Metadata-Version: 2.4
Name: raincell
Version: 0.1.2
Summary: A user-friendly Python library for transforming commercial microwave links into rain estimation insights. Built with nbdev and Jupyter notebooks, this tool offers robust scientific and visualization capabilities, tailored for researchers in the field.
Home-page: https://github.com/rainsmore/raincell
Author: Rainsmore Group - IRD
Author-email: marielle.gosset@ird.fr
License: Apache Software License 2.0
Keywords: cml rainfall opensense opportunisticsensors nbdev jupyter notebook python
Classifier: Development Status :: 4 - Beta
Classifier: Intended Audience :: Science/Research
Classifier: Natural Language :: English
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: License :: OSI Approved :: Apache Software License
Requires-Python: >=3.9
Description-Content-Type: text/markdown
License-File: LICENSE
Requires-Dist: xarray
Requires-Dist: netcdf4
Requires-Dist: matplotlib
Requires-Dist: geopy
Requires-Dist: bottleneck
Requires-Dist: folium
Requires-Dist: geopandas
Requires-Dist: mapclassify
Provides-Extra: dev
Requires-Dist: nbdev==2.4.6; extra == "dev"
Requires-Dist: pre-commit; extra == "dev"
Dynamic: author
Dynamic: author-email
Dynamic: classifier
Dynamic: description
Dynamic: description-content-type
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Dynamic: keywords
Dynamic: license
Dynamic: license-file
Dynamic: provides-extra
Dynamic: requires-dist
Dynamic: requires-python
Dynamic: summary

# raincell


<!-- WARNING: THIS FILE WAS AUTOGENERATED! DO NOT EDIT! -->

> Tip: If you are reading this in the
> [GitHub’s](https://github.com/rainsmore/raincell) readme or at
> [pypi](https://pypi.org/project/raincell/), we recommend consulting
> the much more nicely formatted
> [documentation](https://rainsmore.github.io/raincell/) instead.

## Install

You can install the package from
[pypi](https://pypi.org/project/raincell/)

``` sh
$ pip install raincell
```

If you need the latest version of the package, which may be pre-release,
you can install it from the GitHub repository. First, configure an SSH
key on your GitHub account, then run the following command:

``` sh
$ pip install git+ssh://git@github.com/rainsmore/raincell.git
```

<!--
or from [conda][conda] (not available yet)
&#10;```sh
$ conda install -c rainsmore raincell
```
&#10;[conda]: https://anaconda.org/rainsmore/raincell
-->

## Contributing

All help is welcome, so if you would like to contribute (bug reports,
documentation, etc.), please check our contribution
[guide](https://github.com/rainsmore/raincell/blob/main/CONTRIBUTING.md).
This guide also explains our approach to notebook development.

## Getting started

If this is the first time you are using the Raincell library, we highly
recommend following the tutorial in this section. You can either work
through the online documentation or download this
[file](https://github.com/rainsmore/raincell/blob/main/nbs/index.ipynb)
as a notebook and work through it locally. The tutorial will guide you
step by step through the process of converting raw Commercial Microwave
Link (CML) data into precipitation rate estimates.

> [!TIP]
>
> If you are already familiar with the library, you can skip to the
> [Next steps](#sec-next-steps) section. However, we recommend checking
> it from time to time, as new basic functionalities will appear here.

``` python
from raincell import open_cml_sample, open_gauge_sample
```

Lets start by opening commercial microwave link (CML) sample data over
the city of Douala with 15 min and max sampling of the Network
Management System (NMS).

``` python
cml = open_cml_sample()
cml
```

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</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 108MB
Dimensions:      (cml_id: 126, sublink_id: 6, time: 2964)
Coordinates: (10)
Data variables:
    rsl_avg      (cml_id, sublink_id, time) float64 18MB -48.0 -48.0 ... nan nan
    tsl_avg      (cml_id, sublink_id, time) float64 18MB 10.0 10.0 ... nan nan
    rsl_min      (cml_id, sublink_id, time) float64 18MB -48.8 -48.3 ... nan nan
    tsl_min      (cml_id, sublink_id, time) float64 18MB 10.0 10.0 ... nan nan
    rsl_max      (cml_id, sublink_id, time) float64 18MB -47.6 -47.8 ... nan nan
    tsl_max      (cml_id, sublink_id, time) float64 18MB 10.0 10.0 ... nan nan
Attributes:
    title:                 East side Douala CML links sample data
    file author(s):        Orange Cameroun and IRD Rainsmore Group
    institution:           Orange Cameroun and IRD Rainsmore Group
    date:                  2025-11-07
    source:                Modified Orange Cameroun CML data for example purp...
    naming convention:     COST ACTION OPENSENSE V2
    license restrictions:  CC BY-NC-ND 4.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-62767c22-d0cc-41e0-96d7-bbb1d93b74d8' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-62767c22-d0cc-41e0-96d7-bbb1d93b74d8' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>cml_id</span>: 126</li><li><span class='xr-has-index'>sublink_id</span>: 6</li><li><span class='xr-has-index'>time</span>: 2964</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f410f263-52a5-4c5e-9009-6d0dd318c9f1' class='xr-section-summary-in' type='checkbox'  ><label for='section-f410f263-52a5-4c5e-9009-6d0dd318c9f1' class='xr-section-summary' >Coordinates: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>cml_id</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>&lt;U19</div><div class='xr-var-preview xr-preview'>&#x27;3.984686N-9.789517E&#x27; ... &#x27;4.095...</div><input id='attrs-1eb1a497-bc63-47ec-8132-b0c068e455d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1eb1a497-bc63-47ec-8132-b0c068e455d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dd2d5a14-31ac-41f1-914a-8e54407942ac' class='xr-var-data-in' type='checkbox'><label for='data-dd2d5a14-31ac-41f1-914a-8e54407942ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>commercial_microwave_link_identifier</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;3.984686N-9.789517E&#x27;, &#x27;3.985691N-9.801648E&#x27;, &#x27;3.996996N-9.761328E&#x27;,
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       &#x27;4.021528N-9.798792E&#x27;, &#x27;4.024043N-9.680260E&#x27;, &#x27;4.024381N-9.733274E&#x27;,
       &#x27;4.024750N-9.697977E&#x27;, &#x27;4.025125N-9.770912E&#x27;, &#x27;4.025270N-9.739593E&#x27;,
       &#x27;4.025625N-9.735889E&#x27;, &#x27;4.025880N-9.703252E&#x27;, &#x27;4.026149N-9.695650E&#x27;,
       &#x27;4.028700N-9.729934E&#x27;, &#x27;4.028708N-9.703542E&#x27;, &#x27;4.029412N-9.691581E&#x27;,
       &#x27;4.030556N-9.705569E&#x27;, &#x27;4.030907N-9.694160E&#x27;, &#x27;4.031399N-9.698080E&#x27;,
       &#x27;4.032132N-9.730055E&#x27;, &#x27;4.032560N-9.713835E&#x27;, &#x27;4.033181N-9.761500E&#x27;,
       &#x27;4.033883N-9.691732E&#x27;, &#x27;4.034149N-9.772296E&#x27;, &#x27;4.034701N-9.729347E&#x27;,
       &#x27;4.035134N-9.697875E&#x27;, &#x27;4.035679N-9.685969E&#x27;, &#x27;4.037778N-9.767028E&#x27;,
       &#x27;4.038505N-9.704950E&#x27;, &#x27;4.039270N-9.722472E&#x27;, &#x27;4.039580N-9.737019E&#x27;,
       &#x27;4.040098N-9.700828E&#x27;, &#x27;4.040792N-9.776750E&#x27;, &#x27;4.041057N-9.688122E&#x27;,
       &#x27;4.041068N-9.758319E&#x27;, &#x27;4.041256N-9.730708E&#x27;, &#x27;4.041347N-9.773597E&#x27;,
       &#x27;4.042298N-9.740333E&#x27;, &#x27;4.042502N-9.716614E&#x27;, &#x27;4.042568N-9.698128E&#x27;,
       &#x27;4.042817N-9.705986E&#x27;, &#x27;4.043833N-9.687306E&#x27;, &#x27;4.043927N-9.704314E&#x27;,
       &#x27;4.044597N-9.727069E&#x27;, &#x27;4.044736N-9.710024E&#x27;, &#x27;4.047503N-9.718511E&#x27;,
       &#x27;4.048013N-9.705195E&#x27;, &#x27;4.048153N-9.698625E&#x27;, &#x27;4.048916N-9.707667E&#x27;,
       &#x27;4.049925N-9.774582E&#x27;, &#x27;4.050150N-9.740475E&#x27;, &#x27;4.050347N-9.703473E&#x27;,
       &#x27;4.050528N-9.753875E&#x27;, &#x27;4.052083N-9.788583E&#x27;, &#x27;4.054458N-9.763403E&#x27;,
       &#x27;4.055917N-9.752681E&#x27;, &#x27;4.056070N-9.768000E&#x27;, &#x27;4.056121N-9.742152E&#x27;,
       &#x27;4.056639N-9.747222E&#x27;, &#x27;4.056847N-9.738556E&#x27;, &#x27;4.056959N-9.742472E&#x27;,
       &#x27;4.057459N-9.765805E&#x27;, &#x27;4.058236N-9.768889E&#x27;, &#x27;4.058746N-9.717759E&#x27;,
       &#x27;4.058868N-9.752014E&#x27;, &#x27;4.059014N-9.759348E&#x27;, &#x27;4.059486N-9.711928E&#x27;,
       &#x27;4.059995N-9.755237E&#x27;, &#x27;4.060816N-9.773042E&#x27;, &#x27;4.061585N-9.744609E&#x27;,
       &#x27;4.062778N-9.705333E&#x27;, &#x27;4.062903N-9.717026E&#x27;, &#x27;4.064425N-9.761904E&#x27;,
       &#x27;4.065399N-9.711476E&#x27;, &#x27;4.066549N-9.795621E&#x27;, &#x27;4.067820N-9.720067E&#x27;,
       &#x27;4.068528N-9.726056E&#x27;, &#x27;4.069079N-9.713870E&#x27;, &#x27;4.071390N-9.727304E&#x27;,
       &#x27;4.072442N-9.739396E&#x27;, &#x27;4.072503N-9.771625E&#x27;, &#x27;4.074162N-9.717861E&#x27;,
       &#x27;4.074764N-9.753625E&#x27;, &#x27;4.075098N-9.719528E&#x27;, &#x27;4.075836N-9.783931E&#x27;,
       &#x27;4.076554N-9.759058E&#x27;, &#x27;4.078069N-9.720598E&#x27;, &#x27;4.078309N-9.751204E&#x27;,
       &#x27;4.079211N-9.793847E&#x27;, &#x27;4.079299N-9.747812E&#x27;, &#x27;4.079652N-9.763472E&#x27;,
       &#x27;4.080070N-9.789737E&#x27;, &#x27;4.080399N-9.753111E&#x27;, &#x27;4.081654N-9.761180E&#x27;,
       &#x27;4.082815N-9.790491E&#x27;, &#x27;4.083040N-9.782281E&#x27;, &#x27;4.083986N-9.756718E&#x27;,
       &#x27;4.084496N-9.740917E&#x27;, &#x27;4.084732N-9.745625E&#x27;, &#x27;4.085795N-9.784833E&#x27;,
       &#x27;4.086056N-9.752500E&#x27;, &#x27;4.086283N-9.759477E&#x27;, &#x27;4.086545N-9.797375E&#x27;,
       &#x27;4.088385N-9.755778E&#x27;, &#x27;4.089034N-9.734926E&#x27;, &#x27;4.089819N-9.752833E&#x27;,
       &#x27;4.090565N-9.765189E&#x27;, &#x27;4.091611N-9.732743E&#x27;, &#x27;4.095631N-9.742507E&#x27;],
      dtype=&#x27;&lt;U19&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>sublink_id</span></div><div class='xr-var-dims'>(sublink_id)</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;0_0&#x27; &#x27;0_1&#x27; &#x27;1_0&#x27; &#x27;1_1&#x27; &#x27;2_0&#x27; &#x27;2_1&#x27;</div><input id='attrs-4100301e-8134-4775-ba0a-27bbd72026dc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4100301e-8134-4775-ba0a-27bbd72026dc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82376cef-7bc6-4a4a-bdc8-d2ee4c4b5c98' class='xr-var-data-in' type='checkbox'><label for='data-82376cef-7bc6-4a4a-bdc8-d2ee4c4b5c98' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>sublink_identifier</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;0_0&#x27;, &#x27;0_1&#x27;, &#x27;1_0&#x27;, &#x27;1_1&#x27;, &#x27;2_0&#x27;, &#x27;2_1&#x27;], dtype=&#x27;&lt;U3&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2019-07-01T00:05:00 ... 2019-07-...</div><input id='attrs-4afae6d4-45f6-4d57-a746-30c76c530d35' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4afae6d4-45f6-4d57-a746-30c76c530d35' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc911710-676d-4078-8a6a-30b35331f4e9' class='xr-var-data-in' type='checkbox'><label for='data-fc911710-676d-4078-8a6a-30b35331f4e9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time_utc</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2019-07-01T00:05:00.000000000&#x27;, &#x27;2019-07-01T00:20:00.000000000&#x27;,
       &#x27;2019-07-01T00:35:00.000000000&#x27;, ..., &#x27;2019-07-31T23:20:00.000000000&#x27;,
       &#x27;2019-07-31T23:35:00.000000000&#x27;, &#x27;2019-07-31T23:50:00.000000000&#x27;],
      shape=(2964,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>frequency</span></div><div class='xr-var-dims'>(cml_id, sublink_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.505e+04 1.456e+04 nan ... nan nan</div><input id='attrs-7b67156d-fb82-4f7d-bbd9-ca393326e775' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7b67156d-fb82-4f7d-bbd9-ca393326e775' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d954a98-c4d4-4869-a80e-ad7bc89a56c4' class='xr-var-data-in' type='checkbox'><label for='data-9d954a98-c4d4-4869-a80e-ad7bc89a56c4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>MHz</dd><dt><span>long_name :</span></dt><dd>sublink_frequency</dd></dl></div><div class='xr-var-data'><pre>array([[15047., 14557.,    nan,    nan,    nan,    nan],
       [12765., 13031.,    nan,    nan,    nan,    nan],
       [18765., 17755.,    nan,    nan,    nan,    nan],
       [14907., 14417.,    nan,    nan,    nan,    nan],
       [17728., 18738.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14473., 14963.,    nan,    nan,    nan,    nan],
       [17755., 18765.,    nan,    nan,    nan,    nan],
       [ 8335.,  8454.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [15019., 14529.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14501., 14991.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [15103., 14613.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
...
       [14445., 14935.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [17838., 18848.,    nan,    nan,    nan,    nan],
       [ 8468.,  8349.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [ 8426.,  8307.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14963., 14473.,    nan,    nan,    nan,    nan],
       [ 8468.,  8349.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14585., 15075.,    nan,    nan,    nan,    nan],
       [17728., 18738.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14585., 15075.,    nan,    nan,    nan,    nan],
       [14501., 14991.,    nan,    nan,    nan,    nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_lat</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.993 3.993 3.997 ... 4.092 4.094</div><input id='attrs-c4d90e3f-bec9-4216-a7c6-85d4074388fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c4d90e3f-bec9-4216-a7c6-85d4074388fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7591d17-ecd9-4315-9312-348db8ec693b' class='xr-var-data-in' type='checkbox'><label for='data-c7591d17-ecd9-4315-9312-348db8ec693b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_in_WGS84_projection</dd><dt><span>long_name :</span></dt><dd>site_0_latitude</dd></dl></div><div class='xr-var-data'><pre>array([3.992722, 3.992722, 3.997361, 4.002553, 4.003512, 4.004194,
       4.01775 , 4.029   , 4.009639, 4.029   , 4.015972, 4.029   ,
       4.015972, 4.023444, 4.015972, 4.029   , 4.014417, 4.029   ,
       4.015972, 4.029381, 4.0194  , 4.023167, 4.022056, 4.015972,
       4.029381, 4.029   , 4.022139, 4.015972, 4.029381, 4.029381,
       4.040819, 4.029083, 4.029381, 4.029083, 4.029381, 4.029381,
       4.040819, 4.032   , 4.029   , 4.032433, 4.033028, 4.040819,
       4.029381, 4.033886, 4.029   , 4.040083, 4.040819, 4.040819,
       4.040886, 4.042306, 4.041417, 4.03875 , 4.040819, 4.029   ,
       4.040819, 4.056559, 4.040886, 4.04244 , 4.041417, 4.043194,
       4.041694, 4.040886, 4.04642 , 4.044694, 4.049556, 4.051333,
       4.050192, 4.052028, 4.052444, 4.053667, 4.053694, 4.053667,
       4.053667, 4.0585  , 4.058056, 4.053667, 4.060028, 4.053667,
       4.0585  , 4.053667, 4.06425 , 4.053667, 4.053667, 4.060333,
       4.053667, 4.0585  , 4.059611, 4.059583, 4.06425 , 4.066322,
       4.063917, 4.065848, 4.06425 , 4.065667, 4.071278, 4.071389,
       4.072222, 4.071639, 4.06425 , 4.074778, 4.070306, 4.0817  ,
       4.074778, 4.079889, 4.081867, 4.0817  , 4.085936, 4.085936,
       4.0817  , 4.085936, 4.081441, 4.0817  , 4.0817  , 4.074778,
       4.085936, 4.085936, 4.0817  , 4.074778, 4.085936, 4.0817  ,
       4.085936, 4.08679 , 4.074778, 4.08663 , 4.091944, 4.09393 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_lon</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.787 9.787 9.764 ... 9.729 9.742</div><input id='attrs-3c310bfa-201d-4fcd-8d07-6761222f0a4e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c310bfa-201d-4fcd-8d07-6761222f0a4e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec31b682-f05c-44f1-853b-9e1b04b2b3c1' class='xr-var-data-in' type='checkbox'><label for='data-ec31b682-f05c-44f1-853b-9e1b04b2b3c1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_in_WGS84_projection</dd><dt><span>long_name :</span></dt><dd>site_0_longitude</dd></dl></div><div class='xr-var-data'><pre>array([9.787167, 9.787167, 9.763806, 9.745083, 9.76732 , 9.799472,
       9.705944, 9.767833, 9.741417, 9.767833, 9.738528, 9.767833,
       9.738528, 9.727083, 9.738528, 9.767833, 9.744694, 9.767833,
       9.738528, 9.696744, 9.743889, 9.792   , 9.67025 , 9.738528,
       9.696744, 9.767833, 9.737194, 9.738528, 9.696744, 9.696744,
       9.733028, 9.701944, 9.696744, 9.701944, 9.696744, 9.696744,
       9.733028, 9.71564 , 9.767833, 9.691575, 9.774333, 9.733028,
       9.696744, 9.683883, 9.767833, 9.706106, 9.733028, 9.733028,
       9.699006, 9.774   , 9.686417, 9.762056, 9.733028, 9.767833,
       9.733028, 9.702978, 9.699006, 9.704083, 9.686417, 9.707889,
       9.728389, 9.699006, 9.71598 , 9.703528, 9.698333, 9.706861,
       9.771911, 9.741306, 9.702389, 9.750917, 9.779361, 9.750917,
       9.750917, 9.768444, 9.738694, 9.750917, 9.726194, 9.750917,
       9.768444, 9.750917, 9.714664, 9.750917, 9.750917, 9.708444,
