Spaces:
Sleeping
Sleeping
| """ | |
| DATA UPDATE SCRIPT FOR HORIZON BACKTESTER | |
| Downloads market data from Yahoo Finance and saves to data/ folder. | |
| Upload to HuggingFace is handled by git push in the workflow. | |
| """ | |
| import yfinance as yf | |
| import pandas as pd | |
| import os | |
| import time | |
| from datetime import datetime, timedelta | |
| from huggingface_hub import hf_hub_download, login | |
| import sys | |
| # ============================================================================= | |
| # TICKER UNIVERSE | |
| # ============================================================================= | |
| TICKERS = [ | |
| # S&P 500 Components | |
| 'A', 'AAL', 'AAPL', 'ABBV', 'ABNB', 'ABT', 'ACGL', 'ACN', 'ADBE', 'ADI', 'ADM', 'ADP', 'ADSK', 'AEE', 'AEP', | |
| 'AES', 'AFL', 'AIG', 'AIZ', 'AJG', 'AKAM', 'ALB', 'ALGN', 'ALL', 'ALLE', 'AMAT', 'AMCR', 'AMD', 'AME', 'AMGN', | |
| 'AMP', 'AMT', 'AMZN', 'ANET', 'AON', 'AOS', 'APA', 'APD', 'APH', 'APTV', 'ARE', 'ATO', 'AVB', 'AVGO', | |
| 'AVY', 'AWK', 'AXON', 'AXP', 'AZO', 'BA', 'BAC', 'BALL', 'BAX', 'BBWI', 'BBY', 'BDX', 'BEN', 'BF-B', 'BG', | |
| 'BIIB', 'BIO', 'BK', 'BKNG', 'BKR', 'BLDR', 'BLK', 'BMY', 'BR', 'BRK-B', 'BRO', 'BSX', 'BWA', 'BX', 'BXP', | |
| 'C', 'CAG', 'CAH', 'CARR', 'CAT', 'CB', 'CBOE', 'CBRE', 'CCI', 'CCL', 'CDNS', 'CDW', 'CE', 'CEG', 'CF', | |
| 'CFG', 'CHD', 'CHRW', 'CHTR', 'CI', 'CINF', 'CL', 'CLX', 'CMCSA', 'CME', 'CMG', 'CMI', 'CMS', 'CNC', 'CNP', | |
| 'COF', 'COO', 'COP', 'COR', 'COST', 'CPAY', 'CPB', 'CPRT', 'CPT', 'CRL', 'CRM', 'CRWD', 'CSCO', 'CSGP', 'CSX', | |
| 'CTAS', 'CTRA', 'CTSH', 'CTVA', 'CVS', 'CVX', 'CZR', 'D', 'DAL', 'DAY', 'DD', 'DE', 'DECK', | |
| 'DG', 'DGX', 'DHI', 'DHR', 'DIS', 'DLR', 'DLTR', 'DOC', 'DOV', 'DOW', 'DPZ', 'DRI', 'DTE', 'DUK', 'DVA', | |
| 'DVN', 'DXCM', 'EA', 'EBAY', 'ECL', 'ED', 'EFX', 'EG', 'EIX', 'EL', 'ELV', 'EMN', 'EMR', 'ENPH', 'EOG', | |
| 'EPAM', 'EQIX', 'EQR', 'EQT', 'ERIE', 'ES', 'ESS', 'ETN', 'ETR', 'EVRG', 'EW', 'EXC', 'EXPD', 'EXPE', 'EXR', | |
| 'F', 'FANG', 'FAST', 'FCX', 'FDS', 'FDX', 'FE', 'FFIV', 'FI', 'FICO', 'FIS', 'FITB', 'FMC', 'FOX', 'FOXA', | |
| 'FRT', 'FSLR', 'FTNT', 'FTV', 'GD', 'GDDY', 'GE', 'GEHC', 'GEN', 'GEV', 'GILD', 'GIS', 'GL', 'GLW', 'GM', | |
| 'GNRC', 'GOOG', 'GOOGL', 'GPC', 'GPN', 'GRMN', 'GS', 'GWW', 'HAL', 'HAS', 'HBAN', 'HCA', 'HD', 'HIG', | |
| 'HII', 'HLT', 'HOLX', 'HON', 'HPE', 'HPQ', 'HRL', 'HSIC', 'HST', 'HSY', 'HUBB', 'HUM', 'HWM', 'IBM', 'ICE', | |
