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Bitcoin On-Chain Metrics That Actually Predict Price — MVRV, NUPL, SOPR Explained (2026 Guide)

#bitcoin #onchain #metrics #mvrv

BTC onchain

By Shakti Tiwari — AI practitioner, crypto & markets analyst

On-chain guide. Not financial advice.

Research note: metrics defined via public crypto literature, 25 Jul 2026.

1. Price Charts Lie, Chains Don't

BTC trades 24/7, manipulated by leverage. But on-chain data is immutable — every coin move is recorded. That's your edge.

2. MVRV (Market Value to Realized Value)

  • Market cap = price × supply
  • Realized cap = sum of each coin at last moved price
  • MVRV = market / realized

Signal:

  • MVRV > 3.5 → overheated (2017, 2021 tops)
  • MVRV < 1 → capitulation (buy zone)

It shows if holders are in profit (likely to sell) or loss (hold).

3. NUPL (Net Unrealized Profit/Loss)

NUPL = (market cap − realized cap) / market cap.

  • > 0.75 → euphoria (top risk)
  • 0 to 0.25 → hope/fear (neutral)
  • < 0 → capitulation

Cleaner than MVRV for zones.

4. SOPR (Spent Output Profit Ratio)

SOPR = value sold / value bought (at move time).

  • SOPR > 1 → sellers in profit (bearish pressure)
  • SOPR < 1 → sellers at loss (capitulation)

Realized-cap adjusted version removes long-term noise.

5. HODL Waves

Groups coins by age last moved:

  • Young coins ( < 3m) rising → new buyers (top signal)
  • Old coins ( > 1y) moving → smart money distribution

Watch the 1y+ band.

6. Realized Cap

Unlike market cap (volatile), realized cap is sticky. When price < realized → aggregate loss → bottoming.

7. Free Data (No Paywall)

  • Public RPC nodes
  • Blockchain explorers (free API tier)
  • Glassnode free metrics (limited) 
import requests
# example: fetch realized cap via public endpoint
r = requests.get("https://api.blockchain.info/charts/realized-cap?format=json")
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8. Building an On-Chain AI

  • Features: MVRV, NUPL, SOPR, HODL%
  • Target: 30d forward return
  • Model: XGBoost + walk-forward
  • Alert: Telegram when MVRV > 3.5

9. Pitfalls

  • Metrics lag (realized cap slow)
  • Exchange wallets distort
  • Narratives override signals short-term

10. The Stack

  • DuckDB for storage
  • Python fetch (free RPC)
  • XGBoost model
  • Termux cron
  • Telegram

FAQ

Q: Free?
A: Yes, public RPC.

Q: Better than TA?
A: Different lens. Use both.

Q: Advice?
A: Education only.

About

Shakti Tiwari, crypto & AI analyst. Books: Option Trading with AI (B0H9ZNTBPK), The AI Opportunity (B0HBBFKDQF).

🌐 optiontradingwithai.in
📧 shaktitiwari715@gmail.com

🐦 X | ▶️ YouTube | 💼 LinkedIn | 💻 GitHub | 📝 Dev.to

Disclaimer: Not financial advice.

📕 Option Trading with AI
📗 The AI Opportunity

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