       9.750917, 9.768444, 9.743528, 9.704333, 9.714664, 9.759558,
       9.710083, 9.79152 , 9.714664, 9.722972, 9.714869, 9.729139,
       9.736111, 9.76925 , 9.714664, 9.761667, 9.719639, 9.786083,
       9.761667, 9.719417, 9.756825, 9.786083, 9.752944, 9.752944,
       9.786083, 9.752944, 9.765535, 9.786083, 9.786083, 9.761667,
       9.752944, 9.752944, 9.786083, 9.761667, 9.752944, 9.786083,
       9.752944, 9.73381 , 9.761667, 9.76601 , 9.729444, 9.74168 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_lat</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.977 3.979 3.997 ... 4.091 4.097</div><input id='attrs-cb638c6d-cb09-42ba-91e5-2ea5cb1b5753' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cb638c6d-cb09-42ba-91e5-2ea5cb1b5753' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2553c50c-92be-4483-b1dd-0bffd3682a7e' class='xr-var-data-in' type='checkbox'><label for='data-2553c50c-92be-4483-b1dd-0bffd3682a7e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees in WGS84 projection</dd><dt><span>long_name :</span></dt><dd>site_1_latitude</dd></dl></div><div class='xr-var-data'><pre>array([3.97665 , 3.97866 , 3.99663 , 4.003231, 4.0105  , 4.012278,
       4.008306, 3.997361, 4.020194, 4.002553, 4.01734 , 4.004472,
       4.017917, 4.01048 , 4.0195  , 4.008442, 4.023111, 4.0105  ,
       4.023889, 4.0115  , 4.023111, 4.019889, 4.02603 , 4.03279 ,
       4.02012 , 4.02125 , 4.0284  , 4.035278, 4.02238 , 4.022917,
       4.01658 , 4.028333, 4.029444, 4.032028, 4.032433, 4.033417,
       4.023444, 4.03312 , 4.037361, 4.035333, 4.03527 , 4.028583,
       4.040886, 4.037472, 4.046556, 4.036926, 4.037722, 4.038342,
       4.03931 , 4.039278, 4.040697, 4.043386, 4.041694, 4.053694,
       4.043778, 4.028444, 4.04425 , 4.043194, 4.04625 , 4.044661,
       4.0475  , 4.048586, 4.048586, 4.051333, 4.04675 , 4.0465  ,
       4.049658, 4.048272, 4.04825 , 4.047389, 4.050472, 4.05525 ,
       4.058167, 4.053639, 4.054186, 4.059611, 4.053667, 4.06025 ,
       4.056417, 4.062806, 4.053242, 4.064069, 4.064361, 4.058638,
       4.066322, 4.063131, 4.06356 , 4.065972, 4.061556, 4.062528,
       4.06688 , 4.06725 , 4.07139 , 4.071389, 4.06688 , 4.07139 ,
       4.072661, 4.073367, 4.084075, 4.07475 , 4.079889, 4.069972,
       4.07833 , 4.07625 , 4.07475 , 4.076722, 4.072661, 4.073367,
       4.07844 , 4.074861, 4.081867, 4.08393 , 4.08438 , 4.093194,
       4.083056, 4.083528, 4.089889, 4.097333, 4.08663 , 4.091389,
       4.090833, 4.091278, 4.104861, 4.0945  , 4.091278, 4.097333])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_lon</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.792 9.816 9.759 ... 9.736 9.743</div><input id='attrs-e9612521-82cb-4c8c-8fdb-b00dff50d308' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e9612521-82cb-4c8c-8fdb-b00dff50d308' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9045a0d9-7dbe-4bcf-babc-aeaaab2780c6' class='xr-var-data-in' type='checkbox'><label for='data-9045a0d9-7dbe-4bcf-babc-aeaaab2780c6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees in WGS84 projection</dd><dt><span>long_name :</span></dt><dd>site_1_longitude</dd></dl></div><div class='xr-var-data'><pre>array([9.791866, 9.81613 , 9.75885 , 9.748639, 9.767719, 9.778111,
       9.701194, 9.763806, 9.723611, 9.745083, 9.73456 , 9.762056,
       9.768083, 9.72629 , 9.757556, 9.756817, 9.748472, 9.767719,
       9.780278, 9.721083, 9.748472, 9.805583, 9.69027 , 9.72802 ,
       9.69921 , 9.77399 , 9.741992, 9.73325 , 9.70976 , 9.694556,
       9.72684 , 9.705139, 9.686417, 9.709194, 9.691575, 9.699417,
       9.727083, 9.71203 , 9.755167, 9.691889, 9.77026 , 9.725667,
       9.699006, 9.688056, 9.766222, 9.703794, 9.711917, 9.741011,
       9.70265 , 9.7795  , 9.689827, 9.754583, 9.728389, 9.779361,
       9.747639, 9.73025 , 9.69725 , 9.707889, 9.688194, 9.700739,
       9.72575 , 9.721043, 9.721043, 9.706861, 9.698917, 9.708472,
       9.777253, 9.739644, 9.704556, 9.756833, 9.797806, 9.775889,
       9.754444, 9.767556, 9.745611, 9.743528, 9.750917, 9.734028,
       9.763167, 9.786861, 9.720853, 9.75311 , 9.767778, 9.715412,
       9.759558, 9.777639, 9.74569 , 9.706333, 9.719389, 9.76425 ,
       9.71287 , 9.799722, 9.72547 , 9.729139, 9.71287 , 9.72547 ,
       9.742681, 9.774   , 9.721058, 9.745583, 9.719417, 9.781778,
       9.75645 , 9.721778, 9.745583, 9.801611, 9.742681, 9.774   ,
       9.79339 , 9.753278, 9.756825, 9.7949  , 9.77848 , 9.751769,
       9.728889, 9.738306, 9.783583, 9.743333, 9.76601 , 9.808667,
       9.758611, 9.736042, 9.744   , 9.764367, 9.736042, 9.743333])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter</span></div><div class='xr-var-dims'>(cml_id, sublink_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 nan nan ... nan nan nan nan</div><input id='attrs-434b1a5e-6d86-475c-8ae4-cfe1448ef89d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-434b1a5e-6d86-475c-8ae4-cfe1448ef89d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d6677f2-7d20-4352-b207-388448e79eed' class='xr-var-data-in' type='checkbox'><label for='data-0d6677f2-7d20-4352-b207-388448e79eed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>transmitter_site_identifier</dd></dl></div><div class='xr-var-data'><pre>array([[ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
...
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>length</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.852e+03 3.573e+03 ... 736.0 419.0</div><input id='attrs-ba3f8491-841f-4342-b0b7-ea69ded62ce2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ba3f8491-841f-4342-b0b7-ea69ded62ce2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e651a1ed-e415-40cb-8281-e235b4a67161' class='xr-var-data-in' type='checkbox'><label for='data-e651a1ed-e415-40cb-8281-e235b4a67161' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>long_name :</span></dt><dd>distance_between_pair_of_antennas</dd></dl></div><div class='xr-var-data'><pre>array([1852., 3573.,  556.,  402.,  774., 2535., 1170., 3527., 2296.,
       3865.,  466., 2787., 3289., 1436., 2149., 2582., 1049., 2046.,
       4718., 3349.,  654., 1551., 2266., 2195., 1060., 1096.,  874.,
       2214., 1640.,  755., 2767.,  364., 1147.,  868.,  666.,  536.,
       2032.,  420., 1683.,  323.,  516., 1581., 1297.,  610., 1950.,
        433., 2369.,  928.,  441.,  697.,  387.,  975.,  524., 3016.,
       1655., 4340.,  420.,  431.,  570.,  810.,  706., 2591.,  611.,
        822.,  317.,  564.,  596.,  454.,  522.,  956., 2079., 2778.,
        633.,  546.,  879., 1051., 2834., 2012.,  630., 4117., 1398.,
       1176., 2214.,  796., 1697., 1142.,  498.,  741.,  603.,  669.,
        451.,  924., 1436.,  932.,  535.,  407.,  731.,  561., 2304.,
       1786., 1060., 1382.,  700.,  480., 1476., 1810., 1858., 2720.,
        888., 1225.,  968., 1010.,  895., 2314., 2690., 1647.,  947.,
       3219., 1453., 2727.,  830.,  555., 3862.,  889.,  736.,  419.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d3fe3c51-97ca-45e2-8036-0b0002958fe2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d3fe3c51-97ca-45e2-8036-0b0002958fe2' class='xr-section-summary' >Data variables: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>rsl_avg</span></div><div class='xr-var-dims'>(cml_id, sublink_id, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-48.0 -48.0 -48.1 ... nan nan nan</div><input id='attrs-b299b614-54d8-40f1-9f56-4b51eb62a38b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b299b614-54d8-40f1-9f56-4b51eb62a38b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-434198f2-e6b5-4377-8d49-1290507616c8' class='xr-var-data-in' type='checkbox'><label for='data-434198f2-e6b5-4377-8d49-1290507616c8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>dBm</dd><dt><span>long_name :</span></dt><dd>averaged_received_signal_level_over_time_window</dd></dl></div><div class='xr-var-data'><pre>array([[[-48. , -48. , -48.1, ..., -48.1, -48.1, -48.1],
        [-46.5, -46.6, -46.4, ..., -46.4, -46.4, -46.4],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-43.6, -43.6, -43.7, ..., -40.6, -40.6, -40.6],
        [-43.9, -44.1, -44.1, ..., -95.9, -95.9, -95.9],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-38.5, -38.5, -38.5, ..., -38.6, -38.6, -38.6],
        [-37.8, -37.8, -37.7, ..., -37.8, -37.8, -37.8],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
...
        [-41.6, -41.5, -41.5, ..., -41.6, -41.6, -41.6],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-52.9, -52.9, -52.9, ..., -53.4, -53.4, -53.3],
        [-52.8, -52.8, -52.8, ..., -53.3, -53.3, -53.2],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-45.9, -45.9, -45.9, ..., -46.5, -46.4, -46.4],
        [-45.5, -45.5, -45.6, ..., -46.2, -46.2, -46.1],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]]],
      shape=(126, 6, 2964))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tsl_avg</span></div><div class='xr-var-dims'>(cml_id, sublink_id, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0 10.0 10.0 10.0 ... nan nan nan</div><input id='attrs-06fe730d-2512-4160-9b75-877873c0731d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-06fe730d-2512-4160-9b75-877873c0731d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8004254d-03f1-4fa6-91c2-d9e5646c7e61' class='xr-var-data-in' type='checkbox'><label for='data-8004254d-03f1-4fa6-91c2-d9e5646c7e61' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>dBm</dd><dt><span>long_name :</span></dt><dd>averaged_transmitted_signal_level_over_time_window</dd></dl></div><div class='xr-var-data'><pre>array([[[10., 10., 10., ..., 10., 10., 10.],
        [10., 10., 10., ..., 10., 10., 10.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]],
&#10;       [[19., 19., 19., ..., 19., 19., 19.],
        [19., 19., 19., ..., 19., 19., 19.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]],
&#10;       [[ 8.,  8.,  8., ...,  8.,  8.,  8.],
        [ 8.,  8.,  8., ...,  8.,  8.,  8.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]],
...
       [[ 8.,  8.,  8., ...,  8.,  8.,  8.],
        [ 8.,  8.,  8., ...,  8.,  8.,  8.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]],
&#10;       [[ 1.,  1.,  1., ...,  1.,  1.,  1.],
        [ 1.,  1.,  1., ...,  1.,  1.,  1.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]],
&#10;       [[ 1.,  1.,  1., ...,  1.,  1.,  1.],
        [ 1.,  1.,  1., ...,  1.,  1.,  1.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]]], shape=(126, 6, 2964))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rsl_min</span></div><div class='xr-var-dims'>(cml_id, sublink_id, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-48.8 -48.3 -48.3 ... nan nan nan</div><input id='attrs-03804d0c-f2d9-4fe5-bb98-034d4ed48107' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-03804d0c-f2d9-4fe5-bb98-034d4ed48107' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a953072b-4228-4580-b709-1da11ce3c5e8' class='xr-var-data-in' type='checkbox'><label for='data-a953072b-4228-4580-b709-1da11ce3c5e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>dBm</dd><dt><span>long_name :</span></dt><dd>minimum_received_signal_level_over_time_window</dd></dl></div><div class='xr-var-data'><pre>array([[[-48.8, -48.3, -48.3, ..., -48.3, -48.3, -48.3],
        [-47.2, -46.8, -46.7, ..., -46.7, -46.5, -46.7],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-43.8, -44.1, -44.2, ..., -41.8, -41.8, -41.8],
        [-44.9, -44.7, -44.7, ..., -95.9, -95.9, -95.9],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-38.6, -38.6, -38.7, ..., -39. , -38.8, -38.8],
        [-37.9, -37.9, -37.8, ..., -38.2, -37.9, -37.9],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
...
        [-41.7, -41.6, -41.6, ..., -41.7, -41.7, -41.7],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-53. , -53. , -53. , ..., -53.6, -53.6, -53.5],
        [-52.9, -52.9, -52.9, ..., -53.6, -53.6, -53.3],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-46. , -46. , -46. , ..., -46.8, -46.7, -46.7],
        [-45.6, -45.6, -45.6, ..., -46.4, -46.4, -46.3],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]]],
      shape=(126, 6, 2964))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tsl_min</span></div><div class='xr-var-dims'>(cml_id, sublink_id, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0 10.0 10.0 10.0 ... nan nan nan</div><input id='attrs-926d15f9-4843-46e8-8095-2c930898ee13' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-926d15f9-4843-46e8-8095-2c930898ee13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e185aaec-e956-432a-b2d4-c0c1bfbf9800' class='xr-var-data-in' type='checkbox'><label for='data-e185aaec-e956-432a-b2d4-c0c1bfbf9800' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>dBm</dd><dt><span>long_name :</span></dt><dd>minimum_transmitted_signal_level_over_time_window</dd></dl></div><div class='xr-var-data'><pre>array([[[10., 10., 10., ..., 10., 10., 10.],
        [10., 10., 10., ..., 10., 10., 10.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]],
&#10;       [[19., 19., 19., ..., 19., 19., 19.],
        [19., 19., 19., ..., 19., 19., 19.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]],
&#10;       [[ 8.,  8.,  8., ...,  8.,  8.,  8.],
        [ 8.,  8.,  8., ...,  8.,  8.,  8.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]],
...
       [[ 8.,  8.,  8., ...,  8.,  8.,  8.],
        [ 8.,  8.,  8., ...,  8.,  8.,  8.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]],
&#10;       [[ 1.,  1.,  1., ...,  1.,  1.,  1.],
        [ 1.,  1.,  1., ...,  1.,  1.,  1.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]],
&#10;       [[ 1.,  1.,  1., ...,  1.,  1.,  1.],
        [ 1.,  1.,  1., ...,  1.,  1.,  1.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]]], shape=(126, 6, 2964))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rsl_max</span></div><div class='xr-var-dims'>(cml_id, sublink_id, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-47.6 -47.8 -47.9 ... nan nan nan</div><input id='attrs-edb7c71d-6233-4038-a8a9-249dc3b9ac01' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-edb7c71d-6233-4038-a8a9-249dc3b9ac01' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6c5382d7-b4c3-4c6d-bc5a-3601fdd77059' class='xr-var-data-in' type='checkbox'><label for='data-6c5382d7-b4c3-4c6d-bc5a-3601fdd77059' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>dBm</dd><dt><span>long_name :</span></dt><dd>maximum_received_signal_level_over_time_window</dd></dl></div><div class='xr-var-data'><pre>array([[[-47.6, -47.8, -47.9, ..., -48. , -47.9, -48. ],
        [-46.2, -46.3, -46.3, ..., -46.2, -46.2, -46.2],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-43.3, -43.2, -43.2, ..., -39.7, -39.7, -39.7],
        [-42.9, -43.7, -43.7, ..., -95.8, -95.8, -95.8],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-38.4, -38.3, -38.4, ..., -38.4, -38.5, -38.5],
        [-37.7, -37.7, -37.6, ..., -37.5, -37.6, -37.6],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
...
        [-41.5, -41.5, -41.5, ..., -41.5, -41.5, -41.5],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-52.8, -52.8, -52.8, ..., -53.1, -53.1, -53.2],
        [-52.7, -52.7, -52.7, ..., -52.9, -52.9, -53. ],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-45.8, -45.8, -45.8, ..., -46.2, -46.1, -46.1],
        [-45.4, -45.4, -45.4, ..., -46. , -46. , -45.9],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]]],
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        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]],
&#10;       [[19., 19., 19., ..., 19., 19., 19.],
        [19., 19., 19., ..., 19., 19., 19.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
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&#10;       [[ 8.,  8.,  8., ...,  8.,  8.,  8.],
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        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]],
...
       [[ 8.,  8.,  8., ...,  8.,  8.,  8.],
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        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]],
&#10;       [[ 1.,  1.,  1., ...,  1.,  1.,  1.],
        [ 1.,  1.,  1., ...,  1.,  1.,  1.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]],
&#10;       [[ 1.,  1.,  1., ...,  1.,  1.,  1.],
        [ 1.,  1.,  1., ...,  1.,  1.,  1.],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan]]], shape=(126, 6, 2964))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-04c369ba-6b43-4b42-afe2-480c93fd3555' class='xr-section-summary-in' type='checkbox'  checked><label for='section-04c369ba-6b43-4b42-afe2-480c93fd3555' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>East side Douala CML links sample data</dd><dt><span>file author(s) :</span></dt><dd>Orange Cameroun and IRD Rainsmore Group</dd><dt><span>institution :</span></dt><dd>Orange Cameroun and IRD Rainsmore Group</dd><dt><span>date :</span></dt><dd>2025-11-07</dd><dt><span>source :</span></dt><dd>Modified Orange Cameroun CML data for example purposes</dd><dt><span>naming convention :</span></dt><dd>COST ACTION OPENSENSE V2</dd><dt><span>license restrictions :</span></dt><dd>CC BY-NC-ND 4.0</dd></dl></div></li></ul></div></div>

We will also open gauges sample data for the same region and time
period.

