diff --git a/v0.9.2/_examples/delineate_basin.html b/v0.9.2/_examples/delineate_basin.html
index 8e74d6e1c..2aceca506 100644
--- a/v0.9.2/_examples/delineate_basin.html
+++ b/v0.9.2/_examples/delineate_basin.html
@@ -563,7 +563,7 @@ <h2>Import packages<a class="headerlink" href="#Import-packages" title="Link to
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:52:57,468 - basin_delineation - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:12:13,120 - basin_delineation - log - INFO - HydroMT version: 0.9.2
 </pre></div></div>
 </div>
 </section>
@@ -585,7 +585,7 @@ <h2>Read data<a class="headerlink" href="#Read-data" title="Link to this heading
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:52:57,495 - basin_delineation - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:12:13,148 - basin_delineation - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -593,7 +593,7 @@ <h2>Read data<a class="headerlink" href="#Read-data" title="Link to this heading
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:52:57,495 - basin_delineation - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:12:13,148 - basin_delineation - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
 </pre></div></div>
 </div>
 <div class="nbinput docutils container">
@@ -623,7 +623,7 @@ <h2>Read data<a class="headerlink" href="#Read-data" title="Link to this heading
   source_version: 1.0
 path: /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
 
-2024-01-31 08:52:57,546 - basin_delineation - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
+2024-01-31 09:12:13,200 - basin_delineation - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
 </pre></div></div>
 </div>
 <div class="nbinput docutils container">
@@ -705,7 +705,7 @@ <h2>Delineate basins<a class="headerlink" href="#Delineate-basins" title="Link t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:01,012 - basin_delineation - basin_mask - DEBUG - Getting basin IDs at point locations.
+2024-01-31 09:12:16,679 - basin_delineation - basin_mask - DEBUG - Getting basin IDs at point locations.
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -713,7 +713,7 @@ <h2>Delineate basins<a class="headerlink" href="#Delineate-basins" title="Link t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:01,088 - basin_delineation - basin_mask - INFO - basin bbox: [12.1958, 45.5850, 12.8983, 46.4167]
+2024-01-31 09:12:16,758 - basin_delineation - basin_mask - INFO - basin bbox: [12.1958, 45.5850, 12.8983, 46.4167]
 </pre></div></div>
 </div>
 <div class="nbinput docutils container">
@@ -774,7 +774,7 @@ <h2>Delineate sub-basins<a class="headerlink" href="#Delineate-sub-basins" title
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:04,660 - basin_delineation - basin_mask - INFO - subbasin bbox: [12.2350, 45.7950, 12.8783, 46.4167]
+2024-01-31 09:12:20,282 - basin_delineation - basin_mask - INFO - subbasin bbox: [12.2350, 45.7950, 12.8783, 46.4167]
 </pre></div></div>
 </div>
 <div class="nbinput docutils container">
@@ -831,7 +831,7 @@ <h2>Delineate sub-basins<a class="headerlink" href="#Delineate-sub-basins" title
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:05,971 - basin_delineation - basin_mask - DEBUG - Getting IDs of intersecting basins.
+2024-01-31 09:12:21,551 - basin_delineation - basin_mask - DEBUG - Getting IDs of intersecting basins.
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -839,7 +839,7 @@ <h2>Delineate sub-basins<a class="headerlink" href="#Delineate-sub-basins" title
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:06,234 - basin_delineation - basin_mask - INFO - subbasin bbox: [12.1958, 45.7192, 12.8783, 46.4167]
+2024-01-31 09:12:21,819 - basin_delineation - basin_mask - INFO - subbasin bbox: [12.1958, 45.7192, 12.8783, 46.4167]
 </pre></div></div>
 </div>
 <div class="nbinput docutils container">
@@ -899,7 +899,7 @@ <h2>Delineate interbasins<a class="headerlink" href="#Delineate-interbasins" tit
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:08,823 - basin_delineation - basin_mask - INFO - interbasin bbox: [12.5000, 45.7200, 12.7000, 46.0000]
+2024-01-31 09:12:25,012 - basin_delineation - basin_mask - INFO - interbasin bbox: [12.5000, 45.7200, 12.7000, 46.0000]
 </pre></div></div>
 </div>
 <div class="nbinput docutils container">
diff --git a/v0.9.2/_examples/doing_extreme_value_analysis.html b/v0.9.2/_examples/doing_extreme_value_analysis.html
index e2d6e5101..75b57c95f 100644
--- a/v0.9.2/_examples/doing_extreme_value_analysis.html
+++ b/v0.9.2/_examples/doing_extreme_value_analysis.html
@@ -925,17 +925,17 @@ <h1>Example: Doing Extreme Value Analysis (EVA) for time series<a class="headerl
   * stations  (stations) int32 1 2
 Attributes:
     long_name:  discharge
-    units:      m3/s</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'discharge'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 10958</li><li><span class='xr-has-index'>stations</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-7de75e37-06f8-4d31-b1e3-144d07b47413' class='xr-array-in' type='checkbox' checked><label for='section-7de75e37-06f8-4d31-b1e3-144d07b47413' 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>...</span></div><div class='xr-array-data'><pre>[21916 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-2337228e-f9e9-4244-8408-a932585cec69' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2337228e-f9e9-4244-8408-a932585cec69' class='xr-section-summary' >Coordinates: <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 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'>1992-01-01 ... 2021-12-31</div><input id='attrs-5969b1a0-b3d5-4a7e-83e0-63323934bfb2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5969b1a0-b3d5-4a7e-83e0-63323934bfb2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-87db3f78-c81c-49b6-9b26-1ff1038537e2' class='xr-var-data-in' type='checkbox'><label for='data-87db3f78-c81c-49b6-9b26-1ff1038537e2' 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([&#x27;1992-01-01T00:00:00.000000000&#x27;, &#x27;1992-01-02T00:00:00.000000000&#x27;,
+    units:      m3/s</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'discharge'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 10958</li><li><span class='xr-has-index'>stations</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-92b42c03-9d47-47ad-b167-13857ec93de0' class='xr-array-in' type='checkbox' checked><label for='section-92b42c03-9d47-47ad-b167-13857ec93de0' 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>...</span></div><div class='xr-array-data'><pre>[21916 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-8ec51fc9-6a7f-4928-92d9-4899a0616b8e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8ec51fc9-6a7f-4928-92d9-4899a0616b8e' class='xr-section-summary' >Coordinates: <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 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'>1992-01-01 ... 2021-12-31</div><input id='attrs-1003b679-074d-426f-928b-35a54911a34c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1003b679-074d-426f-928b-35a54911a34c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d1a6034-7718-45f6-8f6b-0c0db6db0250' class='xr-var-data-in' type='checkbox'><label for='data-4d1a6034-7718-45f6-8f6b-0c0db6db0250' 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([&#x27;1992-01-01T00:00:00.000000000&#x27;, &#x27;1992-01-02T00:00:00.000000000&#x27;,
        &#x27;1992-01-03T00:00:00.000000000&#x27;, ..., &#x27;2021-12-29T00:00:00.000000000&#x27;,
        &#x27;2021-12-30T00:00:00.000000000&#x27;, &#x27;2021-12-31T00:00:00.000000000&#x27;],
-      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2</div><input id='attrs-bd5b84ea-f902-44d6-a4a2-c1e3470a6d68' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bd5b84ea-f902-44d6-a4a2-c1e3470a6d68' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff7b7b8c-dada-4b29-9dda-c2838023e438' class='xr-var-data-in' type='checkbox'><label for='data-ff7b7b8c-dada-4b29-9dda-c2838023e438' 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, 2], dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e63f7abc-2639-45cb-bc3d-8bdc74503a44' class='xr-section-summary-in' type='checkbox'  ><label for='section-e63f7abc-2639-45cb-bc3d-8bdc74503a44' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b796609f-7f1e-4539-a6ae-71fd4ab7190a' class='xr-index-data-in' type='checkbox'/><label for='index-b796609f-7f1e-4539-a6ae-71fd4ab7190a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;1992-01-01&#x27;, &#x27;1992-01-02&#x27;, &#x27;1992-01-03&#x27;, &#x27;1992-01-04&#x27;,
+      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2</div><input id='attrs-4652eb09-7d9f-4716-aad5-f4750884ce6e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4652eb09-7d9f-4716-aad5-f4750884ce6e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-966fdc88-e68b-4baf-bdd4-10dc380625ce' class='xr-var-data-in' type='checkbox'><label for='data-966fdc88-e68b-4baf-bdd4-10dc380625ce' 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, 2], dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4989e391-1211-43f0-8619-97fac894da89' class='xr-section-summary-in' type='checkbox'  ><label for='section-4989e391-1211-43f0-8619-97fac894da89' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-81e401c6-6fb4-4e99-b129-385bc1e62a11' class='xr-index-data-in' type='checkbox'/><label for='index-81e401c6-6fb4-4e99-b129-385bc1e62a11' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;1992-01-01&#x27;, &#x27;1992-01-02&#x27;, &#x27;1992-01-03&#x27;, &#x27;1992-01-04&#x27;,
                &#x27;1992-01-05&#x27;, &#x27;1992-01-06&#x27;, &#x27;1992-01-07&#x27;, &#x27;1992-01-08&#x27;,
                &#x27;1992-01-09&#x27;, &#x27;1992-01-10&#x27;,
                ...
                &#x27;2021-12-22&#x27;, &#x27;2021-12-23&#x27;, &#x27;2021-12-24&#x27;, &#x27;2021-12-25&#x27;,
                &#x27;2021-12-26&#x27;, &#x27;2021-12-27&#x27;, &#x27;2021-12-28&#x27;, &#x27;2021-12-29&#x27;,
                &#x27;2021-12-30&#x27;, &#x27;2021-12-31&#x27;],
-              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=10958, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-80a16c56-1587-4b47-9ea3-67a59e1a5214' class='xr-index-data-in' type='checkbox'/><label for='index-80a16c56-1587-4b47-9ea3-67a59e1a5214' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2], dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e5b8e422-8137-4805-aad5-4d7617f7cac6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e5b8e422-8137-4805-aad5-4d7617f7cac6' 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>discharge</dd><dt><span>units :</span></dt><dd>m3/s</dd></dl></div></li></ul></div></div></div>
+              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=10958, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8880cae1-4f1a-4f3e-a36e-0fba64667503' class='xr-index-data-in' type='checkbox'/><label for='index-8880cae1-4f1a-4f3e-a36e-0fba64667503' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2], dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e3f96ae8-aa82-4e60-b954-dbe1e1bb55c5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e3f96ae8-aa82-4e60-b954-dbe1e1bb55c5' 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>discharge</dd><dt><span>units :</span></dt><dd>m3/s</dd></dl></div></li></ul></div></div></div>
 </div>
 <p>Extreme value distribution fit is based either on block maxima (BM) or peaks-over-threshold (PoT).</p>
 <ul class="simple">
@@ -1371,8 +1371,8 @@ <h2>Step 2: fit a EV distribution on these peaks<a class="headerlink" href="#Ste
   * stations       (stations) int32 1 2
     extremes_rate  (stations) float64 1.0 1.0
   * dparams        (dparams) &lt;U5 &#x27;shape&#x27; &#x27;loc&#x27; &#x27;scale&#x27;
-    distribution   (stations) &lt;U3 &#x27;gev&#x27; &#x27;gev&#x27;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'parameters'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>stations</span>: 2</li><li><span class='xr-has-index'>dparams</span>: 3</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-047b7762-89c0-440b-81e6-a3d4f16f3dae' class='xr-array-in' type='checkbox' checked><label for='section-047b7762-89c0-440b-81e6-a3d4f16f3dae' 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>-0.1439 1.186e+03 637.0 -0.1604 323.7 175.4</span></div><div class='xr-array-data'><pre>array([[-1.43938489e-01,  1.18602378e+03,  6.36962648e+02],
-       [-1.60420677e-01,  3.23741304e+02,  1.75376325e+02]])</pre></div></div></li><li class='xr-section-item'><input id='section-7989c5b0-434c-4aed-b2c7-a4dbae21648f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7989c5b0-434c-4aed-b2c7-a4dbae21648f' class='xr-section-summary' >Coordinates: <span>(4)</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'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2</div><input id='attrs-8f8b7889-65c9-49c4-b751-93e0e622eb66' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8f8b7889-65c9-49c4-b751-93e0e622eb66' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e37bf865-e9b8-424c-bacf-75a263de2f7a' class='xr-var-data-in' type='checkbox'><label for='data-e37bf865-e9b8-424c-bacf-75a263de2f7a' 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, 2], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>extremes_rate</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0</div><input id='attrs-1911096c-a75b-41b7-bf36-b5a6a4e1b127' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1911096c-a75b-41b7-bf36-b5a6a4e1b127' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0d8472a-e975-40c8-b66a-3d7093ae069f' class='xr-var-data-in' type='checkbox'><label for='data-a0d8472a-e975-40c8-b66a-3d7093ae069f' 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([1.0000251, 1.0000251])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>dparams</span></div><div class='xr-var-dims'>(dparams)</div><div class='xr-var-dtype'>&lt;U5</div><div class='xr-var-preview xr-preview'>&#x27;shape&#x27; &#x27;loc&#x27; &#x27;scale&#x27;</div><input id='attrs-ac42402b-0d44-4841-83fc-ae94489991fb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ac42402b-0d44-4841-83fc-ae94489991fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f98d4c59-6c60-40de-b6de-6c5d3ee2f166' class='xr-var-data-in' type='checkbox'><label for='data-f98d4c59-6c60-40de-b6de-6c5d3ee2f166' 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([&#x27;shape&#x27;, &#x27;loc&#x27;, &#x27;scale&#x27;], dtype=&#x27;&lt;U5&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>distribution</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;gev&#x27; &#x27;gev&#x27;</div><input id='attrs-0060488e-3506-4289-b12d-d7567a84ffd8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0060488e-3506-4289-b12d-d7567a84ffd8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-94970c66-02bc-4f75-bb66-7fccf50bb435' class='xr-var-data-in' type='checkbox'><label for='data-94970c66-02bc-4f75-bb66-7fccf50bb435' 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([&#x27;gev&#x27;, &#x27;gev&#x27;], dtype=&#x27;&lt;U3&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4724bb47-e31d-475a-94a3-0e705c03facd' class='xr-section-summary-in' type='checkbox'  ><label for='section-4724bb47-e31d-475a-94a3-0e705c03facd' class='xr-section-summary' >Indexes: <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-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4c564774-69be-41e4-8ed7-787d09bcf315' class='xr-index-data-in' type='checkbox'/><label for='index-4c564774-69be-41e4-8ed7-787d09bcf315' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2], dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>dparams</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d949bda9-a5fc-4d29-b079-95c3258d90ac' class='xr-index-data-in' type='checkbox'/><label for='index-d949bda9-a5fc-4d29-b079-95c3258d90ac' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;shape&#x27;, &#x27;loc&#x27;, &#x27;scale&#x27;], dtype=&#x27;object&#x27;, name=&#x27;dparams&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1580bbf2-60bf-4761-9df0-268e3b39e75b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1580bbf2-60bf-4761-9df0-268e3b39e75b' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
+    distribution   (stations) &lt;U3 &#x27;gev&#x27; &#x27;gev&#x27;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'parameters'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>stations</span>: 2</li><li><span class='xr-has-index'>dparams</span>: 3</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-d388887e-93fc-425a-b1ac-1b2d95eddccc' class='xr-array-in' type='checkbox' checked><label for='section-d388887e-93fc-425a-b1ac-1b2d95eddccc' 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>-0.1439 1.186e+03 637.0 -0.1604 323.7 175.4</span></div><div class='xr-array-data'><pre>array([[-1.43938489e-01,  1.18602378e+03,  6.36962648e+02],
+       [-1.60420677e-01,  3.23741304e+02,  1.75376325e+02]])</pre></div></div></li><li class='xr-section-item'><input id='section-26fcb7ae-e35b-49fa-b811-f20fb8a66627' class='xr-section-summary-in' type='checkbox'  checked><label for='section-26fcb7ae-e35b-49fa-b811-f20fb8a66627' class='xr-section-summary' >Coordinates: <span>(4)</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'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2</div><input id='attrs-bdb56d2d-5469-4249-8940-08999b0ea707' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bdb56d2d-5469-4249-8940-08999b0ea707' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2967d08f-a040-453d-ab7a-a99a306e413a' class='xr-var-data-in' type='checkbox'><label for='data-2967d08f-a040-453d-ab7a-a99a306e413a' 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, 2], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>extremes_rate</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0</div><input id='attrs-efd2b2ad-c7f3-4f1a-9fff-cafba9819825' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-efd2b2ad-c7f3-4f1a-9fff-cafba9819825' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9da4a81-efdd-494c-b705-7bf3add9486c' class='xr-var-data-in' type='checkbox'><label for='data-a9da4a81-efdd-494c-b705-7bf3add9486c' 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([1.0000251, 1.0000251])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>dparams</span></div><div class='xr-var-dims'>(dparams)</div><div class='xr-var-dtype'>&lt;U5</div><div class='xr-var-preview xr-preview'>&#x27;shape&#x27; &#x27;loc&#x27; &#x27;scale&#x27;</div><input id='attrs-8dad6302-1e84-472c-b2a1-d9b0c91b7b18' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8dad6302-1e84-472c-b2a1-d9b0c91b7b18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b9d34e1-90ec-4648-b47c-3cbd6937df21' class='xr-var-data-in' type='checkbox'><label for='data-7b9d34e1-90ec-4648-b47c-3cbd6937df21' 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([&#x27;shape&#x27;, &#x27;loc&#x27;, &#x27;scale&#x27;], dtype=&#x27;&lt;U5&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>distribution</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;gev&#x27; &#x27;gev&#x27;</div><input id='attrs-e8f4779c-5ccc-4f08-98c6-b9b0b7478d20' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e8f4779c-5ccc-4f08-98c6-b9b0b7478d20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3cb65bf-e680-4353-8f3b-5f3d97f97f31' class='xr-var-data-in' type='checkbox'><label for='data-e3cb65bf-e680-4353-8f3b-5f3d97f97f31' 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([&#x27;gev&#x27;, &#x27;gev&#x27;], dtype=&#x27;&lt;U3&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-beea5491-a196-4ace-91be-26bb4fb63918' class='xr-section-summary-in' type='checkbox'  ><label for='section-beea5491-a196-4ace-91be-26bb4fb63918' class='xr-section-summary' >Indexes: <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-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9a11526c-0ed5-4d8a-8e37-b5ac8d5ed0d0' class='xr-index-data-in' type='checkbox'/><label for='index-9a11526c-0ed5-4d8a-8e37-b5ac8d5ed0d0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2], dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>dparams</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1460ecb9-3e33-4abb-977b-81c5e480c6c8' class='xr-index-data-in' type='checkbox'/><label for='index-1460ecb9-3e33-4abb-977b-81c5e480c6c8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;shape&#x27;, &#x27;loc&#x27;, &#x27;scale&#x27;], dtype=&#x27;object&#x27;, name=&#x27;dparams&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0f289e79-407a-44e3-9a5e-4e670bce8b8c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0f289e79-407a-44e3-9a5e-4e670bce8b8c' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
 </div>
 </section>
 <section id="Step-3:-obtain-return-values-for-given-return-periods-based-on-the-distribution-fitted-and-its-parameters">
@@ -1890,27 +1890,27 @@ <h1>TL;DR<a class="headerlink" href="#TL;DR" title="Link to this heading">#</a><
     return_values  (stations, rps) float64 1.426e+03 2.252e+03 ... 2.193e+03
 Attributes:
     long_name:  discharge
-    units:      m3/s</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-5d1c8a37-3eb9-4a48-95e2-5e844755a6ea' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5d1c8a37-3eb9-4a48-95e2-5e844755a6ea' 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'>time</span>: 10958</li><li><span class='xr-has-index'>stations</span>: 2</li><li><span class='xr-has-index'>dparams</span>: 3</li><li><span class='xr-has-index'>rps</span>: 5</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9e3e1fda-cfb0-4d83-beb6-e5322e02c40c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9e3e1fda-cfb0-4d83-beb6-e5322e02c40c' class='xr-section-summary' >Coordinates: <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 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'>1992-01-01 ... 2021-12-31</div><input id='attrs-b07b21bc-78c5-47a1-8a05-4a94715026a0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b07b21bc-78c5-47a1-8a05-4a94715026a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55ef6469-58f7-42a5-bedf-e97131a3d7fd' class='xr-var-data-in' type='checkbox'><label for='data-55ef6469-58f7-42a5-bedf-e97131a3d7fd' 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([&#x27;1992-01-01T00:00:00.000000000&#x27;, &#x27;1992-01-02T00:00:00.000000000&#x27;,
+    units:      m3/s</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-df0fc6b3-c0c6-4c3c-9e1b-8bd031b426be' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-df0fc6b3-c0c6-4c3c-9e1b-8bd031b426be' 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'>time</span>: 10958</li><li><span class='xr-has-index'>stations</span>: 2</li><li><span class='xr-has-index'>dparams</span>: 3</li><li><span class='xr-has-index'>rps</span>: 5</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9ec7c2af-4bde-491b-8b62-13983d19122d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9ec7c2af-4bde-491b-8b62-13983d19122d' class='xr-section-summary' >Coordinates: <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 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'>1992-01-01 ... 2021-12-31</div><input id='attrs-4e365f8e-0c27-40f0-88a3-d9f3ed35bc9e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e365f8e-0c27-40f0-88a3-d9f3ed35bc9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-56ca406b-849c-48c5-ac9c-f7be12dec682' class='xr-var-data-in' type='checkbox'><label for='data-56ca406b-849c-48c5-ac9c-f7be12dec682' 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([&#x27;1992-01-01T00:00:00.000000000&#x27;, &#x27;1992-01-02T00:00:00.000000000&#x27;,
        &#x27;1992-01-03T00:00:00.000000000&#x27;, ..., &#x27;2021-12-29T00:00:00.000000000&#x27;,
        &#x27;2021-12-30T00:00:00.000000000&#x27;, &#x27;2021-12-31T00:00:00.000000000&#x27;],
-      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2</div><input id='attrs-378adbd9-d79e-42a4-9c09-d0c1c5a81879' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-378adbd9-d79e-42a4-9c09-d0c1c5a81879' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d995e37c-f371-4ec5-ba75-d8c02719cd93' class='xr-var-data-in' type='checkbox'><label for='data-d995e37c-f371-4ec5-ba75-d8c02719cd93' 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, 2], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>extremes_rate</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0</div><input id='attrs-60762cca-580f-472d-92f8-9c7db951e925' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-60762cca-580f-472d-92f8-9c7db951e925' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-daa2e321-7e7d-4d64-aa4e-c60628033069' class='xr-var-data-in' type='checkbox'><label for='data-daa2e321-7e7d-4d64-aa4e-c60628033069' 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([1.0000251, 1.0000251])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>dparams</span></div><div class='xr-var-dims'>(dparams)</div><div class='xr-var-dtype'>&lt;U5</div><div class='xr-var-preview xr-preview'>&#x27;shape&#x27; &#x27;loc&#x27; &#x27;scale&#x27;</div><input id='attrs-eb435d7a-c8b3-444b-b040-0a1ca8c7fdee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eb435d7a-c8b3-444b-b040-0a1ca8c7fdee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5d1dc87-e801-4c4c-b11d-e76dc6b5c547' class='xr-var-data-in' type='checkbox'><label for='data-a5d1dc87-e801-4c4c-b11d-e76dc6b5c547' 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([&#x27;shape&#x27;, &#x27;loc&#x27;, &#x27;scale&#x27;], dtype=&#x27;&lt;U5&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>distribution</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;gev&#x27; &#x27;gev&#x27;</div><input id='attrs-f9c846c5-c67d-415a-9368-1679cb9ac2f2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f9c846c5-c67d-415a-9368-1679cb9ac2f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f177c1f2-57bf-46b7-9e62-59155343686a' class='xr-var-data-in' type='checkbox'><label for='data-f177c1f2-57bf-46b7-9e62-59155343686a' 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([&#x27;gev&#x27;, &#x27;gev&#x27;], dtype=&#x27;&lt;U3&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>rps</span></div><div class='xr-var-dims'>(rps)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2 5 25 100 500</div><input id='attrs-d880bae0-ee50-4af9-9ed3-05ddd1ce6dae' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d880bae0-ee50-4af9-9ed3-05ddd1ce6dae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d261a3e3-308c-4c0b-b8a3-aa48d2fc125d' class='xr-var-data-in' type='checkbox'><label for='data-d261a3e3-308c-4c0b-b8a3-aa48d2fc125d' 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,   5,  25, 100, 500])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3ea817bf-1526-4223-bf52-51c5d5cf4a62' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3ea817bf-1526-4223-bf52-51c5d5cf4a62' class='xr-section-summary' >Data variables: <span>(3)</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>peaks</span></div><div class='xr-var-dims'>(time, stations)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-8a5b8105-4399-408b-8ce6-26d88fe3e9e3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a5b8105-4399-408b-8ce6-26d88fe3e9e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa245934-bd1e-4ad0-a16f-1282e78e4396' class='xr-var-data-in' type='checkbox'><label for='data-aa245934-bd1e-4ad0-a16f-1282e78e4396' 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>discharge</dd><dt><span>units :</span></dt><dd>m3/s</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan],
+      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2</div><input id='attrs-49802296-c401-4c6a-8052-ec3e21088055' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-49802296-c401-4c6a-8052-ec3e21088055' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1df7b350-8323-44e0-8cdf-f5c338f5d573' class='xr-var-data-in' type='checkbox'><label for='data-1df7b350-8323-44e0-8cdf-f5c338f5d573' 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, 2], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>extremes_rate</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0</div><input id='attrs-71a72dee-8d96-4c2f-8bcd-aae1cdaf2394' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-71a72dee-8d96-4c2f-8bcd-aae1cdaf2394' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c11e09c-95a0-456c-acb7-d978ac01a030' class='xr-var-data-in' type='checkbox'><label for='data-0c11e09c-95a0-456c-acb7-d978ac01a030' 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([1.0000251, 1.0000251])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>dparams</span></div><div class='xr-var-dims'>(dparams)</div><div class='xr-var-dtype'>&lt;U5</div><div class='xr-var-preview xr-preview'>&#x27;shape&#x27; &#x27;loc&#x27; &#x27;scale&#x27;</div><input id='attrs-0010415e-dde0-417e-847a-e0fa37fe1ed4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0010415e-dde0-417e-847a-e0fa37fe1ed4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f5ae0a1-f59e-415f-b838-09a65dec3fdd' class='xr-var-data-in' type='checkbox'><label for='data-8f5ae0a1-f59e-415f-b838-09a65dec3fdd' 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([&#x27;shape&#x27;, &#x27;loc&#x27;, &#x27;scale&#x27;], dtype=&#x27;&lt;U5&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>distribution</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;gev&#x27; &#x27;gev&#x27;</div><input id='attrs-340c1a94-e835-4d76-a541-6d31ee198c90' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-340c1a94-e835-4d76-a541-6d31ee198c90' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e841b5ff-42e3-40f0-b6b3-9465a05d6983' class='xr-var-data-in' type='checkbox'><label for='data-e841b5ff-42e3-40f0-b6b3-9465a05d6983' 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([&#x27;gev&#x27;, &#x27;gev&#x27;], dtype=&#x27;&lt;U3&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>rps</span></div><div class='xr-var-dims'>(rps)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2 5 25 100 500</div><input id='attrs-20427966-6da3-4fd6-a5f6-700601cdbb68' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-20427966-6da3-4fd6-a5f6-700601cdbb68' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f8b4c63-0529-4907-9183-e75733518f6d' class='xr-var-data-in' type='checkbox'><label for='data-4f8b4c63-0529-4907-9183-e75733518f6d' 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,   5,  25, 100, 500])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1566563f-f6f6-4d7a-913b-ab06ff9add64' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1566563f-f6f6-4d7a-913b-ab06ff9add64' class='xr-section-summary' >Data variables: <span>(3)</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>peaks</span></div><div class='xr-var-dims'>(time, stations)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-bf810700-188b-417f-b20a-c778d6e0e835' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bf810700-188b-417f-b20a-c778d6e0e835' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08f11b47-84e4-418d-9711-02004b784052' class='xr-var-data-in' type='checkbox'><label for='data-08f11b47-84e4-418d-9711-02004b784052' 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>discharge</dd><dt><span>units :</span></dt><dd>m3/s</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan],
        [nan, nan],
        [nan, nan],
        ...,
        [nan, nan],
        [nan, nan],
-       [nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>parameters</span></div><div class='xr-var-dims'>(stations, dparams)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.1439 1.186e+03 ... 323.7 175.4</div><input id='attrs-753f0703-f045-4f9e-9e09-a120217a6102' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-753f0703-f045-4f9e-9e09-a120217a6102' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e4ec424-0444-4d8c-8554-4634d7fdbbde' class='xr-var-data-in' type='checkbox'><label for='data-0e4ec424-0444-4d8c-8554-4634d7fdbbde' 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([[-1.43938489e-01,  1.18602378e+03,  6.36962648e+02],
-       [-1.60420677e-01,  3.23741304e+02,  1.75376325e+02]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>return_values</span></div><div class='xr-var-dims'>(stations, rps)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.426e+03 2.252e+03 ... 2.193e+03</div><input id='attrs-125eeca2-d8b2-46de-b9a2-3e127ccf4935' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-125eeca2-d8b2-46de-b9a2-3e127ccf4935' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22c7ddc3-e282-4f9c-a77e-be1ed5f5ba07' class='xr-var-data-in' type='checkbox'><label for='data-22c7ddc3-e282-4f9c-a77e-be1ed5f5ba07' 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([[1425.7708608 , 2252.42822131, 3773.46811579, 5341.06675145,
+       [nan, nan]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>parameters</span></div><div class='xr-var-dims'>(stations, dparams)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.1439 1.186e+03 ... 323.7 175.4</div><input id='attrs-69113188-0aba-4bfb-8a3f-6aecb11d9ae0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-69113188-0aba-4bfb-8a3f-6aecb11d9ae0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36f00ed4-49fd-433c-945c-3bfc4d5c5051' class='xr-var-data-in' type='checkbox'><label for='data-36f00ed4-49fd-433c-945c-3bfc4d5c5051' 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([[-1.43938489e-01,  1.18602378e+03,  6.36962648e+02],
+       [-1.60420677e-01,  3.23741304e+02,  1.75376325e+02]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>return_values</span></div><div class='xr-var-dims'>(stations, rps)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.426e+03 2.252e+03 ... 2.193e+03</div><input id='attrs-3eb4316b-9337-49e7-8d03-68137167dbfd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3eb4316b-9337-49e7-8d03-68137167dbfd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ec67c85-d128-4cd2-9d97-3f936c62a22d' class='xr-var-data-in' type='checkbox'><label for='data-5ec67c85-d128-4cd2-9d97-3f936c62a22d' 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([[1425.7708608 , 2252.42822131, 3773.46811579, 5341.06675145,
         7584.13163529],
        [ 389.95295666,  621.14850879, 1056.73614513, 1517.1858774 ,
-        2192.70584887]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3e741f1f-0c0c-4732-8744-3da32a1a27ca' class='xr-section-summary-in' type='checkbox'  ><label for='section-3e741f1f-0c0c-4732-8744-3da32a1a27ca' class='xr-section-summary' >Indexes: <span>(4)</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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-320e2639-4dff-4dd3-b7ce-d3f50cdfa648' class='xr-index-data-in' type='checkbox'/><label for='index-320e2639-4dff-4dd3-b7ce-d3f50cdfa648' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;1992-01-01&#x27;, &#x27;1992-01-02&#x27;, &#x27;1992-01-03&#x27;, &#x27;1992-01-04&#x27;,
+        2192.70584887]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-70adf467-ad2c-4620-8cb0-c09a87df10c9' class='xr-section-summary-in' type='checkbox'  ><label for='section-70adf467-ad2c-4620-8cb0-c09a87df10c9' class='xr-section-summary' >Indexes: <span>(4)</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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8d4a5b71-a3f9-4b4d-bab4-e0f7c4435092' class='xr-index-data-in' type='checkbox'/><label for='index-8d4a5b71-a3f9-4b4d-bab4-e0f7c4435092' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;1992-01-01&#x27;, &#x27;1992-01-02&#x27;, &#x27;1992-01-03&#x27;, &#x27;1992-01-04&#x27;,
                &#x27;1992-01-05&#x27;, &#x27;1992-01-06&#x27;, &#x27;1992-01-07&#x27;, &#x27;1992-01-08&#x27;,
                &#x27;1992-01-09&#x27;, &#x27;1992-01-10&#x27;,
                ...
                &#x27;2021-12-22&#x27;, &#x27;2021-12-23&#x27;, &#x27;2021-12-24&#x27;, &#x27;2021-12-25&#x27;,
                &#x27;2021-12-26&#x27;, &#x27;2021-12-27&#x27;, &#x27;2021-12-28&#x27;, &#x27;2021-12-29&#x27;,
                &#x27;2021-12-30&#x27;, &#x27;2021-12-31&#x27;],
-              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=10958, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-416b2e32-db7a-4df4-85a6-fefd6a8dc6c3' class='xr-index-data-in' type='checkbox'/><label for='index-416b2e32-db7a-4df4-85a6-fefd6a8dc6c3' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2], dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>dparams</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-dce88ce1-a037-498c-92f7-82e006bd9625' class='xr-index-data-in' type='checkbox'/><label for='index-dce88ce1-a037-498c-92f7-82e006bd9625' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;shape&#x27;, &#x27;loc&#x27;, &#x27;scale&#x27;], dtype=&#x27;object&#x27;, name=&#x27;dparams&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>rps</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ae4a8033-9ac7-4f59-8c27-0c71890efefc' class='xr-index-data-in' type='checkbox'/><label for='index-ae4a8033-9ac7-4f59-8c27-0c71890efefc' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([2, 5, 25, 100, 500], dtype=&#x27;int64&#x27;, name=&#x27;rps&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ff849b9a-32b8-4b08-b994-4471b58edf81' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ff849b9a-32b8-4b08-b994-4471b58edf81' 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>discharge</dd><dt><span>units :</span></dt><dd>m3/s</dd></dl></div></li></ul></div></div></div>
+              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=10958, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-70554c72-db6f-41fe-9cf1-e3d8cb2df675' class='xr-index-data-in' type='checkbox'/><label for='index-70554c72-db6f-41fe-9cf1-e3d8cb2df675' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2], dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>dparams</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0424ab04-3a10-46e7-a40e-ec0c2e8de966' class='xr-index-data-in' type='checkbox'/><label for='index-0424ab04-3a10-46e7-a40e-ec0c2e8de966' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;shape&#x27;, &#x27;loc&#x27;, &#x27;scale&#x27;], dtype=&#x27;object&#x27;, name=&#x27;dparams&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>rps</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ff8a0a7f-9f80-4b33-8010-5b58e73044da' class='xr-index-data-in' type='checkbox'/><label for='index-ff8a0a7f-9f80-4b33-8010-5b58e73044da' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([2, 5, 25, 100, 500], dtype=&#x27;int64&#x27;, name=&#x27;rps&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-431a6330-e93a-440d-8b19-77fa8daeecfc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-431a6330-e93a-440d-8b19-77fa8daeecfc' 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>discharge</dd><dt><span>units :</span></dt><dd>m3/s</dd></dl></div></li></ul></div></div></div>
 </div>
 </section>
 
diff --git a/v0.9.2/_examples/export_data.html b/v0.9.2/_examples/export_data.html
index b30bfc877..85f52096b 100644
--- a/v0.9.2/_examples/export_data.html
+++ b/v0.9.2/_examples/export_data.html
@@ -536,7 +536,7 @@ <h1>Example: Exporting data from a data catalog<a class="headerlink" href="#Exam
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:20,540 - export data - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:12:37,321 - export data - log - INFO - HydroMT version: 0.9.2
 </pre></div></div>
 </div>
 <section id="Explore-the-current-data-catalog">
@@ -560,7 +560,7 @@ <h2>Explore the current data catalog<a class="headerlink" href="#Explore-the-cur
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:20,566 - export data - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:12:37,349 - export data - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -568,7 +568,7 @@ <h2>Explore the current data catalog<a class="headerlink" href="#Explore-the-cur
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:20,567 - export data - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:12:37,350 - export data - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
 </pre></div></div>
 </div>
 <p>The <code class="docutils literal notranslate"><span class="pre">artifact_data</span></code> catalog is one of the pre-defined available DataCatalog of HydroMT. You can find an overview of <a class="reference external" href="https://deltares.github.io/hydromt/latest/user_guide/data_existing_cat.html">pre-defined data catalogs</a> in the online user guide. You can also get an overview of the pre-defined catalogs with their version number from HydroMT.</p>
@@ -647,7 +647,7 @@ <h2>Explore the current data catalog<a class="headerlink" href="#Explore-the-cur
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:20,627 - export data - rasterdataset - INFO - Reading era5 netcdf data from /home/runner/.hydromt_data/artifact_data/v0.0.8/era5.nc
+2024-01-31 09:12:37,412 - export data - rasterdataset - INFO - Reading era5 netcdf data from /home/runner/.hydromt_data/artifact_data/v0.0.8/era5.nc
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -655,7 +655,7 @@ <h2>Explore the current data catalog<a class="headerlink" href="#Explore-the-cur
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:20,672 - export data - rasterdataset - DEBUG - Shifting time labels with 86400 sec.
+2024-01-31 09:12:37,462 - export data - rasterdataset - DEBUG - Shifting time labels with 86400 sec.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -663,7 +663,7 @@ <h2>Explore the current data catalog<a class="headerlink" href="#Explore-the-cur
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:20,674 - export data - rasterdataset - DEBUG - Slicing time dim (&#39;2010-02-02&#39;, &#39;2010-02-15&#39;)
+2024-01-31 09:12:37,464 - export data - rasterdataset - DEBUG - Slicing time dim (&#39;2010-02-02&#39;, &#39;2010-02-15&#39;)
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -671,7 +671,7 @@ <h2>Explore the current data catalog<a class="headerlink" href="#Explore-the-cur
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:20,677 - export data - rasterdataset - DEBUG - Convert units for 7 variables.
+2024-01-31 09:12:37,467 - export data - rasterdataset - DEBUG - Convert units for 7 variables.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1074,14 +1074,14 @@ <h2>Explore the current data catalog<a class="headerlink" href="#Explore-the-cur
     paper_ref:       Hersbach et al. (2019)
     source_license:  https://cds.climate.copernicus.eu/cdsapp/#!/terms/licenc...
     source_url:      https://doi.org/10.24381/cds.bd0915c6
-    source_version:  ERA5 daily data on pressure levels</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-d212b364-b685-454e-809e-f6e72d9a667c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d212b364-b685-454e-809e-f6e72d9a667c' 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'>time</span>: 14</li><li><span class='xr-has-index'>latitude</span>: 7</li><li><span class='xr-has-index'>longitude</span>: 6</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f27686aa-4cbc-4bde-94fa-632503deaab7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f27686aa-4cbc-4bde-94fa-632503deaab7' class='xr-section-summary' >Coordinates: <span>(4)</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'>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'>2010-02-02 ... 2010-02-15</div><input id='attrs-801bdd82-0183-4e7f-81c1-4768c5c412e8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-801bdd82-0183-4e7f-81c1-4768c5c412e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e2ea36c0-9284-44cc-b842-e4d7a5c4ce97' class='xr-var-data-in' type='checkbox'><label for='data-e2ea36c0-9284-44cc-b842-e4d7a5c4ce97' 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([&#x27;2010-02-02T00:00:00.000000000&#x27;, &#x27;2010-02-03T00:00:00.000000000&#x27;,
+    source_version:  ERA5 daily data on pressure levels</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-f9f32482-bc93-4324-bc29-f4ce9a6c9131' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f9f32482-bc93-4324-bc29-f4ce9a6c9131' 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'>time</span>: 14</li><li><span class='xr-has-index'>latitude</span>: 7</li><li><span class='xr-has-index'>longitude</span>: 6</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-00559358-b998-4f16-81a6-41f4af9dbe55' class='xr-section-summary-in' type='checkbox'  checked><label for='section-00559358-b998-4f16-81a6-41f4af9dbe55' class='xr-section-summary' >Coordinates: <span>(4)</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'>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'>2010-02-02 ... 2010-02-15</div><input id='attrs-038341c3-64f1-48e6-b0fc-647ffe020ba9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-038341c3-64f1-48e6-b0fc-647ffe020ba9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34b8e281-92f6-4f95-a80a-8ed317b4038e' class='xr-var-data-in' type='checkbox'><label for='data-34b8e281-92f6-4f95-a80a-8ed317b4038e' 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([&#x27;2010-02-02T00:00:00.000000000&#x27;, &#x27;2010-02-03T00:00:00.000000000&#x27;,
        &#x27;2010-02-04T00:00:00.000000000&#x27;, &#x27;2010-02-05T00:00:00.000000000&#x27;,
        &#x27;2010-02-06T00:00:00.000000000&#x27;, &#x27;2010-02-07T00:00:00.000000000&#x27;,
        &#x27;2010-02-08T00:00:00.000000000&#x27;, &#x27;2010-02-09T00:00:00.000000000&#x27;,
        &#x27;2010-02-10T00:00:00.000000000&#x27;, &#x27;2010-02-11T00:00:00.000000000&#x27;,
        &#x27;2010-02-12T00:00:00.000000000&#x27;, &#x27;2010-02-13T00:00:00.000000000&#x27;,
        &#x27;2010-02-14T00:00:00.000000000&#x27;, &#x27;2010-02-15T00:00:00.000000000&#x27;],
-      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>11.75 12.0 12.25 12.5 12.75 13.0</div><input id='attrs-6fd60f8f-21b2-4d14-8a40-f2f987ec3fca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6fd60f8f-21b2-4d14-8a40-f2f987ec3fca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cea8b00f-1b07-428c-9755-638432eba428' class='xr-var-data-in' type='checkbox'><label for='data-cea8b00f-1b07-428c-9755-638432eba428' 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([11.75, 12.  , 12.25, 12.5 , 12.75, 13.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>46.75 46.5 46.25 ... 45.5 45.25</div><input id='attrs-0c00df31-1868-468a-82a4-1d92c727f886' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0c00df31-1868-468a-82a4-1d92c727f886' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ce20174-2da1-4829-87f9-8e5b9d51f845' class='xr-var-data-in' type='checkbox'><label for='data-0ce20174-2da1-4829-87f9-8e5b9d51f845' 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([46.75, 46.5 , 46.25, 46.  , 45.75, 45.5 , 45.25], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ae2e644b-8dce-424f-be5a-408ff219ac6d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ae2e644b-8dce-424f-be5a-408ff219ac6d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3fcd6ca6-8bb0-491e-90ea-2aea5f70891f' class='xr-var-data-in' type='checkbox'><label for='data-3fcd6ca6-8bb0-491e-90ea-2aea5f70891f' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>x_dim :</span></dt><dd>longitude</dd><dt><span>y_dim :</span></dt><dd>latitude</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2e100983-950d-4002-80e7-dbe4b3ab68c5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2e100983-950d-4002-80e7-dbe4b3ab68c5' class='xr-section-summary' >Data variables: <span>(7)</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>precip</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-a5416951-6ed5-43b5-b23e-07e787cce88f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a5416951-6ed5-43b5-b23e-07e787cce88f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef0a9783-ccac-4215-bacb-a33b1cfb8993' class='xr-var-data-in' type='checkbox'><label for='data-ef0a9783-ccac-4215-bacb-a33b1cfb8993' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>11.75 12.0 12.25 12.5 12.75 13.0</div><input id='attrs-ed97e694-c3ab-4c12-8ee0-ce870116d18c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ed97e694-c3ab-4c12-8ee0-ce870116d18c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40167601-1523-4161-ab4a-fbf21e274b49' class='xr-var-data-in' type='checkbox'><label for='data-40167601-1523-4161-ab4a-fbf21e274b49' 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([11.75, 12.  , 12.25, 12.5 , 12.75, 13.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>46.75 46.5 46.25 ... 45.5 45.25</div><input id='attrs-1210e06a-de2d-4abc-8a78-8f47e8821c04' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1210e06a-de2d-4abc-8a78-8f47e8821c04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be2482bc-53cb-4df2-8660-2ece48aeeaa3' class='xr-var-data-in' type='checkbox'><label for='data-be2482bc-53cb-4df2-8660-2ece48aeeaa3' 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([46.75, 46.5 , 46.25, 46.  , 45.75, 45.5 , 45.25], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f9fe2d91-29ee-4b7d-9fd1-428b5dcf2d62' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f9fe2d91-29ee-4b7d-9fd1-428b5dcf2d62' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3df9182-bdac-4bf8-a617-76de892c670f' class='xr-var-data-in' type='checkbox'><label for='data-e3df9182-bdac-4bf8-a617-76de892c670f' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>x_dim :</span></dt><dd>longitude</dd><dt><span>y_dim :</span></dt><dd>latitude</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-91d20b08-3bef-43bf-905f-13c2682ddfae' class='xr-section-summary-in' type='checkbox'  checked><label for='section-91d20b08-3bef-43bf-905f-13c2682ddfae' class='xr-section-summary' >Data variables: <span>(7)</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>precip</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-58cff4af-c1ca-42a0-8fe7-7391ab4c2d04' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-58cff4af-c1ca-42a0-8fe7-7391ab4c2d04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aaa8f58f-019e-4d2c-a705-370c8a0bcabc' class='xr-var-data-in' type='checkbox'><label for='data-aaa8f58f-019e-4d2c-a705-370c8a0bcabc' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1159,7 +1159,7 @@ <h2>Explore the current data catalog<a class="headerlink" href="#Explore-the-cur
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-35332970-9cf6-4dd6-a4b4-e855192fb3b8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-35332970-9cf6-4dd6-a4b4-e855192fb3b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7a866ba-adc0-45bd-bccb-9994c759d739' class='xr-var-data-in' type='checkbox'><label for='data-b7a866ba-adc0-45bd-bccb-9994c759d739' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-e0269db8-9f2a-461f-91a7-d3b41023e31f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e0269db8-9f2a-461f-91a7-d3b41023e31f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6368f33a-0fbb-46c8-8bad-a654654c9b0d' class='xr-var-data-in' type='checkbox'><label for='data-6368f33a-0fbb-46c8-8bad-a654654c9b0d' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1237,7 +1237,7 @@ <h2>Explore the current data catalog<a class="headerlink" href="#Explore-the-cur
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>press_msl</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-fe89c1d2-874f-4022-ab62-6f9daa643d75' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe89c1d2-874f-4022-ab62-6f9daa643d75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-231fcdcc-7d0b-40d4-84e0-a80fb22b17b0' class='xr-var-data-in' type='checkbox'><label for='data-231fcdcc-7d0b-40d4-84e0-a80fb22b17b0' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>press_msl</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-69415e6a-4c78-40cd-bc85-23d689ecc588' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-69415e6a-4c78-40cd-bc85-23d689ecc588' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55e86cb7-56b7-4c8c-994b-302c9f60a9ec' class='xr-var-data-in' type='checkbox'><label for='data-55e86cb7-56b7-4c8c-994b-302c9f60a9ec' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1315,7 +1315,7 @@ <h2>Explore the current data catalog<a class="headerlink" href="#Explore-the-cur
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kin</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-2d1f1515-a72f-44da-bbc0-5f6bd841b609' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d1f1515-a72f-44da-bbc0-5f6bd841b609' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3af093f4-6e55-426d-9e54-3b7b84c4675d' class='xr-var-data-in' type='checkbox'><label for='data-3af093f4-6e55-426d-9e54-3b7b84c4675d' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kin</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-bd7d8ebe-b94e-4775-a79b-fef20b782658' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bd7d8ebe-b94e-4775-a79b-fef20b782658' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-053bc648-2cda-44a3-a748-d1299c0ad076' class='xr-var-data-in' type='checkbox'><label for='data-053bc648-2cda-44a3-a748-d1299c0ad076' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1393,7 +1393,7 @@ <h2>Explore the current data catalog<a class="headerlink" href="#Explore-the-cur
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kout</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-50648031-8074-48fe-9361-2b5f06c577a6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-50648031-8074-48fe-9361-2b5f06c577a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7036f0ef-aabc-4222-bc64-6d69488c15b7' class='xr-var-data-in' type='checkbox'><label for='data-7036f0ef-aabc-4222-bc64-6d69488c15b7' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kout</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-0b3856c1-e552-4486-bd52-1aa7a62f70a3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0b3856c1-e552-4486-bd52-1aa7a62f70a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-628d6038-4de8-4140-abab-871233f0eb55' class='xr-var-data-in' type='checkbox'><label for='data-628d6038-4de8-4140-abab-871233f0eb55' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1471,7 +1471,7 @@ <h2>Explore the current data catalog<a class="headerlink" href="#Explore-the-cur
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp_min</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-a850cd7b-8090-4d85-aec7-012a2e15185a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a850cd7b-8090-4d85-aec7-012a2e15185a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7717732-ef3b-42c7-a91a-50a12e837e34' class='xr-var-data-in' type='checkbox'><label for='data-a7717732-ef3b-42c7-a91a-50a12e837e34' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp_min</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-8a64ba46-a4a5-40c3-9e4e-d4edbfc603da' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a64ba46-a4a5-40c3-9e4e-d4edbfc603da' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b148a7b-6791-4de4-8639-5ca18f52ac95' class='xr-var-data-in' type='checkbox'><label for='data-6b148a7b-6791-4de4-8639-5ca18f52ac95' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1549,7 +1549,7 @@ <h2>Explore the current data catalog<a class="headerlink" href="#Explore-the-cur
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp_max</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-e095b7d2-dc54-43c8-bb1c-edf30288534a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e095b7d2-dc54-43c8-bb1c-edf30288534a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da3c75e4-94fd-48aa-97cf-8ce493ab96d9' class='xr-var-data-in' type='checkbox'><label for='data-da3c75e4-94fd-48aa-97cf-8ce493ab96d9' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp_max</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-9e9ef478-72bf-4e09-8d1a-016a1232b01d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9e9ef478-72bf-4e09-8d1a-016a1232b01d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac06ff59-567b-483e-a9cb-01a4c57327e8' class='xr-var-data-in' type='checkbox'><label for='data-ac06ff59-567b-483e-a9cb-01a4c57327e8' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1627,11 +1627,11 @@ <h2>Explore the current data catalog<a class="headerlink" href="#Explore-the-cur
 </svg>
         </td>
     </tr>
-</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-1b013747-4d54-4d7e-9160-00768f1aedc2' class='xr-section-summary-in' type='checkbox'  ><label for='section-1b013747-4d54-4d7e-9160-00768f1aedc2' class='xr-section-summary' >Indexes: <span>(3)</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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-11247bf1-4671-4078-ac6a-11ef47ddb061' class='xr-index-data-in' type='checkbox'/><label for='index-11247bf1-4671-4078-ac6a-11ef47ddb061' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-02&#x27;, &#x27;2010-02-03&#x27;, &#x27;2010-02-04&#x27;, &#x27;2010-02-05&#x27;,
+</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-1d508299-6df3-4443-b9f5-1aef035ada54' class='xr-section-summary-in' type='checkbox'  ><label for='section-1d508299-6df3-4443-b9f5-1aef035ada54' class='xr-section-summary' >Indexes: <span>(3)</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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-78da5f8c-0820-4519-bfe8-8ac196a76b41' class='xr-index-data-in' type='checkbox'/><label for='index-78da5f8c-0820-4519-bfe8-8ac196a76b41' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-02&#x27;, &#x27;2010-02-03&#x27;, &#x27;2010-02-04&#x27;, &#x27;2010-02-05&#x27;,
                &#x27;2010-02-06&#x27;, &#x27;2010-02-07&#x27;, &#x27;2010-02-08&#x27;, &#x27;2010-02-09&#x27;,
                &#x27;2010-02-10&#x27;, &#x27;2010-02-11&#x27;, &#x27;2010-02-12&#x27;, &#x27;2010-02-13&#x27;,
                &#x27;2010-02-14&#x27;, &#x27;2010-02-15&#x27;],
-              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-84922039-a670-49b7-8189-c2a9c615f32f' class='xr-index-data-in' type='checkbox'/><label for='index-84922039-a670-49b7-8189-c2a9c615f32f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.75, 12.0, 12.25, 12.5, 12.75, 13.0], dtype=&#x27;float32&#x27;, name=&#x27;longitude&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2410fe5d-49b4-4c5b-86a5-6c6e52cc6ecb' class='xr-index-data-in' type='checkbox'/><label for='index-2410fe5d-49b4-4c5b-86a5-6c6e52cc6ecb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([46.75, 46.5, 46.25, 46.0, 45.75, 45.5, 45.25], dtype=&#x27;float32&#x27;, name=&#x27;latitude&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-efcb367d-8347-4e54-9ebd-4df34dd719fa' class='xr-section-summary-in' type='checkbox'  checked><label for='section-efcb367d-8347-4e54-9ebd-4df34dd719fa' 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>category :</span></dt><dd>meteo</dd><dt><span>history :</span></dt><dd>Extracted from Copernicus Climate Data Store; resampled by Deltares to daily frequency</dd><dt><span>paper_doi :</span></dt><dd>10.1002/qj.3803</dd><dt><span>paper_ref :</span></dt><dd>Hersbach et al. (2019)</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://doi.org/10.24381/cds.bd0915c6</dd><dt><span>source_version :</span></dt><dd>ERA5 daily data on pressure levels</dd></dl></div></li></ul></div></div></div>
+              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bbcf9592-83f6-43fe-b2ac-34786ff2bfa8' class='xr-index-data-in' type='checkbox'/><label for='index-bbcf9592-83f6-43fe-b2ac-34786ff2bfa8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.75, 12.0, 12.25, 12.5, 12.75, 13.0], dtype=&#x27;float32&#x27;, name=&#x27;longitude&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-16d54aa7-3e72-41a7-9975-3b19b9bfbddc' class='xr-index-data-in' type='checkbox'/><label for='index-16d54aa7-3e72-41a7-9975-3b19b9bfbddc' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([46.75, 46.5, 46.25, 46.0, 45.75, 45.5, 45.25], dtype=&#x27;float32&#x27;, name=&#x27;latitude&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f87d78eb-ffdc-4f57-99b3-7d4eb16f4c14' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f87d78eb-ffdc-4f57-99b3-7d4eb16f4c14' 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>category :</span></dt><dd>meteo</dd><dt><span>history :</span></dt><dd>Extracted from Copernicus Climate Data Store; resampled by Deltares to daily frequency</dd><dt><span>paper_doi :</span></dt><dd>10.1002/qj.3803</dd><dt><span>paper_ref :</span></dt><dd>Hersbach et al. (2019)</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://doi.org/10.24381/cds.bd0915c6</dd><dt><span>source_version :</span></dt><dd>ERA5 daily data on pressure levels</dd></dl></div></li></ul></div></div></div>
 </div>
 </section>
 <section id="Export-an-extract-of-the-data">
@@ -1681,7 +1681,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:20,782 - export data - data_catalog - DEBUG - Exporting merit_hydro.
