backend/app/cron_options_hottest_contracts.py
2025-02-09 23:37:58 +01:00

168 lines
6.1 KiB
Python

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