``` python
gauge = open_gauge_sample()
gauge
```

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In order to retrieve the precipitation rate we need to classify the data
as wet or dry.

``` python
from raincell import wetdry
```

``` python
wet = wetdry.schleiss_n_berne_2010_nms_adapted(cml)
wet
```

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</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;wet&#x27; (cml_id: 126, sublink_id: 6, time: 2964)&gt; Size: 2MB
False False False False False False ... False False False False False False
Coordinates: (10)
Attributes:
    long_name:  wet_dry_classification
    method:     schleiss_n_berne_2010_adapted_to_nms_min_max_sampling</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-obj-name'>&#x27;wet&#x27;</div><ul class='xr-dim-list'><li><span class='xr-has-index'>cml_id</span>: 126</li><li><span class='xr-has-index'>sublink_id</span>: 6</li><li><span class='xr-has-index'>time</span>: 2964</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-ba3a57ba-ed30-4eb5-92bb-cabe283fdd5b' class='xr-array-in' type='checkbox' ><label for='section-ba3a57ba-ed30-4eb5-92bb-cabe283fdd5b' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>False False False False False False ... False False False False False</span></div><div class='xr-array-data'><pre>array([[[False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False]],
&#10;       [[False, False, False, ..., False, False, False],
        [False, False, False, ...,  True,  True,  True],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False]],
&#10;       [[False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False]],
...
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False]],
&#10;       [[False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False]],
&#10;       [[False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False],
        [False, False, False, ..., False, False, False]]],
      shape=(126, 6, 2964))</pre></div></div></li><li class='xr-section-item'><input id='section-666ee920-06ca-4927-8131-d775e89036a4' class='xr-section-summary-in' type='checkbox'  ><label for='section-666ee920-06ca-4927-8131-d775e89036a4' class='xr-section-summary' >Coordinates: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>cml_id</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>&lt;U19</div><div class='xr-var-preview xr-preview'>&#x27;3.984686N-9.789517E&#x27; ... &#x27;4.095...</div><input id='attrs-0b06996c-9ec0-4080-948f-f7e62d1b4b12' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0b06996c-9ec0-4080-948f-f7e62d1b4b12' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-563de2f2-bee2-455a-ac7d-514cc1603c23' class='xr-var-data-in' type='checkbox'><label for='data-563de2f2-bee2-455a-ac7d-514cc1603c23' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>commercial_microwave_link_identifier</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;3.984686N-9.789517E&#x27;, &#x27;3.985691N-9.801648E&#x27;, &#x27;3.996996N-9.761328E&#x27;,
       &#x27;4.002892N-9.746861E&#x27;, &#x27;4.007006N-9.767519E&#x27;, &#x27;4.008236N-9.788792E&#x27;,
       &#x27;4.013028N-9.703569E&#x27;, &#x27;4.013180N-9.765819E&#x27;, &#x27;4.014916N-9.732514E&#x27;,
       &#x27;4.015776N-9.756458E&#x27;, &#x27;4.016656N-9.736544E&#x27;, &#x27;4.016736N-9.764944E&#x27;,
       &#x27;4.016944N-9.753305E&#x27;, &#x27;4.016962N-9.726686E&#x27;, &#x27;4.017736N-9.748042E&#x27;,
       &#x27;4.018721N-9.762325E&#x27;, &#x27;4.018764N-9.746583E&#x27;, &#x27;4.019750N-9.767776E&#x27;,
       &#x27;4.019930N-9.759403E&#x27;, &#x27;4.020440N-9.708914E&#x27;, &#x27;4.021256N-9.746180E&#x27;,
       &#x27;4.021528N-9.798792E&#x27;, &#x27;4.024043N-9.680260E&#x27;, &#x27;4.024381N-9.733274E&#x27;,
       &#x27;4.024750N-9.697977E&#x27;, &#x27;4.025125N-9.770912E&#x27;, &#x27;4.025270N-9.739593E&#x27;,
       &#x27;4.025625N-9.735889E&#x27;, &#x27;4.025880N-9.703252E&#x27;, &#x27;4.026149N-9.695650E&#x27;,
       &#x27;4.028700N-9.729934E&#x27;, &#x27;4.028708N-9.703542E&#x27;, &#x27;4.029412N-9.691581E&#x27;,
       &#x27;4.030556N-9.705569E&#x27;, &#x27;4.030907N-9.694160E&#x27;, &#x27;4.031399N-9.698080E&#x27;,
       &#x27;4.032132N-9.730055E&#x27;, &#x27;4.032560N-9.713835E&#x27;, &#x27;4.033181N-9.761500E&#x27;,
       &#x27;4.033883N-9.691732E&#x27;, &#x27;4.034149N-9.772296E&#x27;, &#x27;4.034701N-9.729347E&#x27;,
       &#x27;4.035134N-9.697875E&#x27;, &#x27;4.035679N-9.685969E&#x27;, &#x27;4.037778N-9.767028E&#x27;,
       &#x27;4.038505N-9.704950E&#x27;, &#x27;4.039270N-9.722472E&#x27;, &#x27;4.039580N-9.737019E&#x27;,
       &#x27;4.040098N-9.700828E&#x27;, &#x27;4.040792N-9.776750E&#x27;, &#x27;4.041057N-9.688122E&#x27;,
       &#x27;4.041068N-9.758319E&#x27;, &#x27;4.041256N-9.730708E&#x27;, &#x27;4.041347N-9.773597E&#x27;,
       &#x27;4.042298N-9.740333E&#x27;, &#x27;4.042502N-9.716614E&#x27;, &#x27;4.042568N-9.698128E&#x27;,
       &#x27;4.042817N-9.705986E&#x27;, &#x27;4.043833N-9.687306E&#x27;, &#x27;4.043927N-9.704314E&#x27;,
       &#x27;4.044597N-9.727069E&#x27;, &#x27;4.044736N-9.710024E&#x27;, &#x27;4.047503N-9.718511E&#x27;,
       &#x27;4.048013N-9.705195E&#x27;, &#x27;4.048153N-9.698625E&#x27;, &#x27;4.048916N-9.707667E&#x27;,
       &#x27;4.049925N-9.774582E&#x27;, &#x27;4.050150N-9.740475E&#x27;, &#x27;4.050347N-9.703473E&#x27;,
       &#x27;4.050528N-9.753875E&#x27;, &#x27;4.052083N-9.788583E&#x27;, &#x27;4.054458N-9.763403E&#x27;,
       &#x27;4.055917N-9.752681E&#x27;, &#x27;4.056070N-9.768000E&#x27;, &#x27;4.056121N-9.742152E&#x27;,
       &#x27;4.056639N-9.747222E&#x27;, &#x27;4.056847N-9.738556E&#x27;, &#x27;4.056959N-9.742472E&#x27;,
       &#x27;4.057459N-9.765805E&#x27;, &#x27;4.058236N-9.768889E&#x27;, &#x27;4.058746N-9.717759E&#x27;,
       &#x27;4.058868N-9.752014E&#x27;, &#x27;4.059014N-9.759348E&#x27;, &#x27;4.059486N-9.711928E&#x27;,
       &#x27;4.059995N-9.755237E&#x27;, &#x27;4.060816N-9.773042E&#x27;, &#x27;4.061585N-9.744609E&#x27;,
       &#x27;4.062778N-9.705333E&#x27;, &#x27;4.062903N-9.717026E&#x27;, &#x27;4.064425N-9.761904E&#x27;,
       &#x27;4.065399N-9.711476E&#x27;, &#x27;4.066549N-9.795621E&#x27;, &#x27;4.067820N-9.720067E&#x27;,
       &#x27;4.068528N-9.726056E&#x27;, &#x27;4.069079N-9.713870E&#x27;, &#x27;4.071390N-9.727304E&#x27;,
       &#x27;4.072442N-9.739396E&#x27;, &#x27;4.072503N-9.771625E&#x27;, &#x27;4.074162N-9.717861E&#x27;,
       &#x27;4.074764N-9.753625E&#x27;, &#x27;4.075098N-9.719528E&#x27;, &#x27;4.075836N-9.783931E&#x27;,
       &#x27;4.076554N-9.759058E&#x27;, &#x27;4.078069N-9.720598E&#x27;, &#x27;4.078309N-9.751204E&#x27;,
       &#x27;4.079211N-9.793847E&#x27;, &#x27;4.079299N-9.747812E&#x27;, &#x27;4.079652N-9.763472E&#x27;,
       &#x27;4.080070N-9.789737E&#x27;, &#x27;4.080399N-9.753111E&#x27;, &#x27;4.081654N-9.761180E&#x27;,
       &#x27;4.082815N-9.790491E&#x27;, &#x27;4.083040N-9.782281E&#x27;, &#x27;4.083986N-9.756718E&#x27;,
       &#x27;4.084496N-9.740917E&#x27;, &#x27;4.084732N-9.745625E&#x27;, &#x27;4.085795N-9.784833E&#x27;,
       &#x27;4.086056N-9.752500E&#x27;, &#x27;4.086283N-9.759477E&#x27;, &#x27;4.086545N-9.797375E&#x27;,
       &#x27;4.088385N-9.755778E&#x27;, &#x27;4.089034N-9.734926E&#x27;, &#x27;4.089819N-9.752833E&#x27;,
       &#x27;4.090565N-9.765189E&#x27;, &#x27;4.091611N-9.732743E&#x27;, &#x27;4.095631N-9.742507E&#x27;],
      dtype=&#x27;&lt;U19&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>sublink_id</span></div><div class='xr-var-dims'>(sublink_id)</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;0_0&#x27; &#x27;0_1&#x27; &#x27;1_0&#x27; &#x27;1_1&#x27; &#x27;2_0&#x27; &#x27;2_1&#x27;</div><input id='attrs-8358cfd8-5d2c-45b7-b579-f4257b5450e0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8358cfd8-5d2c-45b7-b579-f4257b5450e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99e876b2-d37d-478b-9401-7d14ae4036db' class='xr-var-data-in' type='checkbox'><label for='data-99e876b2-d37d-478b-9401-7d14ae4036db' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>sublink_identifier</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;0_0&#x27;, &#x27;0_1&#x27;, &#x27;1_0&#x27;, &#x27;1_1&#x27;, &#x27;2_0&#x27;, &#x27;2_1&#x27;], dtype=&#x27;&lt;U3&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2019-07-01T00:05:00 ... 2019-07-...</div><input id='attrs-416c2bc7-ef3f-4115-9f6a-88394e412f9a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-416c2bc7-ef3f-4115-9f6a-88394e412f9a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1acda8b-42a4-459f-b442-d4f7c54914ce' class='xr-var-data-in' type='checkbox'><label for='data-b1acda8b-42a4-459f-b442-d4f7c54914ce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time_utc</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2019-07-01T00:05:00.000000000&#x27;, &#x27;2019-07-01T00:20:00.000000000&#x27;,
       &#x27;2019-07-01T00:35:00.000000000&#x27;, ..., &#x27;2019-07-31T23:20:00.000000000&#x27;,
       &#x27;2019-07-31T23:35:00.000000000&#x27;, &#x27;2019-07-31T23:50:00.000000000&#x27;],
      shape=(2964,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>frequency</span></div><div class='xr-var-dims'>(cml_id, sublink_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.505e+04 1.456e+04 nan ... nan nan</div><input id='attrs-46450584-d0e7-43ac-83a4-863f2dc8b271' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-46450584-d0e7-43ac-83a4-863f2dc8b271' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c36d2b9a-edff-4534-8c9f-5d307f1073d8' class='xr-var-data-in' type='checkbox'><label for='data-c36d2b9a-edff-4534-8c9f-5d307f1073d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>MHz</dd><dt><span>long_name :</span></dt><dd>sublink_frequency</dd></dl></div><div class='xr-var-data'><pre>array([[15047., 14557.,    nan,    nan,    nan,    nan],
       [12765., 13031.,    nan,    nan,    nan,    nan],
       [18765., 17755.,    nan,    nan,    nan,    nan],
       [14907., 14417.,    nan,    nan,    nan,    nan],
       [17728., 18738.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14473., 14963.,    nan,    nan,    nan,    nan],
       [17755., 18765.,    nan,    nan,    nan,    nan],
       [ 8335.,  8454.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [15019., 14529.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14501., 14991.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [15103., 14613.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
...
       [14445., 14935.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [17838., 18848.,    nan,    nan,    nan,    nan],
       [ 8468.,  8349.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [ 8426.,  8307.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14963., 14473.,    nan,    nan,    nan,    nan],
       [ 8468.,  8349.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14585., 15075.,    nan,    nan,    nan,    nan],
       [17728., 18738.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14585., 15075.,    nan,    nan,    nan,    nan],
       [14501., 14991.,    nan,    nan,    nan,    nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_lat</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.993 3.993 3.997 ... 4.092 4.094</div><input id='attrs-3576f9d8-f1ba-42a7-b282-a2cea85f35f2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3576f9d8-f1ba-42a7-b282-a2cea85f35f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-70f3cb20-d98d-4385-859c-7a595e6fe7f8' class='xr-var-data-in' type='checkbox'><label for='data-70f3cb20-d98d-4385-859c-7a595e6fe7f8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_in_WGS84_projection</dd><dt><span>long_name :</span></dt><dd>site_0_latitude</dd></dl></div><div class='xr-var-data'><pre>array([3.992722, 3.992722, 3.997361, 4.002553, 4.003512, 4.004194,
       4.01775 , 4.029   , 4.009639, 4.029   , 4.015972, 4.029   ,
       4.015972, 4.023444, 4.015972, 4.029   , 4.014417, 4.029   ,
       4.015972, 4.029381, 4.0194  , 4.023167, 4.022056, 4.015972,
       4.029381, 4.029   , 4.022139, 4.015972, 4.029381, 4.029381,
       4.040819, 4.029083, 4.029381, 4.029083, 4.029381, 4.029381,
       4.040819, 4.032   , 4.029   , 4.032433, 4.033028, 4.040819,
       4.029381, 4.033886, 4.029   , 4.040083, 4.040819, 4.040819,
       4.040886, 4.042306, 4.041417, 4.03875 , 4.040819, 4.029   ,
       4.040819, 4.056559, 4.040886, 4.04244 , 4.041417, 4.043194,
       4.041694, 4.040886, 4.04642 , 4.044694, 4.049556, 4.051333,
       4.050192, 4.052028, 4.052444, 4.053667, 4.053694, 4.053667,
       4.053667, 4.0585  , 4.058056, 4.053667, 4.060028, 4.053667,
       4.0585  , 4.053667, 4.06425 , 4.053667, 4.053667, 4.060333,
       4.053667, 4.0585  , 4.059611, 4.059583, 4.06425 , 4.066322,
       4.063917, 4.065848, 4.06425 , 4.065667, 4.071278, 4.071389,
       4.072222, 4.071639, 4.06425 , 4.074778, 4.070306, 4.0817  ,
       4.074778, 4.079889, 4.081867, 4.0817  , 4.085936, 4.085936,
       4.0817  , 4.085936, 4.081441, 4.0817  , 4.0817  , 4.074778,
       4.085936, 4.085936, 4.0817  , 4.074778, 4.085936, 4.0817  ,
       4.085936, 4.08679 , 4.074778, 4.08663 , 4.091944, 4.09393 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_lon</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.787 9.787 9.764 ... 9.729 9.742</div><input id='attrs-0c7586c5-dc05-422f-8803-8ac216b9dd7f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c7586c5-dc05-422f-8803-8ac216b9dd7f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bea95ab9-4ae9-4c01-9946-7bb5a48e6853' class='xr-var-data-in' type='checkbox'><label for='data-bea95ab9-4ae9-4c01-9946-7bb5a48e6853' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_in_WGS84_projection</dd><dt><span>long_name :</span></dt><dd>site_0_longitude</dd></dl></div><div class='xr-var-data'><pre>array([9.787167, 9.787167, 9.763806, 9.745083, 9.76732 , 9.799472,
       9.705944, 9.767833, 9.741417, 9.767833, 9.738528, 9.767833,
       9.738528, 9.727083, 9.738528, 9.767833, 9.744694, 9.767833,
       9.738528, 9.696744, 9.743889, 9.792   , 9.67025 , 9.738528,
       9.696744, 9.767833, 9.737194, 9.738528, 9.696744, 9.696744,
       9.733028, 9.701944, 9.696744, 9.701944, 9.696744, 9.696744,
       9.733028, 9.71564 , 9.767833, 9.691575, 9.774333, 9.733028,
       9.696744, 9.683883, 9.767833, 9.706106, 9.733028, 9.733028,
       9.699006, 9.774   , 9.686417, 9.762056, 9.733028, 9.767833,
       9.733028, 9.702978, 9.699006, 9.704083, 9.686417, 9.707889,
       9.728389, 9.699006, 9.71598 , 9.703528, 9.698333, 9.706861,
       9.771911, 9.741306, 9.702389, 9.750917, 9.779361, 9.750917,
       9.750917, 9.768444, 9.738694, 9.750917, 9.726194, 9.750917,
       9.768444, 9.750917, 9.714664, 9.750917, 9.750917, 9.708444,
       9.750917, 9.768444, 9.743528, 9.704333, 9.714664, 9.759558,
       9.710083, 9.79152 , 9.714664, 9.722972, 9.714869, 9.729139,
       9.736111, 9.76925 , 9.714664, 9.761667, 9.719639, 9.786083,
       9.761667, 9.719417, 9.756825, 9.786083, 9.752944, 9.752944,
       9.786083, 9.752944, 9.765535, 9.786083, 9.786083, 9.761667,
       9.752944, 9.752944, 9.786083, 9.761667, 9.752944, 9.786083,
       9.752944, 9.73381 , 9.761667, 9.76601 , 9.729444, 9.74168 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_lat</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.977 3.979 3.997 ... 4.091 4.097</div><input id='attrs-c114ba15-3bbf-4849-8805-72541f558454' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c114ba15-3bbf-4849-8805-72541f558454' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa2bd327-160b-465c-9d2c-99a245ae5adc' class='xr-var-data-in' type='checkbox'><label for='data-aa2bd327-160b-465c-9d2c-99a245ae5adc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees in WGS84 projection</dd><dt><span>long_name :</span></dt><dd>site_1_latitude</dd></dl></div><div class='xr-var-data'><pre>array([3.97665 , 3.97866 , 3.99663 , 4.003231, 4.0105  , 4.012278,
       4.008306, 3.997361, 4.020194, 4.002553, 4.01734 , 4.004472,
       4.017917, 4.01048 , 4.0195  , 4.008442, 4.023111, 4.0105  ,
       4.023889, 4.0115  , 4.023111, 4.019889, 4.02603 , 4.03279 ,
       4.02012 , 4.02125 , 4.0284  , 4.035278, 4.02238 , 4.022917,
       4.01658 , 4.028333, 4.029444, 4.032028, 4.032433, 4.033417,
       4.023444, 4.03312 , 4.037361, 4.035333, 4.03527 , 4.028583,
       4.040886, 4.037472, 4.046556, 4.036926, 4.037722, 4.038342,
       4.03931 , 4.039278, 4.040697, 4.043386, 4.041694, 4.053694,
       4.043778, 4.028444, 4.04425 , 4.043194, 4.04625 , 4.044661,
       4.0475  , 4.048586, 4.048586, 4.051333, 4.04675 , 4.0465  ,
       4.049658, 4.048272, 4.04825 , 4.047389, 4.050472, 4.05525 ,
       4.058167, 4.053639, 4.054186, 4.059611, 4.053667, 4.06025 ,
       4.056417, 4.062806, 4.053242, 4.064069, 4.064361, 4.058638,
       4.066322, 4.063131, 4.06356 , 4.065972, 4.061556, 4.062528,
       4.06688 , 4.06725 , 4.07139 , 4.071389, 4.06688 , 4.07139 ,
       4.072661, 4.073367, 4.084075, 4.07475 , 4.079889, 4.069972,
       4.07833 , 4.07625 , 4.07475 , 4.076722, 4.072661, 4.073367,
       4.07844 , 4.074861, 4.081867, 4.08393 , 4.08438 , 4.093194,
       4.083056, 4.083528, 4.089889, 4.097333, 4.08663 , 4.091389,
       4.090833, 4.091278, 4.104861, 4.0945  , 4.091278, 4.097333])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_lon</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.792 9.816 9.759 ... 9.736 9.743</div><input id='attrs-b64c20b8-45f2-41d0-a0aa-a80ffb9152b3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b64c20b8-45f2-41d0-a0aa-a80ffb9152b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b3d8fb0-e0cc-4eb8-bdd0-76543ce690bb' class='xr-var-data-in' type='checkbox'><label for='data-8b3d8fb0-e0cc-4eb8-bdd0-76543ce690bb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees in WGS84 projection</dd><dt><span>long_name :</span></dt><dd>site_1_longitude</dd></dl></div><div class='xr-var-data'><pre>array([9.791866, 9.81613 , 9.75885 , 9.748639, 9.767719, 9.778111,
       9.701194, 9.763806, 9.723611, 9.745083, 9.73456 , 9.762056,
       9.768083, 9.72629 , 9.757556, 9.756817, 9.748472, 9.767719,
       9.780278, 9.721083, 9.748472, 9.805583, 9.69027 , 9.72802 ,
       9.69921 , 9.77399 , 9.741992, 9.73325 , 9.70976 , 9.694556,
       9.72684 , 9.705139, 9.686417, 9.709194, 9.691575, 9.699417,
       9.727083, 9.71203 , 9.755167, 9.691889, 9.77026 , 9.725667,
       9.699006, 9.688056, 9.766222, 9.703794, 9.711917, 9.741011,
       9.70265 , 9.7795  , 9.689827, 9.754583, 9.728389, 9.779361,
       9.747639, 9.73025 , 9.69725 , 9.707889, 9.688194, 9.700739,
       9.72575 , 9.721043, 9.721043, 9.706861, 9.698917, 9.708472,
       9.777253, 9.739644, 9.704556, 9.756833, 9.797806, 9.775889,
       9.754444, 9.767556, 9.745611, 9.743528, 9.750917, 9.734028,
       9.763167, 9.786861, 9.720853, 9.75311 , 9.767778, 9.715412,
       9.759558, 9.777639, 9.74569 , 9.706333, 9.719389, 9.76425 ,
       9.71287 , 9.799722, 9.72547 , 9.729139, 9.71287 , 9.72547 ,
       9.742681, 9.774   , 9.721058, 9.745583, 9.719417, 9.781778,
       9.75645 , 9.721778, 9.745583, 9.801611, 9.742681, 9.774   ,
       9.79339 , 9.753278, 9.756825, 9.7949  , 9.77848 , 9.751769,
       9.728889, 9.738306, 9.783583, 9.743333, 9.76601 , 9.808667,
       9.758611, 9.736042, 9.744   , 9.764367, 9.736042, 9.743333])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter</span></div><div class='xr-var-dims'>(cml_id, sublink_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 nan nan ... nan nan nan nan</div><input id='attrs-56527174-ae56-4cfd-973b-382c6695a9d1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56527174-ae56-4cfd-973b-382c6695a9d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-25de69f2-aeff-4e4e-b6cb-de6b099bf753' class='xr-var-data-in' type='checkbox'><label for='data-25de69f2-aeff-4e4e-b6cb-de6b099bf753' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>transmitter_site_identifier</dd></dl></div><div class='xr-var-data'><pre>array([[ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
...
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>length</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.852e+03 3.573e+03 ... 736.0 419.0</div><input id='attrs-9ce0efaf-14b0-4a62-9b14-789f2372b4aa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9ce0efaf-14b0-4a62-9b14-789f2372b4aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-81ff42bb-0621-401f-b357-7407735e781a' class='xr-var-data-in' type='checkbox'><label for='data-81ff42bb-0621-401f-b357-7407735e781a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>long_name :</span></dt><dd>distance_between_pair_of_antennas</dd></dl></div><div class='xr-var-data'><pre>array([1852., 3573.,  556.,  402.,  774., 2535., 1170., 3527., 2296.,
       3865.,  466., 2787., 3289., 1436., 2149., 2582., 1049., 2046.,
       4718., 3349.,  654., 1551., 2266., 2195., 1060., 1096.,  874.,
       2214., 1640.,  755., 2767.,  364., 1147.,  868.,  666.,  536.,
       2032.,  420., 1683.,  323.,  516., 1581., 1297.,  610., 1950.,
        433., 2369.,  928.,  441.,  697.,  387.,  975.,  524., 3016.,
       1655., 4340.,  420.,  431.,  570.,  810.,  706., 2591.,  611.,
        822.,  317.,  564.,  596.,  454.,  522.,  956., 2079., 2778.,
        633.,  546.,  879., 1051., 2834., 2012.,  630., 4117., 1398.,
       1176., 2214.,  796., 1697., 1142.,  498.,  741.,  603.,  669.,
        451.,  924., 1436.,  932.,  535.,  407.,  731.,  561., 2304.,
       1786., 1060., 1382.,  700.,  480., 1476., 1810., 1858., 2720.,
        888., 1225.,  968., 1010.,  895., 2314., 2690., 1647.,  947.,
       3219., 1453., 2727.,  830.,  555., 3862.,  889.,  736.,  419.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f9f4ab58-5528-4e47-be07-e8b80255ebc2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f9f4ab58-5528-4e47-be07-e8b80255ebc2' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>wet_dry_classification</dd><dt><span>method :</span></dt><dd>schleiss_n_berne_2010_adapted_to_nms_min_max_sampling</dd></dl></div></li></ul></div></div>

Remember that if you are using and IDE such as jupyter or vscode you can
type `wetdry.` and then press **tab** to get the available methods. You
can also check the `Wet/Dry classification` section in the left bar of
the [doc](https://rainsmore.github.io/raincell/) for further details.

Next we need to compute the attenuations. As we are using min and max
sampling, and TSL doesn’t vary a lot we will use minimum and maximum
attenuations.