+2024-01-31 09:12:37,578 - export data - data_catalog - DEBUG - Exporting merit_hydro.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1689,7 +1689,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
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-2024-01-31 08:53:20,784 - export data - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
+2024-01-31 09:12:37,580 - export data - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1697,7 +1697,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:53:20,819 - export data - rasterdataset - DEBUG - Clip to [12.000, 46.000, 13.000, 46.500] (epsg:4326))
+2024-01-31 09:12:37,617 - export data - rasterdataset - DEBUG - Clip to [12.000, 46.000, 13.000, 46.500] (epsg:4326))
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1705,7 +1705,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:53:20,820 - export data - rasterdataset - WARNING - Dataset does [12.000000000000016, 46.0, 13.0, 46.5] does not fully cover bbox [12.000, 46.000, 13.000, 46.500]
+2024-01-31 09:12:37,619 - export data - rasterdataset - WARNING - Dataset does [12.000000000000016, 46.0, 13.0, 46.5] does not fully cover bbox [12.000, 46.000, 13.000, 46.500]
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1713,7 +1713,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:53:20,998 - export data - data_catalog - DEBUG - Exporting era5.
+2024-01-31 09:12:37,798 - export data - data_catalog - DEBUG - Exporting era5.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1721,7 +1721,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:20,998 - export data - rasterdataset - INFO - Reading era5 netcdf data from /home/runner/.hydromt_data/artifact_data/v0.0.8/era5.nc
+2024-01-31 09:12:37,799 - export data - rasterdataset - INFO - Reading era5 netcdf data from /home/runner/.hydromt_data/artifact_data/v0.0.8/era5.nc
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1729,7 +1729,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:21,011 - export data - rasterdataset - DEBUG - Shifting time labels with 86400 sec.
+2024-01-31 09:12:37,813 - export data - rasterdataset - DEBUG - Shifting time labels with 86400 sec.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1737,7 +1737,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:53:21,013 - export data - rasterdataset - DEBUG - Slicing time dim (&#39;2010-02-10&#39;, &#39;2010-02-15&#39;)
+2024-01-31 09:12:37,814 - export data - rasterdataset - DEBUG - Slicing time dim (&#39;2010-02-10&#39;, &#39;2010-02-15&#39;)
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1745,7 +1745,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:21,020 - export data - rasterdataset - DEBUG - Clip to [12.000, 46.000, 13.000, 46.500] (epsg:4326))
+2024-01-31 09:12:37,822 - export data - rasterdataset - DEBUG - Clip to [12.000, 46.000, 13.000, 46.500] (epsg:4326))
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1753,7 +1753,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:21,023 - export data - rasterdataset - WARNING - Dataset does [12.125, 45.875, 13.125, 46.375] does not fully cover bbox [12.000, 46.000, 13.000, 46.500]
+2024-01-31 09:12:37,824 - export data - rasterdataset - WARNING - Dataset does [12.125, 45.875, 13.125, 46.375] does not fully cover bbox [12.000, 46.000, 13.000, 46.500]
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1761,7 +1761,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:21,023 - export data - rasterdataset - DEBUG - Convert units for 1 variables.
+2024-01-31 09:12:37,825 - export data - rasterdataset - DEBUG - Convert units for 1 variables.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1769,7 +1769,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:21,036 - export data - data_catalog - DEBUG - Exporting vito.
+2024-01-31 09:12:37,837 - export data - data_catalog - DEBUG - Exporting vito.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1777,7 +1777,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:21,036 - export data - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
+2024-01-31 09:12:37,838 - export data - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1785,7 +1785,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:21,049 - export data - rasterdataset - DEBUG - Clip to [12.000, 46.000, 13.000, 46.500] (epsg:4326))
+2024-01-31 09:12:37,851 - export data - rasterdataset - DEBUG - Clip to [12.000, 46.000, 13.000, 46.500] (epsg:4326))
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -1793,7 +1793,7 @@ <h2>Export an extract of the data<a class="headerlink" href="#Export-an-extract-
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:21,050 - export data - rasterdataset - WARNING - Dataset does [12.000496031745401, 45.99950396825409, 13.000496031745406, 46.49950396825409] does not fully cover bbox [12.000, 46.000, 13.000, 46.500]
+2024-01-31 09:12:37,852 - export data - rasterdataset - WARNING - Dataset does [12.000496031745401, 45.99950396825409, 13.000496031745406, 46.49950396825409] does not fully cover bbox [12.000, 46.000, 13.000, 46.500]
 </pre></div></div>
 </div>
 </section>
@@ -1929,7 +1929,7 @@ <h2>Open and explore the exported data<a class="headerlink" href="#Open-and-expl
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:21,086 - export data - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
+2024-01-31 09:12:37,889 - export data - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1937,7 +1937,7 @@ <h2>Open and explore the exported data<a class="headerlink" href="#Open-and-expl
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:21,102 - export data - rasterdataset - DEBUG - Clip to [11.600, 45.200, 13.000, 46.800] (epsg:4326))
+2024-01-31 09:12:37,905 - export data - rasterdataset - DEBUG - Clip to [11.600, 45.200, 13.000, 46.800] (epsg:4326))
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -1945,7 +1945,7 @@ <h2>Open and explore the exported data<a class="headerlink" href="#Open-and-expl
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:53:21,103 - export data - rasterdataset - WARNING - Dataset does [11.600000000000023, 45.199999999999996, 13.0, 46.8] does not fully cover bbox [11.600, 45.200, 13.000, 46.800]
+2024-01-31 09:12:37,906 - export data - rasterdataset - WARNING - Dataset does [11.600000000000023, 45.199999999999996, 13.0, 46.8] does not fully cover bbox [11.600, 45.200, 13.000, 46.800]
 </pre></div></div>
 </div>
 <div class="nbinput docutils container">
diff --git a/v0.9.2/_examples/prep_data_catalog.html b/v0.9.2/_examples/prep_data_catalog.html
index e94f3f340..828bd97cc 100644
--- a/v0.9.2/_examples/prep_data_catalog.html
+++ b/v0.9.2/_examples/prep_data_catalog.html
@@ -544,7 +544,7 @@ <h1>Example: Preparing a data catalog<a class="headerlink" href="#Example:-Prepa
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:28,559 - prepare data catalog - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:12:45,828 - prepare data catalog - log - INFO - HydroMT version: 0.9.2
 </pre></div></div>
 </div>
 <p>The steps to use your own data within HydroMT are in brief:</p>
@@ -667,7 +667,7 @@ <h2>RasterDataset from raster file<a class="headerlink" href="#RasterDataset-fro
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-&lt;matplotlib.collections.QuadMesh at 0x7f347149e390&gt;
+&lt;matplotlib.collections.QuadMesh at 0x7f40bf44d410&gt;
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -716,7 +716,7 @@ <h2>RasterDataset from raster file<a class="headerlink" href="#RasterDataset-fro
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:31,461 - prepare data catalog - data_catalog - INFO - Parsing data catalog from tmpdir/vito.yml
+2024-01-31 09:12:49,090 - prepare data catalog - data_catalog - INFO - Parsing data catalog from tmpdir/vito.yml
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -724,7 +724,7 @@ <h2>RasterDataset from raster file<a class="headerlink" href="#RasterDataset-fro
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:31,463 - prepare data catalog - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.6/vito.tif
+2024-01-31 09:12:49,093 - prepare data catalog - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.6/vito.tif
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -1104,7 +1104,7 @@ <h2>RasterDataset from raster file<a class="headerlink" href="#RasterDataset-fro
 Attributes:
     AREA_OR_POINT:  Area
     _FillValue:     255
-    source_file:    vito.tif</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'vito'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 1613</li><li><span class='xr-has-index'>x</span>: 1412</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-9851c165-3bf5-46c4-ad2f-1ad90235acda' class='xr-array-in' type='checkbox' checked><label for='section-9851c165-3bf5-46c4-ad2f-1ad90235acda' 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>dask.array&lt;chunksize=(1613, 1412), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
+    source_file:    vito.tif</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'vito'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 1613</li><li><span class='xr-has-index'>x</span>: 1412</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-8622526e-e4a9-4560-8df9-190957d0b23e' class='xr-array-in' type='checkbox' checked><label for='section-8622526e-e4a9-4560-8df9-190957d0b23e' 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>dask.array&lt;chunksize=(1613, 1412), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1159,7 +1159,7 @@ <h2>RasterDataset from raster file<a class="headerlink" href="#RasterDataset-fro
 </svg>
         </td>
     </tr>
-</table></div></div></li><li class='xr-section-item'><input id='section-25be6dec-7c07-4957-88b8-2f6edaed1b4e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-25be6dec-7c07-4957-88b8-2f6edaed1b4e' class='xr-section-summary' >Coordinates: <span>(3)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.6 11.6 11.6 ... 13.0 13.0 13.0</div><input id='attrs-3cca54c0-2292-468c-bb02-6b99dbc2534a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3cca54c0-2292-468c-bb02-6b99dbc2534a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dd7b0162-7efe-4fe4-baf6-413ec60e4be5' class='xr-var-data-in' type='checkbox'><label for='data-dd7b0162-7efe-4fe4-baf6-413ec60e4be5' 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([11.600198, 11.60119 , 11.602183, ..., 12.998016, 12.999008, 13.      ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.8 46.8 46.8 ... 45.2 45.2 45.2</div><input id='attrs-7b7fa205-421d-4e17-bef2-e3a1d2bcc207' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7b7fa205-421d-4e17-bef2-e3a1d2bcc207' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07d385ee-9dd5-4903-ac05-9dfe2906220d' class='xr-var-data-in' type='checkbox'><label for='data-07d385ee-9dd5-4903-ac05-9dfe2906220d' 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([46.799603, 46.798611, 46.797619, ..., 45.202381, 45.201389, 45.200397])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-25dac4bf-ab02-400b-b389-6769be684367' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-25dac4bf-ab02-400b-b389-6769be684367' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7769f8d2-8ac2-46e2-8bec-23a4acdb6521' class='xr-var-data-in' type='checkbox'><label for='data-7769f8d2-8ac2-46e2-8bec-23a4acdb6521' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>GeoTransform :</span></dt><dd>11.599702380951747 0.000992063492063498 0.0 46.80009920634932 0.0 -0.0009920634920634868</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2fe62b7b-5ee2-4dc0-8dce-16e5404f0ce1' class='xr-section-summary-in' type='checkbox'  ><label for='section-2fe62b7b-5ee2-4dc0-8dce-16e5404f0ce1' class='xr-section-summary' >Indexes: <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-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3ca5f4da-308d-41e9-9639-90d0bb75a592' class='xr-index-data-in' type='checkbox'/><label for='index-3ca5f4da-308d-41e9-9639-90d0bb75a592' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.600198412697779, 11.601190476189842, 11.602182539681905,
+</table></div></div></li><li class='xr-section-item'><input id='section-84b16559-826a-4ece-9295-8921d939a6fa' class='xr-section-summary-in' type='checkbox'  checked><label for='section-84b16559-826a-4ece-9295-8921d939a6fa' class='xr-section-summary' >Coordinates: <span>(3)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.6 11.6 11.6 ... 13.0 13.0 13.0</div><input id='attrs-d8c541d3-b9c6-4ca9-97ab-5387a25df69f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d8c541d3-b9c6-4ca9-97ab-5387a25df69f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0be63a39-5989-4d9a-8aed-0e1da5d2a4f9' class='xr-var-data-in' type='checkbox'><label for='data-0be63a39-5989-4d9a-8aed-0e1da5d2a4f9' 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([11.600198, 11.60119 , 11.602183, ..., 12.998016, 12.999008, 13.      ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.8 46.8 46.8 ... 45.2 45.2 45.2</div><input id='attrs-e9d5df9c-5fcd-48a5-9533-3b0f31880595' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e9d5df9c-5fcd-48a5-9533-3b0f31880595' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-81a3f079-91aa-4662-bcbc-55344234ced8' class='xr-var-data-in' type='checkbox'><label for='data-81a3f079-91aa-4662-bcbc-55344234ced8' 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([46.799603, 46.798611, 46.797619, ..., 45.202381, 45.201389, 45.200397])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-d23af718-fc67-4b1e-9258-15a4a23bcadc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d23af718-fc67-4b1e-9258-15a4a23bcadc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-502d0a35-dc7e-428b-9569-b812926aaf04' class='xr-var-data-in' type='checkbox'><label for='data-502d0a35-dc7e-428b-9569-b812926aaf04' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>GeoTransform :</span></dt><dd>11.599702380951747 0.000992063492063498 0.0 46.80009920634932 0.0 -0.0009920634920634868</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-84eed6c1-b7d0-4022-a4d7-9757dcf30586' class='xr-section-summary-in' type='checkbox'  ><label for='section-84eed6c1-b7d0-4022-a4d7-9757dcf30586' class='xr-section-summary' >Indexes: <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-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-da7594f9-2bdf-4eae-8618-cda9d3be4c03' class='xr-index-data-in' type='checkbox'/><label for='index-da7594f9-2bdf-4eae-8618-cda9d3be4c03' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.600198412697779, 11.601190476189842, 11.602182539681905,
        11.603174603173969, 11.604166666666034, 11.605158730158097,
         11.60615079365016, 11.607142857142223, 11.608134920634287,
         11.60912698412635,
@@ -1168,7 +1168,7 @@ <h2>RasterDataset from raster file<a class="headerlink" href="#RasterDataset-fro
        12.994047619046993, 12.995039682539057,  12.99603174603112,
        12.997023809523185, 12.998015873015248, 12.999007936507311,
        12.999999999999375],
-      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1412))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d5505762-97d6-4180-bef9-b3fb31d4381a' class='xr-index-data-in' type='checkbox'/><label for='index-d5505762-97d6-4180-bef9-b3fb31d4381a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 46.79960317460329,  46.79861111111123, 46.797619047619165,
+      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1412))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d15913ab-2f85-4dd2-a7d6-3d19d223b982' class='xr-index-data-in' type='checkbox'/><label for='index-d15913ab-2f85-4dd2-a7d6-3d19d223b982' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 46.79960317460329,  46.79861111111123, 46.797619047619165,
          46.7966269841271,  46.79563492063504, 46.794642857142975,
         46.79365079365091,  46.79265873015885, 46.791666666666785,
         46.79067460317472,
@@ -1177,7 +1177,7 @@ <h2>RasterDataset from raster file<a class="headerlink" href="#RasterDataset-fro
         45.20634920634933,  45.20535714285727,   45.2043650793652,
         45.20337301587314,  45.20238095238108, 45.201388888889014,
         45.20039682539695],
-      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1613))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e5dda729-0103-4056-b65d-257724cfd54a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e5dda729-0103-4056-b65d-257724cfd54a' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>255</dd><dt><span>source_file :</span></dt><dd>vito.tif</dd></dl></div></li></ul></div></div></div>
+      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1613))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9308e424-8b3f-44d1-bfbc-4d23d9fd854a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9308e424-8b3f-44d1-bfbc-4d23d9fd854a' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>255</dd><dt><span>source_file :</span></dt><dd>vito.tif</dd></dl></div></li></ul></div></div></div>
 </div>
 </section>
 <section id="RasterDataset-from-several-raster-files">
@@ -1260,7 +1260,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:31,510 - prepare data catalog - data_catalog - INFO - Parsing data catalog from tmpdir/merit_hydro.yml
+2024-01-31 09:12:49,143 - prepare data catalog - data_catalog - INFO - Parsing data catalog from tmpdir/merit_hydro.yml
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1269,7 +1269,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 <div class="output_area docutils container">
 <div class="highlight"><pre>
 dict_keys([&#39;vito&#39;, &#39;merit_hydro&#39;])
-2024-01-31 08:53:31,512 - prepare data catalog - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.6/merit_hydro/*.tif
+2024-01-31 09:12:49,146 - prepare data catalog - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.6/merit_hydro/*.tif
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -1657,7 +1657,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
     uparea                      (y, x) float32 dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;
     upgrid                      (y, x) int32 dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;
 Attributes:
-    category:  topography</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-feccc57f-d7c8-41f8-b0d5-8fe833e54add' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-feccc57f-d7c8-41f8-b0d5-8fe833e54add' 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'>x</span>: 1680</li><li><span class='xr-has-index'>y</span>: 1920</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e94c3faf-47f7-4cb0-affe-3c737c948b50' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e94c3faf-47f7-4cb0-affe-3c737c948b50' class='xr-section-summary' >Coordinates: <span>(3)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.6 11.6 11.6 ... 13.0 13.0 13.0</div><input id='attrs-fa996157-95cf-4aeb-965b-23e8ea9b5600' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa996157-95cf-4aeb-965b-23e8ea9b5600' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1892baa5-38b1-4a2e-b663-d6f0424b28c0' class='xr-var-data-in' type='checkbox'><label for='data-1892baa5-38b1-4a2e-b663-d6f0424b28c0' 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([11.600417, 11.60125 , 11.602083, ..., 12.997917, 12.99875 , 12.999583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.8 46.8 46.8 ... 45.2 45.2 45.2</div><input id='attrs-0bf903fc-e747-4111-8b7c-a83b2aefc2b9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0bf903fc-e747-4111-8b7c-a83b2aefc2b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9173ac5-36d3-4625-b7bc-45e03e79370d' class='xr-var-data-in' type='checkbox'><label for='data-e9173ac5-36d3-4625-b7bc-45e03e79370d' 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([46.799583, 46.79875 , 46.797917, ..., 45.202083, 45.20125 , 45.200417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-9b073035-7f60-4a22-b151-74ec86dc577b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9b073035-7f60-4a22-b151-74ec86dc577b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1ddbd433-fff8-401c-94b9-e4c232bb0ecf' class='xr-var-data-in' type='checkbox'><label for='data-1ddbd433-fff8-401c-94b9-e4c232bb0ecf' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>GeoTransform :</span></dt><dd>11.600000000000023 0.0008333333333333203 0.0 46.8 0.0 -0.0008333333333333345</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e66ad386-7ac7-4ccc-904d-524d75293f57' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e66ad386-7ac7-4ccc-904d-524d75293f57' class='xr-section-summary' >Data variables: <span>(9)</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>basins</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>uint32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-7ab052f5-9136-4746-9ae3-6d905eb84916' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7ab052f5-9136-4746-9ae3-6d905eb84916' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f70dcc09-dfe8-4a65-849a-7c3f62b70126' class='xr-var-data-in' type='checkbox'><label for='data-f70dcc09-dfe8-4a65-849a-7c3f62b70126' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>0</dd><dt><span>source_file :</span></dt><dd>basins.tif</dd></dl></div><div class='xr-var-data'><table>
+    category:  topography</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-7a65ab4d-7003-4c1b-8f23-fba660d2a217' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7a65ab4d-7003-4c1b-8f23-fba660d2a217' 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'>x</span>: 1680</li><li><span class='xr-has-index'>y</span>: 1920</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f3d17a62-6e21-428e-97e9-9978624a1113' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f3d17a62-6e21-428e-97e9-9978624a1113' class='xr-section-summary' >Coordinates: <span>(3)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.6 11.6 11.6 ... 13.0 13.0 13.0</div><input id='attrs-c28e7845-0a29-4d47-bab5-076f317475ad' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c28e7845-0a29-4d47-bab5-076f317475ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-065ce9a6-b4e7-4c83-bd66-4a1c60fe5062' class='xr-var-data-in' type='checkbox'><label for='data-065ce9a6-b4e7-4c83-bd66-4a1c60fe5062' 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([11.600417, 11.60125 , 11.602083, ..., 12.997917, 12.99875 , 12.999583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.8 46.8 46.8 ... 45.2 45.2 45.2</div><input id='attrs-5544cf86-c6a9-4ff5-9125-ba106daf78c7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5544cf86-c6a9-4ff5-9125-ba106daf78c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-101c9233-3014-4a5e-8414-284749c4193d' class='xr-var-data-in' type='checkbox'><label for='data-101c9233-3014-4a5e-8414-284749c4193d' 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([46.799583, 46.79875 , 46.797917, ..., 45.202083, 45.20125 , 45.200417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-683527b1-5723-4d80-8161-3e9c7fa3a35f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-683527b1-5723-4d80-8161-3e9c7fa3a35f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd1c8057-d917-4c27-9507-f7a552db03d2' class='xr-var-data-in' type='checkbox'><label for='data-cd1c8057-d917-4c27-9507-f7a552db03d2' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>GeoTransform :</span></dt><dd>11.600000000000023 0.0008333333333333203 0.0 46.8 0.0 -0.0008333333333333345</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f3c3deb5-d7db-4663-b3d1-46dcd46e0a03' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f3c3deb5-d7db-4663-b3d1-46dcd46e0a03' class='xr-section-summary' >Data variables: <span>(9)</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>basins</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>uint32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-4d942a0c-8540-4d8c-b7ab-d8a7bbbdbb1e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4d942a0c-8540-4d8c-b7ab-d8a7bbbdbb1e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff360bf5-20e2-4e10-be39-3e05553a7a55' class='xr-var-data-in' type='checkbox'><label for='data-ff360bf5-20e2-4e10-be39-3e05553a7a55' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>0</dd><dt><span>source_file :</span></dt><dd>basins.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1712,7 +1712,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>elevtn</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-8169d23f-a609-44bf-b2f6-cf1625de129b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8169d23f-a609-44bf-b2f6-cf1625de129b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1fd0a96-6556-429a-9043-deae109e1b34' class='xr-var-data-in' type='checkbox'><label for='data-a1fd0a96-6556-429a-9043-deae109e1b34' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>elevtn.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>elevtn</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-e5d40ea6-2508-4fd7-8d69-b2b475e6ea90' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e5d40ea6-2508-4fd7-8d69-b2b475e6ea90' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bfd07331-f167-49e3-9f16-fd072df0fac7' class='xr-var-data-in' type='checkbox'><label for='data-bfd07331-f167-49e3-9f16-fd072df0fac7' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>elevtn.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1767,7 +1767,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>flwdir</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-2212e136-0d24-4930-833c-1abca10f914f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2212e136-0d24-4930-833c-1abca10f914f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e154131-f5dd-4f09-89a8-315be0146d4b' class='xr-var-data-in' type='checkbox'><label for='data-8e154131-f5dd-4f09-89a8-315be0146d4b' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>247</dd><dt><span>source_file :</span></dt><dd>flwdir.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>flwdir</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-3f1a6f35-502f-4862-be79-82ef088a1bdf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3f1a6f35-502f-4862-be79-82ef088a1bdf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28f9953e-eed7-4539-9760-3dbf61f604b7' class='xr-var-data-in' type='checkbox'><label for='data-28f9953e-eed7-4539-9760-3dbf61f604b7' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>247</dd><dt><span>source_file :</span></dt><dd>flwdir.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1822,7 +1822,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>height_above_nearest_drain</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-58108fcd-46e5-4cd1-ac32-ab1d40aaa1ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-58108fcd-46e5-4cd1-ac32-ab1d40aaa1ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5194dcd3-76b5-449c-a396-30bbcfa274ea' class='xr-var-data-in' type='checkbox'><label for='data-5194dcd3-76b5-449c-a396-30bbcfa274ea' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>hnd.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>height_above_nearest_drain</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-a46e2918-105f-46d0-a2c4-3ab77da1b79d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a46e2918-105f-46d0-a2c4-3ab77da1b79d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa2b25a1-d653-4280-bf4d-e89343914255' class='xr-var-data-in' type='checkbox'><label for='data-aa2b25a1-d653-4280-bf4d-e89343914255' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>hnd.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1877,7 +1877,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lndslp</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-bfa92bc1-b584-419c-8c60-6e05a28876bb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bfa92bc1-b584-419c-8c60-6e05a28876bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5eeb2cc1-2158-401c-949d-ce221bb35877' class='xr-var-data-in' type='checkbox'><label for='data-5eeb2cc1-2158-401c-949d-ce221bb35877' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>lndslp.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lndslp</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-cc53593e-de75-446b-b5cd-2c145a9fa46a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cc53593e-de75-446b-b5cd-2c145a9fa46a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-255904aa-8af2-4ab2-97c9-5bc550fbdbf0' class='xr-var-data-in' type='checkbox'><label for='data-255904aa-8af2-4ab2-97c9-5bc550fbdbf0' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>lndslp.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1932,7 +1932,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rivwth</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-01497823-c233-456a-a825-19f9a4e0aa07' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-01497823-c233-456a-a825-19f9a4e0aa07' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7df405a9-8199-42b6-be28-9b2b6ff54243' class='xr-var-data-in' type='checkbox'><label for='data-7df405a9-8199-42b6-be28-9b2b6ff54243' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>rivwth.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rivwth</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-8aa217d3-c7a1-4716-8410-38407a525d6c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8aa217d3-c7a1-4716-8410-38407a525d6c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2cc0d2d-9e30-4ed8-9dfd-abdffec5e4fc' class='xr-var-data-in' type='checkbox'><label for='data-c2cc0d2d-9e30-4ed8-9dfd-abdffec5e4fc' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>rivwth.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1987,7 +1987,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>strord</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-b991a9be-950f-4811-b00c-bdfe8ce27b26' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b991a9be-950f-4811-b00c-bdfe8ce27b26' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0927206-a609-4a06-a16f-d80f8a7b3a0a' class='xr-var-data-in' type='checkbox'><label for='data-e0927206-a609-4a06-a16f-d80f8a7b3a0a' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>255</dd><dt><span>source_file :</span></dt><dd>strord.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>strord</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-bc064c19-e774-42ec-88ea-e3fa1df91cd1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc064c19-e774-42ec-88ea-e3fa1df91cd1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a77e727-4840-46f5-9192-d842ec791f86' class='xr-var-data-in' type='checkbox'><label for='data-1a77e727-4840-46f5-9192-d842ec791f86' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>255</dd><dt><span>source_file :</span></dt><dd>strord.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2042,7 +2042,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>uparea</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-874182da-8a33-4885-97a2-66cfa732963e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-874182da-8a33-4885-97a2-66cfa732963e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0b1d5b7-0541-4277-9536-edadfd7807cd' class='xr-var-data-in' type='checkbox'><label for='data-a0b1d5b7-0541-4277-9536-edadfd7807cd' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>uparea.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>uparea</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-efc66da9-cecb-4c37-8962-5f477275eeb9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-efc66da9-cecb-4c37-8962-5f477275eeb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ba4f320-a80b-4b10-bf15-291a8dc18c95' class='xr-var-data-in' type='checkbox'><label for='data-0ba4f320-a80b-4b10-bf15-291a8dc18c95' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>uparea.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2097,7 +2097,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>upgrid</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-eba0d2bf-9f90-40c5-850c-4fdf8d9a4f98' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eba0d2bf-9f90-40c5-850c-4fdf8d9a4f98' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ba8e8c3-4462-4022-b10f-9f9be09de88b' class='xr-var-data-in' type='checkbox'><label for='data-5ba8e8c3-4462-4022-b10f-9f9be09de88b' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999</dd><dt><span>source_file :</span></dt><dd>upgrid.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>upgrid</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-4db0bffd-2a95-4d23-93a5-2b08f7d78802' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4db0bffd-2a95-4d23-93a5-2b08f7d78802' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff697498-a2d2-4667-b1a7-f584ce88aba6' class='xr-var-data-in' type='checkbox'><label for='data-ff697498-a2d2-4667-b1a7-f584ce88aba6' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999</dd><dt><span>source_file :</span></dt><dd>upgrid.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2152,7 +2152,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 </svg>
         </td>
     </tr>
-</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-80339fdb-1fe4-4906-9a51-d59519e3d8f3' class='xr-section-summary-in' type='checkbox'  ><label for='section-80339fdb-1fe4-4906-9a51-d59519e3d8f3' class='xr-section-summary' >Indexes: <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-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ed6be64c-3100-42da-abbe-84ab68567ea9' class='xr-index-data-in' type='checkbox'/><label for='index-ed6be64c-3100-42da-abbe-84ab68567ea9' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.600416666666689, 11.601250000000022, 11.602083333333356,
+</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-8d5c1227-6ab4-460b-9bd4-25c5b268023e' class='xr-section-summary-in' type='checkbox'  ><label for='section-8d5c1227-6ab4-460b-9bd4-25c5b268023e' class='xr-section-summary' >Indexes: <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-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c1cac283-7d84-4c31-a55d-fb8a008bfeab' class='xr-index-data-in' type='checkbox'/><label for='index-c1cac283-7d84-4c31-a55d-fb8a008bfeab' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.600416666666689, 11.601250000000022, 11.602083333333356,
        11.602916666666689, 11.603750000000023, 11.604583333333355,
         11.60541666666669, 11.606250000000022, 11.607083333333355,
         11.60791666666669,
@@ -2161,7 +2161,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
        12.994583333333333, 12.995416666666667,           12.99625,
        12.997083333333332, 12.997916666666667,           12.99875,
        12.999583333333334],
-      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1680))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f1146d9d-294c-4933-b666-5d9bd8c8374f' class='xr-index-data-in' type='checkbox'/><label for='index-f1146d9d-294c-4933-b666-5d9bd8c8374f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 46.79958333333333,           46.79875, 46.797916666666666,
+      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1680))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-67877620-014f-4e88-8339-ef898fb55045' class='xr-index-data-in' type='checkbox'/><label for='index-67877620-014f-4e88-8339-ef898fb55045' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 46.79958333333333,           46.79875, 46.797916666666666,
         46.79708333333333,           46.79625,  46.79541666666666,
         46.79458333333333, 46.793749999999996,  46.79291666666666,
         46.79208333333333,
@@ -2170,7 +2170,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
        45.205416666666665,  45.20458333333333,           45.20375,
         45.20291666666666,  45.20208333333333, 45.201249999999995,
         45.20041666666666],
-      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1920))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-92fbddd9-ec15-4f93-8882-6a1713e6e7b3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-92fbddd9-ec15-4f93-8882-6a1713e6e7b3' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>category :</span></dt><dd>topography</dd></dl></div></li></ul></div></div></div>
+      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1920))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b1336a1d-b7d2-4f49-9405-b8d968f0349b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b1336a1d-b7d2-4f49-9405-b8d968f0349b' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>category :</span></dt><dd>topography</dd></dl></div></li></ul></div></div></div>
 </div>
 <p>In the <code class="docutils literal notranslate"><span class="pre">path</span></code>, the filenames can be further specified with <em>{variable}</em>, <em>{year}</em> and <em>{month}</em> keys to limit which files are being read based on the get_data request in the form of <em>“path/to/my/files/{variable}{year}{month}.nc”</em>.</p>
 <p>Let’s see how this works:</p>
@@ -2221,7 +2221,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:31,636 - prepare data catalog - data_catalog - INFO - Parsing data catalog from tmpdir/merit_hydro.yml
+2024-01-31 09:12:49,278 - prepare data catalog - data_catalog - INFO - Parsing data catalog from tmpdir/merit_hydro.yml
 </pre></div></div>
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@@ -2230,7 +2230,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 <div class="output_area docutils container">
 <div class="highlight"><pre>
 dict_keys([&#39;vito&#39;, &#39;merit_hydro&#39;])
-2024-01-31 08:53:31,639 - prepare data catalog - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.6/merit_hydro/{variable}.tif
+2024-01-31 09:12:49,280 - prepare data catalog - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.6/merit_hydro/{variable}.tif
 </pre></div></div>
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 <div class="nboutput nblast docutils container">
@@ -2611,7 +2611,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
     height_above_nearest_drain  (y, x) float32 dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;
     elevtn                      (y, x) float32 dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;
 Attributes:
-    category:  topography</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-cd2e50ab-0f48-40a0-b578-5971a32a8f1c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cd2e50ab-0f48-40a0-b578-5971a32a8f1c' 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'>y</span>: 1920</li><li><span class='xr-has-index'>x</span>: 1680</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b35233db-cb94-4c3e-a59e-33840c61a60c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b35233db-cb94-4c3e-a59e-33840c61a60c' class='xr-section-summary' >Coordinates: <span>(3)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.6 11.6 11.6 ... 13.0 13.0 13.0</div><input id='attrs-43c95c7c-7eaa-43f2-a0bf-4d686caa6915' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-43c95c7c-7eaa-43f2-a0bf-4d686caa6915' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a921474f-130c-4ec7-8a15-8aff93ebc787' class='xr-var-data-in' type='checkbox'><label for='data-a921474f-130c-4ec7-8a15-8aff93ebc787' 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([11.600417, 11.60125 , 11.602083, ..., 12.997917, 12.99875 , 12.999583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.8 46.8 46.8 ... 45.2 45.2 45.2</div><input id='attrs-e446996f-c998-493e-b4e8-fcb8586a7b56' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e446996f-c998-493e-b4e8-fcb8586a7b56' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a47f6022-447c-408c-9ba8-39f056ebb077' class='xr-var-data-in' type='checkbox'><label for='data-a47f6022-447c-408c-9ba8-39f056ebb077' 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([46.799583, 46.79875 , 46.797917, ..., 45.202083, 45.20125 , 45.200417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-5893c944-fe3d-42c4-95dd-9b82e92f721a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5893c944-fe3d-42c4-95dd-9b82e92f721a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3d176f7d-408e-4797-9510-d3400e815091' class='xr-var-data-in' type='checkbox'><label for='data-3d176f7d-408e-4797-9510-d3400e815091' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>GeoTransform :</span></dt><dd>11.600000000000023 0.0008333333333333203 0.0 46.8 0.0 -0.0008333333333333345</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-41b9f07a-5488-4185-aa37-19d6ca553c18' class='xr-section-summary-in' type='checkbox'  checked><label for='section-41b9f07a-5488-4185-aa37-19d6ca553c18' 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>height_above_nearest_drain</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-e8305255-13a3-4af9-85f0-de32d66b324b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e8305255-13a3-4af9-85f0-de32d66b324b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-46192564-41a9-4a54-9477-0cd05ff505c8' class='xr-var-data-in' type='checkbox'><label for='data-46192564-41a9-4a54-9477-0cd05ff505c8' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>hnd.tif</dd></dl></div><div class='xr-var-data'><table>
+    category:  topography</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-5635ad15-b36f-4b56-837d-65b23a0d3b62' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5635ad15-b36f-4b56-837d-65b23a0d3b62' 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'>y</span>: 1920</li><li><span class='xr-has-index'>x</span>: 1680</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-70a34b07-4b35-4385-83a5-d162ecb52e4a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-70a34b07-4b35-4385-83a5-d162ecb52e4a' class='xr-section-summary' >Coordinates: <span>(3)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.6 11.6 11.6 ... 13.0 13.0 13.0</div><input id='attrs-24df051f-055e-4982-922d-9b90a2297d18' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-24df051f-055e-4982-922d-9b90a2297d18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eac7e031-c4ec-4999-8f83-f13749063348' class='xr-var-data-in' type='checkbox'><label for='data-eac7e031-c4ec-4999-8f83-f13749063348' 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([11.600417, 11.60125 , 11.602083, ..., 12.997917, 12.99875 , 12.999583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.8 46.8 46.8 ... 45.2 45.2 45.2</div><input id='attrs-4c41a4a7-ec57-4c3a-b25e-3849c724c89d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4c41a4a7-ec57-4c3a-b25e-3849c724c89d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65d01479-3a0a-4b26-800d-f86c2e9be04b' class='xr-var-data-in' type='checkbox'><label for='data-65d01479-3a0a-4b26-800d-f86c2e9be04b' 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([46.799583, 46.79875 , 46.797917, ..., 45.202083, 45.20125 , 45.200417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-240da0eb-d114-4c54-9ba6-ecc4f537347c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-240da0eb-d114-4c54-9ba6-ecc4f537347c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-afa3c635-8b1d-4c5a-af16-265215482723' class='xr-var-data-in' type='checkbox'><label for='data-afa3c635-8b1d-4c5a-af16-265215482723' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>GeoTransform :</span></dt><dd>11.600000000000023 0.0008333333333333203 0.0 46.8 0.0 -0.0008333333333333345</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9456e372-fd55-4485-9ac0-b622985014c6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9456e372-fd55-4485-9ac0-b622985014c6' 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>height_above_nearest_drain</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-2b2392f4-2fe3-4795-9ccc-ad127ce05b74' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b2392f4-2fe3-4795-9ccc-ad127ce05b74' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39bcba23-47c9-42f4-9734-4c2f91d962bd' class='xr-var-data-in' type='checkbox'><label for='data-39bcba23-47c9-42f4-9734-4c2f91d962bd' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>hnd.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2666,7 +2666,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>elevtn</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-f15533d7-1e01-474c-bb7c-c27187b80d11' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f15533d7-1e01-474c-bb7c-c27187b80d11' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4fad754-17ac-4cda-9ad2-69c1025f48d8' class='xr-var-data-in' type='checkbox'><label for='data-f4fad754-17ac-4cda-9ad2-69c1025f48d8' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>elevtn.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>elevtn</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-931d709d-181d-4730-b85e-dd9899a1b9a8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-931d709d-181d-4730-b85e-dd9899a1b9a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b9bc0c3-822d-47a9-9276-1f7e2ea23610' class='xr-var-data-in' type='checkbox'><label for='data-5b9bc0c3-822d-47a9-9276-1f7e2ea23610' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>elevtn.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2721,7 +2721,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
 </svg>
         </td>
     </tr>
-</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-73f1401f-30f1-4dbf-abc8-c537b8cc0ef1' class='xr-section-summary-in' type='checkbox'  ><label for='section-73f1401f-30f1-4dbf-abc8-c537b8cc0ef1' class='xr-section-summary' >Indexes: <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-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-cecfbe07-03c7-4143-a367-3d7bc4c97184' class='xr-index-data-in' type='checkbox'/><label for='index-cecfbe07-03c7-4143-a367-3d7bc4c97184' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.600416666666689, 11.601250000000022, 11.602083333333356,
+</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-b27851e6-2d9b-42fd-900a-6e60719b358f' class='xr-section-summary-in' type='checkbox'  ><label for='section-b27851e6-2d9b-42fd-900a-6e60719b358f' class='xr-section-summary' >Indexes: <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-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b57afa2e-1a4c-4dab-b694-33ed041a27e7' class='xr-index-data-in' type='checkbox'/><label for='index-b57afa2e-1a4c-4dab-b694-33ed041a27e7' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.600416666666689, 11.601250000000022, 11.602083333333356,
        11.602916666666689, 11.603750000000023, 11.604583333333355,
         11.60541666666669, 11.606250000000022, 11.607083333333355,
         11.60791666666669,
@@ -2730,7 +2730,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
        12.994583333333333, 12.995416666666667,           12.99625,
        12.997083333333332, 12.997916666666667,           12.99875,
        12.999583333333334],
-      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1680))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8409aa5e-a476-4243-b5c9-b447ba62d524' class='xr-index-data-in' type='checkbox'/><label for='index-8409aa5e-a476-4243-b5c9-b447ba62d524' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 46.79958333333333,           46.79875, 46.797916666666666,
+      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1680))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6ad4bb07-7867-4624-a7bf-659fa9f110fb' class='xr-index-data-in' type='checkbox'/><label for='index-6ad4bb07-7867-4624-a7bf-659fa9f110fb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 46.79958333333333,           46.79875, 46.797916666666666,
         46.79708333333333,           46.79625,  46.79541666666666,
         46.79458333333333, 46.793749999999996,  46.79291666666666,
         46.79208333333333,
@@ -2739,7 +2739,7 @@ <h2>RasterDataset from several raster files<a class="headerlink" href="#RasterDa
        45.205416666666665,  45.20458333333333,           45.20375,
         45.20291666666666,  45.20208333333333, 45.201249999999995,
         45.20041666666666],
-      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1920))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ff195cd9-be34-4cf2-873c-3f0b062ea21e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ff195cd9-be34-4cf2-873c-3f0b062ea21e' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>category :</span></dt><dd>topography</dd></dl></div></li></ul></div></div></div>
+      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1920))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0cf9feca-87dd-4dc2-b2c4-a3f32794cf56' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0cf9feca-87dd-4dc2-b2c4-a3f32794cf56' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>category :</span></dt><dd>topography</dd></dl></div></li></ul></div></div></div>
 </div>
 </section>
 <section id="RasterDataset-from-a-netcdf-file">
@@ -2888,7 +2888,7 @@ <h2>RasterDataset from a netcdf file<a class="headerlink" href="#RasterDataset-f
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:32,318 - prepare data catalog - data_catalog - INFO - Parsing data catalog from tmpdir/era5.yml
+2024-01-31 09:12:50,003 - prepare data catalog - data_catalog - INFO - Parsing data catalog from tmpdir/era5.yml
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2897,7 +2897,7 @@ <h2>RasterDataset from a netcdf file<a class="headerlink" href="#RasterDataset-f
 <div class="output_area docutils container">
 <div class="highlight"><pre>
 dict_keys([&#39;vito&#39;, &#39;merit_hydro&#39;, &#39;era5&#39;])
-2024-01-31 08:53:32,320 - prepare data catalog - rasterdataset - INFO - Reading era5 netcdf data from /home/runner/.hydromt_data/artifact_data/v0.0.6/era5.nc
+2024-01-31 09:12:50,006 - prepare data catalog - rasterdataset - INFO - Reading era5 netcdf data from /home/runner/.hydromt_data/artifact_data/v0.0.6/era5.nc
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2905,7 +2905,7 @@ <h2>RasterDataset from a netcdf file<a class="headerlink" href="#RasterDataset-f
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:32,333 - prepare data catalog - rasterdataset - DEBUG - Shifting time labels with 86400 sec.
+2024-01-31 09:12:50,019 - prepare data catalog - rasterdataset - DEBUG - Shifting time labels with 86400 sec.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2913,7 +2913,7 @@ <h2>RasterDataset from a netcdf file<a class="headerlink" href="#RasterDataset-f
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:32,335 - prepare data catalog - rasterdataset - DEBUG - Convert units for 7 variables.
+2024-01-31 09:12:50,021 - prepare data catalog - rasterdataset - DEBUG - Convert units for 7 variables.
