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  • System applies ML to detect potential anomalies in displacement time-series, and publishes detected results back to GRQ catalog.

  • User logs into system to browse potential anomalies.
    Science story: Anomaly detection will inform scientists of possible volcanoes to monitor closely.

System Requirements

Dependencies for ARIA-tools:

Installation instructions for ARIA-tools are outlined here: https://github.com/aria-tools/ARIA-tools#installation

Packages:

Code Block
languagepy
Python >= 3.5Python >= 3.5
[PROJ 4](https://github.com/OSGeo/proj) github >= 6.0
[GDAL](https://www.dgal.org/) and its Python bindings >=3.0

Python dependencies:

Code Block
[SciPy](https://scipy.org/)
[netcdf4](http://unidata.github.io/netcdf4-python/netCDF4/index.html)
[requests](https://2.python-requests.org/en/master/)

Python Jupyter dependencies

Code Block
py3X-jupyter
py3X-jupyter_client
py3X-jupyet_contrib_nbextensions
py3X-jupyter_nbextensions_configurator
py3X-hide_code
py3X-RISE

Additionally, you need to download the ARIA-tools documentation repository:

Code Block
ARIA-tools: https://github.com/aria-tools/ARIA-tools-docs.git

Dependencies and/or requirements for MintPy:

Installation instructions for various OS (as well as notes for Docker users) are encompassed here: https://github.com/insarlab/MintPy/blob/master/docs/installation.md

The following requirements are in the requirements.txt file in the MintPy github repository:

Code Block
cvxopt
dask>=1.0
dask-jobqueue>=0.3
defusedxml
h5py
lxml
matplotlib
numpy
pyproj
pykml
pyresample
scikit-image
scikit-learn
scipy

MintPy and PyAPS repositories:

Code Block
MintPy: https://github.com/insarlab/MintPy.git
PyAPS: https://github.com/yunjunz/pyaps3.git

The configuration file necessary to run ARIA data through MintPy is attached below (can I attach it to this page?), and can also be found on the MintPy git: https://github.com/insarlab/MintPy/blob/master/docs/examples/input_files/SanFranSenDT42.txt

Running ARIA data through MintPy (the below section is in progress)

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