the training phase

anything data related is always before the training phase

[sturdy prairie]

80/20 ratio for split

[sturdy prairie]

Okay are you able to get an output here?

Do you get the accuracy?

[modest gyro]

yeah this

[sturdy prairie]

We can use this as baseline model then do upsampling and see if the model improves etc

[modest gyro]

https://cdn.discordapp.com/attachments/1317391797860827167/1384906081402355742/image.png?ex=685421cc&is=6852d04c&hm=c8d2f5d3c0afc84eee5d9759eaa8c939ec4957e438e68a5942a3572c5e6b3e20&

[sturdy prairie]

Okay thats the output for y test set

Before you go further

Is there a 100% need to use ANN

[modest gyro]

wait wdym

[sturdy prairie]

Because the layers are actually meaningful

If you cant explain the layers, and the hyperparameter tuning, I suggest you stick to a lower level model which achieves same output and is 1000x easier to explain, both mathematically and logically

The layers takes like a whole month to understand, trust me

[modest gyro]

So my plan was:

implement basic ANN to determine whether a data is A B C or D, just that i think? So like it will learn the data given and it will predict the next data output / classification

That's my goal

[sturdy prairie]

Yup, it should be working now actually the current code to achieve prediction for the 3 mapped things you have

Actually, is that dataset okay to pass to me

Ctrl c and ctrl v the thing? or cannot

[modest gyro]

yeah its just number anyway

100 lines?? or i'll cut the middle

[sturdy prairie]

Just snippets, delete messages after

Put in ```

[modest gyro]

total_pengeluaran,rata_rata_transaksi,jumlah_transaksi,label
124581,24816.2,5,hemat
593492,98915.3,6,boros
216174,72058.0,3,normal
...
185932,61977.3,3,normal
102394,25598.5,4,hemat
195813,48953.2,4,hemat

100 lines

[sturdy prairie]

Dont cut middle

[modest gyro]

it's just like that

I CAN'T COPY PASTE THE WHOLE THING 😭 not enough nitro

[sturdy prairie]

Nevermind I see what I can do with this

Give me 10 minutes I'll try something and let you know

[modest gyro]

cyn what if I include weekly income for the ANN part , so it's based on how high is your income too

rn the ANN part is just comparing spending, average, and amount of transaction but they don't know how big is their income

[sturdy prairie]

Can work too. The more the data the better the model

Need my spotify for this

[modest gyro]

LOL

in meanwhile ill try to understand how ANN works

[sturdy prairie]

Don't need to

If it's not a necessity discussed by your prof

There's logreg

[sturdy prairie]

Because if you see here, under section 5, model = MLPClassifier, the hyperparameter hidden_layer_sizes is VERY hard to explain

And hyperparameter tuning is going to be exhaustive on ANNs

Is it a necessity discussed by prof?

[modest gyro]

oh nah they wouldn't ask until that detail

just the summary of the code and how it works

i haven't played any game today, just code all day 💀

trying to at least finish the system on the project then next days i just need to make the interface/UI

at least the login/register is done so im pretty chill, just improving some pages

login/register store data to JSON file , including the top up transaction history etc

okay i guess thats it for today im so tired

[sturdy prairie]

@modest gyro yeah if possible can you throw me half the dataset

[modest gyro]

oh sure

[sturdy prairie]

I have too little to work with there

I'm almost done

[zenith light]

hmm how did you start learning ML 👀

[modest gyro]

got it?

time to play gt

[sturdy prairie]

@modest gyro

[modest gyro]

yes hi

[coral oar]

What the hell is this

[sturdy prairie]

Normally I would go for asking for outliers, skewed data etc

[modest gyro]

label_map = {"hemat": 0, "normal": 1, "boros": 2} # believe these are mappings for targ to numeric.

yeah it is

[sturdy prairie]

But this is an exception (but hurts me)

[modest gyro]

these are example or one code , cause i see smote and train test?

wait i am confused hold on, lemme understand that

[sturdy prairie]

They're cells

You're using ipynb or file?