``` python
att = (cml["tsl_min"] - cml["rsl_min"]).to_dataset(name="att_min")
att["att_max"] = cml["tsl_max"] - cml["rsl_max"]
```

Now that attenuation is ready, lets compute the baseline. During dry
periods signal is stable so minimum and máximum attenuation should also
be stable. For this reason we will take the average of both signals to
compute the baseline.

``` python
from raincell import baseline
```

``` python
avg = (att["att_min"] + att["att_max"])/2
avg.name = ""
bl = baseline.get_bl_as_last_dry_step(avg, wet)
bl
```

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       &#x27;4.015776N-9.756458E&#x27;, &#x27;4.016656N-9.736544E&#x27;, &#x27;4.016736N-9.764944E&#x27;,
       &#x27;4.016944N-9.753305E&#x27;, &#x27;4.016962N-9.726686E&#x27;, &#x27;4.017736N-9.748042E&#x27;,
       &#x27;4.018721N-9.762325E&#x27;, &#x27;4.018764N-9.746583E&#x27;, &#x27;4.019750N-9.767776E&#x27;,
       &#x27;4.019930N-9.759403E&#x27;, &#x27;4.020440N-9.708914E&#x27;, &#x27;4.021256N-9.746180E&#x27;,
       &#x27;4.021528N-9.798792E&#x27;, &#x27;4.024043N-9.680260E&#x27;, &#x27;4.024381N-9.733274E&#x27;,
       &#x27;4.024750N-9.697977E&#x27;, &#x27;4.025125N-9.770912E&#x27;, &#x27;4.025270N-9.739593E&#x27;,
       &#x27;4.025625N-9.735889E&#x27;, &#x27;4.025880N-9.703252E&#x27;, &#x27;4.026149N-9.695650E&#x27;,
       &#x27;4.028700N-9.729934E&#x27;, &#x27;4.028708N-9.703542E&#x27;, &#x27;4.029412N-9.691581E&#x27;,
       &#x27;4.030556N-9.705569E&#x27;, &#x27;4.030907N-9.694160E&#x27;, &#x27;4.031399N-9.698080E&#x27;,
       &#x27;4.032132N-9.730055E&#x27;, &#x27;4.032560N-9.713835E&#x27;, &#x27;4.033181N-9.761500E&#x27;,
       &#x27;4.033883N-9.691732E&#x27;, &#x27;4.034149N-9.772296E&#x27;, &#x27;4.034701N-9.729347E&#x27;,
       &#x27;4.035134N-9.697875E&#x27;, &#x27;4.035679N-9.685969E&#x27;, &#x27;4.037778N-9.767028E&#x27;,
       &#x27;4.038505N-9.704950E&#x27;, &#x27;4.039270N-9.722472E&#x27;, &#x27;4.039580N-9.737019E&#x27;,
       &#x27;4.040098N-9.700828E&#x27;, &#x27;4.040792N-9.776750E&#x27;, &#x27;4.041057N-9.688122E&#x27;,
       &#x27;4.041068N-9.758319E&#x27;, &#x27;4.041256N-9.730708E&#x27;, &#x27;4.041347N-9.773597E&#x27;,
       &#x27;4.042298N-9.740333E&#x27;, &#x27;4.042502N-9.716614E&#x27;, &#x27;4.042568N-9.698128E&#x27;,
       &#x27;4.042817N-9.705986E&#x27;, &#x27;4.043833N-9.687306E&#x27;, &#x27;4.043927N-9.704314E&#x27;,
       &#x27;4.044597N-9.727069E&#x27;, &#x27;4.044736N-9.710024E&#x27;, &#x27;4.047503N-9.718511E&#x27;,
       &#x27;4.048013N-9.705195E&#x27;, &#x27;4.048153N-9.698625E&#x27;, &#x27;4.048916N-9.707667E&#x27;,
       &#x27;4.049925N-9.774582E&#x27;, &#x27;4.050150N-9.740475E&#x27;, &#x27;4.050347N-9.703473E&#x27;,
       &#x27;4.050528N-9.753875E&#x27;, &#x27;4.052083N-9.788583E&#x27;, &#x27;4.054458N-9.763403E&#x27;,
       &#x27;4.055917N-9.752681E&#x27;, &#x27;4.056070N-9.768000E&#x27;, &#x27;4.056121N-9.742152E&#x27;,
       &#x27;4.056639N-9.747222E&#x27;, &#x27;4.056847N-9.738556E&#x27;, &#x27;4.056959N-9.742472E&#x27;,
       &#x27;4.057459N-9.765805E&#x27;, &#x27;4.058236N-9.768889E&#x27;, &#x27;4.058746N-9.717759E&#x27;,
       &#x27;4.058868N-9.752014E&#x27;, &#x27;4.059014N-9.759348E&#x27;, &#x27;4.059486N-9.711928E&#x27;,
       &#x27;4.059995N-9.755237E&#x27;, &#x27;4.060816N-9.773042E&#x27;, &#x27;4.061585N-9.744609E&#x27;,
       &#x27;4.062778N-9.705333E&#x27;, &#x27;4.062903N-9.717026E&#x27;, &#x27;4.064425N-9.761904E&#x27;,
       &#x27;4.065399N-9.711476E&#x27;, &#x27;4.066549N-9.795621E&#x27;, &#x27;4.067820N-9.720067E&#x27;,
       &#x27;4.068528N-9.726056E&#x27;, &#x27;4.069079N-9.713870E&#x27;, &#x27;4.071390N-9.727304E&#x27;,
       &#x27;4.072442N-9.739396E&#x27;, &#x27;4.072503N-9.771625E&#x27;, &#x27;4.074162N-9.717861E&#x27;,
       &#x27;4.074764N-9.753625E&#x27;, &#x27;4.075098N-9.719528E&#x27;, &#x27;4.075836N-9.783931E&#x27;,
       &#x27;4.076554N-9.759058E&#x27;, &#x27;4.078069N-9.720598E&#x27;, &#x27;4.078309N-9.751204E&#x27;,
       &#x27;4.079211N-9.793847E&#x27;, &#x27;4.079299N-9.747812E&#x27;, &#x27;4.079652N-9.763472E&#x27;,
       &#x27;4.080070N-9.789737E&#x27;, &#x27;4.080399N-9.753111E&#x27;, &#x27;4.081654N-9.761180E&#x27;,
       &#x27;4.082815N-9.790491E&#x27;, &#x27;4.083040N-9.782281E&#x27;, &#x27;4.083986N-9.756718E&#x27;,
       &#x27;4.084496N-9.740917E&#x27;, &#x27;4.084732N-9.745625E&#x27;, &#x27;4.085795N-9.784833E&#x27;,
       &#x27;4.086056N-9.752500E&#x27;, &#x27;4.086283N-9.759477E&#x27;, &#x27;4.086545N-9.797375E&#x27;,
       &#x27;4.088385N-9.755778E&#x27;, &#x27;4.089034N-9.734926E&#x27;, &#x27;4.089819N-9.752833E&#x27;,
       &#x27;4.090565N-9.765189E&#x27;, &#x27;4.091611N-9.732743E&#x27;, &#x27;4.095631N-9.742507E&#x27;],
      dtype=&#x27;&lt;U19&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>sublink_id</span></div><div class='xr-var-dims'>(sublink_id)</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;0_0&#x27; &#x27;0_1&#x27; &#x27;1_0&#x27; &#x27;1_1&#x27; &#x27;2_0&#x27; &#x27;2_1&#x27;</div><input id='attrs-dc9eae75-0fa6-4ca8-90ec-cac79fcce7f5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dc9eae75-0fa6-4ca8-90ec-cac79fcce7f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1455af37-5986-461c-bf4d-d2154ecc1aac' class='xr-var-data-in' type='checkbox'><label for='data-1455af37-5986-461c-bf4d-d2154ecc1aac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>sublink_identifier</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;0_0&#x27;, &#x27;0_1&#x27;, &#x27;1_0&#x27;, &#x27;1_1&#x27;, &#x27;2_0&#x27;, &#x27;2_1&#x27;], dtype=&#x27;&lt;U3&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2019-07-01T00:05:00 ... 2019-07-...</div><input id='attrs-e15de3d3-0266-4ecf-be8d-7fd5b74520f9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e15de3d3-0266-4ecf-be8d-7fd5b74520f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9ab92fd-cdee-4b34-a365-56d1965e6a4a' class='xr-var-data-in' type='checkbox'><label for='data-e9ab92fd-cdee-4b34-a365-56d1965e6a4a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time_utc</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2019-07-01T00:05:00.000000000&#x27;, &#x27;2019-07-01T00:20:00.000000000&#x27;,
       &#x27;2019-07-01T00:35:00.000000000&#x27;, ..., &#x27;2019-07-31T23:20:00.000000000&#x27;,
       &#x27;2019-07-31T23:35:00.000000000&#x27;, &#x27;2019-07-31T23:50:00.000000000&#x27;],
      shape=(2964,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>frequency</span></div><div class='xr-var-dims'>(cml_id, sublink_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.505e+04 1.456e+04 nan ... nan nan</div><input id='attrs-078a1743-2606-4e11-8bdc-536bc906f10d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-078a1743-2606-4e11-8bdc-536bc906f10d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96f988a1-0f62-47c4-bc71-37a501c587a4' class='xr-var-data-in' type='checkbox'><label for='data-96f988a1-0f62-47c4-bc71-37a501c587a4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>MHz</dd><dt><span>long_name :</span></dt><dd>sublink_frequency</dd></dl></div><div class='xr-var-data'><pre>array([[15047., 14557.,    nan,    nan,    nan,    nan],
       [12765., 13031.,    nan,    nan,    nan,    nan],
       [18765., 17755.,    nan,    nan,    nan,    nan],
       [14907., 14417.,    nan,    nan,    nan,    nan],
       [17728., 18738.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14473., 14963.,    nan,    nan,    nan,    nan],
       [17755., 18765.,    nan,    nan,    nan,    nan],
       [ 8335.,  8454.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [15019., 14529.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14501., 14991.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [15103., 14613.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
...
       [14445., 14935.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [17838., 18848.,    nan,    nan,    nan,    nan],
       [ 8468.,  8349.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [ 8426.,  8307.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14963., 14473.,    nan,    nan,    nan,    nan],
       [ 8468.,  8349.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14585., 15075.,    nan,    nan,    nan,    nan],
       [17728., 18738.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14585., 15075.,    nan,    nan,    nan,    nan],
       [14501., 14991.,    nan,    nan,    nan,    nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_lat</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.993 3.993 3.997 ... 4.092 4.094</div><input id='attrs-a706342d-e00c-48f4-8981-c9082849be28' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a706342d-e00c-48f4-8981-c9082849be28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aeb6960b-503c-4b8c-aa0a-149b0b448bdc' class='xr-var-data-in' type='checkbox'><label for='data-aeb6960b-503c-4b8c-aa0a-149b0b448bdc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_in_WGS84_projection</dd><dt><span>long_name :</span></dt><dd>site_0_latitude</dd></dl></div><div class='xr-var-data'><pre>array([3.992722, 3.992722, 3.997361, 4.002553, 4.003512, 4.004194,
       4.01775 , 4.029   , 4.009639, 4.029   , 4.015972, 4.029   ,
       4.015972, 4.023444, 4.015972, 4.029   , 4.014417, 4.029   ,
       4.015972, 4.029381, 4.0194  , 4.023167, 4.022056, 4.015972,
       4.029381, 4.029   , 4.022139, 4.015972, 4.029381, 4.029381,
       4.040819, 4.029083, 4.029381, 4.029083, 4.029381, 4.029381,
       4.040819, 4.032   , 4.029   , 4.032433, 4.033028, 4.040819,
       4.029381, 4.033886, 4.029   , 4.040083, 4.040819, 4.040819,
       4.040886, 4.042306, 4.041417, 4.03875 , 4.040819, 4.029   ,
       4.040819, 4.056559, 4.040886, 4.04244 , 4.041417, 4.043194,
       4.041694, 4.040886, 4.04642 , 4.044694, 4.049556, 4.051333,
       4.050192, 4.052028, 4.052444, 4.053667, 4.053694, 4.053667,
       4.053667, 4.0585  , 4.058056, 4.053667, 4.060028, 4.053667,
       4.0585  , 4.053667, 4.06425 , 4.053667, 4.053667, 4.060333,
       4.053667, 4.0585  , 4.059611, 4.059583, 4.06425 , 4.066322,
       4.063917, 4.065848, 4.06425 , 4.065667, 4.071278, 4.071389,
       4.072222, 4.071639, 4.06425 , 4.074778, 4.070306, 4.0817  ,
       4.074778, 4.079889, 4.081867, 4.0817  , 4.085936, 4.085936,
       4.0817  , 4.085936, 4.081441, 4.0817  , 4.0817  , 4.074778,
       4.085936, 4.085936, 4.0817  , 4.074778, 4.085936, 4.0817  ,
       4.085936, 4.08679 , 4.074778, 4.08663 , 4.091944, 4.09393 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_lon</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.787 9.787 9.764 ... 9.729 9.742</div><input id='attrs-d4ccc1b6-5978-48a4-9d1f-922ab938daa2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d4ccc1b6-5978-48a4-9d1f-922ab938daa2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c729cb3-56e7-4924-8775-477c2127f3ac' class='xr-var-data-in' type='checkbox'><label for='data-9c729cb3-56e7-4924-8775-477c2127f3ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_in_WGS84_projection</dd><dt><span>long_name :</span></dt><dd>site_0_longitude</dd></dl></div><div class='xr-var-data'><pre>array([9.787167, 9.787167, 9.763806, 9.745083, 9.76732 , 9.799472,
       9.705944, 9.767833, 9.741417, 9.767833, 9.738528, 9.767833,
       9.738528, 9.727083, 9.738528, 9.767833, 9.744694, 9.767833,
       9.738528, 9.696744, 9.743889, 9.792   , 9.67025 , 9.738528,
       9.696744, 9.767833, 9.737194, 9.738528, 9.696744, 9.696744,
       9.733028, 9.701944, 9.696744, 9.701944, 9.696744, 9.696744,
       9.733028, 9.71564 , 9.767833, 9.691575, 9.774333, 9.733028,
       9.696744, 9.683883, 9.767833, 9.706106, 9.733028, 9.733028,
       9.699006, 9.774   , 9.686417, 9.762056, 9.733028, 9.767833,
       9.733028, 9.702978, 9.699006, 9.704083, 9.686417, 9.707889,
       9.728389, 9.699006, 9.71598 , 9.703528, 9.698333, 9.706861,
       9.771911, 9.741306, 9.702389, 9.750917, 9.779361, 9.750917,
       9.750917, 9.768444, 9.738694, 9.750917, 9.726194, 9.750917,
       9.768444, 9.750917, 9.714664, 9.750917, 9.750917, 9.708444,
       9.750917, 9.768444, 9.743528, 9.704333, 9.714664, 9.759558,
       9.710083, 9.79152 , 9.714664, 9.722972, 9.714869, 9.729139,
       9.736111, 9.76925 , 9.714664, 9.761667, 9.719639, 9.786083,
       9.761667, 9.719417, 9.756825, 9.786083, 9.752944, 9.752944,
       9.786083, 9.752944, 9.765535, 9.786083, 9.786083, 9.761667,
       9.752944, 9.752944, 9.786083, 9.761667, 9.752944, 9.786083,
       9.752944, 9.73381 , 9.761667, 9.76601 , 9.729444, 9.74168 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_lat</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.977 3.979 3.997 ... 4.091 4.097</div><input id='attrs-3778b358-4023-4f95-8d0a-4f4f78629d51' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3778b358-4023-4f95-8d0a-4f4f78629d51' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-80f785d7-bf36-4bda-a577-496e54005683' class='xr-var-data-in' type='checkbox'><label for='data-80f785d7-bf36-4bda-a577-496e54005683' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees in WGS84 projection</dd><dt><span>long_name :</span></dt><dd>site_1_latitude</dd></dl></div><div class='xr-var-data'><pre>array([3.97665 , 3.97866 , 3.99663 , 4.003231, 4.0105  , 4.012278,
       4.008306, 3.997361, 4.020194, 4.002553, 4.01734 , 4.004472,
       4.017917, 4.01048 , 4.0195  , 4.008442, 4.023111, 4.0105  ,
       4.023889, 4.0115  , 4.023111, 4.019889, 4.02603 , 4.03279 ,
       4.02012 , 4.02125 , 4.0284  , 4.035278, 4.02238 , 4.022917,
       4.01658 , 4.028333, 4.029444, 4.032028, 4.032433, 4.033417,
       4.023444, 4.03312 , 4.037361, 4.035333, 4.03527 , 4.028583,
       4.040886, 4.037472, 4.046556, 4.036926, 4.037722, 4.038342,
       4.03931 , 4.039278, 4.040697, 4.043386, 4.041694, 4.053694,
       4.043778, 4.028444, 4.04425 , 4.043194, 4.04625 , 4.044661,
       4.0475  , 4.048586, 4.048586, 4.051333, 4.04675 , 4.0465  ,
       4.049658, 4.048272, 4.04825 , 4.047389, 4.050472, 4.05525 ,
       4.058167, 4.053639, 4.054186, 4.059611, 4.053667, 4.06025 ,
       4.056417, 4.062806, 4.053242, 4.064069, 4.064361, 4.058638,
       4.066322, 4.063131, 4.06356 , 4.065972, 4.061556, 4.062528,
       4.06688 , 4.06725 , 4.07139 , 4.071389, 4.06688 , 4.07139 ,
       4.072661, 4.073367, 4.084075, 4.07475 , 4.079889, 4.069972,
       4.07833 , 4.07625 , 4.07475 , 4.076722, 4.072661, 4.073367,
       4.07844 , 4.074861, 4.081867, 4.08393 , 4.08438 , 4.093194,
       4.083056, 4.083528, 4.089889, 4.097333, 4.08663 , 4.091389,
       4.090833, 4.091278, 4.104861, 4.0945  , 4.091278, 4.097333])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_lon</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.792 9.816 9.759 ... 9.736 9.743</div><input id='attrs-12f136df-6868-427d-98f2-85e12232b0ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-12f136df-6868-427d-98f2-85e12232b0ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2db63217-ee9f-4b05-847a-a4fb5a970a5b' class='xr-var-data-in' type='checkbox'><label for='data-2db63217-ee9f-4b05-847a-a4fb5a970a5b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees in WGS84 projection</dd><dt><span>long_name :</span></dt><dd>site_1_longitude</dd></dl></div><div class='xr-var-data'><pre>array([9.791866, 9.81613 , 9.75885 , 9.748639, 9.767719, 9.778111,
       9.701194, 9.763806, 9.723611, 9.745083, 9.73456 , 9.762056,
       9.768083, 9.72629 , 9.757556, 9.756817, 9.748472, 9.767719,
       9.780278, 9.721083, 9.748472, 9.805583, 9.69027 , 9.72802 ,
       9.69921 , 9.77399 , 9.741992, 9.73325 , 9.70976 , 9.694556,
       9.72684 , 9.705139, 9.686417, 9.709194, 9.691575, 9.699417,
       9.727083, 9.71203 , 9.755167, 9.691889, 9.77026 , 9.725667,
       9.699006, 9.688056, 9.766222, 9.703794, 9.711917, 9.741011,
       9.70265 , 9.7795  , 9.689827, 9.754583, 9.728389, 9.779361,
       9.747639, 9.73025 , 9.69725 , 9.707889, 9.688194, 9.700739,
       9.72575 , 9.721043, 9.721043, 9.706861, 9.698917, 9.708472,
       9.777253, 9.739644, 9.704556, 9.756833, 9.797806, 9.775889,
       9.754444, 9.767556, 9.745611, 9.743528, 9.750917, 9.734028,
       9.763167, 9.786861, 9.720853, 9.75311 , 9.767778, 9.715412,
       9.759558, 9.777639, 9.74569 , 9.706333, 9.719389, 9.76425 ,
       9.71287 , 9.799722, 9.72547 , 9.729139, 9.71287 , 9.72547 ,
       9.742681, 9.774   , 9.721058, 9.745583, 9.719417, 9.781778,
       9.75645 , 9.721778, 9.745583, 9.801611, 9.742681, 9.774   ,
       9.79339 , 9.753278, 9.756825, 9.7949  , 9.77848 , 9.751769,
       9.728889, 9.738306, 9.783583, 9.743333, 9.76601 , 9.808667,
       9.758611, 9.736042, 9.744   , 9.764367, 9.736042, 9.743333])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter</span></div><div class='xr-var-dims'>(cml_id, sublink_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 nan nan ... nan nan nan nan</div><input id='attrs-b8e47ebe-fa88-4a82-9d79-2b327dceaf12' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b8e47ebe-fa88-4a82-9d79-2b327dceaf12' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-971c1c81-caaa-4713-a6ec-8f883b2560f6' class='xr-var-data-in' type='checkbox'><label for='data-971c1c81-caaa-4713-a6ec-8f883b2560f6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>transmitter_site_identifier</dd></dl></div><div class='xr-var-data'><pre>array([[ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
...
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>length</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.852e+03 3.573e+03 ... 736.0 419.0</div><input id='attrs-a7160c14-6667-4e25-9b3f-be2cc094b88e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a7160c14-6667-4e25-9b3f-be2cc094b88e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d6cca1e-5366-4ebc-a38f-3bae2ebfc7d0' class='xr-var-data-in' type='checkbox'><label for='data-6d6cca1e-5366-4ebc-a38f-3bae2ebfc7d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>long_name :</span></dt><dd>distance_between_pair_of_antennas</dd></dl></div><div class='xr-var-data'><pre>array([1852., 3573.,  556.,  402.,  774., 2535., 1170., 3527., 2296.,
       3865.,  466., 2787., 3289., 1436., 2149., 2582., 1049., 2046.,
       4718., 3349.,  654., 1551., 2266., 2195., 1060., 1096.,  874.,
       2214., 1640.,  755., 2767.,  364., 1147.,  868.,  666.,  536.,
       2032.,  420., 1683.,  323.,  516., 1581., 1297.,  610., 1950.,
        433., 2369.,  928.,  441.,  697.,  387.,  975.,  524., 3016.,
       1655., 4340.,  420.,  431.,  570.,  810.,  706., 2591.,  611.,
        822.,  317.,  564.,  596.,  454.,  522.,  956., 2079., 2778.,
        633.,  546.,  879., 1051., 2834., 2012.,  630., 4117., 1398.,
       1176., 2214.,  796., 1697., 1142.,  498.,  741.,  603.,  669.,
        451.,  924., 1436.,  932.,  535.,  407.,  731.,  561., 2304.,
       1786., 1060., 1382.,  700.,  480., 1476., 1810., 1858., 2720.,
        888., 1225.,  968., 1010.,  895., 2314., 2690., 1647.,  947.,
       3219., 1453., 2727.,  830.,  555., 3862.,  889.,  736.,  419.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-caef3e32-ba9d-4d17-bfde-0fb3f07b9ae0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-caef3e32-ba9d-4d17-bfde-0fb3f07b9ae0' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>_baseline</dd><dt><span>method :</span></dt><dd>get_bl_as_last_dry_step</dd></dl></div></li></ul></div></div>

By removing the baseline to the attenuations we can obtain the
attenuation due to rain.

