sigmet
Installation
Sigmet (Signal Metrics Toolkit) is an end-to-end solution for the detection and measurement of negative shocks in time series data.
Sigmet requires the following packages:
- Pandas: primary data format for easy data manipulation and datetime functionality
- Numpy: for computation
- Statsmodels: AU3 uses statsmodel’s ARIMA and SARIMAX models for prediction
- Matplotlib: plotting for .graph() method
To install, run the following on the command line
pip install sigmet
Example
First we instantiate an AU3 object
from sigmet import Sigmet
data = pd.read_csv('time-series.csv')
ex = Sigmet(start, end, data)
ex.fit(window_start, window_end)
# graph the result as follows
import matplotlib.pyplot as plt
fig, ax = plt.subplots()
ax = ex.graph()
plt.show()
Contribute
- Issue Tracker: https://github.com/agupta01/sigmet/issues
- Source Code: https://github.com/agupta01/sigmet
License
The project is licensed under the GNU General Public License.
1 maintainer
Release files for sigmet 0.9.0
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Source distribution (sdist)
| File | Size | Uploaded | |
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| sigmet-0.9.0.tar.gz | 2.5 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| sigmet-0.9.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 16.9 kB
Release files / sigmet-0.9.0.tar.gz
| Download URL | sigmet-0.9.0.tar.gz |
|---|---|
| Size | 2.5 kB |
| Tags | Source |
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Release files / sigmet-0.9.0-py3-none-any.whl
| Download URL | sigmet-0.9.0-py3-none-any.whl |
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| Size | 14.4 kB |
| Tags | Python 3 |
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