[modest gyro]

ipynb,

[sturdy prairie]

Put each block in a cell

[modest gyro]

imma make a new ipynb

[sturdy prairie]

Change the data loading part, our loading style is different

Yours is file based ya

[modest gyro]

i'll just extract it right yea

[sturdy prairie]

When you get to this successfully lmk

[modest gyro]

lemme install the lib first

[sturdy prairie]

Technically SMOTE here if you can see what it does, it upsampled all the values for all classes to the highest number one

The outputs should be automatically printed when you run the cell as I left it as is

So you get to see the two value_counts calls

[modest gyro]

https://cdn.discordapp.com/attachments/1317391797860827167/1384920237652181012/image.png?ex=68542efb&is=6852dd7b&hm=971b077a8bc3e9db218c53deaf9b937cc96494896f5d124a511dc421c24e095d&

this one?

OHHHHH WAIT I JUST GET IT

so before SMOTE:

0 has 39
1 has 36
2 has 27

which is imbalanced

then after SMOTE it becomes

0 = 39
1 = 39
2 = 39

[sturdy prairie]

ya

Have u reached this?

[modest gyro]

not yet im still trying to understand the SMOTE thingy

lemme try that one now

errr error

[sturdy prairie]

Wat's the error?

[modest gyro]

UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names

[sturdy prairie]

warnings can be ignored ya

because the dataframe is created without col names

[modest gyro]

Oh hold

[sturdy prairie]

i believe that's what's causing the error

but its unnecessary, you can mute the warns

[modest gyro]

the output is like array[..] you mean it's the 0 1 2 thingy

from this one right

[sturdy prairie]

Yes, so you reverse map at the end to reach what you need

Do you understand the reverse map part

I did it halfway but I cant get it so I gave up lol

Probably AI clears it in a second

[modest gyro]

which part is that

[modest gyro]

oh you mean from 0 1 2 back to text

[sturdy prairie]

val2 = float (input ("Val2: "))
val3 = float (input ("Val3: "))
df = sscaler.transform ( pd.DataFrame ([[val1, val2, val3]], ))
pred = model.predict(df)

pred```
After pred you can reverse map

[modest gyro]

my brain isn't braining

[sturdy prairie]

Yes, that is reverse classification or declassification

[modest gyro]

lemme try AI

ermm AI just literally put it backward LMAO

label_mapping = {0: "hemat", 1: "normal", 2: "boros"}
print("Hasil prediksi:", label_mapping[pred[0]])

label_map = {"hemat": 0, "normal": 1, "boros": 2}

from this ^^

[sturdy prairie]

yeah that works too loll

[modest gyro]

LMAO

not me thinking putting if else 💀

[sturdy prairie]

if you want you can explain ur logreg model with the formula

https://en.wikipedia.org/wiki/Logistic_regression

i really do not suggest using ANN as it is a complex model

and additionally it is more toward a black box compared to anything else

log reg formula is below in the page, if you want to impress, state the formula and how it works

otherwise, just say it is a case of supervised learning with a target variable of bla bla bla classes, number of rows, number of columns, what you have done to achieve output

personally i would go with the formulas

[modest gyro]

ermmmmmmmmmmmmm

[modest gyro]

what does this mean?

[sturdy prairie]

means it isnt explainable, you do not know how the output come about as its all weights

i dont really have a good example but search up the term "black box model meaning"

[modest gyro]

ahh

But it is still fine to use ANN right? I mean we won't need to explain to the prof about how it exactly works since he also told us to use AI to learn 💀

[sturdy prairie]

yeah go ahead if you want as long as you fix the output as classification

just that you need to understand the hidden layer sizes to put, but surely you could just trial and error it

adam or sgd are good optimizers too

[modest gyro]

aaaa

btw, you removed this from the code right

model = MLPClassifier(hidden_layer_sizes=(10,), max_iter=1000, random_state=42)
model.fit(X_train_scaled, y_train)

[sturdy prairie]

yeah i replaced it with logreg

[modest gyro]

model = LogisticRegression (random_state = 1)
model.fit (X_train, y_train)

this one

Hold on lemme search up what is the difference

The ANN part is this model one right? If I decide to use LogisticRegression, would it be considered as ANN or no, I guess not?