``` python
att_rain = att - bl
att_rain
```

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&#10;.xr-var-attrs-in:checked ~ .xr-var-attrs,
.xr-var-data-in:checked ~ .xr-var-data,
.xr-index-data-in:checked ~ .xr-index-data {
  display: block;
}
&#10;.xr-var-data > table {
  float: right;
}
&#10;.xr-var-data > pre,
.xr-index-data > pre,
.xr-var-data > table > tbody > tr {
  background-color: transparent !important;
}
&#10;.xr-var-name span,
.xr-var-data,
.xr-index-name div,
.xr-index-data,
.xr-attrs {
  padding-left: 25px !important;
}
&#10;.xr-attrs,
.xr-var-attrs,
.xr-var-data,
.xr-index-data {
  grid-column: 1 / -1;
}
&#10;dl.xr-attrs {
  padding: 0;
  margin: 0;
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&#10;.xr-attrs dt,
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&#10;.xr-icon-database,
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&#10;.xr-var-attrs-in:checked + label > .xr-icon-file-text2,
.xr-var-data-in:checked + label > .xr-icon-database,
.xr-index-data-in:checked + label > .xr-icon-database {
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</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 36MB
Dimensions:      (cml_id: 126, sublink_id: 6, time: 2964)
Coordinates: (10)
Data variables:
    att_min      (cml_id, sublink_id, time) float64 18MB 0.6 0.25 ... nan nan
    att_max      (cml_id, sublink_id, time) float64 18MB -0.6 -0.25 ... nan nan</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-76b6a344-e1d0-45cd-8fc5-a11e4971cf43' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-76b6a344-e1d0-45cd-8fc5-a11e4971cf43' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>cml_id</span>: 126</li><li><span class='xr-has-index'>sublink_id</span>: 6</li><li><span class='xr-has-index'>time</span>: 2964</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-45899010-024c-44f6-8bd8-547736219f79' class='xr-section-summary-in' type='checkbox'  ><label for='section-45899010-024c-44f6-8bd8-547736219f79' class='xr-section-summary' >Coordinates: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>cml_id</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>&lt;U19</div><div class='xr-var-preview xr-preview'>&#x27;3.984686N-9.789517E&#x27; ... &#x27;4.095...</div><input id='attrs-9b3d3f35-dc53-4a42-820c-e573b79aa3fd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9b3d3f35-dc53-4a42-820c-e573b79aa3fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9963cb2-a302-42f7-9ddf-1d1841d69c72' class='xr-var-data-in' type='checkbox'><label for='data-f9963cb2-a302-42f7-9ddf-1d1841d69c72' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>commercial_microwave_link_identifier</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;3.984686N-9.789517E&#x27;, &#x27;3.985691N-9.801648E&#x27;, &#x27;3.996996N-9.761328E&#x27;,
       &#x27;4.002892N-9.746861E&#x27;, &#x27;4.007006N-9.767519E&#x27;, &#x27;4.008236N-9.788792E&#x27;,
       &#x27;4.013028N-9.703569E&#x27;, &#x27;4.013180N-9.765819E&#x27;, &#x27;4.014916N-9.732514E&#x27;,
       &#x27;4.015776N-9.756458E&#x27;, &#x27;4.016656N-9.736544E&#x27;, &#x27;4.016736N-9.764944E&#x27;,
       &#x27;4.016944N-9.753305E&#x27;, &#x27;4.016962N-9.726686E&#x27;, &#x27;4.017736N-9.748042E&#x27;,
       &#x27;4.018721N-9.762325E&#x27;, &#x27;4.018764N-9.746583E&#x27;, &#x27;4.019750N-9.767776E&#x27;,
       &#x27;4.019930N-9.759403E&#x27;, &#x27;4.020440N-9.708914E&#x27;, &#x27;4.021256N-9.746180E&#x27;,
       &#x27;4.021528N-9.798792E&#x27;, &#x27;4.024043N-9.680260E&#x27;, &#x27;4.024381N-9.733274E&#x27;,
       &#x27;4.024750N-9.697977E&#x27;, &#x27;4.025125N-9.770912E&#x27;, &#x27;4.025270N-9.739593E&#x27;,
       &#x27;4.025625N-9.735889E&#x27;, &#x27;4.025880N-9.703252E&#x27;, &#x27;4.026149N-9.695650E&#x27;,
       &#x27;4.028700N-9.729934E&#x27;, &#x27;4.028708N-9.703542E&#x27;, &#x27;4.029412N-9.691581E&#x27;,
       &#x27;4.030556N-9.705569E&#x27;, &#x27;4.030907N-9.694160E&#x27;, &#x27;4.031399N-9.698080E&#x27;,
       &#x27;4.032132N-9.730055E&#x27;, &#x27;4.032560N-9.713835E&#x27;, &#x27;4.033181N-9.761500E&#x27;,
       &#x27;4.033883N-9.691732E&#x27;, &#x27;4.034149N-9.772296E&#x27;, &#x27;4.034701N-9.729347E&#x27;,
       &#x27;4.035134N-9.697875E&#x27;, &#x27;4.035679N-9.685969E&#x27;, &#x27;4.037778N-9.767028E&#x27;,
       &#x27;4.038505N-9.704950E&#x27;, &#x27;4.039270N-9.722472E&#x27;, &#x27;4.039580N-9.737019E&#x27;,
       &#x27;4.040098N-9.700828E&#x27;, &#x27;4.040792N-9.776750E&#x27;, &#x27;4.041057N-9.688122E&#x27;,
       &#x27;4.041068N-9.758319E&#x27;, &#x27;4.041256N-9.730708E&#x27;, &#x27;4.041347N-9.773597E&#x27;,
       &#x27;4.042298N-9.740333E&#x27;, &#x27;4.042502N-9.716614E&#x27;, &#x27;4.042568N-9.698128E&#x27;,
       &#x27;4.042817N-9.705986E&#x27;, &#x27;4.043833N-9.687306E&#x27;, &#x27;4.043927N-9.704314E&#x27;,
       &#x27;4.044597N-9.727069E&#x27;, &#x27;4.044736N-9.710024E&#x27;, &#x27;4.047503N-9.718511E&#x27;,
       &#x27;4.048013N-9.705195E&#x27;, &#x27;4.048153N-9.698625E&#x27;, &#x27;4.048916N-9.707667E&#x27;,
       &#x27;4.049925N-9.774582E&#x27;, &#x27;4.050150N-9.740475E&#x27;, &#x27;4.050347N-9.703473E&#x27;,
       &#x27;4.050528N-9.753875E&#x27;, &#x27;4.052083N-9.788583E&#x27;, &#x27;4.054458N-9.763403E&#x27;,
       &#x27;4.055917N-9.752681E&#x27;, &#x27;4.056070N-9.768000E&#x27;, &#x27;4.056121N-9.742152E&#x27;,
       &#x27;4.056639N-9.747222E&#x27;, &#x27;4.056847N-9.738556E&#x27;, &#x27;4.056959N-9.742472E&#x27;,
       &#x27;4.057459N-9.765805E&#x27;, &#x27;4.058236N-9.768889E&#x27;, &#x27;4.058746N-9.717759E&#x27;,
       &#x27;4.058868N-9.752014E&#x27;, &#x27;4.059014N-9.759348E&#x27;, &#x27;4.059486N-9.711928E&#x27;,
       &#x27;4.059995N-9.755237E&#x27;, &#x27;4.060816N-9.773042E&#x27;, &#x27;4.061585N-9.744609E&#x27;,
       &#x27;4.062778N-9.705333E&#x27;, &#x27;4.062903N-9.717026E&#x27;, &#x27;4.064425N-9.761904E&#x27;,
       &#x27;4.065399N-9.711476E&#x27;, &#x27;4.066549N-9.795621E&#x27;, &#x27;4.067820N-9.720067E&#x27;,
       &#x27;4.068528N-9.726056E&#x27;, &#x27;4.069079N-9.713870E&#x27;, &#x27;4.071390N-9.727304E&#x27;,
       &#x27;4.072442N-9.739396E&#x27;, &#x27;4.072503N-9.771625E&#x27;, &#x27;4.074162N-9.717861E&#x27;,
       &#x27;4.074764N-9.753625E&#x27;, &#x27;4.075098N-9.719528E&#x27;, &#x27;4.075836N-9.783931E&#x27;,
       &#x27;4.076554N-9.759058E&#x27;, &#x27;4.078069N-9.720598E&#x27;, &#x27;4.078309N-9.751204E&#x27;,
       &#x27;4.079211N-9.793847E&#x27;, &#x27;4.079299N-9.747812E&#x27;, &#x27;4.079652N-9.763472E&#x27;,
       &#x27;4.080070N-9.789737E&#x27;, &#x27;4.080399N-9.753111E&#x27;, &#x27;4.081654N-9.761180E&#x27;,
       &#x27;4.082815N-9.790491E&#x27;, &#x27;4.083040N-9.782281E&#x27;, &#x27;4.083986N-9.756718E&#x27;,
       &#x27;4.084496N-9.740917E&#x27;, &#x27;4.084732N-9.745625E&#x27;, &#x27;4.085795N-9.784833E&#x27;,
       &#x27;4.086056N-9.752500E&#x27;, &#x27;4.086283N-9.759477E&#x27;, &#x27;4.086545N-9.797375E&#x27;,
       &#x27;4.088385N-9.755778E&#x27;, &#x27;4.089034N-9.734926E&#x27;, &#x27;4.089819N-9.752833E&#x27;,
       &#x27;4.090565N-9.765189E&#x27;, &#x27;4.091611N-9.732743E&#x27;, &#x27;4.095631N-9.742507E&#x27;],
      dtype=&#x27;&lt;U19&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>sublink_id</span></div><div class='xr-var-dims'>(sublink_id)</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;0_0&#x27; &#x27;0_1&#x27; &#x27;1_0&#x27; &#x27;1_1&#x27; &#x27;2_0&#x27; &#x27;2_1&#x27;</div><input id='attrs-7faf2c8c-2e06-4ff9-8b13-400b1da9de27' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7faf2c8c-2e06-4ff9-8b13-400b1da9de27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6711231-5ab4-4585-a04b-60d3498a9ce5' class='xr-var-data-in' type='checkbox'><label for='data-f6711231-5ab4-4585-a04b-60d3498a9ce5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>sublink_identifier</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;0_0&#x27;, &#x27;0_1&#x27;, &#x27;1_0&#x27;, &#x27;1_1&#x27;, &#x27;2_0&#x27;, &#x27;2_1&#x27;], dtype=&#x27;&lt;U3&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2019-07-01T00:05:00 ... 2019-07-...</div><input id='attrs-3ff9f31e-42e7-4129-bba6-5596f065b3f1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3ff9f31e-42e7-4129-bba6-5596f065b3f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed8e9bac-7fac-4f93-a7cc-6702ec653ca5' class='xr-var-data-in' type='checkbox'><label for='data-ed8e9bac-7fac-4f93-a7cc-6702ec653ca5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time_utc</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2019-07-01T00:05:00.000000000&#x27;, &#x27;2019-07-01T00:20:00.000000000&#x27;,
       &#x27;2019-07-01T00:35:00.000000000&#x27;, ..., &#x27;2019-07-31T23:20:00.000000000&#x27;,
       &#x27;2019-07-31T23:35:00.000000000&#x27;, &#x27;2019-07-31T23:50:00.000000000&#x27;],
      shape=(2964,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>frequency</span></div><div class='xr-var-dims'>(cml_id, sublink_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.505e+04 1.456e+04 nan ... nan nan</div><input id='attrs-04cc0c49-103f-4a3e-85e9-6f9d00988c8e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-04cc0c49-103f-4a3e-85e9-6f9d00988c8e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-afa6e203-930e-4107-9fbb-e8bbecb98c98' class='xr-var-data-in' type='checkbox'><label for='data-afa6e203-930e-4107-9fbb-e8bbecb98c98' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>MHz</dd><dt><span>long_name :</span></dt><dd>sublink_frequency</dd></dl></div><div class='xr-var-data'><pre>array([[15047., 14557.,    nan,    nan,    nan,    nan],
       [12765., 13031.,    nan,    nan,    nan,    nan],
       [18765., 17755.,    nan,    nan,    nan,    nan],
       [14907., 14417.,    nan,    nan,    nan,    nan],
       [17728., 18738.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14473., 14963.,    nan,    nan,    nan,    nan],
       [17755., 18765.,    nan,    nan,    nan,    nan],
       [ 8335.,  8454.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [15019., 14529.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14501., 14991.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [15103., 14613.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
...
       [14445., 14935.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [17838., 18848.,    nan,    nan,    nan,    nan],
       [ 8468.,  8349.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [ 8426.,  8307.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14963., 14473.,    nan,    nan,    nan,    nan],
       [ 8468.,  8349.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14585., 15075.,    nan,    nan,    nan,    nan],
       [17728., 18738.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14585., 15075.,    nan,    nan,    nan,    nan],
       [14501., 14991.,    nan,    nan,    nan,    nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_lat</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.993 3.993 3.997 ... 4.092 4.094</div><input id='attrs-b93f9846-6c3c-4505-9d37-ffca3d26ef17' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b93f9846-6c3c-4505-9d37-ffca3d26ef17' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c415dd9d-1f7c-4eac-9a19-b0c876045867' class='xr-var-data-in' type='checkbox'><label for='data-c415dd9d-1f7c-4eac-9a19-b0c876045867' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_in_WGS84_projection</dd><dt><span>long_name :</span></dt><dd>site_0_latitude</dd></dl></div><div class='xr-var-data'><pre>array([3.992722, 3.992722, 3.997361, 4.002553, 4.003512, 4.004194,
       4.01775 , 4.029   , 4.009639, 4.029   , 4.015972, 4.029   ,
       4.015972, 4.023444, 4.015972, 4.029   , 4.014417, 4.029   ,
       4.015972, 4.029381, 4.0194  , 4.023167, 4.022056, 4.015972,
       4.029381, 4.029   , 4.022139, 4.015972, 4.029381, 4.029381,
       4.040819, 4.029083, 4.029381, 4.029083, 4.029381, 4.029381,
       4.040819, 4.032   , 4.029   , 4.032433, 4.033028, 4.040819,
       4.029381, 4.033886, 4.029   , 4.040083, 4.040819, 4.040819,
       4.040886, 4.042306, 4.041417, 4.03875 , 4.040819, 4.029   ,
       4.040819, 4.056559, 4.040886, 4.04244 , 4.041417, 4.043194,
       4.041694, 4.040886, 4.04642 , 4.044694, 4.049556, 4.051333,
       4.050192, 4.052028, 4.052444, 4.053667, 4.053694, 4.053667,
       4.053667, 4.0585  , 4.058056, 4.053667, 4.060028, 4.053667,
