|
|
---
|
|
|
annotations_creators:
|
|
|
- automated
|
|
|
language:
|
|
|
- en
|
|
|
license:
|
|
|
- mit
|
|
|
task_categories:
|
|
|
- time-series-forecasting
|
|
|
- reinforcement-learning
|
|
|
tags:
|
|
|
- finance
|
|
|
- stock-market
|
|
|
- technical-analysis
|
|
|
- yfinance
|
|
|
size_categories:
|
|
|
- 10K<n<100K
|
|
|
---
|
|
|
|
|
|
# 📊 Multi-Agent RL Trading System - Dataset
|
|
|
|
|
|
This dataset contains historical OHLCV (Open, High, Low, Close, Volume) data for **AAPL**, **MSFT**, and **GOOGL**, pre-processed for Reinforcement Learning based trading systems.
|
|
|
|
|
|
## 📁 Dataset Content
|
|
|
|
|
|
The dataset consists of CSV files downloaded via `yfinance`:
|
|
|
* `AAPL.csv`: Apple Inc. daily data (Jan 2018 - Dec 2024).
|
|
|
* `MSFT.csv`: Microsoft Corp. daily data (Jan 2018 - Dec 2024).
|
|
|
* `GOOGL.csv`: Alphabet Inc. daily data (Jan 2018 - Dec 2024).
|
|
|
|
|
|
## 📝 Columns
|
|
|
|
|
|
| Column | Description |
|
|
|
| :--- | :--- |
|
|
|
| **Date** | Trading date (YYYY-MM-DD) |
|
|
|
| **Open** | Opening price |
|
|
|
| **High** | Highest price of the day |
|
|
|
| **Low** | Lowest price of the day |
|
|
|
| **Close** | Closing price (Adjusted for splits/dividends) |
|
|
|
| **Volume** | Number of shares traded |
|
|
|
|
|
|
## ⚙️ Usage
|
|
|
|
|
|
This data is designed to be fed into a Feature Engineering pipeline (calculating RSI, MACD, etc.) before being used by the `TradingEnv`.
|
|
|
|
|
|
```python
|
|
|
import pandas as pd
|
|
|
|
|
|
# Load data
|
|
|
df = pd.read_csv("AAPL.csv", parse_dates=['Date'], index_col='Date')
|
|
|
print(df.head())
|
|
|
```
|
|
|
|
|
|
## 🔗 Related Models
|
|
|
|
|
|
* **Trained Agents**: [AdityaaXD/Multi-Agent_Reinforcement_Learning_Trading_System_Models](https://huggingface.co/AdityaaXD/Multi-Agent_Reinforcement_Learning_Trading_System_Models)
|
|
|
* **GitHub Repository**: [ADITYA-tp01/Multi-Agent-Reinforcement-Learning-Trading-System-Data](https://github.com/ADITYA-tp01/Multi-Agent-Reinforcement-Learning-Trading-System-Data)
|
|
|
|
|
|
|
|
|
## ⚠️ Source
|
|
|
|
|
|
Data was sourced from Yahoo Finance API. Not intended for real financial advice or live trading decisions.
|
|
|
|
|
|
## 🛠️ Credits
|
|
|
|
|
|
Collected by **Adityaraj Suman** for the Multi-Agent RL Trading System project.
|
|
|
|