since technically it's not neural network lmao

[sturdy prairie]

the hyper params

[modest gyro]

i made notes in my jupyter LMAO

NOOOO my transaction history is a bit broken (just the view part, but the JSON is fine) - gonna fix this tomorrow

[cosmic shell]

Yo chat name me 2-3 items that worth over 80-100dls so i can auction it

[stable idol]

how much TACKLE BOXES i need to do world with full bait farm in growtopia

[sturdy prairie]

Yeah it's the functions to call models

Log Reg isnt ANN

[manic cargo]

Phasmo here

[sullen harness]

errcon still wtf

[modest gyro]

Hmmmm

I'll just stick with ANN since I don't need to explain the hidden layers

[modest gyro]

I need to finish my fintech project asap so I can work on Mobile Web (react js) and IoT (thingspeak)

@sturdy prairie @vapid jacinth or @lost ember give me IoT project idea

That requires data analyzing (we using thingspeak , matlab)

[lost ember]

you want to make IoT or what?

or you just want the data?

[modest gyro]

I'll give you an example first

A temperature and humidity sensor,that detect the temp of a room and the humid level of the room, and the data will be sent to thingspeak and there will be a graphic of temp and humidity,it will auto send every 15-20 seconds (the data), so the data is like stored in thingspeak ,but after that we need to use MatLab analysis for it too which I haven't read about it yet

[lost ember]

ahhh i see

[modest gyro]

The sensor will be active 24/7

[lost ember]

i suggest you to look for journals about this to get references (also datasets)

cuz IoT is kinda hard

if you make it from scratch

[modest gyro]

Nooo not data set, the data is from the sensor itself, the data analyze is just like the average,highest, lowest lke that

[lost ember]

what i mean is that if you want to make IoT or data from your own IoT
it is highly recommended to read the journal so that you know what needs to be prepared before you make the IoT

even better if the journal has a dataset, so you can test it first before executing your own IoT

[modest gyro]

Uhm

I think we are talking about 2 different thing ,idk , I'll see again later first

[lost ember]

okay

[finite tundra]

@finite grotto

[potent stag]

I have an opinion, if you want to hear it say it

[sweet idol]

keep ur opinion to urself thx

[potent stag]

My opinion is

Coffee tastes better with bread

[ionic bloom]

with milk too

[raven nymph]

USE MY Affiliate CODE{DODO} TO GET INTO OUR 2 BGL GIVEAWAY IN GAMBLIT AND GET 50 WLS FREE

[storm dagger]

thx 😋

[shell venture]

🤔 ❌

[fathom halo]

BEACH PARTY ❌ ❌ ❌ ERCON PARTY ✅ ✅ ✅

[tough summit]

sell chest 200

[somber hawk]

Hello if any new low LvL players here
Add a door to Ur world
Id UBSF:N
I'm gathering no LvL n low LvL lock world's U can visit for help

[manic lark]

Hmuch it costs to upgrade blue ances?

[graceful marten]

guys any help on growtopia not launchin on PC

[umbral crown]

Download the latest installer on the website

[polar gulch]

what is this

teach me :D

[umbral crown]

Machine learning probably

[sturdy prairie]

It's just a python statement assigning the LogReg model from the scikit learn library to the variable "model". It uses random_state as 1, which is basically the reproductibility state (this is under the topic of pseudorandomness)

The model.fit means fitting the LogReg model with the defined parameters with the dataframes in the format of (features, target)

[sturdy prairie]

Yeah this is under Machine Learning!

@vapid jacinth is masters they know 10000000x better than anyone here

[gloomy onyx]

Dear developers and moderators, can't you guys delete the bots or clean up the bots temporarily. It's really frustrating,There are so many bots appearing in this event, especially in the BUYTICKETFERMA world, there were no bots here before.But when the beach party event came, the place was now filled with bots. And this time I think 100% of the 80K+ online players, 65% of them are bots.Plus this bot is a gambling bot, will you still ignore it?

The following is a list of worlds that are full of bots as far as I know.
➡️Especially world buy +
BUYANCES
BUYWINGS
HONORS

And some worlds are at the top of the world.

