Blue Ocean ATS MEMOIR Depth

Dataset ID: OCEA.MEMOIR

Blue Ocean ATS disseminates full depth-of-book data for its venue through its Blue Ocean ATS MEMOIR Depth feed, which Databento receives over UDP multicast in our NY4 data center.

This dataset captures Blue Ocean ATS trading activity in US equities during the Blue Ocean Session, which runs from 8:00 PM to 4:00 AM ET, Sunday through Thursday.

Symbol convention

Raw symbols in this dataset use the CMS convention (e.g. BRK B, AAC WS); the source feed splits root and suffix across the Symbol and SymbolSfx fields, which Databento joins with a space (see Definition normalization). See CMS vs. Nasdaq symbology for the per-dataset convention map.

Timestamps

Blue Ocean messages received by Databento include one exchange timestamp with nanosecond precision. As with all of our datasets, we also collect a ts_recv timestamp when the packet was received by our capture server. Blue Ocean does not include an exchange send timestamp, so ts_in_delta is set to 0 for normalized MBO and trades records.

Databento Field
MEMOIR Field
Description
ts_recv
N/A
The capture-server-received timestamp.
ts_event
Timestamp
The matching-engine-received timestamp.
ts_in_delta
N/A
Set to 0 because Blue Ocean does not include an exchange send timestamp.

More details about our timestamps are available in our timestamping guide.

MBO normalization

There are six MEMOIR message types that directly affect displayed book state or trade prints. Databento normalizes these messages to MBO records as follows:

Databento Message(s)
MEMOIR Message
Description
Add
Order Added
Adds a new displayed order with order_id, side, price, and size.
Cancel
Order Deleted
Removes a displayed order. size is the displayed quantity removed from the book.
Cancel
Order Reduced
Reduces a displayed order without changing time priority. size is the quantity removed from the order.
Trade, Fill, Cancel
Order Executed
Executes a displayed order and updates displayed quantity by the executed amount.
Trade
Trade
Non-displayed execution. Does not modify displayed book state.
CleaR
Clear Book
Clears all displayed orders for the specified instrument.

For Order Executed messages, the aggressing order is not included in MEMOIR, so normalized Trade records have order_id set to 0. Normalized records from a single native message share the same sequence. For Order Executed and Trade, Databento also publishes records in the trades schema.

Trade side normalization

For trade-derived records across the MBO, MBP-1, MBP-10, and trades schemas, the side field indicates the side that initiates the event.

For Order Executed, Databento sets side to the aggressive order side, which is the opposite of the resting order side in the book.

For Trade, the feed does not provide enough information to infer the aggressor, so the side is None.

Messages currently not normalized

Databento does not emit MBO, trades, status, or definition output from these native message types:

  • Broken Trade
  • Corrected Trade

Status normalization

Status records are normalized from three MEMOIR messages:

  • Security Trading Status
  • Trading Session Status
  • Reg SHO Restriction

Security Trading Status

Databento Action
Is trading
Is quoting
MEMOIR SecurityTradingStatus
8 (Halt)
No
No
H (Halted)
9 (Pause)
No
No
P (Paused)
3 (Quoting)
No
Yes
Q (Quoting)
7 (Trading)
Yes
Yes
T (Trading)

MEMOIR SecurityTradingStatusReason is normalized to status reason:

Databento Reason
MEMOIR SecurityTradingStatusReason
None
X (None)
Regulatory
R (Regulatory)
Administrative
A (Administrative)

Trading Session Status

Databento Action
Is trading
Is quoting
MEMOIR TradingSession
1 (Pre-open)
No
Yes
1 (Opening)
7 (Trading)
Yes
Yes
2 (Trading)
13 (Post-close)
Yes
Yes
3 (PostTrading)
12 (Close)
No
No
4 (Closed)

Reg SHO Restriction

RegSHORestriction is normalized to a status record for a short sell restriction change and updates is_short_sell_restricted from the source ShortSaleRestriction flag.

Status publication is gated until both system-level state (Trading Session Status) and per-instrument state (Security Trading Status) are known.

Definition normalization

Definition records are sourced from Instrument Directory messages.

Databento Field
MEMOIR Field
Description
raw_instrument_id
SecurityID
Native session-scoped identifier.
raw_symbol
Symbol + SymbolSfx
CMS root and suffix combined with a space into Databento raw symbol.
min_lot_size_round_lot
RoundLot
Round lot size.
min_price_increment_amount
MPV
Minimum price variation converted to Databento's 1e-9 price units.

If a security is updated intraday, the corresponding definition is republished with updated values. Databento also sets exchange to OCEA and match_algorithm to F (FIFO).

Flags normalization

The F_PUBLISHER_SPECIFIC flag provides no additional meaning in this dataset and can be safely ignored.