Guide Nori - Wynn Utility Bot on Discord | Pricechecker rework

Added support for latest version of wynntils gear encoding

 

Reworked lootpool history feature
Now you can look up item specifically from historical record.

 

reworked weight scales (stat order)

 

Updated pricecheck system

 

Added aspect lootpool

 

Added leaderboards for members in a specific guild only.

 

Quick update:
Nori is now the largest wynn-related discord bot, at roughly 1700 concurrent servers!
It's only been a year and 4 months since release, it's amazing how far we've gone

 

Thinking about revamping the pricecheck module, here's a start:
Integrated two ML models for price estimation:
- RandomForestRegressor
- DecisionTreeRegressor
Automatic model selection based on MAE.
Fallback to polyfit when sample size < 5.

Combined user and sheet data into unified training set.
Filtered and capped sample size for stability (max 30, priority on recent & high weight).

 

the pricechecker is much more accurate than it was before!

 

yep, and it shall only get better as we improve via data augmentation & cleaning, and other implementations!