adding old files from the other repo
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144
data_collection_min.py
Normal file
144
data_collection_min.py
Normal file
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import signal
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from ibapi.client import EClient
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from ibapi.wrapper import EWrapper
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from ibapi.contract import Contract
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import threading
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import time
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import pandas as pd
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from datetime import datetime, timedelta, timezone
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from tqdm import tqdm # For progress bar
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class IBApi(EWrapper, EClient):
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def __init__(self):
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EClient.__init__(self, self)
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self.data = []
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self.df = pd.DataFrame()
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self.data_retrieved = False
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def historicalData(self, reqId, bar):
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self.data.append({
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"Date": bar.date,
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"Open": bar.open,
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"High": bar.high,
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"Low": bar.low,
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"Close": bar.close,
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"Volume": bar.volume
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})
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def historicalDataEnd(self, reqId, start, end):
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chunk_df = pd.DataFrame(self.data)
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self.df = pd.concat([self.df, chunk_df], ignore_index=True)
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self.data_retrieved = True
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self.data = []
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class IBApp:
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def __init__(self):
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self.app = IBApi()
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def connect(self):
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self.app.connect("127.0.0.1", 4002, clientId=1)
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thread = threading.Thread(target=self.run_app, daemon=True)
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thread.start()
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time.sleep(1)
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def run_app(self):
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self.app.run()
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def request_data(self, contract, end_date, duration, bar_size):
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self.app.reqHistoricalData(
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reqId=1,
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contract=contract,
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endDateTime=end_date,
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durationStr=duration,
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barSizeSetting=bar_size,
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whatToShow="TRADES",
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useRTH=0,
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formatDate=1,
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keepUpToDate=False,
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chartOptions=[]
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)
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# Ensure pacing between API calls
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while not self.app.data_retrieved:
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time.sleep(0.1)
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def fetch_historical_data(self, symbol, sec_type, exchange, currency):
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try:
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contract = Contract()
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contract.symbol = symbol
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contract.secType = sec_type
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contract.exchange = exchange
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contract.currency = currency
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# Set duration and bar size
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duration = "1 D" # 1 day chunks
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bar_size = "5 mins" # 1-minute intervals
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end_date = datetime.now(timezone.utc)
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start_date = end_date - timedelta(days=365) #Can multiply for more years
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total_days = (end_date - start_date).days
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with tqdm(total=total_days, desc="Fetching Data", unit="day") as pbar:
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current_date = end_date
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while current_date > start_date:
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end_date_str = current_date.strftime("%Y%m%d %H:%M:%S UTC")
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try:
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self.request_data(contract, end_date_str, duration, bar_size)
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pbar.update(1)
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time.sleep(5) # Sleep to avoid pacing violations
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except Exception as e:
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print(f"Error fetching data for {end_date_str}: {e}")
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current_date -= timedelta(days=1)
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except Exception as e:
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print(f"Error fetching data: {e}")
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def disconnect(self):
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self.app.disconnect()
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def get_user_input():
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print("Provide the stock details for historical data retrieval.")
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try:
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symbol = input("Enter the stock symbol (e.g., 'AAPL'): ").strip().upper()
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sec_type = "STK" # Automatically set to Stock
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exchange = "SMART" # Automatically set to SMART routing
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currency = "USD" # Automatically set to USD
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if not symbol:
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raise ValueError("Stock symbol is required. Please try again.")
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return symbol, sec_type, exchange, currency
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except Exception as e:
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print(f"Input Error: {e}")
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return None
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def graceful_exit(signal_received, frame):
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print("\nTerminating program...")
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app.disconnect()
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exit(0)
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signal.signal(signal.SIGINT, graceful_exit)
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app = IBApp()
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app.connect()
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try:
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user_input = get_user_input()
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if user_input:
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symbol, sec_type, exchange, currency = user_input
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app.fetch_historical_data(symbol, sec_type, exchange, currency)
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data = app.app.df
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if not data.empty:
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filename = f"{symbol}_1yr_5min_data.csv"
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data.to_csv(filename, index=False)
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print(f"Data saved to {filename}.")
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print(data.head())
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else:
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print("No data retrieved.")
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except Exception as e:
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print(f"Error: {e}")
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finally:
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app.disconnect()
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