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3306,14 +3306,14 @@ <h2>RasterDataset from a netcdf file<a class="headerlink" href="#RasterDataset-f
     paper_ref:       Hersbach et al. (2019)
     source_license:  https://cds.climate.copernicus.eu/cdsapp/#!/terms/licenc...
     source_url:      https://doi.org/10.24381/cds.bd0915c6
-    source_version:  ERA5 daily data on pressure levels</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-4705d89c-55b3-49a1-a850-9f0084e07849' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4705d89c-55b3-49a1-a850-9f0084e07849' 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'>time</span>: 14</li><li><span class='xr-has-index'>latitude</span>: 7</li><li><span class='xr-has-index'>longitude</span>: 6</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-4338ad5f-eadb-49d5-8e51-42f591768bb8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4338ad5f-eadb-49d5-8e51-42f591768bb8' class='xr-section-summary' >Coordinates: <span>(4)</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'>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'>2010-02-02 ... 2010-02-15</div><input id='attrs-4413b992-c4ce-4387-b00a-9bf502d931fa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4413b992-c4ce-4387-b00a-9bf502d931fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ff9951d-7a5a-4203-b5cb-ec5fe9b301a3' class='xr-var-data-in' type='checkbox'><label for='data-3ff9951d-7a5a-4203-b5cb-ec5fe9b301a3' 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([&#x27;2010-02-02T00:00:00.000000000&#x27;, &#x27;2010-02-03T00:00:00.000000000&#x27;,
+    source_version:  ERA5 daily data on pressure levels</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-0506c4d3-6fb3-4ef2-8738-b7c63f49f2a0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0506c4d3-6fb3-4ef2-8738-b7c63f49f2a0' 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'>time</span>: 14</li><li><span class='xr-has-index'>latitude</span>: 7</li><li><span class='xr-has-index'>longitude</span>: 6</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ff8ac60f-325e-40fa-835e-2fb018456b71' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ff8ac60f-325e-40fa-835e-2fb018456b71' class='xr-section-summary' >Coordinates: <span>(4)</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'>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'>2010-02-02 ... 2010-02-15</div><input id='attrs-78cd5a34-fd1e-477e-a953-e17e87090be2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-78cd5a34-fd1e-477e-a953-e17e87090be2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31d765a5-7cc8-4cb0-b71a-763237801544' class='xr-var-data-in' type='checkbox'><label for='data-31d765a5-7cc8-4cb0-b71a-763237801544' 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([&#x27;2010-02-02T00:00:00.000000000&#x27;, &#x27;2010-02-03T00:00:00.000000000&#x27;,
        &#x27;2010-02-04T00:00:00.000000000&#x27;, &#x27;2010-02-05T00:00:00.000000000&#x27;,
        &#x27;2010-02-06T00:00:00.000000000&#x27;, &#x27;2010-02-07T00:00:00.000000000&#x27;,
        &#x27;2010-02-08T00:00:00.000000000&#x27;, &#x27;2010-02-09T00:00:00.000000000&#x27;,
        &#x27;2010-02-10T00:00:00.000000000&#x27;, &#x27;2010-02-11T00:00:00.000000000&#x27;,
        &#x27;2010-02-12T00:00:00.000000000&#x27;, &#x27;2010-02-13T00:00:00.000000000&#x27;,
        &#x27;2010-02-14T00:00:00.000000000&#x27;, &#x27;2010-02-15T00:00:00.000000000&#x27;],
-      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>11.75 12.0 12.25 12.5 12.75 13.0</div><input id='attrs-b73a9488-2984-40bd-b09d-8d0b313171c3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b73a9488-2984-40bd-b09d-8d0b313171c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29ad2cf4-1a44-4c05-833a-0e6c5bf925bd' class='xr-var-data-in' type='checkbox'><label for='data-29ad2cf4-1a44-4c05-833a-0e6c5bf925bd' 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([11.75, 12.  , 12.25, 12.5 , 12.75, 13.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>46.75 46.5 46.25 ... 45.5 45.25</div><input id='attrs-c1c0a217-b8a6-4392-8f0f-2e8f3a75d5e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c1c0a217-b8a6-4392-8f0f-2e8f3a75d5e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5e14dd7-521a-415a-a1da-9f9bbf10b108' class='xr-var-data-in' type='checkbox'><label for='data-c5e14dd7-521a-415a-a1da-9f9bbf10b108' 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([46.75, 46.5 , 46.25, 46.  , 45.75, 45.5 , 45.25], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d10b9cf2-bb51-48d6-b603-41de17d83b24' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d10b9cf2-bb51-48d6-b603-41de17d83b24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae8d51a1-a15e-4f1d-819a-40e0c20d6a01' class='xr-var-data-in' type='checkbox'><label for='data-ae8d51a1-a15e-4f1d-819a-40e0c20d6a01' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>x_dim :</span></dt><dd>longitude</dd><dt><span>y_dim :</span></dt><dd>latitude</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-02a12698-fe7d-4a49-88f3-6994ca957534' class='xr-section-summary-in' type='checkbox'  checked><label for='section-02a12698-fe7d-4a49-88f3-6994ca957534' class='xr-section-summary' >Data variables: <span>(7)</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>precip</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-cab88634-5e6c-4fd2-ba1c-e70495d629c7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cab88634-5e6c-4fd2-ba1c-e70495d629c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7787559e-f237-4640-a8f6-d6ea46bd42b6' class='xr-var-data-in' type='checkbox'><label for='data-7787559e-f237-4640-a8f6-d6ea46bd42b6' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>11.75 12.0 12.25 12.5 12.75 13.0</div><input id='attrs-273d6491-17a9-471c-b061-c5212a001bf4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-273d6491-17a9-471c-b061-c5212a001bf4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8923538b-e652-4574-82f6-664381ea8a24' class='xr-var-data-in' type='checkbox'><label for='data-8923538b-e652-4574-82f6-664381ea8a24' 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([11.75, 12.  , 12.25, 12.5 , 12.75, 13.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>46.75 46.5 46.25 ... 45.5 45.25</div><input id='attrs-8135d0a9-790c-40b6-89e1-3d47e218a2d6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8135d0a9-790c-40b6-89e1-3d47e218a2d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-77f331cf-0abb-438c-99d4-db7083b9394f' class='xr-var-data-in' type='checkbox'><label for='data-77f331cf-0abb-438c-99d4-db7083b9394f' 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([46.75, 46.5 , 46.25, 46.  , 45.75, 45.5 , 45.25], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-13047f0b-f304-4684-a359-e5e79d611c8c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-13047f0b-f304-4684-a359-e5e79d611c8c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc54e9ba-3a91-4595-a43f-6d392014a55f' class='xr-var-data-in' type='checkbox'><label for='data-cc54e9ba-3a91-4595-a43f-6d392014a55f' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>x_dim :</span></dt><dd>longitude</dd><dt><span>y_dim :</span></dt><dd>latitude</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-be7bfa04-9bde-4a75-897f-d4d8fe39d6de' class='xr-section-summary-in' type='checkbox'  checked><label for='section-be7bfa04-9bde-4a75-897f-d4d8fe39d6de' class='xr-section-summary' >Data variables: <span>(7)</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>precip</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-f1b17bed-a965-408c-b142-d4baa9b90686' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f1b17bed-a965-408c-b142-d4baa9b90686' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-272aa0b8-9af4-4491-b2be-18e1351ae5b9' class='xr-var-data-in' type='checkbox'><label for='data-272aa0b8-9af4-4491-b2be-18e1351ae5b9' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -3391,7 +3391,7 @@ <h2>RasterDataset from a netcdf file<a class="headerlink" href="#RasterDataset-f
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-22e83f00-6567-4a49-98b0-53a1447c5710' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-22e83f00-6567-4a49-98b0-53a1447c5710' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e86dd28c-655d-497b-b93f-9df4d98fd693' class='xr-var-data-in' type='checkbox'><label for='data-e86dd28c-655d-497b-b93f-9df4d98fd693' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-31677b75-26d5-40ab-a9ab-0de9c9222ab9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-31677b75-26d5-40ab-a9ab-0de9c9222ab9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c4b2f16-1d6f-44e0-a3b3-97930c2c33fc' class='xr-var-data-in' type='checkbox'><label for='data-2c4b2f16-1d6f-44e0-a3b3-97930c2c33fc' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -3469,7 +3469,7 @@ <h2>RasterDataset from a netcdf file<a class="headerlink" href="#RasterDataset-f
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>press_msl</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-a6939b12-200f-4010-b7a9-965207f22cfc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a6939b12-200f-4010-b7a9-965207f22cfc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e8244bf-5960-4a93-92a2-c337c064da31' class='xr-var-data-in' type='checkbox'><label for='data-7e8244bf-5960-4a93-92a2-c337c064da31' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>press_msl</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-3afe0370-df3e-4ca0-ad27-fa10dc5425b7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3afe0370-df3e-4ca0-ad27-fa10dc5425b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-61497046-7432-48e4-b4bf-f1ab6ba97d80' class='xr-var-data-in' type='checkbox'><label for='data-61497046-7432-48e4-b4bf-f1ab6ba97d80' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -3547,7 +3547,7 @@ <h2>RasterDataset from a netcdf file<a class="headerlink" href="#RasterDataset-f
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kin</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-41a01b35-a308-43c6-a122-30f25505d723' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-41a01b35-a308-43c6-a122-30f25505d723' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bab65d6b-aad8-4f26-ae40-6414287036c8' class='xr-var-data-in' type='checkbox'><label for='data-bab65d6b-aad8-4f26-ae40-6414287036c8' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kin</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-36f0dedd-0d5b-448a-83a0-d49ff0221206' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-36f0dedd-0d5b-448a-83a0-d49ff0221206' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b45f5b21-092e-4304-ae0f-401f10978b61' class='xr-var-data-in' type='checkbox'><label for='data-b45f5b21-092e-4304-ae0f-401f10978b61' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -3625,7 +3625,7 @@ <h2>RasterDataset from a netcdf file<a class="headerlink" href="#RasterDataset-f
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kout</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-16874fc7-957f-4c85-8ae9-d48cf464900e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16874fc7-957f-4c85-8ae9-d48cf464900e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dfc2e539-7d47-477c-9177-e0491391d462' class='xr-var-data-in' type='checkbox'><label for='data-dfc2e539-7d47-477c-9177-e0491391d462' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kout</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-d4218c30-12bc-4fe1-bd56-411f8162f74f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d4218c30-12bc-4fe1-bd56-411f8162f74f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c10e335a-cdab-41cb-ab44-d5a5c129791c' class='xr-var-data-in' type='checkbox'><label for='data-c10e335a-cdab-41cb-ab44-d5a5c129791c' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -3703,7 +3703,7 @@ <h2>RasterDataset from a netcdf file<a class="headerlink" href="#RasterDataset-f
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp_min</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-0c2aaf96-c3ce-4c26-8f2c-07d58290dd2f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c2aaf96-c3ce-4c26-8f2c-07d58290dd2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4010d9ef-74a4-4c06-a4c2-c0bca362e136' class='xr-var-data-in' type='checkbox'><label for='data-4010d9ef-74a4-4c06-a4c2-c0bca362e136' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp_min</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-06f46b65-e451-443d-a46f-b3a6c44d7851' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-06f46b65-e451-443d-a46f-b3a6c44d7851' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-94419bd8-35e9-49a9-bdf2-fb8910d7b6e6' class='xr-var-data-in' type='checkbox'><label for='data-94419bd8-35e9-49a9-bdf2-fb8910d7b6e6' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -3781,7 +3781,7 @@ <h2>RasterDataset from a netcdf file<a class="headerlink" href="#RasterDataset-f
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp_max</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-030a0f08-c74a-4b2d-afd3-d830dc2df371' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-030a0f08-c74a-4b2d-afd3-d830dc2df371' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05d943aa-acb8-4f51-b82e-86a10799fae7' class='xr-var-data-in' type='checkbox'><label for='data-05d943aa-acb8-4f51-b82e-86a10799fae7' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp_max</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(14, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-ef08452f-2b61-4926-a727-caac87e503c0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ef08452f-2b61-4926-a727-caac87e503c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1cb6797c-b5b5-486d-8861-ad35a137645c' class='xr-var-data-in' type='checkbox'><label for='data-1cb6797c-b5b5-486d-8861-ad35a137645c' 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>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -3859,11 +3859,11 @@ <h2>RasterDataset from a netcdf file<a class="headerlink" href="#RasterDataset-f
 </svg>
         </td>
     </tr>
-</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-382aded7-347b-41fd-9f60-21d9e1496e99' class='xr-section-summary-in' type='checkbox'  ><label for='section-382aded7-347b-41fd-9f60-21d9e1496e99' class='xr-section-summary' >Indexes: <span>(3)</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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1bcb372f-7213-47a4-b1ca-5288c69552bb' class='xr-index-data-in' type='checkbox'/><label for='index-1bcb372f-7213-47a4-b1ca-5288c69552bb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-02&#x27;, &#x27;2010-02-03&#x27;, &#x27;2010-02-04&#x27;, &#x27;2010-02-05&#x27;,
+</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-230bbd3a-c398-4fff-a791-5299f24fed00' class='xr-section-summary-in' type='checkbox'  ><label for='section-230bbd3a-c398-4fff-a791-5299f24fed00' class='xr-section-summary' >Indexes: <span>(3)</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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-420ea18f-2458-4317-8ba5-0d482c81005e' class='xr-index-data-in' type='checkbox'/><label for='index-420ea18f-2458-4317-8ba5-0d482c81005e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-02&#x27;, &#x27;2010-02-03&#x27;, &#x27;2010-02-04&#x27;, &#x27;2010-02-05&#x27;,
                &#x27;2010-02-06&#x27;, &#x27;2010-02-07&#x27;, &#x27;2010-02-08&#x27;, &#x27;2010-02-09&#x27;,
                &#x27;2010-02-10&#x27;, &#x27;2010-02-11&#x27;, &#x27;2010-02-12&#x27;, &#x27;2010-02-13&#x27;,
                &#x27;2010-02-14&#x27;, &#x27;2010-02-15&#x27;],
-              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-dcaa8b15-700e-4e86-82f1-8d3bdab2ede6' class='xr-index-data-in' type='checkbox'/><label for='index-dcaa8b15-700e-4e86-82f1-8d3bdab2ede6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.75, 12.0, 12.25, 12.5, 12.75, 13.0], dtype=&#x27;float32&#x27;, name=&#x27;longitude&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f5e47505-fdf5-4f6e-acc4-5bafdbc0a0fc' class='xr-index-data-in' type='checkbox'/><label for='index-f5e47505-fdf5-4f6e-acc4-5bafdbc0a0fc' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([46.75, 46.5, 46.25, 46.0, 45.75, 45.5, 45.25], dtype=&#x27;float32&#x27;, name=&#x27;latitude&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ad29f149-a6c9-497d-8c99-85116035cd1d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ad29f149-a6c9-497d-8c99-85116035cd1d' 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>category :</span></dt><dd>meteo</dd><dt><span>history :</span></dt><dd>Extracted from ERA5 daily data on pressure levels</dd><dt><span>paper_doi :</span></dt><dd>10.1002/qj.3803</dd><dt><span>paper_ref :</span></dt><dd>Hersbach et al. (2019)</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://doi.org/10.24381/cds.bd0915c6</dd><dt><span>source_version :</span></dt><dd>ERA5 daily data on pressure levels</dd></dl></div></li></ul></div></div></div>
+              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-67b9c068-19a0-4238-8b9b-0da06bca19c6' class='xr-index-data-in' type='checkbox'/><label for='index-67b9c068-19a0-4238-8b9b-0da06bca19c6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.75, 12.0, 12.25, 12.5, 12.75, 13.0], dtype=&#x27;float32&#x27;, name=&#x27;longitude&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-621ef318-2de8-4d6d-9c82-5bd91ea27008' class='xr-index-data-in' type='checkbox'/><label for='index-621ef318-2de8-4d6d-9c82-5bd91ea27008' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([46.75, 46.5, 46.25, 46.0, 45.75, 45.5, 45.25], dtype=&#x27;float32&#x27;, name=&#x27;latitude&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e1236983-360a-4fe5-a504-9006da848132' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e1236983-360a-4fe5-a504-9006da848132' 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>category :</span></dt><dd>meteo</dd><dt><span>history :</span></dt><dd>Extracted from ERA5 daily data on pressure levels</dd><dt><span>paper_doi :</span></dt><dd>10.1002/qj.3803</dd><dt><span>paper_ref :</span></dt><dd>Hersbach et al. (2019)</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://doi.org/10.24381/cds.bd0915c6</dd><dt><span>source_version :</span></dt><dd>ERA5 daily data on pressure levels</dd></dl></div></li></ul></div></div></div>
 </div>
 <div class="nbinput docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[16]:
@@ -4020,7 +4020,7 @@ <h2>GeoDataFrame from a vector file<a class="headerlink" href="#GeoDataFrame-fro
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:33,394 - prepare data catalog - data_catalog - INFO - Parsing data catalog from tmpdir/rivers.yml
+2024-01-31 09:12:51,129 - prepare data catalog - data_catalog - INFO - Parsing data catalog from tmpdir/rivers.yml
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -4029,7 +4029,7 @@ <h2>GeoDataFrame from a vector file<a class="headerlink" href="#GeoDataFrame-fro
 <div class="output_area docutils container">
 <div class="highlight"><pre>
 dict_keys([&#39;vito&#39;, &#39;merit_hydro&#39;, &#39;era5&#39;, &#39;rivers_lin&#39;])
-2024-01-31 08:53:33,397 - prepare data catalog - geodataframe - INFO - Reading rivers_lin vector data from /home/runner/.hydromt_data/artifact_data/v0.0.6/rivers_lin2019_v1.gpkg
+2024-01-31 09:12:51,131 - prepare data catalog - geodataframe - INFO - Reading rivers_lin vector data from /home/runner/.hydromt_data/artifact_data/v0.0.6/rivers_lin2019_v1.gpkg
 </pre></div></div>
 </div>
 </section>
@@ -4423,12 +4423,12 @@ <h2>GeoDataset from a netcdf file<a class="headerlink" href="#GeoDataset-from-a-
     spatial_ref  int32 ...
   * stations     (stations) int32 13670 2798 2799 13775 ... 2792 2791 2790 2789
 Data variables:
-    waterlevel   (time, stations) float64 ...</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-c63bddbb-9d33-4ba5-980a-149b3f509833' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c63bddbb-9d33-4ba5-980a-149b3f509833' 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'>stations</span>: 19</li><li><span class='xr-has-index'>time</span>: 2016</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-07a09ddf-341b-48fb-a8fc-bbbf2822e1db' class='xr-section-summary-in' type='checkbox'  checked><label for='section-07a09ddf-341b-48fb-a8fc-bbbf2822e1db' class='xr-section-summary' >Coordinates: <span>(5)</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>lon</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-83481b91-8cbc-4b1c-bb73-2632505481cc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-83481b91-8cbc-4b1c-bb73-2632505481cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c588b312-3d25-4215-9d85-7e8e568a27a9' class='xr-var-data-in' type='checkbox'><label for='data-c588b312-3d25-4215-9d85-7e8e568a27a9' 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>[19 values with dtype=float64]</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'>2010-02-01 ... 2010-02-14T23:50:00</div><input id='attrs-bd3dd419-edef-452f-8b9b-6750b6356ac6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bd3dd419-edef-452f-8b9b-6750b6356ac6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13f2fafa-b319-457e-a1de-c9b7b8273095' class='xr-var-data-in' type='checkbox'><label for='data-13f2fafa-b319-457e-a1de-c9b7b8273095' 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>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>short_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-01T00:10:00.000000000&#x27;,
+    waterlevel   (time, stations) float64 ...</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-2cf0aebb-d961-4c16-90c2-c4822fa3042f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2cf0aebb-d961-4c16-90c2-c4822fa3042f' 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'>stations</span>: 19</li><li><span class='xr-has-index'>time</span>: 2016</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-19e1c2cf-9c94-47e1-a9a4-e3d602baf937' class='xr-section-summary-in' type='checkbox'  checked><label for='section-19e1c2cf-9c94-47e1-a9a4-e3d602baf937' class='xr-section-summary' >Coordinates: <span>(5)</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>lon</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f2cfcd6c-d1ef-4668-ac13-7fb63e7f087b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f2cfcd6c-d1ef-4668-ac13-7fb63e7f087b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3310c5b0-218a-4978-ae06-cd244fd82ed6' class='xr-var-data-in' type='checkbox'><label for='data-3310c5b0-218a-4978-ae06-cd244fd82ed6' 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>[19 values with dtype=float64]</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'>2010-02-01 ... 2010-02-14T23:50:00</div><input id='attrs-f1bd2da4-ec92-45f7-873f-1b514ecbabf9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f1bd2da4-ec92-45f7-873f-1b514ecbabf9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e2f14e5-2171-48e2-9dc7-4b16469e0220' class='xr-var-data-in' type='checkbox'><label for='data-2e2f14e5-2171-48e2-9dc7-4b16469e0220' 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>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>short_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-01T00:10:00.000000000&#x27;,
        &#x27;2010-02-01T00:20:00.000000000&#x27;, ..., &#x27;2010-02-14T23:30:00.000000000&#x27;,
        &#x27;2010-02-14T23:40:00.000000000&#x27;, &#x27;2010-02-14T23:50:00.000000000&#x27;],
-      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0e970fae-d933-4f36-9b8d-14ea00f84e0c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0e970fae-d933-4f36-9b8d-14ea00f84e0c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5cd25d2-7d1b-4844-969b-36e395fc3190' class='xr-var-data-in' type='checkbox'><label for='data-c5cd25d2-7d1b-4844-969b-36e395fc3190' 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_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>short_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>[19 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d2bde9f9-8163-494e-bf8d-d119d2b7664b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d2bde9f9-8163-494e-bf8d-d119d2b7664b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd208ecb-3231-4cd7-9823-d3eab772c548' class='xr-var-data-in' type='checkbox'><label for='data-cd208ecb-3231-4cd7-9823-d3eab772c548' 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>index_dim :</span></dt><dd>stations</dd><dt><span>x_dim :</span></dt><dd>lon</dd><dt><span>y_dim :</span></dt><dd>lat</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>13670 2798 2799 ... 2791 2790 2789</div><input id='attrs-7d4c14e5-2000-4f0e-a5f3-2e24375e62c5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7d4c14e5-2000-4f0e-a5f3-2e24375e62c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6cd555ce-b046-4e48-ab0d-78e19f0fd5c5' class='xr-var-data-in' type='checkbox'><label for='data-6cd555ce-b046-4e48-ab0d-78e19f0fd5c5' 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([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
+      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-50939465-03bf-4102-842e-ceefc7a519a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-50939465-03bf-4102-842e-ceefc7a519a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-378e737b-e6b5-43ba-b694-7f2f96f5bd8e' class='xr-var-data-in' type='checkbox'><label for='data-378e737b-e6b5-43ba-b694-7f2f96f5bd8e' 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_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>short_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>[19 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0c214823-c56d-4edf-9828-4ab36934f252' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c214823-c56d-4edf-9828-4ab36934f252' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4016db4-9f9e-46eb-9a68-09cb750f8162' class='xr-var-data-in' type='checkbox'><label for='data-c4016db4-9f9e-46eb-9a68-09cb750f8162' 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>index_dim :</span></dt><dd>stations</dd><dt><span>x_dim :</span></dt><dd>lon</dd><dt><span>y_dim :</span></dt><dd>lat</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>13670 2798 2799 ... 2791 2790 2789</div><input id='attrs-fa5a32f5-6b01-4ad3-b249-dc2de83acdc9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa5a32f5-6b01-4ad3-b249-dc2de83acdc9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b5dc271-10f4-426f-9c92-1ea5aabd5c9c' class='xr-var-data-in' type='checkbox'><label for='data-0b5dc271-10f4-426f-9c92-1ea5aabd5c9c' 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([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
         2795,  2794,  2793, 13774, 13722,  2792,  2791,  2790,  2789],
-      dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7e6dcd50-7344-49d4-9b35-54ccf668eb09' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7e6dcd50-7344-49d4-9b35-54ccf668eb09' 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>waterlevel</span></div><div class='xr-var-dims'>(time, stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bbf5ea98-21f6-42ab-a37c-ff9e4c807d6b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bbf5ea98-21f6-42ab-a37c-ff9e4c807d6b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7029666c-777d-4858-be01-8e1687d167db' class='xr-var-data-in' type='checkbox'><label for='data-7029666c-777d-4858-be01-8e1687d167db' 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>sea_surface_height_above_mean_sea_level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>CDI_grid_type :</span></dt><dd>unstructured</dd><dt><span>short_name :</span></dt><dd>waterlevel</dd><dt><span>description :</span></dt><dd>Total water level resulting from the combination of barotropic tides and surges and mean sea-level</dd><dt><span>category :</span></dt><dd>ocean</dd><dt><span>paper_doi :</span></dt><dd>10.24381/cds.8c59054f</dd><dt><span>paper_ref :</span></dt><dd>Copernicus Climate Change Service 2019</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.8c59054f?tab=overview</dd><dt><span>source_version :</span></dt><dd>GTSM v3.0</dd></dl></div><div class='xr-var-data'><pre>[38304 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ffcdcfe5-45b0-4936-a6b1-eeaaee8c486e' class='xr-section-summary-in' type='checkbox'  ><label for='section-ffcdcfe5-45b0-4936-a6b1-eeaaee8c486e' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0d144014-2e63-4893-8037-53a7bcb7dc2d' class='xr-index-data-in' type='checkbox'/><label for='index-0d144014-2e63-4893-8037-53a7bcb7dc2d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-01 00:00:00&#x27;, &#x27;2010-02-01 00:10:00&#x27;,
+      dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a54142ac-5fe6-4ae9-9aad-a2cd71be0033' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a54142ac-5fe6-4ae9-9aad-a2cd71be0033' 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>waterlevel</span></div><div class='xr-var-dims'>(time, stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ab4071f6-ff2d-46d5-91f7-a8f18caf34fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ab4071f6-ff2d-46d5-91f7-a8f18caf34fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-218ce0ac-89fa-4b29-b11a-f5052ff7474a' class='xr-var-data-in' type='checkbox'><label for='data-218ce0ac-89fa-4b29-b11a-f5052ff7474a' 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>sea_surface_height_above_mean_sea_level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>CDI_grid_type :</span></dt><dd>unstructured</dd><dt><span>short_name :</span></dt><dd>waterlevel</dd><dt><span>description :</span></dt><dd>Total water level resulting from the combination of barotropic tides and surges and mean sea-level</dd><dt><span>category :</span></dt><dd>ocean</dd><dt><span>paper_doi :</span></dt><dd>10.24381/cds.8c59054f</dd><dt><span>paper_ref :</span></dt><dd>Copernicus Climate Change Service 2019</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.8c59054f?tab=overview</dd><dt><span>source_version :</span></dt><dd>GTSM v3.0</dd></dl></div><div class='xr-var-data'><pre>[38304 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a4daed81-aac2-4ceb-bc21-426f22fe8671' class='xr-section-summary-in' type='checkbox'  ><label for='section-a4daed81-aac2-4ceb-bc21-426f22fe8671' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-57e4084d-f97f-44ab-8546-ed82a0aaa178' class='xr-index-data-in' type='checkbox'/><label for='index-57e4084d-f97f-44ab-8546-ed82a0aaa178' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-01 00:00:00&#x27;, &#x27;2010-02-01 00:10:00&#x27;,
                &#x27;2010-02-01 00:20:00&#x27;, &#x27;2010-02-01 00:30:00&#x27;,
                &#x27;2010-02-01 00:40:00&#x27;, &#x27;2010-02-01 00:50:00&#x27;,
                &#x27;2010-02-01 01:00:00&#x27;, &#x27;2010-02-01 01:10:00&#x27;,
@@ -4439,9 +4439,9 @@ <h2>GeoDataset from a netcdf file<a class="headerlink" href="#GeoDataset-from-a-
                &#x27;2010-02-14 23:00:00&#x27;, &#x27;2010-02-14 23:10:00&#x27;,
                &#x27;2010-02-14 23:20:00&#x27;, &#x27;2010-02-14 23:30:00&#x27;,
                &#x27;2010-02-14 23:40:00&#x27;, &#x27;2010-02-14 23:50:00&#x27;],
-              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-36279c06-42b4-4bf9-8618-d86aba913b8e' class='xr-index-data-in' type='checkbox'/><label for='index-36279c06-42b4-4bf9-8618-d86aba913b8e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
+              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c5b08527-267b-49cf-8697-66132b5f5e07' class='xr-index-data-in' type='checkbox'/><label for='index-c5b08527-267b-49cf-8697-66132b5f5e07' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
         2795,  2794,  2793, 13774, 13722,  2792,  2791,  2790,  2789],
-      dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f753c1e4-a674-4249-bd57-edb6c350f862' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f753c1e4-a674-4249-bd57-edb6c350f862' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
+      dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8b7bf3b5-b433-4b0f-b7ad-df744e66c29c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8b7bf3b5-b433-4b0f-b7ad-df744e66c29c' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
 </div>
 <p>This is quite a classic file, so the data catalog entry is quite straightforward:</p>
 <div class="nbinput nblast docutils container">
@@ -4484,7 +4484,7 @@ <h2>GeoDataset from a netcdf file<a class="headerlink" href="#GeoDataset-from-a-
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:33,464 - prepare data catalog - data_catalog - INFO - Parsing data catalog from tmpdir/gtsm.yml
+2024-01-31 09:12:51,202 - prepare data catalog - data_catalog - INFO - Parsing data catalog from tmpdir/gtsm.yml
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -4882,7 +4882,7 @@ <h2>GeoDataset from a netcdf file<a class="headerlink" href="#GeoDataset-from-a-
     paper_ref:       Copernicus Climate Change Service 2019
     source_license:  https://cds.climate.copernicus.eu/cdsapp/#!/terms/licenc...
     source_url:      https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24...
-    source_version:  GTSM v3.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'waterlevel'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2016</li><li><span class='xr-has-index'>stations</span>: 19</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-88e85d29-2950-42d4-9307-b1b764d865b4' class='xr-array-in' type='checkbox' checked><label for='section-88e85d29-2950-42d4-9307-b1b764d865b4' 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>dask.array&lt;chunksize=(2016, 19), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
+    source_version:  GTSM v3.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'waterlevel'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2016</li><li><span class='xr-has-index'>stations</span>: 19</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-1a2f8e0c-1fb6-4678-85f2-cadc3dde287b' class='xr-array-in' type='checkbox' checked><label for='section-1a2f8e0c-1fb6-4678-85f2-cadc3dde287b' 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>dask.array&lt;chunksize=(2016, 19), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -4937,7 +4937,7 @@ <h2>GeoDataset from a netcdf file<a class="headerlink" href="#GeoDataset-from-a-
 </svg>
         </td>
     </tr>
-</table></div></div></li><li class='xr-section-item'><input id='section-951908ec-b411-4b63-9532-66ddedc54193' class='xr-section-summary-in' type='checkbox'  checked><label for='section-951908ec-b411-4b63-9532-66ddedc54193' class='xr-section-summary' >Coordinates: <span>(5)</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>lon</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(19,), meta=np.ndarray&gt;</div><input id='attrs-00406a12-f215-4eee-9648-e513cce98f8f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-00406a12-f215-4eee-9648-e513cce98f8f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ba6fe6a5-b7c9-459a-aa39-40443d452757' class='xr-var-data-in' type='checkbox'><label for='data-ba6fe6a5-b7c9-459a-aa39-40443d452757' 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'><table>
+</table></div></div></li><li class='xr-section-item'><input id='section-4f1aa234-3d1d-494c-b031-2fdc7fa74e42' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4f1aa234-3d1d-494c-b031-2fdc7fa74e42' class='xr-section-summary' >Coordinates: <span>(5)</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>lon</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(19,), meta=np.ndarray&gt;</div><input id='attrs-126e0865-8be0-44cf-8b36-29488bcfa01d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-126e0865-8be0-44cf-8b36-29488bcfa01d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7a90451-a5ee-451e-8235-ef326c3a1fe9' class='xr-var-data-in' type='checkbox'><label for='data-f7a90451-a5ee-451e-8235-ef326c3a1fe9' 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'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -4992,10 +4992,10 @@ <h2>GeoDataset from a netcdf file<a class="headerlink" href="#GeoDataset-from-a-
 </svg>
         </td>
     </tr>
-</table></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'>2010-02-01 ... 2010-02-14T23:50:00</div><input id='attrs-197de8a4-41f9-48f2-abf3-d53cbde779df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-197de8a4-41f9-48f2-abf3-d53cbde779df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d8d6eff-32f9-4db4-bf74-bf1f6928bd78' class='xr-var-data-in' type='checkbox'><label for='data-0d8d6eff-32f9-4db4-bf74-bf1f6928bd78' 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>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>short_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-01T00:10:00.000000000&#x27;,
+</table></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'>2010-02-01 ... 2010-02-14T23:50:00</div><input id='attrs-cf8d86f7-ba19-41fd-a2c7-cb2321a5a5c0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cf8d86f7-ba19-41fd-a2c7-cb2321a5a5c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a89e58dd-45bd-48de-818d-3509d8e4a2f7' class='xr-var-data-in' type='checkbox'><label for='data-a89e58dd-45bd-48de-818d-3509d8e4a2f7' 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>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>short_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-01T00:10:00.000000000&#x27;,
        &#x27;2010-02-01T00:20:00.000000000&#x27;, ..., &#x27;2010-02-14T23:30:00.000000000&#x27;,
        &#x27;2010-02-14T23:40:00.000000000&#x27;, &#x27;2010-02-14T23:50:00.000000000&#x27;],
-      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(19,), meta=np.ndarray&gt;</div><input id='attrs-2103307e-39b2-406b-b4f6-a58e881fb4bf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2103307e-39b2-406b-b4f6-a58e881fb4bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e480aafb-d7be-4dc0-8409-08289ebd4a63' class='xr-var-data-in' type='checkbox'><label for='data-e480aafb-d7be-4dc0-8409-08289ebd4a63' 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_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>short_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>
+      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(19,), meta=np.ndarray&gt;</div><input id='attrs-c98a8755-c46a-44c8-aff9-2df918cb295d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c98a8755-c46a-44c8-aff9-2df918cb295d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-960fdec1-c739-44e2-827c-a5842afa7e0e' class='xr-var-data-in' type='checkbox'><label for='data-960fdec1-c739-44e2-827c-a5842afa7e0e' 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_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>short_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -5050,9 +5050,9 @@ <h2>GeoDataset from a netcdf file<a class="headerlink" href="#GeoDataset-from-a-
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-82019500-ad43-453c-827b-beb8ff2ce1a8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-82019500-ad43-453c-827b-beb8ff2ce1a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4102eef4-e677-488d-96f8-e98d159b77a4' class='xr-var-data-in' type='checkbox'><label for='data-4102eef4-e677-488d-96f8-e98d159b77a4' 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>x_dim :</span></dt><dd>lon</dd><dt><span>y_dim :</span></dt><dd>lat</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>x_name :</span></dt><dd>lon</dd><dt><span>y_name :</span></dt><dd>lat</dd><dt><span>geom_format :</span></dt><dd>xy</dd><dt><span>index_dim :</span></dt><dd>stations</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>13670 2798 2799 ... 2791 2790 2789</div><input id='attrs-0a83002b-b667-4177-ba35-e3b81686fb9b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0a83002b-b667-4177-ba35-e3b81686fb9b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f726227-9537-4f3d-82db-3cdc567bfa0d' class='xr-var-data-in' type='checkbox'><label for='data-4f726227-9537-4f3d-82db-3cdc567bfa0d' 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([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c314d97b-2f83-44de-992a-9c37eefba59c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c314d97b-2f83-44de-992a-9c37eefba59c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4fcf5a8-3e7e-4267-b79b-e3f6d0166314' class='xr-var-data-in' type='checkbox'><label for='data-e4fcf5a8-3e7e-4267-b79b-e3f6d0166314' 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>x_dim :</span></dt><dd>lon</dd><dt><span>y_dim :</span></dt><dd>lat</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>x_name :</span></dt><dd>lon</dd><dt><span>y_name :</span></dt><dd>lat</dd><dt><span>geom_format :</span></dt><dd>xy</dd><dt><span>index_dim :</span></dt><dd>stations</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>13670 2798 2799 ... 2791 2790 2789</div><input id='attrs-728bcae5-443a-4e5e-835c-4b0832af2e21' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-728bcae5-443a-4e5e-835c-4b0832af2e21' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8229d812-60c8-4efd-a8e1-46373806c786' class='xr-var-data-in' type='checkbox'><label for='data-8229d812-60c8-4efd-a8e1-46373806c786' 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([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
         2795,  2794,  2793, 13774, 13722,  2792,  2791,  2790,  2789],
-      dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e747fd73-2982-4dd4-8316-f8e817e4cc23' class='xr-section-summary-in' type='checkbox'  ><label for='section-e747fd73-2982-4dd4-8316-f8e817e4cc23' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7ae832f5-9805-42a9-b028-d831c40f4109' class='xr-index-data-in' type='checkbox'/><label for='index-7ae832f5-9805-42a9-b028-d831c40f4109' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-01 00:00:00&#x27;, &#x27;2010-02-01 00:10:00&#x27;,
+      dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5098b84b-d2d2-4c18-b32b-4cdf56dab904' class='xr-section-summary-in' type='checkbox'  ><label for='section-5098b84b-d2d2-4c18-b32b-4cdf56dab904' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f5c591a2-86ef-40fb-bfc1-648b16c3ad00' class='xr-index-data-in' type='checkbox'/><label for='index-f5c591a2-86ef-40fb-bfc1-648b16c3ad00' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-01 00:00:00&#x27;, &#x27;2010-02-01 00:10:00&#x27;,
                &#x27;2010-02-01 00:20:00&#x27;, &#x27;2010-02-01 00:30:00&#x27;,
                &#x27;2010-02-01 00:40:00&#x27;, &#x27;2010-02-01 00:50:00&#x27;,
                &#x27;2010-02-01 01:00:00&#x27;, &#x27;2010-02-01 01:10:00&#x27;,
@@ -5063,9 +5063,9 @@ <h2>GeoDataset from a netcdf file<a class="headerlink" href="#GeoDataset-from-a-
                &#x27;2010-02-14 23:00:00&#x27;, &#x27;2010-02-14 23:10:00&#x27;,
                &#x27;2010-02-14 23:20:00&#x27;, &#x27;2010-02-14 23:30:00&#x27;,
                &#x27;2010-02-14 23:40:00&#x27;, &#x27;2010-02-14 23:50:00&#x27;],
-              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4948b149-dcae-43e8-be3d-eadaa4fb1fdf' class='xr-index-data-in' type='checkbox'/><label for='index-4948b149-dcae-43e8-be3d-eadaa4fb1fdf' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
+              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-eefb2090-f32e-472a-bf42-5d656883fe03' class='xr-index-data-in' type='checkbox'/><label for='index-eefb2090-f32e-472a-bf42-5d656883fe03' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
         2795,  2794,  2793, 13774, 13722,  2792,  2791,  2790,  2789],
-      dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f9f40f57-b466-4db0-9573-9bfe274d075f' class='xr-section-summary-in' type='checkbox'  ><label for='section-f9f40f57-b466-4db0-9573-9bfe274d075f' class='xr-section-summary' >Attributes: <span>(11)</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>sea_surface_height_above_mean_sea_level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>CDI_grid_type :</span></dt><dd>unstructured</dd><dt><span>short_name :</span></dt><dd>waterlevel</dd><dt><span>description :</span></dt><dd>Total water level resulting from the combination of barotropic tides and surges and mean sea-level</dd><dt><span>category :</span></dt><dd>ocean</dd><dt><span>paper_doi :</span></dt><dd>10.24381/cds.8c59054f</dd><dt><span>paper_ref :</span></dt><dd>Copernicus Climate Change Service 2019</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.8c59054f?tab=overview</dd><dt><span>source_version :</span></dt><dd>GTSM v3.0</dd></dl></div></li></ul></div></div></div>
+      dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4949724a-4b1f-487b-b228-73cd45e8cb6c' class='xr-section-summary-in' type='checkbox'  ><label for='section-4949724a-4b1f-487b-b228-73cd45e8cb6c' class='xr-section-summary' >Attributes: <span>(11)</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>sea_surface_height_above_mean_sea_level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>CDI_grid_type :</span></dt><dd>unstructured</dd><dt><span>short_name :</span></dt><dd>waterlevel</dd><dt><span>description :</span></dt><dd>Total water level resulting from the combination of barotropic tides and surges and mean sea-level</dd><dt><span>category :</span></dt><dd>ocean</dd><dt><span>paper_doi :</span></dt><dd>10.24381/cds.8c59054f</dd><dt><span>paper_ref :</span></dt><dd>Copernicus Climate Change Service 2019</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.8c59054f?tab=overview</dd><dt><span>source_version :</span></dt><dd>GTSM v3.0</dd></dl></div></li></ul></div></div></div>
 </div>
 </section>
 <section id="GeoDataset-from-vector-files">
@@ -5192,7 +5192,7 @@ <h2>GeoDataset from vector files<a class="headerlink" href="#GeoDataset-from-vec
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:33,540 - prepare data catalog - data_catalog - INFO - Parsing data catalog from tmpdir/waterlevel.yml
+2024-01-31 09:12:51,282 - prepare data catalog - data_catalog - INFO - Parsing data catalog from tmpdir/waterlevel.yml
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -5577,7 +5577,7 @@ <h2>GeoDataset from vector files<a class="headerlink" href="#GeoDataset-from-vec
   * time         (time) datetime64[ns] 2016-01-01 2016-01-02 ... 2021-07-08
   * stations     (stations) int64 1001 1002
     geometry     (stations) object dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;
-    spatial_ref  int64 0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'waterlevel'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>stations</span>: 2</li><li><span class='xr-has-index'>time</span>: 2016</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-48900a45-fa63-4d02-aaf2-e41b384e5a91' class='xr-array-in' type='checkbox' checked><label for='section-48900a45-fa63-4d02-aaf2-e41b384e5a91' 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>dask.array&lt;chunksize=(2, 2016), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
+    spatial_ref  int64 0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'waterlevel'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>stations</span>: 2</li><li><span class='xr-has-index'>time</span>: 2016</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-8498e045-536d-4ad8-9c40-f58d5c666c67' class='xr-array-in' type='checkbox' checked><label for='section-8498e045-536d-4ad8-9c40-f58d5c666c67' 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>dask.array&lt;chunksize=(2, 2016), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -5632,10 +5632,10 @@ <h2>GeoDataset from vector files<a class="headerlink" href="#GeoDataset-from-vec
 </svg>
         </td>
     </tr>
-</table></div></div></li><li class='xr-section-item'><input id='section-17984040-f23b-4814-929a-f40637647acc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-17984040-f23b-4814-929a-f40637647acc' class='xr-section-summary' >Coordinates: <span>(4)</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'>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'>2016-01-01 ... 2021-07-08</div><input id='attrs-018de631-c1ea-4e7d-b802-72aa5f0c4211' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-018de631-c1ea-4e7d-b802-72aa5f0c4211' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b133dc48-cef4-4fc4-bfde-5d779ae1a994' class='xr-var-data-in' type='checkbox'><label for='data-b133dc48-cef4-4fc4-bfde-5d779ae1a994' 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([&#x27;2016-01-01T00:00:00.000000000&#x27;, &#x27;2016-01-02T00:00:00.000000000&#x27;,
+</table></div></div></li><li class='xr-section-item'><input id='section-5e28c895-b69a-4d18-ab3c-54f81ad87a8d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5e28c895-b69a-4d18-ab3c-54f81ad87a8d' class='xr-section-summary' >Coordinates: <span>(4)</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'>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'>2016-01-01 ... 2021-07-08</div><input id='attrs-0e9ba1b8-d698-4fcb-8aa5-abbaead49e76' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0e9ba1b8-d698-4fcb-8aa5-abbaead49e76' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-914aa251-7833-441f-9a99-fd5df02adb91' class='xr-var-data-in' type='checkbox'><label for='data-914aa251-7833-441f-9a99-fd5df02adb91' 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([&#x27;2016-01-01T00:00:00.000000000&#x27;, &#x27;2016-01-02T00:00:00.000000000&#x27;,
        &#x27;2016-01-03T00:00:00.000000000&#x27;, ..., &#x27;2021-07-06T00:00:00.000000000&#x27;,
        &#x27;2021-07-07T00:00:00.000000000&#x27;, &#x27;2021-07-08T00:00:00.000000000&#x27;],
-      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1001 1002</div><input id='attrs-5c6d0a59-ed20-405d-bc92-66e5261d55a7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5c6d0a59-ed20-405d-bc92-66e5261d55a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d9648c7-c0ae-43f4-943a-b239f457e49a' class='xr-var-data-in' type='checkbox'><label for='data-1d9648c7-c0ae-43f4-943a-b239f457e49a' 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([1001, 1002])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>geometry</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;</div><input id='attrs-ea938459-1abb-4c8d-b1be-5a8d83723f16' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ea938459-1abb-4c8d-b1be-5a8d83723f16' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-db6c5d01-0b80-4a55-937b-4ba8a139eb5d' class='xr-var-data-in' type='checkbox'><label for='data-db6c5d01-0b80-4a55-937b-4ba8a139eb5d' 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'><table>
+      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1001 1002</div><input id='attrs-736288c1-a571-452a-947b-17f2ea6ea2bd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-736288c1-a571-452a-947b-17f2ea6ea2bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f33fd4c-78da-4d3b-ab77-2070ef61ffdd' class='xr-var-data-in' type='checkbox'><label for='data-9f33fd4c-78da-4d3b-ab77-2070ef61ffdd' 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([1001, 1002])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>geometry</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;</div><input id='attrs-05182786-6ed3-4db3-b133-a3a5691301ee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-05182786-6ed3-4db3-b133-a3a5691301ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-56613811-8393-4b2a-a46a-a8efbf570545' class='xr-var-data-in' type='checkbox'><label for='data-56613811-8393-4b2a-a46a-a8efbf570545' 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'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -5690,14 +5690,14 @@ <h2>GeoDataset from vector files<a class="headerlink" href="#GeoDataset-from-vec
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-10f712ce-4c9a-4580-9688-23a4dc5898b1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-10f712ce-4c9a-4580-9688-23a4dc5898b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8db01047-e36a-45f2-a41b-adec340850a5' class='xr-var-data-in' type='checkbox'><label for='data-8db01047-e36a-45f2-a41b-adec340850a5' 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>geom_name :</span></dt><dd>geometry</dd><dt><span>geom_format :</span></dt><dd>geom</dd><dt><span>index_dim :</span></dt><dd>stations</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a264fc80-ec63-4f16-87dc-388b1d70c0f7' class='xr-section-summary-in' type='checkbox'  ><label for='section-a264fc80-ec63-4f16-87dc-388b1d70c0f7' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e115b14a-1baf-4a02-a1a5-15914f69b969' class='xr-index-data-in' type='checkbox'/><label for='index-e115b14a-1baf-4a02-a1a5-15914f69b969' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2016-01-01&#x27;, &#x27;2016-01-02&#x27;, &#x27;2016-01-03&#x27;, &#x27;2016-01-04&#x27;,
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-a00ee438-d4d8-4592-90cc-09df7235797e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a00ee438-d4d8-4592-90cc-09df7235797e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b871657-ee8c-40f5-8fc4-5699d0a6b32b' class='xr-var-data-in' type='checkbox'><label for='data-3b871657-ee8c-40f5-8fc4-5699d0a6b32b' 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>geom_name :</span></dt><dd>geometry</dd><dt><span>geom_format :</span></dt><dd>geom</dd><dt><span>index_dim :</span></dt><dd>stations</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7f82092e-b9cb-41de-8378-7cdb94a9949d' class='xr-section-summary-in' type='checkbox'  ><label for='section-7f82092e-b9cb-41de-8378-7cdb94a9949d' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-36abeadb-83b2-46c5-abf0-d5b5c80384a4' class='xr-index-data-in' type='checkbox'/><label for='index-36abeadb-83b2-46c5-abf0-d5b5c80384a4' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2016-01-01&#x27;, &#x27;2016-01-02&#x27;, &#x27;2016-01-03&#x27;, &#x27;2016-01-04&#x27;,
                &#x27;2016-01-05&#x27;, &#x27;2016-01-06&#x27;, &#x27;2016-01-07&#x27;, &#x27;2016-01-08&#x27;,
                &#x27;2016-01-09&#x27;, &#x27;2016-01-10&#x27;,
                ...
                &#x27;2021-06-29&#x27;, &#x27;2021-06-30&#x27;, &#x27;2021-07-01&#x27;, &#x27;2021-07-02&#x27;,
                &#x27;2021-07-03&#x27;, &#x27;2021-07-04&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-06&#x27;,
                &#x27;2021-07-07&#x27;, &#x27;2021-07-08&#x27;],
-              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-782314b4-ae55-41a5-9532-ceccd821a2d8' class='xr-index-data-in' type='checkbox'/><label for='index-782314b4-ae55-41a5-9532-ceccd821a2d8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1001, 1002], dtype=&#x27;int64&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ef43e5e6-4697-40a3-be1c-bb49dfbeeee2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ef43e5e6-4697-40a3-be1c-bb49dfbeeee2' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
+              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8aced7e9-d427-4343-95e1-b51808610b20' class='xr-index-data-in' type='checkbox'/><label for='index-8aced7e9-d427-4343-95e1-b51808610b20' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1001, 1002], dtype=&#x27;int64&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ec5ca596-e548-4c2d-97cc-bcb19f29d401' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ec5ca596-e548-4c2d-97cc-bcb19f29d401' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
 </div>
 </section>
 </section>
diff --git a/v0.9.2/_examples/reading_point_data.html b/v0.9.2/_examples/reading_point_data.html
index 0e87f9059..2711d20a6 100644
--- a/v0.9.2/_examples/reading_point_data.html
+++ b/v0.9.2/_examples/reading_point_data.html
@@ -537,7 +537,7 @@ <h1>Example: Reading geospatial point time-series<a class="headerlink" href="#Ex
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:37,923 - read geodataset data - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:12:55,963 - read geodataset data - log - INFO - HydroMT version: 0.9.2
 </pre></div></div>
 </div>
 <div class="nbinput docutils container">
@@ -554,7 +554,7 @@ <h1>Example: Reading geospatial point time-series<a class="headerlink" href="#Ex
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:37,953 - read geodataset data - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:12:55,991 - read geodataset data - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -562,7 +562,7 @@ <h1>Example: Reading geospatial point time-series<a class="headerlink" href="#Ex
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:37,954 - read geodataset data - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:12:55,991 - read geodataset data - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
 </pre></div></div>
 </div>
 </section>
@@ -993,7 +993,7 @@ <h1>Netcdf or zarr driver<a class="headerlink" href="#Netcdf-or-zarr-driver" tit
     paper_ref:       Copernicus Climate Change Service 2019
     source_license:  https://cds.climate.copernicus.eu/cdsapp/#!/terms/licenc...
     source_url:      https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24...