Are you still ignoring it? (Why not create anti-bot security by securing the game doe or through a role like a moderator.

Best regards RIOREACH.
Thank you moderators & developers

[graceful marten]

how to know whjich one is the latest

aa nvm

but like when I do that it still doesnt let me launch

and also

can anyone help me with a b*n I could tell the whole story but like I wouldnt say it here

bcs I cant use some of the words

like someone smart enough

I would dm what I wanna say

[pearl monolith]

Hi.
I have commented on bots many times in this server so if you want all my opinions regarding it you can always search up messages from me where I mention bots.

So, lets say I go to a listed world and ban all the bots in that world. Within 10 minutes of me leaveing new bots would be back. This means that I would have to stay in the world to even have a noticeable impact. However, this means that other players that may needs my attention have to be ignored since if I leave the world the bots will come back and be just as big of an issue. And many more worlds have the same issue, why should I stay in lets say BUYANCES when BUYWINGS has the same issue. It would be unfair to the other world that has the same issue.

There are several anti bot systems in use and they are constantly being worked on by the dev team. However, the bots are constantly adapting to these systems which is why they arent 100% perfect.

@graceful marten If you think you have been falsely banned you have to contact support.
Read #1212943587780591787 for assistance.
It is not allowed in this server to discuss ban issues.

[graceful marten]

can I say one thing

i have contacted support they are doing nothing about it legit NOTHING

thats why im messaging here

[pearl monolith]

It is not allowed to discuss ban or support issues in this server.

[graceful marten]

i know that I KNOW

but how can I get it fixed while they are not doing anything could I get help with that+

can we possibly dm if we cant discuss it on here?

[pearl monolith]

The answer will be contact support

[graceful marten]

ggs then

there is no point then but aight not talking about it anymore

thanks for the help before sorry for talking about it on here have a nice day!

[clever drift]

is there a way to appeal account sanctions?

[pearl monolith]

Game bans: Contact support. Read #1212943587780591787
Discord bans/strikes, dm me or another moderator/guardian

[small cedar]

What's macro for botting with it or an alt?

I got bonked for it and I don't even know what that is

Dev said that the bonked is irreversible...

[pearl monolith]

@crisp urchin Use the proper trading channels

@small cedar It is not allowed to discuss ban or support issues in the server.

[haughty orbit]

PROBLEMS WITH RGT:

1. Tons Bot
2. Trash Server Always Down
3. Tons Dupe Glitch every Year (2-3 on average per year)
4. Ubi Staff abusing their role to dupe BGLs/items to make money, some Staff like Misthios wearing ultra rare items with 0 effort (clearly dupe)
5. Ubi Company doing Flash Sale being greedy - Big Red Flag, Seems like Ubi become aware the game is dead so they doing last cashout
6. Real Player Declining 80-90%, No YouTuber left, ubi dont care + bot filling server more and more
7. Loss interest in the game, all big youtuber quit
8. Rollback/Lost item issue / Unstable server
9. False acc suspen 24/7

Even if 1. Bot is fixed (UNLIKELY), there is too many issues in the gamee, economy fked

[wanton rain]

And the false bans with proof? I contacted already everything is automatic. i dont even can talk to a real person. I just put 40 dollars last night in Growtopia, its just a shame!

[brisk reef]

Keep replying / creating tickets until you get a proper response i guess

You’re supposed to reply to those automated messages, though my experience with the support chat bubble wasn’t that bad

[wanton rain]

Alr, i did it for the second time.

[hard pawn]

Hello

[pearl monolith]

@haughty orbit This is #☕off-topic for everything NOT related to growtopia.

I do want to adress your "issue 4" however. This is a heavy accusation, if you have any proof of this, please do dm me so that I can escalate the issue if needed.

[pearl monolith]

False bans do happen. However, images and videos cannot be used as evidence, the logs are relevant.

You can also dm me your growID and I will have a LOOK at it.
I will only take a LOOK. I will not lift any ban or escalate the issue because that isnt my job.
But I will take a look if that eases the situation.

[wanton rain]

My growid: Silieus

[pearl monolith]

Just
"You can also dm me your growID and I will have a LOOK at it. "
I am not gonna look at it now, I will forget it. I will look at it when I look through my dms

[wanton rain]

o shee i read wrong mybad.

