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Aperiodic Indices · Impact

How far does $1M of net taker flow move the price?

Get it through the APIAll indices

Aperiodic Impact Index, last 24 hours

DELAYED 15 MINto 22:50 UTCUpdates by itself every 5 minutes

0.047bps per $1MBitcoin USDT perpetual on Binance
Busiest perpsHow it's builtGet itBest and worstOther indices
The Aperiodic Impact Index is how far $1M of net taker flow moves the price, in basis points, for crypto and RWA perps on Binance and Hyperliquid.
Column
impact.kyle_like_lambda
Unit
Basis points per $1M of net taker flow
Per contract
24h median of 5-minute rows
In the API
Every interval from 1m to 1d
Plan
Pro and up

Impact on the busiest perps

Crypto, US stocks and commodities, each over its last 24 hours.

Crypto

ContractImpact, 24h
Bitcoin
USDT perp · Binance
0.047bps per $1M
Ether
USDT perp · Binance
0.14bps per $1M
Zcash
USDT perp · Binance
2.2bps per $1M

US stocks

ContractImpact, 24h
SanDisk
USDT perp · Binance
4.3bps per $1M
Micron
USDT perp · Binance
15bps per $1M
SanDisk
USDC perp · Hyperliquid
19bps per $1M
Nvidia
USDT perp · Binance
14bps per $1M
Nasdaq 100 ETF
USDT perp · Binance
4.1bps per $1M

Commodities

ContractImpact, 24h
Gold
USDT perp · Binance
0.57bps per $1M
WTI crude oil
USDT perp · Binance
13bps per $1M
Brent crude oil
USDT perp · Binance
17bps per $1M
WTI crude oil
USDC perp · Hyperliquid
23bps per $1M

How it's built

All 11,692 trades from 14:38 to 14:39 UTC on 11 June 2025, Binance BTC-USDT perpetual, from the free raw-trades preview.

  1. Step 1

    Kyle's λ on one minute of trades

    kyle_like_lambda=cov(return, signed size) / var(signed size)=1.90e-6

    Each trade's return is from the trade before it. Signed size is its quantity in BTC, positive for a taker buy and negative for a taker sell.

    Loading 11,692 trades
  2. Step 2

    In basis points per $1M

    bps per $1M=1.90e-6 × 1,000,000 ÷ $109,927.0 × 10,000=0.173 bps

    $1M at the close is that many BTC. OKX is left out because its λ is per contract, not per coin.

  3. Step 3

    From 24 hours to one value

    A contract's index is the median of its λ in bps per $1M, each bar converted at its own close over the last 24 hours of 5-minute bars. The chart at the top of this page plots those bars.

    The API serves kyle_like_lambda at every interval from 1 minute to 1 day.

Every field of the dataset, built step by step: Price impact

Get the Aperiodic Impact Index

In the APIimpact.kyle_like_lambda

For every perp we cover, at intervals from 1 minute to 1 day. On Binance and Hyperliquid, λ × 1,000,000 ÷ close × 10,000 gives bps per $1M.

In Pro and up, from $199/month billed yearly.

Get it with ProSee the dataset

The example needs no key and returns the free sample: BTC-USDT on Binance, 5m bars, May 2025.

Or have your agent pull the last 30 days. Start in Claude · Claude Code · Codex · See the prompt

# Install the Aperiodic CLI into ~/.local/bin
mkdir -p "$HOME/.local/bin"
curl -fsSL https://raw.githubusercontent.com/aperiodic-io/cli/main/install.sh | INSTALL_DIR="$HOME/.local/bin" bash
export PATH="$HOME/.local/bin:$PATH"

# Free preview — no API key required
aperiodic impact --preview \
  --exchange binance-futures \
  --symbol perpetual-BTC-USDT:USDT \
  --interval 5m \
  --timestamp exchange \
  --start-date 2025-05-01 \
  --end-date 2025-05-31 \
  --output-dir ./data && echo "Saved to $PWD/data"

Where $1M of flow moves the price least and most

The 148 contracts with at least $10M of 24-hour volume, ranked by impact.

DELAYED 15 MINto 22:50 UTCUpdates by itself every 5 minutes

Lowest impact

ContractVenueImpact, 24h24h volume
Bitcoin USDTBinance0.047 bps per $1M$2.58B
Ether USDTBinance0.14 bps per $1M$1.91B
Bitcoin USDCBinance0.21 bps per $1M$577.3M
Gold USDTBinance0.57 bps per $1M$161.5M
Bitcoin USDCHyperliquid0.58 bps per $1M$551.9M
Ether USDCBinance0.61 bps per $1M$610.3M
Zcash USDTBinance2.2 bps per $1M$1.40B
XAUT USDTBinance3.9 bps per $1M$13.1M
Nasdaq 100 ETF USDTBinance4.1 bps per $1M$31.8M
SanDisk USDTBinance4.3 bps per $1M$341.8M

Highest impact

ContractVenueImpact, 24h24h volume
HMSTR USDTBinance11,416 bps per $1M$10.6M
SIGN USDTBinance3,919 bps per $1M$17.0M
UAI USDTBinance3,117 bps per $1M$69.6M
CARV USDTBinance3,006 bps per $1M$17.9M
AIO USDTBinance2,499 bps per $1M$13.4M
Q USDTBinance2,149 bps per $1M$16.2M
ANT USDCHyperliquid2,065 bps per $1M$14.2M
AIOT USDTBinance2,039 bps per $1M$21.6M
CLANKER USDTBinance1,933 bps per $1M$11.4M
KOMA USDTBinance1,881 bps per $1M$34.9M

The other indices

Aperiodic Cost IndexWhat does crossing the spread cost?Aperiodic Depth IndexHow much is quoted at the best bid and ask?

As of 22:45 UTC, 15 minutes behind. Each value is one contract’s last 24 hours of 5-minute rows. The charts plot those rows.

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Built from hundreds of terabytes of raw data and distilled into point-in-time metrics you can pull as parquet files. Plus the raw trades, quotes and derivatives data behind them.

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