---

title: PlanetaryPy


keywords: fastai
sidebar: home_sidebar

summary: "Beta release: This will become (part of) the core package of the <a href='https://planetarypy.org/'>PlanetaryPy</a> organisation."
description: "Beta release: This will become (part of) the core package of the <a href='https://planetarypy.org/'>PlanetaryPy</a> organisation."
nb_path: "notebooks/index.ipynb"
---
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<p>Potential logo:<img src="images/epilup_with_python_logo_with_axis.png" alt="image.png"></p>

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<h2 id="Install">Install<a class="anchor-link" href="#Install"> </a></h2><div class="highlight"><pre><span></span>pip install planetarypy
</pre></div>
<p>This will pull in these other dependencies and their dependencies:</p>
<p><code>tomlkit pandas pvl numpy python-dateutil tqdm lxml yarl hirise-tools kalasiris</code></p>

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<h2 id="Suggested-standard-abbreviations:">Suggested standard abbreviations:<a class="anchor-link" href="#Suggested-standard-abbreviations:"> </a></h2><ul>
<li>Inside these docs the package will be called <code>PLPY</code> for brevity.</li>
<li>A standard Python import could be: <code>plp</code> or <code>plpy</code><ul>
<li>because the last <code>p</code> in <code>plp</code> can be pronounced out, we consider these equivalent for human conversation and pronounce these "plippy".</li>
</ul>
</li>
</ul>

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<h2 id="General-scope">General scope<a class="anchor-link" href="#General-scope"> </a></h2><p>First and foremost this package should provide support in working with planetary science data.</p>
<p>With <code>working</code> we mean:</p>
<ul>
<li>locating</li>
<li>retrieving</li>
<li>reading</li>
<li>further processing</li>
</ul>
<p>of data.</p>
<h3 id="Locating">Locating<a class="anchor-link" href="#Locating"> </a></h3><p>This library manages, via its <code>PDS tools</code>, multiple PDS3 index files per instrument that can be used for identifying data of interest.
These index files are automatically downloaded and converted to the very performant (and cloud-ready) <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_parquet.html">parquet</a> file format.</p>
<blockquote><p>Parquet is able to store advanced datatypes like nan-capable integer and full datetime objects, as opposed to HDF5.</p>
</blockquote>
<h3 id="Retrieving">Retrieving<a class="anchor-link" href="#Retrieving"> </a></h3><p>The interface to getting data is via a path-retrieving function based on a PDS product-id.
If that product-id is available locally, the path will be returned.
If it is not, it will previously be downloaded, stored in a systematic fashion organized by mission and instrument, and then the local path will be returned.</p>
<h3 id="Reading">Reading<a class="anchor-link" href="#Reading"> </a></h3><p>For now, the library only returns the path to the object and the user needs to sort out the reading process.
A recently funded NASA project <code>Planetary Data Reader</code> will be integrated here, so that basic reading into memory can be provided.</p>
<p>As such, we anticipate two classes of reading support:1. basic reading into numpy and/or xarray1. added reader functionality like basic plots and basic geospatial processing, as supported by interested parties</p>
<p>There will exist larger other packages that focus on working with a given instrument's data, in which case that package could become an affiliated package with the <code>planetarypy</code> GitHub organization, if so desired.</p>
<h3 id="Further-processing">Further processing<a class="anchor-link" href="#Further-processing"> </a></h3><p>In the future, additional frequently used procedures will be added to this library, e.g.</p>
<ul>
<li>frequently used GDAL/rasterio procedures</li>
<li>frequently used SPICE operations<ul>
<li>like surface illumination on a given body</li>
</ul>
</li>
</ul>