-    source_version:  GTSM v3.0</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-75132899-324c-4d25-a74b-54022015f0d2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-75132899-324c-4d25-a74b-54022015f0d2' 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'>stations</span>: 19</li><li><span class='xr-has-index'>time</span>: 2016</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-463a3680-f4bb-487f-bd54-ee92127f43c3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-463a3680-f4bb-487f-bd54-ee92127f43c3' class='xr-section-summary' >Coordinates: <span>(5)</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>lon</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(19,), meta=np.ndarray&gt;</div><input id='attrs-3230b4b5-7c5a-4df1-9965-e77e1b364a62' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3230b4b5-7c5a-4df1-9965-e77e1b364a62' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-800c51fb-9d57-4c06-8b5b-f842a43f60ce' class='xr-var-data-in' type='checkbox'><label for='data-800c51fb-9d57-4c06-8b5b-f842a43f60ce' 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'><table>
+    source_version:  GTSM v3.0</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-d9bc565d-077f-458c-a992-0ff82ac3f4b7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d9bc565d-077f-458c-a992-0ff82ac3f4b7' 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'>stations</span>: 19</li><li><span class='xr-has-index'>time</span>: 2016</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e648dcbb-8555-4d4f-8660-50db103959c9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e648dcbb-8555-4d4f-8660-50db103959c9' class='xr-section-summary' >Coordinates: <span>(5)</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>lon</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(19,), meta=np.ndarray&gt;</div><input id='attrs-984ce0b4-eee8-47de-9c17-202073efa234' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-984ce0b4-eee8-47de-9c17-202073efa234' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-139f01ff-08cb-4b40-9090-98121c17a255' class='xr-var-data-in' type='checkbox'><label for='data-139f01ff-08cb-4b40-9090-98121c17a255' 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'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1048,10 +1048,10 @@ <h1>Netcdf or zarr driver<a class="headerlink" href="#Netcdf-or-zarr-driver" tit
 </svg>
         </td>
     </tr>
-</table></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'>2010-02-01 ... 2010-02-14T23:50:00</div><input id='attrs-b69ede44-22ac-4760-aff1-e665579b6ebd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b69ede44-22ac-4760-aff1-e665579b6ebd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12cefe7c-a959-46bc-a682-620b879cac66' class='xr-var-data-in' type='checkbox'><label for='data-12cefe7c-a959-46bc-a682-620b879cac66' 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>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>short_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-01T00:10:00.000000000&#x27;,
+</table></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'>2010-02-01 ... 2010-02-14T23:50:00</div><input id='attrs-82d8bd23-41a5-4ff4-b3e6-2481a49a8d1e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-82d8bd23-41a5-4ff4-b3e6-2481a49a8d1e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc0e7d0c-f0d8-41b7-8d27-47f542c6ec47' class='xr-var-data-in' type='checkbox'><label for='data-bc0e7d0c-f0d8-41b7-8d27-47f542c6ec47' 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>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>short_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-01T00:10:00.000000000&#x27;,
        &#x27;2010-02-01T00:20:00.000000000&#x27;, ..., &#x27;2010-02-14T23:30:00.000000000&#x27;,
        &#x27;2010-02-14T23:40:00.000000000&#x27;, &#x27;2010-02-14T23:50:00.000000000&#x27;],
-      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(19,), meta=np.ndarray&gt;</div><input id='attrs-041f0917-669b-4aa3-b5a3-8c40234e328c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-041f0917-669b-4aa3-b5a3-8c40234e328c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d925a51f-c904-4a2f-a288-1dd758ec51cf' class='xr-var-data-in' type='checkbox'><label for='data-d925a51f-c904-4a2f-a288-1dd758ec51cf' 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_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>short_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>
+      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(19,), meta=np.ndarray&gt;</div><input id='attrs-b7afc61a-2bc8-4a6d-a9f3-c33796cb608f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b7afc61a-2bc8-4a6d-a9f3-c33796cb608f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-034c1069-f6e5-482c-ab11-28fa9bd3c35e' class='xr-var-data-in' type='checkbox'><label for='data-034c1069-f6e5-482c-ab11-28fa9bd3c35e' 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_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>short_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1106,9 +1106,9 @@ <h1>Netcdf or zarr driver<a class="headerlink" href="#Netcdf-or-zarr-driver" tit
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d2170262-b46a-49a7-a281-530723f97a7f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d2170262-b46a-49a7-a281-530723f97a7f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d659b158-1023-416e-8b73-bd792fe64065' class='xr-var-data-in' type='checkbox'><label for='data-d659b158-1023-416e-8b73-bd792fe64065' 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>x_dim :</span></dt><dd>lon</dd><dt><span>y_dim :</span></dt><dd>lat</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>x_name :</span></dt><dd>lon</dd><dt><span>y_name :</span></dt><dd>lat</dd><dt><span>geom_format :</span></dt><dd>xy</dd><dt><span>index_dim :</span></dt><dd>stations</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>13670 2798 2799 ... 2791 2790 2789</div><input id='attrs-f2ff9c41-ab7b-4611-820f-f1af94ae352c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f2ff9c41-ab7b-4611-820f-f1af94ae352c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-590aa77c-bad0-422b-948c-027eb86c92aa' class='xr-var-data-in' type='checkbox'><label for='data-590aa77c-bad0-422b-948c-027eb86c92aa' 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([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ed3262d7-3f2a-4ffd-be76-86381a891ca3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ed3262d7-3f2a-4ffd-be76-86381a891ca3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51a0943d-1678-46c8-b30e-721edb7f230b' class='xr-var-data-in' type='checkbox'><label for='data-51a0943d-1678-46c8-b30e-721edb7f230b' 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>x_dim :</span></dt><dd>lon</dd><dt><span>y_dim :</span></dt><dd>lat</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>x_name :</span></dt><dd>lon</dd><dt><span>y_name :</span></dt><dd>lat</dd><dt><span>geom_format :</span></dt><dd>xy</dd><dt><span>index_dim :</span></dt><dd>stations</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>13670 2798 2799 ... 2791 2790 2789</div><input id='attrs-d1d2e5a8-8c02-4ed2-af2a-852495132471' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d1d2e5a8-8c02-4ed2-af2a-852495132471' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-95bcdaf6-706f-4aae-bd48-325d75d95f36' class='xr-var-data-in' type='checkbox'><label for='data-95bcdaf6-706f-4aae-bd48-325d75d95f36' 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([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
         2795,  2794,  2793, 13774, 13722,  2792,  2791,  2790,  2789],
-      dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-50124e07-a7aa-43d1-bdf1-5292eba6f170' class='xr-section-summary-in' type='checkbox'  checked><label for='section-50124e07-a7aa-43d1-bdf1-5292eba6f170' 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>waterlevel</span></div><div class='xr-var-dims'>(time, stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2016, 19), meta=np.ndarray&gt;</div><input id='attrs-d7089170-1168-4e06-8d46-bac9594867b5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d7089170-1168-4e06-8d46-bac9594867b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7237c634-9a50-4be6-b6d8-823b18294e61' class='xr-var-data-in' type='checkbox'><label for='data-7237c634-9a50-4be6-b6d8-823b18294e61' 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>sea_surface_height_above_mean_sea_level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>CDI_grid_type :</span></dt><dd>unstructured</dd><dt><span>short_name :</span></dt><dd>waterlevel</dd><dt><span>description :</span></dt><dd>Total water level resulting from the combination of barotropic tides and surges and mean sea-level</dd><dt><span>category :</span></dt><dd>ocean</dd><dt><span>paper_doi :</span></dt><dd>10.24381/cds.8c59054f</dd><dt><span>paper_ref :</span></dt><dd>Copernicus Climate Change Service 2019</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.8c59054f?tab=overview</dd><dt><span>source_version :</span></dt><dd>GTSM v3.0</dd></dl></div><div class='xr-var-data'><table>
+      dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ca2a35c5-e559-4fe3-b9d5-1e24d12e8ef6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ca2a35c5-e559-4fe3-b9d5-1e24d12e8ef6' 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>waterlevel</span></div><div class='xr-var-dims'>(time, stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2016, 19), meta=np.ndarray&gt;</div><input id='attrs-fbcd2e74-e6be-4237-9785-92f0541d3a2a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fbcd2e74-e6be-4237-9785-92f0541d3a2a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b1fcd24-c121-44fc-901c-5853337f3d07' class='xr-var-data-in' type='checkbox'><label for='data-4b1fcd24-c121-44fc-901c-5853337f3d07' 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>sea_surface_height_above_mean_sea_level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>CDI_grid_type :</span></dt><dd>unstructured</dd><dt><span>short_name :</span></dt><dd>waterlevel</dd><dt><span>description :</span></dt><dd>Total water level resulting from the combination of barotropic tides and surges and mean sea-level</dd><dt><span>category :</span></dt><dd>ocean</dd><dt><span>paper_doi :</span></dt><dd>10.24381/cds.8c59054f</dd><dt><span>paper_ref :</span></dt><dd>Copernicus Climate Change Service 2019</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.8c59054f?tab=overview</dd><dt><span>source_version :</span></dt><dd>GTSM v3.0</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1163,7 +1163,7 @@ <h1>Netcdf or zarr driver<a class="headerlink" href="#Netcdf-or-zarr-driver" tit
 </svg>
         </td>
     </tr>
-</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-695f6a71-ea5c-457b-847d-d268a40b0a50' class='xr-section-summary-in' type='checkbox'  ><label for='section-695f6a71-ea5c-457b-847d-d268a40b0a50' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-db36cbaf-fef9-40f3-a2c6-9ff62c21dba1' class='xr-index-data-in' type='checkbox'/><label for='index-db36cbaf-fef9-40f3-a2c6-9ff62c21dba1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-01 00:00:00&#x27;, &#x27;2010-02-01 00:10:00&#x27;,
+</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-53189a69-a328-4a10-a789-b27f020f0ffa' class='xr-section-summary-in' type='checkbox'  ><label for='section-53189a69-a328-4a10-a789-b27f020f0ffa' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-06bffb83-54da-4f97-8355-4baf68350eef' class='xr-index-data-in' type='checkbox'/><label for='index-06bffb83-54da-4f97-8355-4baf68350eef' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-01 00:00:00&#x27;, &#x27;2010-02-01 00:10:00&#x27;,
                &#x27;2010-02-01 00:20:00&#x27;, &#x27;2010-02-01 00:30:00&#x27;,
                &#x27;2010-02-01 00:40:00&#x27;, &#x27;2010-02-01 00:50:00&#x27;,
                &#x27;2010-02-01 01:00:00&#x27;, &#x27;2010-02-01 01:10:00&#x27;,
@@ -1174,9 +1174,9 @@ <h1>Netcdf or zarr driver<a class="headerlink" href="#Netcdf-or-zarr-driver" tit
                &#x27;2010-02-14 23:00:00&#x27;, &#x27;2010-02-14 23:10:00&#x27;,
                &#x27;2010-02-14 23:20:00&#x27;, &#x27;2010-02-14 23:30:00&#x27;,
                &#x27;2010-02-14 23:40:00&#x27;, &#x27;2010-02-14 23:50:00&#x27;],
-              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4d25adb3-ee54-4d71-89f3-4afb20c3efb3' class='xr-index-data-in' type='checkbox'/><label for='index-4d25adb3-ee54-4d71-89f3-4afb20c3efb3' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
+              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-db435b39-a5e7-4fb1-b1ec-d03b3cbe166b' class='xr-index-data-in' type='checkbox'/><label for='index-db435b39-a5e7-4fb1-b1ec-d03b3cbe166b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
         2795,  2794,  2793, 13774, 13722,  2792,  2791,  2790,  2789],
-      dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-226fc702-97a8-4213-9c21-a527fdbfb3f6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-226fc702-97a8-4213-9c21-a527fdbfb3f6' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>category :</span></dt><dd>ocean</dd><dt><span>paper_doi :</span></dt><dd>10.24381/cds.8c59054f</dd><dt><span>paper_ref :</span></dt><dd>Copernicus Climate Change Service 2019</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.8c59054f?tab=overview</dd><dt><span>source_version :</span></dt><dd>GTSM v3.0</dd></dl></div></li></ul></div></div></div>
+      dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-669e1d5b-c60c-4923-b6ff-d0ed6fd963bb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-669e1d5b-c60c-4923-b6ff-d0ed6fd963bb' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>category :</span></dt><dd>ocean</dd><dt><span>paper_doi :</span></dt><dd>10.24381/cds.8c59054f</dd><dt><span>paper_ref :</span></dt><dd>Copernicus Climate Change Service 2019</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.8c59054f?tab=overview</dd><dt><span>source_version :</span></dt><dd>GTSM v3.0</dd></dl></div></li></ul></div></div></div>
 </div>
 <p>The data can be visualized with the <a class="reference external" href="https://docs.xarray.dev/en/latest/generated/xarray.DataArray.plot.html">.plot()</a> xarray method. We show the evolution of the water level over time for a specific point location (station).</p>
 <div class="nbinput docutils container">
@@ -1193,7 +1193,7 @@ <h1>Netcdf or zarr driver<a class="headerlink" href="#Netcdf-or-zarr-driver" tit
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-[&lt;matplotlib.lines.Line2D at 0x7f9dea66b610&gt;]
+[&lt;matplotlib.lines.Line2D at 0x7f2933fca510&gt;]
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -1602,7 +1602,7 @@ <h1>Netcdf or zarr driver<a class="headerlink" href="#Netcdf-or-zarr-driver" tit
     paper_ref:       Copernicus Climate Change Service 2019
     source_license:  https://cds.climate.copernicus.eu/cdsapp/#!/terms/licenc...
     source_url:      https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24...
-    source_version:  GTSM v3.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'waterlevel'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2016</li><li><span class='xr-has-index'>stations</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0e1becb9-9e3c-4b38-9f0e-f05187554451' class='xr-array-in' type='checkbox' checked><label for='section-0e1becb9-9e3c-4b38-9f0e-f05187554451' 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>dask.array&lt;chunksize=(2016, 2), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
+    source_version:  GTSM v3.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'waterlevel'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2016</li><li><span class='xr-has-index'>stations</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c6324f51-e312-4a3b-b330-16766bf1ac3c' class='xr-array-in' type='checkbox' checked><label for='section-c6324f51-e312-4a3b-b330-16766bf1ac3c' 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>dask.array&lt;chunksize=(2016, 2), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1657,7 +1657,7 @@ <h1>Netcdf or zarr driver<a class="headerlink" href="#Netcdf-or-zarr-driver" tit
 </svg>
         </td>
     </tr>
-</table></div></div></li><li class='xr-section-item'><input id='section-b8705457-3af5-4d87-981d-a7516fb8130b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b8705457-3af5-4d87-981d-a7516fb8130b' class='xr-section-summary' >Coordinates: <span>(5)</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>lon</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;</div><input id='attrs-b1d06c04-1dfa-46ba-9c84-d4e1b1b40ecb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b1d06c04-1dfa-46ba-9c84-d4e1b1b40ecb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f759bedc-a555-4cf8-b812-c5960f122746' class='xr-var-data-in' type='checkbox'><label for='data-f759bedc-a555-4cf8-b812-c5960f122746' 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'><table>
+</table></div></div></li><li class='xr-section-item'><input id='section-353ce1f4-157e-416d-9433-0cdd08fbc61d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-353ce1f4-157e-416d-9433-0cdd08fbc61d' class='xr-section-summary' >Coordinates: <span>(5)</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>lon</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;</div><input id='attrs-d3aca9de-7fb7-4b24-aa96-37263f03cfdf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d3aca9de-7fb7-4b24-aa96-37263f03cfdf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10e5b8e4-3711-41fc-9883-56cd6dbf2869' class='xr-var-data-in' type='checkbox'><label for='data-10e5b8e4-3711-41fc-9883-56cd6dbf2869' 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'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1712,10 +1712,10 @@ <h1>Netcdf or zarr driver<a class="headerlink" href="#Netcdf-or-zarr-driver" tit
 </svg>
         </td>
     </tr>
-</table></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'>2010-02-01 ... 2010-02-14T23:50:00</div><input id='attrs-1a236c78-89eb-4d7f-93aa-078252e88c4a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1a236c78-89eb-4d7f-93aa-078252e88c4a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e337cf46-15ef-46be-a2c3-5195e474f8fb' class='xr-var-data-in' type='checkbox'><label for='data-e337cf46-15ef-46be-a2c3-5195e474f8fb' 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>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>short_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-01T00:10:00.000000000&#x27;,
+</table></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'>2010-02-01 ... 2010-02-14T23:50:00</div><input id='attrs-c6723ece-e70a-471a-b459-be030b6573c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c6723ece-e70a-471a-b459-be030b6573c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13a0659c-0e9b-460c-b905-62661b5cb170' class='xr-var-data-in' type='checkbox'><label for='data-13a0659c-0e9b-460c-b905-62661b5cb170' 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>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>short_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-01T00:10:00.000000000&#x27;,
        &#x27;2010-02-01T00:20:00.000000000&#x27;, ..., &#x27;2010-02-14T23:30:00.000000000&#x27;,
        &#x27;2010-02-14T23:40:00.000000000&#x27;, &#x27;2010-02-14T23:50:00.000000000&#x27;],
-      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;</div><input id='attrs-a642ac2e-0ee7-48df-8e94-8a248075e8a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a642ac2e-0ee7-48df-8e94-8a248075e8a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c525a6f-c30f-4f01-936c-f4c2f051b1f7' class='xr-var-data-in' type='checkbox'><label for='data-7c525a6f-c30f-4f01-936c-f4c2f051b1f7' 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_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>short_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>
+      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;</div><input id='attrs-7fe63d3e-113e-4f95-8fa0-ba58bb40b303' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7fe63d3e-113e-4f95-8fa0-ba58bb40b303' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-18280f6a-4d55-496d-a819-f01ccc64b145' class='xr-var-data-in' type='checkbox'><label for='data-18280f6a-4d55-496d-a819-f01ccc64b145' 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_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>short_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1770,7 +1770,7 @@ <h1>Netcdf or zarr driver<a class="headerlink" href="#Netcdf-or-zarr-driver" tit
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3779df59-e9b3-45ac-a674-eb2bfd497e34' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3779df59-e9b3-45ac-a674-eb2bfd497e34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c09cafa1-82c7-41f6-8639-887555b93c0a' class='xr-var-data-in' type='checkbox'><label for='data-c09cafa1-82c7-41f6-8639-887555b93c0a' 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>x_dim :</span></dt><dd>lon</dd><dt><span>y_dim :</span></dt><dd>lat</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>x_name :</span></dt><dd>lon</dd><dt><span>y_name :</span></dt><dd>lat</dd><dt><span>geom_format :</span></dt><dd>xy</dd><dt><span>index_dim :</span></dt><dd>stations</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>13775 13723</div><input id='attrs-7be52c54-d9a2-4fe4-a64d-8f8c27a2b251' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7be52c54-d9a2-4fe4-a64d-8f8c27a2b251' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1318736-633e-42b4-8f2a-8c008b886660' class='xr-var-data-in' type='checkbox'><label for='data-b1318736-633e-42b4-8f2a-8c008b886660' 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([13775, 13723], dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d9b2c548-124c-4253-81e8-62dc736e5ce6' class='xr-section-summary-in' type='checkbox'  ><label for='section-d9b2c548-124c-4253-81e8-62dc736e5ce6' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-35413f81-9f57-49df-92f0-7ea585bc33b6' class='xr-index-data-in' type='checkbox'/><label for='index-35413f81-9f57-49df-92f0-7ea585bc33b6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-01 00:00:00&#x27;, &#x27;2010-02-01 00:10:00&#x27;,
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b188f234-5746-4d70-a027-08eb78847098' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b188f234-5746-4d70-a027-08eb78847098' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f0dc8a7-5100-4fdf-ac51-1ac808e1f173' class='xr-var-data-in' type='checkbox'><label for='data-0f0dc8a7-5100-4fdf-ac51-1ac808e1f173' 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>x_dim :</span></dt><dd>lon</dd><dt><span>y_dim :</span></dt><dd>lat</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>x_name :</span></dt><dd>lon</dd><dt><span>y_name :</span></dt><dd>lat</dd><dt><span>geom_format :</span></dt><dd>xy</dd><dt><span>index_dim :</span></dt><dd>stations</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>13775 13723</div><input id='attrs-84b9449f-753a-42b6-a3f7-b17d2a1010d6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-84b9449f-753a-42b6-a3f7-b17d2a1010d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d09ad674-5d3b-426a-b35d-3295277b229d' class='xr-var-data-in' type='checkbox'><label for='data-d09ad674-5d3b-426a-b35d-3295277b229d' 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([13775, 13723], dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-699d9c2b-8cd6-469e-8d36-54aa54532453' class='xr-section-summary-in' type='checkbox'  ><label for='section-699d9c2b-8cd6-469e-8d36-54aa54532453' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6fd9d238-7d01-4f06-83d4-937bd5e8c791' class='xr-index-data-in' type='checkbox'/><label for='index-6fd9d238-7d01-4f06-83d4-937bd5e8c791' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-01 00:00:00&#x27;, &#x27;2010-02-01 00:10:00&#x27;,
                &#x27;2010-02-01 00:20:00&#x27;, &#x27;2010-02-01 00:30:00&#x27;,
                &#x27;2010-02-01 00:40:00&#x27;, &#x27;2010-02-01 00:50:00&#x27;,
                &#x27;2010-02-01 01:00:00&#x27;, &#x27;2010-02-01 01:10:00&#x27;,
@@ -1781,7 +1781,7 @@ <h1>Netcdf or zarr driver<a class="headerlink" href="#Netcdf-or-zarr-driver" tit
                &#x27;2010-02-14 23:00:00&#x27;, &#x27;2010-02-14 23:10:00&#x27;,
                &#x27;2010-02-14 23:20:00&#x27;, &#x27;2010-02-14 23:30:00&#x27;,
                &#x27;2010-02-14 23:40:00&#x27;, &#x27;2010-02-14 23:50:00&#x27;],
-              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a3e9ccd1-5183-44bc-af01-33ff42387133' class='xr-index-data-in' type='checkbox'/><label for='index-a3e9ccd1-5183-44bc-af01-33ff42387133' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([13775, 13723], dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ed7bac6d-ea3a-4f80-8ada-c0cdd95d69ea' class='xr-section-summary-in' type='checkbox'  ><label for='section-ed7bac6d-ea3a-4f80-8ada-c0cdd95d69ea' class='xr-section-summary' >Attributes: <span>(11)</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>sea_surface_height_above_mean_sea_level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>CDI_grid_type :</span></dt><dd>unstructured</dd><dt><span>short_name :</span></dt><dd>waterlevel</dd><dt><span>description :</span></dt><dd>Total water level resulting from the combination of barotropic tides and surges and mean sea-level</dd><dt><span>category :</span></dt><dd>ocean</dd><dt><span>paper_doi :</span></dt><dd>10.24381/cds.8c59054f</dd><dt><span>paper_ref :</span></dt><dd>Copernicus Climate Change Service 2019</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.8c59054f?tab=overview</dd><dt><span>source_version :</span></dt><dd>GTSM v3.0</dd></dl></div></li></ul></div></div></div>
+              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b0f13cf9-4a2e-4b01-9835-ebc1b4af06f6' class='xr-index-data-in' type='checkbox'/><label for='index-b0f13cf9-4a2e-4b01-9835-ebc1b4af06f6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([13775, 13723], dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4c86a656-f159-4723-804e-80cdf64e9c4e' class='xr-section-summary-in' type='checkbox'  ><label for='section-4c86a656-f159-4723-804e-80cdf64e9c4e' class='xr-section-summary' >Attributes: <span>(11)</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>sea_surface_height_above_mean_sea_level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>CDI_grid_type :</span></dt><dd>unstructured</dd><dt><span>short_name :</span></dt><dd>waterlevel</dd><dt><span>description :</span></dt><dd>Total water level resulting from the combination of barotropic tides and surges and mean sea-level</dd><dt><span>category :</span></dt><dd>ocean</dd><dt><span>paper_doi :</span></dt><dd>10.24381/cds.8c59054f</dd><dt><span>paper_ref :</span></dt><dd>Copernicus Climate Change Service 2019</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.8c59054f?tab=overview</dd><dt><span>source_version :</span></dt><dd>GTSM v3.0</dd></dl></div></li></ul></div></div></div>
 </div>
 <p>With a Geodataset, you can also directly access the associated point geometries using its <a class="reference external" href="https://deltares.github.io/hydromt/latest/_generated/hydromt.DataArray.vector.to_gdf.html#hydromt.DataArray.vector.to_gdf">to_gdf</a> method. Multi-dimensional data (e.g. the time series) can be reduced using a statistical method such as the max.</p>
 <div class="nbinput docutils container">
@@ -1868,7 +1868,7 @@ <h1>Vector driver<a class="headerlink" href="#Vector-driver" title="Link to this
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:42,129 - read geodataset data - data_catalog - INFO - Parsing data catalog from data/geodataset_catalog.yml
+2024-01-31 09:13:00,443 - read geodataset data - data_catalog - INFO - Parsing data catalog from data/geodataset_catalog.yml
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -2318,10 +2318,10 @@ <h1>Vector driver<a class="headerlink" href="#Vector-driver" title="Link to this
     geometry     (stations) object dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;
     spatial_ref  int64 0
 Data variables:
-    waterlevel   (stations, time) float64 dask.array&lt;chunksize=(2, 2016), meta=np.ndarray&gt;</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-3201e35b-f78a-407a-a75d-8bcbdfdb0817' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3201e35b-f78a-407a-a75d-8bcbdfdb0817' 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'>time</span>: 2016</li><li><span class='xr-has-index'>stations</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c630701e-bec5-44d5-8fc3-fa5545a0ec04' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c630701e-bec5-44d5-8fc3-fa5545a0ec04' class='xr-section-summary' >Coordinates: <span>(4)</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'>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'>2016-01-01 ... 2021-07-08</div><input id='attrs-31521ace-4217-430c-8044-f29f05e76548' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-31521ace-4217-430c-8044-f29f05e76548' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-adf61f20-75e7-41dc-944c-5bbe7580f5ec' class='xr-var-data-in' type='checkbox'><label for='data-adf61f20-75e7-41dc-944c-5bbe7580f5ec' 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([&#x27;2016-01-01T00:00:00.000000000&#x27;, &#x27;2016-01-02T00:00:00.000000000&#x27;,
+    waterlevel   (stations, time) float64 dask.array&lt;chunksize=(2, 2016), meta=np.ndarray&gt;</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-778ec86b-2814-4ae3-ad43-c46f9bc3eb3e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-778ec86b-2814-4ae3-ad43-c46f9bc3eb3e' 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'>time</span>: 2016</li><li><span class='xr-has-index'>stations</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9a9cf082-5854-4669-8426-f97d10a5bc4c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9a9cf082-5854-4669-8426-f97d10a5bc4c' class='xr-section-summary' >Coordinates: <span>(4)</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'>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'>2016-01-01 ... 2021-07-08</div><input id='attrs-76a510aa-bbfe-4adf-88cc-083765f079e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-76a510aa-bbfe-4adf-88cc-083765f079e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35adf3e5-72ff-435e-9cf0-95e4a0019b3e' class='xr-var-data-in' type='checkbox'><label for='data-35adf3e5-72ff-435e-9cf0-95e4a0019b3e' 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([&#x27;2016-01-01T00:00:00.000000000&#x27;, &#x27;2016-01-02T00:00:00.000000000&#x27;,
        &#x27;2016-01-03T00:00:00.000000000&#x27;, ..., &#x27;2021-07-06T00:00:00.000000000&#x27;,
        &#x27;2021-07-07T00:00:00.000000000&#x27;, &#x27;2021-07-08T00:00:00.000000000&#x27;],
-      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1001 1002</div><input id='attrs-116c7e10-fa39-4f48-a549-51142f39823c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-116c7e10-fa39-4f48-a549-51142f39823c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e762fcf2-8807-4833-86b9-4dd222a8cb56' class='xr-var-data-in' type='checkbox'><label for='data-e762fcf2-8807-4833-86b9-4dd222a8cb56' 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([1001, 1002])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>geometry</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;</div><input id='attrs-2d9ebdce-25a4-44c4-9699-f12a16aefcfd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2d9ebdce-25a4-44c4-9699-f12a16aefcfd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c905538a-01ce-4499-b4a4-dec22d7b0677' class='xr-var-data-in' type='checkbox'><label for='data-c905538a-01ce-4499-b4a4-dec22d7b0677' 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'><table>
+      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1001 1002</div><input id='attrs-db6e7cdf-1599-48f5-ab6e-7de1fab51287' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-db6e7cdf-1599-48f5-ab6e-7de1fab51287' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-95bded20-a808-42a4-b9cd-38af187d813d' class='xr-var-data-in' type='checkbox'><label for='data-95bded20-a808-42a4-b9cd-38af187d813d' 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([1001, 1002])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>geometry</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;</div><input id='attrs-e4477d4f-7af3-4945-b4ef-255aa8a764a3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e4477d4f-7af3-4945-b4ef-255aa8a764a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68bf3a8f-82c4-4b8d-913e-f913f1077785' class='xr-var-data-in' type='checkbox'><label for='data-68bf3a8f-82c4-4b8d-913e-f913f1077785' 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'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2376,7 +2376,7 @@ <h1>Vector driver<a class="headerlink" href="#Vector-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-d68d4fbb-3544-4b52-8773-2a78246d5eb9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d68d4fbb-3544-4b52-8773-2a78246d5eb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-239ac1d1-422e-4f26-b216-4329e7ed9d79' class='xr-var-data-in' type='checkbox'><label for='data-239ac1d1-422e-4f26-b216-4329e7ed9d79' 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>geom_name :</span></dt><dd>geometry</dd><dt><span>geom_format :</span></dt><dd>geom</dd><dt><span>index_dim :</span></dt><dd>stations</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a02b8737-92ce-4d5a-8cfa-b60e0cbe2299' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a02b8737-92ce-4d5a-8cfa-b60e0cbe2299' 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>waterlevel</span></div><div class='xr-var-dims'>(stations, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2, 2016), meta=np.ndarray&gt;</div><input id='attrs-8d71aad3-7951-4c7a-846c-a15374018795' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8d71aad3-7951-4c7a-846c-a15374018795' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0514f559-22cb-4ad4-9518-2961ef692970' class='xr-var-data-in' type='checkbox'><label for='data-0514f559-22cb-4ad4-9518-2961ef692970' 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'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-b80ed413-c249-448f-b161-3ee73dbe20e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b80ed413-c249-448f-b161-3ee73dbe20e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc7585a5-c2e0-4047-a7ec-45ae928a339b' class='xr-var-data-in' type='checkbox'><label for='data-fc7585a5-c2e0-4047-a7ec-45ae928a339b' 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>geom_name :</span></dt><dd>geometry</dd><dt><span>geom_format :</span></dt><dd>geom</dd><dt><span>index_dim :</span></dt><dd>stations</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-31a1244e-064c-45dd-9b43-5eb0d3e0b365' class='xr-section-summary-in' type='checkbox'  checked><label for='section-31a1244e-064c-45dd-9b43-5eb0d3e0b365' 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>waterlevel</span></div><div class='xr-var-dims'>(stations, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2, 2016), meta=np.ndarray&gt;</div><input id='attrs-3eb1b911-26fa-4321-8960-8c34f8ee24e7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3eb1b911-26fa-4321-8960-8c34f8ee24e7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4823d41-74eb-418a-a550-35b9bf6ef778' class='xr-var-data-in' type='checkbox'><label for='data-e4823d41-74eb-418a-a550-35b9bf6ef778' 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'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2431,14 +2431,14 @@ <h1>Vector driver<a class="headerlink" href="#Vector-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-05884415-8c59-45b4-aa3f-2467d2eb2fc3' class='xr-section-summary-in' type='checkbox'  ><label for='section-05884415-8c59-45b4-aa3f-2467d2eb2fc3' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b62b814f-deae-4f40-b3ba-f96636a076fa' class='xr-index-data-in' type='checkbox'/><label for='index-b62b814f-deae-4f40-b3ba-f96636a076fa' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2016-01-01&#x27;, &#x27;2016-01-02&#x27;, &#x27;2016-01-03&#x27;, &#x27;2016-01-04&#x27;,
+</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-22be1371-ed0f-40af-a449-b12d94cbc4f3' class='xr-section-summary-in' type='checkbox'  ><label for='section-22be1371-ed0f-40af-a449-b12d94cbc4f3' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4d17518a-3569-453d-ab05-d0e73ce09c19' class='xr-index-data-in' type='checkbox'/><label for='index-4d17518a-3569-453d-ab05-d0e73ce09c19' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2016-01-01&#x27;, &#x27;2016-01-02&#x27;, &#x27;2016-01-03&#x27;, &#x27;2016-01-04&#x27;,
                &#x27;2016-01-05&#x27;, &#x27;2016-01-06&#x27;, &#x27;2016-01-07&#x27;, &#x27;2016-01-08&#x27;,
                &#x27;2016-01-09&#x27;, &#x27;2016-01-10&#x27;,
                ...
                &#x27;2021-06-29&#x27;, &#x27;2021-06-30&#x27;, &#x27;2021-07-01&#x27;, &#x27;2021-07-02&#x27;,
                &#x27;2021-07-03&#x27;, &#x27;2021-07-04&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-06&#x27;,
                &#x27;2021-07-07&#x27;, &#x27;2021-07-08&#x27;],
-              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-01a15e3c-fc80-4da9-8890-646104e325ae' class='xr-index-data-in' type='checkbox'/><label for='index-01a15e3c-fc80-4da9-8890-646104e325ae' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1001, 1002], dtype=&#x27;int64&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-62370293-0c21-43c3-9009-356a7097e878' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-62370293-0c21-43c3-9009-356a7097e878' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
+              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a5710727-1db1-4bcf-870c-5ec0a813a956' class='xr-index-data-in' type='checkbox'/><label for='index-a5710727-1db1-4bcf-870c-5ec0a813a956' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1001, 1002], dtype=&#x27;int64&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a68e19eb-07cc-42bb-b978-50b647c16b45' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a68e19eb-07cc-42bb-b978-50b647c16b45' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
 </div>
 </section>
 
diff --git a/v0.9.2/_examples/reading_raster_data.html b/v0.9.2/_examples/reading_raster_data.html
index af3cfe788..48e1ed101 100644
--- a/v0.9.2/_examples/reading_raster_data.html
+++ b/v0.9.2/_examples/reading_raster_data.html
@@ -535,7 +535,7 @@ <h1>Example: Reading raster data<a class="headerlink" href="#Example:-Reading-ra
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:46,213 - read raster data - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:13:04,725 - read raster data - log - INFO - HydroMT version: 0.9.2
 </pre></div></div>
 </div>
 <div class="nbinput docutils container">
@@ -552,7 +552,7 @@ <h1>Example: Reading raster data<a class="headerlink" href="#Example:-Reading-ra
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:46,241 - read raster data - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:13:04,753 - read raster data - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
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@@ -560,7 +560,7 @@ <h1>Example: Reading raster data<a class="headerlink" href="#Example:-Reading-ra
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-2024-01-31 08:53:46,241 - read raster data - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:13:04,754 - read raster data - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
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@@ -612,7 +612,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
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-2024-01-31 08:53:46,299 - read raster data - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
+2024-01-31 09:13:04,818 - read raster data - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
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@@ -1005,7 +1005,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
     paper_ref:       Yamazaki et al. (2019)
     source_license:  CC-BY-NC 4.0 or ODbL 1.0
     source_url:      http://hydro.iis.u-tokyo.ac.jp/~yamadai/MERIT_Hydro
-    source_version:  1.0</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-bf649659-adcd-4e3f-a3a7-b406abb7de19' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bf649659-adcd-4e3f-a3a7-b406abb7de19' 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'>x</span>: 1680</li><li><span class='xr-has-index'>y</span>: 1920</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6c00e42f-1f6e-4a8a-b18f-c1c0ae57a6e9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6c00e42f-1f6e-4a8a-b18f-c1c0ae57a6e9' class='xr-section-summary' >Coordinates: <span>(3)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.6 11.6 11.6 ... 13.0 13.0 13.0</div><input id='attrs-dfb85c7d-38a1-47de-808d-2198ff6b00de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dfb85c7d-38a1-47de-808d-2198ff6b00de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d7ce98a3-2768-4fe5-afe3-d7333bc6e4c2' class='xr-var-data-in' type='checkbox'><label for='data-d7ce98a3-2768-4fe5-afe3-d7333bc6e4c2' 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([11.600417, 11.60125 , 11.602083, ..., 12.997917, 12.99875 , 12.999583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.8 46.8 46.8 ... 45.2 45.2 45.2</div><input id='attrs-f0f0b778-9a8c-4c6c-b6c0-6acfa39d3484' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f0f0b778-9a8c-4c6c-b6c0-6acfa39d3484' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-957c0485-65f5-4e12-9d54-5319af9d78f6' class='xr-var-data-in' type='checkbox'><label for='data-957c0485-65f5-4e12-9d54-5319af9d78f6' 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([46.799583, 46.79875 , 46.797917, ..., 45.202083, 45.20125 , 45.200417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-7313a704-53a3-43b5-957d-78f73b652b92' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7313a704-53a3-43b5-957d-78f73b652b92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e13e4ca8-b5e9-4fa8-8493-90320ef0cb77' class='xr-var-data-in' type='checkbox'><label for='data-e13e4ca8-b5e9-4fa8-8493-90320ef0cb77' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>GeoTransform :</span></dt><dd>11.600000000000023 0.0008333333333333203 0.0 46.8 0.0 -0.0008333333333333345</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-20035da0-4257-4f39-bdc9-994498ae5be4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-20035da0-4257-4f39-bdc9-994498ae5be4' class='xr-section-summary' >Data variables: <span>(9)</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>basins</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>uint32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-444a49b7-559b-470e-81f7-dcb99a97700c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-444a49b7-559b-470e-81f7-dcb99a97700c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19725bb4-b1fc-4a85-bdd7-829aa05a1570' class='xr-var-data-in' type='checkbox'><label for='data-19725bb4-b1fc-4a85-bdd7-829aa05a1570' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>0</dd><dt><span>source_file :</span></dt><dd>basins.tif</dd></dl></div><div class='xr-var-data'><table>
+    source_version:  1.0</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-1004ac9a-b520-45e6-b7bd-c92ea489af8a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1004ac9a-b520-45e6-b7bd-c92ea489af8a' 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'>x</span>: 1680</li><li><span class='xr-has-index'>y</span>: 1920</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-917da8cf-7608-440c-aa47-fc07691854c2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-917da8cf-7608-440c-aa47-fc07691854c2' class='xr-section-summary' >Coordinates: <span>(3)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.6 11.6 11.6 ... 13.0 13.0 13.0</div><input id='attrs-6f8966d2-eb46-4df3-a439-75213aa4351a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6f8966d2-eb46-4df3-a439-75213aa4351a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-56d35c71-9bef-45e3-b3f9-6e5597d25d87' class='xr-var-data-in' type='checkbox'><label for='data-56d35c71-9bef-45e3-b3f9-6e5597d25d87' 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([11.600417, 11.60125 , 11.602083, ..., 12.997917, 12.99875 , 12.999583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.8 46.8 46.8 ... 45.2 45.2 45.2</div><input id='attrs-84e99ae1-9460-4c51-880e-37f4d0cacff5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-84e99ae1-9460-4c51-880e-37f4d0cacff5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf8d42aa-e3e1-4355-82ac-791958a04315' class='xr-var-data-in' type='checkbox'><label for='data-bf8d42aa-e3e1-4355-82ac-791958a04315' 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([46.799583, 46.79875 , 46.797917, ..., 45.202083, 45.20125 , 45.200417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-ddc4c1f3-1176-4684-8d5f-c8640f4af870' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ddc4c1f3-1176-4684-8d5f-c8640f4af870' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2c728b9-5452-404a-9dea-944f24206e76' class='xr-var-data-in' type='checkbox'><label for='data-d2c728b9-5452-404a-9dea-944f24206e76' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>GeoTransform :</span></dt><dd>11.600000000000023 0.0008333333333333203 0.0 46.8 0.0 -0.0008333333333333345</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7542e818-2807-40fb-9ae6-db8e26e5356f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7542e818-2807-40fb-9ae6-db8e26e5356f' class='xr-section-summary' >Data variables: <span>(9)</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>basins</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>uint32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-e6e4b36f-b9be-4602-ac30-ff889d25c74f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e6e4b36f-b9be-4602-ac30-ff889d25c74f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9419addb-fd33-490a-a37e-bd57d5e3541c' class='xr-var-data-in' type='checkbox'><label for='data-9419addb-fd33-490a-a37e-bd57d5e3541c' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>0</dd><dt><span>source_file :</span></dt><dd>basins.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1060,7 +1060,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>elevtn</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-f53c91e4-3354-4c98-88e8-c3504fd2e5b3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f53c91e4-3354-4c98-88e8-c3504fd2e5b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8762c768-908b-4c53-9bfb-b1a3f97013fa' class='xr-var-data-in' type='checkbox'><label for='data-8762c768-908b-4c53-9bfb-b1a3f97013fa' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>elevtn.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>elevtn</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-f8fc5e44-e6b9-4564-b0f5-1bfc2b6dd34f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f8fc5e44-e6b9-4564-b0f5-1bfc2b6dd34f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3c07aba-1a92-4bfa-9efa-fd6394cf0769' class='xr-var-data-in' type='checkbox'><label for='data-b3c07aba-1a92-4bfa-9efa-fd6394cf0769' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>elevtn.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1115,7 +1115,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>flwdir</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-84362d5d-179b-4b1d-98dd-56b199717441' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-84362d5d-179b-4b1d-98dd-56b199717441' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2c5ab78-cf13-4b7b-b246-b2ebbd4ea5c1' class='xr-var-data-in' type='checkbox'><label for='data-c2c5ab78-cf13-4b7b-b246-b2ebbd4ea5c1' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>247</dd><dt><span>source_file :</span></dt><dd>flwdir.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>flwdir</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-317fa24f-6bb2-4f20-b679-7d5e608dca63' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-317fa24f-6bb2-4f20-b679-7d5e608dca63' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5cdb9d3-af57-43d2-bcab-9f6312c536d7' class='xr-var-data-in' type='checkbox'><label for='data-f5cdb9d3-af57-43d2-bcab-9f6312c536d7' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>247</dd><dt><span>source_file :</span></dt><dd>flwdir.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1170,7 +1170,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hnd</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-cf71ae67-ada7-46ee-85a1-af75d89883da' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cf71ae67-ada7-46ee-85a1-af75d89883da' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3217ed2-5caf-4112-baed-7582eb9c25d7' class='xr-var-data-in' type='checkbox'><label for='data-c3217ed2-5caf-4112-baed-7582eb9c25d7' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>hnd.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hnd</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-3b0f004b-7b7b-4c7c-9e3d-a7a06c3a3a38' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3b0f004b-7b7b-4c7c-9e3d-a7a06c3a3a38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-54cbe730-41a9-428d-85b2-c6a9eeb4ee3a' class='xr-var-data-in' type='checkbox'><label for='data-54cbe730-41a9-428d-85b2-c6a9eeb4ee3a' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>hnd.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1225,7 +1225,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lndslp</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-a36ea424-8261-4e7e-b473-f352307028f4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a36ea424-8261-4e7e-b473-f352307028f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3b6d201-5906-4c5d-88f3-80d43a469cc1' class='xr-var-data-in' type='checkbox'><label for='data-b3b6d201-5906-4c5d-88f3-80d43a469cc1' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>lndslp.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lndslp</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-0067aaff-96c0-4c00-b9ee-0abec5bd6ce5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0067aaff-96c0-4c00-b9ee-0abec5bd6ce5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4353ea9d-7d24-4221-9e9c-23297ae0fa98' class='xr-var-data-in' type='checkbox'><label for='data-4353ea9d-7d24-4221-9e9c-23297ae0fa98' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>lndslp.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1280,7 +1280,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rivwth</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-48d81b66-f695-4199-ac75-efc4e202e7c5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-48d81b66-f695-4199-ac75-efc4e202e7c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2bea4033-5b1d-498d-bab4-677d377d7f0e' class='xr-var-data-in' type='checkbox'><label for='data-2bea4033-5b1d-498d-bab4-677d377d7f0e' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>rivwth.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rivwth</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-0d23e0ee-c96e-4ce9-944d-fd106955ea7a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d23e0ee-c96e-4ce9-944d-fd106955ea7a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7e24e5f-78e1-4fb7-9b0c-ff3ea3b9618b' class='xr-var-data-in' type='checkbox'><label for='data-a7e24e5f-78e1-4fb7-9b0c-ff3ea3b9618b' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>rivwth.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1335,7 +1335,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>strord</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-ebbd0ecd-f5fb-4a7b-8bf4-f88fc77e5507' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ebbd0ecd-f5fb-4a7b-8bf4-f88fc77e5507' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb8cc325-5388-4f9f-855e-229ec4590064' class='xr-var-data-in' type='checkbox'><label for='data-cb8cc325-5388-4f9f-855e-229ec4590064' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>255</dd><dt><span>source_file :</span></dt><dd>strord.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>strord</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-f2ded9ab-8d78-4b8b-810b-f1ebdaf08995' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f2ded9ab-8d78-4b8b-810b-f1ebdaf08995' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50f626fe-7ac0-440e-9e87-f9a6ecd8bd3f' class='xr-var-data-in' type='checkbox'><label for='data-50f626fe-7ac0-440e-9e87-f9a6ecd8bd3f' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>255</dd><dt><span>source_file :</span></dt><dd>strord.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1390,7 +1390,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>uparea</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-2eeb8abc-bb43-4ea5-8654-cfbed19cf05c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2eeb8abc-bb43-4ea5-8654-cfbed19cf05c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-242f2029-3e23-4185-b77f-a9a07230b832' class='xr-var-data-in' type='checkbox'><label for='data-242f2029-3e23-4185-b77f-a9a07230b832' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>uparea.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>uparea</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-25ca02cf-d029-4936-80b8-9a91cdc216a9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-25ca02cf-d029-4936-80b8-9a91cdc216a9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f1d3701-de26-42fe-aa84-cdad55e8ca1f' class='xr-var-data-in' type='checkbox'><label for='data-5f1d3701-de26-42fe-aa84-cdad55e8ca1f' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>uparea.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1445,7 +1445,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>upgrid</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-dced5ec9-89b1-4fea-838b-7e707f5ccfd0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dced5ec9-89b1-4fea-838b-7e707f5ccfd0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1b14dc8-7bf8-48aa-a0d2-cef468c4aa53' class='xr-var-data-in' type='checkbox'><label for='data-c1b14dc8-7bf8-48aa-a0d2-cef468c4aa53' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999</dd><dt><span>source_file :</span></dt><dd>upgrid.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>upgrid</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1920, 1680), meta=np.ndarray&gt;</div><input id='attrs-8aeb6111-6154-4907-ba95-00f82f7e0f6a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8aeb6111-6154-4907-ba95-00f82f7e0f6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-285057f2-2e11-4735-a67d-6230fa81a33a' class='xr-var-data-in' type='checkbox'><label for='data-285057f2-2e11-4735-a67d-6230fa81a33a' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999</dd><dt><span>source_file :</span></dt><dd>upgrid.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1500,7 +1500,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-1177a892-b5c9-44de-8290-29325861168e' class='xr-section-summary-in' type='checkbox'  ><label for='section-1177a892-b5c9-44de-8290-29325861168e' class='xr-section-summary' >Indexes: <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-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d0a49b54-86d9-4fe8-9e39-ed6808bd693d' class='xr-index-data-in' type='checkbox'/><label for='index-d0a49b54-86d9-4fe8-9e39-ed6808bd693d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.600416666666689, 11.601250000000022, 11.602083333333356,
+</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-6b85ff50-6307-4214-9265-0e6e09ddb52a' class='xr-section-summary-in' type='checkbox'  ><label for='section-6b85ff50-6307-4214-9265-0e6e09ddb52a' class='xr-section-summary' >Indexes: <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-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-94248efb-cc48-40b0-ab9c-1750ccf335a9' class='xr-index-data-in' type='checkbox'/><label for='index-94248efb-cc48-40b0-ab9c-1750ccf335a9' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.600416666666689, 11.601250000000022, 11.602083333333356,
        11.602916666666689, 11.603750000000023, 11.604583333333355,
         11.60541666666669, 11.606250000000022, 11.607083333333355,
         11.60791666666669,
@@ -1509,7 +1509,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
        12.994583333333333, 12.995416666666667,           12.99625,
        12.997083333333332, 12.997916666666667,           12.99875,
        12.999583333333334],
-      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1680))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fc998575-9b9c-4527-ac92-c664b3e42ae7' class='xr-index-data-in' type='checkbox'/><label for='index-fc998575-9b9c-4527-ac92-c664b3e42ae7' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 46.79958333333333,           46.79875, 46.797916666666666,
+      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1680))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8635716a-c1eb-4ec3-b503-de2feaf61682' class='xr-index-data-in' type='checkbox'/><label for='index-8635716a-c1eb-4ec3-b503-de2feaf61682' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 46.79958333333333,           46.79875, 46.797916666666666,
         46.79708333333333,           46.79625,  46.79541666666666,
         46.79458333333333, 46.793749999999996,  46.79291666666666,
         46.79208333333333,
@@ -1518,7 +1518,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
        45.205416666666665,  45.20458333333333,           45.20375,
         45.20291666666666,  45.20208333333333, 45.201249999999995,
         45.20041666666666],
-      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1920))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-65c345ee-0cbc-429e-835c-d31cb9487fdd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-65c345ee-0cbc-429e-835c-d31cb9487fdd' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>category :</span></dt><dd>topography</dd><dt><span>paper_doi :</span></dt><dd>10.1029/2019WR024873</dd><dt><span>paper_ref :</span></dt><dd>Yamazaki et al. (2019)</dd><dt><span>source_license :</span></dt><dd>CC-BY-NC 4.0 or ODbL 1.0</dd><dt><span>source_url :</span></dt><dd>http://hydro.iis.u-tokyo.ac.jp/~yamadai/MERIT_Hydro</dd><dt><span>source_version :</span></dt><dd>1.0</dd></dl></div></li></ul></div></div></div>
+      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1920))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8873ad88-73f5-4feb-945a-8c938704f6e3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8873ad88-73f5-4feb-945a-8c938704f6e3' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>category :</span></dt><dd>topography</dd><dt><span>paper_doi :</span></dt><dd>10.1029/2019WR024873</dd><dt><span>paper_ref :</span></dt><dd>Yamazaki et al. (2019)</dd><dt><span>source_license :</span></dt><dd>CC-BY-NC 4.0 or ODbL 1.0</dd><dt><span>source_url :</span></dt><dd>http://hydro.iis.u-tokyo.ac.jp/~yamadai/MERIT_Hydro</dd><dt><span>source_version :</span></dt><dd>1.0</dd></dl></div></li></ul></div></div></div>
 </div>
 <p>The data can be visualized with the <a class="reference external" href="https://docs.xarray.dev/en/latest/generated/xarray.DataArray.plot.html">.plot()</a> xarray method. We replace all nodata values with NaNs with <a class="reference external" href="https://deltares.github.io/hydromt/latest/_generated/hydromt.DataArray.raster.mask_nodata.html">.raster.mask_nodata()</a>.</p>
 <div class="nbinput docutils container">
@@ -1535,7 +1535,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-&lt;matplotlib.collections.QuadMesh at 0x7fe7120db610&gt;
+&lt;matplotlib.collections.QuadMesh at 0x7facff64f6d0&gt;
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -1564,7 +1564,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:48,843 - read raster data - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
+2024-01-31 09:13:07,406 - read raster data - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1572,7 +1572,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:48,860 - read raster data - rasterdataset - DEBUG - Clip to [11.700, 45.350, 12.950, 46.700] (epsg:4326))
+2024-01-31 09:13:07,423 - read raster data - rasterdataset - DEBUG - Clip to [11.700, 45.350, 12.950, 46.700] (epsg:4326))
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1580,7 +1580,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:48,861 - read raster data - rasterdataset - WARNING - Dataset does [11.70000000000002, 45.349999999999994, 12.950000000000001, 46.699999999999996] does not fully cover bbox [11.700, 45.350, 12.950, 46.700]
+2024-01-31 09:13:07,425 - read raster data - rasterdataset - WARNING - Dataset does [11.70000000000002, 45.349999999999994, 12.950000000000001, 46.699999999999996] does not fully cover bbox [11.700, 45.350, 12.950, 46.700]
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -1960,7 +1960,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 Attributes:
     AREA_OR_POINT:  Area
     _FillValue:     -9999.0
-    source_file:    elevtn.tif</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'elevtn'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 1620</li><li><span class='xr-has-index'>x</span>: 1500</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-a40030b0-fd0a-4736-ab6c-271768d40833' class='xr-array-in' type='checkbox' checked><label for='section-a40030b0-fd0a-4736-ab6c-271768d40833' 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>dask.array&lt;chunksize=(1620, 1500), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
+    source_file:    elevtn.tif</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'elevtn'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 1620</li><li><span class='xr-has-index'>x</span>: 1500</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-ec822376-cea1-4194-bb42-554df210a9d3' class='xr-array-in' type='checkbox' checked><label for='section-ec822376-cea1-4194-bb42-554df210a9d3' 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>dask.array&lt;chunksize=(1620, 1500), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2015,7 +2015,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></div></li><li class='xr-section-item'><input id='section-a825a0fd-96f4-486d-899d-da60a556889a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a825a0fd-96f4-486d-899d-da60a556889a' class='xr-section-summary' >Coordinates: <span>(3)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.7 11.7 11.7 ... 12.95 12.95</div><input id='attrs-c83160f7-48fb-45d7-8600-546252af7d4a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c83160f7-48fb-45d7-8600-546252af7d4a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-763c6917-4062-48df-b4d7-843d26713e90' class='xr-var-data-in' type='checkbox'><label for='data-763c6917-4062-48df-b4d7-843d26713e90' 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([11.700417, 11.70125 , 11.702083, ..., 12.947917, 12.94875 , 12.949583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.7 46.7 46.7 ... 45.35 45.35</div><input id='attrs-c9713e0c-59a2-4c78-b8b4-b061cb95410a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c9713e0c-59a2-4c78-b8b4-b061cb95410a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a8c9e0f-d552-439f-9649-1195ae1f56d9' class='xr-var-data-in' type='checkbox'><label for='data-8a8c9e0f-d552-439f-9649-1195ae1f56d9' 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([46.699583, 46.69875 , 46.697917, ..., 45.352083, 45.35125 , 45.350417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-b8f6721f-14d7-4fa1-a6e1-a22af0efdf9c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b8f6721f-14d7-4fa1-a6e1-a22af0efdf9c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d7b1868-a4bc-4090-a0c0-c10b1b6b24dc' class='xr-var-data-in' type='checkbox'><label for='data-4d7b1868-a4bc-4090-a0c0-c10b1b6b24dc' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>GeoTransform :</span></dt><dd>11.600000000000023 0.0008333333333333203 0.0 46.8 0.0 -0.0008333333333333345</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e9861e56-1da7-4cec-9ad2-d554643ebb4b' class='xr-section-summary-in' type='checkbox'  ><label for='section-e9861e56-1da7-4cec-9ad2-d554643ebb4b' class='xr-section-summary' >Indexes: <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-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-88431b31-0d74-4c21-af28-9ae3031f72d5' class='xr-index-data-in' type='checkbox'/><label for='index-88431b31-0d74-4c21-af28-9ae3031f72d5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.700416666666687, 11.701250000000021, 11.702083333333354,
+</table></div></div></li><li class='xr-section-item'><input id='section-0504c681-f91a-40d8-ba08-3b68659f28f8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0504c681-f91a-40d8-ba08-3b68659f28f8' class='xr-section-summary' >Coordinates: <span>(3)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.7 11.7 11.7 ... 12.95 12.95</div><input id='attrs-fdf9326a-ac4a-4cdb-8277-9a058f60a364' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fdf9326a-ac4a-4cdb-8277-9a058f60a364' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3544feec-18d6-427c-b665-6fa55eb17700' class='xr-var-data-in' type='checkbox'><label for='data-3544feec-18d6-427c-b665-6fa55eb17700' 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([11.700417, 11.70125 , 11.702083, ..., 12.947917, 12.94875 , 12.949583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.7 46.7 46.7 ... 45.35 45.35</div><input id='attrs-507db96f-35f5-4945-b9ea-b6a92281ab42' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-507db96f-35f5-4945-b9ea-b6a92281ab42' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f3f61057-2570-4007-8112-eb55b597f622' class='xr-var-data-in' type='checkbox'><label for='data-f3f61057-2570-4007-8112-eb55b597f622' 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([46.699583, 46.69875 , 46.697917, ..., 45.352083, 45.35125 , 45.350417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-fb93f0cf-2112-4934-b03b-68278040f761' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fb93f0cf-2112-4934-b03b-68278040f761' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2015a188-d35e-4e9f-84fa-fdc2f78384cf' class='xr-var-data-in' type='checkbox'><label for='data-2015a188-d35e-4e9f-84fa-fdc2f78384cf' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>GeoTransform :</span></dt><dd>11.600000000000023 0.0008333333333333203 0.0 46.8 0.0 -0.0008333333333333345</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-07195563-47fa-4b8d-945d-94f21b49d7de' class='xr-section-summary-in' type='checkbox'  ><label for='section-07195563-47fa-4b8d-945d-94f21b49d7de' class='xr-section-summary' >Indexes: <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-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d4d4d721-6b62-47bd-afd8-e010c6ab9889' class='xr-index-data-in' type='checkbox'/><label for='index-d4d4d721-6b62-47bd-afd8-e010c6ab9889' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.700416666666687, 11.701250000000021, 11.702083333333354,
        11.702916666666688,  11.70375000000002, 11.704583333333353,
        11.705416666666688,  11.70625000000002, 11.707083333333355,
        11.707916666666687,
@@ -2024,7 +2024,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
        12.944583333333334, 12.945416666666667, 12.946250000000001,
        12.947083333333333, 12.947916666666668,           12.94875,
        12.949583333333333],
-      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1500))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3d15a4ce-dc08-49bd-ba4d-514670c6af5f' class='xr-index-data-in' type='checkbox'/><label for='index-3d15a4ce-dc08-49bd-ba4d-514670c6af5f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 46.69958333333333,           46.69875, 46.697916666666664,
+      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1500))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-617ddc92-f273-46f3-8494-70eb1c3f577e' class='xr-index-data-in' type='checkbox'/><label for='index-617ddc92-f273-46f3-8494-70eb1c3f577e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 46.69958333333333,           46.69875, 46.697916666666664,
         46.69708333333333,           46.69625,  46.69541666666667,
        46.694583333333334, 46.693749999999994,  46.69291666666666,
         46.69208333333333,
@@ -2033,7 +2033,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
         45.35541666666666,  45.35458333333333,           45.35375,
        45.352916666666665,  45.35208333333333,  45.35124999999999,
         45.35041666666666],
-      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1620))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9d84bff9-b732-401e-8efd-5ddec965b559' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9d84bff9-b732-401e-8efd-5ddec965b559' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>elevtn.tif</dd></dl></div></li></ul></div></div></div>
+      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1620))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2cd2c4af-1082-43b1-9f8c-70d1cc22ed0e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2cd2c4af-1082-43b1-9f8c-70d1cc22ed0e' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>elevtn.tif</dd></dl></div></li></ul></div></div></div>
 </div>
 <p>As mentioned earlier, all <code class="docutils literal notranslate"><span class="pre">driver_kwargs</span></code> in the data entry of the catalog yaml file will be passed to the <a class="reference internal" href="../_generated/hydromt.io.open_mfraster.html"><span class="doc">open_mfraster()</span></a> method. Here we show how these arguments can be used to concatenate multiple raster files along a new dimension.</p>
 <div class="nbinput docutils container">
@@ -2083,7 +2083,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:48,879 - read raster data - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
+2024-01-31 09:13:07,443 - read raster data - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -2463,7 +2463,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
     spatial_ref  int64 0
 Attributes:
     AREA_OR_POINT:  Area
-    _FillValue:     0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'basins'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>variable</span>: 9</li><li><span class='xr-has-index'>y</span>: 1920</li><li><span class='xr-has-index'>x</span>: 1680</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-083c2bda-bb12-4833-9a4f-f21601eed795' class='xr-array-in' type='checkbox' checked><label for='section-083c2bda-bb12-4833-9a4f-f21601eed795' 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>dask.array&lt;chunksize=(1, 1920, 1680), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
+    _FillValue:     0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'basins'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>variable</span>: 9</li><li><span class='xr-has-index'>y</span>: 1920</li><li><span class='xr-has-index'>x</span>: 1680</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-01b3503b-338e-414c-9a37-6899c416415f' class='xr-array-in' type='checkbox' checked><label for='section-01b3503b-338e-414c-9a37-6899c416415f' 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>dask.array&lt;chunksize=(1, 1920, 1680), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2557,7 +2557,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></div></li><li class='xr-section-item'><input id='section-c8177a83-408e-4bd2-912d-f2d44769e188' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c8177a83-408e-4bd2-912d-f2d44769e188' class='xr-section-summary' >Coordinates: <span>(4)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.6 11.6 11.6 ... 13.0 13.0 13.0</div><input id='attrs-37f01dc4-b2c4-45cb-a981-f3af8e733da1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37f01dc4-b2c4-45cb-a981-f3af8e733da1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4298498e-9cda-4164-a5be-cbc4471c2999' class='xr-var-data-in' type='checkbox'><label for='data-4298498e-9cda-4164-a5be-cbc4471c2999' 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([11.600417, 11.60125 , 11.602083, ..., 12.997917, 12.99875 , 12.999583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.8 46.8 46.8 ... 45.2 45.2 45.2</div><input id='attrs-46af0597-7e51-462e-a155-a73a9e176fc9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-46af0597-7e51-462e-a155-a73a9e176fc9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5b8a243-caff-4982-9cee-66fd048b8fce' class='xr-var-data-in' type='checkbox'><label for='data-b5b8a243-caff-4982-9cee-66fd048b8fce' 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([46.799583, 46.79875 , 46.797917, ..., 45.202083, 45.20125 , 45.200417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>variable</span></div><div class='xr-var-dims'>(variable)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7 8</div><input id='attrs-3aa7269b-6482-40e5-a4aa-b3b0680951ca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3aa7269b-6482-40e5-a4aa-b3b0680951ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-23850f3a-07c4-4f19-9441-3887559c715a' class='xr-var-data-in' type='checkbox'><label for='data-23850f3a-07c4-4f19-9441-3887559c715a' 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, 1, 2, 3, 4, 5, 6, 7, 8])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-575b3a5e-8ec7-431c-b523-ad98225a3ac3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-575b3a5e-8ec7-431c-b523-ad98225a3ac3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5346365-5617-40ab-bedb-1629412b7362' class='xr-var-data-in' type='checkbox'><label for='data-e5346365-5617-40ab-bedb-1629412b7362' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>GeoTransform :</span></dt><dd>11.600000000000023 0.0008333333333333203 0.0 46.8 0.0 -0.0008333333333333345</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ff6d4ded-6cda-4377-80e7-64c515640e19' class='xr-section-summary-in' type='checkbox'  ><label for='section-ff6d4ded-6cda-4377-80e7-64c515640e19' class='xr-section-summary' >Indexes: <span>(3)</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-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b059672d-fffe-4fc2-947f-c5b14172c0c8' class='xr-index-data-in' type='checkbox'/><label for='index-b059672d-fffe-4fc2-947f-c5b14172c0c8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.600416666666689, 11.601250000000022, 11.602083333333356,
+</table></div></div></li><li class='xr-section-item'><input id='section-e7d6aac5-b5f2-4397-ae8f-33fbdee182ab' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e7d6aac5-b5f2-4397-ae8f-33fbdee182ab' class='xr-section-summary' >Coordinates: <span>(4)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.6 11.6 11.6 ... 13.0 13.0 13.0</div><input id='attrs-729a06cb-3dd8-4b03-85c5-60109ac33617' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-729a06cb-3dd8-4b03-85c5-60109ac33617' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bbed2f4a-b853-428a-80e9-27c2195384f1' class='xr-var-data-in' type='checkbox'><label for='data-bbed2f4a-b853-428a-80e9-27c2195384f1' 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([11.600417, 11.60125 , 11.602083, ..., 12.997917, 12.99875 , 12.999583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.8 46.8 46.8 ... 45.2 45.2 45.2</div><input id='attrs-b43e6c4c-0b41-4ea0-bbee-af381da6bf24' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b43e6c4c-0b41-4ea0-bbee-af381da6bf24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27805551-53d6-4c17-a1e0-a989a043d959' class='xr-var-data-in' type='checkbox'><label for='data-27805551-53d6-4c17-a1e0-a989a043d959' 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([46.799583, 46.79875 , 46.797917, ..., 45.202083, 45.20125 , 45.200417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>variable</span></div><div class='xr-var-dims'>(variable)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7 8</div><input id='attrs-53cb2423-59be-494f-9054-fdd1bb0932c3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-53cb2423-59be-494f-9054-fdd1bb0932c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65cb672a-51c8-4a94-97f7-f606aceb2862' class='xr-var-data-in' type='checkbox'><label for='data-65cb672a-51c8-4a94-97f7-f606aceb2862' 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, 1, 2, 3, 4, 5, 6, 7, 8])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-8addc0bb-2b59-460a-a19d-3a47e99a1aad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8addc0bb-2b59-460a-a19d-3a47e99a1aad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3816112-ba29-4c80-91f1-6d4f1ba6e20a' class='xr-var-data-in' type='checkbox'><label for='data-a3816112-ba29-4c80-91f1-6d4f1ba6e20a' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>GeoTransform :</span></dt><dd>11.600000000000023 0.0008333333333333203 0.0 46.8 0.0 -0.0008333333333333345</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-960ec413-4924-4199-bfea-90435bafae9f' class='xr-section-summary-in' type='checkbox'  ><label for='section-960ec413-4924-4199-bfea-90435bafae9f' class='xr-section-summary' >Indexes: <span>(3)</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-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3c7bae85-2a08-49b3-8a91-99d964ed4799' class='xr-index-data-in' type='checkbox'/><label for='index-3c7bae85-2a08-49b3-8a91-99d964ed4799' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.600416666666689, 11.601250000000022, 11.602083333333356,
        11.602916666666689, 11.603750000000023, 11.604583333333355,
         11.60541666666669, 11.606250000000022, 11.607083333333355,
         11.60791666666669,
@@ -2566,7 +2566,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
        12.994583333333333, 12.995416666666667,           12.99625,
        12.997083333333332, 12.997916666666667,           12.99875,
        12.999583333333334],
-      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1680))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-cf6e7166-3a51-40e7-8025-53e059986566' class='xr-index-data-in' type='checkbox'/><label for='index-cf6e7166-3a51-40e7-8025-53e059986566' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 46.79958333333333,           46.79875, 46.797916666666666,
+      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1680))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4bb0a77b-dd2e-43fd-88aa-792158c4e576' class='xr-index-data-in' type='checkbox'/><label for='index-4bb0a77b-dd2e-43fd-88aa-792158c4e576' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 46.79958333333333,           46.79875, 46.797916666666666,
         46.79708333333333,           46.79625,  46.79541666666666,
         46.79458333333333, 46.793749999999996,  46.79291666666666,
         46.79208333333333,
@@ -2575,7 +2575,7 @@ <h1>Raster driver<a class="headerlink" href="#Raster-driver" title="Link to this
        45.205416666666665,  45.20458333333333,           45.20375,
         45.20291666666666,  45.20208333333333, 45.201249999999995,
         45.20041666666666],
-      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1920))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>variable</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-11b251b4-68fd-4dc4-9b68-8fa38314410c' class='xr-index-data-in' type='checkbox'/><label for='index-11b251b4-68fd-4dc4-9b68-8fa38314410c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3, 4, 5, 6, 7, 8], dtype=&#x27;int64&#x27;, name=&#x27;variable&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-89c20709-9a7c-45f9-847c-9ab4051c1b53' class='xr-section-summary-in' type='checkbox'  checked><label for='section-89c20709-9a7c-45f9-847c-9ab4051c1b53' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>0</dd></dl></div></li></ul></div></div></div>
+      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1920))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>variable</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-dbab7fb1-933e-42a3-babb-7bced3698caa' class='xr-index-data-in' type='checkbox'/><label for='index-dbab7fb1-933e-42a3-babb-7bced3698caa' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3, 4, 5, 6, 7, 8], dtype=&#x27;int64&#x27;, name=&#x27;variable&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9fad07ad-f109-4c1d-9894-4f8f4a3e06ee' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9fad07ad-f109-4c1d-9894-4f8f4a3e06ee' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>0</dd></dl></div></li></ul></div></div></div>
 </div>
 <p>TIP: To write a dataset back to a stack of raster in a single folder use the <a class="reference external" href="https://deltares.github.io/hydromt/latest/_generated/hydromt.Dataset.raster.to_mapstack.html">.raster.to_mapstack()</a> method.</p>
 </section>
@@ -2636,7 +2636,7 @@ <h1>Netcdf driver<a class="headerlink" href="#Netcdf-driver" title="Link to this
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:48,989 - read raster data - rasterdataset - INFO - Reading era5_hourly netcdf data from /home/runner/.hydromt_data/artifact_data/v0.0.8/era5_hourly.nc
+2024-01-31 09:13:07,557 - read raster data - rasterdataset - INFO - Reading era5_hourly netcdf data from /home/runner/.hydromt_data/artifact_data/v0.0.8/era5_hourly.nc
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2644,7 +2644,7 @@ <h1>Netcdf driver<a class="headerlink" href="#Netcdf-driver" title="Link to this
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:49,021 - read raster data - rasterdataset - DEBUG - Convert units for 5 variables.
