| | --- |
| | 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. |
| |
|