A tiny (<200 line) Python tool for analyzing time-series signals: trends, volatility, drift, regime shifts, anomalies.
Project description
signal-scope
A tiny (<200 lines) Python tool for analyzing time-series data:
- Trend strength
- Volatility
- Drift detection
- Regime shifts
- Anomaly scoring
- Optional matplotlib visualizations
Perfect for finance, forecasting, sensor data, and fast exploratory analysis.
Install
pip install signal-scope
Usage
from signal_scope.core import analyze_ts
result = analyze_ts("my_data.csv", col="price", plot=True)
print(result)
Expected output:
{
"trend": 0.87,
"volatility": 0.032,
"drift": -0.12,
"turning_points": 5,
"anomaly_score": 0.014
}
Input format
CSV must contain a numeric column, e.g.:
timestamp,price
2024-01-01,120.3
2024-01-02,121.0
...
Programmatic usage
import pandas as pd
from signal_scope.metrics import volatility
df = pd.read_csv("my_data.csv")
print(volatility(df["price"]))
Plotting
Enable visual output:
analyze_ts("my_data.csv", col="price", plot=True)
MIT License.
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