168 lines
6.1 KiB
Python
168 lines
6.1 KiB
Python
import requests
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import orjson
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import re
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from datetime import datetime
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from dotenv import load_dotenv
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import os
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import sqlite3
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import time
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from tqdm import tqdm
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from concurrent.futures import ThreadPoolExecutor
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from functools import partial
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import asyncio
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import aiohttp
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today = datetime.today().date()
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load_dotenv()
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def get_tickers_from_directory(directory: str):
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try:
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if not os.path.exists(directory):
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raise FileNotFoundError(f"The directory '{directory}' does not exist.")
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return [file.replace(".json", "") for file in os.listdir(directory) if file.endswith(".json")]
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except Exception as e:
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print(f"An error occurred: {e}")
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return []
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def get_contracts_from_directory(symbol):
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directory = f"json/all-options-contracts/{symbol}/"
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try:
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return [file.replace(".json", "") for file in os.listdir(directory) if file.endswith(".json")]
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except:
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return []
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directory_path = "json/options-historical-data/companies"
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total_symbols = get_tickers_from_directory(directory_path)
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def save_json(data, symbol, directory="json/hottest-contracts/companies"):
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os.makedirs(directory, exist_ok=True)
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with open(f"{directory}/{symbol}.json", 'wb') as file:
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file.write(orjson.dumps(data))
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def parse_option_symbol(option_symbol):
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match = re.match(r"(\^?[A-Z]+)(\d{6})([CP])(\d+)", option_symbol)
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if not match:
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raise ValueError(f"Invalid option_symbol format: {option_symbol}")
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ticker, expiration, option_type, strike_price = match.groups()
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date_expiration = datetime.strptime(expiration, "%y%m%d").date()
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strike_price = int(strike_price) / 1000
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return date_expiration, option_type, strike_price
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def safe_round(value, decimals=2):
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try:
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return round(float(value), decimals)
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except (ValueError, TypeError):
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return value
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def process_contract(item, symbol):
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try:
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with open(f"json/all-options-contracts/{symbol}/{item['contract_id']}.json", "r") as file:
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data = orjson.loads(file.read())
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history = data['history']
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latest_entry = history[-1]
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return {
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'option_symbol': item['contract_id'],
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'date_expiration': data['expiration'],
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'option_type': data['optionType'].replace('call', 'C').replace('put', 'P'),
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'strike_price': data['strike'],
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'volume': item['peak_volume'],
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'open_interest': latest_entry['open_interest'],
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'changeOI': latest_entry['open_interest'] - history[-2]['open_interest'],
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'total_premium': int(latest_entry['mark'] * latest_entry['open_interest'] * 100),
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'iv': round(latest_entry['implied_volatility'] * 100, 2),
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'last': latest_entry['close'],
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'low': latest_entry['low'],
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'high': latest_entry['high']
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}
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except:
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return None
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def prepare_data(highest_volume_list, highest_oi_list, symbol):
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highest_volume = []
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for item in highest_volume_list:
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result = process_contract(item, symbol)
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if result is not None:
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highest_volume.append(result)
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highest_oi = []
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for item in highest_oi_list:
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result = process_contract(item, symbol)
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if result is not None:
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highest_oi.append(result)
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res_dict = {'volume': highest_volume, 'openInterest': highest_oi}
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if len(highest_volume) > 0 or len(highest_oi) > 0:
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save_json(res_dict, symbol, "json/hottest-contracts/companies")
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return res_dict
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def find_peak_volume(history_data):
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peak_volume = 0
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for entry in history_data:
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volume = entry['volume']
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if volume is not None and volume > peak_volume:
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peak_volume = volume
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return peak_volume
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def find_latest_open_interest(history_data):
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sorted_history = sorted(history_data, key=lambda x: x['date'], reverse=True)
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for entry in sorted_history:
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open_interest = entry.get('open_interest')
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if open_interest is not None:
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return open_interest
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return 0
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def get_hottest_contracts(base_dir="json/all-options-contracts"):
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for symbol in tqdm(total_symbols):
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symbol_dir = os.path.join(base_dir, symbol)
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if not os.path.exists(symbol_dir):
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continue
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top_by_volume = []
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top_by_open_interest = []
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for contract_file in os.listdir(symbol_dir):
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if not contract_file.endswith('.json'):
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continue
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try:
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file_path = os.path.join(symbol_dir, contract_file)
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with open(file_path, 'rb') as f:
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data = orjson.loads(f.read())
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#only consider contracts that didn't expire yet
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expiration_date, _, _ = parse_option_symbol(contract_file.replace(".json",""))
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# Check if the contract is expired
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if expiration_date < today:
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continue
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if 'history' not in data:
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continue
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peak_volume = find_peak_volume(data['history'])
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latest_open_interest = find_latest_open_interest(data['history'])
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contract_info = {
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'contract_id': os.path.splitext(contract_file)[0],
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'peak_volume': peak_volume
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}
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top_by_volume.append((peak_volume, contract_info))
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top_by_open_interest.append((latest_open_interest, contract_info))
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except:
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pass
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# Sort and select top 10 for volume
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top_by_volume.sort(key=lambda x: x[0], reverse=True)
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top_volume_contracts = [contract_info for (pv, contract_info) in top_by_volume[:10]]
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# Sort and select top 10 for open interest
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top_by_open_interest.sort(key=lambda x: x[0], reverse=True)
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top_oi_contracts = [contract_info for (loi, contract_info) in top_by_open_interest[:10]]
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prepare_data(top_volume_contracts, top_oi_contracts, symbol)
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if __name__ == "__main__":
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get_hottest_contracts() |