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Market by price (MBP-1)

MBP-1 (market by price) provides every order book event that updates the top price level, also known as the best bid and offer (BBO). This includes every trade and changes to book depth, alongside total size and order count at the BBO.

This is often called "L1 data".

Fields (mbp-1)

Field Type Description
ts_recv uint64_t The capture-server-received timestamp expressed as the number of nanoseconds since the UNIX epoch. See ts_recv.
ts_event uint64_t The matching-engine-received timestamp expressed as the number of nanoseconds since the UNIX epoch. See ts_event.
rtype uint8_t A sentinel value indicating the record type. Always 1 in the MBP-1 schema. See Rtype.
publisher_id uint16_t The publisher ID assigned by Databento, which denotes the dataset and venue. See Publishers.
instrument_id uint32_t The numeric instrument ID. See Instrument identifiers.
action char The event action. Can be Add, Cancel, Modify, cleaR book, or Trade. See Action.
side char The side that initiates the event. Can be Ask for a sell order (or sell aggressor in a trade), Bid for a buy order (or buy aggressor in a trade), or None where no side is specified. See Side.
depth uint8_t The book level where the update event occurred.
price int64_t The order price where every 1 unit corresponds to 1e-9, i.e. 1/1,000,000,000 or 0.000000001. See Prices.
size uint32_t The order quantity.
flags uint8_t A bit field indicating event end, message characteristics, and data quality. See Flags.
ts_in_delta int32_t The matching-engine-sending timestamp expressed as the number of nanoseconds before ts_recv. See ts_in_delta.
sequence uint32_t The message sequence number assigned at the venue.
bid_px_00 int64_t The bid price at the top level where every 1 unit corresponds to 1e-9, i.e. 1/1,000,000,000 or 0.000000001. See Prices.
ask_px_00 int64_t The ask price at the top level where every 1 unit corresponds to 1e-9, i.e. 1/1,000,000,000 or 0.000000001. See Prices.
bid_sz_00 uint32_t The bid size at the top level.
ask_sz_00 uint32_t The ask size at the top level.
bid_ct_00 uint32_t The bid order count at the top level.
ask_ct_00 uint32_t The ask order count at the top level.
See also
See also

Some venues or data feeds may publish two-sided BBO changes in a single update. In cases like this where the side is indeterminate, we'll also use the side code N. Exceptions and edge cases like this can be found in our Venues and datasets section.

Implementation differences between clients and encodings

Bid and ask depth messages (fields starting with bid_ and ask_) are structured differently in the C++ and Rust clients, the Python record interface, and JSON data. Instead of using the _N suffix, they're stored in an array of structures named levels, with the top-of-book at index 0.

For example, in C++, levels[5].bid_px corresponds to bid_px_05 in the Python DataFrame API and CSV format.

See also
See also

MBP-1 has many similarities to the TBBO and BBO schemas. The main distinction is that MBP-1 is in book update space, while TBBO is in trade space, and BBO is in time space. Learn about the differences between each in our MBP-1 vs. TBBO vs. BBO schemas guide.

Consolidated market by price (CMBP-1)

CMBP-1 (consolidated market by price) provides every order book event that updates the top price level across all venues in the dataset, also known as the consolidated best bid and offer (CBBO). This includes every trade and changes to book depth, alongside total size and publisher attribution at the CBBO.

This is often called "L1 data".

Fields (cmbp-1)

Field Type Description
ts_recv uint64_t The capture-server-received timestamp expressed as the number of nanoseconds since the UNIX epoch. See ts_recv.
ts_event uint64_t The matching-engine-received timestamp expressed as the number of nanoseconds since the UNIX epoch. See ts_event.
rtype uint8_t A sentinel value indicating the record type. Always 177 in the CMBP-1 schema. See Rtype.
publisher_id uint16_t The publisher ID assigned by Databento, which denotes the dataset and venue. See Publishers.
instrument_id uint32_t The numeric instrument ID. See Instrument identifiers.
action char The event action. Can be Add, Cancel, Modify, cleaR book, or Trade. See Action.
side char The side that initiates the event. Can be Ask for a sell order (or sell aggressor in a trade), Bid for a buy order (or buy aggressor in a trade), or None where no side is specified. See Side.
price int64_t The order price where every 1 unit corresponds to 1e-9, i.e. 1/1,000,000,000 or 0.000000001. See Prices.
size uint32_t The order quantity.
flags uint8_t A bit field indicating event end, message characteristics, and data quality. See Flags.
ts_in_delta int32_t The matching-engine-sending timestamp expressed as the number of nanoseconds before ts_recv. See ts_in_delta.
bid_px_00 int64_t The bid price at the top level where every 1 unit corresponds to 1e-9, i.e. 1/1,000,000,000 or 0.000000001. See Prices.
ask_px_00 int64_t The ask price at the top level where every 1 unit corresponds to 1e-9, i.e. 1/1,000,000,000 or 0.000000001. See Prices.
bid_sz_00 uint32_t The bid size at the top level.
ask_sz_00 uint32_t The ask size at the top level.
bid_pb_00 uint16_t The publisher ID indicating the venue containing the best bid. See Publishers.
ask_pb_00 uint16_t The publisher ID indicating the venue containing the best ask. See Publishers.
See also
See also

Some venues or data feeds may publish two-sided CBBO changes in a single update. In cases like this where the side is indeterminate, we'll also use the side code N. Exceptions and edge cases like this can be found in our Venues and datasets section.

CMBP-1 publisher

The value used to populate the publisher_id field will vary depending on the action. For Trades, publisher_id will correspond to the venue the trade executed on. For all other actions, publisher_id will be the consolidated publisher ID for the dataset.

In all scenarios, bid_pb_00 and ask_pb_00 will represent the venues showing the NBBO.

Implementation differences between clients and encodings

Bid and ask depth messages (fields starting with bid_ and ask_) are structured differently in the C++ and Rust clients, the Python record interface, and JSON data. Instead of using the _N suffix, they're stored in an array of structures named levels, with the top-of-book at index 0.

For example, in C++, levels[5].bid_px corresponds to bid_px_05 in the Python DataFrame API and CSV format.

See also
See also

CMBP-1 has many similarities to the TCBBO and CBBO schemas. The main distinction is that CMBP-1 is in book update space, while TCBBO is in trade space, and CBBO is in time space. Learn about the differences between each in our CMBP-1 vs. TCBBO vs. CBBO schemas guide.