Title: Historical Options Data for BANKNIFTY Index

Description: This dataset provides historical options data for the BANKNIFTY index, which is the benchmark index for the banking sector in India. The dataset includes information on the ticker, date, time, open, high, low, close, volume, and open interest for various call options contracts.

The data is provided in CSV format and covers the time period from March 1, 2021 to the present day. Each row in the dataset corresponds to a single options contract, and includes information on the opening and closing prices, as well as the trading volume and open interest for that contract.

Columns:

Ticker: the ticker symbol for the options contract (string) Date: the date when the contract was traded (date) Time: the time when the contract was traded (time) Open: the opening price for the contract (float) High: the highest price for the contract during the trading session (float) Low: the lowest price for the contract during the trading session (float) Close: the closing price for the contract (float) Volume: the total number of contracts traded during the session (int) Open Interest: the number of outstanding contracts at the end of the session (int) Example entry:

Ticker Date Time Open High Low Close Volume Open Interest BANKNIFTY01APR2130600CE 03/01/2021 12/31/1899 14:39 5057.2 5065 5057.2 5065 50 48000

This dataset can be used to perform various types of analysis on options trading for the BANKNIFTY index, such as calculating the daily trading volume and open interest, identifying trends and patterns in the price movements of options contracts, and developing models to predict future price movements based on historical data.

Option Care Health stock price, live market quote, shares value, historical data, intraday chart, earnings per share and news.

Option Care Health reported $22.06 in PE Price to Earnings for its fiscal quarter ending in September of 2025. Data for Option Care Health | BIOS - PE Price to Earnings including historical, tables and charts were last updated by Trading Economics this last December in 2025.

Index Time Series for Dynamic Active Enhanced Yield Covered Options ETF. The frequency of the observation is daily. Moving average series are also typically included. NA

Option Care Health reported $415.72M in Stock for its fiscal quarter ending in September of 2025. Data for Option Care Health | BIOS - Stock including historical, tables and charts were last updated by Trading Economics this last December in 2025.

Index Time Series for TrueShares Structured Outcome (April) ETF. The frequency of the observation is daily. Moving average series are also typically included. The fund is an actively-managed ETF that seeks to achieve its investment objective by investing substantially all of its assets in options on the S&P 500 Price Index. It will purchase call options and sell put options on the S&P 500 Price Index or an ETF that seeks to track the performance of the S&P 500 Price Index on each Initial Investment Day with an expiration on the next Roll Date.

Index Time Series for Global X NASDAQ 100® Risk Managed Income ETF. The frequency of the observation is daily. Moving average series are also typically included. The fund invests at least 80% of its total assets in the securities of the Nasdaq-100 Monthly Net Credit Collar 95-100 Index (underlying index). The underlying index measures the performance of a risk managed income strategy that holds the underlying stocks of the NASDAQ 100® Index and applies an options collar strategy (i.e., a mix of short (sold) call options and long (purchased) put options) on the NASDAQ 100® Index. The fund is non-diversified.

Index Time Series for Listed Funds Trust - TrueShares Structured Outcome (February) ETF. The frequency of the observation is daily. Moving average series are also typically included. The fund is an actively-managed ETF that seeks to achieve its investment objective by investing substantially all of its assets in options on the S&P 500 Price Index. It will purchase call options and sell put options on the S&P 500 Price Index or an ETF that seeks to track the performance of the S&P 500 Price Index on each Initial Investment Day with an expiration on the next Roll Date.

Index Time Series for FT Cboe Vest U.S. Equity Deep Buffer ETF - November. The frequency of the observation is daily. Moving average series are also typically included. Under normal market conditions, the fund will invest substantially all of its assets in FLexible EXchange® Options (FLEX Options) that reference the price performance of the SPDR® S&P 500® ETF Trust (the Underlying ETF). FLEX Options are customized equity or index option contracts that trade on an exchange, but provide investors with the ability to customize key contract terms like exercise prices, styles and expiration dates. It is non-diversified.

Index Time Series for FT Cboe Vest U.S. Equity Deep Buffer ETF - June. The frequency of the observation is daily. Moving average series are also typically included. Under normal market conditions, the fund will invest substantially all of its assets in FLexible EXchange® Options (FLEX Options) that reference the price performance of the SPDR® S&P 500® ETF Trust (the Underlying ETF). FLEX Options are customized equity or index option contracts that trade on an exchange, but provide investors with the ability to customize key contract terms like exercise prices, styles and expiration dates. It is non-diversified.

This data package contains all the information related to the economy of a country including price index, commodities values and info about NASDAQ members.

