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date
timestamp[ns]date
2017-08-17 04:00:00
2025-12-12 18:47:00
open
float64
2.83k
126k
high
float64
2.83k
126k
low
float64
2.82k
126k
close
float64
2.82k
126k
volume_btc
float64
0
5.88k
volume_usdt
float64
0
260M
trade_count
int64
0
213k
taker_buy_vol_btc
float64
0
3.54k
taker_sell_vol_btc
float64
0
3.03k
net_flow_delta
float64
-2,494.9
1.85k
cvd_1d
float64
-23,538.13
11.7k
rsi_14
float64
0.04
100
βŒ€
atr_14
float64
0
3.36k
volatility_pct
float64
0
0.05
cq_exchange_inflow_spent_output_value_bands
float64
25.4
998
cq_long_liquid
float64
0
2.27B
cq_exchange_inflow_total
float64
6.31k
370k
cq_exchange_reserve_usd
float64
4.95B
364B
cq_exchange_inflow_spent_output_age_bandspct
float64
8.1
96.8
cq_funding_rates
float64
-0.26
0.15
cq_exchange_inflow_cdd
float64
0
1.28B
cq_exchange_inflow_mean
float64
0.14
5.58
cq_coinbase_premium_index
float64
-5.35
13.4
cq_miners_position_index
float64
-1.77
18.8
cq_open_interest
float64
0
47.6B
cq_exchange_inflow_top10
float64
3.69k
256k
cq_cme_futures_open_interest_usd_stacked
float64
0
0
cq_short_liquid
float64
0
774M
cq_esl
float64
0
0.33
2017-08-17T04:00:00
4,261.48
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2017-08-17T04:01:00
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2017-08-17T04:02:00
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2017-08-17T04:03:00
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2017-08-17T04:04:00
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2017-08-17T04:05:00
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2017-08-17T04:06:00
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2017-08-17T04:07:00
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2017-08-17T04:08:00
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2017-08-17T04:09:00
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2017-08-17T04:10:00
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2017-08-17T04:11:00
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2017-08-17T04:12:00
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2017-08-17T04:13:00
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2017-08-17T04:14:00
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2017-08-17T04:15:00
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2017-08-17T04:16:00
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2017-08-17T04:17:00
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2017-08-17T04:18:00
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2017-08-17T04:19:00
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2017-08-17T04:20:00
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2017-08-17T04:21:00
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2017-08-17T04:22:00
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2017-08-17T04:23:00
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2017-08-17T04:24:00
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2017-08-17T04:25:00
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2017-08-17T04:26:00
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2017-08-17T04:27:00
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2017-08-17T04:28:00
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2017-08-17T04:29:00
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2017-08-17T04:30:00
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2017-08-17T04:31:00
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2017-08-17T04:32:00
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2017-08-17T04:33:00
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2017-08-17T04:34:00
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2017-08-17T04:35:00
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2017-08-17T04:36:00
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2017-08-17T04:37:00
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2017-08-17T04:38:00
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2017-08-17T04:39:00
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2017-08-17T04:40:00
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2017-08-17T04:41:00
4,300.38
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2017-08-17T04:42:00
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2017-08-17T04:43:00
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2017-08-17T04:44:00
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2017-08-17T04:45:00
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2017-08-17T04:46:00
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2017-08-17T04:47:00
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2017-08-17T04:48:00
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2017-08-17T04:49:00
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2017-08-17T04:50:00
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2017-08-17T04:51:00
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2017-08-17T04:52:00
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2017-08-17T04:53:00
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2017-08-17T04:54:00
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2017-08-17T04:55:00
4,302.48
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2017-08-17T04:56:00
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2017-08-17T04:57:00
4,313.62
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2017-08-17T04:58:00
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2017-08-17T04:59:00
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2017-08-17T05:00:00
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2017-08-17T05:01:00
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2017-08-17T05:02:00
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2017-08-17T05:03:00
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2017-08-17T05:04:00
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2017-08-17T05:05:00
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2017-08-17T05:06:00
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2017-08-17T05:07:00
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2017-08-17T05:08:00
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2017-08-17T05:09:00
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2017-08-17T05:10:00
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2017-08-17T05:11:00
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2017-08-17T05:12:00
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2017-08-17T05:13:00
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2017-08-17T05:14:00
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2017-08-17T05:15:00
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2017-08-17T05:16:00
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2017-08-17T05:17:00
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2017-08-17T05:18:00
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2017-08-17T05:19:00
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2017-08-17T05:20:00
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2017-08-17T05:21:00
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2017-08-17T05:22:00
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2017-08-17T05:23:00
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2017-08-17T05:24:00
4,320
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2017-08-17T05:25:00
4,319.22
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4,319.22
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End of preview. Expand in Data Studio