| 'IDXX', 'IEX', 'IFF', 'INCY', 'INTC', 'INTU', 'INVH', 'IP', 'IPG', 'IQV', 'IR', 'IRM', 'ISRG', 'IT', 'ITW', | |
| 'IVZ', 'J', 'JBHT', 'JBL', 'JCI', 'JKHY', 'JNJ', 'JPM', 'K', 'KDP', 'KEY', 'KEYS', 'KHC', 'KIM', | |
| 'KKR', 'KLAC', 'KMB', 'KMI', 'KMX', 'KO', 'KR', 'KVUE', 'L', 'LDOS', 'LEN', 'LH', 'LHX', 'LIN', 'LKQ', | |
| 'LLY', 'LMT', 'LNT', 'LOW', 'LRCX', 'LULU', 'LUV', 'LVS', 'LW', 'LYB', 'LYV', 'MA', 'MAA', 'MAR', 'MAS', | |
| 'MCD', 'MCHP', 'MCK', 'MCO', 'MDLZ', 'MDT', 'MET', 'META', 'MGM', 'MHK', 'MKC', 'MKTX', 'MLM', 'MMC', 'MMM', | |
| 'MNST', 'MO', 'MOH', 'MOS', 'MPC', 'MPWR', 'MRK', 'MRNA', 'MRVL', 'MS', 'MSCI', 'MSFT', 'MSI', 'MTB', 'MTCH', | |
| 'MTD', 'MU', 'NCLH', 'NDAQ', 'NDSN', 'NEE', 'NEM', 'NFLX', 'NI', 'NKE', 'NOC', 'NOW', 'NRG', 'NSC', 'NTAP', | |
| 'NTRS', 'NUE', 'NVDA', 'NVR', 'NWS', 'NWSA', 'NXPI', 'O', 'ODFL', 'OKE', 'OMC', 'ON', 'ORCL', 'ORLY', 'OTIS', | |
| 'OXY', 'PANW', 'PAYC', 'PAYX', 'PCAR', 'PCG', 'PEG', 'PEP', 'PFE', 'PFG', 'PG', 'PGR', 'PH', 'PHM', | |
| 'PKG', 'PLD', 'PLTR', 'PM', 'PNC', 'PNR', 'PNW', 'PODD', 'POOL', 'PPG', 'PPL', 'PRU', 'PSA', 'PSX', 'PTC', | |
| 'PWR', 'PYPL', 'QCOM', 'QRVO', 'RCL', 'REG', 'REGN', 'RF', 'RJF', 'RL', 'RMD', 'ROK', 'ROL', 'ROP', 'ROST', | |
| 'RSG', 'RTX', 'RVTY', 'SBAC', 'SBUX', 'SCHW', 'SHW', 'SJM', 'SLB', 'SMCI', 'SNA', 'SNPS', 'SO', 'SOLV', 'SPG', | |
| 'SPGI', 'SRE', 'STE', 'STLD', 'STT', 'STX', 'STZ', 'SWK', 'SWKS', 'SYF', 'SYK', 'SYY', 'T', 'TAP', 'TDG', | |
| 'TDY', 'TECH', 'TEL', 'TER', 'TFC', 'TFX', 'TGT', 'TJX', 'TMO', 'TMUS', 'TPR', 'TRGP', 'TRMB', 'TROW', 'TRV', | |
| 'TSCO', 'TSLA', 'TSN', 'TT', 'TTWO', 'TXN', 'TXT', 'TYL', 'UAL', 'UBER', 'UDR', 'UHS', 'ULTA', 'UNH', 'UNP', | |
| 'UPS', 'URI', 'USB', 'V', 'VICI', 'VLO', 'VLTO', 'VMC', 'VRSK', 'VRSN', 'VRTX', 'VST', 'VTR', 'VTRS', 'VZ', | |
| 'WAB', 'WAT', 'WBD', 'WDC', 'WEC', 'WELL', 'WFC', 'WM', 'WMB', 'WMT', 'WRB', 'WST', 'WTW', 'WY', | |
| 'WYNN', 'XEL', 'XOM', 'XYL', 'YUM', 'ZBH', 'ZBRA', 'ZTS', | |
| # Nasdaq 100 additions | |
| 'AZN', 'APP', 'ARM', 'CCEP', 'DASH', 'DDOG', 'GFS', 'MELI', 'PDD', 'TEAM', 'WDAY', | |
| # ETFs and Benchmarks | |
| 'SPY', 'QQQ', 'VTI', 'VOO', 'VXUS', 'DIA', 'IWM', 'TQQQ', 'SQQQ', 'BND', 'TLT', 'IEF', 'GLD', 'DBC', 'VNQ', | |
| 'XLF', 'XLK', 'XLE', 'XLV', 'ARKK', 'ARKW', 'SOXL', 'SOXS', 'UPRO', 'SPXU', 'VEA', 'VWO', 'EFA', 'EEM', | |
| 'AGG', 'LQD', 'HYG', 'SHY', 'IEMG', 'VIG', 'SCHD', 'VYM', 'DVY', 'JEPI', | |
| # Notable IPOs 2020-2024 | |
| 'RIVN', 'LCID', 'RBLX', 'COIN', 'HOOD', 'SNOW', 'U', 'CPNG', 'COUR', 'OSCR', 'SOFI', 'UPST', 'AFRM', 'PATH', | |
