## Description

In many industries, predicting the direction of price changes is crucial for planning and decision-making.

In this competition, your task is to develop a model to predict whether the price will **increase (`1`)** or **not (`0`)** on the next day based on historical daily price data.

Accurate predictions will help:

* Make better short-term decisions based on price trends
* Reduce risk in sequential price predictions
* Optimize operational planning

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