u/Zestyclose-Jacket568

I will be honest. I don't have much time (around a week) and I need to create ST-GCN neural network for my classes, but I know next to nothing about it and while using AI create "some" model, by looking at results, I see that it has nothing do to with ST-GCN and propably have data leakage.

So to what I need to create is a STGCN model that will predict bike usage in public bike sharing system (like Citi Bike in NYC) by using agregated data from 1 hour windows (last 5 hours should be used to predict result from next hour)

Currently I have data:

- List of station

- Usage over 3 month time (I am using data gathered from my city, it doesn't have public data, can only gather current state via API)

- Number of features for each station (like number of available bikes, temperature, rain, wind, distance to metro station etc.)

- Adjacency matrix for stations

Data is agregated for 1 hour windows where bike availability is an average from that hour.

Data is segregated in 3 sets, training, validated and test that are separate.

So from what I know, it looks like I have all the data I need, but I have honestly next to 0 idea how to build ST-GCN. What I am asking is something that will explain how to build it in python, because I don't know what to do or even when to start with it.

So my players came into a deal in arena that ended up with them having to fight a tough fight with multiple magical beasts and they are asking me for some options to make it easier.

Quick info:
There are 3 characters (mage, cleric and paladin) level 6 with additional NPC that should be as strong as level 7 character.
Their enemies, agreed on previous session, so no change here "allowed":
3x CR4, CR5, CR6, CR7 and CR8 animals and magical beasts.
Every enemy is controled by magical collar, so no option to take control over enemies or breake their morals etc.

Fight will be on arena, so I could limit fighting arena or add some traps etc.

Just to be clear, they agreed to this and I have a "secret" way to escape for them (accurate to the lore of their story if they hit the trigger), but they want to try doing something before to make it easier. I am happy to give them fighting chance and I am okay with killing them and they are okay with it too. I am only against things that cheaply eliminate enemies with low int (scrols with spells lowering int)

So my question is what options could there be?
As for now they want to poison some beasts before the fight (paying off guards or sneeking in) or sabotage the collars.

They are in the city, so they have access to different shops, so resources needed might not be the problem.