+2024-01-31 09:13:07,590 - read raster data - rasterdataset - DEBUG - Convert units for 5 variables.
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3036,10 +3036,10 @@ <h1>Netcdf driver<a class="headerlink" href="#Netcdf-driver" title="Link to this
     paper_ref:       Hersbach et al. (2019)
     source_license:  https://cds.climate.copernicus.eu/cdsapp/#!/terms/licenc...
     source_url:      https://doi.org/10.24381/cds.bd0915c6
-    source_version:  ERA5 hourly data on pressure levels</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-27d73967-e1be-40b9-8ed4-de4797b77a0f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-27d73967-e1be-40b9-8ed4-de4797b77a0f' 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'>longitude</span>: 6</li><li><span class='xr-has-index'>latitude</span>: 7</li><li><span class='xr-has-index'>time</span>: 336</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-cdbea435-4302-4138-bc55-dbc1b35696d3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cdbea435-4302-4138-bc55-dbc1b35696d3' class='xr-section-summary' >Coordinates: <span>(4)</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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>11.75 12.0 12.25 12.5 12.75 13.0</div><input id='attrs-829e1b17-28d2-4622-80d6-15d12021c5c5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-829e1b17-28d2-4622-80d6-15d12021c5c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dddb5e3d-99c4-455b-b94e-c6f6756186a9' class='xr-var-data-in' type='checkbox'><label for='data-dddb5e3d-99c4-455b-b94e-c6f6756186a9' 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([11.75, 12.  , 12.25, 12.5 , 12.75, 13.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>46.75 46.5 46.25 ... 45.5 45.25</div><input id='attrs-14cb89de-2253-44bc-9394-7c2009c13a59' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-14cb89de-2253-44bc-9394-7c2009c13a59' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-535f3c96-8169-4f22-b6a0-026fc4913ced' class='xr-var-data-in' type='checkbox'><label for='data-535f3c96-8169-4f22-b6a0-026fc4913ced' 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([46.75, 46.5 , 46.25, 46.  , 45.75, 45.5 , 45.25], dtype=float32)</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'>2010-02-01 ... 2010-02-14T23:00:00</div><input id='attrs-45c0485c-9f56-41ea-9670-0f917b03480c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-45c0485c-9f56-41ea-9670-0f917b03480c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a79faf27-a232-4274-8c5a-35def3d82f9d' class='xr-var-data-in' type='checkbox'><label for='data-a79faf27-a232-4274-8c5a-35def3d82f9d' 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([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-01T01:00:00.000000000&#x27;,
+    source_version:  ERA5 hourly data on pressure levels</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-eb2e9562-b3a3-485d-8456-ea0c01634169' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-eb2e9562-b3a3-485d-8456-ea0c01634169' 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'>longitude</span>: 6</li><li><span class='xr-has-index'>latitude</span>: 7</li><li><span class='xr-has-index'>time</span>: 336</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-dd3923af-a75d-4a42-aaef-e263804cdf7d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-dd3923af-a75d-4a42-aaef-e263804cdf7d' class='xr-section-summary' >Coordinates: <span>(4)</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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>11.75 12.0 12.25 12.5 12.75 13.0</div><input id='attrs-3776eda0-7f00-4642-8f27-4395a52340fd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3776eda0-7f00-4642-8f27-4395a52340fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12aece99-84e6-449d-aee4-9ed30916b042' class='xr-var-data-in' type='checkbox'><label for='data-12aece99-84e6-449d-aee4-9ed30916b042' 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([11.75, 12.  , 12.25, 12.5 , 12.75, 13.  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>46.75 46.5 46.25 ... 45.5 45.25</div><input id='attrs-d076dcb7-1ba3-430a-b041-93a88e1cfd41' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d076dcb7-1ba3-430a-b041-93a88e1cfd41' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-daaad133-bce8-4b87-b2ce-806cccc60f10' class='xr-var-data-in' type='checkbox'><label for='data-daaad133-bce8-4b87-b2ce-806cccc60f10' 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([46.75, 46.5 , 46.25, 46.  , 45.75, 45.5 , 45.25], dtype=float32)</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'>2010-02-01 ... 2010-02-14T23:00:00</div><input id='attrs-a8cd972e-50e9-4ff1-8003-57e1d1a552b4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a8cd972e-50e9-4ff1-8003-57e1d1a552b4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c6b4df3-186e-413b-aa15-3fe8da747682' class='xr-var-data-in' type='checkbox'><label for='data-1c6b4df3-186e-413b-aa15-3fe8da747682' 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([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-01T01:00:00.000000000&#x27;,
        &#x27;2010-02-01T02:00:00.000000000&#x27;, ..., &#x27;2010-02-14T21:00:00.000000000&#x27;,
        &#x27;2010-02-14T22:00:00.000000000&#x27;, &#x27;2010-02-14T23:00:00.000000000&#x27;],
-      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1008cd78-c671-4c9b-b7bc-ff10e21ca1ce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1008cd78-c671-4c9b-b7bc-ff10e21ca1ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1ea9733-0e72-4133-9f60-2a869b9c745a' class='xr-var-data-in' type='checkbox'><label for='data-d1ea9733-0e72-4133-9f60-2a869b9c745a' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>x_dim :</span></dt><dd>longitude</dd><dt><span>y_dim :</span></dt><dd>latitude</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d1b75410-91ab-47f0-85fc-1fe578b306d0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d1b75410-91ab-47f0-85fc-1fe578b306d0' class='xr-section-summary' >Data variables: <span>(5)</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>press_msl</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(336, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-b0db29ef-02fb-4365-aa33-c6f03acd79c5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b0db29ef-02fb-4365-aa33-c6f03acd79c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-328b7a22-0fa6-4818-a590-47edacf1d7e9' class='xr-var-data-in' type='checkbox'><label for='data-328b7a22-0fa6-4818-a590-47edacf1d7e9' 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>Pa</dd><dt><span>long_name :</span></dt><dd>Mean sea level pressure</dd><dt><span>standard_name :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d6df0305-61c4-4f1d-aad3-1a421f2260a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d6df0305-61c4-4f1d-aad3-1a421f2260a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e0b9f0c-07d2-4470-b819-ff3f881aa372' class='xr-var-data-in' type='checkbox'><label for='data-9e0b9f0c-07d2-4470-b819-ff3f881aa372' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>x_dim :</span></dt><dd>longitude</dd><dt><span>y_dim :</span></dt><dd>latitude</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f4d07882-ebb9-4ec4-bf3f-db58574924b7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f4d07882-ebb9-4ec4-bf3f-db58574924b7' class='xr-section-summary' >Data variables: <span>(5)</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>press_msl</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(336, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-a3d99541-f59b-4def-a0ea-638fa76dfa2d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a3d99541-f59b-4def-a0ea-638fa76dfa2d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b7b63bf-c7d3-4716-8ccb-060de1ff4a42' class='xr-var-data-in' type='checkbox'><label for='data-9b7b63bf-c7d3-4716-8ccb-060de1ff4a42' 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>Pa</dd><dt><span>long_name :</span></dt><dd>Mean sea level pressure</dd><dt><span>standard_name :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -3117,7 +3117,7 @@ <h1>Netcdf driver<a class="headerlink" href="#Netcdf-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kin</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(336, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-03e611da-e0f2-48fc-86ae-934d6b2e0a93' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-03e611da-e0f2-48fc-86ae-934d6b2e0a93' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7d584c0f-ca9d-4ee5-93f6-0d700a28107d' class='xr-var-data-in' type='checkbox'><label for='data-7d584c0f-ca9d-4ee5-93f6-0d700a28107d' 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>J m**-2</dd><dt><span>long_name :</span></dt><dd>Surface solar radiation downwards</dd><dt><span>standard_name :</span></dt><dd>surface_downwelling_shortwave_flux_in_air</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kin</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(336, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-4c0ce8f4-598d-467a-974d-c69d52ae2e42' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4c0ce8f4-598d-467a-974d-c69d52ae2e42' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-268b4fc8-0597-4e91-8da5-8bd7efbd4f1b' class='xr-var-data-in' type='checkbox'><label for='data-268b4fc8-0597-4e91-8da5-8bd7efbd4f1b' 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>J m**-2</dd><dt><span>long_name :</span></dt><dd>Surface solar radiation downwards</dd><dt><span>standard_name :</span></dt><dd>surface_downwelling_shortwave_flux_in_air</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -3195,7 +3195,7 @@ <h1>Netcdf driver<a class="headerlink" href="#Netcdf-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(336, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-6aec26d3-f71a-4db5-a694-d8ff1e00af0a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6aec26d3-f71a-4db5-a694-d8ff1e00af0a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c354508-bde5-4b98-92c6-fcba109595ed' class='xr-var-data-in' type='checkbox'><label for='data-9c354508-bde5-4b98-92c6-fcba109595ed' 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>K</dd><dt><span>long_name :</span></dt><dd>2 metre temperature</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(336, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-83c2b77f-d453-40c1-bbf3-ee092aa8f935' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83c2b77f-d453-40c1-bbf3-ee092aa8f935' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-728ff011-0bf0-4b1f-8188-d6664729ad61' class='xr-var-data-in' type='checkbox'><label for='data-728ff011-0bf0-4b1f-8188-d6664729ad61' 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>K</dd><dt><span>long_name :</span></dt><dd>2 metre temperature</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -3273,7 +3273,7 @@ <h1>Netcdf driver<a class="headerlink" href="#Netcdf-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kout</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(336, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-5474e235-80d6-4ac5-b0b8-94fea1ee53bd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5474e235-80d6-4ac5-b0b8-94fea1ee53bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-186bb9cb-0860-4b75-8a32-e23b4b91ece5' class='xr-var-data-in' type='checkbox'><label for='data-186bb9cb-0860-4b75-8a32-e23b4b91ece5' 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>J m**-2</dd><dt><span>long_name :</span></dt><dd>TOA incident solar radiation</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kout</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(336, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-b1073119-4b70-4a3a-a295-0168979a7e46' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b1073119-4b70-4a3a-a295-0168979a7e46' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b82e230f-78dd-4192-8b39-b4c095a2d0b4' class='xr-var-data-in' type='checkbox'><label for='data-b82e230f-78dd-4192-8b39-b4c095a2d0b4' 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>J m**-2</dd><dt><span>long_name :</span></dt><dd>TOA incident solar radiation</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -3351,7 +3351,7 @@ <h1>Netcdf driver<a class="headerlink" href="#Netcdf-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>precip</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(336, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-908ae73e-8c18-4f37-a63a-a38febbf4641' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-908ae73e-8c18-4f37-a63a-a38febbf4641' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-708bf8ab-7e2f-4f99-b60c-99e94902307e' class='xr-var-data-in' type='checkbox'><label for='data-708bf8ab-7e2f-4f99-b60c-99e94902307e' 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>Total precipitation</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>precip</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(336, 7, 6), meta=np.ndarray&gt;</div><input id='attrs-60017749-9654-4d1f-a026-01acfd879e3e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-60017749-9654-4d1f-a026-01acfd879e3e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a110864b-6bb7-4f11-8e0f-3e9a936103ad' class='xr-var-data-in' type='checkbox'><label for='data-a110864b-6bb7-4f11-8e0f-3e9a936103ad' 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>Total precipitation</dd><dt><span>_FillValue :</span></dt><dd>nan</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -3429,7 +3429,7 @@ <h1>Netcdf driver<a class="headerlink" href="#Netcdf-driver" title="Link to this
 </svg>
         </td>
     </tr>
-</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-8fc09e27-1135-4589-b755-74b278506680' class='xr-section-summary-in' type='checkbox'  ><label for='section-8fc09e27-1135-4589-b755-74b278506680' class='xr-section-summary' >Indexes: <span>(3)</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-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8cc39b88-868f-4443-89e8-2c468d706757' class='xr-index-data-in' type='checkbox'/><label for='index-8cc39b88-868f-4443-89e8-2c468d706757' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.75, 12.0, 12.25, 12.5, 12.75, 13.0], dtype=&#x27;float32&#x27;, name=&#x27;longitude&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bdde7caf-9cc6-465e-bcea-d764c2d9f647' class='xr-index-data-in' type='checkbox'/><label for='index-bdde7caf-9cc6-465e-bcea-d764c2d9f647' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([46.75, 46.5, 46.25, 46.0, 45.75, 45.5, 45.25], dtype=&#x27;float32&#x27;, name=&#x27;latitude&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e327578a-fb97-498a-89f7-4122182ba8ec' class='xr-index-data-in' type='checkbox'/><label for='index-e327578a-fb97-498a-89f7-4122182ba8ec' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-01 00:00:00&#x27;, &#x27;2010-02-01 01:00:00&#x27;,
+</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-cc39bb5c-91a8-4173-b013-30f12e1acb66' class='xr-section-summary-in' type='checkbox'  ><label for='section-cc39bb5c-91a8-4173-b013-30f12e1acb66' class='xr-section-summary' >Indexes: <span>(3)</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-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-51cada42-14e6-4b4d-a7c7-917494bd29cf' class='xr-index-data-in' type='checkbox'/><label for='index-51cada42-14e6-4b4d-a7c7-917494bd29cf' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.75, 12.0, 12.25, 12.5, 12.75, 13.0], dtype=&#x27;float32&#x27;, name=&#x27;longitude&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c5cf08a9-baca-4a1e-afdf-ded8ee0062b1' class='xr-index-data-in' type='checkbox'/><label for='index-c5cf08a9-baca-4a1e-afdf-ded8ee0062b1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([46.75, 46.5, 46.25, 46.0, 45.75, 45.5, 45.25], dtype=&#x27;float32&#x27;, name=&#x27;latitude&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9014ee5c-c14c-46a3-a374-0089e16c7443' class='xr-index-data-in' type='checkbox'/><label for='index-9014ee5c-c14c-46a3-a374-0089e16c7443' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-01 00:00:00&#x27;, &#x27;2010-02-01 01:00:00&#x27;,
                &#x27;2010-02-01 02:00:00&#x27;, &#x27;2010-02-01 03:00:00&#x27;,
                &#x27;2010-02-01 04:00:00&#x27;, &#x27;2010-02-01 05:00:00&#x27;,
                &#x27;2010-02-01 06:00:00&#x27;, &#x27;2010-02-01 07:00:00&#x27;,
@@ -3440,7 +3440,7 @@ <h1>Netcdf driver<a class="headerlink" href="#Netcdf-driver" title="Link to this
                &#x27;2010-02-14 18:00:00&#x27;, &#x27;2010-02-14 19:00:00&#x27;,
                &#x27;2010-02-14 20:00:00&#x27;, &#x27;2010-02-14 21:00:00&#x27;,
                &#x27;2010-02-14 22:00:00&#x27;, &#x27;2010-02-14 23:00:00&#x27;],
-              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=336, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0b41631f-fc46-40a9-8813-21a12b1df6a0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0b41631f-fc46-40a9-8813-21a12b1df6a0' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>Extracted from Copernicus Climate Data Store</dd><dt><span>category :</span></dt><dd>meteo</dd><dt><span>paper_doi :</span></dt><dd>10.1002/qj.3803</dd><dt><span>paper_ref :</span></dt><dd>Hersbach et al. (2019)</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://doi.org/10.24381/cds.bd0915c6</dd><dt><span>source_version :</span></dt><dd>ERA5 hourly data on pressure levels</dd></dl></div></li></ul></div></div></div>
+              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=336, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d1383e89-a665-495d-ab85-4265336bcb0e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d1383e89-a665-495d-ab85-4265336bcb0e' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>Extracted from Copernicus Climate Data Store</dd><dt><span>category :</span></dt><dd>meteo</dd><dt><span>paper_doi :</span></dt><dd>10.1002/qj.3803</dd><dt><span>paper_ref :</span></dt><dd>Hersbach et al. (2019)</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://doi.org/10.24381/cds.bd0915c6</dd><dt><span>source_version :</span></dt><dd>ERA5 hourly data on pressure levels</dd></dl></div></li></ul></div></div></div>
 </div>
 </section>
 <section id="Raster_tindex-driver">
@@ -3581,7 +3581,7 @@ <h1>Raster_tindex driver<a class="headerlink" href="#Raster_tindex-driver" title
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:49,114 - read raster data - rasterdataset - INFO - Reading grwl_mask raster_tindex data from /home/runner/.hydromt_data/artifact_data/v0.0.8/grwl_tindex.gpkg
+2024-01-31 09:13:07,682 - read raster data - rasterdataset - INFO - Reading grwl_mask raster_tindex data from /home/runner/.hydromt_data/artifact_data/v0.0.8/grwl_tindex.gpkg
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -3589,7 +3589,7 @@ <h1>Raster_tindex driver<a class="headerlink" href="#Raster_tindex-driver" title
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:50,189 - read raster data - rasterdataset - DEBUG - Clip to [241499.448, 5023876.339, 343279.303, 5177117.241] (epsg:32633))
+2024-01-31 09:13:08,760 - read raster data - rasterdataset - DEBUG - Clip to [241499.448, 5023876.339, 343279.303, 5177117.241] (epsg:32633))
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -3597,7 +3597,7 @@ <h1>Raster_tindex driver<a class="headerlink" href="#Raster_tindex-driver" title
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:50,190 - read raster data - rasterdataset - WARNING - Dataset does [241500.0, 5023890.0, 343290.0, 5177130.0] does not fully cover bbox [241499.448, 5023876.339, 343279.303, 5177117.241]
+2024-01-31 09:13:08,762 - read raster data - rasterdataset - WARNING - Dataset does [241500.0, 5023890.0, 343290.0, 5177130.0] does not fully cover bbox [241499.448, 5023876.339, 343279.303, 5177117.241]
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -3985,23 +3985,23 @@ <h1>Raster_tindex driver<a class="headerlink" href="#Raster_tindex-driver" title
     DataType:            Generic
     RepresentationType:  ATHEMATIC
     _FillValue:          0
-    source_file:         NL33.tif; NL32.tif</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'grwl_tindex'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 5108</li><li><span class='xr-has-index'>x</span>: 3393</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-be19a458-1e43-4046-94d5-9ae7d1965eb8' class='xr-array-in' type='checkbox' checked><label for='section-be19a458-1e43-4046-94d5-9ae7d1965eb8' 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>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</span></div><div class='xr-array-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],
+    source_file:         NL33.tif; NL32.tif</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'grwl_tindex'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 5108</li><li><span class='xr-has-index'>x</span>: 3393</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f8091f01-5ee2-4945-ae23-59190b97b540' class='xr-array-in' type='checkbox' checked><label for='section-f8091f01-5ee2-4945-ae23-59190b97b540' 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>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</span></div><div class='xr-array-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]], dtype=uint8)</pre></div></div></li><li class='xr-section-item'><input id='section-58b2f0b2-93e7-43d1-b348-caa5433ae28e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-58b2f0b2-93e7-43d1-b348-caa5433ae28e' class='xr-section-summary' >Coordinates: <span>(3)</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'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.177e+06 5.177e+06 ... 5.024e+06</div><input id='attrs-92703d0c-0e3f-41aa-b1ea-79ba55e40905' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-92703d0c-0e3f-41aa-b1ea-79ba55e40905' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-067645de-91a6-4227-a302-7f6a72f3bd0a' class='xr-var-data-in' type='checkbox'><label for='data-067645de-91a6-4227-a302-7f6a72f3bd0a' 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>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>Northing</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>units :</span></dt><dd>metre</dd></dl></div><div class='xr-var-data'><pre>array([5177115., 5177085., 5177055., ..., 5023965., 5023935., 5023905.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.415e+05 2.415e+05 ... 3.433e+05</div><input id='attrs-f75d8e5b-a614-4da4-a371-6b3d1a12e057' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f75d8e5b-a614-4da4-a371-6b3d1a12e057' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d633cd9-ed11-43f8-b5cb-90dfbf92e608' class='xr-var-data-in' type='checkbox'><label for='data-6d633cd9-ed11-43f8-b5cb-90dfbf92e608' 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>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Easting</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>units :</span></dt><dd>metre</dd></dl></div><div class='xr-var-data'><pre>array([241515., 241545., 241575., ..., 343215., 343245., 343275.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-1647118f-2e7b-464e-9529-bb37101922de' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1647118f-2e7b-464e-9529-bb37101922de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8f350f2-7f93-4c41-8ae5-fe62b4af47bd' class='xr-var-data-in' type='checkbox'><label for='data-f8f350f2-7f93-4c41-8ae5-fe62b4af47bd' 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>crs_wkt :</span></dt><dd>PROJCRS[&quot;UTM_Zone_33N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 33N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,15,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;easting&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;northing&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],ID[&quot;EPSG&quot;,32633]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>projected_crs_name :</span></dt><dd>UTM_Zone_33N</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>15.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>spatial_ref :</span></dt><dd>PROJCRS[&quot;UTM_Zone_33N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 33N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,15,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;easting&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;northing&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],ID[&quot;EPSG&quot;,32633]]</dd><dt><span>GeoTransform :</span></dt><dd>241440.0 30.0 0.0 5177190.0 0.0 -30.0</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b81d52f1-4872-4e74-a6de-afe4e0d31a2e' class='xr-section-summary-in' type='checkbox'  ><label for='section-b81d52f1-4872-4e74-a6de-afe4e0d31a2e' class='xr-section-summary' >Indexes: <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-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a35686a7-afa3-486a-9c60-9c0697aea49d' class='xr-index-data-in' type='checkbox'/><label for='index-a35686a7-afa3-486a-9c60-9c0697aea49d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([5177115.0, 5177085.0, 5177055.0, 5177025.0, 5176995.0, 5176965.0,
+       [0, 0, 0, ..., 0, 0, 0]], dtype=uint8)</pre></div></div></li><li class='xr-section-item'><input id='section-f0623fcd-bf1e-464f-b2aa-5656b5898431' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f0623fcd-bf1e-464f-b2aa-5656b5898431' class='xr-section-summary' >Coordinates: <span>(3)</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'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.177e+06 5.177e+06 ... 5.024e+06</div><input id='attrs-cf8b9576-9458-4f7d-896e-7e0746c91394' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cf8b9576-9458-4f7d-896e-7e0746c91394' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f6d5e70-7e68-4d1c-a1ab-eae9ff30cf58' class='xr-var-data-in' type='checkbox'><label for='data-8f6d5e70-7e68-4d1c-a1ab-eae9ff30cf58' 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>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>Northing</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>units :</span></dt><dd>metre</dd></dl></div><div class='xr-var-data'><pre>array([5177115., 5177085., 5177055., ..., 5023965., 5023935., 5023905.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.415e+05 2.415e+05 ... 3.433e+05</div><input id='attrs-efd199ee-e5e9-4e5f-8e89-d8a77ea674e7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-efd199ee-e5e9-4e5f-8e89-d8a77ea674e7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-24f2755e-b33a-487f-a610-a3390c286a82' class='xr-var-data-in' type='checkbox'><label for='data-24f2755e-b33a-487f-a610-a3390c286a82' 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>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Easting</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>units :</span></dt><dd>metre</dd></dl></div><div class='xr-var-data'><pre>array([241515., 241545., 241575., ..., 343215., 343245., 343275.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-cb172e08-ad9f-4ebf-a450-ef2b900c6c55' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cb172e08-ad9f-4ebf-a450-ef2b900c6c55' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-606b128a-3dbf-4a8c-8d11-a3ad7d8975c2' class='xr-var-data-in' type='checkbox'><label for='data-606b128a-3dbf-4a8c-8d11-a3ad7d8975c2' 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>crs_wkt :</span></dt><dd>PROJCRS[&quot;UTM_Zone_33N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 33N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,15,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;easting&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;northing&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],ID[&quot;EPSG&quot;,32633]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>projected_crs_name :</span></dt><dd>UTM_Zone_33N</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>15.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>spatial_ref :</span></dt><dd>PROJCRS[&quot;UTM_Zone_33N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 33N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,15,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;easting&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;northing&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],ID[&quot;EPSG&quot;,32633]]</dd><dt><span>GeoTransform :</span></dt><dd>241440.0 30.0 0.0 5177190.0 0.0 -30.0</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d2a597f8-e50b-4ae5-8b70-f1e2a2ac2212' class='xr-section-summary-in' type='checkbox'  ><label for='section-d2a597f8-e50b-4ae5-8b70-f1e2a2ac2212' class='xr-section-summary' >Indexes: <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-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-cc5e7d13-74e9-4bb6-bed2-5ac3faa1d982' class='xr-index-data-in' type='checkbox'/><label for='index-cc5e7d13-74e9-4bb6-bed2-5ac3faa1d982' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([5177115.0, 5177085.0, 5177055.0, 5177025.0, 5176995.0, 5176965.0,
        5176935.0, 5176905.0, 5176875.0, 5176845.0,
        ...
        5024175.0, 5024145.0, 5024115.0, 5024085.0, 5024055.0, 5024025.0,
        5023995.0, 5023965.0, 5023935.0, 5023905.0],
-      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=5108))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c3ff97e1-6353-42d6-889f-670cfb94e7ae' class='xr-index-data-in' type='checkbox'/><label for='index-c3ff97e1-6353-42d6-889f-670cfb94e7ae' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([241515.0, 241545.0, 241575.0, 241605.0, 241635.0, 241665.0, 241695.0,
+      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=5108))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2e3ee208-9320-4fde-8a08-4c36a3049ed8' class='xr-index-data-in' type='checkbox'/><label for='index-2e3ee208-9320-4fde-8a08-4c36a3049ed8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([241515.0, 241545.0, 241575.0, 241605.0, 241635.0, 241665.0, 241695.0,
        241725.0, 241755.0, 241785.0,
        ...
        343005.0, 343035.0, 343065.0, 343095.0, 343125.0, 343155.0, 343185.0,
        343215.0, 343245.0, 343275.0],
-      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=3393))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c3e9d024-10c4-425a-a79d-51a9809ad720' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c3e9d024-10c4-425a-a79d-51a9809ad720' class='xr-section-summary' >Attributes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>DataType :</span></dt><dd>Generic</dd><dt><span>RepresentationType :</span></dt><dd>ATHEMATIC</dd><dt><span>_FillValue :</span></dt><dd>0</dd><dt><span>source_file :</span></dt><dd>NL33.tif; NL32.tif</dd></dl></div></li></ul></div></div></div>
+      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=3393))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3780c5f4-7b8f-4274-acf3-2396373c2cae' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3780c5f4-7b8f-4274-acf3-2396373c2cae' class='xr-section-summary' >Attributes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>DataType :</span></dt><dd>Generic</dd><dt><span>RepresentationType :</span></dt><dd>ATHEMATIC</dd><dt><span>_FillValue :</span></dt><dd>0</dd><dt><span>source_file :</span></dt><dd>NL33.tif; NL32.tif</dd></dl></div></li></ul></div></div></div>
 </div>
 </section>
 
diff --git a/v0.9.2/_examples/reading_tabular_data.html b/v0.9.2/_examples/reading_tabular_data.html
index 9a050e80b..3a8f389a3 100644
--- a/v0.9.2/_examples/reading_tabular_data.html
+++ b/v0.9.2/_examples/reading_tabular_data.html
@@ -535,7 +535,7 @@ <h1>Example: Reading 2D tabular data (DataFrame)<a class="headerlink" href="#Exa
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:54,364 - tabular data example - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:13:13,407 - tabular data example - log - INFO - HydroMT version: 0.9.2
 </pre></div></div>
 </div>
 <div class="nbinput docutils container">
@@ -551,7 +551,7 @@ <h1>Example: Reading 2D tabular data (DataFrame)<a class="headerlink" href="#Exa
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:54,369 - tabular data example - data_catalog - INFO - Parsing data catalog from data/tabular_data_catalog.yml
+2024-01-31 09:13:13,413 - tabular data example - data_catalog - INFO - Parsing data catalog from data/tabular_data_catalog.yml
 </pre></div></div>
 </div>
 </section>
@@ -600,7 +600,7 @@ <h2>time series data<a class="headerlink" href="#time-series-data" title="Link t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:54,382 - tabular data example - dataframe - INFO - Reading example_csv_data csv data from /home/runner/work/hydromt/hydromt/docs/_examples/data/example_csv_data.csv
+2024-01-31 09:13:13,428 - tabular data example - dataframe - INFO - Reading example_csv_data csv data from /home/runner/work/hydromt/hydromt/docs/_examples/data/example_csv_data.csv
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -709,7 +709,7 @@ <h2>reclassification table<a class="headerlink" href="#reclassification-table" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:54,829 - tabular data example - data_catalog - INFO - Parsing data catalog from data/vito_reclass.yml
+2024-01-31 09:13:13,899 - tabular data example - data_catalog - INFO - Parsing data catalog from data/vito_reclass.yml
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -717,7 +717,7 @@ <h2>reclassification table<a class="headerlink" href="#reclassification-table" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:54,890 - tabular data example - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:13:13,944 - tabular data example - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -725,7 +725,7 @@ <h2>reclassification table<a class="headerlink" href="#reclassification-table" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:54,891 - tabular data example - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:13:13,945 - tabular data example - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -757,7 +757,7 @@ <h2>reclassification table<a class="headerlink" href="#reclassification-table" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:54,942 - tabular data example - dataframe - INFO - Reading vito_reclass csv data from /home/runner/work/hydromt/hydromt/docs/_examples/data/vito_reclass.csv
+2024-01-31 09:13:13,996 - tabular data example - dataframe - INFO - Reading vito_reclass csv data from /home/runner/work/hydromt/hydromt/docs/_examples/data/vito_reclass.csv
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -844,7 +844,7 @@ <h2>reclassification table<a class="headerlink" href="#reclassification-table" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:54,952 - tabular data example - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
+2024-01-31 09:13:14,007 - tabular data example - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -853,7 +853,7 @@ <h2>reclassification table<a class="headerlink" href="#reclassification-table" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-&lt;matplotlib.image.AxesImage at 0x7f999de16d10&gt;
+&lt;matplotlib.image.AxesImage at 0x7fe5a754d790&gt;
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
diff --git a/v0.9.2/_examples/reading_vector_data.html b/v0.9.2/_examples/reading_vector_data.html
index 15f860fd5..a158b324a 100644
--- a/v0.9.2/_examples/reading_vector_data.html
+++ b/v0.9.2/_examples/reading_vector_data.html
@@ -537,7 +537,7 @@ <h1>Example: Reading vector data<a class="headerlink" href="#Example:-Reading-ve
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:59,434 - read vector data - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:13:18,704 - read vector data - log - INFO - HydroMT version: 0.9.2
 </pre></div></div>
 </div>
 <div class="nbinput docutils container">
@@ -554,7 +554,7 @@ <h1>Example: Reading vector data<a class="headerlink" href="#Example:-Reading-ve
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:59,482 - read vector data - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:13:18,731 - read vector data - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -562,7 +562,7 @@ <h1>Example: Reading vector data<a class="headerlink" href="#Example:-Reading-ve
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:59,483 - read vector data - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:13:18,732 - read vector data - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
 </pre></div></div>
 </div>
 </section>
@@ -625,7 +625,7 @@ <h1>Vector driver<a class="headerlink" href="#Vector-driver" title="Link to this
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:59,543 - read vector data - geodataframe - INFO - Reading gadm_level3 vector data from /home/runner/.hydromt_data/artifact_data/v0.0.8/gadm_level3.gpkg
+2024-01-31 09:13:18,796 - read vector data - geodataframe - INFO - Reading gadm_level3 vector data from /home/runner/.hydromt_data/artifact_data/v0.0.8/gadm_level3.gpkg
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -801,7 +801,7 @@ <h1>Vector driver<a class="headerlink" href="#Vector-driver" title="Link to this
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:59,744 - read vector data - geodataframe - INFO - Reading gadm_level3 vector data from /home/runner/.hydromt_data/artifact_data/v0.0.8/gadm_level3.gpkg
+2024-01-31 09:13:19,000 - read vector data - geodataframe - INFO - Reading gadm_level3 vector data from /home/runner/.hydromt_data/artifact_data/v0.0.8/gadm_level3.gpkg
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -809,7 +809,7 @@ <h1>Vector driver<a class="headerlink" href="#Vector-driver" title="Link to this
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:59,770 - read vector data - geodataframe - DEBUG - Clip intersects [11.557, 46.096, 11.851, 46.477] (EPSG:4326)
+2024-01-31 09:13:19,033 - read vector data - geodataframe - DEBUG - Clip intersects [11.557, 46.096, 11.851, 46.477] (EPSG:4326)
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1019,7 +1019,7 @@ <h1>Vector_table driver<a class="headerlink" href="#Vector_table-driver" title="
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:53:59,979 - read vector data - geodataframe - INFO - Reading GADM_level3_centroids vector_table data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/xy.csv
+2024-01-31 09:13:19,252 - read vector data - geodataframe - INFO - Reading GADM_level3_centroids vector_table data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/xy.csv
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
diff --git a/v0.9.2/_examples/working_with_flow_directions.html b/v0.9.2/_examples/working_with_flow_directions.html
index 72123f852..6b7e7be53 100644
--- a/v0.9.2/_examples/working_with_flow_directions.html
+++ b/v0.9.2/_examples/working_with_flow_directions.html
@@ -565,7 +565,7 @@ <h1>Example: Working with flow direction data<a class="headerlink" href="#Exampl
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:04,331 - flow direction data - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:13:24,196 - flow direction data - log - INFO - HydroMT version: 0.9.2
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -573,7 +573,7 @@ <h1>Example: Working with flow direction data<a class="headerlink" href="#Exampl
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:04,357 - flow direction data - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:13:24,218 - flow direction data - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -581,7 +581,7 @@ <h1>Example: Working with flow direction data<a class="headerlink" href="#Exampl
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:04,357 - flow direction data - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:13:24,218 - flow direction data - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -589,7 +589,7 @@ <h1>Example: Working with flow direction data<a class="headerlink" href="#Exampl
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:04,402 - flow direction data - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
+2024-01-31 09:13:24,265 - flow direction data - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -597,7 +597,7 @@ <h1>Example: Working with flow direction data<a class="headerlink" href="#Exampl
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:04,458 - flow direction data - rasterdataset - DEBUG - Clip to [11.700, 45.800, 12.800, 46.700] (epsg:4326))
+2024-01-31 09:13:24,326 - flow direction data - rasterdataset - DEBUG - Clip to [11.700, 45.800, 12.800, 46.700] (epsg:4326))
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -605,7 +605,7 @@ <h1>Example: Working with flow direction data<a class="headerlink" href="#Exampl
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:04,459 - flow direction data - rasterdataset - WARNING - Dataset does [11.70000000000002, 45.8, 12.800000000000004, 46.699999999999996] does not fully cover bbox [11.700, 45.800, 12.800, 46.700]
+2024-01-31 09:13:24,327 - flow direction data - rasterdataset - WARNING - Dataset does [11.70000000000002, 45.8, 12.800000000000004, 46.699999999999996] does not fully cover bbox [11.700, 45.800, 12.800, 46.700]
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -992,7 +992,7 @@ <h1>Example: Working with flow direction data<a class="headerlink" href="#Exampl
     paper_ref:       Yamazaki et al. (2019)
     source_license:  CC-BY-NC 4.0 or ODbL 1.0
     source_url:      http://hydro.iis.u-tokyo.ac.jp/~yamadai/MERIT_Hydro
-    source_version:  1.0</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-42c18b92-f250-4932-8ffe-c9a27654e3a6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-42c18b92-f250-4932-8ffe-c9a27654e3a6' 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'>y</span>: 1080</li><li><span class='xr-has-index'>x</span>: 1320</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e697d51e-2178-422c-a080-60c21a71cf25' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e697d51e-2178-422c-a080-60c21a71cf25' class='xr-section-summary' >Coordinates: <span>(3)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.7 11.7 11.7 ... 12.8 12.8 12.8</div><input id='attrs-ce44b3ea-7a92-42df-bbd8-3b3721d95090' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ce44b3ea-7a92-42df-bbd8-3b3721d95090' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d4b87e5-6273-486c-a45e-3c2714740373' class='xr-var-data-in' type='checkbox'><label for='data-9d4b87e5-6273-486c-a45e-3c2714740373' 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([11.700417, 11.70125 , 11.702083, ..., 12.797917, 12.79875 , 12.799583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.7 46.7 46.7 ... 45.8 45.8 45.8</div><input id='attrs-680af99f-e2b1-4f4f-85fa-c3b96f040a03' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-680af99f-e2b1-4f4f-85fa-c3b96f040a03' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-930ffdab-fd05-46e3-8033-558bc5a0daa0' class='xr-var-data-in' type='checkbox'><label for='data-930ffdab-fd05-46e3-8033-558bc5a0daa0' 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([46.699583, 46.69875 , 46.697917, ..., 45.802083, 45.80125 , 45.800417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-5103dd6b-d353-4821-bbb9-7e15b02d0fa6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5103dd6b-d353-4821-bbb9-7e15b02d0fa6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ece0142-e8e6-48d4-bcbd-2857301e2cd4' class='xr-var-data-in' type='checkbox'><label for='data-2ece0142-e8e6-48d4-bcbd-2857301e2cd4' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>GeoTransform :</span></dt><dd>11.600000000000023 0.0008333333333333203 0.0 46.8 0.0 -0.0008333333333333345</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-64d6c162-ebf0-49e1-a17e-49e89ceb28b8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-64d6c162-ebf0-49e1-a17e-49e89ceb28b8' class='xr-section-summary' >Data variables: <span>(3)</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>flwdir</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1320), meta=np.ndarray&gt;</div><input id='attrs-b9910629-e962-4d36-b8ba-7ca230a62c12' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b9910629-e962-4d36-b8ba-7ca230a62c12' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c77ec70e-4f65-4072-8cfa-80d869762128' class='xr-var-data-in' type='checkbox'><label for='data-c77ec70e-4f65-4072-8cfa-80d869762128' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>247</dd><dt><span>source_file :</span></dt><dd>flwdir.tif</dd></dl></div><div class='xr-var-data'><table>
+    source_version:  1.0</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-da259398-2cb0-400d-983d-daa9b2948426' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-da259398-2cb0-400d-983d-daa9b2948426' 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'>y</span>: 1080</li><li><span class='xr-has-index'>x</span>: 1320</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ca89b4ef-d483-4a49-b76d-285ddbe99f29' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ca89b4ef-d483-4a49-b76d-285ddbe99f29' class='xr-section-summary' >Coordinates: <span>(3)</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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.7 11.7 11.7 ... 12.8 12.8 12.8</div><input id='attrs-5491a29b-984a-4bc8-8a8e-4c71c7e85da4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5491a29b-984a-4bc8-8a8e-4c71c7e85da4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ca3149d-3a9a-42e7-b9b1-353b200bf114' class='xr-var-data-in' type='checkbox'><label for='data-8ca3149d-3a9a-42e7-b9b1-353b200bf114' 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([11.700417, 11.70125 , 11.702083, ..., 12.797917, 12.79875 , 12.799583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.7 46.7 46.7 ... 45.8 45.8 45.8</div><input id='attrs-50fd1729-72b4-4c27-9273-38a7da3a6cb7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-50fd1729-72b4-4c27-9273-38a7da3a6cb7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e2e11d68-915c-4742-9a45-7ca717e5cd09' class='xr-var-data-in' type='checkbox'><label for='data-e2e11d68-915c-4742-9a45-7ca717e5cd09' 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([46.699583, 46.69875 , 46.697917, ..., 45.802083, 45.80125 , 45.800417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-fc2ac0a0-8ec0-4788-9e84-1621f7759df1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fc2ac0a0-8ec0-4788-9e84-1621f7759df1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39e0778c-6ec2-49ac-86d9-b1d102d2ab1a' class='xr-var-data-in' type='checkbox'><label for='data-39e0778c-6ec2-49ac-86d9-b1d102d2ab1a' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>GeoTransform :</span></dt><dd>11.600000000000023 0.0008333333333333203 0.0 46.8 0.0 -0.0008333333333333345</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-01e7e9fd-2afc-4824-a4f9-c3df35dd7022' class='xr-section-summary-in' type='checkbox'  checked><label for='section-01e7e9fd-2afc-4824-a4f9-c3df35dd7022' class='xr-section-summary' >Data variables: <span>(3)</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>flwdir</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1320), meta=np.ndarray&gt;</div><input id='attrs-955aa2b7-d3ca-4a03-9090-31fcc2ea430e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-955aa2b7-d3ca-4a03-9090-31fcc2ea430e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc66d25e-4982-495c-919a-0f7752a44879' class='xr-var-data-in' type='checkbox'><label for='data-bc66d25e-4982-495c-919a-0f7752a44879' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>247</dd><dt><span>source_file :</span></dt><dd>flwdir.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1047,7 +1047,7 @@ <h1>Example: Working with flow direction data<a class="headerlink" href="#Exampl
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>elevtn</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1320), meta=np.ndarray&gt;</div><input id='attrs-c2df8a0d-0d16-4107-a6da-d424155154a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c2df8a0d-0d16-4107-a6da-d424155154a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d20b1ff4-d79f-419f-9fc8-d881942e02f4' class='xr-var-data-in' type='checkbox'><label for='data-d20b1ff4-d79f-419f-9fc8-d881942e02f4' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>elevtn.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>elevtn</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1320), meta=np.ndarray&gt;</div><input id='attrs-3a72755c-5603-452d-a142-51b7a2bb5f28' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3a72755c-5603-452d-a142-51b7a2bb5f28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-119ba951-5d18-43b3-800c-2ad089aa366a' class='xr-var-data-in' type='checkbox'><label for='data-119ba951-5d18-43b3-800c-2ad089aa366a' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>elevtn.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1102,7 +1102,7 @@ <h1>Example: Working with flow direction data<a class="headerlink" href="#Exampl
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>uparea</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1320), meta=np.ndarray&gt;</div><input id='attrs-e2ba0033-103f-4f57-8698-32f3a96d97c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e2ba0033-103f-4f57-8698-32f3a96d97c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-abb2cb67-d882-4009-acd4-9aa6295acc77' class='xr-var-data-in' type='checkbox'><label for='data-abb2cb67-d882-4009-acd4-9aa6295acc77' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>uparea.tif</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>uparea</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1320), meta=np.ndarray&gt;</div><input id='attrs-2d660936-30ab-4702-a4c2-9bb8aad56d97' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d660936-30ab-4702-a4c2-9bb8aad56d97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8229d401-338c-4f9e-b7d7-fe7b69111eef' class='xr-var-data-in' type='checkbox'><label for='data-8229d401-338c-4f9e-b7d7-fe7b69111eef' 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>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>_FillValue :</span></dt><dd>-9999.0</dd><dt><span>source_file :</span></dt><dd>uparea.tif</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1157,7 +1157,7 @@ <h1>Example: Working with flow direction data<a class="headerlink" href="#Exampl
 </svg>
         </td>
     </tr>
-</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-138b900b-90cc-4a70-8046-91655987814e' class='xr-section-summary-in' type='checkbox'  ><label for='section-138b900b-90cc-4a70-8046-91655987814e' class='xr-section-summary' >Indexes: <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-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9883bd48-e561-4f86-8617-7b46bfc4daa0' class='xr-index-data-in' type='checkbox'/><label for='index-9883bd48-e561-4f86-8617-7b46bfc4daa0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.700416666666687, 11.701250000000021, 11.702083333333354,
+</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-d4e4b656-e06d-47e6-91cf-ce53f5f31a1c' class='xr-section-summary-in' type='checkbox'  ><label for='section-d4e4b656-e06d-47e6-91cf-ce53f5f31a1c' class='xr-section-summary' >Indexes: <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-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-69d8a72e-6a2e-4a33-89d0-4a6a9165ef5e' class='xr-index-data-in' type='checkbox'/><label for='index-69d8a72e-6a2e-4a33-89d0-4a6a9165ef5e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([11.700416666666687, 11.701250000000021, 11.702083333333354,
        11.702916666666688,  11.70375000000002, 11.704583333333353,
        11.705416666666688,  11.70625000000002, 11.707083333333355,
        11.707916666666687,
@@ -1166,7 +1166,7 @@ <h1>Example: Working with flow direction data<a class="headerlink" href="#Exampl
        12.794583333333335,  12.79541666666667, 12.796250000000002,
        12.797083333333337,  12.79791666666667, 12.798750000000004,
        12.799583333333336],
-      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1320))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-822518d1-937a-4618-a348-6d8f91233e53' class='xr-index-data-in' type='checkbox'/><label for='index-822518d1-937a-4618-a348-6d8f91233e53' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 46.69958333333333,           46.69875, 46.697916666666664,
+      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1320))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c654c92c-daa3-40f1-8ed9-dfaddb7452be' class='xr-index-data-in' type='checkbox'/><label for='index-c654c92c-daa3-40f1-8ed9-dfaddb7452be' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 46.69958333333333,           46.69875, 46.697916666666664,
         46.69708333333333,           46.69625,  46.69541666666667,
        46.694583333333334, 46.693749999999994,  46.69291666666666,
         46.69208333333333,
@@ -1175,7 +1175,7 @@ <h1>Example: Working with flow direction data<a class="headerlink" href="#Exampl
        45.805416666666666,  45.80458333333333, 45.803749999999994,
         45.80291666666666,  45.80208333333333, 45.801249999999996,
         45.80041666666666],
-      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1080))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e072fc0e-6d83-4a63-b722-c05bbea83779' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e072fc0e-6d83-4a63-b722-c05bbea83779' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>category :</span></dt><dd>topography</dd><dt><span>paper_doi :</span></dt><dd>10.1029/2019WR024873</dd><dt><span>paper_ref :</span></dt><dd>Yamazaki et al. (2019)</dd><dt><span>source_license :</span></dt><dd>CC-BY-NC 4.0 or ODbL 1.0</dd><dt><span>source_url :</span></dt><dd>http://hydro.iis.u-tokyo.ac.jp/~yamadai/MERIT_Hydro</dd><dt><span>source_version :</span></dt><dd>1.0</dd></dl></div></li></ul></div></div></div>
+      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1080))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f37f72ab-e584-4c76-96af-73c861b598ca' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f37f72ab-e584-4c76-96af-73c861b598ca' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>category :</span></dt><dd>topography</dd><dt><span>paper_doi :</span></dt><dd>10.1029/2019WR024873</dd><dt><span>paper_ref :</span></dt><dd>Yamazaki et al. (2019)</dd><dt><span>source_license :</span></dt><dd>CC-BY-NC 4.0 or ODbL 1.0</dd><dt><span>source_url :</span></dt><dd>http://hydro.iis.u-tokyo.ac.jp/~yamadai/MERIT_Hydro</dd><dt><span>source_version :</span></dt><dd>1.0</dd></dl></div></li></ul></div></div></div>
 </div>
 <section id="Derive-basin-and-stream-geometries">
 <h2>Derive basin and stream geometries<a class="headerlink" href="#Derive-basin-and-stream-geometries" title="Link to this heading">#</a></h2>
@@ -1404,7 +1404,7 @@ <h2>Reproject flow direction data<a class="headerlink" href="#Reproject-flow-dir
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:19,465 - flow direction data - flw - INFO - Deriving flow direction from reprojected synthethic elevation.
