Added per‑print NBBO placement tracking into clustering, exposed aggressor mix on
FlowPackets, and used it to adjust sweep/spike confidence. The Flow Packets UI now shows an aggressor mix pill with coverage and inside ratio.
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0b0ffa651e
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7 changed files with 247 additions and 12 deletions
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@ -10,6 +10,8 @@ export type ClassifierConfig = {
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spikeMinPremiumZ: number;
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spikeMinSizeZ: number;
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zMinSamples: number;
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minNbboCoverage: number;
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minAggressorRatio: number;
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};
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const clamp = (value: number, min = 0, max = 1): number => {
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@ -31,6 +33,34 @@ const getNumberFeature = (packet: FlowPacket, key: string): number => {
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return typeof value === "number" && Number.isFinite(value) ? value : 0;
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};
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const formatPct = (value: number): string => `${Math.round(value * 100)}%`;
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const applyAggressorAdjustment = (
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confidence: number,
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coverage: number,
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aggressiveRatio: number,
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config: ClassifierConfig
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): { confidence: number; note: string } => {
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if (!Number.isFinite(coverage) || coverage <= 0) {
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return { confidence, note: "Aggressor mix unavailable (no NBBO coverage)." };
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}
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let adjusted = confidence;
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if (coverage >= config.minNbboCoverage) {
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if (aggressiveRatio >= config.minAggressorRatio) {
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adjusted += 0.05;
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} else {
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adjusted -= 0.1;
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}
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}
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const note = `Aggressor mix ${formatPct(aggressiveRatio)} aggressive, NBBO coverage ${formatPct(
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coverage
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)}.`;
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return { confidence: adjusted, note };
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};
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const buildSweepHit = (
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packet: FlowPacket,
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contract: ParsedContract,
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@ -45,6 +75,10 @@ const buildSweepHit = (
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const windowMs = getNumberFeature(packet, "window_ms");
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const premiumZ = getNumberFeature(packet, "total_premium_z");
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const premiumBaseline = getNumberFeature(packet, "total_premium_baseline_n");
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const coverage = getNumberFeature(packet, "nbbo_coverage_ratio");
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const aggressiveBuyRatio = getNumberFeature(packet, "nbbo_aggressive_buy_ratio");
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const aggressiveSellRatio = getNumberFeature(packet, "nbbo_aggressive_sell_ratio");
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const aggressiveRatio = Math.max(aggressiveBuyRatio, aggressiveSellRatio);
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const baselineReady = premiumBaseline >= config.zMinSamples;
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const passesAbsolute = totalPremium >= config.sweepMinPremium;
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@ -74,7 +108,8 @@ const buildSweepHit = (
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}
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}
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confidence = clamp(confidence, 0, 0.95);
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const aggressor = applyAggressorAdjustment(confidence, coverage, aggressiveRatio, config);
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confidence = clamp(aggressor.confidence, 0, 0.95);
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const baselineNote = baselineReady
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? `Baseline premium z-score ${premiumZ.toFixed(2)} over ${Math.round(premiumBaseline)} samples.`
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@ -88,7 +123,8 @@ const buildSweepHit = (
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`Likely ${direction === "bullish" ? "call" : "put"} sweep: ${count} prints in ${Math.round(windowMs)}ms for ${packet.features.option_contract_id ?? packet.id}.`,
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`Premium ${formatUsd(totalPremium)} across ${Math.round(totalSize)} contracts; price ${priceTrend}.`,
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`Thresholds: >=${config.sweepMinCount} prints and >=${formatUsd(config.sweepMinPremium)} premium or z>=${config.sweepMinPremiumZ.toFixed(1)}.`,
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baselineNote
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baselineNote,
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aggressor.note
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]
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};
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};
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@ -102,6 +138,10 @@ const buildSpikeHit = (packet: FlowPacket, config: ClassifierConfig): Classifier
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const sizeZ = getNumberFeature(packet, "total_size_z");
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const premiumBaseline = getNumberFeature(packet, "total_premium_baseline_n");
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const sizeBaseline = getNumberFeature(packet, "total_size_baseline_n");
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const coverage = getNumberFeature(packet, "nbbo_coverage_ratio");
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const aggressiveBuyRatio = getNumberFeature(packet, "nbbo_aggressive_buy_ratio");
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const aggressiveSellRatio = getNumberFeature(packet, "nbbo_aggressive_sell_ratio");
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const aggressiveRatio = Math.max(aggressiveBuyRatio, aggressiveSellRatio);
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const premiumBaselineReady = premiumBaseline >= config.zMinSamples;
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const sizeBaselineReady = sizeBaseline >= config.zMinSamples;
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@ -131,7 +171,8 @@ const buildSpikeHit = (packet: FlowPacket, config: ClassifierConfig): Classifier
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}
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}
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confidence = clamp(confidence, 0, 0.9);
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const aggressor = applyAggressorAdjustment(confidence, coverage, aggressiveRatio, config);
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confidence = clamp(aggressor.confidence, 0, 0.9);
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const baselineNote =
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premiumBaselineReady || sizeBaselineReady
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@ -146,7 +187,8 @@ const buildSpikeHit = (packet: FlowPacket, config: ClassifierConfig): Classifier
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`Unusual contract spike: ${count} prints in ${Math.round(windowMs)}ms for ${packet.features.option_contract_id ?? packet.id}.`,
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`Premium ${formatUsd(totalPremium)} across ${Math.round(totalSize)} contracts.`,
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`Thresholds: >=${config.spikeMinSize} contracts and >=${formatUsd(config.spikeMinPremium)} premium or z>=${config.spikeMinPremiumZ.toFixed(1)}.`,
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baselineNote
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baselineNote,
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aggressor.note
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]
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};
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};
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