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<h2 id="PDS-tools">PDS tools<a class="anchor-link" href="#PDS-tools"> </a></h2><p>Look at the <code>Apps</code> docs to see what <a href="/nbplanetary/pds.apps.html"><code>pds.apps</code></a> exist for easily getting PDS indexes.
The <code>find_index</code> app is specifically useful when you don't know what index files exist.</p>
<p>So far, the following indexes are supported (but not necessarily all tested within PLPY):</p>
<ul>
<li>Cassini<ul>
<li>ISS (all)</li>
<li>UVIS (all)</li>
</ul>
</li>
<li>MRO<ul>
<li>CTX
  EDR</li>
<li>HiRISE<ul>
<li>EDR, RDR, DTM<ul>
<li>EDR index has a bug (as delivered by the team, reported), where I need to activate an existing fix for it.</li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li>LRO<ul>
<li>Diviner (DLRE)<ul>
<li>EDR, RDR</li>
</ul>
</li>
<li>LOLA<ul>
<li>EDR, RDR</li>
</ul>
</li>
</ul>
</li>
</ul>
<h3 id="More-indexes">More indexes<a class="anchor-link" href="#More-indexes"> </a></h3><p>More indexes of other instruments can be easily added by following the existing structure of what has been copied into your config at <code>~/.planetarypy_config.toml</code>.</p>
<p>Please consider submitting a pull request for adding further PDS index files into the config file at its source: <a href="https://github.com/michaelaye/nbplanetary/blob/master/planetarypy/data/planetarypy_config.toml">https://github.com/michaelaye/nbplanetary/blob/master/planetarypy/data/planetarypy_config.toml</a></p>

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<h2 id="Utils">Utils<a class="anchor-link" href="#Utils"> </a></h2><p>Find something in <code>Utils</code> for working with NASA timestamps and a well working URL download function <a href="/nbplanetary/utils.html#url_retrieve"><code>url_retrieve</code></a>, among other stuff.</p>
<h2 id="Experiment/Instrument-Specific">Experiment/Instrument Specific<a class="anchor-link" href="#Experiment/Instrument-Specific"> </a></h2><p>So far, <code>planetarypy</code> supports CTX EDR and HiRISE RGB.NOMAP data.
Look at the <code>CTX</code> and <code>HiRISE</code> pages for descriptions of classes for working with these data.</p>

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<h2 id="Bug-reports">Bug reports<a class="anchor-link" href="#Bug-reports"> </a></h2><p>Please submit bug reports at <a href="https://github.com/michaelaye/nbplanetary/issues">https://github.com/michaelaye/nbplanetary/issues</a></p>