| 'BROS', 'DUOL', 'ASAN', 'FVRR', 'DOCS', 'DNUT', 'YOU', 'AI', 'DLO', 'JAMF', 'NCNO', 'JMIA', | |
| 'DKNG', 'NKLA', 'BLNK', 'QS', 'GOEV', 'LAZR', 'LMND', 'OPEN', | |
| 'TPG', 'CRDO', 'MBLY', 'ACLX', 'BLTE', 'GCT', 'IE', 'CRBG', | |
| 'BIRK', 'CART', 'KVYO', 'CAVA', 'ATMU', 'KGS', 'ODD', 'APGE', 'GPCR', 'ENLT', 'NXT', | |
| 'RDDT', 'ALAB', 'VIK', 'LOAR', 'RBRK', 'AHR', 'IBTA', 'TEM', 'WAY', 'NNE', | |
| # Horizon specific | |
| 'FUTU', 'SFTBY', 'RY', 'NET', 'SPOT' | |
| ] | |
| TICKERS = sorted(list(set(TICKERS))) | |
| # Configuration | |
| REPO_ID = "JakeFake222/horizon-backtester" | |
| REPO_TYPE = "space" | |
| DATA_DIR = "data" | |
| BATCH_SIZE = 50 | |
| BATCH_DELAY = 5 | |
| MAX_RETRIES = 2 | |
| def fetch_requested_tickers(token): | |
| """Fetch requests.txt from HuggingFace and return list of requested tickers.""" | |
| try: | |
| login(token=token) | |
| filepath = hf_hub_download( | |
| repo_id=REPO_ID, | |
| filename="requests.txt", | |
| repo_type=REPO_TYPE | |
| ) | |
| with open(filepath, 'r') as f: | |
| tickers = [line.strip().upper() for line in f if line.strip()] | |
| return list(set(tickers)) | |
| except Exception as e: | |
| print(f"βΉοΈ No requests.txt found: {e}") | |
| return [] | |
| def download_ticker_data(ticker, start_date, end_date, retry_count=0): | |
| """Download historical data for a single ticker from Yahoo Finance.""" | |
| try: | |
| data = yf.download( | |
| ticker, | |
| start=start_date, | |
| end=end_date, | |
| auto_adjust=True, | |
| progress=False, | |
| threads=False | |
| ) | |
| if data.empty: | |
| return None | |
| # Flatten MultiIndex columns if present | |
| if isinstance(data.columns, pd.MultiIndex): | |
| data.columns = data.columns.get_level_values(0) | |
| expected_cols = ['Open', 'High', 'Low', 'Close', 'Volume'] | |
| if not all(col in data.columns for col in expected_cols): | |
| print(f" β οΈ {ticker}: Missing expected columns") | |
| return None | |
| return data[expected_cols] | |
| except Exception as e: | |
| if retry_count < MAX_RETRIES: | |
| time.sleep(2) | |
| return download_ticker_data(ticker, start_date, end_date, retry_count + 1) | |
| print(f"β Error downloading {ticker}: {e}") | |
| return None | |
| def download_batch(tickers_batch, start_date, end_date, batch_num, total_batches): | |
| """Download a batch of tickers.""" | |
| print(f"\nπ¦ Batch {batch_num}/{total_batches} ({len(tickers_batch)} tickers)") | |
| results = {} | |