[pearl monolith]

u good

[wanton rain]

~Thankyou for reply, hope this will be fixxed soon.

[idle nacelle]

Sir Can Read My Dms Please

[pearl monolith]

If you have sent me a dm I will read it eventually. You have to wait.

[idle nacelle]

Ok

[sudden trench]

I sent it too. I wonder if it is going to be removed or no

[gilded edge]

is there any way i can get my account back when my email got deleted, i was using a school email, but they deactivated it

im still signed in on my phone but cant go to my pc

[pearl monolith]

You have to ask support

[tame maple]

Thoughts on hot Milktea as good substitute for sweet black coffee?

[wanton rain]

Uhm why is the support so weird

they send me again a automatic mail, cmon guys i did nothing wrong this is frustating me. I just put money in a game and they throw me off the game forreal?

[haughty orbit]

Bro either you or upper management is doing it , it's Pointless to try to escalate that

Ure rugging the bgl

[wanton rain]

I try what I can, but when you get thrown off of something illegally where you really put money in and after 2 hours you just get thrown off, that's not fun

I was on my coach playing gt, did nothing wrong lmao.

[haughty orbit]

So you don't want to debate about issue 1.,2.,3.,5.,6.,7.,8.,9. but focus on my 4. point only... That tells a lot !!

[wanton rain]

You are exaggerating, you also know as a player that if you play and you are thrown out for no reason that is strange

[pearl monolith]

I didnt address them because this chat is for everything NOT related to growtopia.

[haughty orbit]

Owh okey sorry

Bro just fix the game I dont even care about 4. (I don't care about the BGLs price cuz I don't do anything illegal), just make your money but at least fix the game 😭

[wanton rain]

dont be so rude ceeepes

They do what they can do.

[haughty orbit]

They must put all resources on fixing the game, stop it with the content updates for now, the game just needs fixing

[wanton rain]

Hollow, there was a guy had the same issue. We spoke for a while and he is been helped by the devs

I mean, idk how the bans pops on but i care about the money i putted in like after 2 hours i payed stuff ingame getting throw off is strange.

[wanton rain]

i know there are problems but i can do nothing i wish i can, i playing from the beginning and i know what u see i see to. Its a big differences but i dont want to be rude to them. they do they jobs.

[pearl monolith]

Saying that I am making money illegally from moderating are incredibly serious allegations to just casually throw here without any proof and is extremely irresponsible on your part.
These are highly serious issues and should be properly reported. I am open to taking such reports if you have anything to back them up.

[wanton rain]

Spoken.

[pearl monolith]

It will not be tolerated to throw out baseless claims and spread false information here and will be severely punished if it happens again.

[haughty orbit]

Why you sweating like crazy ahh when I raise that point bro? 🤨

[wanton rain]

Hollow is there a certain time when I get some kind of feedback from being developers? Because I know you can only look at the status. I just find it annoying that I bought things and after 2 hours I got thrown off without doing anything wrong and yes I understand that whoever asks is passed but I don't like it if you do understand that.

[pearl monolith]

Because it is incredibly irresponsible to do.

If you have something to report, report it. Dont throw out baseless claims.

[haughty orbit]

What do you do when you nuke worlds with rare items on it? There's a hacker who managed to get inside a nuked world only to find the items to be worn by Misthios

[haughty orbit]

Ok I am reporting corruption sir

[wanton rain]

Why is there unnecessary arguing when I am being helped? I am still stuck with the problem that my money has gone down the drain at this moment.

[haughty orbit]

Because he is afraid the secret gets out 🤦

[pearl monolith]

Again, dm me proof of this allegation. You cannot state such statements without proof.
Items that are nuked are considered lost (unless the world was fasly nuked in which case the world will be unnuked.)
Moderators are constantly screen to ensure that no items are removed or put back into the game.
This is my last response to your issue here. Bringing it up further will lead to strikes. DM it.

[haughty orbit]

Bro this is such a nervous response come on 😢

[gloomy tundra]

He's literally answering your questions and directing you on how to proceed further?

