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Microprice

Family: Microstructure

What it computes

Emits MicropriceTick ticks carrying microprice, mid, tilt, bid_size, ask_size off stock NBBO quote tape.

Available on the live, historical, and replay drives.

Methodology

Gatheral-Oomen (2010) depth-weighted mid microprice = (bid · ask_size + ask · bid_size) / (bid_size + ask_size) — short-horizon fair-value proxy under the standing NBBO; the Stoikov (2018) state-conditional micro-price is the designated upgrade.

See the methodology overview for the citation index.

Inputs

Stock NBBO quote tape.

Key outputs

Microprice, mid, tilt, bid_size, ask_size. The full field set is in the tick table below.

Output schema (MicropriceTick)

The field / type / description table below is regenerated from the MicropriceTick Rust source by docs-site/scripts/inject-doc-tables.ts on every npm run docs:build. Do not hand-edit between the sentinels.

FieldTypeDescription
symbolArc<str>Underlying symbol (interned). Stock-only analytic — the symbol is the full user-facing identity.
datei32Trading-session date (YYYYMMDD).
ms_of_dayi32Milliseconds since midnight at emission time.
micropricef64Depth-weighted mid (Gatheral-Oomen 2010): (bid · ask_size + ask · bid_size) / (bid_size + ask_size). The size-weighted fair value between the NBBO legs.
midf64Arithmetic mid-price: (bid + ask) / 2.
tiltf64microprice − mid. Positive tilt = micro-price above mid (heavier bid-side depth → fair value pulled toward ask); negative tilt = micro-price below mid (heavier ask-side depth → fair value pulled toward bid).
bid_sizei32Bid size at emission time (resting shares on the best bid).
ask_sizei32Ask size at emission time (resting shares on the best ask).

Configuration (MicropriceParams)

Regenerated from the MicropriceParams Rust source — see the note above.

FieldTypeDescription
contractsSecurityFilterContracts the subscription tracks. Stock-only NBBO stream — the filter must resolve to stock contracts.
conditionsConditionPolicyTrade-condition admission policy applied to the NBBO bid-side condition byte; the same policy gates trade prints on related analytics so the filtered universe is consistent.
venuesExchangeFilterExchange / venue admission policy.
min_emit_interval_msi32Minimum interval between consecutive emissions per symbol, in milliseconds. Defaults to [DEFAULT_MIN_EMIT_INTERVAL_MS] (0 ms — every admission emits).

Example

Python

python
import kairos_thetadata as kt

client = kt.Client.connect(kt.Credentials.from_env())

def on_event(row):
    print(row)

sub = client.live().microprice(["QQQ"]).on_event(on_event)
sub.wait(timeout_seconds=60.0)

TypeScript

typescript
import { Client, Credentials } from "kairos-thetadata";

const client = await Client.connect(Credentials.fromEnv());

await client
  .live()
  .microprice(["QQQ"])
  .onEvent((tick) => {
    console.log(tick);
  });

Rust

rust
// Cargo.toml:
//   kairos = "0.1"

use kairos::{Client, MicropriceRow};

# fn run() -> Result<(), Box<dyn std::error::Error>> {
let client = Client::connect(("me@example.com", "secret"))?;

let sub = client
    .live()
    .microprice(["QQQ"])
    .on_event(|row: &MicropriceRow| println!("microprice={} mid={}", row.microprice, row.mid))?;

// ... later, to stop delivery ...
sub.unsubscribe();
# Ok(())
# }

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