+2024-01-31 09:13:39,979 - flow direction data - flw - INFO - Deriving flow direction from reprojected synthethic elevation.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1412,7 +1412,7 @@ <h2>Reproject flow direction data<a class="headerlink" href="#Reproject-flow-dir
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:21,992 - flow direction data - flw - INFO - Calculating upstream area with 0 river inflows.
+2024-01-31 09:13:42,542 - flow direction data - flw - INFO - Calculating upstream area with 0 river inflows.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1420,7 +1420,7 @@ <h2>Reproject flow direction data<a class="headerlink" href="#Reproject-flow-dir
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:22,479 - flow direction data - flw - DEBUG - New/org max upstream area: 3964.90/3953.29 km2
+2024-01-31 09:13:43,039 - flow direction data - flw - DEBUG - New/org max upstream area: 3964.90/3953.29 km2
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
diff --git a/v0.9.2/_examples/working_with_geodatasets.html b/v0.9.2/_examples/working_with_geodatasets.html
index 1d514b251..07cd45915 100644
--- a/v0.9.2/_examples/working_with_geodatasets.html
+++ b/v0.9.2/_examples/working_with_geodatasets.html
@@ -534,7 +534,7 @@ <h1>Example: Working with geodatasets<a class="headerlink" href="#Example:-Worki
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:41,333 - raster data - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:14:02,671 - raster data - log - INFO - HydroMT version: 0.9.2
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -542,7 +542,7 @@ <h1>Example: Working with geodatasets<a class="headerlink" href="#Example:-Worki
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:41,357 - raster data - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:14:02,695 - raster data - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -550,7 +550,7 @@ <h1>Example: Working with geodatasets<a class="headerlink" href="#Example:-Worki
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:41,358 - raster data - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:14:02,695 - raster data - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
 </pre></div></div>
 </div>
 <p>Here, we illustrate some common GIS problems and how the functionality of the DataArray/Dataset vector accessor can be used. The data is accessed using the HydroMT <a class="reference external" href="https://deltares.github.io/hydromt/latest/api.html#data-catalog">DataCatalog</a>. For more information see the <a class="reference external" href="https://deltares.github.io/hydromt/latest/_examples/reading_vector_data.html">Reading vector data</a> example.</p>
@@ -1106,9 +1106,9 @@ <h2>Conversion<a class="headerlink" href="#Conversion" title="Link to this headi
     Conventions:         CF-1.6
     GDAL:                GDAL 3.8.3
     ogr_geometry_field:  ogc_wkt
-    ogr_layer_type:      Point</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-dc5617f9-0a3b-4bb9-a636-a262b09bba50' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-dc5617f9-0a3b-4bb9-a636-a262b09bba50' 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'>stations</span>: 19</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0481ac8a-a32b-46c3-bf3b-9c0eaf379ad2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0481ac8a-a32b-46c3-bf3b-9c0eaf379ad2' class='xr-section-summary' >Coordinates: <span>(3)</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'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>13670 2798 2799 ... 2791 2790 2789</div><input id='attrs-8923eddb-3527-44a3-8d56-c0698d9530c2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8923eddb-3527-44a3-8d56-c0698d9530c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7c8e4c1-ca4d-49c9-b9df-ea1b62ae327c' class='xr-var-data-in' type='checkbox'><label for='data-a7c8e4c1-ca4d-49c9-b9df-ea1b62ae327c' 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([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
+    ogr_layer_type:      Point</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-f835e3d7-ca5e-44b1-9238-c04970a45bfb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f835e3d7-ca5e-44b1-9238-c04970a45bfb' 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'>stations</span>: 19</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-a805cdb4-821f-46aa-99a2-5b48b09ca70d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a805cdb4-821f-46aa-99a2-5b48b09ca70d' class='xr-section-summary' >Coordinates: <span>(3)</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'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>13670 2798 2799 ... 2791 2790 2789</div><input id='attrs-0b13c417-7ba7-4700-9bd1-dbb6a17244b7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0b13c417-7ba7-4700-9bd1-dbb6a17244b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5071e67-e7c9-4bfc-b1c5-76e694908d6a' class='xr-var-data-in' type='checkbox'><label for='data-a5071e67-e7c9-4bfc-b1c5-76e694908d6a' 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([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
         2795,  2794,  2793, 13774, 13722,  2792,  2791,  2790,  2789],
-      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ogc_wkt</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;POINT (12.25342 45.25635)&#x27; ... ...</div><input id='attrs-f663a327-a7c1-4009-a52a-414f862f8f46' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f663a327-a7c1-4009-a52a-414f862f8f46' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf6ae15e-4727-4203-94f0-8ac260eea91f' class='xr-var-data-in' type='checkbox'><label for='data-cf6ae15e-4727-4203-94f0-8ac260eea91f' 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>Geometry as ISO WKT</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;POINT (12.25342 45.25635)&#x27;, &#x27;POINT (12.22412 45.271)&#x27;,
+      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ogc_wkt</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;POINT (12.25342 45.25635)&#x27; ... ...</div><input id='attrs-7d56f5b9-1aa1-4d99-8578-7ef19242817a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7d56f5b9-1aa1-4d99-8578-7ef19242817a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21da0fca-17a1-4ef9-90dc-31f163bac263' class='xr-var-data-in' type='checkbox'><label for='data-21da0fca-17a1-4ef9-90dc-31f163bac263' 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>Geometry as ISO WKT</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;POINT (12.25342 45.25635)&#x27;, &#x27;POINT (12.22412 45.271)&#x27;,
        &#x27;POINT (12.29736 45.22705)&#x27;, &#x27;POINT (12.75879 45.24902)&#x27;,
        &#x27;POINT (12.50244 45.25635)&#x27;, &#x27;POINT (12.26807 45.34424)&#x27;,
        &#x27;POINT (12.99316 45.24902)&#x27;, &#x27;POINT (12.34131 45.37353)&#x27;,
@@ -1117,7 +1117,7 @@ <h2>Conversion<a class="headerlink" href="#Conversion" title="Link to this headi
        &#x27;POINT (12.59033 45.49072)&#x27;, &#x27;POINT (12.75146 45.50537)&#x27;,
        &#x27;POINT (12.50244 45.50537)&#x27;, &#x27;POINT (12.67822 45.52002)&#x27;,
        &#x27;POINT (12.76611 45.54932)&#x27;, &#x27;POINT (12.83936 45.57861)&#x27;,
-       &#x27;POINT (12.92725 45.62256)&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-c1e3f0a2-9dac-4f08-8075-39cdbb4bd834' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c1e3f0a2-9dac-4f08-8075-39cdbb4bd834' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d66c1782-0c10-4ff0-a25b-662d2ecb645f' class='xr-var-data-in' type='checkbox'><label for='data-d66c1782-0c10-4ff0-a25b-662d2ecb645f' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-33b65093-e721-470d-bd9d-f87cc382ff01' class='xr-section-summary-in' type='checkbox'  checked><label for='section-33b65093-e721-470d-bd9d-f87cc382ff01' 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>waterlevel</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(19,), meta=np.ndarray&gt;</div><input id='attrs-980e39ef-fc65-485c-bb4d-9c19b0cb08c6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-980e39ef-fc65-485c-bb4d-9c19b0cb08c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6ad2fde-a5cf-4b2a-aa1d-9425ef529899' class='xr-var-data-in' type='checkbox'><label for='data-d6ad2fde-a5cf-4b2a-aa1d-9425ef529899' 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>ogr_field_name :</span></dt><dd>waterlevel</dd><dt><span>ogr_field_type :</span></dt><dd>Real</dd></dl></div><div class='xr-var-data'><table>
+       &#x27;POINT (12.92725 45.62256)&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-83ff58c0-4467-4e94-81f8-e80beea2d054' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83ff58c0-4467-4e94-81f8-e80beea2d054' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8cf0e13-5b05-45f9-9a9a-c2c3666504fb' class='xr-var-data-in' type='checkbox'><label for='data-b8cf0e13-5b05-45f9-9a9a-c2c3666504fb' 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>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-81ac243a-53ed-45fe-95aa-62f0699c3c2a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-81ac243a-53ed-45fe-95aa-62f0699c3c2a' 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>waterlevel</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(19,), meta=np.ndarray&gt;</div><input id='attrs-8fc7ef15-3c0a-4df3-81d0-708c2da32b9e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8fc7ef15-3c0a-4df3-81d0-708c2da32b9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7a0360bb-a416-4658-b7a0-f4851ef59518' class='xr-var-data-in' type='checkbox'><label for='data-7a0360bb-a416-4658-b7a0-f4851ef59518' 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>ogr_field_name :</span></dt><dd>waterlevel</dd><dt><span>ogr_field_type :</span></dt><dd>Real</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1172,9 +1172,9 @@ <h2>Conversion<a class="headerlink" href="#Conversion" title="Link to this headi
 </svg>
         </td>
     </tr>
-</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-4a7b05b6-b852-45e7-b792-d05be21bc11c' class='xr-section-summary-in' type='checkbox'  ><label for='section-4a7b05b6-b852-45e7-b792-d05be21bc11c' class='xr-section-summary' >Indexes: <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-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9469da3f-c237-450b-a45a-f2620ff17461' class='xr-index-data-in' type='checkbox'/><label for='index-9469da3f-c237-450b-a45a-f2620ff17461' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
+</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-d619dbd2-b2b7-417f-aefe-5f53c7163928' class='xr-section-summary-in' type='checkbox'  ><label for='section-d619dbd2-b2b7-417f-aefe-5f53c7163928' class='xr-section-summary' >Indexes: <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-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7537ea83-32db-4cd5-9189-ed34ea95935d' class='xr-index-data-in' type='checkbox'/><label for='index-7537ea83-32db-4cd5-9189-ed34ea95935d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
         2795,  2794,  2793, 13774, 13722,  2792,  2791,  2790,  2789],
-      dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ef6f11d9-e271-4221-a3d8-16f5bc2b5bbb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ef6f11d9-e271-4221-a3d8-16f5bc2b5bbb' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>GDAL :</span></dt><dd>GDAL 3.8.3</dd><dt><span>ogr_geometry_field :</span></dt><dd>ogc_wkt</dd><dt><span>ogr_layer_type :</span></dt><dd>Point</dd></dl></div></li></ul></div></div></div>
+      dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-843cffaa-0fc8-430b-ab05-63fc1857089f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-843cffaa-0fc8-430b-ab05-63fc1857089f' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>GDAL :</span></dt><dd>GDAL 3.8.3</dd><dt><span>ogr_geometry_field :</span></dt><dd>ogc_wkt</dd><dt><span>ogr_layer_type :</span></dt><dd>Point</dd></dl></div></li></ul></div></div></div>
 </div>
 <div class="nbinput docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[10]:
@@ -1572,7 +1572,7 @@ <h2>Conversion<a class="headerlink" href="#Conversion" title="Link to this headi
     paper_ref:       Copernicus Climate Change Service 2019
     source_license:  https://cds.climate.copernicus.eu/cdsapp/#!/terms/licenc...
     source_url:      https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24...
-    source_version:  GTSM v3.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'waterlevel'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2016</li><li><span class='xr-has-index'>stations</span>: 19</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-ffda8812-b62e-40fc-9e62-7004bbffb830' class='xr-array-in' type='checkbox' checked><label for='section-ffda8812-b62e-40fc-9e62-7004bbffb830' 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>dask.array&lt;chunksize=(2016, 19), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
+    source_version:  GTSM v3.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'waterlevel'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2016</li><li><span class='xr-has-index'>stations</span>: 19</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-e98de989-fbaa-4156-a549-1c96dbc71c0b' class='xr-array-in' type='checkbox' checked><label for='section-e98de989-fbaa-4156-a549-1c96dbc71c0b' 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>dask.array&lt;chunksize=(2016, 19), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1627,12 +1627,12 @@ <h2>Conversion<a class="headerlink" href="#Conversion" title="Link to this headi
 </svg>
         </td>
     </tr>
-</table></div></div></li><li class='xr-section-item'><input id='section-d6931e7e-6c92-4cc7-95cb-005f5af2a33c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d6931e7e-6c92-4cc7-95cb-005f5af2a33c' class='xr-section-summary' >Coordinates: <span>(4)</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'>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'>2010-02-01 ... 2010-02-14T23:50:00</div><input id='attrs-c2d9c8f5-ae77-4788-a33d-1fed528d6868' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c2d9c8f5-ae77-4788-a33d-1fed528d6868' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0f5d241-d453-47a4-ba44-51e5ad1ba7bb' class='xr-var-data-in' type='checkbox'><label for='data-f0f5d241-d453-47a4-ba44-51e5ad1ba7bb' 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>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>short_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-01T00:10:00.000000000&#x27;,
+</table></div></div></li><li class='xr-section-item'><input id='section-a13629ef-f12a-49f0-bfe2-9cd0c4de5a77' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a13629ef-f12a-49f0-bfe2-9cd0c4de5a77' class='xr-section-summary' >Coordinates: <span>(4)</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'>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'>2010-02-01 ... 2010-02-14T23:50:00</div><input id='attrs-4544cf4e-ea30-4bd1-9ed2-5f1c4177c5ef' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4544cf4e-ea30-4bd1-9ed2-5f1c4177c5ef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-95c71dc7-30b3-481b-8e76-8d5af81276e1' class='xr-var-data-in' type='checkbox'><label for='data-95c71dc7-30b3-481b-8e76-8d5af81276e1' 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>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>short_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-01T00:10:00.000000000&#x27;,
        &#x27;2010-02-01T00:20:00.000000000&#x27;, ..., &#x27;2010-02-14T23:30:00.000000000&#x27;,
        &#x27;2010-02-14T23:40:00.000000000&#x27;, &#x27;2010-02-14T23:50:00.000000000&#x27;],
-      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-aa5459e6-a940-4abe-98c9-7ca98f0bc61e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aa5459e6-a940-4abe-98c9-7ca98f0bc61e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf6fe6d5-e4dc-4bc8-9df5-fa65ca2e8073' class='xr-var-data-in' type='checkbox'><label for='data-bf6fe6d5-e4dc-4bc8-9df5-fa65ca2e8073' 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>x_dim :</span></dt><dd>lon</dd><dt><span>y_dim :</span></dt><dd>lat</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>geom_format :</span></dt><dd>wkt</dd><dt><span>index_dim :</span></dt><dd>stations</dd><dt><span>geom_name :</span></dt><dd>ogc_wkt</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>13670 2798 2799 ... 2791 2790 2789</div><input id='attrs-87c499f3-b49e-4e35-8d28-10de21cc7ad0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-87c499f3-b49e-4e35-8d28-10de21cc7ad0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-48c2dc25-e35e-4f8d-9917-d330dc4f9086' class='xr-var-data-in' type='checkbox'><label for='data-48c2dc25-e35e-4f8d-9917-d330dc4f9086' 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([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
+      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9d3c71b6-100a-4fd0-a7ed-d7954409e64a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9d3c71b6-100a-4fd0-a7ed-d7954409e64a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e8a3f424-eb49-4f58-90d2-1782947a8da9' class='xr-var-data-in' type='checkbox'><label for='data-e8a3f424-eb49-4f58-90d2-1782947a8da9' 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>x_dim :</span></dt><dd>lon</dd><dt><span>y_dim :</span></dt><dd>lat</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>geom_format :</span></dt><dd>wkt</dd><dt><span>index_dim :</span></dt><dd>stations</dd><dt><span>geom_name :</span></dt><dd>ogc_wkt</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>13670 2798 2799 ... 2791 2790 2789</div><input id='attrs-f5f54ea1-165a-4a02-9dc3-40ba692bfcab' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f5f54ea1-165a-4a02-9dc3-40ba692bfcab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44b5e534-e40b-4a19-af63-aa4e33a70f96' class='xr-var-data-in' type='checkbox'><label for='data-44b5e534-e40b-4a19-af63-aa4e33a70f96' 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([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
         2795,  2794,  2793, 13774, 13722,  2792,  2791,  2790,  2789],
-      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ogc_wkt</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;POINT (12.25342 45.25635)&#x27; ... ...</div><input id='attrs-283d48ef-cfdc-402b-b30f-cd46206f0df0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-283d48ef-cfdc-402b-b30f-cd46206f0df0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-45e74abf-f024-4adf-ad20-5b44c71334d4' class='xr-var-data-in' type='checkbox'><label for='data-45e74abf-f024-4adf-ad20-5b44c71334d4' 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([&#x27;POINT (12.25342 45.25635)&#x27;, &#x27;POINT (12.22412 45.271)&#x27;,
+      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ogc_wkt</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;POINT (12.25342 45.25635)&#x27; ... ...</div><input id='attrs-17db621c-214c-4283-bbb9-c976eca5f92a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-17db621c-214c-4283-bbb9-c976eca5f92a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f283694c-596b-4b10-8d53-0fd825711a15' class='xr-var-data-in' type='checkbox'><label for='data-f283694c-596b-4b10-8d53-0fd825711a15' 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([&#x27;POINT (12.25342 45.25635)&#x27;, &#x27;POINT (12.22412 45.271)&#x27;,
        &#x27;POINT (12.29736 45.22705)&#x27;, &#x27;POINT (12.75879 45.24902)&#x27;,
        &#x27;POINT (12.50244 45.25635)&#x27;, &#x27;POINT (12.26807 45.34424)&#x27;,
        &#x27;POINT (12.99316 45.24902)&#x27;, &#x27;POINT (12.34131 45.37353)&#x27;,
@@ -1641,7 +1641,7 @@ <h2>Conversion<a class="headerlink" href="#Conversion" title="Link to this headi
        &#x27;POINT (12.59033 45.49072)&#x27;, &#x27;POINT (12.75146 45.50537)&#x27;,
        &#x27;POINT (12.50244 45.50537)&#x27;, &#x27;POINT (12.67822 45.52002)&#x27;,
        &#x27;POINT (12.76611 45.54932)&#x27;, &#x27;POINT (12.83936 45.57861)&#x27;,
-       &#x27;POINT (12.92725 45.62256)&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-37e73e56-2e24-498e-8c19-8549b2b6f700' class='xr-section-summary-in' type='checkbox'  ><label for='section-37e73e56-2e24-498e-8c19-8549b2b6f700' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fc9f146c-47f3-4681-a088-9e1fd9ee25f5' class='xr-index-data-in' type='checkbox'/><label for='index-fc9f146c-47f3-4681-a088-9e1fd9ee25f5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-01 00:00:00&#x27;, &#x27;2010-02-01 00:10:00&#x27;,
+       &#x27;POINT (12.92725 45.62256)&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d0c32a5c-513f-4e40-8d01-851b5a3bee80' class='xr-section-summary-in' type='checkbox'  ><label for='section-d0c32a5c-513f-4e40-8d01-851b5a3bee80' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a34a4055-4403-4e0d-b9db-2480f24a57e6' class='xr-index-data-in' type='checkbox'/><label for='index-a34a4055-4403-4e0d-b9db-2480f24a57e6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-01 00:00:00&#x27;, &#x27;2010-02-01 00:10:00&#x27;,
                &#x27;2010-02-01 00:20:00&#x27;, &#x27;2010-02-01 00:30:00&#x27;,
                &#x27;2010-02-01 00:40:00&#x27;, &#x27;2010-02-01 00:50:00&#x27;,
                &#x27;2010-02-01 01:00:00&#x27;, &#x27;2010-02-01 01:10:00&#x27;,
@@ -1652,9 +1652,9 @@ <h2>Conversion<a class="headerlink" href="#Conversion" title="Link to this headi
                &#x27;2010-02-14 23:00:00&#x27;, &#x27;2010-02-14 23:10:00&#x27;,
                &#x27;2010-02-14 23:20:00&#x27;, &#x27;2010-02-14 23:30:00&#x27;,
                &#x27;2010-02-14 23:40:00&#x27;, &#x27;2010-02-14 23:50:00&#x27;],
-              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f563926c-4196-4d4f-9765-818d4b4f2384' class='xr-index-data-in' type='checkbox'/><label for='index-f563926c-4196-4d4f-9765-818d4b4f2384' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
+              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ecdecea9-43f9-4ebc-bfa5-ce3ae5f84881' class='xr-index-data-in' type='checkbox'/><label for='index-ecdecea9-43f9-4ebc-bfa5-ce3ae5f84881' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
         2795,  2794,  2793, 13774, 13722,  2792,  2791,  2790,  2789],
-      dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-40608498-2a46-440e-a11f-2147b6dfe791' class='xr-section-summary-in' type='checkbox'  ><label for='section-40608498-2a46-440e-a11f-2147b6dfe791' class='xr-section-summary' >Attributes: <span>(11)</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>sea_surface_height_above_mean_sea_level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>CDI_grid_type :</span></dt><dd>unstructured</dd><dt><span>short_name :</span></dt><dd>waterlevel</dd><dt><span>description :</span></dt><dd>Total water level resulting from the combination of barotropic tides and surges and mean sea-level</dd><dt><span>category :</span></dt><dd>ocean</dd><dt><span>paper_doi :</span></dt><dd>10.24381/cds.8c59054f</dd><dt><span>paper_ref :</span></dt><dd>Copernicus Climate Change Service 2019</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.8c59054f?tab=overview</dd><dt><span>source_version :</span></dt><dd>GTSM v3.0</dd></dl></div></li></ul></div></div></div>
+      dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c1db714a-4c4a-45f8-8e65-dc868e160130' class='xr-section-summary-in' type='checkbox'  ><label for='section-c1db714a-4c4a-45f8-8e65-dc868e160130' class='xr-section-summary' >Attributes: <span>(11)</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>sea_surface_height_above_mean_sea_level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>CDI_grid_type :</span></dt><dd>unstructured</dd><dt><span>short_name :</span></dt><dd>waterlevel</dd><dt><span>description :</span></dt><dd>Total water level resulting from the combination of barotropic tides and surges and mean sea-level</dd><dt><span>category :</span></dt><dd>ocean</dd><dt><span>paper_doi :</span></dt><dd>10.24381/cds.8c59054f</dd><dt><span>paper_ref :</span></dt><dd>Copernicus Climate Change Service 2019</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.8c59054f?tab=overview</dd><dt><span>source_version :</span></dt><dd>GTSM v3.0</dd></dl></div></li></ul></div></div></div>
 </div>
 <div class="nbinput docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[11]:
@@ -2052,7 +2052,7 @@ <h2>Conversion<a class="headerlink" href="#Conversion" title="Link to this headi
     paper_ref:       Copernicus Climate Change Service 2019
     source_license:  https://cds.climate.copernicus.eu/cdsapp/#!/terms/licenc...
     source_url:      https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24...
-    source_version:  GTSM v3.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'waterlevel'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2016</li><li><span class='xr-has-index'>stations</span>: 19</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-59fe686e-9ae8-4217-a30e-148e4c74f3b8' class='xr-array-in' type='checkbox' checked><label for='section-59fe686e-9ae8-4217-a30e-148e4c74f3b8' 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>dask.array&lt;chunksize=(2016, 19), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
+    source_version:  GTSM v3.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'waterlevel'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2016</li><li><span class='xr-has-index'>stations</span>: 19</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-1abf281b-23a7-4824-9170-9d22b80a2c67' class='xr-array-in' type='checkbox' checked><label for='section-1abf281b-23a7-4824-9170-9d22b80a2c67' 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>dask.array&lt;chunksize=(2016, 19), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2107,12 +2107,12 @@ <h2>Conversion<a class="headerlink" href="#Conversion" title="Link to this headi
 </svg>
         </td>
     </tr>
-</table></div></div></li><li class='xr-section-item'><input id='section-6e9f8405-7aef-4d58-9a78-42e5548249cd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6e9f8405-7aef-4d58-9a78-42e5548249cd' class='xr-section-summary' >Coordinates: <span>(4)</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'>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'>2010-02-01 ... 2010-02-14T23:50:00</div><input id='attrs-632987bf-2bac-40f5-98af-ed91bec928eb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-632987bf-2bac-40f5-98af-ed91bec928eb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce6145f6-4625-4e75-9584-676d9455f933' class='xr-var-data-in' type='checkbox'><label for='data-ce6145f6-4625-4e75-9584-676d9455f933' 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>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>short_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-01T00:10:00.000000000&#x27;,
+</table></div></div></li><li class='xr-section-item'><input id='section-14ed9a0d-6277-445a-86bc-b8c2fef10d78' class='xr-section-summary-in' type='checkbox'  checked><label for='section-14ed9a0d-6277-445a-86bc-b8c2fef10d78' class='xr-section-summary' >Coordinates: <span>(4)</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'>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'>2010-02-01 ... 2010-02-14T23:50:00</div><input id='attrs-f0c367a7-b329-44c8-b919-2901e808551c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f0c367a7-b329-44c8-b919-2901e808551c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-95b78e2f-996d-4604-a089-3cf1ea5758ef' class='xr-var-data-in' type='checkbox'><label for='data-95b78e2f-996d-4604-a089-3cf1ea5758ef' 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>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>short_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-01T00:10:00.000000000&#x27;,
        &#x27;2010-02-01T00:20:00.000000000&#x27;, ..., &#x27;2010-02-14T23:30:00.000000000&#x27;,
        &#x27;2010-02-14T23:40:00.000000000&#x27;, &#x27;2010-02-14T23:50:00.000000000&#x27;],
-      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bb58258c-98da-4a65-8d59-0125773eee62' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bb58258c-98da-4a65-8d59-0125773eee62' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66e8811b-0865-44e5-b6fa-84e3ef9707f3' class='xr-var-data-in' type='checkbox'><label for='data-66e8811b-0865-44e5-b6fa-84e3ef9707f3' 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>x_dim :</span></dt><dd>lon</dd><dt><span>y_dim :</span></dt><dd>lat</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>geom_format :</span></dt><dd>geom</dd><dt><span>index_dim :</span></dt><dd>stations</dd><dt><span>geom_name :</span></dt><dd>geometry</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>13670 2798 2799 ... 2791 2790 2789</div><input id='attrs-5ee3f694-4526-4339-9ce2-4615224c3d0e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5ee3f694-4526-4339-9ce2-4615224c3d0e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e8b4c0d-4355-4b21-a4a3-68df8ff21637' class='xr-var-data-in' type='checkbox'><label for='data-0e8b4c0d-4355-4b21-a4a3-68df8ff21637' 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([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
+      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2d66c03b-2777-4e1a-bfd4-a73b522189f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d66c03b-2777-4e1a-bfd4-a73b522189f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3d795cc-04d9-4ad4-9b68-5f94607cacb6' class='xr-var-data-in' type='checkbox'><label for='data-c3d795cc-04d9-4ad4-9b68-5f94607cacb6' 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>x_dim :</span></dt><dd>lon</dd><dt><span>y_dim :</span></dt><dd>lat</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,DATUM[&quot;World Geodetic System 1984&quot;,ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>geom_format :</span></dt><dd>geom</dd><dt><span>index_dim :</span></dt><dd>stations</dd><dt><span>geom_name :</span></dt><dd>geometry</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>stations</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>13670 2798 2799 ... 2791 2790 2789</div><input id='attrs-4269a1b2-095f-4ae9-a122-512b01fbe57a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4269a1b2-095f-4ae9-a122-512b01fbe57a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-faf5b21d-e055-455c-912c-3916dc578e5c' class='xr-var-data-in' type='checkbox'><label for='data-faf5b21d-e055-455c-912c-3916dc578e5c' 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([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
         2795,  2794,  2793, 13774, 13722,  2792,  2791,  2790,  2789],
-      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>geometry</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>POINT (12.25342 45.25635) ... PO...</div><input id='attrs-2d75916c-83f5-4a0e-89ea-fff6fcd8385c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2d75916c-83f5-4a0e-89ea-fff6fcd8385c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4affa088-476c-408f-8bec-942d244f4727' class='xr-var-data-in' type='checkbox'><label for='data-4affa088-476c-408f-8bec-942d244f4727' 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([&lt;POINT (12.253 45.256)&gt;, &lt;POINT (12.224 45.271)&gt;,
+      dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>geometry</span></div><div class='xr-var-dims'>(stations)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>POINT (12.25342 45.25635) ... PO...</div><input id='attrs-fbe933bc-6629-432a-82db-4142f274c376' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fbe933bc-6629-432a-82db-4142f274c376' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1bc59e3-8d02-4ca1-b053-137ff28b7129' class='xr-var-data-in' type='checkbox'><label for='data-c1bc59e3-8d02-4ca1-b053-137ff28b7129' 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([&lt;POINT (12.253 45.256)&gt;, &lt;POINT (12.224 45.271)&gt;,
        &lt;POINT (12.297 45.227)&gt;, &lt;POINT (12.759 45.249)&gt;,
        &lt;POINT (12.502 45.256)&gt;, &lt;POINT (12.268 45.344)&gt;,
        &lt;POINT (12.993 45.249)&gt;, &lt;POINT (12.341 45.374)&gt;,
@@ -2121,7 +2121,7 @@ <h2>Conversion<a class="headerlink" href="#Conversion" title="Link to this headi
        &lt;POINT (12.59 45.491)&gt;, &lt;POINT (12.751 45.505)&gt;,
        &lt;POINT (12.502 45.505)&gt;, &lt;POINT (12.678 45.52)&gt;,
        &lt;POINT (12.766 45.549)&gt;, &lt;POINT (12.839 45.579)&gt;,
-       &lt;POINT (12.927 45.623)&gt;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-816fd768-4c35-48a5-9929-742d099f9fb2' class='xr-section-summary-in' type='checkbox'  ><label for='section-816fd768-4c35-48a5-9929-742d099f9fb2' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7a5ef23c-9b8a-44b1-9f83-8a3d6fef87ed' class='xr-index-data-in' type='checkbox'/><label for='index-7a5ef23c-9b8a-44b1-9f83-8a3d6fef87ed' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-01 00:00:00&#x27;, &#x27;2010-02-01 00:10:00&#x27;,
+       &lt;POINT (12.927 45.623)&gt;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0441da1b-aca7-44c9-821b-b266158377d2' class='xr-section-summary-in' type='checkbox'  ><label for='section-0441da1b-aca7-44c9-821b-b266158377d2' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0fdddf0b-d8aa-4b1d-9a66-d0d51ef5162a' class='xr-index-data-in' type='checkbox'/><label for='index-0fdddf0b-d8aa-4b1d-9a66-d0d51ef5162a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2010-02-01 00:00:00&#x27;, &#x27;2010-02-01 00:10:00&#x27;,
                &#x27;2010-02-01 00:20:00&#x27;, &#x27;2010-02-01 00:30:00&#x27;,
                &#x27;2010-02-01 00:40:00&#x27;, &#x27;2010-02-01 00:50:00&#x27;,
                &#x27;2010-02-01 01:00:00&#x27;, &#x27;2010-02-01 01:10:00&#x27;,
@@ -2132,9 +2132,9 @@ <h2>Conversion<a class="headerlink" href="#Conversion" title="Link to this headi
                &#x27;2010-02-14 23:00:00&#x27;, &#x27;2010-02-14 23:10:00&#x27;,
                &#x27;2010-02-14 23:20:00&#x27;, &#x27;2010-02-14 23:30:00&#x27;,
                &#x27;2010-02-14 23:40:00&#x27;, &#x27;2010-02-14 23:50:00&#x27;],
-              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a934d6c0-dca6-467f-9f2a-ba1a3048199e' class='xr-index-data-in' type='checkbox'/><label for='index-a934d6c0-dca6-467f-9f2a-ba1a3048199e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
+              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2016, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>stations</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b9cadfce-4e69-442f-808f-f73f5b0ffd60' class='xr-index-data-in' type='checkbox'/><label for='index-b9cadfce-4e69-442f-808f-f73f5b0ffd60' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([13670,  2798,  2799, 13775, 13723,  2797, 13822,  2796, 23305, 22721,
         2795,  2794,  2793, 13774, 13722,  2792,  2791,  2790,  2789],
-      dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e68a487d-66e3-42b8-9357-1c6d0d965507' class='xr-section-summary-in' type='checkbox'  ><label for='section-e68a487d-66e3-42b8-9357-1c6d0d965507' class='xr-section-summary' >Attributes: <span>(11)</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>sea_surface_height_above_mean_sea_level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>CDI_grid_type :</span></dt><dd>unstructured</dd><dt><span>short_name :</span></dt><dd>waterlevel</dd><dt><span>description :</span></dt><dd>Total water level resulting from the combination of barotropic tides and surges and mean sea-level</dd><dt><span>category :</span></dt><dd>ocean</dd><dt><span>paper_doi :</span></dt><dd>10.24381/cds.8c59054f</dd><dt><span>paper_ref :</span></dt><dd>Copernicus Climate Change Service 2019</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.8c59054f?tab=overview</dd><dt><span>source_version :</span></dt><dd>GTSM v3.0</dd></dl></div></li></ul></div></div></div>
+      dtype=&#x27;int32&#x27;, name=&#x27;stations&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-628c1032-05c6-4873-a3e4-a45067c5ef2a' class='xr-section-summary-in' type='checkbox'  ><label for='section-628c1032-05c6-4873-a3e4-a45067c5ef2a' class='xr-section-summary' >Attributes: <span>(11)</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>sea_surface_height_above_mean_sea_level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>CDI_grid_type :</span></dt><dd>unstructured</dd><dt><span>short_name :</span></dt><dd>waterlevel</dd><dt><span>description :</span></dt><dd>Total water level resulting from the combination of barotropic tides and surges and mean sea-level</dd><dt><span>category :</span></dt><dd>ocean</dd><dt><span>paper_doi :</span></dt><dd>10.24381/cds.8c59054f</dd><dt><span>paper_ref :</span></dt><dd>Copernicus Climate Change Service 2019</dd><dt><span>source_license :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>source_url :</span></dt><dd>https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.8c59054f?tab=overview</dd><dt><span>source_version :</span></dt><dd>GTSM v3.0</dd></dl></div></li></ul></div></div></div>
 </div>
 </section>
 <section id="I/O-(Internal-and-External)">
@@ -2536,7 +2536,7 @@ <h2>I/O (Internal and External)<a class="headerlink" href="#I/O-(Internal-and-Ex
     Loc          (index) object &#x27;I&#x27; &#x27;II&#x27;
     Stuff        (index) int64 1 2
     geometry     (index) object POINT (0 0) POINT (1 1)
-    spatial_ref  int64 0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>index</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c4054d1d-4126-42db-a422-a9bf0936f830' class='xr-array-in' type='checkbox' checked><label for='section-c4054d1d-4126-42db-a422-a9bf0936f830' 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>0 1</span></div><div class='xr-array-data'><pre>array([0, 1])</pre></div></div></li><li class='xr-section-item'><input id='section-fd70f70e-80c0-4516-b0af-104794460978' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fd70f70e-80c0-4516-b0af-104794460978' class='xr-section-summary' >Coordinates: <span>(5)</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'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1</div><input id='attrs-6227a554-3c02-4915-9df6-c7631555b510' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6227a554-3c02-4915-9df6-c7631555b510' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-81f289d2-7372-439a-b626-be194fec31ff' class='xr-var-data-in' type='checkbox'><label for='data-81f289d2-7372-439a-b626-be194fec31ff' 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, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Loc</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;I&#x27; &#x27;II&#x27;</div><input id='attrs-7e08cf08-0e88-42b4-8832-19bbbea2dd00' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7e08cf08-0e88-42b4-8832-19bbbea2dd00' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19098f80-41ad-48f0-836d-0cfc09921bcf' class='xr-var-data-in' type='checkbox'><label for='data-19098f80-41ad-48f0-836d-0cfc09921bcf' 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([&#x27;I&#x27;, &#x27;II&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Stuff</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2</div><input id='attrs-69225562-b6e8-4c42-a7b9-6fea38b2633c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-69225562-b6e8-4c42-a7b9-6fea38b2633c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ed402bd-6d99-426f-9088-6397256e5aa0' class='xr-var-data-in' type='checkbox'><label for='data-5ed402bd-6d99-426f-9088-6397256e5aa0' 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, 2])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>geometry</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>POINT (0 0) POINT (1 1)</div><input id='attrs-99150a22-2097-4a79-ba44-c67484af6250' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-99150a22-2097-4a79-ba44-c67484af6250' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9317c2d-32b6-439c-8066-c3783dbbc5d9' class='xr-var-data-in' type='checkbox'><label for='data-e9317c2d-32b6-439c-8066-c3783dbbc5d9' 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([&lt;POINT (0 0)&gt;, &lt;POINT (1 1)&gt;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-9f8db9a4-8287-4eec-af9c-218f662369d0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9f8db9a4-8287-4eec-af9c-218f662369d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b6f4fede-adae-4684-ba33-5ada0ae993da' class='xr-var-data-in' type='checkbox'><label for='data-b6f4fede-adae-4684-ba33-5ada0ae993da' 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>geom_name :</span></dt><dd>geometry</dd><dt><span>geom_format :</span></dt><dd>geom</dd><dt><span>index_dim :</span></dt><dd>index</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-78df37ad-0141-4a63-ad16-582fede184f1' class='xr-section-summary-in' type='checkbox'  ><label for='section-78df37ad-0141-4a63-ad16-582fede184f1' class='xr-section-summary' >Indexes: <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-index-name'><div>index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3e2abb6e-0654-4304-a9a2-6bcf7a64bef2' class='xr-index-data-in' type='checkbox'/><label for='index-3e2abb6e-0654-4304-a9a2-6bcf7a64bef2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1], dtype=&#x27;int64&#x27;, name=&#x27;index&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f1f44eac-4834-4452-a8f4-b5c1aa7a1ef7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f1f44eac-4834-4452-a8f4-b5c1aa7a1ef7' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
+    spatial_ref  int64 0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>index</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-baf96794-0b4b-4b61-97ef-99d3b160db4f' class='xr-array-in' type='checkbox' checked><label for='section-baf96794-0b4b-4b61-97ef-99d3b160db4f' 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>0 1</span></div><div class='xr-array-data'><pre>array([0, 1])</pre></div></div></li><li class='xr-section-item'><input id='section-ed7c7a62-fba8-4645-9cec-d18e934e043e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ed7c7a62-fba8-4645-9cec-d18e934e043e' class='xr-section-summary' >Coordinates: <span>(5)</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'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1</div><input id='attrs-b97496b0-6762-4fc0-85a3-e71c3e4759d5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b97496b0-6762-4fc0-85a3-e71c3e4759d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f3f53584-0642-47fc-8a90-c0b47681bf63' class='xr-var-data-in' type='checkbox'><label for='data-f3f53584-0642-47fc-8a90-c0b47681bf63' 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, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Loc</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;I&#x27; &#x27;II&#x27;</div><input id='attrs-fa62f5f7-a483-41e7-a9b6-ff579af23946' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa62f5f7-a483-41e7-a9b6-ff579af23946' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1d84d50-bc2e-4d6e-9424-b19c833571b7' class='xr-var-data-in' type='checkbox'><label for='data-a1d84d50-bc2e-4d6e-9424-b19c833571b7' 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([&#x27;I&#x27;, &#x27;II&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Stuff</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2</div><input id='attrs-7fd41d92-539f-490c-8614-c11a36c97ea7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7fd41d92-539f-490c-8614-c11a36c97ea7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1223117e-af38-4363-8722-5593263a64f1' class='xr-var-data-in' type='checkbox'><label for='data-1223117e-af38-4363-8722-5593263a64f1' 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, 2])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>geometry</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>POINT (0 0) POINT (1 1)</div><input id='attrs-8550cdca-a4ec-49f3-87ea-79bbb517308d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8550cdca-a4ec-49f3-87ea-79bbb517308d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91cd8590-84f7-4cc1-8f2f-cfe10a03481f' class='xr-var-data-in' type='checkbox'><label for='data-91cd8590-84f7-4cc1-8f2f-cfe10a03481f' 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([&lt;POINT (0 0)&gt;, &lt;POINT (1 1)&gt;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-2be74724-1d97-4b69-8401-9029cfdaa44a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2be74724-1d97-4b69-8401-9029cfdaa44a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78b9ad96-2b35-40ff-b1a8-a8f3a1309534' class='xr-var-data-in' type='checkbox'><label for='data-78b9ad96-2b35-40ff-b1a8-a8f3a1309534' 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>geom_name :</span></dt><dd>geometry</dd><dt><span>geom_format :</span></dt><dd>geom</dd><dt><span>index_dim :</span></dt><dd>index</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-97ccc408-a9a7-4150-bb74-5dd6a3fac206' class='xr-section-summary-in' type='checkbox'  ><label for='section-97ccc408-a9a7-4150-bb74-5dd6a3fac206' class='xr-section-summary' >Indexes: <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-index-name'><div>index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-62db3dc2-79de-465f-8f17-6cadd78bbd3e' class='xr-index-data-in' type='checkbox'/><label for='index-62db3dc2-79de-465f-8f17-6cadd78bbd3e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1], dtype=&#x27;int64&#x27;, name=&#x27;index&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4abcdf7c-fa91-4615-a618-3d92f4f49aff' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4abcdf7c-fa91-4615-a618-3d92f4f49aff' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
 </div>
 <div class="nbinput docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[13]:
diff --git a/v0.9.2/_examples/working_with_meshmodel.html b/v0.9.2/_examples/working_with_meshmodel.html
index 906e87f23..2c2432c41 100644
--- a/v0.9.2/_examples/working_with_meshmodel.html
+++ b/v0.9.2/_examples/working_with_meshmodel.html
@@ -540,7 +540,7 @@ <h1>Example: Working with mesh models<a class="headerlink" href="#Example:-Worki
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:46,098 - working with mesh models - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:14:07,891 - working with mesh models - log - INFO - HydroMT version: 0.9.2
 </pre></div></div>
 </div>
 <section id="Check-if-mesh_model-is-available">
@@ -981,8 +981,8 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
     ...                          ...