πŸ“Š BTC-1m-Micro-Macro: Multimodal Financial Dataset

A research-grade dataset bridging High-Frequency Market Microstructure with Fundamental On-Chain Analytics.


πŸ“‘ Abstract

This dataset provides a granular view of the Bitcoin market by combining 1-minute OHLCV price action (sourced from Binance) with Macro On-Chain indicators (sourced from CryptoQuant).

Unlike standard datasets that focus solely on price history, this repository includes Order Flow dynamics (Delta, CVD) and deep network analytics (Miner flows, Whale activity, Institutional sentiment). It is designed for training Machine Learning models (LSTM, Transformers, XGBoost) to detect market regimes, predict volatility, and simulate high-frequency trading strategies.

  • Resolution: 1 Minute.
  • Coverage: August 2017 β€” December 2025.
  • Format: Parquet (Snappy Compression).
  • Alignment: Raw Time-Alignment (See Methodology).

πŸ—οΈ Data Structure & Feature Dictionary

The dataset consists of 33 features categorized into three layers: Microstructure, Technicals, and Macro On-Chain.

1. Market Microstructure (Source: Binance Spot)

Reflects the immediate supply/demand dynamics and order book aggression.

Feature Name Type Description
date Timestamp UTC Timestamp (1-minute intervals).
open, high, low, close Float Standard OHLC price data in USDT.
volume_btc Float Total trading volume in BTC.
volume_usdt Float Total trading volume in USD (Quote Asset Volume). Useful for normalizing volume across years.
trade_count Int Number of distinct trades executed. High count + low price change = Bot Wars / Accumulation.
taker_buy_vol_btc Float Volume bought via Market Orders (Aggressive Buyers).
taker_sell_vol_btc Float Volume sold via Market Orders (Aggressive Sellers). Calculated as Total Vol - Taker Buy.
net_flow_delta Float Net Order Flow. (Taker Buy - Taker Sell). Positive values indicate aggressive buying pressure.
cvd_1d Float Intraday Cumulative Volume Delta. The running sum of Delta, reset daily at 00:00 UTC. Shows who controls the specific day.

2. Technical Indicators

Pre-calculated features for convenience.

Feature Name Type Description
rsi_14 Float Relative Strength Index. Momentum oscillator measuring the speed and change of price movements.
atr_14 Float Average True Range. Measures market volatility in absolute USD terms.
volatility_pct Float Normalized Volatility. Calculated as ATR / Close. Useful for comparing volatility across different price epochs (e.g., 2017 vs 2024).

3. Macro On-Chain Metrics (Source: CryptoQuant)

Fundamental indicators describing the behavior of Whales, Miners, and Institutions. Note: These metrics are mapped to the 1-minute timeframe via forward-fill.