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<h2 id="How-to-use">How to use<a class="anchor-link" href="#How-to-use"> </a></h2><h3 id="Indexes">Indexes<a class="anchor-link" href="#Indexes"> </a></h3><p>See <a href="02c_pds.apps.ipynb">PDS apps</a> for more details.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">planetarypy.pds.apps</span> <span class="kn">import</span> <span class="n">get_index</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ctrindex</span> <span class="o">=</span> <span class="n">get_index</span><span class="p">(</span><span class="s2">&quot;mro.ctx&quot;</span><span class="p">,</span> <span class="s2">&quot;edr&quot;</span><span class="p">)</span>
<span class="n">ctrindex</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>  <span class="c1"># setting random_state to always get same files for docs</span>
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<pre>Stored index is up-to-date.
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    <tr style="text-align: right;">
      <th></th>
      <th>VOLUME_ID</th>
      <th>FILE_SPECIFICATION_NAME</th>
      <th>ORIGINAL_PRODUCT_ID</th>
      <th>PRODUCT_ID</th>
      <th>IMAGE_TIME</th>
      <th>INSTRUMENT_ID</th>
      <th>INSTRUMENT_MODE_ID</th>
      <th>LINE_SAMPLES</th>
      <th>LINES</th>
      <th>SPATIAL_SUMMING</th>
      <th>...</th>
      <th>SUB_SOLAR_LATITUDE</th>
      <th>SUB_SPACECRAFT_LONGITUDE</th>
      <th>SUB_SPACECRAFT_LATITUDE</th>
      <th>SOLAR_DISTANCE</th>
      <th>SOLAR_LONGITUDE</th>
      <th>LOCAL_TIME</th>
      <th>IMAGE_SKEW_ANGLE</th>
      <th>RATIONALE_DESC</th>
      <th>DATA_QUALITY_DESC</th>
      <th>ORBIT_NUMBER</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>26491</th>
      <td>MROX_0964</td>
      <td>DATA/B17_016473_1740_XN_06S018W.IMG</td>
      <td>4A_04_1050062800</td>
      <td>B17_016473_1740_XN_06S018W</td>
      <td>2010-01-31 02:01:44.947</td>
      <td>CTX</td>
      <td>NIFL</td>
      <td>5056</td>
      <td>52224</td>
      <td>1</td>
      <td>...</td>
      <td>17.77</td>
      <td>16.8</td>
      <td>-5.91</td>
      <td>246673937.3</td>
      <td>45.19</td>
      <td>14.83</td>
      <td>89.6</td>
      <td>Ride-along with HiRISE</td>
      <td>OK</td>
      <td>16473</td>
    </tr>
    <tr>
      <th>63218</th>
      <td>MROX_2077</td>
      <td>DATA/F01_036289_1668_XN_13S296W.IMG</td>
      <td>4A_04_10B603B000</td>
      <td>F01_036289_1668_XN_13S296W</td>
      <td>2014-04-24 04:14:02.581</td>
      <td>CTX</td>
      <td>NIFL</td>
      <td>5056</td>
      <td>9216</td>
      <td>1</td>
      <td>...</td>
      <td>21.67</td>
      <td>296.3</td>
      <td>-13.17</td>
      <td>240471585.2</td>
      <td>120.81</td>
      <td>15.5</td>
      <td>90.2</td>
      <td>Ride-along with HiRISE</td>
      <td>OK</td>
      <td>36289</td>
    </tr>
    <tr>
      <th>108231</th>
      <td>MROX_3472</td>
      <td>DATA/K15_059422_2018_XN_21N035W.IMG</td>
      <td>4A_04_112C030F00</td>
      <td>K15_059422_2018_XN_21N035W</td>
      <td>2019-03-31 15:54:32.383</td>
      <td>CTX</td>
      <td>NIFL</td>
      <td>5056</td>
      <td>7168</td>
      <td>1</td>
      <td>...</td>
      <td>1.75</td>
      <td>34.46</td>
      <td>21.99</td>
      <td>234469987.0</td>
      <td>4.06</td>
      <td>14.08</td>
      <td>90.1</td>
      <td>Ride-along with HiRISE</td>
      <td>OK</td>
      <td>59422</td>
    </tr>
    <tr>
      <th>70723</th>
      <td>MROX_2321</td>
      <td>DATA/F09_039344_1423_XN_37S165W.IMG</td>
      <td>4A_04_10C6018D00</td>