     network1d_edge_y            (network1d_nEdges) float64 dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;
   * mesh2d_nFaces               (mesh2d_nFaces) int64 0 1 2 3 4 ... 60 61 62 63
-  * network1d_nEdges            (network1d_nEdges) int64 0 1 2 ... 1005 1006
   * mesh2d_nEdges               (mesh2d_nEdges) int64 0 1 2 3 ... 141 142 143
+  * network1d_nEdges            (network1d_nEdges) int64 0 1 2 ... 1005 1006
   * mesh2d_nNodes               (mesh2d_nNodes) int64 0 1 2 3 4 ... 77 78 79 80
   * network1d_nNodes            (network1d_nNodes) int64 0 1 2 ... 1012 1013
 Dimensions without coordinates: network1d_nGeometryNodes
@@ -1000,7 +1000,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
     network1d_geom_x            (network1d_nGeometryNodes) float64 dask.array&lt;chunksize=(2290,), meta=np.ndarray&gt;
     network1d_geom_y            (network1d_nGeometryNodes) float64 dask.array&lt;chunksize=(2290,), meta=np.ndarray&gt;
 Attributes:
-    Conventions:  CF-1.8 UGRID-1.0</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-08036c82-281b-4d2e-9030-72052aa74236' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-08036c82-281b-4d2e-9030-72052aa74236' 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'>mesh2d_nNodes</span>: 81</li><li><span class='xr-has-index'>mesh2d_nFaces</span>: 64</li><li><span class='xr-has-index'>mesh2d_nEdges</span>: 144</li><li><span class='xr-has-index'>network1d_nNodes</span>: 1014</li><li><span class='xr-has-index'>network1d_nEdges</span>: 1007</li><li><span>network1d_nGeometryNodes</span>: 2290</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5aede1aa-8882-4b11-ab9d-4db731eac000' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5aede1aa-8882-4b11-ab9d-4db731eac000' class='xr-section-summary' >Coordinates: <span>(13)</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>mesh2d_node_x</span></div><div class='xr-var-dims'>(mesh2d_nNodes)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(81,), meta=np.ndarray&gt;</div><input id='attrs-f3c0d180-3908-4019-a261-603e8813b816' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f3c0d180-3908-4019-a261-603e8813b816' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4fd8b0d-ca36-4b21-ba3c-d5fb6fe18b0e' class='xr-var-data-in' type='checkbox'><label for='data-c4fd8b0d-ca36-4b21-ba3c-d5fb6fe18b0e' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><table>
+    Conventions:  CF-1.8 UGRID-1.0</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-2a6482d0-6bd2-4671-b82e-c7ff28f47429' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2a6482d0-6bd2-4671-b82e-c7ff28f47429' 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'>mesh2d_nNodes</span>: 81</li><li><span class='xr-has-index'>mesh2d_nFaces</span>: 64</li><li><span class='xr-has-index'>mesh2d_nEdges</span>: 144</li><li><span class='xr-has-index'>network1d_nNodes</span>: 1014</li><li><span class='xr-has-index'>network1d_nEdges</span>: 1007</li><li><span>network1d_nGeometryNodes</span>: 2290</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-8849dc2f-9ea0-4a0f-aeae-787278bdcb81' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8849dc2f-9ea0-4a0f-aeae-787278bdcb81' class='xr-section-summary' >Coordinates: <span>(13)</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>mesh2d_node_x</span></div><div class='xr-var-dims'>(mesh2d_nNodes)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(81,), meta=np.ndarray&gt;</div><input id='attrs-ada26c1e-6d19-44bf-8e1d-d96015be4039' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ada26c1e-6d19-44bf-8e1d-d96015be4039' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15cede53-732a-4b1e-bbac-ce86c81e9ed4' class='xr-var-data-in' type='checkbox'><label for='data-15cede53-732a-4b1e-bbac-ce86c81e9ed4' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1055,7 +1055,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mesh2d_node_y</span></div><div class='xr-var-dims'>(mesh2d_nNodes)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(81,), meta=np.ndarray&gt;</div><input id='attrs-a4c7819b-ec92-406a-8f11-dfb556f3353e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a4c7819b-ec92-406a-8f11-dfb556f3353e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d22c8dbe-f473-4364-8000-bcd66834f10f' class='xr-var-data-in' type='checkbox'><label for='data-d22c8dbe-f473-4364-8000-bcd66834f10f' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mesh2d_node_y</span></div><div class='xr-var-dims'>(mesh2d_nNodes)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(81,), meta=np.ndarray&gt;</div><input id='attrs-5bba2c06-1da0-4329-a815-b2648d659ae1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5bba2c06-1da0-4329-a815-b2648d659ae1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be0ef8e2-1ddd-40b5-8263-0e6ea8f4ab61' class='xr-var-data-in' type='checkbox'><label for='data-be0ef8e2-1ddd-40b5-8263-0e6ea8f4ab61' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1110,7 +1110,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mesh2d_face_x</span></div><div class='xr-var-dims'>(mesh2d_nFaces)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(64,), meta=np.ndarray&gt;</div><input id='attrs-8fcf6a30-7cdd-43f1-aac8-27d02974d0a5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8fcf6a30-7cdd-43f1-aac8-27d02974d0a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f227fdfe-edd3-48e5-b85e-82edccb85cbd' class='xr-var-data-in' type='checkbox'><label for='data-f227fdfe-edd3-48e5-b85e-82edccb85cbd' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mesh2d_face_x</span></div><div class='xr-var-dims'>(mesh2d_nFaces)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(64,), meta=np.ndarray&gt;</div><input id='attrs-859dad23-183a-45f9-9903-24971ee38bbb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-859dad23-183a-45f9-9903-24971ee38bbb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c6b4764-3ce6-4ac3-8cf4-ea4b1200d040' class='xr-var-data-in' type='checkbox'><label for='data-1c6b4764-3ce6-4ac3-8cf4-ea4b1200d040' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1165,7 +1165,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mesh2d_face_y</span></div><div class='xr-var-dims'>(mesh2d_nFaces)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(64,), meta=np.ndarray&gt;</div><input id='attrs-617de0bf-0420-4247-ac0d-7b0af44358f0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-617de0bf-0420-4247-ac0d-7b0af44358f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-54a3481b-ccae-4b2f-896e-0ec387bcd3c4' class='xr-var-data-in' type='checkbox'><label for='data-54a3481b-ccae-4b2f-896e-0ec387bcd3c4' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mesh2d_face_y</span></div><div class='xr-var-dims'>(mesh2d_nFaces)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(64,), meta=np.ndarray&gt;</div><input id='attrs-067e879f-86d8-4cf7-b848-2b157fb0c039' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-067e879f-86d8-4cf7-b848-2b157fb0c039' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5c2a2ea2-c7e7-4abc-b764-193d68a7f8ba' class='xr-var-data-in' type='checkbox'><label for='data-5c2a2ea2-c7e7-4abc-b764-193d68a7f8ba' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1220,7 +1220,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mesh2d_edge_x</span></div><div class='xr-var-dims'>(mesh2d_nEdges)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(144,), meta=np.ndarray&gt;</div><input id='attrs-8ac7e7b3-74f5-4561-b9b1-ffa9db5614fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ac7e7b3-74f5-4561-b9b1-ffa9db5614fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a25f480-09ce-4c28-b9b4-14b11f707192' class='xr-var-data-in' type='checkbox'><label for='data-3a25f480-09ce-4c28-b9b4-14b11f707192' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mesh2d_edge_x</span></div><div class='xr-var-dims'>(mesh2d_nEdges)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(144,), meta=np.ndarray&gt;</div><input id='attrs-2d82b854-9b70-4e27-8f95-0866225ecfc5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d82b854-9b70-4e27-8f95-0866225ecfc5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e75916a-f949-4121-a0ad-2f022967293d' class='xr-var-data-in' type='checkbox'><label for='data-7e75916a-f949-4121-a0ad-2f022967293d' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1275,7 +1275,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mesh2d_edge_y</span></div><div class='xr-var-dims'>(mesh2d_nEdges)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(144,), meta=np.ndarray&gt;</div><input id='attrs-89b35f1e-0014-4f8b-b2f0-d815e0171f95' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-89b35f1e-0014-4f8b-b2f0-d815e0171f95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-30feb8be-8bc0-498f-8d43-d16a65a7063f' class='xr-var-data-in' type='checkbox'><label for='data-30feb8be-8bc0-498f-8d43-d16a65a7063f' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mesh2d_edge_y</span></div><div class='xr-var-dims'>(mesh2d_nEdges)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(144,), meta=np.ndarray&gt;</div><input id='attrs-45f1e4d4-ca63-4307-b800-2f0c7f64d42f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-45f1e4d4-ca63-4307-b800-2f0c7f64d42f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc1a34a4-bd58-4735-81fb-573ab934b8d7' class='xr-var-data-in' type='checkbox'><label for='data-dc1a34a4-bd58-4735-81fb-573ab934b8d7' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1330,7 +1330,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_edge_x</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;</div><input id='attrs-80af45b9-235f-40f3-8813-4f72e6b5daf7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80af45b9-235f-40f3-8813-4f72e6b5daf7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fea782ae-b37a-44d6-92c5-defee38dd65a' class='xr-var-data-in' type='checkbox'><label for='data-fea782ae-b37a-44d6-92c5-defee38dd65a' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_edge_x</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;</div><input id='attrs-93529c3e-bed1-4a5d-8b64-782cf0068103' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-93529c3e-bed1-4a5d-8b64-782cf0068103' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-903e99b1-0a7c-4b2b-9dcf-9f9efbb5ad34' class='xr-var-data-in' type='checkbox'><label for='data-903e99b1-0a7c-4b2b-9dcf-9f9efbb5ad34' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1385,7 +1385,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_edge_y</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;</div><input id='attrs-c66e4884-d7af-40a2-9c5e-2821378105a9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c66e4884-d7af-40a2-9c5e-2821378105a9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e207fcf-94ea-40c1-846f-d0770e8268a1' class='xr-var-data-in' type='checkbox'><label for='data-3e207fcf-94ea-40c1-846f-d0770e8268a1' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_edge_y</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;</div><input id='attrs-4635ee30-d160-4095-9f92-9cfec53b0a86' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4635ee30-d160-4095-9f92-9cfec53b0a86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71bca48e-9469-4cee-8753-0a676991500b' class='xr-var-data-in' type='checkbox'><label for='data-71bca48e-9469-4cee-8753-0a676991500b' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1440,10 +1440,10 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>mesh2d_nFaces</span></div><div class='xr-var-dims'>(mesh2d_nFaces)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 58 59 60 61 62 63</div><input id='attrs-84a47e77-f51a-4037-9b6e-718a0b42d0e7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-84a47e77-f51a-4037-9b6e-718a0b42d0e7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21fb02bd-ab76-4b5b-bb0f-64d7a70e28a7' class='xr-var-data-in' type='checkbox'><label for='data-21fb02bd-ab76-4b5b-bb0f-64d7a70e28a7' 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,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>mesh2d_nFaces</span></div><div class='xr-var-dims'>(mesh2d_nFaces)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 58 59 60 61 62 63</div><input id='attrs-a3cd9fe0-28e0-476a-bda0-bc2c0f7f5384' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a3cd9fe0-28e0-476a-bda0-bc2c0f7f5384' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f3016c23-87f9-43ff-997e-5cdea045a191' class='xr-var-data-in' type='checkbox'><label for='data-f3016c23-87f9-43ff-997e-5cdea045a191' 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,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,
        18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35,
        36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53,
-       54, 55, 56, 57, 58, 59, 60, 61, 62, 63])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>network1d_nEdges</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 1003 1004 1005 1006</div><input id='attrs-fa3baa7d-7f37-4e17-ae2b-cfbf19e97732' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa3baa7d-7f37-4e17-ae2b-cfbf19e97732' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dcac2785-fad3-40ee-ab25-0c4c54dd7eb0' class='xr-var-data-in' type='checkbox'><label for='data-dcac2785-fad3-40ee-ab25-0c4c54dd7eb0' 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,    1,    2, ..., 1004, 1005, 1006])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>mesh2d_nEdges</span></div><div class='xr-var-dims'>(mesh2d_nEdges)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 139 140 141 142 143</div><input id='attrs-3adb17b4-9bda-4b38-a9dc-7557b9b1d173' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3adb17b4-9bda-4b38-a9dc-7557b9b1d173' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ef8a9e0-3b85-48ee-934e-eef4e21e3b45' class='xr-var-data-in' type='checkbox'><label for='data-6ef8a9e0-3b85-48ee-934e-eef4e21e3b45' 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,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,  13,
+       54, 55, 56, 57, 58, 59, 60, 61, 62, 63])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>mesh2d_nEdges</span></div><div class='xr-var-dims'>(mesh2d_nEdges)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 139 140 141 142 143</div><input id='attrs-f20aaae7-aa99-4f2f-96e2-a65311b3ada5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f20aaae7-aa99-4f2f-96e2-a65311b3ada5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1c2ae3c-5497-49db-9122-14f5ba2c79ef' class='xr-var-data-in' type='checkbox'><label for='data-b1c2ae3c-5497-49db-9122-14f5ba2c79ef' 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,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,  13,
         14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,  27,
         28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,  40,  41,
         42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,  53,  54,  55,
@@ -1453,11 +1453,11 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
         98,  99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111,
        112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125,
        126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139,
-       140, 141, 142, 143])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>mesh2d_nNodes</span></div><div class='xr-var-dims'>(mesh2d_nNodes)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 75 76 77 78 79 80</div><input id='attrs-0f591672-bd75-4a03-a4bb-6109ba046504' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0f591672-bd75-4a03-a4bb-6109ba046504' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74e1f9a5-a797-45a2-b833-d7acec2b302a' class='xr-var-data-in' type='checkbox'><label for='data-74e1f9a5-a797-45a2-b833-d7acec2b302a' 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,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,
+       140, 141, 142, 143])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>network1d_nEdges</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 1003 1004 1005 1006</div><input id='attrs-82786bbe-99aa-41ec-8e07-c00189fe41a2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-82786bbe-99aa-41ec-8e07-c00189fe41a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f933f6bf-c8ef-45a5-93d6-903e772c7f32' class='xr-var-data-in' type='checkbox'><label for='data-f933f6bf-c8ef-45a5-93d6-903e772c7f32' 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,    1,    2, ..., 1004, 1005, 1006])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>mesh2d_nNodes</span></div><div class='xr-var-dims'>(mesh2d_nNodes)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 75 76 77 78 79 80</div><input id='attrs-cbecbcf2-c8b1-4305-b90e-f293abb55dce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cbecbcf2-c8b1-4305-b90e-f293abb55dce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf35e653-81b3-4cee-821c-c2252dbcd592' class='xr-var-data-in' type='checkbox'><label for='data-cf35e653-81b3-4cee-821c-c2252dbcd592' 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,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,
        18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35,
        36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53,
        54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71,
-       72, 73, 74, 75, 76, 77, 78, 79, 80])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>network1d_nNodes</span></div><div class='xr-var-dims'>(network1d_nNodes)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 1010 1011 1012 1013</div><input id='attrs-57f10f91-1d6d-46d1-ac81-42118c5465a1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-57f10f91-1d6d-46d1-ac81-42118c5465a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5462046-7c35-4e98-9fde-baf6a544c542' class='xr-var-data-in' type='checkbox'><label for='data-f5462046-7c35-4e98-9fde-baf6a544c542' 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,    1,    2, ..., 1011, 1012, 1013])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b361705e-f250-4a81-abcd-b2c43f686a14' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b361705e-f250-4a81-abcd-b2c43f686a14' class='xr-section-summary' >Data variables: <span>(12)</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>network1d_node_x</span></div><div class='xr-var-dims'>(network1d_nNodes)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1014,), meta=np.ndarray&gt;</div><input id='attrs-3225c2af-1802-48d9-aca8-4702897ed5bc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3225c2af-1802-48d9-aca8-4702897ed5bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e631c1e1-502b-4ece-846a-b6c285177242' class='xr-var-data-in' type='checkbox'><label for='data-e631c1e1-502b-4ece-846a-b6c285177242' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>long_name :</span></dt><dd>x coordinates of network nodes</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>
+       72, 73, 74, 75, 76, 77, 78, 79, 80])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>network1d_nNodes</span></div><div class='xr-var-dims'>(network1d_nNodes)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 1010 1011 1012 1013</div><input id='attrs-78eb70c3-cf7c-456f-b6b1-4d6d3033e087' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-78eb70c3-cf7c-456f-b6b1-4d6d3033e087' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29d76a49-3780-414a-9f1e-3596245c5c95' class='xr-var-data-in' type='checkbox'><label for='data-29d76a49-3780-414a-9f1e-3596245c5c95' 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,    1,    2, ..., 1011, 1012, 1013])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-dc072dee-a3e0-48b9-bbb8-7f74eca49473' class='xr-section-summary-in' type='checkbox'  checked><label for='section-dc072dee-a3e0-48b9-bbb8-7f74eca49473' class='xr-section-summary' >Data variables: <span>(12)</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>network1d_node_x</span></div><div class='xr-var-dims'>(network1d_nNodes)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1014,), meta=np.ndarray&gt;</div><input id='attrs-bcb2b11e-4837-456a-8ab6-bb1e835982fb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bcb2b11e-4837-456a-8ab6-bb1e835982fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0365cff4-979d-4e2a-9762-5d88b111b9d7' class='xr-var-data-in' type='checkbox'><label for='data-0365cff4-979d-4e2a-9762-5d88b111b9d7' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>long_name :</span></dt><dd>x coordinates of network nodes</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1512,7 +1512,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_node_y</span></div><div class='xr-var-dims'>(network1d_nNodes)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1014,), meta=np.ndarray&gt;</div><input id='attrs-f1c6c077-5ce0-483d-9c5d-85fb9abe9935' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f1c6c077-5ce0-483d-9c5d-85fb9abe9935' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-161d2dee-ea03-4626-a172-4e4bb0a46540' class='xr-var-data-in' type='checkbox'><label for='data-161d2dee-ea03-4626-a172-4e4bb0a46540' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>long_name :</span></dt><dd>y coordinates of network nodes</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_node_y</span></div><div class='xr-var-dims'>(network1d_nNodes)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1014,), meta=np.ndarray&gt;</div><input id='attrs-4d331190-b34c-4ec5-8198-17d5bf9f406b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4d331190-b34c-4ec5-8198-17d5bf9f406b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e1bd3563-297c-4ed4-ac7d-8aecad5f9f8f' class='xr-var-data-in' type='checkbox'><label for='data-e1bd3563-297c-4ed4-ac7d-8aecad5f9f8f' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>long_name :</span></dt><dd>y coordinates of network nodes</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1567,7 +1567,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_node_id</span></div><div class='xr-var-dims'>(network1d_nNodes)</div><div class='xr-var-dtype'>|S40</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1014,), meta=np.ndarray&gt;</div><input id='attrs-7fdce674-4348-445b-9f93-38b5e49f400b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7fdce674-4348-445b-9f93-38b5e49f400b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d564cb55-b3fa-4b5a-959a-e744d11c7178' class='xr-var-data-in' type='checkbox'><label for='data-d564cb55-b3fa-4b5a-959a-e744d11c7178' 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>ID of network nodes</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_node_id</span></div><div class='xr-var-dims'>(network1d_nNodes)</div><div class='xr-var-dtype'>|S40</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1014,), meta=np.ndarray&gt;</div><input id='attrs-bd8c6152-9ea5-4da2-a337-2b3af736cbac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bd8c6152-9ea5-4da2-a337-2b3af736cbac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-144a10c7-bc91-4691-947d-cfd9ba2c18d3' class='xr-var-data-in' type='checkbox'><label for='data-144a10c7-bc91-4691-947d-cfd9ba2c18d3' 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>ID of network nodes</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1622,7 +1622,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_node_long_name</span></div><div class='xr-var-dims'>(network1d_nNodes)</div><div class='xr-var-dtype'>|S80</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1014,), meta=np.ndarray&gt;</div><input id='attrs-99b264e8-e4a0-4b6d-92a9-a9bdf4a6f111' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-99b264e8-e4a0-4b6d-92a9-a9bdf4a6f111' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0a6ea0f-4917-48b7-a83f-8f78d91a35ed' class='xr-var-data-in' type='checkbox'><label for='data-f0a6ea0f-4917-48b7-a83f-8f78d91a35ed' 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>Long name of network nodes</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_node_long_name</span></div><div class='xr-var-dims'>(network1d_nNodes)</div><div class='xr-var-dtype'>|S80</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1014,), meta=np.ndarray&gt;</div><input id='attrs-3b13ba3a-3db4-4b57-8cdf-0ca155029912' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3b13ba3a-3db4-4b57-8cdf-0ca155029912' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1658575-463a-44d7-822e-0919abb6fc02' class='xr-var-data-in' type='checkbox'><label for='data-a1658575-463a-44d7-822e-0919abb6fc02' 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>Long name of network nodes</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1677,7 +1677,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_branch_id</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>|S40</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;</div><input id='attrs-ecaff700-66fc-494a-b399-b47d687a1faa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ecaff700-66fc-494a-b399-b47d687a1faa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c5ac668-ef8a-4c13-83c3-79f1708a9978' class='xr-var-data-in' type='checkbox'><label for='data-9c5ac668-ef8a-4c13-83c3-79f1708a9978' 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>ID of branch geometries</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_branch_id</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>|S40</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;</div><input id='attrs-362c7e98-1a6e-4bc4-b9c0-137ef206c0dd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-362c7e98-1a6e-4bc4-b9c0-137ef206c0dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc042aa7-2b84-4beb-b338-f087c239ea02' class='xr-var-data-in' type='checkbox'><label for='data-fc042aa7-2b84-4beb-b338-f087c239ea02' 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>ID of branch geometries</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1732,7 +1732,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_branch_long_name</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>|S80</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;</div><input id='attrs-a31586f4-8462-4692-b315-c9d66b33c6ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a31586f4-8462-4692-b315-c9d66b33c6ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a3b7f65-317c-4c33-8b14-d8acf176a2a3' class='xr-var-data-in' type='checkbox'><label for='data-1a3b7f65-317c-4c33-8b14-d8acf176a2a3' 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>Long name of branch geometries</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_branch_long_name</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>|S80</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;</div><input id='attrs-2921847a-c223-4206-9d2c-caf8b3a75dca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2921847a-c223-4206-9d2c-caf8b3a75dca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71faf22a-5ff1-4861-8d37-c3ad044f8f62' class='xr-var-data-in' type='checkbox'><label for='data-71faf22a-5ff1-4861-8d37-c3ad044f8f62' 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>Long name of branch geometries</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1787,7 +1787,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_edge_length</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;</div><input id='attrs-4f982ce8-3d69-437d-bc6e-c3188ff7af3e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4f982ce8-3d69-437d-bc6e-c3188ff7af3e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9adeb371-cb86-417d-90c0-94c9157c6e9d' class='xr-var-data-in' type='checkbox'><label for='data-9adeb371-cb86-417d-90c0-94c9157c6e9d' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>long_name :</span></dt><dd>Real length of branch geometries</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_edge_length</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;</div><input id='attrs-ec180f32-47f7-49d4-b7fe-dfc45d4ecc39' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ec180f32-47f7-49d4-b7fe-dfc45d4ecc39' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d98c7e1c-6cc2-456d-8928-bfae0edf5956' class='xr-var-data-in' type='checkbox'><label for='data-d98c7e1c-6cc2-456d-8928-bfae0edf5956' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>long_name :</span></dt><dd>Real length of branch geometries</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1842,7 +1842,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_branch_order</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;</div><input id='attrs-60e29502-9943-444d-9d61-20c350e9cdd0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-60e29502-9943-444d-9d61-20c350e9cdd0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4249879f-ddf7-4aff-b1e0-b40ea6a67f7b' class='xr-var-data-in' type='checkbox'><label for='data-4249879f-ddf7-4aff-b1e0-b40ea6a67f7b' 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>Order of branches for interpolation</dd><dt><span>mesh :</span></dt><dd>network1d</dd><dt><span>location :</span></dt><dd>edge</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_branch_order</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;</div><input id='attrs-26c84087-9772-47a4-a31e-ad2bab378b5b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-26c84087-9772-47a4-a31e-ad2bab378b5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e140e01b-1352-4592-9524-9f139213e913' class='xr-var-data-in' type='checkbox'><label for='data-e140e01b-1352-4592-9524-9f139213e913' 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>Order of branches for interpolation</dd><dt><span>mesh :</span></dt><dd>network1d</dd><dt><span>location :</span></dt><dd>edge</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1897,7 +1897,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_geometry</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ec294228-b899-401b-8f7a-12914fb60506' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ec294228-b899-401b-8f7a-12914fb60506' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9146af35-192c-419e-9997-9feb132d48c1' class='xr-var-data-in' type='checkbox'><label for='data-9146af35-192c-419e-9997-9feb132d48c1' 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>geometry_type :</span></dt><dd>line</dd><dt><span>long_name :</span></dt><dd>1D Geometry</dd><dt><span>node_count :</span></dt><dd>network1d_geom_node_count</dd><dt><span>node_coordinates :</span></dt><dd>network1d_geom_x network1d_geom_y</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_geom_node_count</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;</div><input id='attrs-2dd9c47c-6ada-43bb-a537-f9fe4bdb20dd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2dd9c47c-6ada-43bb-a537-f9fe4bdb20dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3802122f-604d-4f36-9877-f5fdd5fca19b' class='xr-var-data-in' type='checkbox'><label for='data-3802122f-604d-4f36-9877-f5fdd5fca19b' 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>Number of geometry nodes per branch</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_geometry</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-54db7293-a7b4-46db-be92-72df3ba42142' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-54db7293-a7b4-46db-be92-72df3ba42142' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f62e3d2-76f2-4640-b202-f2e3eff0a4d5' class='xr-var-data-in' type='checkbox'><label for='data-3f62e3d2-76f2-4640-b202-f2e3eff0a4d5' 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>geometry_type :</span></dt><dd>line</dd><dt><span>long_name :</span></dt><dd>1D Geometry</dd><dt><span>node_count :</span></dt><dd>network1d_geom_node_count</dd><dt><span>node_coordinates :</span></dt><dd>network1d_geom_x network1d_geom_y</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_geom_node_count</span></div><div class='xr-var-dims'>(network1d_nEdges)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1007,), meta=np.ndarray&gt;</div><input id='attrs-76b65be2-b09c-48f8-8480-fc6151e63bb5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-76b65be2-b09c-48f8-8480-fc6151e63bb5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b433c3a-0e79-413d-ab49-d3cf145a448b' class='xr-var-data-in' type='checkbox'><label for='data-1b433c3a-0e79-413d-ab49-d3cf145a448b' 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>Number of geometry nodes per branch</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1952,7 +1952,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_geom_x</span></div><div class='xr-var-dims'>(network1d_nGeometryNodes)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2290,), meta=np.ndarray&gt;</div><input id='attrs-1ff54f2d-bd0e-4b80-9cad-17486283aa71' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ff54f2d-bd0e-4b80-9cad-17486283aa71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78bedd19-50e0-4e6a-a492-d8a301f41de2' class='xr-var-data-in' type='checkbox'><label for='data-78bedd19-50e0-4e6a-a492-d8a301f41de2' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>long_name :</span></dt><dd>x-coordinate of branch geometry nodes</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_geom_x</span></div><div class='xr-var-dims'>(network1d_nGeometryNodes)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2290,), meta=np.ndarray&gt;</div><input id='attrs-10c1c0d5-b83f-4b08-abbc-3d1b0aac2bb9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-10c1c0d5-b83f-4b08-abbc-3d1b0aac2bb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b4b03dd-9f0c-43a2-92b2-72a5c1e5c80b' class='xr-var-data-in' type='checkbox'><label for='data-3b4b03dd-9f0c-43a2-92b2-72a5c1e5c80b' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>long_name :</span></dt><dd>x-coordinate of branch geometry nodes</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2007,7 +2007,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_geom_y</span></div><div class='xr-var-dims'>(network1d_nGeometryNodes)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2290,), meta=np.ndarray&gt;</div><input id='attrs-380730f8-fa52-487c-8c79-9883026d98dd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-380730f8-fa52-487c-8c79-9883026d98dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3550b48e-fe2b-479c-870e-382bac14953b' class='xr-var-data-in' type='checkbox'><label for='data-3550b48e-fe2b-479c-870e-382bac14953b' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>long_name :</span></dt><dd>y-coordinate of branch geometry nodes</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>network1d_geom_y</span></div><div class='xr-var-dims'>(network1d_nGeometryNodes)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2290,), meta=np.ndarray&gt;</div><input id='attrs-83bb374e-0dfe-43cf-a5a8-daaf0ba8acbf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83bb374e-0dfe-43cf-a5a8-daaf0ba8acbf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf23fd34-481d-4242-b711-40edde5fcc3f' class='xr-var-data-in' type='checkbox'><label for='data-bf23fd34-481d-4242-b711-40edde5fcc3f' 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>_FillValue :</span></dt><dd>nan</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>long_name :</span></dt><dd>y-coordinate of branch geometry nodes</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2062,7 +2062,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </svg>
         </td>
     </tr>
-</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-d6d00902-836a-4ce3-a6ee-1c00d6e73dae' class='xr-section-summary-in' type='checkbox'  ><label for='section-d6d00902-836a-4ce3-a6ee-1c00d6e73dae' class='xr-section-summary' >Indexes: <span>(5)</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-index-name'><div>mesh2d_nFaces</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-862a7b97-c953-4979-94a0-b3d714b756e1' class='xr-index-data-in' type='checkbox'/><label for='index-862a7b97-c953-4979-94a0-b3d714b756e1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(RangeIndex(start=0, stop=64, step=1, name=&#x27;mesh2d_nFaces&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>network1d_nEdges</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e0b0dfad-5dc3-4c49-95fb-b5e990f2685b' class='xr-index-data-in' type='checkbox'/><label for='index-e0b0dfad-5dc3-4c49-95fb-b5e990f2685b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(RangeIndex(start=0, stop=1007, step=1, name=&#x27;network1d_nEdges&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>mesh2d_nEdges</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c311c83c-b27f-4d53-a4bb-c89012d9ff20' class='xr-index-data-in' type='checkbox'/><label for='index-c311c83c-b27f-4d53-a4bb-c89012d9ff20' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(RangeIndex(start=0, stop=144, step=1, name=&#x27;mesh2d_nEdges&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>mesh2d_nNodes</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-31f9ad8e-b080-4da5-bc9c-593541c1e0ff' class='xr-index-data-in' type='checkbox'/><label for='index-31f9ad8e-b080-4da5-bc9c-593541c1e0ff' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(RangeIndex(start=0, stop=81, step=1, name=&#x27;mesh2d_nNodes&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>network1d_nNodes</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3d0a07f9-4fec-427e-ba04-6ae224f86f64' class='xr-index-data-in' type='checkbox'/><label for='index-3d0a07f9-4fec-427e-ba04-6ae224f86f64' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(RangeIndex(start=0, stop=1014, step=1, name=&#x27;network1d_nNodes&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-41480053-1824-49fc-9cd2-6576393e4a32' class='xr-section-summary-in' type='checkbox'  checked><label for='section-41480053-1824-49fc-9cd2-6576393e4a32' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8 UGRID-1.0</dd></dl></div></li></ul></div></div></div>
+</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-d76be71c-7c58-4874-b776-c606d1806cfc' class='xr-section-summary-in' type='checkbox'  ><label for='section-d76be71c-7c58-4874-b776-c606d1806cfc' class='xr-section-summary' >Indexes: <span>(5)</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-index-name'><div>mesh2d_nFaces</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-48a762a0-9613-4cda-8b28-fe1dcca78d8f' class='xr-index-data-in' type='checkbox'/><label for='index-48a762a0-9613-4cda-8b28-fe1dcca78d8f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(RangeIndex(start=0, stop=64, step=1, name=&#x27;mesh2d_nFaces&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>mesh2d_nEdges</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3c96543f-0fbf-494f-9971-c2e9b068df0d' class='xr-index-data-in' type='checkbox'/><label for='index-3c96543f-0fbf-494f-9971-c2e9b068df0d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(RangeIndex(start=0, stop=144, step=1, name=&#x27;mesh2d_nEdges&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>network1d_nEdges</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b2988d53-adff-4768-b908-e46275a042f0' class='xr-index-data-in' type='checkbox'/><label for='index-b2988d53-adff-4768-b908-e46275a042f0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(RangeIndex(start=0, stop=1007, step=1, name=&#x27;network1d_nEdges&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>mesh2d_nNodes</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-21bd51c2-b2cf-4ec2-99fc-20a892aba494' class='xr-index-data-in' type='checkbox'/><label for='index-21bd51c2-b2cf-4ec2-99fc-20a892aba494' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(RangeIndex(start=0, stop=81, step=1, name=&#x27;mesh2d_nNodes&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>network1d_nNodes</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a8584cf9-3bc4-4eb5-a7dd-457326d59199' class='xr-index-data-in' type='checkbox'/><label for='index-a8584cf9-3bc4-4eb5-a7dd-457326d59199' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(RangeIndex(start=0, stop=1014, step=1, name=&#x27;network1d_nNodes&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-926fe96c-0d67-4054-ad26-3d3b27f386fc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-926fe96c-0d67-4054-ad26-3d3b27f386fc' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8 UGRID-1.0</dd></dl></div></li></ul></div></div></div>
 </div>
 <p>In HydroMT, you have a couple of <a class="reference external" href="https://deltares.github.io/hydromt/latest/api.html#id8">properties</a> that allow you to get the names of the different grids in mesh <em>mesh_names</em>, extract a specific grid from the mesh with <em>mesh_datasets</em> or without data <em>mesh_grids</em> or convert the grids to geopandas.GeoDataFrame <em>mesh_gdf</em>.</p>
 <p>Let’s check the available grids in our mesh and plot them:</p>
@@ -2080,7 +2080,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-[&#39;network1d&#39;, &#39;mesh2d&#39;]
+[&#39;mesh2d&#39;, &#39;network1d&#39;]
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@@ -2141,7 +2141,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
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-2024-01-31 08:54:46,550 - working with mesh models - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:14:08,352 - working with mesh models - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
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@@ -2149,7 +2149,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
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-2024-01-31 08:54:46,550 - working with mesh models - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:14:08,352 - working with mesh models - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
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@@ -2157,7 +2157,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
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-2024-01-31 08:54:46,595 - working with mesh models - data_catalog - INFO - Parsing data catalog from data/vito_reclass.yml
+2024-01-31 09:14:08,397 - working with mesh models - data_catalog - INFO - Parsing data catalog from data/vito_reclass.yml
 </pre></div></div>
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@@ -2165,7 +2165,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
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-2024-01-31 08:54:46,597 - working with mesh models - log - DEBUG - Writing log messages to new file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_mesh_model/hydromt.log.
+2024-01-31 09:14:08,398 - working with mesh models - log - DEBUG - Writing log messages to new file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_mesh_model/hydromt.log.
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@@ -2173,7 +2173,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
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-2024-01-31 08:54:46,597 - working with mesh models - model_api - INFO - Initializing mesh_model model from hydromt (v0.9.2).
+2024-01-31 09:14:08,399 - working with mesh models - model_api - INFO - Initializing mesh_model model from hydromt (v0.9.2).
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@@ -2210,7 +2210,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
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-2024-01-31 08:54:46,603 - working with mesh models - model_mesh - INFO - Preparing 2D mesh.
+2024-01-31 09:14:08,405 - working with mesh models - model_mesh - INFO - Preparing 2D mesh.
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@@ -2218,7 +2218,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
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-2024-01-31 08:54:46,624 - working with mesh models - basin_mask - DEBUG - Parsed region (kind=mesh): {&#39;grid_name&#39;: &#39;mesh2d&#39;, &#39;mesh&#39;: &lt;xarray.Dataset&gt;
+2024-01-31 09:14:08,426 - working with mesh models - basin_mask - DEBUG - Parsed region (kind=mesh): {&#39;grid_name&#39;: &#39;mesh2d&#39;, &#39;mesh&#39;: &lt;xarray.Dataset&gt;
 Dimensions:                     (mesh2d_nNodes: 81, mesh2d_nFaces: 64,
                                  mesh2d_nEdges: 144, network1d_nNodes: 1014,
                                  network1d_nEdges: 1007,
@@ -2233,8 +2233,8 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
     ...                          ...
     spatial_ref                 int32 ...
   * mesh2d_nFaces               (mesh2d_nFaces) int64 0 1 2 3 4 ... 60 61 62 63
-  * network1d_nEdges            (network1d_nEdges) int64 0 1 2 ... 1005 1006
   * mesh2d_nEdges               (mesh2d_nEdges) int64 0 1 2 3 ... 141 142 143
+  * network1d_nEdges            (network1d_nEdges) int64 0 1 2 ... 1005 1006
   * mesh2d_nNodes               (mesh2d_nNodes) int64 0 1 2 3 4 ... 77 78 79 80
   * network1d_nNodes            (network1d_nNodes) int64 0 1 2 ... 1012 1013
 Dimensions without coordinates: network1d_nGeometryNodes
@@ -2260,7 +2260,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
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-2024-01-31 08:54:46,630 - working with mesh models - mesh - WARNING - Mesh data from mesh file doesn&#39;t have a CRS. Assuming crs option EPSG:3857
+2024-01-31 09:14:08,433 - working with mesh models - mesh - WARNING - Mesh data from mesh file doesn&#39;t have a CRS. Assuming crs option EPSG:3857
 </pre></div></div>
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-2024-01-31 08:54:46,638 - working with mesh models - model_mesh - INFO - Preparing 2D mesh.
+2024-01-31 09:14:08,441 - working with mesh models - model_mesh - INFO - Preparing 2D mesh.
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@@ -2276,7 +2276,7 @@ <h2>Mesh component properties and preparation with setup_mesh2d method<a class="
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-2024-01-31 08:54:46,639 - working with mesh models - basin_mask - DEBUG - Parsed region (kind=bbox): {&#39;bbox&#39;: [12.09, 46.45, 12.2, 46.5]}
+2024-01-31 09:14:08,441 - working with mesh models - basin_mask - DEBUG - Parsed region (kind=bbox): {&#39;bbox&#39;: [12.09, 46.45, 12.2, 46.5]}
 </pre></div></div>
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@@ -2347,7 +2347,7 @@ <h2>Add data to 2D mesh<a class="headerlink" href="#Add-data-to-2D-mesh" title="
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 <div class="highlight"><pre>
-2024-01-31 08:54:46,792 - working with mesh models - model_mesh - INFO - Preparing mesh data from raster source merit_hydro_1k
+2024-01-31 09:14:08,605 - working with mesh models - model_mesh - INFO - Preparing mesh data from raster source merit_hydro_1k
 </pre></div></div>
 </div>
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@@ -2355,7 +2355,7 @@ <h2>Add data to 2D mesh<a class="headerlink" href="#Add-data-to-2D-mesh" title="
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 <div class="highlight"><pre>
-2024-01-31 08:54:46,800 - working with mesh models - rasterdataset - INFO - Reading merit_hydro_1k raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro_1k/{variable}.tif
+2024-01-31 09:14:08,613 - working with mesh models - rasterdataset - INFO - Reading merit_hydro_1k raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro_1k/{variable}.tif
 </pre></div></div>
 </div>
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@@ -2363,7 +2363,7 @@ <h2>Add data to 2D mesh<a class="headerlink" href="#Add-data-to-2D-mesh" title="
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 <div class="highlight"><pre>
-2024-01-31 08:54:46,816 - working with mesh models - rasterdataset - DEBUG - Clip to [12.091, 46.452, 12.199, 46.501] (epsg:4326))
+2024-01-31 09:14:08,630 - working with mesh models - rasterdataset - DEBUG - Clip to [12.091, 46.452, 12.199, 46.501] (epsg:4326))
 </pre></div></div>
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@@ -2371,7 +2371,7 @@ <h2>Add data to 2D mesh<a class="headerlink" href="#Add-data-to-2D-mesh" title="
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:54:46,826 - working with mesh models - mesh - INFO - Preparing regridder for centroid method
+2024-01-31 09:14:08,641 - working with mesh models - mesh - INFO - Preparing regridder for centroid method
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2379,7 +2379,7 @@ <h2>Add data to 2D mesh<a class="headerlink" href="#Add-data-to-2D-mesh" title="
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:54:46,846 - working with mesh models - mesh - INFO - Resampling elevtn to mesh2d using centroid method
+2024-01-31 09:14:08,661 - working with mesh models - mesh - INFO - Resampling elevtn to mesh2d using centroid method
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2387,7 +2387,7 @@ <h2>Add data to 2D mesh<a class="headerlink" href="#Add-data-to-2D-mesh" title="
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:54:46,861 - working with mesh models - model_mesh - INFO - Preparing mesh data by reclassifying the data in vito based on vito_reclass.
+2024-01-31 09:14:08,677 - working with mesh models - model_mesh - INFO - Preparing mesh data by reclassifying the data in vito based on vito_reclass.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2395,7 +2395,7 @@ <h2>Add data to 2D mesh<a class="headerlink" href="#Add-data-to-2D-mesh" title="
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:46,867 - working with mesh models - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
+2024-01-31 09:14:08,683 - working with mesh models - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2403,7 +2403,7 @@ <h2>Add data to 2D mesh<a class="headerlink" href="#Add-data-to-2D-mesh" title="
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:46,880 - working with mesh models - rasterdataset - DEBUG - Clip to [12.091, 46.452, 12.199, 46.501] (epsg:4326))
+2024-01-31 09:14:08,697 - working with mesh models - rasterdataset - DEBUG - Clip to [12.091, 46.452, 12.199, 46.501] (epsg:4326))
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2411,7 +2411,7 @@ <h2>Add data to 2D mesh<a class="headerlink" href="#Add-data-to-2D-mesh" title="
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:54:46,882 - working with mesh models - dataframe - INFO - Reading vito_reclass csv data from /home/runner/work/hydromt/hydromt/docs/_examples/data/vito_reclass.csv
+2024-01-31 09:14:08,698 - working with mesh models - dataframe - INFO - Reading vito_reclass csv data from /home/runner/work/hydromt/hydromt/docs/_examples/data/vito_reclass.csv
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2419,7 +2419,7 @@ <h2>Add data to 2D mesh<a class="headerlink" href="#Add-data-to-2D-mesh" title="
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:46,915 - working with mesh models - mesh - INFO - Preparing regridder for mean method
+2024-01-31 09:14:08,733 - working with mesh models - mesh - INFO - Preparing regridder for mean method
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2427,7 +2427,7 @@ <h2>Add data to 2D mesh<a class="headerlink" href="#Add-data-to-2D-mesh" title="
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 <div class="highlight"><pre>
-2024-01-31 08:54:46,953 - working with mesh models - mesh - INFO - Preparing regridder for mode method
+2024-01-31 09:14:08,761 - working with mesh models - mesh - INFO - Preparing regridder for mode method
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2435,7 +2435,7 @@ <h2>Add data to 2D mesh<a class="headerlink" href="#Add-data-to-2D-mesh" title="
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:54:46,956 - working with mesh models - mesh - INFO - Resampling landuse to mesh2d using mode method
+2024-01-31 09:14:08,764 - working with mesh models - mesh - INFO - Resampling landuse to mesh2d using mode method
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2443,7 +2443,7 @@ <h2>Add data to 2D mesh<a class="headerlink" href="#Add-data-to-2D-mesh" title="
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:54:49,177 - working with mesh models - mesh - INFO - Resampling manning to mesh2d using mean method
+2024-01-31 09:14:11,153 - working with mesh models - mesh - INFO - Resampling manning to mesh2d using mean method
 </pre></div></div>
 </div>
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diff --git a/v0.9.2/_examples/working_with_models.html b/v0.9.2/_examples/working_with_models.html
index fe3076376..9eeedc652 100644
--- a/v0.9.2/_examples/working_with_models.html
+++ b/v0.9.2/_examples/working_with_models.html
@@ -540,7 +540,7 @@ <h1>Example: Working with models in Python<a class="headerlink" href="#Example:-
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:54,953 - working with models - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:14:17,040 - working with models - log - INFO - HydroMT version: 0.9.2
 </pre></div></div>
 </div>
 <section id="Available-models-in-HydroMT">
@@ -989,7 +989,7 @@ <h2>Model components<a class="headerlink" href="#Model-components" title="Link t
 </style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;
 Dimensions:  ()
 Data variables:
-    *empty*</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-97058719-4de7-420b-8284-887bfd790475' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-97058719-4de7-420b-8284-887bfd790475' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0ac8f237-e437-492a-8bf6-b6d5176f6295' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0ac8f237-e437-492a-8bf6-b6d5176f6295' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-f3c94b37-39ff-4ffc-b0dd-c7678616002a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f3c94b37-39ff-4ffc-b0dd-c7678616002a' class='xr-section-summary'  title='Expand/collapse section'>Data variables: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-1301d8b9-c72c-41a0-8da8-c0baa8d3de45' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1301d8b9-c72c-41a0-8da8-c0baa8d3de45' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-e6dfc1be-f8b4-4541-b404-66978d3bf0cc' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e6dfc1be-f8b4-4541-b404-66978d3bf0cc' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
+    *empty*</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-d54ae60e-138a-4fce-94cf-519b2d041475' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d54ae60e-138a-4fce-94cf-519b2d041475' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-42715a95-2a6e-4cd2-9dbc-da77d0487fb1' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-42715a95-2a6e-4cd2-9dbc-da77d0487fb1' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-c70d8ce0-186f-4dc1-a5af-23b78f844872' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c70d8ce0-186f-4dc1-a5af-23b78f844872' class='xr-section-summary'  title='Expand/collapse section'>Data variables: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-05b65e33-433c-40bf-aae4-867ce1086b69' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-05b65e33-433c-40bf-aae4-867ce1086b69' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-e8ba3ed3-0780-44f2-a337-a29800f63ede' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e8ba3ed3-0780-44f2-a337-a29800f63ede' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
 </div>
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@@ -1036,7 +1036,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
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-2024-01-31 08:54:55,016 - working with models - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:14:17,116 - working with models - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
 </pre></div></div>
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-2024-01-31 08:54:55,017 - working with models - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:14:17,116 - working with models - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
 </pre></div></div>
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-2024-01-31 08:54:55,065 - working with models - data_catalog - INFO - Parsing data catalog from data/vito_reclass.yml
+2024-01-31 09:14:17,162 - working with models - data_catalog - INFO - Parsing data catalog from data/vito_reclass.yml
 </pre></div></div>
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@@ -1060,7 +1060,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
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-2024-01-31 08:54:55,067 - working with models - log - DEBUG - Writing log messages to new file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py/hydromt.log.
+2024-01-31 09:14:17,164 - working with models - log - DEBUG - Writing log messages to new file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py/hydromt.log.
 </pre></div></div>
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-2024-01-31 08:54:55,067 - working with models - model_api - INFO - Initializing grid_model model from hydromt (v0.9.2).
+2024-01-31 09:14:17,165 - working with models - model_api - INFO - Initializing grid_model model from hydromt (v0.9.2).
 </pre></div></div>
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-2024-01-31 08:54:55,072 - working with models - model_grid - INFO - Preparing 2D grid.
+2024-01-31 09:14:17,170 - working with models - model_grid - INFO - Preparing 2D grid.
 </pre></div></div>
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@@ -1102,7 +1102,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
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 <div class="highlight"><pre>
-2024-01-31 08:54:55,073 - working with models - basin_mask - DEBUG - Parsed region (kind=subbasin): {&#39;uparea&#39;: 50, &#39;xy&#39;: [12.2051, 45.8331]}
+2024-01-31 09:14:17,171 - working with models - basin_mask - DEBUG - Parsed region (kind=subbasin): {&#39;uparea&#39;: 50, &#39;xy&#39;: [12.2051, 45.8331]}
 </pre></div></div>
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@@ -1110,7 +1110,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
 </div>
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-2024-01-31 08:54:55,075 - working with models - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
+2024-01-31 09:14:17,173 - working with models - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
 </pre></div></div>
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@@ -1118,7 +1118,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
 </div>
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-2024-01-31 08:54:55,248 - working with models - basin_mask - DEBUG - Getting basin IDs at point locations.
+2024-01-31 09:14:17,368 - working with models - basin_mask - DEBUG - Getting basin IDs at point locations.
 </pre></div></div>
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@@ -1126,7 +1126,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:54:58,674 - working with models - basin_mask - INFO - subbasin bbox: [11.7750, 45.8042, 12.7450, 46.6900]
+2024-01-31 09:14:20,904 - working with models - basin_mask - INFO - subbasin bbox: [11.7750, 45.8042, 12.7450, 46.6900]
 </pre></div></div>
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@@ -1134,7 +1134,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:54:58,710 - working with models - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
+2024-01-31 09:14:20,940 - working with models - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
 </pre></div></div>
 </div>
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@@ -1142,7 +1142,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:58,725 - working with models - rasterdataset - DEBUG - Clip to [11.775, 45.804, 12.745, 46.690] (epsg:4326))
+2024-01-31 09:14:20,956 - working with models - rasterdataset - DEBUG - Clip to [11.775, 45.804, 12.745, 46.690] (epsg:4326))
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -1217,7 +1217,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:54:59,422 - working with models - model_api - DEBUG - Setting model config options.
+2024-01-31 09:14:21,675 - working with models - model_api - DEBUG - Setting model config options.
