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3 changes: 3 additions & 0 deletions .Jules/palette.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,3 @@
## 2024-05-22 - CLI UX Delight
**Learning:** Even in backend scripts/CLI tools, visual hierarchy using ANSI colors and emojis significantly reduces cognitive load. Users can instantly scan for "Green" (Good/Buy) vs "Red" (Bad/Sell) without reading every line.
**Action:** For CLI tools that output logs or financial data, always implement a basic `Colors` class and use conditional formatting for key metrics (Status, Success/Failure, Profit/Loss). Explicitly align columns in summary reports for better readability.
49 changes: 37 additions & 12 deletions bitcoin_trading_simulation.py
Original file line number Diff line number Diff line change
@@ -1,6 +1,17 @@
import numpy as np
import pandas as pd

class Colors:
HEADER = '\033[95m'
OKBLUE = '\033[94m'
OKCYAN = '\033[96m'
OKGREEN = '\033[92m'
WARNING = '\033[93m'
FAIL = '\033[91m'
ENDC = '\033[0m'
BOLD = '\033[1m'
UNDERLINE = '\033[4m'

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 Down Expand Up @@ -47,33 +58,39 @@ def simulate_trading(signals, initial_cash=10000):
"""
portfolio = pd.DataFrame(index=signals.index).fillna(0.0)
portfolio['price'] = signals['price']
portfolio['cash'] = initial_cash
portfolio['cash'] = float(initial_cash)
portfolio['btc'] = 0.0
portfolio['total_value'] = portfolio['cash']
portfolio['total_value'] = float(initial_cash)

print("------ Daily Trading Ledger ------")
print(f"\n{Colors.HEADER}{Colors.BOLD}------ πŸ“’ Daily Trading Ledger ------{Colors.ENDC}")
for i, row in signals.iterrows():
if i > 0:
portfolio.loc[i, 'cash'] = portfolio.loc[i-1, 'cash']
portfolio.loc[i, 'btc'] = portfolio.loc[i-1, 'btc']

action_msg = ""
# Buy signal
if row['positions'] == 2.0:
btc_to_buy = portfolio.loc[i, 'cash'] / row['price']
portfolio.loc[i, 'btc'] += btc_to_buy
portfolio.loc[i, 'cash'] -= btc_to_buy * row['price']
print(f"Day {i}: Buy {btc_to_buy:.4f} BTC at ${row['price']:.2f}")
action_msg = f"{Colors.OKGREEN}🟒 BUY {btc_to_buy:.4f} BTC at ${row['price']:.2f}{Colors.ENDC}"

# Sell signal
elif row['positions'] == -2.0:
if portfolio.loc[i, 'btc'] > 0:
cash_received = portfolio.loc[i, 'btc'] * row['price']
portfolio.loc[i, 'cash'] += cash_received
print(f"Day {i}: Sell {portfolio.loc[i, 'btc']:.4f} BTC at ${row['price']:.2f}")
action_msg = f"{Colors.FAIL}πŸ”΄ SELL {portfolio.loc[i, 'btc']:.4f} BTC at ${row['price']:.2f}{Colors.ENDC}"
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}")

day_info = f"Day {i}: Portfolio: ${portfolio.loc[i, 'total_value']:.2f} | Cash: ${portfolio.loc[i, 'cash']:.2f} | BTC: {portfolio.loc[i, 'btc']:.4f}"
if action_msg:
print(f"{day_info} | {action_msg}")
else:
print(day_info)

return portfolio

Expand All @@ -99,9 +116,17 @@ def simulate_trading(signals, initial_cash=10000):
buy_and_hold_btc = initial_cash / prices.iloc[0]
buy_and_hold_value = buy_and_hold_btc * prices.iloc[-1]

print("\n------ Final Portfolio Performance ------")
print(f"Initial Cash: ${initial_cash:.2f}")
print(f"Final Portfolio Value: ${final_value:.2f}")
print(f"Profit/Loss: ${profit:.2f}")
print(f"Buy and Hold Strategy Value: ${buy_and_hold_value:.2f}")
print("-----------------------------------------")
print(f"\n{Colors.HEADER}{Colors.BOLD}------ πŸ“Š Final Portfolio Performance ------{Colors.ENDC}")
print(f"Initial Cash: ${initial_cash:.2f}")
print(f"Final Portfolio Value: {Colors.BOLD}${final_value:.2f}{Colors.ENDC}")

if profit >= 0:
profit_color = Colors.OKGREEN
profit_icon = "πŸ“ˆ"
else:
profit_color = Colors.FAIL
profit_icon = "πŸ“‰"

print(f"Profit/Loss: {profit_color}{profit_icon} ${profit:.2f}{Colors.ENDC}")
print(f"Buy and Hold Strategy Value: ${buy_and_hold_value:.2f}")
print(f"{Colors.HEADER}--------------------------------------------{Colors.ENDC}")
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