       4.0585  , 4.053667, 4.06425 , 4.053667, 4.053667, 4.060333,
       4.053667, 4.0585  , 4.059611, 4.059583, 4.06425 , 4.066322,
       4.063917, 4.065848, 4.06425 , 4.065667, 4.071278, 4.071389,
       4.072222, 4.071639, 4.06425 , 4.074778, 4.070306, 4.0817  ,
       4.074778, 4.079889, 4.081867, 4.0817  , 4.085936, 4.085936,
       4.0817  , 4.085936, 4.081441, 4.0817  , 4.0817  , 4.074778,
       4.085936, 4.085936, 4.0817  , 4.074778, 4.085936, 4.0817  ,
       4.085936, 4.08679 , 4.074778, 4.08663 , 4.091944, 4.09393 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_lon</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.787 9.787 9.764 ... 9.729 9.742</div><input id='attrs-6e0ed459-330a-454c-9ccd-a850013017fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6e0ed459-330a-454c-9ccd-a850013017fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0eef5c6e-7347-4fac-9d10-c2f670c09580' class='xr-var-data-in' type='checkbox'><label for='data-0eef5c6e-7347-4fac-9d10-c2f670c09580' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_in_WGS84_projection</dd><dt><span>long_name :</span></dt><dd>site_0_longitude</dd></dl></div><div class='xr-var-data'><pre>array([9.787167, 9.787167, 9.763806, 9.745083, 9.76732 , 9.799472,
       9.705944, 9.767833, 9.741417, 9.767833, 9.738528, 9.767833,
       9.738528, 9.727083, 9.738528, 9.767833, 9.744694, 9.767833,
       9.738528, 9.696744, 9.743889, 9.792   , 9.67025 , 9.738528,
       9.696744, 9.767833, 9.737194, 9.738528, 9.696744, 9.696744,
       9.733028, 9.701944, 9.696744, 9.701944, 9.696744, 9.696744,
       9.733028, 9.71564 , 9.767833, 9.691575, 9.774333, 9.733028,
       9.696744, 9.683883, 9.767833, 9.706106, 9.733028, 9.733028,
       9.699006, 9.774   , 9.686417, 9.762056, 9.733028, 9.767833,
       9.733028, 9.702978, 9.699006, 9.704083, 9.686417, 9.707889,
       9.728389, 9.699006, 9.71598 , 9.703528, 9.698333, 9.706861,
       9.771911, 9.741306, 9.702389, 9.750917, 9.779361, 9.750917,
       9.750917, 9.768444, 9.738694, 9.750917, 9.726194, 9.750917,
       9.768444, 9.750917, 9.714664, 9.750917, 9.750917, 9.708444,
       9.750917, 9.768444, 9.743528, 9.704333, 9.714664, 9.759558,
       9.710083, 9.79152 , 9.714664, 9.722972, 9.714869, 9.729139,
       9.736111, 9.76925 , 9.714664, 9.761667, 9.719639, 9.786083,
       9.761667, 9.719417, 9.756825, 9.786083, 9.752944, 9.752944,
       9.786083, 9.752944, 9.765535, 9.786083, 9.786083, 9.761667,
       9.752944, 9.752944, 9.786083, 9.761667, 9.752944, 9.786083,
       9.752944, 9.73381 , 9.761667, 9.76601 , 9.729444, 9.74168 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_lat</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.977 3.979 3.997 ... 4.091 4.097</div><input id='attrs-5d2f59c8-333a-4d4b-b8fe-48d971b620d5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5d2f59c8-333a-4d4b-b8fe-48d971b620d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d1b0efe-fd9d-4807-99b2-93dcf50cd712' class='xr-var-data-in' type='checkbox'><label for='data-6d1b0efe-fd9d-4807-99b2-93dcf50cd712' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees in WGS84 projection</dd><dt><span>long_name :</span></dt><dd>site_1_latitude</dd></dl></div><div class='xr-var-data'><pre>array([3.97665 , 3.97866 , 3.99663 , 4.003231, 4.0105  , 4.012278,
       4.008306, 3.997361, 4.020194, 4.002553, 4.01734 , 4.004472,
       4.017917, 4.01048 , 4.0195  , 4.008442, 4.023111, 4.0105  ,
       4.023889, 4.0115  , 4.023111, 4.019889, 4.02603 , 4.03279 ,
       4.02012 , 4.02125 , 4.0284  , 4.035278, 4.02238 , 4.022917,
       4.01658 , 4.028333, 4.029444, 4.032028, 4.032433, 4.033417,
       4.023444, 4.03312 , 4.037361, 4.035333, 4.03527 , 4.028583,
       4.040886, 4.037472, 4.046556, 4.036926, 4.037722, 4.038342,
       4.03931 , 4.039278, 4.040697, 4.043386, 4.041694, 4.053694,
       4.043778, 4.028444, 4.04425 , 4.043194, 4.04625 , 4.044661,
       4.0475  , 4.048586, 4.048586, 4.051333, 4.04675 , 4.0465  ,
       4.049658, 4.048272, 4.04825 , 4.047389, 4.050472, 4.05525 ,
       4.058167, 4.053639, 4.054186, 4.059611, 4.053667, 4.06025 ,
       4.056417, 4.062806, 4.053242, 4.064069, 4.064361, 4.058638,
       4.066322, 4.063131, 4.06356 , 4.065972, 4.061556, 4.062528,
       4.06688 , 4.06725 , 4.07139 , 4.071389, 4.06688 , 4.07139 ,
       4.072661, 4.073367, 4.084075, 4.07475 , 4.079889, 4.069972,
       4.07833 , 4.07625 , 4.07475 , 4.076722, 4.072661, 4.073367,
       4.07844 , 4.074861, 4.081867, 4.08393 , 4.08438 , 4.093194,
       4.083056, 4.083528, 4.089889, 4.097333, 4.08663 , 4.091389,
       4.090833, 4.091278, 4.104861, 4.0945  , 4.091278, 4.097333])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_lon</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.792 9.816 9.759 ... 9.736 9.743</div><input id='attrs-058f29b5-e29b-4746-aed7-e4eb893cede9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-058f29b5-e29b-4746-aed7-e4eb893cede9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-887e8122-0dcc-43ca-ae65-4d9f9663b8ff' class='xr-var-data-in' type='checkbox'><label for='data-887e8122-0dcc-43ca-ae65-4d9f9663b8ff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees in WGS84 projection</dd><dt><span>long_name :</span></dt><dd>site_1_longitude</dd></dl></div><div class='xr-var-data'><pre>array([9.791866, 9.81613 , 9.75885 , 9.748639, 9.767719, 9.778111,
       9.701194, 9.763806, 9.723611, 9.745083, 9.73456 , 9.762056,
       9.768083, 9.72629 , 9.757556, 9.756817, 9.748472, 9.767719,
       9.780278, 9.721083, 9.748472, 9.805583, 9.69027 , 9.72802 ,
       9.69921 , 9.77399 , 9.741992, 9.73325 , 9.70976 , 9.694556,
       9.72684 , 9.705139, 9.686417, 9.709194, 9.691575, 9.699417,
       9.727083, 9.71203 , 9.755167, 9.691889, 9.77026 , 9.725667,
       9.699006, 9.688056, 9.766222, 9.703794, 9.711917, 9.741011,
       9.70265 , 9.7795  , 9.689827, 9.754583, 9.728389, 9.779361,
       9.747639, 9.73025 , 9.69725 , 9.707889, 9.688194, 9.700739,
       9.72575 , 9.721043, 9.721043, 9.706861, 9.698917, 9.708472,
       9.777253, 9.739644, 9.704556, 9.756833, 9.797806, 9.775889,
       9.754444, 9.767556, 9.745611, 9.743528, 9.750917, 9.734028,
       9.763167, 9.786861, 9.720853, 9.75311 , 9.767778, 9.715412,
       9.759558, 9.777639, 9.74569 , 9.706333, 9.719389, 9.76425 ,
       9.71287 , 9.799722, 9.72547 , 9.729139, 9.71287 , 9.72547 ,
       9.742681, 9.774   , 9.721058, 9.745583, 9.719417, 9.781778,
       9.75645 , 9.721778, 9.745583, 9.801611, 9.742681, 9.774   ,
       9.79339 , 9.753278, 9.756825, 9.7949  , 9.77848 , 9.751769,
       9.728889, 9.738306, 9.783583, 9.743333, 9.76601 , 9.808667,
       9.758611, 9.736042, 9.744   , 9.764367, 9.736042, 9.743333])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter</span></div><div class='xr-var-dims'>(cml_id, sublink_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 nan nan ... nan nan nan nan</div><input id='attrs-3e49f4c0-8ebd-4fb4-9cdb-aef7c9d8137e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3e49f4c0-8ebd-4fb4-9cdb-aef7c9d8137e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6f8f268-671e-4bfd-bd39-b42c39ec8cc8' class='xr-var-data-in' type='checkbox'><label for='data-d6f8f268-671e-4bfd-bd39-b42c39ec8cc8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>transmitter_site_identifier</dd></dl></div><div class='xr-var-data'><pre>array([[ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
...
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>length</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.852e+03 3.573e+03 ... 736.0 419.0</div><input id='attrs-71d28272-6c4a-4f65-95a0-a778c4ef2bac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-71d28272-6c4a-4f65-95a0-a778c4ef2bac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ebde9fe4-72d9-447a-ba62-cbd079a83a3f' class='xr-var-data-in' type='checkbox'><label for='data-ebde9fe4-72d9-447a-ba62-cbd079a83a3f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>long_name :</span></dt><dd>distance_between_pair_of_antennas</dd></dl></div><div class='xr-var-data'><pre>array([1852., 3573.,  556.,  402.,  774., 2535., 1170., 3527., 2296.,
       3865.,  466., 2787., 3289., 1436., 2149., 2582., 1049., 2046.,
       4718., 3349.,  654., 1551., 2266., 2195., 1060., 1096.,  874.,
       2214., 1640.,  755., 2767.,  364., 1147.,  868.,  666.,  536.,
       2032.,  420., 1683.,  323.,  516., 1581., 1297.,  610., 1950.,
        433., 2369.,  928.,  441.,  697.,  387.,  975.,  524., 3016.,
       1655., 4340.,  420.,  431.,  570.,  810.,  706., 2591.,  611.,
        822.,  317.,  564.,  596.,  454.,  522.,  956., 2079., 2778.,
        633.,  546.,  879., 1051., 2834., 2012.,  630., 4117., 1398.,
       1176., 2214.,  796., 1697., 1142.,  498.,  741.,  603.,  669.,
        451.,  924., 1436.,  932.,  535.,  407.,  731.,  561., 2304.,
       1786., 1060., 1382.,  700.,  480., 1476., 1810., 1858., 2720.,
        888., 1225.,  968., 1010.,  895., 2314., 2690., 1647.,  947.,
       3219., 1453., 2727.,  830.,  555., 3862.,  889.,  736.,  419.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-27f1a7ca-fbc8-4b8b-8abe-3b88f6288117' class='xr-section-summary-in' type='checkbox'  checked><label for='section-27f1a7ca-fbc8-4b8b-8abe-3b88f6288117' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>att_min</span></div><div class='xr-var-dims'>(cml_id, sublink_id, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.6 0.25 0.2 0.2 ... nan nan nan</div><input id='attrs-bef110e1-fb47-46ca-9f90-2d4b3030aa57' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bef110e1-fb47-46ca-9f90-2d4b3030aa57' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d3de414d-2086-4fca-8d8c-edee9fcf9091' class='xr-var-data-in' type='checkbox'><label for='data-d3de414d-2086-4fca-8d8c-edee9fcf9091' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.6 , 0.25, 0.2 , ..., 0.15, 0.2 , 0.15],
        [0.5 , 0.25, 0.2 , ..., 0.25, 0.15, 0.25],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan]],
&#10;       [[0.25, 0.45, 0.5 , ..., 1.05, 1.05, 1.05],
        [1.  , 0.5 , 0.5 , ..., 0.2 , 0.2 , 0.2 ],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan]],
&#10;       [[0.1 , 0.15, 0.15, ..., 0.3 , 0.15, 0.15],
        [0.1 , 0.1 , 0.1 , ..., 0.35, 0.15, 0.15],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan]],
...
       [[0.1 , 0.1 , 0.1 , ..., 0.05, 0.05, 0.05],
        [0.1 , 0.05, 0.05, ..., 0.1 , 0.1 , 0.1 ],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan]],
&#10;       [[0.1 , 0.1 , 0.1 , ..., 0.25, 0.25, 0.15],
        [0.1 , 0.1 , 0.1 , ..., 0.35, 0.35, 0.15],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan]],
&#10;       [[0.1 , 0.1 , 0.1 , ..., 0.3 , 0.3 , 0.3 ],
        [0.1 , 0.1 , 0.1 , ..., 0.2 , 0.2 , 0.2 ],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan],
        [ nan,  nan,  nan, ...,  nan,  nan,  nan]]], shape=(126, 6, 2964))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>att_max</span></div><div class='xr-var-dims'>(cml_id, sublink_id, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.6 -0.25 -0.2 ... nan nan nan</div><input id='attrs-e4ed1281-6e86-44ce-b5c5-24e4ef31158e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e4ed1281-6e86-44ce-b5c5-24e4ef31158e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f3161c3-1716-42ea-8ba4-c183ab0492e8' class='xr-var-data-in' type='checkbox'><label for='data-6f3161c3-1716-42ea-8ba4-c183ab0492e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-0.6 , -0.25, -0.2 , ..., -0.15, -0.2 , -0.15],
        [-0.5 , -0.25, -0.2 , ..., -0.25, -0.15, -0.25],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-0.25, -0.45, -0.5 , ..., -1.05, -1.05, -1.05],
        [-1.  , -0.5 , -0.5 , ...,  0.1 ,  0.1 ,  0.1 ],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-0.1 , -0.15, -0.15, ..., -0.3 , -0.15, -0.15],
        [-0.1 , -0.1 , -0.1 , ..., -0.35, -0.15, -0.15],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
...
        [-0.1 , -0.05, -0.05, ..., -0.1 , -0.1 , -0.1 ],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-0.1 , -0.1 , -0.1 , ..., -0.25, -0.25, -0.15],
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Rain related attenuation has two components: Wet Antenna Attenuation
(WAA) and Path Integrated Attenuation (PIA). We need to isolate the
later to be able to estimate the percipitation rate.