[haughty orbit]

Bro you joined this Discord yesterday you an insider!

[pearl monolith]

Developers dont handle support issues, it is the support team. It is currently the weekend so I dont think they are working atm

[haughty orbit]

Developers busy rugging the in-game economy!

[pearl monolith]

@wanton rain This is not the place to discuss ban issues. Contact support

[wanton rain]

BRUH WHY I CANT SEND MY MESSAGE

I DID I DID.

[pearl monolith]

Dont mention bans

Ez

[wanton rain]

im not talking about that

It was not a fair reason to get throw off

[pearl monolith]

Just dont write it. We have filters in place since a lot of members come here to talk about bans which isnt allowed.

[wanton rain]

Im talking about money what i throw right now in the trash can

[pearl monolith]

Im saying that you couldnt send the message because you wrote ban.

[wanton rain]

oh.

How? A guy who i knows had the same problem and he been helped today? Im not talking about my throwing off the game forsure i like to get back this is a problem about money which I have now literally thrown in the trash and this is not the first time but the 2nd time!

Like this better?

[pearl monolith]

I dont know when the support team works.

[wanton rain]

And all good u send me to the support they saying the same, after 2 hours get off the game is strange

i didnt do anything

what kind 3rd party software?

[pearl monolith]

Alright, it is not allowed to discuss bans in this server.

[wanton rain]

This is so unfair

[pearl monolith]

@wanton rain If you have contacted support, wait for a reply.
Support wont reply if you have been in contact with support at an earlier date when they have said they will no longer reply to your support tickets.
Support will also not reply if you have or are spamming support.

[wanton rain]

they reply the same thing,, the same thing.

[pearl monolith]

Then they have already given you all the info they will/can. Further communication would just yield the same response.

[wanton rain]

so doing nothing wrong pay things ingame and get a 3rd party reason is thats all??

[pearl monolith]

@wanton rain It is not allowed to discuss ban issues in the server.

[wanton rain]

Give my money back thats all-.

[pearl monolith]

refund?

[wanton rain]

so now i have to start a case against ubisoft or growtopia because they dont care about honest people?

[pearl monolith]

Just do a refund?

@runic smelt It is not allowed to discuss support or ban issues in the server.

[wanton rain]

Listing. When i did the first time a refund bcs i didnt get my items ingame they remove my account now, last night i began playing after 5 years not been there. i just bought things.

I never saw the first time my money back

[pearl monolith]

This is not the place for it.

[wanton rain]

so just, help the people who needs help

[pearl monolith]

Not in the server

[wanton rain]

Do you really care about the players?

[pearl monolith]

Right, this is not an appropriate conversation for the server. Drop it.
Contact support, its their job to handle this.
Further engaging in this conversation will lead to strikes.

[wanton rain]

This is not respectfull.

[pearl monolith]

I can only suggest this outside of contacting support.

[wanton rain]

Im not talking about anything about the server, i talk about money Hollow.

And you know very well, they do nothing about it.

[pearl monolith]

Anyone can do this and I will have a look. I dont give special treatment.

[wanton rain]

Okay then Hollow, will hear from you

[pearl monolith]

That is not what I said. I said LOOK. nothing else

[wanton rain]

so u dont reply on my dm ?

[pearl monolith]

if the answer is "contact support" I wont reply.

[pure wadi]

hi

[full timber]

HallowDragon can u reply on my Dm Thank you

[cyan condor]

YOO ITS CORYXKENSHIN

[wispy peak]

Who has ever bought a seed but the world seed was nked? It's been 3 months.I have tried contacting support but no response. How do I resolve this? I'm still playing using jimel login. I bought world seed then suddenly nuked and caused my acnt got bned.

[pure wadi]

Where to buy drop gem

[hybrid burrow]

Hey guys, I’m creating a massive vend world and I plan to make it affordable every day of the month.

The idea is to make it as complete as possible, so I’d love your suggestions on how to make the world as comfortable as possible for buyers (in terms of purchasing SSP, RSP, items, clothes, etc.). What worlds would you recommend I use as inspiration?

[valid monolith]

this is off topic chat dvmb-ss