Upload README.md with huggingface_hub
Browse files
README.md
ADDED
|
@@ -0,0 +1,80 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: mit
|
| 3 |
+
task_categories:
|
| 4 |
+
- tabular-classification
|
| 5 |
+
- time-series-forecasting
|
| 6 |
+
tags:
|
| 7 |
+
- finance
|
| 8 |
+
- trading
|
| 9 |
+
- bitcoin
|
| 10 |
+
- cryptocurrency
|
| 11 |
+
- technical-analysis
|
| 12 |
+
language:
|
| 13 |
+
- en
|
| 14 |
+
size_categories:
|
| 15 |
+
- 1K<n<10K
|
| 16 |
+
---
|
| 17 |
+
|
| 18 |
+
# 📊 Multi-Model Trading Data
|
| 19 |
+
|
| 20 |
+
Bitcoin (BTC-USD) historical price data with technical indicators for ML/DL trading models.
|
| 21 |
+
|
| 22 |
+
## 📁 Dataset Files
|
| 23 |
+
|
| 24 |
+
| File | Description | Rows | Columns |
|
| 25 |
+
| :--- | :--- | :--- | :--- |
|
| 26 |
+
| `btc_usd_historical.csv` | Raw OHLCV data | ~3,653 | 5 |
|
| 27 |
+
| `btc_usd_features.csv` | Processed with indicators | ~3,603 | 17 |
|
| 28 |
+
|
| 29 |
+
## 📅 Date Range
|
| 30 |
+
- **Start:** 2015-01-01
|
| 31 |
+
- **End:** 2025-01-01
|
| 32 |
+
- **Frequency:** Daily
|
| 33 |
+
|
| 34 |
+
## 📈 Features in `btc_usd_features.csv`
|
| 35 |
+
|
| 36 |
+
### Raw OHLCV
|
| 37 |
+
- `open`, `high`, `low`, `close`, `volume`
|
| 38 |
+
|
| 39 |
+
### Technical Indicators
|
| 40 |
+
| Feature | Description |
|
| 41 |
+
| :--- | :--- |
|
| 42 |
+
| `rsi` | Relative Strength Index (14-period) |
|
| 43 |
+
| `macd` | MACD Line |
|
| 44 |
+
| `macd_signal` | MACD Signal Line |
|
| 45 |
+
| `bb_width` | Bollinger Band Width |
|
| 46 |
+
| `atr` | Average True Range |
|
| 47 |
+
| `dist_sma50` | Distance from 50-day SMA |
|
| 48 |
+
| `obv_pct` | On-Balance Volume % Change |
|
| 49 |
+
| `adx` | Average Directional Index |
|
| 50 |
+
| `stoch_rsi_k` | Stochastic RSI %K |
|
| 51 |
+
| `stoch_rsi_d` | Stochastic RSI %D |
|
| 52 |
+
|
| 53 |
+
### Target Variables
|
| 54 |
+
- `return` — Next-day return (%)
|
| 55 |
+
- `target` — Binary label (1 = price up, 0 = price down)
|
| 56 |
+
|
| 57 |
+
## 🚀 Usage
|
| 58 |
+
|
| 59 |
+
```python
|
| 60 |
+
from datasets import load_dataset
|
| 61 |
+
|
| 62 |
+
# Load dataset
|
| 63 |
+
dataset = load_dataset("AdityaaXD/Multi-Model-Trading-Data")
|
| 64 |
+
|
| 65 |
+
# Or with pandas
|
| 66 |
+
import pandas as pd
|
| 67 |
+
df = pd.read_csv("hf://datasets/AdityaaXD/Multi-Model-Trading-Data/btc_usd_features.csv")
|
| 68 |
+
```
|
| 69 |
+
|
| 70 |
+
## 🔗 Related
|
| 71 |
+
|
| 72 |
+
- **Models:** [AdityaaXD/Multi-Model-AI-Trading-Bot](https://huggingface.co/AdityaaXD/Multi-Model-AI-Trading-Bot)
|
| 73 |
+
|
| 74 |
+
## ⚠️ Disclaimer
|
| 75 |
+
|
| 76 |
+
This dataset is for **educational and research purposes only**. Not financial advice.
|
| 77 |
+
|
| 78 |
+
## 📝 Source
|
| 79 |
+
|
| 80 |
+
Data fetched from Yahoo Finance using `yfinance` library.
|