``` python
from raincell import waa
```

``` python
pia = waa.rm_constant_waa(att_rain)
pia
```

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       &#x27;4.049925N-9.774582E&#x27;, &#x27;4.050150N-9.740475E&#x27;, &#x27;4.050347N-9.703473E&#x27;,
       &#x27;4.050528N-9.753875E&#x27;, &#x27;4.052083N-9.788583E&#x27;, &#x27;4.054458N-9.763403E&#x27;,
       &#x27;4.055917N-9.752681E&#x27;, &#x27;4.056070N-9.768000E&#x27;, &#x27;4.056121N-9.742152E&#x27;,
       &#x27;4.056639N-9.747222E&#x27;, &#x27;4.056847N-9.738556E&#x27;, &#x27;4.056959N-9.742472E&#x27;,
       &#x27;4.057459N-9.765805E&#x27;, &#x27;4.058236N-9.768889E&#x27;, &#x27;4.058746N-9.717759E&#x27;,
       &#x27;4.058868N-9.752014E&#x27;, &#x27;4.059014N-9.759348E&#x27;, &#x27;4.059486N-9.711928E&#x27;,
       &#x27;4.059995N-9.755237E&#x27;, &#x27;4.060816N-9.773042E&#x27;, &#x27;4.061585N-9.744609E&#x27;,
       &#x27;4.062778N-9.705333E&#x27;, &#x27;4.062903N-9.717026E&#x27;, &#x27;4.064425N-9.761904E&#x27;,
       &#x27;4.065399N-9.711476E&#x27;, &#x27;4.066549N-9.795621E&#x27;, &#x27;4.067820N-9.720067E&#x27;,
       &#x27;4.068528N-9.726056E&#x27;, &#x27;4.069079N-9.713870E&#x27;, &#x27;4.071390N-9.727304E&#x27;,
       &#x27;4.072442N-9.739396E&#x27;, &#x27;4.072503N-9.771625E&#x27;, &#x27;4.074162N-9.717861E&#x27;,
       &#x27;4.074764N-9.753625E&#x27;, &#x27;4.075098N-9.719528E&#x27;, &#x27;4.075836N-9.783931E&#x27;,
       &#x27;4.076554N-9.759058E&#x27;, &#x27;4.078069N-9.720598E&#x27;, &#x27;4.078309N-9.751204E&#x27;,
       &#x27;4.079211N-9.793847E&#x27;, &#x27;4.079299N-9.747812E&#x27;, &#x27;4.079652N-9.763472E&#x27;,
       &#x27;4.080070N-9.789737E&#x27;, &#x27;4.080399N-9.753111E&#x27;, &#x27;4.081654N-9.761180E&#x27;,
       &#x27;4.082815N-9.790491E&#x27;, &#x27;4.083040N-9.782281E&#x27;, &#x27;4.083986N-9.756718E&#x27;,
       &#x27;4.084496N-9.740917E&#x27;, &#x27;4.084732N-9.745625E&#x27;, &#x27;4.085795N-9.784833E&#x27;,
       &#x27;4.086056N-9.752500E&#x27;, &#x27;4.086283N-9.759477E&#x27;, &#x27;4.086545N-9.797375E&#x27;,
       &#x27;4.088385N-9.755778E&#x27;, &#x27;4.089034N-9.734926E&#x27;, &#x27;4.089819N-9.752833E&#x27;,
       &#x27;4.090565N-9.765189E&#x27;, &#x27;4.091611N-9.732743E&#x27;, &#x27;4.095631N-9.742507E&#x27;],
      dtype=&#x27;&lt;U19&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>sublink_id</span></div><div class='xr-var-dims'>(sublink_id)</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;0_0&#x27; &#x27;0_1&#x27; &#x27;1_0&#x27; &#x27;1_1&#x27; &#x27;2_0&#x27; &#x27;2_1&#x27;</div><input id='attrs-dab41ea2-aaaf-4b91-ad91-babc323ad390' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dab41ea2-aaaf-4b91-ad91-babc323ad390' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c7a7f47-0720-4d45-9808-5bee98612318' class='xr-var-data-in' type='checkbox'><label for='data-7c7a7f47-0720-4d45-9808-5bee98612318' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>sublink_identifier</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;0_0&#x27;, &#x27;0_1&#x27;, &#x27;1_0&#x27;, &#x27;1_1&#x27;, &#x27;2_0&#x27;, &#x27;2_1&#x27;], dtype=&#x27;&lt;U3&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2019-07-01T00:05:00 ... 2019-07-...</div><input id='attrs-e5b8255e-23a1-4b0f-b0d7-90f1cc3d2297' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e5b8255e-23a1-4b0f-b0d7-90f1cc3d2297' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-293967a7-67cb-43e7-8ed0-bfc5b662d60d' class='xr-var-data-in' type='checkbox'><label for='data-293967a7-67cb-43e7-8ed0-bfc5b662d60d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time_utc</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2019-07-01T00:05:00.000000000&#x27;, &#x27;2019-07-01T00:20:00.000000000&#x27;,
       &#x27;2019-07-01T00:35:00.000000000&#x27;, ..., &#x27;2019-07-31T23:20:00.000000000&#x27;,
       &#x27;2019-07-31T23:35:00.000000000&#x27;, &#x27;2019-07-31T23:50:00.000000000&#x27;],
      shape=(2964,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>frequency</span></div><div class='xr-var-dims'>(cml_id, sublink_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.505e+04 1.456e+04 nan ... nan nan</div><input id='attrs-317c70ba-12de-4e2b-8605-d71adf1f876a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-317c70ba-12de-4e2b-8605-d71adf1f876a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3503a2cf-a361-4ee8-bd0e-40dd2d97ca27' class='xr-var-data-in' type='checkbox'><label for='data-3503a2cf-a361-4ee8-bd0e-40dd2d97ca27' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>MHz</dd><dt><span>long_name :</span></dt><dd>sublink_frequency</dd></dl></div><div class='xr-var-data'><pre>array([[15047., 14557.,    nan,    nan,    nan,    nan],
       [12765., 13031.,    nan,    nan,    nan,    nan],
       [18765., 17755.,    nan,    nan,    nan,    nan],
       [14907., 14417.,    nan,    nan,    nan,    nan],
       [17728., 18738.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14473., 14963.,    nan,    nan,    nan,    nan],
       [17755., 18765.,    nan,    nan,    nan,    nan],
       [ 8335.,  8454.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [15019., 14529.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14501., 14991.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [15103., 14613.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
...
       [14445., 14935.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [17838., 18848.,    nan,    nan,    nan,    nan],
       [ 8468.,  8349.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [ 8426.,  8307.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14963., 14473.,    nan,    nan,    nan,    nan],
       [ 8468.,  8349.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14585., 15075.,    nan,    nan,    nan,    nan],
       [17728., 18738.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14585., 15075.,    nan,    nan,    nan,    nan],
       [14501., 14991.,    nan,    nan,    nan,    nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_lat</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.993 3.993 3.997 ... 4.092 4.094</div><input id='attrs-cd3adb5d-2fd7-4f8c-8abd-c607ca1e4cfd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cd3adb5d-2fd7-4f8c-8abd-c607ca1e4cfd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8383c8a-f8c4-4fad-97b2-0b0fd8f24c25' class='xr-var-data-in' type='checkbox'><label for='data-c8383c8a-f8c4-4fad-97b2-0b0fd8f24c25' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_in_WGS84_projection</dd><dt><span>long_name :</span></dt><dd>site_0_latitude</dd></dl></div><div class='xr-var-data'><pre>array([3.992722, 3.992722, 3.997361, 4.002553, 4.003512, 4.004194,
       4.01775 , 4.029   , 4.009639, 4.029   , 4.015972, 4.029   ,
       4.015972, 4.023444, 4.015972, 4.029   , 4.014417, 4.029   ,
       4.015972, 4.029381, 4.0194  , 4.023167, 4.022056, 4.015972,
       4.029381, 4.029   , 4.022139, 4.015972, 4.029381, 4.029381,
       4.040819, 4.029083, 4.029381, 4.029083, 4.029381, 4.029381,
       4.040819, 4.032   , 4.029   , 4.032433, 4.033028, 4.040819,
       4.029381, 4.033886, 4.029   , 4.040083, 4.040819, 4.040819,
       4.040886, 4.042306, 4.041417, 4.03875 , 4.040819, 4.029   ,
       4.040819, 4.056559, 4.040886, 4.04244 , 4.041417, 4.043194,
       4.041694, 4.040886, 4.04642 , 4.044694, 4.049556, 4.051333,
       4.050192, 4.052028, 4.052444, 4.053667, 4.053694, 4.053667,
       4.053667, 4.0585  , 4.058056, 4.053667, 4.060028, 4.053667,
       4.0585  , 4.053667, 4.06425 , 4.053667, 4.053667, 4.060333,
       4.053667, 4.0585  , 4.059611, 4.059583, 4.06425 , 4.066322,
       4.063917, 4.065848, 4.06425 , 4.065667, 4.071278, 4.071389,
       4.072222, 4.071639, 4.06425 , 4.074778, 4.070306, 4.0817  ,
       4.074778, 4.079889, 4.081867, 4.0817  , 4.085936, 4.085936,
       4.0817  , 4.085936, 4.081441, 4.0817  , 4.0817  , 4.074778,
       4.085936, 4.085936, 4.0817  , 4.074778, 4.085936, 4.0817  ,
       4.085936, 4.08679 , 4.074778, 4.08663 , 4.091944, 4.09393 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_lon</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.787 9.787 9.764 ... 9.729 9.742</div><input id='attrs-56bd59ff-5c03-4c4e-b23c-4425ee86479d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56bd59ff-5c03-4c4e-b23c-4425ee86479d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50ff5ab8-9bc9-4587-b4dc-38752d37b87f' class='xr-var-data-in' type='checkbox'><label for='data-50ff5ab8-9bc9-4587-b4dc-38752d37b87f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_in_WGS84_projection</dd><dt><span>long_name :</span></dt><dd>site_0_longitude</dd></dl></div><div class='xr-var-data'><pre>array([9.787167, 9.787167, 9.763806, 9.745083, 9.76732 , 9.799472,
       9.705944, 9.767833, 9.741417, 9.767833, 9.738528, 9.767833,
       9.738528, 9.727083, 9.738528, 9.767833, 9.744694, 9.767833,
       9.738528, 9.696744, 9.743889, 9.792   , 9.67025 , 9.738528,
       9.696744, 9.767833, 9.737194, 9.738528, 9.696744, 9.696744,
       9.733028, 9.701944, 9.696744, 9.701944, 9.696744, 9.696744,
       9.733028, 9.71564 , 9.767833, 9.691575, 9.774333, 9.733028,
       9.696744, 9.683883, 9.767833, 9.706106, 9.733028, 9.733028,
       9.699006, 9.774   , 9.686417, 9.762056, 9.733028, 9.767833,
       9.733028, 9.702978, 9.699006, 9.704083, 9.686417, 9.707889,
       9.728389, 9.699006, 9.71598 , 9.703528, 9.698333, 9.706861,
       9.771911, 9.741306, 9.702389, 9.750917, 9.779361, 9.750917,
       9.750917, 9.768444, 9.738694, 9.750917, 9.726194, 9.750917,
       9.768444, 9.750917, 9.714664, 9.750917, 9.750917, 9.708444,
       9.750917, 9.768444, 9.743528, 9.704333, 9.714664, 9.759558,
       9.710083, 9.79152 , 9.714664, 9.722972, 9.714869, 9.729139,
       9.736111, 9.76925 , 9.714664, 9.761667, 9.719639, 9.786083,
       9.761667, 9.719417, 9.756825, 9.786083, 9.752944, 9.752944,
       9.786083, 9.752944, 9.765535, 9.786083, 9.786083, 9.761667,
       9.752944, 9.752944, 9.786083, 9.761667, 9.752944, 9.786083,
       9.752944, 9.73381 , 9.761667, 9.76601 , 9.729444, 9.74168 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_lat</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.977 3.979 3.997 ... 4.091 4.097</div><input id='attrs-0e8457d9-d806-44d8-a121-613354444dce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0e8457d9-d806-44d8-a121-613354444dce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b1208b6-fa26-4ed1-aab9-8453868051da' class='xr-var-data-in' type='checkbox'><label for='data-9b1208b6-fa26-4ed1-aab9-8453868051da' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees in WGS84 projection</dd><dt><span>long_name :</span></dt><dd>site_1_latitude</dd></dl></div><div class='xr-var-data'><pre>array([3.97665 , 3.97866 , 3.99663 , 4.003231, 4.0105  , 4.012278,
       4.008306, 3.997361, 4.020194, 4.002553, 4.01734 , 4.004472,
       4.017917, 4.01048 , 4.0195  , 4.008442, 4.023111, 4.0105  ,
       4.023889, 4.0115  , 4.023111, 4.019889, 4.02603 , 4.03279 ,
       4.02012 , 4.02125 , 4.0284  , 4.035278, 4.02238 , 4.022917,
       4.01658 , 4.028333, 4.029444, 4.032028, 4.032433, 4.033417,
       4.023444, 4.03312 , 4.037361, 4.035333, 4.03527 , 4.028583,
       4.040886, 4.037472, 4.046556, 4.036926, 4.037722, 4.038342,
       4.03931 , 4.039278, 4.040697, 4.043386, 4.041694, 4.053694,
       4.043778, 4.028444, 4.04425 , 4.043194, 4.04625 , 4.044661,
       4.0475  , 4.048586, 4.048586, 4.051333, 4.04675 , 4.0465  ,
       4.049658, 4.048272, 4.04825 , 4.047389, 4.050472, 4.05525 ,
       4.058167, 4.053639, 4.054186, 4.059611, 4.053667, 4.06025 ,
       4.056417, 4.062806, 4.053242, 4.064069, 4.064361, 4.058638,
       4.066322, 4.063131, 4.06356 , 4.065972, 4.061556, 4.062528,
       4.06688 , 4.06725 , 4.07139 , 4.071389, 4.06688 , 4.07139 ,
       4.072661, 4.073367, 4.084075, 4.07475 , 4.079889, 4.069972,
       4.07833 , 4.07625 , 4.07475 , 4.076722, 4.072661, 4.073367,
       4.07844 , 4.074861, 4.081867, 4.08393 , 4.08438 , 4.093194,
       4.083056, 4.083528, 4.089889, 4.097333, 4.08663 , 4.091389,
       4.090833, 4.091278, 4.104861, 4.0945  , 4.091278, 4.097333])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_lon</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.792 9.816 9.759 ... 9.736 9.743</div><input id='attrs-a03e6138-d983-40f8-b7ec-7d8721fa2e3b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a03e6138-d983-40f8-b7ec-7d8721fa2e3b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-edb68180-2e71-4c54-9b55-50d5a4df61ff' class='xr-var-data-in' type='checkbox'><label for='data-edb68180-2e71-4c54-9b55-50d5a4df61ff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees in WGS84 projection</dd><dt><span>long_name :</span></dt><dd>site_1_longitude</dd></dl></div><div class='xr-var-data'><pre>array([9.791866, 9.81613 , 9.75885 , 9.748639, 9.767719, 9.778111,
       9.701194, 9.763806, 9.723611, 9.745083, 9.73456 , 9.762056,
       9.768083, 9.72629 , 9.757556, 9.756817, 9.748472, 9.767719,
       9.780278, 9.721083, 9.748472, 9.805583, 9.69027 , 9.72802 ,
       9.69921 , 9.77399 , 9.741992, 9.73325 , 9.70976 , 9.694556,
       9.72684 , 9.705139, 9.686417, 9.709194, 9.691575, 9.699417,
       9.727083, 9.71203 , 9.755167, 9.691889, 9.77026 , 9.725667,
       9.699006, 9.688056, 9.766222, 9.703794, 9.711917, 9.741011,
       9.70265 , 9.7795  , 9.689827, 9.754583, 9.728389, 9.779361,
       9.747639, 9.73025 , 9.69725 , 9.707889, 9.688194, 9.700739,
       9.72575 , 9.721043, 9.721043, 9.706861, 9.698917, 9.708472,
       9.777253, 9.739644, 9.704556, 9.756833, 9.797806, 9.775889,
       9.754444, 9.767556, 9.745611, 9.743528, 9.750917, 9.734028,
       9.763167, 9.786861, 9.720853, 9.75311 , 9.767778, 9.715412,
       9.759558, 9.777639, 9.74569 , 9.706333, 9.719389, 9.76425 ,
       9.71287 , 9.799722, 9.72547 , 9.729139, 9.71287 , 9.72547 ,
       9.742681, 9.774   , 9.721058, 9.745583, 9.719417, 9.781778,
       9.75645 , 9.721778, 9.745583, 9.801611, 9.742681, 9.774   ,
       9.79339 , 9.753278, 9.756825, 9.7949  , 9.77848 , 9.751769,
       9.728889, 9.738306, 9.783583, 9.743333, 9.76601 , 9.808667,
       9.758611, 9.736042, 9.744   , 9.764367, 9.736042, 9.743333])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter</span></div><div class='xr-var-dims'>(cml_id, sublink_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 nan nan ... nan nan nan nan</div><input id='attrs-0fa6efaf-cad6-4802-b567-f0da6d829b3c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0fa6efaf-cad6-4802-b567-f0da6d829b3c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-48404805-7594-41a8-ab02-83a336cee20a' class='xr-var-data-in' type='checkbox'><label for='data-48404805-7594-41a8-ab02-83a336cee20a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>transmitter_site_identifier</dd></dl></div><div class='xr-var-data'><pre>array([[ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
...
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>length</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.852e+03 3.573e+03 ... 736.0 419.0</div><input id='attrs-cb1cddc1-a827-4496-9c7c-489e1c5fbb82' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cb1cddc1-a827-4496-9c7c-489e1c5fbb82' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4567aaad-589a-4e81-939c-092f6301e5e9' class='xr-var-data-in' type='checkbox'><label for='data-4567aaad-589a-4e81-939c-092f6301e5e9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>long_name :</span></dt><dd>distance_between_pair_of_antennas</dd></dl></div><div class='xr-var-data'><pre>array([1852., 3573.,  556.,  402.,  774., 2535., 1170., 3527., 2296.,
       3865.,  466., 2787., 3289., 1436., 2149., 2582., 1049., 2046.,
       4718., 3349.,  654., 1551., 2266., 2195., 1060., 1096.,  874.,
       2214., 1640.,  755., 2767.,  364., 1147.,  868.,  666.,  536.,
       2032.,  420., 1683.,  323.,  516., 1581., 1297.,  610., 1950.,
        433., 2369.,  928.,  441.,  697.,  387.,  975.,  524., 3016.,
       1655., 4340.,  420.,  431.,  570.,  810.,  706., 2591.,  611.,
        822.,  317.,  564.,  596.,  454.,  522.,  956., 2079., 2778.,
        633.,  546.,  879., 1051., 2834., 2012.,  630., 4117., 1398.,
       1176., 2214.,  796., 1697., 1142.,  498.,  741.,  603.,  669.,
        451.,  924., 1436.,  932.,  535.,  407.,  731.,  561., 2304.,
       1786., 1060., 1382.,  700.,  480., 1476., 1810., 1858., 2720.,
        888., 1225.,  968., 1010.,  895., 2314., 2690., 1647.,  947.,
       3219., 1453., 2727.,  830.,  555., 3862.,  889.,  736.,  419.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-dc787a54-df5b-4b5c-908e-362d512e7a96' class='xr-section-summary-in' type='checkbox'  checked><label for='section-dc787a54-df5b-4b5c-908e-362d512e7a96' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>att_min</span></div><div class='xr-var-dims'>(cml_id, sublink_id, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1.7 -2.05 -2.1 ... nan nan nan</div><input id='attrs-e126afa3-ff23-4575-8235-b8edba3c4b45' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e126afa3-ff23-4575-8235-b8edba3c4b45' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dea5b321-74d1-4f3b-8855-357056654b56' class='xr-var-data-in' type='checkbox'><label for='data-dea5b321-74d1-4f3b-8855-357056654b56' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-1.7 , -2.05, -2.1 , ..., -2.15, -2.1 , -2.15],
        [-1.8 , -2.05, -2.1 , ..., -2.05, -2.15, -2.05],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-2.05, -1.85, -1.8 , ..., -1.25, -1.25, -1.25],
        [-1.3 , -1.8 , -1.8 , ..., -2.1 , -2.1 , -2.1 ],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-2.2 , -2.15, -2.15, ..., -2.  , -2.15, -2.15],
        [-2.2 , -2.2 , -2.2 , ..., -1.95, -2.15, -2.15],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
...
        [-2.2 , -2.25, -2.25, ..., -2.2 , -2.2 , -2.2 ],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-2.2 , -2.2 , -2.2 , ..., -2.05, -2.05, -2.15],
        [-2.2 , -2.2 , -2.2 , ..., -1.95, -1.95, -2.15],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-2.2 , -2.2 , -2.2 , ..., -2.  , -2.  , -2.  ],
        [-2.2 , -2.2 , -2.2 , ..., -2.1 , -2.1 , -2.1 ],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]]],
      shape=(126, 6, 2964))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>att_max</span></div><div class='xr-var-dims'>(cml_id, sublink_id, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-2.9 -2.55 -2.5 ... nan nan nan</div><input id='attrs-c83b6952-62d4-42a3-a0de-fd99f30274b7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c83b6952-62d4-42a3-a0de-fd99f30274b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4bca2066-b9dc-44ec-af1c-3d351fca7398' class='xr-var-data-in' type='checkbox'><label for='data-4bca2066-b9dc-44ec-af1c-3d351fca7398' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-2.9 , -2.55, -2.5 , ..., -2.45, -2.5 , -2.45],
        [-2.8 , -2.55, -2.5 , ..., -2.55, -2.45, -2.55],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-2.55, -2.75, -2.8 , ..., -3.35, -3.35, -3.35],
        [-3.3 , -2.8 , -2.8 , ..., -2.2 , -2.2 , -2.2 ],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-2.4 , -2.45, -2.45, ..., -2.6 , -2.45, -2.45],
        [-2.4 , -2.4 , -2.4 , ..., -2.65, -2.45, -2.45],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
...
        [-2.4 , -2.35, -2.35, ..., -2.4 , -2.4 , -2.4 ],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-2.4 , -2.4 , -2.4 , ..., -2.55, -2.55, -2.45],
        [-2.4 , -2.4 , -2.4 , ..., -2.65, -2.65, -2.45],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
&#10;       [[-2.4 , -2.4 , -2.4 , ..., -2.6 , -2.6 , -2.6 ],
        [-2.4 , -2.4 , -2.4 , ..., -2.5 , -2.5 , -2.5 ],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan],
        [  nan,   nan,   nan, ...,   nan,   nan,   nan]]],
      shape=(126, 6, 2964))</pre></div></li></ul></div></li></ul></div></div>

Finally we can obtain the precipitation rate as follows.