| for ticker in tickers_batch: | |
| data = download_ticker_data(ticker, start_date, end_date) | |
| if data is not None and not data.empty: | |
| results[ticker] = data | |
| print(f" β {ticker}: {len(data)} rows") | |
| else: | |
| print(f" β οΈ {ticker}: no data") | |
| return results | |
| def update_all_tickers(): | |
| """Download and save all ticker data.""" | |
| end_date = datetime.now() | |
| start_date = end_date - timedelta(days=5*365) | |
| print(f"\n{'='*70}") | |
| print(f"π HORIZON BACKTESTER - DATA DOWNLOAD") | |
| print(f"{'='*70}") | |
| print(f"π Date range: {start_date.date()} to {end_date.date()}") | |
| print(f"π Total tickers: {len(TICKERS)}") | |
| print(f"{'='*70}") | |
| os.makedirs(DATA_DIR, exist_ok=True) | |
| batches = [TICKERS[i:i + BATCH_SIZE] for i in range(0, len(TICKERS), BATCH_SIZE)] | |
| total_batches = len(batches) | |
| success_count = 0 | |
| error_count = 0 | |
| for batch_num, batch in enumerate(batches, 1): | |
| results = download_batch(batch, start_date, end_date, batch_num, total_batches) | |
| for ticker, data in results.items(): | |
| filepath = os.path.join(DATA_DIR, f"{ticker}.csv") | |
| data.to_csv(filepath) | |
| success_count += 1 | |
| error_count += len(batch) - len(results) | |
| if batch_num < total_batches: | |
| print(f" β³ Waiting {BATCH_DELAY}s...") | |
| time.sleep(BATCH_DELAY) | |
| # Write timestamp | |
| with open(os.path.join(DATA_DIR, "last_update.txt"), 'w') as f: | |
| f.write(f"Last updated: {datetime.now().strftime('%Y-%m-%d %H:%M:%S UTC')}\n") | |
| f.write(f"Successful: {success_count}\n") | |
| f.write(f"Failed: {error_count}\n") | |
| print(f"\n{'='*70}") | |
| print(f"β DOWNLOAD COMPLETE: {success_count} successful, {error_count} failed") | |
| print(f"{'='*70}\n") | |
| return success_count, error_count | |
| def main(): | |
| global TICKERS | |
| hf_token = os.environ.get("HF_TOKEN") | |
| # Check for requested tickers | |
| if hf_token: | |
| print(f"\nπ₯ Checking for ticker requests...") | |
| requested = fetch_requested_tickers(hf_token) | |
| if requested: | |
| print(f" Found {len(requested)} requested ticker(s)") | |
| TICKERS = sorted(list(set(TICKERS + requested))) | |
| success_count, error_count = update_all_tickers() | |
| if success_count > 0: | |
| print("π Data download complete! Workflow will commit and push to HuggingFace.") | |
| sys.exit(0) | |
| else: | |
| print("β No data downloaded") | |
| sys.exit(1) | |
| if __name__ == "__main__": | |
| main() | |