      <td>F09_039344_1423_XN_37S165W</td>
      <td>2014-12-18 04:29:08.464</td>
      <td>CTX</td>
      <td>NIFL</td>
      <td>3776</td>
      <td>8192</td>
      <td>1</td>
      <td>...</td>
      <td>-24.5</td>
      <td>165.27</td>
      <td>-37.76</td>
      <td>206661098.9</td>
      <td>254.74</td>
      <td>15.34</td>
      <td>90.1</td>
      <td>Terra Sirenum</td>
      <td>OK</td>
      <td>39344</td>
    </tr>
    <tr>
      <th>28889</th>
      <td>MROX_1056</td>
      <td>DATA/B19_017097_1318_XN_48S126W.IMG</td>
      <td>4A_04_1054040700</td>
      <td>B19_017097_1318_XN_48S126W</td>
      <td>2010-03-20 16:44:39.958</td>
      <td>CTX</td>
      <td>NIFL</td>
      <td>5056</td>
      <td>52224</td>
      <td>1</td>
      <td>...</td>
      <td>23.24</td>
      <td>126.77</td>
      <td>-48.24</td>
      <td>249141981.2</td>
      <td>66.58</td>
      <td>15.32</td>
      <td>90.4</td>
      <td>Terra Sirenum</td>
      <td>OK</td>
      <td>17097</td>
    </tr>
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<p>5 rows × 51 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hirise_rdr</span> <span class="o">=</span> <span class="n">get_index</span><span class="p">(</span><span class="s2">&quot;mro.hirise&quot;</span><span class="p">,</span> <span class="s2">&quot;rdr&quot;</span><span class="p">)</span>
<span class="n">hirise_rdr</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
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<pre>Stored index is up-to-date.
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      <th></th>
      <th>VOLUME_ID</th>
      <th>FILE_NAME_SPECIFICATION</th>
      <th>INSTRUMENT_HOST_ID</th>
      <th>INSTRUMENT_ID</th>
      <th>OBSERVATION_ID</th>
      <th>PRODUCT_ID</th>
      <th>PRODUCT_VERSION_ID</th>
      <th>TARGET_NAME</th>
      <th>ORBIT_NUMBER</th>
      <th>MISSION_PHASE_NAME</th>
      <th>...</th>
      <th>LINE_PROJECTION_OFFSET</th>
      <th>SAMPLE_PROJECTION_OFFSET</th>
      <th>CORNER1_LATITUDE</th>
      <th>CORNER1_LONGITUDE</th>
      <th>CORNER2_LATITUDE</th>
      <th>CORNER2_LONGITUDE</th>
      <th>CORNER3_LATITUDE</th>
      <th>CORNER3_LONGITUDE</th>
      <th>CORNER4_LATITUDE</th>
      <th>CORNER4_LONGITUDE</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>68663</th>
      <td>MROHR_0001</td>
      <td>RDR/ESP/ORB_036800_036899/ESP_036809_2640/ESP_...</td>
      <td>MRO</td>
      <td>HIRISE</td>
      <td>ESP_036809_2640</td>
      <td>ESP_036809_2640_COLOR</td>
      <td>1</td>
      <td>MARS</td>
      <td>36809</td>
      <td>Extended Science Phase</td>
      <td>...</td>
      <td>801810.0</td>
      <td>1260530.0</td>
      <td>83.6808</td>
      <td>237.701</td>
      <td>83.6727</td>
      <td>237.516</td>
      <td>83.9234</td>
      <td>236.565</td>
      <td>83.9318</td>
      <td>236.757</td>
    </tr>
    <tr>
      <th>56127</th>
      <td>MROHR_0001</td>
      <td>RDR/ESP/ORB_030800_030899/ESP_030831_1335/ESP_...</td>
      <td>MRO</td>
      <td>HIRISE</td>
      <td>ESP_030831_1335</td>
      <td>ESP_030831_1335_RED</td>
      <td>1</td>
      <td>MARS</td>
      <td>30831</td>
      <td>Extended Science Phase</td>
      <td>...</td>
      <td>-5451830.0</td>
      <td>11875900.0</td>
      <td>-46.3981</td>
      <td>38.0734</td>
      <td>-46.406</td>
      <td>37.9435</td>
      <td>-46.1322</td>
      <td>37.9086</td>
      <td>-46.1242</td>
      <td>38.0378</td>
    </tr>
    <tr>
      <th>18294</th>
      <td>MROHR_0001</td>
      <td>RDR/ESP/ORB_011400_011499/ESP_011400_1680/ESP_...</td>
