--- configs: - config_name: AAPL_1levels data_files: - split: message path: "LOBSTER_SampleFile_AAPL_2012-06-21_1/*_message_1.csv" - split: orderbook path: "LOBSTER_SampleFile_AAPL_2012-06-21_1/*_orderbook_1.csv" - config_name: AAPL_5levels data_files: - split: message path: "LOBSTER_SampleFile_AAPL_2012-06-21_5/*_message_5.csv" - split: orderbook path: "LOBSTER_SampleFile_AAPL_2012-06-21_5/*_orderbook_5.csv" - config_name: AAPL_10levels data_files: - split: message path: "LOBSTER_SampleFile_AAPL_2012-06-21_10/*_message_10.csv" - split: orderbook path: "LOBSTER_SampleFile_AAPL_2012-06-21_10/*_orderbook_10.csv" - config_name: AAPL_30levels data_files: - split: message path: "LOBSTER_SampleFile_AAPL_2012-06-21_30/*_message_30.csv" - split: orderbook path: "LOBSTER_SampleFile_AAPL_2012-06-21_30/*_orderbook_30.csv" - config_name: AAPL_50levels data_files: - split: message path: "LOBSTER_SampleFile_AAPL_2012-06-21_50/*_message_50.csv" - split: orderbook path: "LOBSTER_SampleFile_AAPL_2012-06-21_50/*_orderbook_50.csv" - config_name: AMZN_1levels data_files: - split: message path: "LOBSTER_SampleFile_AMZN_2012-06-21_1/*_message_1.csv" - split: orderbook path: "LOBSTER_SampleFile_AMZN_2012-06-21_1/*_orderbook_1.csv" - config_name: AMZN_5levels data_files: - split: message path: "LOBSTER_SampleFile_AMZN_2012-06-21_5/*_message_5.csv" - split: orderbook path: "LOBSTER_SampleFile_AMZN_2012-06-21_5/*_orderbook_5.csv" - config_name: AMZN_10levels data_files: - split: message path: "LOBSTER_SampleFile_AMZN_2012-06-21_10/*_message_10.csv" - split: orderbook path: "LOBSTER_SampleFile_AMZN_2012-06-21_10/*_orderbook_10.csv" - config_name: GOOG_1levels data_files: - split: message path: "LOBSTER_SampleFile_GOOG_2012-06-21_1/*_message_1.csv" - split: orderbook path: "LOBSTER_SampleFile_GOOG_2012-06-21_1/*_orderbook_1.csv" - config_name: GOOG_5levels data_files: - split: message path: "LOBSTER_SampleFile_GOOG_2012-06-21_5/*_message_5.csv" - split: orderbook path: "LOBSTER_SampleFile_GOOG_2012-06-21_5/*_orderbook_5.csv" - config_name: GOOG_10levels data_files: - split: message path: "LOBSTER_SampleFile_GOOG_2012-06-21_10/*_message_10.csv" - split: orderbook path: "LOBSTER_SampleFile_GOOG_2012-06-21_10/*_orderbook_10.csv" - config_name: INTC_1levels data_files: - split: message path: "LOBSTER_SampleFile_INTC_2012-06-21_1/*_message_1.csv" - split: orderbook path: "LOBSTER_SampleFile_INTC_2012-06-21_1/*_orderbook_1.csv" - config_name: INTC_5levels data_files: - split: message path: "LOBSTER_SampleFile_INTC_2012-06-21_5/*_message_5.csv" - split: orderbook path: "LOBSTER_SampleFile_INTC_2012-06-21_5/*_orderbook_5.csv" - config_name: INTC_10levels data_files: - split: message path: "LOBSTER_SampleFile_INTC_2012-06-21_10/*_message_10.csv" - split: orderbook path: "LOBSTER_SampleFile_INTC_2012-06-21_10/*_orderbook_10.csv" - config_name: MSFT_1levels data_files: - split: message path: "LOBSTER_SampleFile_MSFT_2012-06-21_1/*_message_1.csv" - split: orderbook path: "LOBSTER_SampleFile_MSFT_2012-06-21_1/*_orderbook_1.csv" - config_name: MSFT_5levels data_files: - split: message path: "LOBSTER_SampleFile_MSFT_2012-06-21_5/*_message_5.csv" - split: orderbook path: "LOBSTER_SampleFile_MSFT_2012-06-21_5/*_orderbook_5.csv" - config_name: MSFT_10levels data_files: - split: message path: "LOBSTER_SampleFile_MSFT_2012-06-21_10/*_message_10.csv" - split: orderbook path: "LOBSTER_SampleFile_MSFT_2012-06-21_10/*_orderbook_10.csv" - config_name: MSFT_30levels data_files: - split: message path: "LOBSTER_SampleFile_MSFT_2012-06-21_30/*_message_30.csv" - split: orderbook path: "LOBSTER_SampleFile_MSFT_2012-06-21_30/*_orderbook_30.csv" - config_name: MSFT_50levels data_files: - split: message path: "LOBSTER_SampleFile_MSFT_2012-06-21_50/*_message_50.csv" - split: orderbook path: "LOBSTER_SampleFile_MSFT_2012-06-21_50/*_orderbook_50.csv" - config_name: SPY_30levels data_files: - split: message path: "LOBSTER_SampleFile_SPY_2012-06-21_30/*_message_30.csv" - split: orderbook path: "LOBSTER_SampleFile_SPY_2012-06-21_30/*_orderbook_30.csv" - config_name: SPY_50levels data_files: - split: message path: "LOBSTER_SampleFile_SPY_2012-06-21_50/*_message_50.csv" - split: orderbook path: "LOBSTER_SampleFile_SPY_2012-06-21_50/*_orderbook_50.csv" --- # LOBSTER Sample Data LOBSTER (Limit Order Book System) sample L3 order book data for June 21, 2012. ## Dataset Description LOBSTER provides limit order book data from NASDAQ TotalView-ITCH messages. - **AAPL**: 1, 5, 10, 30, 50 levels - **AMZN**: 1, 5, 10 levels - **GOOG**: 1, 5, 10 levels - **INTC**: 1, 5, 10 levels - **MSFT**: 1, 5, 10, 30, 50 levels - **SPY**: 30, 50 levels ## Configurations Each ticker/level combination has its own configuration with two splits: - **message**: Order book events (time-series of market events) - **orderbook**: Order book snapshots at each event time ## File Structure Each ticker has two CSV files: 1. **Message file** (`*_message_*.csv`): Order book events - Columns: time, event_type, order_id, size, price, direction - Types: 1=New, 2=Cancel, 3=Delete, 4=Exec(Visible), 5=Exec(Hidden), 7=Halt 2. **Orderbook file** (`*_orderbook_*.csv`): Order book snapshots - Columns: ask_price_1, ask_size_1, bid_price_1, bid_size_1, ... (up to N levels) - Prices in fixed-point (multiply by 10^-4) ## Usage ```python from datasets import load_dataset # Load a specific ticker configuration dataset = load_dataset("your-username/lobster-sample-data", "AAPL_10levels") # Access message data messages = dataset["message"] # Access orderbook data orderbooks = dataset["orderbook"] ``` ## Source Data provided by [LOBSTER](https://lobsterdata.com/) - Limited Order Book System.