Index Time Series for First Trust BuyWrite Income ETF. The frequency of the observation is daily. Moving average series are also typically included. Under normal market conditions, the fund will pursue its investment objectives by investing primarily in equity securities listed on U.S. exchanges and by utilizing an "option strategy" consisting of writing (selling) U.S. exchange-traded call options on the Standard & Poor"s 500® Index. The fund will employ an option strategy in which it will write U.S. exchange-traded call options on the S&P 500 Index in order to seek additional cash flow in the form of premiums on the options that may be distributed to shareholders on a monthly basis.

Option Care Health reported $119.5M in EBITDA for its fiscal quarter ending in September of 2025. Data for Option Care Health | BIOS - Ebitda including historical, tables and charts were last updated by Trading Economics this last December in 2025.

Graph and download economic data for CBOE Volatility Index: VIX (VIXCLS) from 1990-01-02 to 2025-12-01 about VIX, volatility, stock market, and USA.

Last Update - 9th FEB 2025

Disclaimer!!! Data uploaded here are collected from the internet and some google drive. The sole purposes of uploading these data are to provide this Kaggle community with a good source of data for analysis and research. I don't own these datasets and am also not responsible for them legally by any means. I am not charging anything (either money or any favor) for this dataset. RESEARCH PURPOSE ONLY

THIS IS THE LARGEST DATASET ON NIFTY 100 STOCKS WITH EACH MINUTES AND DAILY DATA (2015 to 2025)

The NIFTY 50 is a benchmark Indian stock market index that represents the weighted average of 50 of the largest Indian companies listed on the National Stock Exchange. It is one of the two main stock indices used in India, the other being the BSE SENSEX.

Nifty 50 is owned and managed by NSE Indices (previously known as India Index Services & Products Limited), which is a wholly-owned subsidiary of the NSE Strategic Investment Corporation Limited.NSE Indices had a marketing and licensing agreement with Standard & Poor's for co-branding equity indices until 2013. The Nifty 50 index was launched on 22 April 1996, and is one of the many stock indices of Nifty.

The NIFTY 50 index is a free-float market capitalization-weighted index. The index was initially calculated on a full market capitalization methodology. On 26 June 2009, the computation was changed to a free-float methodology. The base period for the NIFTY 50 index is 3 November 1995, which marked the completion of one year of operations of the National Stock Exchange Equity Market Segment. The base value of the index has been set at 1000 and a base capital of ₹ 2.06 trillion.

Content This dataset contains Nifty 100 historical daily prices. The historical data are retrieved from the NSE India website. Each stock in this Nifty 500 and are of 1 minute itraday data.

Every dataset contains the following fields. Open - Open price of the stock High - High price of the stock Low - Low price of the stock Close - Close price of the stock Volume - Volume traded of the stock in this time frame

Inspiration

• Data is uploaded for Research and Educational purposes.
• The data scientists and researchers can download and can build EDA, find Correlations, and perform Regression analysis on it.
• Quant researchers can build strategies and backtest their strategies with this dataset.

Stock Names

| ACC | ADANIENT | ADANIGREEN | ADANIPORTS | AMBUJACEM | | -- | -- | -- | -- | -- | | APOLLOHOSP | ASIANPAINT | AUROPHARMA | AXISBANK | BAJAJ-AUTO | | BAJAJFINSV | BAJAJHLDNG | BAJFINANCE | BANDHANBNK | BANKBARODA | | BERGEPAINT | BHARTIARTL | BIOCON | BOSCHLTD | BPCL | | BRITANNIA | CADILAHC | CHOLAFIN | CIPLA | COALINDIA | | COLPAL | DABUR | DIVISLAB | DLF | DMART | | DRREDDY | EICHERMOT | GAIL | GLAND | GODREJCP | | GRASIM | HAVELLS | HCLTECH | HDFC | HDFCAMC | | HDFCBANK | HDFCLIFE | HEROMOTOCO | HINDALCO | HINDPETRO | | HINDUNILVR | ICICIBANK | ICICIGI | ICICIPRULI | IGL | | INDIGO | INDUSINDBK | INDUSTOWER | INFY | IOC | | ITC | JINDALSTEL | JSWSTEEL | JUBLFOOD | KOTAKBANK | | LICI | LT | LTI | LUPIN | M&M | | MARICO | MARUTI | MCDOWELL-N | MUTHOOTFIN | NAUKRI | | NESTLEIND | NIFTY 50 | NIFTY BANK | NMDC | NTPC | | ONGC | PEL | PGHH | PIDILITIND | PIIND | | PNB | POWERGRID | RELIANCE | SAIL | SBICARD | | SBILIFE | SBIN | SHREECEM | SIEMENS | SUNPHARMA | | TATACONSUM | TATAMOTORS | TATASTEEL | TCS | TECHM | | TITAN | TORNTPHARM | ULTRACEMCO | UPL | VEDL | | WIPRO | YESBANK | | | |

