MARRESFLOWSHOCK
Figures passing through a sunlit glass atrium
AAPL9 December 2025
Midpoint price · USD274276278280282284World 1World 2World 3Historical
10:0516:00 NY16:00
Historical3 simulated worlds

MARKET SIMULATION ENGINE

FLOWSHOCK

Explore a sample market ↓

How does liquidity change across markets?

Flowshock is a market simulation engine from Marres. Follow a price move through a simulated trading day, then inspect the spread and resting shares at that same moment in the historical order book.

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What can Flowshock do?

AAPL   /   9 DEC 2025

Follow the historical midpoint alongside three simulated price paths through the same trading day.

Midpoint · USD274276278280282284World 1World 2World 3Historical
10:05New York time16:00
Historical3 simulated worlds

Follow available shares across the ten nearest price levels on each side. Choose a time to inspect the orders behind the chart.

━━ Historical market   ┄┄ Simulated market · world 1 of 3
Five-minute snapshots · depth across the nearest ten levels on both sides
Depth at the selected moment
Change snapshot time ↑

Compare the best bid and offer at the selected session time. The difference is the spread per share.

Choose a session time →

Compare the spread and resting shares at the same moment in both markets. The closest three price levels are shown on each side.

Compare the historical distribution with three simulated worlds. A smaller Wasserstein distance indicates a closer match for the selected measure.

How the comparison works

Figures use the pilot’s sampled cumulative distributions for valid one-second observations from 10:05 to 16:00 New York time, after a 30-minute warm-up. Percentiles are approximate. Returns use consecutive valid seconds.

View exact values
Market10th percentileMedian
WORKED EXAMPLE · AAPL

Same moment, different liquidity

At 12:25 New York time on 9 December 2025, simulated World 1 showed a tighter spread than the historical market. How much stock was actually available near those quotes?

At 12:25 NYHistoricalWorld 1
Bid–ask spread$0.02$0.01
Bid depth · shares3,983153
Ask depth · shares4,133446
Total displayed depth8,116599

The simulated spread was half as wide, yet the book held 93% fewer shares. The spread tells you the distance between the best quotes. Summing the nearest ten levels on each side shows how much stock was available around them.

Request both order-book snapshots →
Cumulative depth by quote level
Bid and ask shares combined · 12:25 NY02,0004,0006,0008,000Best quotesLevel 10
HistoricalWorld 1
INTERACTIVE SAMPLE

How often does liquidity run thin?

Try a simulated AAPL session. Choose a world to see when available shares fell below its usual range, then request the observations for internal evaluation.

Available depth · shares
AAPL · 9 December 2025 · Five-minute preview · New York time

Try the data yourself

The sample ZIP includes prices, spreads and depth for three simulated worlds, plus the run summary and calculation notes.

Request the liquidity sample →

Which market would you like to explore?

Tell Marres the instrument or venue you follow and the liquidity question you want to test. Ask about pilot access, coverage, or the full ten-world dataset.

Request access ↗ Request the full dataset ↗

Frequently asked questions

What is Flowshock?

Flowshock is a market simulation engine from Marres. It lets you compare simulated trading sessions with historical observations and see how prices, bid–ask spreads and available liquidity change over time.

What is a simulated world?

A world is one run of the Flowshock market simulation. Each run produces its own sequence of prices, quotes and available shares. You can compare those paths over the same trading session.

Which data is historical and which is simulated?

In the walkthrough, the historical series shows observations from the AAPL trading session on 9 December 2025. The numbered worlds show simulation outputs. The downloadable liquidity sample contains observations from three simulated worlds.

What market data can I explore?

The public pilot covers AAPL on 9 December 2025. The explorer shows midpoint prices, bid and ask quotes, and resting share quantities. The downloadable sample contains one-minute observations of midpoint, spread and depth across up to ten price levels per side for three simulated worlds. Ask about a specific symbol or venue.

How does the sample identify thin liquidity?

At each sampled minute, Flowshock adds up the shares available across the nearest ten bid levels and nearest ten ask levels. An amber point marks a minute when that total fell below the 10th percentile for that world. Each world has its own threshold.

Can I reproduce the liquidity chart?

Yes. Request the sample ZIP and open liquidity.csv in a spreadsheet. Filter to one world and plot top10_depth_shares against timestamp. Rows where below_p10 equals 1 correspond to the amber points. The ZIP includes calculation notes and a run summary.

How can I tell which scenario is closest to history?

In Scenario comparison, choose depth, midpoint price or returns. Flowshock compares the distribution of that measure in each world with the historical session. A smaller distance means a closer match for that measure. Two worlds can have similar distributions while prices or liquidity change at different times.

Can I get an API key?

API access is coming soon. Sign up for API updates by email. Send the prepared message to Marres to request a notification when keys become available.

How can I explore all ten worlds?

Request the full dataset from Marres to explore all ten simulated worlds for this session.