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+ ---
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+ annotations_creators:
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+ - automated
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+ language:
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+ - en
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+ license:
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+ - mit
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+ task_categories:
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+ - time-series-forecasting
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+ - reinforcement-learning
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+ tags:
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+ - finance
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+ - stock-market
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+ - technical-analysis
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+ - yfinance
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+ size_categories:
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+ - 10K<n<100K
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+ ---
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+
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+ # ๐Ÿ“Š Multi-Agent RL Trading System - Dataset
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+
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+ This dataset contains historical OHLCV (Open, High, Low, Close, Volume) data for **AAPL**, **MSFT**, and **GOOGL**, pre-processed for Reinforcement Learning based trading systems.
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+
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+ ## ๐Ÿ“ Dataset Content
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+
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+ The dataset consists of CSV files downloaded via `yfinance`:
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+ * `AAPL.csv`: Apple Inc. daily data (Jan 2018 - Dec 2024).
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+ * `MSFT.csv`: Microsoft Corp. daily data (Jan 2018 - Dec 2024).
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+ * `GOOGL.csv`: Alphabet Inc. daily data (Jan 2018 - Dec 2024).
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+
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+ ## ๐Ÿ“ Columns
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+
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+ | Column | Description |
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+ | :--- | :--- |
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+ | **Date** | Trading date (YYYY-MM-DD) |
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+ | **Open** | Opening price |
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+ | **High** | Highest price of the day |
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+ | **Low** | Lowest price of the day |
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+ | **Close** | Closing price (Adjusted for splits/dividends) |
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+ | **Volume** | Number of shares traded |
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+
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+ ## โš™๏ธ Usage
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+
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+ This data is designed to be fed into a Feature Engineering pipeline (calculating RSI, MACD, etc.) before being used by the `TradingEnv`.
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+
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+ ```python
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+ import pandas as pd
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+
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+ # Load data
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+ df = pd.read_csv("AAPL.csv", parse_dates=['Date'], index_col='Date')
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+ print(df.head())
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+ ```
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+
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+ ## โš ๏ธ Source
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+
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+ Data was sourced from Yahoo Finance API. Not intended for real financial advice or live trading decisions.
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+
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+ ## ๐Ÿ› ๏ธ Credits
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+
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+ Collected by **Adityaraj Suman** for the Multi-Agent RL Trading System project.