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Synth Data

Query volatility forecasts from Synthdata.co for crypto, commodities, and stocks. Compare assets and run Monte Carlo simulations.
从Synthdata.co查询加密货币、大宗商品及股票的波动率预测,比较资产并运行蒙特卡洛模拟。
emsin44
数据分析 clawhub v1.1.5 1 版本 98761.9 Key: 需要
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概述

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

TickerNameCategory
------------------------
BTCBitcoinCrypto
ETHEthereumCrypto
SOLSolanaCrypto
XAUGoldCommodity
SPYXS&P 500Index
NVDAXNVIDIAStock
GOOGLXGoogleStock
TSLAXTeslaStock
AAPLXAppleStock

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

LevelRangeEmoji
---------------------
Low< 20%🟢
Moderate20-40%🟡
Elevated40-60%🟠
High60-80%🔴
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

版本历史

共 1 个版本

  • v1.1.5 当前
    2026-03-28 10:35 安全 安全

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