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4 changes: 4 additions & 0 deletions .Jules/palette.md
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## 2024-05-22 - Visual Hierarchy in CLI Output
**Learning:** Adding color-coded indicators (Green/Red) and emojis (πŸ’°, πŸ“‰) in CLI tools significantly reduces cognitive load when parsing financial data streams. It transforms a wall of text into a scannable narrative.
**Action:** For data-heavy CLI applications, always implement a semantic color system and visual anchors (icons/emojis) for key events.

## 2024-05-23 - CLI Configurability and Noise Reduction
**Learning:** Hardcoded values in CLI tools limit usability. Providing arguments for key parameters (like `--days`, `--initial-cash`) empowers users. Additionally, offering a `--quiet` flag to suppress verbose logging (while keeping critical events) and a `--no-color` flag for accessibility/logging is essential for a polished CLI experience.
**Action:** Always implement `argparse` (or similar) with quiet and no-color options for CLI tools that produce significant output.
4 changes: 4 additions & 0 deletions .gitignore
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Expand Up @@ -39,3 +39,7 @@

# debug information files
*.dwo

# Python
__pycache__/
*.pyc
18 changes: 17 additions & 1 deletion README.md
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Expand Up @@ -20,12 +20,28 @@ pip install -r requirements.txt

## Usage

Run the simulation script:
Run the simulation script with default settings:

```bash
python bitcoin_trading_simulation.py
```

### CLI Options

You can customize the simulation using the following arguments:

- `--days`: Number of days to simulate (default: 60)
- `--initial-cash`: Initial cash in USD (default: 10000)
- `--initial-price`: Initial Bitcoin price in USD (default: 50000)
- `--volatility`: Volatility factor (default: 0.02)
- `--quiet`, `-q`: Suppress daily portfolio logs (only show buy/sell events and final summary)
- `--no-color`: Disable colored output (useful for logs or non-ANSI terminals)

Example:
```bash
python bitcoin_trading_simulation.py --days 100 --initial-cash 5000 --quiet
```

## Tests

Run the test suite:
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39 changes: 34 additions & 5 deletions bitcoin_trading_simulation.py
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import argparse
import numpy as np
import pandas as pd


class Colors:
HEADER = '\033[95m'
BLUE = '\033[94m'
Expand All @@ -9,6 +11,7 @@ class Colors:
ENDC = '\033[0m'
BOLD = '\033[1m'


def simulate_bitcoin_prices(days=60, initial_price=50000, volatility=0.02):
"""
Simulates Bitcoin prices for a given number of days using Geometric Brownian Motion.
Expand All @@ -23,6 +26,7 @@ def simulate_bitcoin_prices(days=60, initial_price=50000, volatility=0.02):
prices.append(prices[-1] + price_change)
return pd.Series(prices, name='Price')


def calculate_moving_averages(prices, short_window=7, long_window=30):
"""
Calculates short and long moving averages for a given price series.
Expand All @@ -33,6 +37,7 @@ def calculate_moving_averages(prices, short_window=7, long_window=30):
signals['long_mavg'] = prices.rolling(window=long_window, min_periods=1, center=False).mean()
return signals


def generate_trading_signals(signals):
"""
Generates trading signals based on the Golden Cross strategy.
Expand All @@ -49,7 +54,8 @@ def generate_trading_signals(signals):
signals['positions'] = signals['signal'].diff().shift(1)
return signals

def simulate_trading(signals, initial_cash=10000):

def simulate_trading(signals, initial_cash=10000, quiet=False):
"""
Simulates trading based on signals and prints a daily ledger.
"""
Expand Down Expand Up @@ -81,13 +87,36 @@ def simulate_trading(signals, initial_cash=10000):
portfolio.loc[i, 'btc'] = 0

portfolio.loc[i, 'total_value'] = portfolio.loc[i, 'cash'] + portfolio.loc[i, 'btc'] * row['price']
print(f"Day {i}: Portfolio Value: ${portfolio.loc[i, 'total_value']:.2f}, Cash: ${portfolio.loc[i, 'cash']:.2f}, BTC: {portfolio.loc[i, 'btc']:.4f}")
if not quiet:
print(
f"Day {i}: Portfolio Value: ${portfolio.loc[i, 'total_value']:.2f}, "
f"Cash: ${portfolio.loc[i, 'cash']:.2f}, BTC: {portfolio.loc[i, 'btc']:.4f}"
)

return portfolio


if __name__ == "__main__":
parser = argparse.ArgumentParser(description='Bitcoin Trading Simulation')
parser.add_argument('--days', type=int, default=60, help='Number of days to simulate')
parser.add_argument('--initial-cash', type=float, default=10000, help='Initial cash in USD')
parser.add_argument('--initial-price', type=float, default=50000, help='Initial Bitcoin price in USD')
parser.add_argument('--volatility', type=float, default=0.02, help='Volatility factor')
parser.add_argument('--quiet', '-q', action='store_true', help='Suppress daily portfolio logs')
parser.add_argument('--no-color', action='store_true', help='Disable colored output')

args = parser.parse_args()

if args.no_color:
Colors.HEADER = ''
Colors.BLUE = ''
Colors.GREEN = ''
Colors.RED = ''
Colors.ENDC = ''
Colors.BOLD = ''

# Simulate prices
prices = simulate_bitcoin_prices()
prices = simulate_bitcoin_prices(days=args.days, initial_price=args.initial_price, volatility=args.volatility)

# Calculate moving averages
signals = calculate_moving_averages(prices)
Expand All @@ -96,11 +125,11 @@ def simulate_trading(signals, initial_cash=10000):
signals = generate_trading_signals(signals)

# Simulate trading
portfolio = simulate_trading(signals)
portfolio = simulate_trading(signals, initial_cash=args.initial_cash, quiet=args.quiet)

# Final portfolio performance
final_value = portfolio['total_value'].iloc[-1]
initial_cash = 10000
initial_cash = args.initial_cash
profit = final_value - initial_cash

# Compare with buy and hold strategy
Expand Down
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