Index Time Series for SHP ETF Trust - NEOS S&P 500 High Income ETF. The frequency of the observation is daily. Moving average series are also typically included. The fund is an actively-managed ETF that seeks to achieve its investment objective by investing in a portfolio of stocks that make up the S&P 500® Index and a call options strategy, which consists of a mix of written (sold) call options and long (bought) call options on the S&P 500® Index. Under certain circumstances, the call options strategy may include transactions with covered call options.

Option Care Health reported $84.51M in EBIT for its fiscal quarter ending in September of 2025. Data for Option Care Health | BIOS - Ebit including historical, tables and charts were last updated by Trading Economics this last December in 2025.

Index Time Series for First Trust Exchange Traded Fund VIII - FT Cboe Vest U.S. Equity Enhance & Moderate Buffer ETF - Jun. The frequency of the observation is daily. Moving average series are also typically included. Under normal market conditions, the fund will invest substantially all of its assets in FLexible EXchange® Options (FLEX Options) that reference the price performance of the SPDR® S&P 500® ETF Trust. FLEX Options are customized equity or index option contracts that trade on an exchange, but provide investors with the ability to customize key contract terms like exercise prices, styles and expiration dates. It is non-diversified.

UPDATED EVERY WEEK Last Update - 26th July 2025

Disclaimer!!! Data uploaded here are collected from the internet and some google drive. The sole purposes of uploading these data are to provide this Kaggle community with a good source of data for analysis and research. I don't own these datasets and am also not responsible for them legally by any means. I am not charging anything (either money or any favor) for this dataset. RESEARCH PURPOSE ONLY

Context

• The NIFTY 50 is a well-diversified 50 stock index and it represents 13 important sectors of the economy.
• It is used for a variety of purposes such as benchmarking fund portfolios, index-based derivatives, and index funds.
• NIFTY 50 is owned and managed by NSE Indices Limited.
• The NIFTY 50 index has shaped up to be the largest single financial product in India.

This data contains all the indices of NSE. NIFTY 50, NIFTY BANK, NIFTY 100, NIFTY COMMODITIES, NIFTY CONSUMPTION, NIFTY FIN SERVICE, NIFTY IT, NIFTY INFRA, NIFTY ENERGY, NIFTY FMCG, NIFTY AUTO, NIFTY 200, NIFTY ALPHA 50, NIFTY 500, NIFTY CPSE, NIFTY GS COMPSITE, NIFTY HEALTHCARE, NIFTY CONSR DURBL, NIFTY LARGEMID250, NIFTY INDIA MFG, NIFTY IND DIGITAL, INDIA VIX

File Information and Column Descriptions.

Nifty 50 index data with 1 minute data. The dataset contains OHLC (Open, High, Low, and Close) prices from Jan 2015 to Aug 2024. - This dataset can be used for time series analysis, regression problems, and time series forecasting both for one step and multi-step ahead in the future. - Options data can be integrated with this minute data, to get more insight about this data. - Different backtesting strategies can be built on this data.

File Information

• This dataset contains 6 files, each file contains nifty 50 data with different intervals.
• Different intervals are - 1 min, 3 min, 5 min, 15 min, and 1 hour, Daily data from intervals of 2015 Jan to 2024 August.

Column Descriptors

• Each file contains OHLC (Open, High, Low, and Close) prices and Data time information. Since these are Nifty 50 index data, so volume is not present.

Inspiration

Time series forecasting - Predict stock price

• Predict future stock price one step ahead and multi-step ahead in time.
• Use different time series forecasting techniques for forecasting the future stock price. ### Machine learning and Deep learning techniques
• Possible ML and DL models include Neural networks, RNNs, LSTMs, Transformers, Attention networks, etc.
• Different error functions can be considered like RMSE, MAE, RMSEP etc. ### Feature engineering
• Different augmented features can be created and that can be used for forecasting.
• Correlation analysis, Feature importance to justify the important features.

Option Care Health reported $3.48B in Assets for its fiscal quarter ending in September of 2025. Data for Option Care Health | BIOS - Assets including historical, tables and charts were last updated by Trading Economics this last December in 2025.