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Synth Data

Query volatility forecasts from Synthdata.co for crypto, commodities, and stocks. Compare assets and run Monte Carlo simulations.

personAuthor: emsin44hubclawhub

Synthdata Volatility Skill

Query and analyze volatility forecasts from Synthdata.co for crypto, commodities, and stock indices.

Setup

Set your API key:

export SYNTHDATA_API_KEY=your_key_here

Quick Start

# Single asset
python3 scripts/synth.py BTC

# Multiple assets comparison
python3 scripts/synth.py BTC ETH SOL --compare

# All assets overview
python3 scripts/synth.py --all

# Monte Carlo simulation (24h max)
python3 scripts/synth.py BTC --simulate --hours 12

Available Assets

| Ticker | Name | Category | |--------|------|----------| | BTC | Bitcoin | Crypto | | ETH | Ethereum | Crypto | | SOL | Solana | Crypto | | XAU | Gold | Commodity | | SPYX | S&P 500 | Index | | NVDAX | NVIDIA | Stock | | GOOGLX | Google | Stock | | TSLAX | Tesla | Stock | | AAPLX | Apple | Stock |

Output Example

==================================================
  BTC — Bitcoin
==================================================
  Price:           $77,966
  24h Change:      🔴 -0.95%
  Current Vol:     58.4% 🟠 [Elevated]
  Avg Realized:    53.3%
  Forecast Vol:    52.2%

Volatility Levels

| Level | Range | Emoji | |-------|-------|-------| | Low | < 20% | 🟢 | | Moderate | 20-40% | 🟡 | | Elevated | 40-60% | 🟠 | | High | 60-80% | 🔴 | | Extreme | > 80% | 🔴 |

Use Cases

1. Market Overview

python3 scripts/synth.py --all

Get a ranked table of all assets by volatility.

2. Trading Signals

  • High forecast → Current low: Expect volatility spike
  • Low forecast → Current high: Volatility may decrease
  • Use for position sizing and options trading

3. Monte Carlo Projections

python3 scripts/synth.py BTC --simulate --hours 24 --paths 1000

Generate probabilistic price ranges using forecast volatility (24h max - Synthdata forecast window).

4. Scheduled Reports

Create a cron job for daily Slack/Telegram forecasts (see examples/use-cases.md).

5. Risk Alerts

Monitor for assets crossing volatility thresholds and trigger notifications.

API Reference

See references/api.md for full API documentation.

Direct API Usage

import requests

resp = requests.get(
    "https://api.synthdata.co/insights/volatility",
    params={"asset": "BTC"},
    headers={"Authorization": f"Apikey {API_KEY}"}
)
data = resp.json()

# Key fields:
price = data["current_price"]
realized_vol = data["realized"]["average_volatility"]
forecast_vol = data["forecast_future"]["average_volatility"]

Integration Ideas

  • Polymarket: Use volatility forecasts to inform up/down market bets
  • Options: High forecast vol = consider buying options
  • Portfolio: Rebalance when aggregate volatility spikes
  • Alerts: Notify when forecast differs significantly from realized