``` python
from raincell import rrate
```

``` python
tprate = rrate.get_overeem_et_al_2013_min_max_nms_tprate(
    pia, rrate.alcoba_2019_africa_coefs(), name_min="att_min", name_max="att_max"
)
tprate
```

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</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 18MB
Dimensions:      (cml_id: 126, sublink_id: 6, time: 2964)
Coordinates: (10)
Data variables:
    tprate       (cml_id, sublink_id, time) float64 18MB 0.0 0.0 0.0 ... 0.0 0.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-a69b4419-46bd-4c85-89dd-03db6f1bdeb6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a69b4419-46bd-4c85-89dd-03db6f1bdeb6' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>cml_id</span>: 126</li><li><span class='xr-has-index'>sublink_id</span>: 6</li><li><span class='xr-has-index'>time</span>: 2964</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e45d8538-74f4-4bdd-b385-3c1ba334fc19' class='xr-section-summary-in' type='checkbox'  ><label for='section-e45d8538-74f4-4bdd-b385-3c1ba334fc19' class='xr-section-summary' >Coordinates: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>cml_id</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>&lt;U19</div><div class='xr-var-preview xr-preview'>&#x27;3.984686N-9.789517E&#x27; ... &#x27;4.095...</div><input id='attrs-af137779-a8c7-40ca-9443-1462e42ce1d1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-af137779-a8c7-40ca-9443-1462e42ce1d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8dacab57-70a9-4ff1-bf6c-fda9a8c4bc02' class='xr-var-data-in' type='checkbox'><label for='data-8dacab57-70a9-4ff1-bf6c-fda9a8c4bc02' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>commercial_microwave_link_identifier</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;3.984686N-9.789517E&#x27;, &#x27;3.985691N-9.801648E&#x27;, &#x27;3.996996N-9.761328E&#x27;,
       &#x27;4.002892N-9.746861E&#x27;, &#x27;4.007006N-9.767519E&#x27;, &#x27;4.008236N-9.788792E&#x27;,
       &#x27;4.013028N-9.703569E&#x27;, &#x27;4.013180N-9.765819E&#x27;, &#x27;4.014916N-9.732514E&#x27;,
       &#x27;4.015776N-9.756458E&#x27;, &#x27;4.016656N-9.736544E&#x27;, &#x27;4.016736N-9.764944E&#x27;,
       &#x27;4.016944N-9.753305E&#x27;, &#x27;4.016962N-9.726686E&#x27;, &#x27;4.017736N-9.748042E&#x27;,
       &#x27;4.018721N-9.762325E&#x27;, &#x27;4.018764N-9.746583E&#x27;, &#x27;4.019750N-9.767776E&#x27;,
       &#x27;4.019930N-9.759403E&#x27;, &#x27;4.020440N-9.708914E&#x27;, &#x27;4.021256N-9.746180E&#x27;,
       &#x27;4.021528N-9.798792E&#x27;, &#x27;4.024043N-9.680260E&#x27;, &#x27;4.024381N-9.733274E&#x27;,
       &#x27;4.024750N-9.697977E&#x27;, &#x27;4.025125N-9.770912E&#x27;, &#x27;4.025270N-9.739593E&#x27;,
       &#x27;4.025625N-9.735889E&#x27;, &#x27;4.025880N-9.703252E&#x27;, &#x27;4.026149N-9.695650E&#x27;,
       &#x27;4.028700N-9.729934E&#x27;, &#x27;4.028708N-9.703542E&#x27;, &#x27;4.029412N-9.691581E&#x27;,
       &#x27;4.030556N-9.705569E&#x27;, &#x27;4.030907N-9.694160E&#x27;, &#x27;4.031399N-9.698080E&#x27;,
       &#x27;4.032132N-9.730055E&#x27;, &#x27;4.032560N-9.713835E&#x27;, &#x27;4.033181N-9.761500E&#x27;,
       &#x27;4.033883N-9.691732E&#x27;, &#x27;4.034149N-9.772296E&#x27;, &#x27;4.034701N-9.729347E&#x27;,
       &#x27;4.035134N-9.697875E&#x27;, &#x27;4.035679N-9.685969E&#x27;, &#x27;4.037778N-9.767028E&#x27;,
       &#x27;4.038505N-9.704950E&#x27;, &#x27;4.039270N-9.722472E&#x27;, &#x27;4.039580N-9.737019E&#x27;,
       &#x27;4.040098N-9.700828E&#x27;, &#x27;4.040792N-9.776750E&#x27;, &#x27;4.041057N-9.688122E&#x27;,
       &#x27;4.041068N-9.758319E&#x27;, &#x27;4.041256N-9.730708E&#x27;, &#x27;4.041347N-9.773597E&#x27;,
       &#x27;4.042298N-9.740333E&#x27;, &#x27;4.042502N-9.716614E&#x27;, &#x27;4.042568N-9.698128E&#x27;,
       &#x27;4.042817N-9.705986E&#x27;, &#x27;4.043833N-9.687306E&#x27;, &#x27;4.043927N-9.704314E&#x27;,
       &#x27;4.044597N-9.727069E&#x27;, &#x27;4.044736N-9.710024E&#x27;, &#x27;4.047503N-9.718511E&#x27;,
       &#x27;4.048013N-9.705195E&#x27;, &#x27;4.048153N-9.698625E&#x27;, &#x27;4.048916N-9.707667E&#x27;,
       &#x27;4.049925N-9.774582E&#x27;, &#x27;4.050150N-9.740475E&#x27;, &#x27;4.050347N-9.703473E&#x27;,
       &#x27;4.050528N-9.753875E&#x27;, &#x27;4.052083N-9.788583E&#x27;, &#x27;4.054458N-9.763403E&#x27;,
       &#x27;4.055917N-9.752681E&#x27;, &#x27;4.056070N-9.768000E&#x27;, &#x27;4.056121N-9.742152E&#x27;,
       &#x27;4.056639N-9.747222E&#x27;, &#x27;4.056847N-9.738556E&#x27;, &#x27;4.056959N-9.742472E&#x27;,
       &#x27;4.057459N-9.765805E&#x27;, &#x27;4.058236N-9.768889E&#x27;, &#x27;4.058746N-9.717759E&#x27;,
       &#x27;4.058868N-9.752014E&#x27;, &#x27;4.059014N-9.759348E&#x27;, &#x27;4.059486N-9.711928E&#x27;,
       &#x27;4.059995N-9.755237E&#x27;, &#x27;4.060816N-9.773042E&#x27;, &#x27;4.061585N-9.744609E&#x27;,
       &#x27;4.062778N-9.705333E&#x27;, &#x27;4.062903N-9.717026E&#x27;, &#x27;4.064425N-9.761904E&#x27;,
       &#x27;4.065399N-9.711476E&#x27;, &#x27;4.066549N-9.795621E&#x27;, &#x27;4.067820N-9.720067E&#x27;,
       &#x27;4.068528N-9.726056E&#x27;, &#x27;4.069079N-9.713870E&#x27;, &#x27;4.071390N-9.727304E&#x27;,
       &#x27;4.072442N-9.739396E&#x27;, &#x27;4.072503N-9.771625E&#x27;, &#x27;4.074162N-9.717861E&#x27;,
       &#x27;4.074764N-9.753625E&#x27;, &#x27;4.075098N-9.719528E&#x27;, &#x27;4.075836N-9.783931E&#x27;,
       &#x27;4.076554N-9.759058E&#x27;, &#x27;4.078069N-9.720598E&#x27;, &#x27;4.078309N-9.751204E&#x27;,
       &#x27;4.079211N-9.793847E&#x27;, &#x27;4.079299N-9.747812E&#x27;, &#x27;4.079652N-9.763472E&#x27;,
       &#x27;4.080070N-9.789737E&#x27;, &#x27;4.080399N-9.753111E&#x27;, &#x27;4.081654N-9.761180E&#x27;,
       &#x27;4.082815N-9.790491E&#x27;, &#x27;4.083040N-9.782281E&#x27;, &#x27;4.083986N-9.756718E&#x27;,
       &#x27;4.084496N-9.740917E&#x27;, &#x27;4.084732N-9.745625E&#x27;, &#x27;4.085795N-9.784833E&#x27;,
       &#x27;4.086056N-9.752500E&#x27;, &#x27;4.086283N-9.759477E&#x27;, &#x27;4.086545N-9.797375E&#x27;,
       &#x27;4.088385N-9.755778E&#x27;, &#x27;4.089034N-9.734926E&#x27;, &#x27;4.089819N-9.752833E&#x27;,
       &#x27;4.090565N-9.765189E&#x27;, &#x27;4.091611N-9.732743E&#x27;, &#x27;4.095631N-9.742507E&#x27;],
      dtype=&#x27;&lt;U19&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>sublink_id</span></div><div class='xr-var-dims'>(sublink_id)</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;0_0&#x27; &#x27;0_1&#x27; &#x27;1_0&#x27; &#x27;1_1&#x27; &#x27;2_0&#x27; &#x27;2_1&#x27;</div><input id='attrs-e07f1e47-d757-4440-9e8f-924eddf7d6ea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e07f1e47-d757-4440-9e8f-924eddf7d6ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c9b3498d-3eca-4788-bc42-5d6e0fef4e9f' class='xr-var-data-in' type='checkbox'><label for='data-c9b3498d-3eca-4788-bc42-5d6e0fef4e9f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>sublink_identifier</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;0_0&#x27;, &#x27;0_1&#x27;, &#x27;1_0&#x27;, &#x27;1_1&#x27;, &#x27;2_0&#x27;, &#x27;2_1&#x27;], dtype=&#x27;&lt;U3&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2019-07-01T00:05:00 ... 2019-07-...</div><input id='attrs-dc684633-1e1f-4fe0-9644-83e726ed5a94' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dc684633-1e1f-4fe0-9644-83e726ed5a94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c098ce49-d6f0-4593-85ca-22054e5e5acb' class='xr-var-data-in' type='checkbox'><label for='data-c098ce49-d6f0-4593-85ca-22054e5e5acb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time_utc</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2019-07-01T00:05:00.000000000&#x27;, &#x27;2019-07-01T00:20:00.000000000&#x27;,
       &#x27;2019-07-01T00:35:00.000000000&#x27;, ..., &#x27;2019-07-31T23:20:00.000000000&#x27;,
       &#x27;2019-07-31T23:35:00.000000000&#x27;, &#x27;2019-07-31T23:50:00.000000000&#x27;],
      shape=(2964,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>frequency</span></div><div class='xr-var-dims'>(cml_id, sublink_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.505e+04 1.456e+04 nan ... nan nan</div><input id='attrs-d4413225-e6ef-4c07-830c-d6359e636a67' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d4413225-e6ef-4c07-830c-d6359e636a67' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5475d0b7-247e-40e6-916d-79522704b739' class='xr-var-data-in' type='checkbox'><label for='data-5475d0b7-247e-40e6-916d-79522704b739' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>MHz</dd><dt><span>long_name :</span></dt><dd>sublink_frequency</dd></dl></div><div class='xr-var-data'><pre>array([[15047., 14557.,    nan,    nan,    nan,    nan],
       [12765., 13031.,    nan,    nan,    nan,    nan],
       [18765., 17755.,    nan,    nan,    nan,    nan],
       [14907., 14417.,    nan,    nan,    nan,    nan],
       [17728., 18738.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14473., 14963.,    nan,    nan,    nan,    nan],
       [17755., 18765.,    nan,    nan,    nan,    nan],
       [ 8335.,  8454.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [15019., 14529.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14501., 14991.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [15103., 14613.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
...
       [14445., 14935.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [17838., 18848.,    nan,    nan,    nan,    nan],
       [ 8468.,  8349.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [14935., 14445.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14417., 14907.,    nan,    nan,    nan,    nan],
       [ 8426.,  8307.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14963., 14473.,    nan,    nan,    nan,    nan],
       [ 8468.,  8349.,    nan,    nan,    nan,    nan],
       [14557., 15047.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14585., 15075.,    nan,    nan,    nan,    nan],
       [17728., 18738.,    nan,    nan,    nan,    nan],
       [14529., 15019.,    nan,    nan,    nan,    nan],
       [14991., 14501.,    nan,    nan,    nan,    nan],
       [14585., 15075.,    nan,    nan,    nan,    nan],
       [14501., 14991.,    nan,    nan,    nan,    nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_lat</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.993 3.993 3.997 ... 4.092 4.094</div><input id='attrs-f70c2247-c4cc-4212-a6e4-31f64639a6e9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f70c2247-c4cc-4212-a6e4-31f64639a6e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-af41c758-4a59-4cad-9ff5-5f5ceddca17a' class='xr-var-data-in' type='checkbox'><label for='data-af41c758-4a59-4cad-9ff5-5f5ceddca17a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_in_WGS84_projection</dd><dt><span>long_name :</span></dt><dd>site_0_latitude</dd></dl></div><div class='xr-var-data'><pre>array([3.992722, 3.992722, 3.997361, 4.002553, 4.003512, 4.004194,
       4.01775 , 4.029   , 4.009639, 4.029   , 4.015972, 4.029   ,
       4.015972, 4.023444, 4.015972, 4.029   , 4.014417, 4.029   ,
       4.015972, 4.029381, 4.0194  , 4.023167, 4.022056, 4.015972,
       4.029381, 4.029   , 4.022139, 4.015972, 4.029381, 4.029381,
       4.040819, 4.029083, 4.029381, 4.029083, 4.029381, 4.029381,
       4.040819, 4.032   , 4.029   , 4.032433, 4.033028, 4.040819,
       4.029381, 4.033886, 4.029   , 4.040083, 4.040819, 4.040819,
       4.040886, 4.042306, 4.041417, 4.03875 , 4.040819, 4.029   ,
       4.040819, 4.056559, 4.040886, 4.04244 , 4.041417, 4.043194,
       4.041694, 4.040886, 4.04642 , 4.044694, 4.049556, 4.051333,
       4.050192, 4.052028, 4.052444, 4.053667, 4.053694, 4.053667,
       4.053667, 4.0585  , 4.058056, 4.053667, 4.060028, 4.053667,
       4.0585  , 4.053667, 4.06425 , 4.053667, 4.053667, 4.060333,
       4.053667, 4.0585  , 4.059611, 4.059583, 4.06425 , 4.066322,
       4.063917, 4.065848, 4.06425 , 4.065667, 4.071278, 4.071389,
       4.072222, 4.071639, 4.06425 , 4.074778, 4.070306, 4.0817  ,
       4.074778, 4.079889, 4.081867, 4.0817  , 4.085936, 4.085936,
       4.0817  , 4.085936, 4.081441, 4.0817  , 4.0817  , 4.074778,
       4.085936, 4.085936, 4.0817  , 4.074778, 4.085936, 4.0817  ,
       4.085936, 4.08679 , 4.074778, 4.08663 , 4.091944, 4.09393 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_lon</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.787 9.787 9.764 ... 9.729 9.742</div><input id='attrs-11a91bc9-184f-400e-b4a3-ced76e57d670' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-11a91bc9-184f-400e-b4a3-ced76e57d670' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e2ad5f4-386c-4832-a0c8-9dd70ff15947' class='xr-var-data-in' type='checkbox'><label for='data-8e2ad5f4-386c-4832-a0c8-9dd70ff15947' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_in_WGS84_projection</dd><dt><span>long_name :</span></dt><dd>site_0_longitude</dd></dl></div><div class='xr-var-data'><pre>array([9.787167, 9.787167, 9.763806, 9.745083, 9.76732 , 9.799472,
       9.705944, 9.767833, 9.741417, 9.767833, 9.738528, 9.767833,
       9.738528, 9.727083, 9.738528, 9.767833, 9.744694, 9.767833,
       9.738528, 9.696744, 9.743889, 9.792   , 9.67025 , 9.738528,
       9.696744, 9.767833, 9.737194, 9.738528, 9.696744, 9.696744,
       9.733028, 9.701944, 9.696744, 9.701944, 9.696744, 9.696744,
       9.733028, 9.71564 , 9.767833, 9.691575, 9.774333, 9.733028,
       9.696744, 9.683883, 9.767833, 9.706106, 9.733028, 9.733028,
       9.699006, 9.774   , 9.686417, 9.762056, 9.733028, 9.767833,
       9.733028, 9.702978, 9.699006, 9.704083, 9.686417, 9.707889,
       9.728389, 9.699006, 9.71598 , 9.703528, 9.698333, 9.706861,
       9.771911, 9.741306, 9.702389, 9.750917, 9.779361, 9.750917,
       9.750917, 9.768444, 9.738694, 9.750917, 9.726194, 9.750917,
       9.768444, 9.750917, 9.714664, 9.750917, 9.750917, 9.708444,
       9.750917, 9.768444, 9.743528, 9.704333, 9.714664, 9.759558,
       9.710083, 9.79152 , 9.714664, 9.722972, 9.714869, 9.729139,
       9.736111, 9.76925 , 9.714664, 9.761667, 9.719639, 9.786083,
       9.761667, 9.719417, 9.756825, 9.786083, 9.752944, 9.752944,
       9.786083, 9.752944, 9.765535, 9.786083, 9.786083, 9.761667,
       9.752944, 9.752944, 9.786083, 9.761667, 9.752944, 9.786083,
       9.752944, 9.73381 , 9.761667, 9.76601 , 9.729444, 9.74168 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_lat</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.977 3.979 3.997 ... 4.091 4.097</div><input id='attrs-fb17c58d-d558-4759-9180-150048ce6eb3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fb17c58d-d558-4759-9180-150048ce6eb3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3027add3-7354-49f8-8577-f08b5cc2352f' class='xr-var-data-in' type='checkbox'><label for='data-3027add3-7354-49f8-8577-f08b5cc2352f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees in WGS84 projection</dd><dt><span>long_name :</span></dt><dd>site_1_latitude</dd></dl></div><div class='xr-var-data'><pre>array([3.97665 , 3.97866 , 3.99663 , 4.003231, 4.0105  , 4.012278,
       4.008306, 3.997361, 4.020194, 4.002553, 4.01734 , 4.004472,
       4.017917, 4.01048 , 4.0195  , 4.008442, 4.023111, 4.0105  ,
       4.023889, 4.0115  , 4.023111, 4.019889, 4.02603 , 4.03279 ,
       4.02012 , 4.02125 , 4.0284  , 4.035278, 4.02238 , 4.022917,
       4.01658 , 4.028333, 4.029444, 4.032028, 4.032433, 4.033417,
       4.023444, 4.03312 , 4.037361, 4.035333, 4.03527 , 4.028583,
       4.040886, 4.037472, 4.046556, 4.036926, 4.037722, 4.038342,
       4.03931 , 4.039278, 4.040697, 4.043386, 4.041694, 4.053694,
       4.043778, 4.028444, 4.04425 , 4.043194, 4.04625 , 4.044661,
       4.0475  , 4.048586, 4.048586, 4.051333, 4.04675 , 4.0465  ,
       4.049658, 4.048272, 4.04825 , 4.047389, 4.050472, 4.05525 ,
       4.058167, 4.053639, 4.054186, 4.059611, 4.053667, 4.06025 ,
       4.056417, 4.062806, 4.053242, 4.064069, 4.064361, 4.058638,
       4.066322, 4.063131, 4.06356 , 4.065972, 4.061556, 4.062528,
       4.06688 , 4.06725 , 4.07139 , 4.071389, 4.06688 , 4.07139 ,
       4.072661, 4.073367, 4.084075, 4.07475 , 4.079889, 4.069972,
       4.07833 , 4.07625 , 4.07475 , 4.076722, 4.072661, 4.073367,
       4.07844 , 4.074861, 4.081867, 4.08393 , 4.08438 , 4.093194,
       4.083056, 4.083528, 4.089889, 4.097333, 4.08663 , 4.091389,
       4.090833, 4.091278, 4.104861, 4.0945  , 4.091278, 4.097333])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_lon</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.792 9.816 9.759 ... 9.736 9.743</div><input id='attrs-d6c75eb2-5238-4874-b538-645f944dde0a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d6c75eb2-5238-4874-b538-645f944dde0a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c47fbcf-e9b8-4006-89b6-b51f7ccba90f' class='xr-var-data-in' type='checkbox'><label for='data-2c47fbcf-e9b8-4006-89b6-b51f7ccba90f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees in WGS84 projection</dd><dt><span>long_name :</span></dt><dd>site_1_longitude</dd></dl></div><div class='xr-var-data'><pre>array([9.791866, 9.81613 , 9.75885 , 9.748639, 9.767719, 9.778111,
       9.701194, 9.763806, 9.723611, 9.745083, 9.73456 , 9.762056,
       9.768083, 9.72629 , 9.757556, 9.756817, 9.748472, 9.767719,
       9.780278, 9.721083, 9.748472, 9.805583, 9.69027 , 9.72802 ,
       9.69921 , 9.77399 , 9.741992, 9.73325 , 9.70976 , 9.694556,
       9.72684 , 9.705139, 9.686417, 9.709194, 9.691575, 9.699417,
       9.727083, 9.71203 , 9.755167, 9.691889, 9.77026 , 9.725667,
       9.699006, 9.688056, 9.766222, 9.703794, 9.711917, 9.741011,
       9.70265 , 9.7795  , 9.689827, 9.754583, 9.728389, 9.779361,
       9.747639, 9.73025 , 9.69725 , 9.707889, 9.688194, 9.700739,
       9.72575 , 9.721043, 9.721043, 9.706861, 9.698917, 9.708472,
       9.777253, 9.739644, 9.704556, 9.756833, 9.797806, 9.775889,
       9.754444, 9.767556, 9.745611, 9.743528, 9.750917, 9.734028,
       9.763167, 9.786861, 9.720853, 9.75311 , 9.767778, 9.715412,
       9.759558, 9.777639, 9.74569 , 9.706333, 9.719389, 9.76425 ,
       9.71287 , 9.799722, 9.72547 , 9.729139, 9.71287 , 9.72547 ,
       9.742681, 9.774   , 9.721058, 9.745583, 9.719417, 9.781778,
       9.75645 , 9.721778, 9.745583, 9.801611, 9.742681, 9.774   ,
       9.79339 , 9.753278, 9.756825, 9.7949  , 9.77848 , 9.751769,
       9.728889, 9.738306, 9.783583, 9.743333, 9.76601 , 9.808667,
       9.758611, 9.736042, 9.744   , 9.764367, 9.736042, 9.743333])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>transmitter</span></div><div class='xr-var-dims'>(cml_id, sublink_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 nan nan ... nan nan nan nan</div><input id='attrs-2beab882-4652-4747-9f2f-fb2c9b1add32' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2beab882-4652-4747-9f2f-fb2c9b1add32' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-76cbd82a-db6c-41ca-9d58-8e4a45b35ba0' class='xr-var-data-in' type='checkbox'><label for='data-76cbd82a-db6c-41ca-9d58-8e4a45b35ba0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>transmitter_site_identifier</dd></dl></div><div class='xr-var-data'><pre>array([[ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
...
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan],
       [ 0.,  1., nan, nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>length</span></div><div class='xr-var-dims'>(cml_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.852e+03 3.573e+03 ... 736.0 419.0</div><input id='attrs-c6767689-dfc4-473d-81d7-1584f09bb4ff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c6767689-dfc4-473d-81d7-1584f09bb4ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e11ae6d2-ba44-4c7b-ad07-436c6296207a' class='xr-var-data-in' type='checkbox'><label for='data-e11ae6d2-ba44-4c7b-ad07-436c6296207a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>long_name :</span></dt><dd>distance_between_pair_of_antennas</dd></dl></div><div class='xr-var-data'><pre>array([1852., 3573.,  556.,  402.,  774., 2535., 1170., 3527., 2296.,
       3865.,  466., 2787., 3289., 1436., 2149., 2582., 1049., 2046.,
       4718., 3349.,  654., 1551., 2266., 2195., 1060., 1096.,  874.,
       2214., 1640.,  755., 2767.,  364., 1147.,  868.,  666.,  536.,
       2032.,  420., 1683.,  323.,  516., 1581., 1297.,  610., 1950.,
        433., 2369.,  928.,  441.,  697.,  387.,  975.,  524., 3016.,
       1655., 4340.,  420.,  431.,  570.,  810.,  706., 2591.,  611.,
        822.,  317.,  564.,  596.,  454.,  522.,  956., 2079., 2778.,
        633.,  546.,  879., 1051., 2834., 2012.,  630., 4117., 1398.,
       1176., 2214.,  796., 1697., 1142.,  498.,  741.,  603.,  669.,
        451.,  924., 1436.,  932.,  535.,  407.,  731.,  561., 2304.,
       1786., 1060., 1382.,  700.,  480., 1476., 1810., 1858., 2720.,
        888., 1225.,  968., 1010.,  895., 2314., 2690., 1647.,  947.,
       3219., 1453., 2727.,  830.,  555., 3862.,  889.,  736.,  419.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-740d1209-88b3-4c52-814a-e57aff08cf66' class='xr-section-summary-in' type='checkbox'  checked><label for='section-740d1209-88b3-4c52-814a-e57aff08cf66' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tprate</span></div><div class='xr-var-dims'>(cml_id, sublink_id, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-6aa4b42c-2fdc-4ae6-87fa-e62b20212add' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6aa4b42c-2fdc-4ae6-87fa-e62b20212add' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a140130f-a839-4443-b5d0-ac2abbf3a189' class='xr-var-data-in' type='checkbox'><label for='data-a140130f-a839-4443-b5d0-ac2abbf3a189' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time_mean_path_averaged_rain_rate</dd><dt><span>units :</span></dt><dd>mm/h</dd></dl></div><div class='xr-var-data'><pre>array([[[0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.]],
&#10;       [[0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.]],
&#10;       [[0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.]],
...
       [[0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.]],
&#10;       [[0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.]],
&#10;       [[0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 0.]]], shape=(126, 6, 2964))</pre></div></li></ul></div></li></ul></div></div>

Let’s visually compare the estimated precipitation rates from the
CML-based retrievals with the precipitation rates measured by the ground
gauges.

``` python
from raincell import plot
```

``` python
plot.romulo_plot(tprate["tprate"], gauge["tprate"], cml_vmax=4, gauges_vmax=4);
```

![](index_files/figure-commonmark/cell-16-output-1.png)

## Next steps

Now that you are familiar with the library, you can start using it by
importing the relevant functions. Alternatively, you can download any of
the available notebooks to use as a starting point for analysing your
own data. You can also explore the available methods, visualisations,
etc. by reading through the documentation.