🏦 Institutional & Market Sentiment

Feature Name Description Interpretation
cq_coinbase_premium_index The % difference between Coinbase Pro (USD) and Binance (USDT) prices. High: US Institutions buying. Low/Negative: US Institutions selling (Strong Bearish Signal).
cq_funding_rates Periodic payments to traders that are Long/Short. High: Market is overheated (Longs pay Shorts). Risk of Long Squeeze.
cq_open_interest Total number of outstanding derivative contracts. Rising OI: More leverage/fuel entering the market.
cq_cme_futures_..._stacked Open Interest specifically on the CME exchange. Proxy for traditional institutional interest (Wall Street).
cq_esl Estimated Leverage Ratio. Open Interest / Exchange Reserves. Indicates how much leverage is being used relative to actual collateral.

πŸ‹ Whale & Exchange Activity (Inflows)

Feature Name Description Interpretation
cq_exchange_inflow_total Total amount of BTC transferred to exchanges. High inflow usually indicates potential selling pressure.
cq_exchange_inflow_mean Average size of inflow transactions. High Mean: Whales are depositing. Low Mean: Retail is depositing.
cq_exchange_inflow_top10 Volume of the top 10 largest inflow transactions. Specific indicator for "Mega-Whale" deposits.
cq_exchange_inflow_cdd Coin Days Destroyed (CDD). Weight of inflow based on coin age. High Spike: "Old Hands" (Long-term holders) are moving coins to sell. Major bearish signal.
cq_exchange_inflow_..._value_bands Inflow volume categorized by transaction size (e.g., 10-100 BTC). Shows specifically which size cohort is selling.
cq_exchange_inflow_..._age_bandspct % of inflow coming from different age groups (e.g., 6m-12m). If older age bands spike, it confirms long-term holder capitulation.
cq_exchange_reserve_usd Total value of BTC held in exchange wallets. Decreasing: Supply shock (Bullish). Increasing: Potential sell-side liquidity (Bearish).

⛏️ Miner Activity

Feature Name Description Interpretation
cq_miners_position_index Ratio of miner outflows to their 1-year moving average. >2.0: Miners are selling aggressively.
cq_miner_to_exchange_flow Direct flow from Miner wallets to Exchanges. Immediate selling pressure from miners covering costs.

πŸ’₯ Liquidation Data

Feature Name Description Interpretation
cq_long_liquid Value of Long positions forcefully closed. Indicates "Long Squeeze" / Bottoming events.
cq_short_liquid Value of Short positions forcefully closed. Indicates "Short Squeeze" / Topping events.

⚠️ Important Methodology Note: Time Alignment

This dataset uses RAW Time Alignment.

  • Alignment: The On-Chain metric for 2024-01-01 is aligned with the price candles of 2024-01-01.
  • Purpose: This allows for precise correlation analysis (e.g., "Did the price drop exactly when Miner Inflow spiked?").
  • WARNING for ML Engineers: If you are building a predictive trading model, YOU MUST APPLY A LAG (Shift) to the cq_ columns.
    • In a live trading environment, daily on-chain metrics are often confirmed only after the day closes (UTC 00:00).
    • Recommendation: Shift macro features by +1440 minutes (1 day) during preprocessing to avoid Look-Ahead Bias.

πŸš€ Usage Example (Python)

How to load the data and prepare it for a Backtest or ML Model:

import pandas as pd

# 1. Load the Parquet file (Efficient & Fast)
# Assuming you downloaded the file or used the HF library
df = pd.read_parquet("BTC_Raw_Micro_Macro_1m.parquet")

# 2. Prepare for ML (Apply Lag to Macro Metrics)
# We shift CryptoQuant metrics by 1 day (1440 minutes) to simulate 
# realistic data availability and prevent data leakage.
macro_cols = [c for c in df.columns if c.startswith('cq_')]
df[macro_cols] = df[macro_cols].shift(1440)

# 3. Filter Data (e.g., Remove NaN from the beginning)
df.dropna(inplace=True)

# 4. Example Signal:
# "Whales are moving old coins (High CDD) AND Retail is panic selling (Negative Delta)"
signal = (
    (df['cq_exchange_inflow_cdd'] > 1_000_000) & 
    (df['net_flow_delta'] < -100)
)

print(f"High Risk Minutes Identified: {signal.sum()}")
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