Stock Price Prediction and Analysis, Feel free to adjust it based on your preferences!

This Python script predicts the next day's closing stock price using historical data imported from yahoo finance. It allows users to input their preferred stock symbol, visualizes key indicators, makes a prediction using linear regression and assesses prediction accuracy.

Metrics

The Mean Absolute Percentage Error (MAPE) is calculated using the formula:

Where:

• n is the number of observations.
• Y_i is the actual value for observation i.
• hatY_i is the predicted value for observation i.

This formula provides a measure of the average percentage difference between actual and predicted values.