      <td>MRO</td>
      <td>HIRISE</td>
      <td>ESP_011400_1680</td>
      <td>ESP_011400_1680_COLOR</td>
      <td>2</td>
      <td>MARS</td>
      <td>11400</td>
      <td>Extended Science Phase</td>
      <td>...</td>
      <td>-1402640.0</td>
      <td>-7165880.0</td>
      <td>-12.0828</td>
      <td>241.439</td>
      <td>-12.0848</td>
      <td>241.421</td>
      <td>-11.8342</td>
      <td>241.39</td>
      <td>-11.8321</td>
      <td>241.407</td>
    </tr>
    <tr>
      <th>96217</th>
      <td>MROHR_0001</td>
      <td>RDR/ESP/ORB_049600_049699/ESP_049673_1000/ESP_...</td>
      <td>MRO</td>
      <td>HIRISE</td>
      <td>ESP_049673_1000</td>
      <td>ESP_049673_1000_COLOR</td>
      <td>1</td>
      <td>MARS</td>
      <td>49673</td>
      <td>Extended Science Phase</td>
      <td>...</td>
      <td>-247898.5</td>
      <td>-2325763.5</td>
      <td>-80.0898</td>
      <td>96.4902</td>
      <td>-80.0948</td>
      <td>96.3953</td>
      <td>-79.8123</td>
      <td>95.909</td>
      <td>-79.8074</td>
      <td>96.0015</td>
    </tr>
    <tr>
      <th>30823</th>
      <td>MROHR_0001</td>
      <td>RDR/ESP/ORB_018300_018399/ESP_018301_2505/ESP_...</td>
      <td>MRO</td>
      <td>HIRISE</td>
      <td>ESP_018301_2505</td>
      <td>ESP_018301_2505_COLOR</td>
      <td>1</td>
      <td>MARS</td>
      <td>18301</td>
      <td>Extended Science Phase</td>
      <td>...</td>
      <td>1078760.0</td>
      <td>-4561720.0</td>
      <td>70.0663</td>
      <td>103.136</td>
      <td>70.0631</td>
      <td>103.073</td>
      <td>70.3287</td>
      <td>102.954</td>
      <td>70.332</td>
      <td>103.018</td>
    </tr>
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</table>
<p>5 rows × 54 columns</p>
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<h2 id="Instrument-tools">Instrument tools<a class="anchor-link" href="#Instrument-tools"> </a></h2><h3 id="CTX">CTX<a class="anchor-link" href="#CTX"> </a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">planetarypy.ctx</span> <span class="kn">import</span> <span class="n">CTXEDR</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pid</span> <span class="o">=</span> <span class="n">ctrindex</span><span class="o">.</span><span class="n">sample</span><span class="p">()</span><span class="o">.</span><span class="n">squeeze</span><span class="p">()</span><span class="o">.</span><span class="n">PRODUCT_ID</span>
<span class="n">pid</span>
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<pre>&#39;B09_013187_1492_XN_30S303W&#39;</pre>
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<pre>Path(&#39;/home/maye/big_drive/planetary_data/missions/mro/ctx/edr/B09_013187_1492_XN_30S303W/B09_013187_1492_XN_30S303W.IMG&#39;)</pre>
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<pre>PRODUCT_ID: B09_013187_1492_XN_30S303W
URL: https://pds-imaging.jpl.nasa.gov/data/mro/mars_reconnaissance_orbiter/ctx/mrox_0817/data/B09_013187_1492_XN_30S303W.IMG
Local: /home/maye/big_drive/planetary_data/missions/mro/ctx/edr/B09_013187_1492_XN_30S303W/B09_013187_1492_XN_30S303W.IMG
Not downloaded yet.</pre>
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<pre>PRODUCT_ID: B09_013187_1492_XN_30S303W
URL: https://pds-imaging.jpl.nasa.gov/data/mro/mars_reconnaissance_orbiter/ctx/mrox_0817/data/B09_013187_1492_XN_30S303W.IMG
Local: /home/maye/big_drive/planetary_data/missions/mro/ctx/edr/B09_013187_1492_XN_30S303W/B09_013187_1492_XN_30S303W.IMG
Shape: (1, 7168, 5056)</pre>
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