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pyrsig Example Gallery
======================

This gallery houses examples on how to use pyrsig to do various
analyses. This includes downloading and visualizing the data.

Some examples require some features of pyrsig that are not required
for minimal functionality. To install all the necessary libaries
for any example, run the command below (use --user if not an admin):

.. code-block:: bash

   python -m pip install --user pyrsig pycno pyproj netcdf4

In notebooks (e.g., on Google Colab), this can be done live with
the command below (may require kernel restart):

.. code-block:: python

   %pip install --user pyrsig pycno pyproj netcdf4

To run an example in a notebook:

1. Copy the command above into a new cell and run it.
2. Click on example below to see code.
3. Copy the code from the example into a new cell and run it.




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Get data examples
-----------------

Examples showing how to get data.



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    <div class="sphx-glr-thumbcontainer" tooltip="Shows how to get a list of RSIG coverage that are available. The offline list is a quick refere...">

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  .. image:: /auto_examples/getdata/images/thumb/sphx_glr_get_0_capabilities_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_getdata_get_0_capabilities.py`

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      <div class="sphx-glr-thumbnail-title">Get List of Possible Coverages</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Shows how to get AQS observations as a Pandas DataFrame. Replace aqs.ozone with airnow.ozone to...">

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  .. image:: /auto_examples/getdata/images/thumb/sphx_glr_get_1_aqsno2_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_getdata_get_1_aqsno2.py`

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      <div class="sphx-glr-thumbnail-title">Get DataFrame for AQS ozone</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Shows how to get TropOMI NO2 tropospheric column densities as a pandas DataFrame.">

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  .. image:: /auto_examples/getdata/images/thumb/sphx_glr_get_2_tropomidf_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_getdata_get_2_tropomidf.py`

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      <div class="sphx-glr-thumbnail-title">Get DataFrame for TropOMI NO2</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Shows how to get TropOMI as an xarray Dataset. This example downloads a NetCDF file with COARDS...">

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  .. image:: /auto_examples/getdata/images/thumb/sphx_glr_get_3_tropomicoards_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_getdata_get_3_tropomicoards.py`

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      <div class="sphx-glr-thumbnail-title">Get COARDS formatted NetCDF TropOMI NO2</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Shows how to get TropOMI as an xarray Dataset. This example downloads a NetCDF file with IOAPI ...">

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  .. image:: /auto_examples/getdata/images/thumb/sphx_glr_get_4_tropominc_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_getdata_get_4_tropominc.py`

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      <div class="sphx-glr-thumbnail-title">Get IOAPI formatted NetCDF TropOMI NO2</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Shows how to get PurpleAir measurements as a DataFrame. PurpleAir, unlike other coverages, requ...">

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  .. image:: /auto_examples/getdata/images/thumb/sphx_glr_get_5_purpleairpm_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_getdata_get_5_purpleairpm.py`

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      <div class="sphx-glr-thumbnail-title">Get DataFrame for PurpleAir PM25</div>
    </div>


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    </div>


Timeseries examples
-------------------

Examples showing timeseries analyses that illustrate the power of pyrsig.



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    <div class="sphx-glr-thumbcontainer" tooltip="Timeseries comparison of NO2 columns from CMAQ and Pandora over a small window over New York/Ne...">

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  .. image:: /auto_examples/timeseries/images/thumb/sphx_glr_plot_cmaqpandora_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_timeseries_plot_cmaqpandora.py`

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      <div class="sphx-glr-thumbnail-title">CMAQ vs Pandora</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Timeseries comparison of NO2 from AirNow and TEMPO in El Paso, TX during unvalidated release 20...">

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  .. image:: /auto_examples/timeseries/images/thumb/sphx_glr_plot_elpaso_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_timeseries_plot_elpaso.py`

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      <div class="sphx-glr-thumbnail-title">El Paso AirNow vs TEMPO</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Timeseries comparison of VIIRS AOD and TropOMI in NYC.">

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  .. image:: /auto_examples/timeseries/images/thumb/sphx_glr_plot_nyc_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_timeseries_plot_nyc.py`

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      <div class="sphx-glr-thumbnail-title">NYC VIIRS AOD vs TropOMI NO2</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Timeseries comparison of NO2 from AQS and TropOMI in Phoenix.">

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  .. image:: /auto_examples/timeseries/images/thumb/sphx_glr_plot_phoenix_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_timeseries_plot_phoenix.py`

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      <div class="sphx-glr-thumbnail-title">Phoenix AQS vs TropOMI</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Timeseries comparison of NO2 from the Pittsburg Pandora during unvalidated release 2023-12-17 t...">

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  .. image:: /auto_examples/timeseries/images/thumb/sphx_glr_plot_pittsburg_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_timeseries_plot_pittsburg.py`

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      <div class="sphx-glr-thumbnail-title">Pittsburg Pandora vs TEMPO</div>
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Oversample examples
-------------------

Examples showing data oversampling of satellite data on a grid.



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    <div class="sphx-glr-thumbcontainer" tooltip="Create a 4km gridded product on a Continental US grid, but only download data over NC.">

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  .. image:: /auto_examples/oversample/images/thumb/sphx_glr_plot_conus4k_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_oversample_plot_conus4k.py`

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      <div class="sphx-glr-thumbnail-title">Oversample CONUS at 4k</div>
    </div>


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Maps examples
-------------------

Examples showing how to make specific maps.



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    <div class="sphx-glr-thumbcontainer" tooltip="Get HMS Smoke from RSIG and create daily plots.">

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  .. image:: /auto_examples/maps/images/thumb/sphx_glr_plot_hmssmoke_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_maps_plot_hmssmoke.py`

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      <div class="sphx-glr-thumbnail-title">Plot Smoke Polygons</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Get TropOMI from RSIG and save as GeoJSON and shapefiles.">

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  .. image:: /auto_examples/maps/images/thumb/sphx_glr_plot_shapefile_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_maps_plot_shapefile.py`

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      <div class="sphx-glr-thumbnail-title">GIS TropOMI Processing</div>
    </div>


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.. toctree::
   :hidden:
   :includehidden:


   /auto_examples/getdata/index.rst
   /auto_examples/timeseries/index.rst
   /auto_examples/oversample/index.rst
   /auto_examples/maps/index.rst


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  .. container:: sphx-glr-footer sphx-glr-footer-gallery

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: auto_examples_python.zip </auto_examples/auto_examples_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip </auto_examples/auto_examples_jupyter.zip>`


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    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_