Nifty 500 Stocks Historical CSV Data
1-minute and daily historical OHLCV datasets for constituents of the NSE Nifty 500 Index. Provided strictly for educational and backtesting purposes.
Nifty 500 Stocks Historical Dataset
Historical datasets for listed Indian equities (Reliance, HDFC Bank, ICICI Bank, TCS, Infosys, Tata Motors, L&T, and sector leaders).
This dataset is currently not available for download.
Historical Data Disclaimer
All historical options and stock datasets provided by Cloud Trader Pro are provided strictly on an "AS-IS" and "AS-AVAILABLE" basis for educational and backtesting purposes only.
Cloud Trader Pro is strictly an algorithmic technology and software tools provider. We are NOT registered with SEBI as Investment Advisors, Research Analysts, or Stock Brokers, and do not provide financial advice or tips.
Data is provided without warranty of any kind. Cloud Trader Pro bears zero liability for any trading decisions, financial losses, or discrepancies in algorithmic backtesting results.
Please audit and verify all data before relying on it for quantitative analysis or backtesting models.Read full legal terms →
Explore Index Options Historical Datasets
Looking for Nifty, Bank Nifty, Sensex, Bankex, Finnifty, or Midcap Select options data? Explore our other datasets in the directory below.
Nifty Expired Options Data
1-minute OHLCV+OI dataset for expired Nifty 50 weekly and monthly options contracts. Ideal for straddles, strangles, and index backtesting models.
Bank Nifty Expired Options Data
High-volatility 1-minute OHLCV+OI dataset for expired Bank Nifty contracts. Ideal for high-beta expiry day strategies.
Sensex Expired Options Data
High-resolution 1-minute OHLCV+OI historical data for expired Sensex options contracts. Essential for weekly & monthly expiry analytics.
Finnifty Expired Options Data
Sanitized 1-minute OHLCV+OI datasets for expired Nifty Financial Services (FINNIFTY) weekly & monthly options.
Midcap Select Expired Options Data
Historical 1-minute OHLCV+OI dataset for expired NIFTY MIDCAP SELECT contracts. Ideal for high-beta midcap index decay models.
Bankex Expired Options Data
1-minute OHLCV+OI dataset for expired Bankex index options. Perfect for banking sector quantitative model validation.
Constituent Stocks Included in Dataset
+ Over 490 more liquid NSE listed equities included.
Quantitative Strategies for Nifty 500 Stocks
Backtesting across the Nifty 500 equity universe allows algorithmic traders to evaluate portfolio diversification, cross-sectional momentum, and mean-reversion systems without single-asset concentration risk.
- Cross-Sectional Relative Strength: Rank all 500 stocks daily based on 3-month momentum and backtest a weekly rebalancing portfolio.
- Breakout & Volume Expansion: Detect early volume accumulation in smallcap and midcap leaders before large institutional runs.
- Pairs Trading & Sector Neutrality: Test statistical arbitrage pairs within the same sector (e.g. ICICI Bank vs HDFC Bank).
Python Pandas Quickstart for Stocks
Load any stock CSV directly into your algorithmic trading backtest:
import pandas as pd
# Load stock historical CSV
df = pd.read_csv('RELIANCE_1MIN.csv')
df['Datetime'] = pd.to_datetime(df['Date'] + ' ' + df['Time'])
df.set_index('Datetime', inplace=True)
# Calculate 20-period Moving Average and Relative Volume
df['SMA_20'] = df['Close'].rolling(window=20).mean()
df['Vol_SMA_20'] = df['Volume'].rolling(window=20).mean()
df['Vol_Spike'] = df['Volume'] > (df['Vol_SMA_20'] * 2.0)
print(df[['Close', 'SMA_20', 'Volume', 'Vol_Spike']].tail())Frequently Asked Questions
Are both 1-minute and daily data available?
Yes, the datasets support both high-frequency 1-minute intraday intervals and daily candles.
How can I download the stock data?
You can download free sample equity datasets directly using the "Download Few Expiries" button above, or click "Get Full Data" to request the complete multi-stock dataset directly via Telegram.