 </pre></div></div>
 </div>
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@@ -1225,7 +1225,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:59,423 - working with models - model_api - ERROR - Default config file not found at grid_model/model.ini
+2024-01-31 09:14:21,676 - working with models - model_api - ERROR - Default config file not found at grid_model/model.ini
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -1268,7 +1268,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:59,429 - working with models - model_grid - INFO - Preparing grid data from raster source merit_hydro_1k
+2024-01-31 09:14:21,682 - working with models - model_grid - INFO - Preparing grid data from raster source merit_hydro_1k
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1276,7 +1276,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:59,430 - working with models - rasterdataset - INFO - Reading merit_hydro_1k raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro_1k/{variable}.tif
+2024-01-31 09:14:21,683 - working with models - rasterdataset - INFO - Reading merit_hydro_1k raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro_1k/{variable}.tif
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1284,7 +1284,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:59,448 - working with models - rasterdataset - DEBUG - Clip to [11.775, 45.804, 12.745, 46.690] (epsg:4326))
+2024-01-31 09:14:21,701 - working with models - rasterdataset - DEBUG - Clip to [11.775, 45.804, 12.745, 46.690] (epsg:4326))
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1292,7 +1292,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:59,476 - working with models - model_grid - INFO - Preparing grid data by reclassifying the data in vito based on vito_reclass
+2024-01-31 09:14:21,729 - working with models - model_grid - INFO - Preparing grid data by reclassifying the data in vito based on vito_reclass
 </pre></div></div>
 </div>
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@@ -1300,7 +1300,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:54:59,476 - working with models - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
+2024-01-31 09:14:21,730 - working with models - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1308,7 +1308,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:54:59,492 - working with models - rasterdataset - DEBUG - Clip to [11.775, 45.804, 12.745, 46.690] (epsg:4326))
+2024-01-31 09:14:21,746 - working with models - rasterdataset - DEBUG - Clip to [11.775, 45.804, 12.745, 46.690] (epsg:4326))
 </pre></div></div>
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@@ -1316,7 +1316,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:54:59,493 - working with models - dataframe - INFO - Reading vito_reclass csv data from /home/runner/work/hydromt/hydromt/docs/_examples/data/vito_reclass.csv
+2024-01-31 09:14:21,748 - working with models - dataframe - INFO - Reading vito_reclass csv data from /home/runner/work/hydromt/hydromt/docs/_examples/data/vito_reclass.csv
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -1728,13 +1728,13 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
   * x            (x) float64 2.495e+05 2.505e+05 ... 3.275e+05 3.285e+05
     spatial_ref  int64 0
 Attributes:
-    _FillValue:  -999.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'manning'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 102</li><li><span class='xr-has-index'>x</span>: 80</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-ba828760-1a1e-4c1d-a31f-4eafd799c092' class='xr-array-in' type='checkbox' checked><label for='section-ba828760-1a1e-4c1d-a31f-4eafd799c092' 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>-999.0 -999.0 -999.0 -999.0 -999.0 ... -999.0 -999.0 -999.0 -999.0</span></div><div class='xr-array-data'><pre>array([[-999., -999., -999., ..., -999., -999., -999.],
+    _FillValue:  -999.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'manning'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 102</li><li><span class='xr-has-index'>x</span>: 80</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-41b2e937-74b5-4597-82b6-16aa5d8c37f6' class='xr-array-in' type='checkbox' checked><label for='section-41b2e937-74b5-4597-82b6-16aa5d8c37f6' 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>-999.0 -999.0 -999.0 -999.0 -999.0 ... -999.0 -999.0 -999.0 -999.0</span></div><div class='xr-array-data'><pre>array([[-999., -999., -999., ..., -999., -999., -999.],
        [-999., -999., -999., ..., -999., -999., -999.],
        [-999., -999., -999., ..., -999., -999., -999.],
        ...,
        [-999., -999., -999., ..., -999., -999., -999.],
        [-999., -999., -999., ..., -999., -999., -999.],
-       [-999., -999., -999., ..., -999., -999., -999.]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-e6cceaec-752b-4771-b2df-d5aa36aa8f80' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e6cceaec-752b-4771-b2df-d5aa36aa8f80' class='xr-section-summary' >Coordinates: <span>(3)</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'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.176e+06 5.174e+06 ... 5.074e+06</div><input id='attrs-5bf171cf-e10c-41cc-b7a3-274e2e1091e9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5bf171cf-e10c-41cc-b7a3-274e2e1091e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cfd0460a-af73-4668-866f-b2c1d1dc279d' class='xr-var-data-in' type='checkbox'><label for='data-cfd0460a-af73-4668-866f-b2c1d1dc279d' 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([5175500., 5174500., 5173500., 5172500., 5171500., 5170500., 5169500.,
+       [-999., -999., -999., ..., -999., -999., -999.]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-c0ba3e67-7fdf-49f4-b049-b6fcabef1cf5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c0ba3e67-7fdf-49f4-b049-b6fcabef1cf5' class='xr-section-summary' >Coordinates: <span>(3)</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'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.176e+06 5.174e+06 ... 5.074e+06</div><input id='attrs-46c86fac-85f0-47b6-a3d7-2a5c799ff043' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-46c86fac-85f0-47b6-a3d7-2a5c799ff043' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68bea427-67e0-4f2a-85f9-e82f7bd2eaf5' class='xr-var-data-in' type='checkbox'><label for='data-68bea427-67e0-4f2a-85f9-e82f7bd2eaf5' 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([5175500., 5174500., 5173500., 5172500., 5171500., 5170500., 5169500.,
        5168500., 5167500., 5166500., 5165500., 5164500., 5163500., 5162500.,
        5161500., 5160500., 5159500., 5158500., 5157500., 5156500., 5155500.,
        5154500., 5153500., 5152500., 5151500., 5150500., 5149500., 5148500.,
@@ -1748,7 +1748,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
        5098500., 5097500., 5096500., 5095500., 5094500., 5093500., 5092500.,
        5091500., 5090500., 5089500., 5088500., 5087500., 5086500., 5085500.,
        5084500., 5083500., 5082500., 5081500., 5080500., 5079500., 5078500.,
-       5077500., 5076500., 5075500., 5074500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.495e+05 2.505e+05 ... 3.285e+05</div><input id='attrs-fd41f552-fa16-4322-b760-cf105968ed5c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fd41f552-fa16-4322-b760-cf105968ed5c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2625350-8aa1-4e4e-afb4-aa2dad938b05' class='xr-var-data-in' type='checkbox'><label for='data-a2625350-8aa1-4e4e-afb4-aa2dad938b05' 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([249500., 250500., 251500., 252500., 253500., 254500., 255500., 256500.,
+       5077500., 5076500., 5075500., 5074500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.495e+05 2.505e+05 ... 3.285e+05</div><input id='attrs-99e153f4-3ed1-4131-ac49-b6d022b8fe51' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-99e153f4-3ed1-4131-ac49-b6d022b8fe51' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65c3167b-dd71-4d13-843e-9095ccfa5800' class='xr-var-data-in' type='checkbox'><label for='data-65c3167b-dd71-4d13-843e-9095ccfa5800' 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([249500., 250500., 251500., 252500., 253500., 254500., 255500., 256500.,
        257500., 258500., 259500., 260500., 261500., 262500., 263500., 264500.,
        265500., 266500., 267500., 268500., 269500., 270500., 271500., 272500.,
        273500., 274500., 275500., 276500., 277500., 278500., 279500., 280500.,
@@ -1757,12 +1757,12 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
        297500., 298500., 299500., 300500., 301500., 302500., 303500., 304500.,
        305500., 306500., 307500., 308500., 309500., 310500., 311500., 312500.,
        313500., 314500., 315500., 316500., 317500., 318500., 319500., 320500.,
-       321500., 322500., 323500., 324500., 325500., 326500., 327500., 328500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-7ead0145-e6b9-4303-a6f9-f86a16dafda6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7ead0145-e6b9-4303-a6f9-f86a16dafda6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be2545f6-8532-45fb-affd-9b6335d2d6fd' class='xr-var-data-in' type='checkbox'><label for='data-be2545f6-8532-45fb-affd-9b6335d2d6fd' 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>crs_wkt :</span></dt><dd>PROJCRS[&quot;WGS 84 / UTM zone 33N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 33N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,15,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;(E)&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;(N)&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Navigation and medium accuracy spatial referencing.&quot;],AREA[&quot;Between 12°E and 18°E, northern hemisphere between equator and 84°N, onshore and offshore. Austria. Bosnia and Herzegovina. Cameroon. Central African Republic. Chad. Congo. Croatia. Czechia. Democratic Republic of the Congo (Zaire). Gabon. Germany. Hungary. Italy. Libya. Malta. Niger. Nigeria. Norway. Poland. San Marino. Slovakia. Slovenia. Svalbard. Sweden. Vatican City State.&quot;],BBOX[0,12,84,18]],ID[&quot;EPSG&quot;,32633]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 33N</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>15.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>spatial_ref :</span></dt><dd>PROJCRS[&quot;WGS 84 / UTM zone 33N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 33N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,15,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;(E)&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;(N)&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Navigation and medium accuracy spatial referencing.&quot;],AREA[&quot;Between 12°E and 18°E, northern hemisphere between equator and 84°N, onshore and offshore. Austria. Bosnia and Herzegovina. Cameroon. Central African Republic. Chad. Congo. Croatia. Czechia. Democratic Republic of the Congo (Zaire). Gabon. Germany. Hungary. Italy. Libya. Malta. Niger. Nigeria. Norway. Poland. San Marino. Slovakia. Slovenia. Svalbard. Sweden. Vatican City State.&quot;],BBOX[0,12,84,18]],ID[&quot;EPSG&quot;,32633]]</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fa8fa3bb-3c39-47f0-829f-2f2925f826d8' class='xr-section-summary-in' type='checkbox'  ><label for='section-fa8fa3bb-3c39-47f0-829f-2f2925f826d8' class='xr-section-summary' >Indexes: <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-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-79a9236c-5782-4661-94c8-80588c454cd8' class='xr-index-data-in' type='checkbox'/><label for='index-79a9236c-5782-4661-94c8-80588c454cd8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([5175500.0, 5174500.0, 5173500.0, 5172500.0, 5171500.0, 5170500.0,
+       321500., 322500., 323500., 324500., 325500., 326500., 327500., 328500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-6e5cf6c1-bce2-48a2-8c75-2d369867f792' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6e5cf6c1-bce2-48a2-8c75-2d369867f792' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b9d4589-9d15-4f7e-b50b-939d11651cd2' class='xr-var-data-in' type='checkbox'><label for='data-7b9d4589-9d15-4f7e-b50b-939d11651cd2' 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>crs_wkt :</span></dt><dd>PROJCRS[&quot;WGS 84 / UTM zone 33N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 33N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,15,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;(E)&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;(N)&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Navigation and medium accuracy spatial referencing.&quot;],AREA[&quot;Between 12°E and 18°E, northern hemisphere between equator and 84°N, onshore and offshore. Austria. Bosnia and Herzegovina. Cameroon. Central African Republic. Chad. Congo. Croatia. Czechia. Democratic Republic of the Congo (Zaire). Gabon. Germany. Hungary. Italy. Libya. Malta. Niger. Nigeria. Norway. Poland. San Marino. Slovakia. Slovenia. Svalbard. Sweden. Vatican City State.&quot;],BBOX[0,12,84,18]],ID[&quot;EPSG&quot;,32633]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 33N</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>15.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>spatial_ref :</span></dt><dd>PROJCRS[&quot;WGS 84 / UTM zone 33N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 33N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,15,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;(E)&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;(N)&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Navigation and medium accuracy spatial referencing.&quot;],AREA[&quot;Between 12°E and 18°E, northern hemisphere between equator and 84°N, onshore and offshore. Austria. Bosnia and Herzegovina. Cameroon. Central African Republic. Chad. Congo. Croatia. Czechia. Democratic Republic of the Congo (Zaire). Gabon. Germany. Hungary. Italy. Libya. Malta. Niger. Nigeria. Norway. Poland. San Marino. Slovakia. Slovenia. Svalbard. Sweden. Vatican City State.&quot;],BBOX[0,12,84,18]],ID[&quot;EPSG&quot;,32633]]</dd><dt><span>x_dim :</span></dt><dd>x</dd><dt><span>y_dim :</span></dt><dd>y</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0c8bc359-5cfa-438a-87df-67f73030b6de' class='xr-section-summary-in' type='checkbox'  ><label for='section-0c8bc359-5cfa-438a-87df-67f73030b6de' class='xr-section-summary' >Indexes: <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-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-40986745-2651-43de-bf87-565635d2b3c2' class='xr-index-data-in' type='checkbox'/><label for='index-40986745-2651-43de-bf87-565635d2b3c2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([5175500.0, 5174500.0, 5173500.0, 5172500.0, 5171500.0, 5170500.0,
        5169500.0, 5168500.0, 5167500.0, 5166500.0,
        ...
        5083500.0, 5082500.0, 5081500.0, 5080500.0, 5079500.0, 5078500.0,
        5077500.0, 5076500.0, 5075500.0, 5074500.0],
-      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=102))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d99e9be7-4615-4392-902c-08cef7d295d7' class='xr-index-data-in' type='checkbox'/><label for='index-d99e9be7-4615-4392-902c-08cef7d295d7' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([249500.0, 250500.0, 251500.0, 252500.0, 253500.0, 254500.0, 255500.0,
+      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=102))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3591d5e2-7456-4978-8750-8e9140387794' class='xr-index-data-in' type='checkbox'/><label for='index-3591d5e2-7456-4978-8750-8e9140387794' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([249500.0, 250500.0, 251500.0, 252500.0, 253500.0, 254500.0, 255500.0,
        256500.0, 257500.0, 258500.0, 259500.0, 260500.0, 261500.0, 262500.0,
        263500.0, 264500.0, 265500.0, 266500.0, 267500.0, 268500.0, 269500.0,
        270500.0, 271500.0, 272500.0, 273500.0, 274500.0, 275500.0, 276500.0,
@@ -1774,7 +1774,7 @@ <h2>Model setup_* methods<a class="headerlink" href="#Model-setup_*-methods" tit
        312500.0, 313500.0, 314500.0, 315500.0, 316500.0, 317500.0, 318500.0,
        319500.0, 320500.0, 321500.0, 322500.0, 323500.0, 324500.0, 325500.0,
        326500.0, 327500.0, 328500.0],
-      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5ef427a8-8490-4b1d-b1d5-9d829feeec15' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5ef427a8-8490-4b1d-b1d5-9d829feeec15' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>-999.0</dd></dl></div></li></ul></div></div></div>
+      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a230f843-5460-47cf-9af3-b6da0382b137' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a230f843-5460-47cf-9af3-b6da0382b137' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>-999.0</dd></dl></div></li></ul></div></div></div>
 </div>
 <div class="nbinput docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[12]:
@@ -1829,7 +1829,7 @@ <h2>Model read &amp; write methods<a class="headerlink" href="#Model-read-&-writ
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:00,175 - working with models - model_api - INFO - Writing model data to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py
+2024-01-31 09:14:22,440 - working with models - model_api - INFO - Writing model data to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1837,7 +1837,7 @@ <h2>Model read &amp; write methods<a class="headerlink" href="#Model-read-&-writ
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:00,175 - working with models - model_api - DEBUG - Writing file grid/grid.nc
+2024-01-31 09:14:22,441 - working with models - model_api - DEBUG - Writing file grid/grid.nc
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1845,7 +1845,7 @@ <h2>Model read &amp; write methods<a class="headerlink" href="#Model-read-&-writ
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:00,205 - working with models - model_api - DEBUG - Writing file geoms/region.geojson
+2024-01-31 09:14:22,460 - working with models - model_api - DEBUG - Writing file geoms/region.geojson
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -1853,7 +1853,7 @@ <h2>Model read &amp; write methods<a class="headerlink" href="#Model-read-&-writ
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:00,227 - working with models - model_api - INFO - Writing model config to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py/model.ini
+2024-01-31 09:14:22,482 - working with models - model_api - INFO - Writing model config to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py/model.ini
 </pre></div></div>
 </div>
 <div class="nbinput docutils container">
@@ -1906,7 +1906,7 @@ <h2>Model read &amp; write methods<a class="headerlink" href="#Model-read-&-writ
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:00,238 - working with models - model_api - INFO - Initializing grid_model model from hydromt (v0.9.2).
+2024-01-31 09:14:22,494 - working with models - model_api - INFO - Initializing grid_model model from hydromt (v0.9.2).
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1914,7 +1914,7 @@ <h2>Model read &amp; write methods<a class="headerlink" href="#Model-read-&-writ
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:00,238 - working with models - model_api - INFO - Reading model data from /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py
+2024-01-31 09:14:22,494 - working with models - model_api - INFO - Reading model data from /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py
 </pre></div></div>
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-2024-01-31 08:55:00,239 - working with models - model_api - DEBUG - Model config read from /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py/model.ini
+2024-01-31 09:14:22,495 - working with models - model_api - DEBUG - Model config read from /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py/model.ini
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-2024-01-31 08:55:00,240 - working with models - model_api - DEBUG - Reading model file region.
+2024-01-31 09:14:22,496 - working with models - model_api - DEBUG - Reading model file region.
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-2024-01-31 08:55:00,255 - working with models - model_api - DEBUG - Reading model file grid.
+2024-01-31 09:14:22,512 - working with models - model_api - DEBUG - Reading model file grid.
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-2024-01-31 08:55:00,282 - working with models - model_api - DEBUG - Reading model file grid.
+2024-01-31 09:14:22,540 - working with models - model_api - DEBUG - Reading model file grid.
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-2024-01-31 08:55:00,286 - working with models - model_grid - WARNING - Replacing grid map: mask
+2024-01-31 09:14:22,545 - working with models - model_grid - WARNING - Replacing grid map: mask
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-2024-01-31 08:55:00,287 - working with models - model_grid - WARNING - Replacing grid map: DEM
+2024-01-31 09:14:22,546 - working with models - model_grid - WARNING - Replacing grid map: DEM
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-2024-01-31 08:55:00,289 - working with models - model_grid - WARNING - Replacing grid map: manning
+2024-01-31 09:14:22,547 - working with models - model_grid - WARNING - Replacing grid map: manning
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-2024-01-31 08:55:00,326 - working with models - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:14:22,591 - working with models - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
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-2024-01-31 08:55:00,327 - working with models - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:14:22,592 - working with models - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
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-2024-01-31 08:55:00,370 - working with models - data_catalog - INFO - Parsing data catalog from data/vito_reclass.yml
+2024-01-31 09:14:22,637 - working with models - data_catalog - INFO - Parsing data catalog from data/vito_reclass.yml
 </pre></div></div>
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-2024-01-31 08:55:00,372 - working with models - log - DEBUG - Writing log messages to new file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py1/hydromt.log.
+2024-01-31 09:14:22,639 - working with models - log - DEBUG - Writing log messages to new file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py1/hydromt.log.
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-2024-01-31 08:55:00,373 - working with models - model_api - INFO - Initializing grid_model model from hydromt (v0.9.2).
+2024-01-31 09:14:22,639 - working with models - model_api - INFO - Initializing grid_model model from hydromt (v0.9.2).
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-2024-01-31 08:55:00,373 - working with models - model_api - DEBUG - Setting model config options.
+2024-01-31 09:14:22,640 - working with models - model_api - DEBUG - Setting model config options.
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-2024-01-31 08:55:00,374 - working with models - model_api - ERROR - Default config file not found at grid_model/model.ini
+2024-01-31 09:14:22,640 - working with models - model_api - ERROR - Default config file not found at grid_model/model.ini
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-2024-01-31 08:55:00,374 - working with models - model_api - INFO - setup_grid.region: {&#39;subbasin&#39;: [12.2051, 45.8331], &#39;uparea&#39;: 50}
+2024-01-31 09:14:22,641 - working with models - model_api - INFO - setup_grid.region: {&#39;subbasin&#39;: [12.2051, 45.8331], &#39;uparea&#39;: 50}
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-2024-01-31 08:55:00,374 - working with models - model_api - INFO - setup_grid.res: 0.05
+2024-01-31 09:14:22,641 - working with models - model_api - INFO - setup_grid.res: 0.05
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-2024-01-31 08:55:00,375 - working with models - model_api - INFO - setup_grid.crs: 4326
+2024-01-31 09:14:22,642 - working with models - model_api - INFO - setup_grid.crs: 4326
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-2024-01-31 08:55:00,375 - working with models - model_api - INFO - setup_grid.rotated: False
+2024-01-31 09:14:22,642 - working with models - model_api - INFO - setup_grid.rotated: False
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-2024-01-31 08:55:00,376 - working with models - model_api - INFO - setup_grid.hydrography_fn: merit_hydro
+2024-01-31 09:14:22,642 - working with models - model_api - INFO - setup_grid.hydrography_fn: merit_hydro
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-2024-01-31 08:55:00,376 - working with models - model_api - INFO - setup_grid.basin_index_fn: merit_hydro_index
+2024-01-31 09:14:22,643 - working with models - model_api - INFO - setup_grid.basin_index_fn: merit_hydro_index
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-2024-01-31 08:55:00,376 - working with models - model_api - INFO - setup_grid.add_mask: True
+2024-01-31 09:14:22,643 - working with models - model_api - INFO - setup_grid.add_mask: True
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-2024-01-31 08:55:00,377 - working with models - model_api - INFO - setup_grid.align: True
+2024-01-31 09:14:22,644 - working with models - model_api - INFO - setup_grid.align: True
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-2024-01-31 08:55:00,377 - working with models - model_api - INFO - setup_grid.dec_origin: 0
+2024-01-31 09:14:22,644 - working with models - model_api - INFO - setup_grid.dec_origin: 0
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-2024-01-31 08:55:00,377 - working with models - model_api - INFO - setup_grid.dec_rotation: 3
+2024-01-31 09:14:22,645 - working with models - model_api - INFO - setup_grid.dec_rotation: 3
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-2024-01-31 08:55:00,378 - working with models - model_grid - INFO - Preparing 2D grid.
+2024-01-31 09:14:22,645 - working with models - model_grid - INFO - Preparing 2D grid.
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-2024-01-31 08:55:00,378 - working with models - basin_mask - DEBUG - Parsed region (kind=subbasin): {&#39;uparea&#39;: 50, &#39;xy&#39;: [12.2051, 45.8331]}
+2024-01-31 09:14:22,646 - working with models - basin_mask - DEBUG - Parsed region (kind=subbasin): {&#39;uparea&#39;: 50, &#39;xy&#39;: [12.2051, 45.8331]}
 </pre></div></div>
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-2024-01-31 08:55:00,380 - working with models - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
+2024-01-31 09:14:22,648 - working with models - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
 </pre></div></div>
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-2024-01-31 08:55:00,485 - working with models - basin_mask - DEBUG - Getting basin IDs at point locations.
+2024-01-31 09:14:22,758 - working with models - basin_mask - DEBUG - Getting basin IDs at point locations.
 </pre></div></div>
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-2024-01-31 08:55:00,760 - working with models - basin_mask - INFO - subbasin bbox: [11.7750, 45.8042, 12.7450, 46.6900]
+2024-01-31 09:14:23,045 - working with models - basin_mask - INFO - subbasin bbox: [11.7750, 45.8042, 12.7450, 46.6900]
 </pre></div></div>
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-2024-01-31 08:55:00,795 - working with models - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
+2024-01-31 09:14:23,081 - working with models - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
 </pre></div></div>
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@@ -2257,7 +2257,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:00,810 - working with models - rasterdataset - DEBUG - Clip to [11.775, 45.804, 12.745, 46.690] (epsg:4326))
+2024-01-31 09:14:23,096 - working with models - rasterdataset - DEBUG - Clip to [11.775, 45.804, 12.745, 46.690] (epsg:4326))
 </pre></div></div>
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-2024-01-31 08:55:00,830 - working with models - model_api - INFO - setup_grid_from_constant.constant: 0.01
+2024-01-31 09:14:23,119 - working with models - model_api - INFO - setup_grid_from_constant.constant: 0.01
 </pre></div></div>
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-2024-01-31 08:55:00,831 - working with models - model_api - INFO - setup_grid_from_constant.name: c1
+2024-01-31 09:14:23,119 - working with models - model_api - INFO - setup_grid_from_constant.name: c1
 </pre></div></div>
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-2024-01-31 08:55:00,831 - working with models - model_api - INFO - setup_grid_from_constant.dtype: float32
+2024-01-31 09:14:23,119 - working with models - model_api - INFO - setup_grid_from_constant.dtype: float32
 </pre></div></div>
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-2024-01-31 08:55:00,831 - working with models - model_api - INFO - setup_grid_from_constant.nodata: -99.0
+2024-01-31 09:14:23,120 - working with models - model_api - INFO - setup_grid_from_constant.nodata: -99.0
 </pre></div></div>
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-2024-01-31 08:55:00,832 - working with models - model_api - INFO - setup_grid_from_constant.mask_name: mask
+2024-01-31 09:14:23,120 - working with models - model_api - INFO - setup_grid_from_constant.mask_name: mask
 </pre></div></div>
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-2024-01-31 08:55:00,840 - working with models - model_api - INFO - setup_grid_from_rasterdataset.raster_fn: merit_hydro_1k
+2024-01-31 09:14:23,130 - working with models - model_api - INFO - setup_grid_from_rasterdataset.raster_fn: merit_hydro_1k
 </pre></div></div>
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-2024-01-31 08:55:00,840 - working with models - model_api - INFO - setup_grid_from_rasterdataset.variables: [&#39;elevtn&#39;, &#39;basins&#39;]
+2024-01-31 09:14:23,130 - working with models - model_api - INFO - setup_grid_from_rasterdataset.variables: [&#39;elevtn&#39;, &#39;basins&#39;]
 </pre></div></div>
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-2024-01-31 08:55:00,841 - working with models - model_api - INFO - setup_grid_from_rasterdataset.fill_method: None
+2024-01-31 09:14:23,131 - working with models - model_api - INFO - setup_grid_from_rasterdataset.fill_method: None
 </pre></div></div>
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-2024-01-31 08:55:00,841 - working with models - model_api - INFO - setup_grid_from_rasterdataset.reproject_method: [&#39;average&#39;, &#39;mode&#39;]
+2024-01-31 09:14:23,131 - working with models - model_api - INFO - setup_grid_from_rasterdataset.reproject_method: [&#39;average&#39;, &#39;mode&#39;]
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-2024-01-31 08:55:00,841 - working with models - model_api - INFO - setup_grid_from_rasterdataset.mask_name: mask
+2024-01-31 09:14:23,131 - working with models - model_api - INFO - setup_grid_from_rasterdataset.mask_name: mask
 </pre></div></div>
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-2024-01-31 08:55:00,842 - working with models - model_api - INFO - setup_grid_from_rasterdataset.rename: None
+2024-01-31 09:14:23,132 - working with models - model_api - INFO - setup_grid_from_rasterdataset.rename: None
 </pre></div></div>
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-2024-01-31 08:55:00,842 - working with models - model_grid - INFO - Preparing grid data from raster source merit_hydro_1k
+2024-01-31 09:14:23,132 - working with models - model_grid - INFO - Preparing grid data from raster source merit_hydro_1k
 </pre></div></div>
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-2024-01-31 08:55:00,843 - working with models - rasterdataset - INFO - Reading merit_hydro_1k raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro_1k/{variable}.tif
+2024-01-31 09:14:23,133 - working with models - rasterdataset - INFO - Reading merit_hydro_1k raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro_1k/{variable}.tif
 </pre></div></div>
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-2024-01-31 08:55:00,870 - working with models - rasterdataset - DEBUG - Clip to [11.775, 45.804, 12.745, 46.690] (epsg:4326))
+2024-01-31 09:14:23,161 - working with models - rasterdataset - DEBUG - Clip to [11.775, 45.804, 12.745, 46.690] (epsg:4326))
 </pre></div></div>
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-2024-01-31 08:55:01,041 - working with models - model_api - INFO - setup_grid_from_rasterdataset.raster_fn: vito
+2024-01-31 09:14:23,337 - working with models - model_api - INFO - setup_grid_from_rasterdataset.raster_fn: vito
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-2024-01-31 08:55:01,042 - working with models - model_api - INFO - setup_grid_from_rasterdataset.variables: None
+2024-01-31 09:14:23,338 - working with models - model_api - INFO - setup_grid_from_rasterdataset.variables: None
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-2024-01-31 08:55:01,043 - working with models - model_api - INFO - setup_grid_from_rasterdataset.fill_method: nearest
+2024-01-31 09:14:23,338 - working with models - model_api - INFO - setup_grid_from_rasterdataset.fill_method: nearest
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-2024-01-31 08:55:01,043 - working with models - model_api - INFO - setup_grid_from_rasterdataset.reproject_method: mode
+2024-01-31 09:14:23,339 - working with models - model_api - INFO - setup_grid_from_rasterdataset.reproject_method: mode
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-2024-01-31 08:55:01,043 - working with models - model_api - INFO - setup_grid_from_rasterdataset.mask_name: mask
+2024-01-31 09:14:23,339 - working with models - model_api - INFO - setup_grid_from_rasterdataset.mask_name: mask
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-2024-01-31 08:55:01,044 - working with models - model_api - INFO - setup_grid_from_rasterdataset.rename: {&#39;vito&#39;: &#39;landuse&#39;}
+2024-01-31 09:14:23,340 - working with models - model_api - INFO - setup_grid_from_rasterdataset.rename: {&#39;vito&#39;: &#39;landuse&#39;}
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-2024-01-31 08:55:01,044 - working with models - model_grid - INFO - Preparing grid data from raster source vito
+2024-01-31 09:14:23,340 - working with models - model_grid - INFO - Preparing grid data from raster source vito
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-2024-01-31 08:55:01,045 - working with models - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
+2024-01-31 09:14:23,341 - working with models - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
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-2024-01-31 08:55:01,060 - working with models - rasterdataset - DEBUG - Clip to [11.775, 45.804, 12.745, 46.690] (epsg:4326))
+2024-01-31 09:14:23,358 - working with models - rasterdataset - DEBUG - Clip to [11.775, 45.804, 12.745, 46.690] (epsg:4326))
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-2024-01-31 08:55:01,186 - working with models - model_api - INFO - setup_grid_from_raster_reclass.raster_fn: vito
+2024-01-31 09:14:23,479 - working with models - model_api - INFO - setup_grid_from_raster_reclass.raster_fn: vito
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-2024-01-31 08:55:01,187 - working with models - model_api - INFO - setup_grid_from_raster_reclass.reclass_table_fn: vito_reclass
+2024-01-31 09:14:23,480 - working with models - model_api - INFO - setup_grid_from_raster_reclass.reclass_table_fn: vito_reclass
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-2024-01-31 08:55:01,187 - working with models - model_api - INFO - setup_grid_from_raster_reclass.reclass_variables: [&#39;manning&#39;]
+2024-01-31 09:14:23,481 - working with models - model_api - INFO - setup_grid_from_raster_reclass.reclass_variables: [&#39;manning&#39;]
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-2024-01-31 08:55:01,188 - working with models - model_api - INFO - setup_grid_from_raster_reclass.variable: None
+2024-01-31 09:14:23,481 - working with models - model_api - INFO - setup_grid_from_raster_reclass.variable: None
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-2024-01-31 08:55:01,188 - working with models - model_api - INFO - setup_grid_from_raster_reclass.fill_method: None
+2024-01-31 09:14:23,481 - working with models - model_api - INFO - setup_grid_from_raster_reclass.fill_method: None
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-2024-01-31 08:55:01,188 - working with models - model_api - INFO - setup_grid_from_raster_reclass.reproject_method: [&#39;average&#39;]
+2024-01-31 09:14:23,482 - working with models - model_api - INFO - setup_grid_from_raster_reclass.reproject_method: [&#39;average&#39;]
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@@ -2497,7 +2497,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,189 - working with models - model_api - INFO - setup_grid_from_raster_reclass.mask_name: mask
+2024-01-31 09:14:23,482 - working with models - model_api - INFO - setup_grid_from_raster_reclass.mask_name: mask
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@@ -2505,7 +2505,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,189 - working with models - model_api - INFO - setup_grid_from_raster_reclass.rename: None
+2024-01-31 09:14:23,482 - working with models - model_api - INFO - setup_grid_from_raster_reclass.rename: None
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@@ -2513,7 +2513,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,190 - working with models - model_grid - INFO - Preparing grid data by reclassifying the data in vito based on vito_reclass
+2024-01-31 09:14:23,483 - working with models - model_grid - INFO - Preparing grid data by reclassifying the data in vito based on vito_reclass
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-2024-01-31 08:55:01,190 - working with models - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
+2024-01-31 09:14:23,484 - working with models - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
 </pre></div></div>
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-2024-01-31 08:55:01,205 - working with models - rasterdataset - DEBUG - Clip to [11.775, 45.804, 12.745, 46.690] (epsg:4326))
+2024-01-31 09:14:23,499 - working with models - rasterdataset - DEBUG - Clip to [11.775, 45.804, 12.745, 46.690] (epsg:4326))
 </pre></div></div>
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-2024-01-31 08:55:01,207 - working with models - dataframe - INFO - Reading vito_reclass csv data from /home/runner/work/hydromt/hydromt/docs/_examples/data/vito_reclass.csv
+2024-01-31 09:14:23,502 - working with models - dataframe - INFO - Reading vito_reclass csv data from /home/runner/work/hydromt/hydromt/docs/_examples/data/vito_reclass.csv
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-2024-01-31 08:55:01,377 - working with models - model_api - INFO - setup_grid_from_geodataframe.vector_fn: hydro_lakes
+2024-01-31 09:14:23,677 - working with models - model_api - INFO - setup_grid_from_geodataframe.vector_fn: hydro_lakes
 </pre></div></div>
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@@ -2553,7 +2553,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,377 - working with models - model_api - INFO - setup_grid_from_geodataframe.variables: [&#39;waterbody_id&#39;, &#39;Depth_avg&#39;]
+2024-01-31 09:14:23,678 - working with models - model_api - INFO - setup_grid_from_geodataframe.variables: [&#39;waterbody_id&#39;, &#39;Depth_avg&#39;]
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-2024-01-31 08:55:01,378 - working with models - model_api - INFO - setup_grid_from_geodataframe.nodata: [-1, -999.0]
+2024-01-31 09:14:23,678 - working with models - model_api - INFO - setup_grid_from_geodataframe.nodata: [-1, -999.0]
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-2024-01-31 08:55:01,378 - working with models - model_api - INFO - setup_grid_from_geodataframe.rasterize_method: value
+2024-01-31 09:14:23,679 - working with models - model_api - INFO - setup_grid_from_geodataframe.rasterize_method: value
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-2024-01-31 08:55:01,378 - working with models - model_api - INFO - setup_grid_from_geodataframe.mask_name: mask
+2024-01-31 09:14:23,679 - working with models - model_api - INFO - setup_grid_from_geodataframe.mask_name: mask
 </pre></div></div>
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-2024-01-31 08:55:01,379 - working with models - model_api - INFO - setup_grid_from_geodataframe.rename: {&#39;waterbody_id&#39;: &#39;lake_id&#39;, &#39;Detph_avg&#39;: &#39;lake_depth&#39;}
+2024-01-31 09:14:23,679 - working with models - model_api - INFO - setup_grid_from_geodataframe.rename: {&#39;waterbody_id&#39;: &#39;lake_id&#39;, &#39;Detph_avg&#39;: &#39;lake_depth&#39;}
 </pre></div></div>
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@@ -2593,7 +2593,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,379 - working with models - model_api - INFO - setup_grid_from_geodataframe.all_touched: True
+2024-01-31 09:14:23,680 - working with models - model_api - INFO - setup_grid_from_geodataframe.all_touched: True
 </pre></div></div>
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@@ -2601,7 +2601,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,379 - working with models - model_grid - INFO - Preparing grid data from vector &#39;hydro_lakes&#39;.
+2024-01-31 09:14:23,680 - working with models - model_grid - INFO - Preparing grid data from vector &#39;hydro_lakes&#39;.
 </pre></div></div>
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@@ -2609,7 +2609,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,382 - working with models - geodataframe - INFO - Reading hydro_lakes vector data from /home/runner/.hydromt_data/artifact_data/v0.0.8/hydro_lakes.gpkg
+2024-01-31 09:14:23,682 - working with models - geodataframe - INFO - Reading hydro_lakes vector data from /home/runner/.hydromt_data/artifact_data/v0.0.8/hydro_lakes.gpkg
 </pre></div></div>
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@@ -2617,7 +2617,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,401 - working with models - geodataframe - DEBUG - Clip intersects [11.775, 45.804, 12.745, 46.690] (EPSG:4326)
+2024-01-31 09:14:23,702 - working with models - geodataframe - DEBUG - Clip intersects [11.775, 45.804, 12.745, 46.690] (EPSG:4326)
 </pre></div></div>
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@@ -2625,7 +2625,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,402 - working with models - geodataframe - DEBUG - Convert units for 1 columns.
+2024-01-31 09:14:23,704 - working with models - geodataframe - DEBUG - Convert units for 1 columns.
 </pre></div></div>
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@@ -2633,7 +2633,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,424 - working with models - model_api - INFO - setup_grid_from_geodataframe.vector_fn: hydro_lakes
+2024-01-31 09:14:23,728 - working with models - model_api - INFO - setup_grid_from_geodataframe.vector_fn: hydro_lakes
 </pre></div></div>
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@@ -2641,7 +2641,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,425 - working with models - model_api - INFO - setup_grid_from_geodataframe.variables: None
+2024-01-31 09:14:23,729 - working with models - model_api - INFO - setup_grid_from_geodataframe.variables: None
 </pre></div></div>
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-2024-01-31 08:55:01,425 - working with models - model_api - INFO - setup_grid_from_geodataframe.nodata: -1
+2024-01-31 09:14:23,729 - working with models - model_api - INFO - setup_grid_from_geodataframe.nodata: -1
 </pre></div></div>
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-2024-01-31 08:55:01,426 - working with models - model_api - INFO - setup_grid_from_geodataframe.rasterize_method: fraction
+2024-01-31 09:14:23,729 - working with models - model_api - INFO - setup_grid_from_geodataframe.rasterize_method: fraction
 </pre></div></div>
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@@ -2665,7 +2665,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,426 - working with models - model_api - INFO - setup_grid_from_geodataframe.mask_name: mask
+2024-01-31 09:14:23,730 - working with models - model_api - INFO - setup_grid_from_geodataframe.mask_name: mask
 </pre></div></div>
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-2024-01-31 08:55:01,427 - working with models - model_api - INFO - setup_grid_from_geodataframe.rename: {&#39;hydro_lakes&#39;: &#39;water_frac&#39;}
+2024-01-31 09:14:23,730 - working with models - model_api - INFO - setup_grid_from_geodataframe.rename: {&#39;hydro_lakes&#39;: &#39;water_frac&#39;}
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@@ -2681,7 +2681,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,427 - working with models - model_api - INFO - setup_grid_from_geodataframe.all_touched: True
+2024-01-31 09:14:23,730 - working with models - model_api - INFO - setup_grid_from_geodataframe.all_touched: True
 </pre></div></div>
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@@ -2689,7 +2689,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,428 - working with models - model_grid - INFO - Preparing grid data from vector &#39;hydro_lakes&#39;.
+2024-01-31 09:14:23,731 - working with models - model_grid - INFO - Preparing grid data from vector &#39;hydro_lakes&#39;.
 </pre></div></div>
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@@ -2697,7 +2697,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,429 - working with models - geodataframe - INFO - Reading hydro_lakes vector data from /home/runner/.hydromt_data/artifact_data/v0.0.8/hydro_lakes.gpkg
+2024-01-31 09:14:23,733 - working with models - geodataframe - INFO - Reading hydro_lakes vector data from /home/runner/.hydromt_data/artifact_data/v0.0.8/hydro_lakes.gpkg
 </pre></div></div>
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@@ -2705,7 +2705,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:01,446 - working with models - geodataframe - DEBUG - Clip intersects [11.775, 45.804, 12.745, 46.690] (EPSG:4326)
+2024-01-31 09:14:23,750 - working with models - geodataframe - DEBUG - Clip intersects [11.775, 45.804, 12.745, 46.690] (EPSG:4326)
 </pre></div></div>
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-2024-01-31 08:55:01,448 - working with models - geodataframe - DEBUG - Convert units for 1 columns.
+2024-01-31 09:14:23,752 - working with models - geodataframe - DEBUG - Convert units for 1 columns.
 </pre></div></div>
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@@ -2721,7 +2721,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
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-2024-01-31 08:55:07,083 - working with models - model_api - INFO - write.components: [&#39;config&#39;, &#39;geoms&#39;, &#39;grid&#39;]
+2024-01-31 09:14:29,743 - working with models - model_api - INFO - write.components: [&#39;config&#39;, &#39;geoms&#39;, &#39;grid&#39;]
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2729,7 +2729,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:07,083 - working with models - model_api - INFO - Writing model data to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py1
+2024-01-31 09:14:29,744 - working with models - model_api - INFO - Writing model data to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py1
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2737,7 +2737,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:07,084 - working with models - model_api - INFO - Writing model config to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py1/model.ini
+2024-01-31 09:14:29,745 - working with models - model_api - INFO - Writing model config to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py1/model.ini
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2745,7 +2745,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:07,085 - working with models - model_api - DEBUG - Writing file geoms/region.geojson
+2024-01-31 09:14:29,746 - working with models - model_api - DEBUG - Writing file geoms/region.geojson
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2753,7 +2753,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:07,105 - working with models - model_api - DEBUG - Writing file grid/grid.nc
+2024-01-31 09:14:29,767 - working with models - model_api - DEBUG - Writing file grid/grid.nc
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2761,7 +2761,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:07,340 - working with models - model_api - INFO - Writing model data to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py1
+2024-01-31 09:14:30,013 - working with models - model_api - INFO - Writing model data to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py1
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2769,7 +2769,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:07,341 - working with models - model_api - INFO - Writing model config to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py1/model.ini
+2024-01-31 09:14:30,013 - working with models - model_api - INFO - Writing model config to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model_py1/model.ini
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2777,7 +2777,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:07,342 - working with models - model_api - DEBUG - No maps data found, skip writing.
+2024-01-31 09:14:30,014 - working with models - model_api - DEBUG - No maps data found, skip writing.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2785,7 +2785,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
 </div>
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 <div class="highlight"><pre>
-2024-01-31 08:55:07,342 - working with models - model_api - DEBUG - Writing file grid/grid.nc
+2024-01-31 09:14:30,015 - working with models - model_api - DEBUG - Writing file grid/grid.nc
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2793,7 +2793,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:07,628 - working with models - model_api - DEBUG - Writing file geoms/region.geojson
+2024-01-31 09:14:30,262 - working with models - model_api - DEBUG - Writing file geoms/region.geojson
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2801,7 +2801,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:07,649 - working with models - model_api - DEBUG - No tables found, skip writing.
+2024-01-31 09:14:30,291 - working with models - model_api - DEBUG - No tables found, skip writing.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -2809,7 +2809,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:07,649 - working with models - model_api - DEBUG - No forcing data found, skip writing.
+2024-01-31 09:14:30,291 - working with models - model_api - DEBUG - No forcing data found, skip writing.
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -2817,7 +2817,7 @@ <h2>Building / updating a model with python<a class="headerlink" href="#Building
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:07,650 - working with models - model_api - DEBUG - No states data found, skip writing.
+2024-01-31 09:14:30,292 - working with models - model_api - DEBUG - No states data found, skip writing.
 </pre></div></div>
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diff --git a/v0.9.2/_examples/working_with_models_basics.html b/v0.9.2/_examples/working_with_models_basics.html
index 3c1408db2..4922645e4 100644
--- a/v0.9.2/_examples/working_with_models_basics.html
+++ b/v0.9.2/_examples/working_with_models_basics.html
@@ -620,28 +620,43 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:20,439 - build - log - DEBUG - Writing log messages to new file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model/hydromt.log.
-2024-01-31 08:55:20,439 - build - log - INFO - HydroMT version: 0.9.2
-2024-01-31 08:55:20,439 - build - main - INFO - Building instance of grid_model model at /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model.
-2024-01-31 08:55:20,439 - build - main - INFO - User settings:
-2024-01-31 08:55:20,451 - build - model_api - INFO - Initializing grid_model model from hydromt (v0.9.2).
-2024-01-31 08:55:20,451 - build - model_api - INFO - setup_grid.region: {&#39;bbox&#39;: [11.7, 45.35, 12.95, 46.7]}
-2024-01-31 08:55:20,451 - build - model_api - INFO - setup_grid.res: 0.05
-2024-01-31 08:55:20,451 - build - model_api - INFO - setup_grid.crs: None
-2024-01-31 08:55:20,451 - build - model_api - INFO - setup_grid.rotated: False
-2024-01-31 08:55:20,451 - build - model_api - INFO - setup_grid.hydrography_fn: None
-2024-01-31 08:55:20,451 - build - model_api - INFO - setup_grid.basin_index_fn: None
-2024-01-31 08:55:20,452 - build - model_api - INFO - setup_grid.add_mask: True
-2024-01-31 08:55:20,452 - build - model_api - INFO - setup_grid.align: True
-2024-01-31 08:55:20,452 - build - model_api - INFO - setup_grid.dec_origin: 0
-2024-01-31 08:55:20,452 - build - model_api - INFO - setup_grid.dec_rotation: 3
-2024-01-31 08:55:20,452 - build - model_grid - INFO - Preparing 2D grid.
-2024-01-31 08:55:20,452 - build - basin_mask - DEBUG - Parsed region (kind=bbox): {&#39;bbox&#39;: [11.7, 45.35, 12.95, 46.7]}
-2024-01-31 08:55:20,464 - build - model_api - INFO - Writing model data to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model
-2024-01-31 08:55:20,464 - build - model_api - INFO - Writing model config to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model/model.ini
-2024-01-31 08:55:20,464 - build - model_api - ERROR - Default config file not found at grid_model/model.ini
-2024-01-31 08:55:20,465 - build - model_api - DEBUG - No maps data found, skip writing.
-2024-01-31 08:55:20,465 - build - model_api - DEBUG - Writing file grid/grid.nc
+2024-01-31 09:14:43,740 - build - log - DEBUG - Writing log messages to new file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model/hydromt.log.
+2024-01-31 09:14:43,741 - build - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:14:43,741 - build - main - INFO - Building instance of grid_model model at /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model.
+2024-01-31 09:14:43,741 - build - main - INFO - User settings:
+</pre></div></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+2024-01-31 09:14:43,754 - build - model_api - INFO - Initializing grid_model model from hydromt (v0.9.2).
+2024-01-31 09:14:43,754 - build - model_api - INFO - setup_grid.region: {&#39;bbox&#39;: [11.7, 45.35, 12.95, 46.7]}
+2024-01-31 09:14:43,754 - build - model_api - INFO - setup_grid.res: 0.05
+2024-01-31 09:14:43,754 - build - model_api - INFO - setup_grid.crs: None
+2024-01-31 09:14:43,754 - build - model_api - INFO - setup_grid.rotated: False
+2024-01-31 09:14:43,754 - build - model_api - INFO - setup_grid.hydrography_fn: None
+2024-01-31 09:14:43,754 - build - model_api - INFO - setup_grid.basin_index_fn: None
+2024-01-31 09:14:43,754 - build - model_api - INFO - setup_grid.add_mask: True
+2024-01-31 09:14:43,754 - build - model_api - INFO - setup_grid.align: True
+2024-01-31 09:14:43,754 - build - model_api - INFO - setup_grid.dec_origin: 0
+2024-01-31 09:14:43,754 - build - model_api - INFO - setup_grid.dec_rotation: 3
+2024-01-31 09:14:43,754 - build - model_grid - INFO - Preparing 2D grid.
+2024-01-31 09:14:43,755 - build - basin_mask - DEBUG - Parsed region (kind=bbox): {&#39;bbox&#39;: [11.7, 45.35, 12.95, 46.7]}
+2024-01-31 09:14:43,767 - build - model_api - INFO - Writing model data to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model
+2024-01-31 09:14:43,767 - build - model_api - INFO - Writing model config to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model/model.ini
+2024-01-31 09:14:43,767 - build - model_api - ERROR - Default config file not found at grid_model/model.ini
+2024-01-31 09:14:43,767 - build - model_api - DEBUG - No maps data found, skip writing.
+2024-01-31 09:14:43,767 - build - model_api - DEBUG - Writing file grid/grid.nc
+</pre></div></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+2024-01-31 09:14:43,880 - build - model_api - DEBUG - Writing file geoms/region.geojson
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -649,10 +664,9 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
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 <div class="highlight"><pre>
-2024-01-31 08:55:20,577 - build - model_api - DEBUG - Writing file geoms/region.geojson
-2024-01-31 08:55:20,610 - build - model_api - DEBUG - No tables found, skip writing.
-2024-01-31 08:55:20,610 - build - model_api - DEBUG - No forcing data found, skip writing.
-2024-01-31 08:55:20,610 - build - model_api - DEBUG - No states data found, skip writing.
+2024-01-31 09:14:43,914 - build - model_api - DEBUG - No tables found, skip writing.
+2024-01-31 09:14:43,914 - build - model_api - DEBUG - No forcing data found, skip writing.
+2024-01-31 09:14:43,914 - build - model_api - DEBUG - No states data found, skip writing.
 
 </pre></div></div>
 </div>
@@ -810,10 +824,10 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
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 <div class="highlight"><pre>
-2024-01-31 08:55:23,100 - build - log - DEBUG - Writing log messages to new file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1/hydromt.log.
-2024-01-31 08:55:23,101 - build - log - INFO - HydroMT version: 0.9.2
-2024-01-31 08:55:23,101 - build - main - INFO - Building instance of grid_model model at /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1.
-2024-01-31 08:55:23,101 - build - main - INFO - User settings:
+2024-01-31 09:14:46,816 - build - log - DEBUG - Writing log messages to new file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1/hydromt.log.
+2024-01-31 09:14:46,816 - build - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:14:46,816 - build - main - INFO - Building instance of grid_model model at /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1.
+2024-01-31 09:14:46,817 - build - main - INFO - User settings:
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -821,8 +835,8 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:23,148 - build - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
-2024-01-31 08:55:23,149 - build - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:14:46,855 - build - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:14:46,855 - build - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -830,22 +844,35 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:23,194 - build - data_catalog - INFO - Parsing data catalog from data/vito_reclass.yml
-2024-01-31 08:55:23,195 - build - model_api - INFO - Initializing grid_model model from hydromt (v0.9.2).
-2024-01-31 08:55:23,195 - build - model_api - DEBUG - Setting model config options.
-2024-01-31 08:55:23,195 - build - model_api - ERROR - Default config file not found at grid_model/model.ini
-2024-01-31 08:55:23,195 - build - model_api - INFO - setup_grid.region: {&#39;bbox&#39;: [11.7, 45.35, 12.95, 46.7]}
-2024-01-31 08:55:23,195 - build - model_api - INFO - setup_grid.res: 0.05
-2024-01-31 08:55:23,195 - build - model_api - INFO - setup_grid.crs: 4326
-2024-01-31 08:55:23,195 - build - model_api - INFO - setup_grid.rotated: False
-2024-01-31 08:55:23,195 - build - model_api - INFO - setup_grid.hydrography_fn: merit_hydro
-2024-01-31 08:55:23,195 - build - model_api - INFO - setup_grid.basin_index_fn: merit_hydro_index
-2024-01-31 08:55:23,195 - build - model_api - INFO - setup_grid.add_mask: True
-2024-01-31 08:55:23,195 - build - model_api - INFO - setup_grid.align: True
-2024-01-31 08:55:23,195 - build - model_api - INFO - setup_grid.dec_origin: 0
-2024-01-31 08:55:23,195 - build - model_api - INFO - setup_grid.dec_rotation: 3
-2024-01-31 08:55:23,196 - build - model_grid - INFO - Preparing 2D grid.
-2024-01-31 08:55:23,196 - build - basin_mask - DEBUG - Parsed region (kind=bbox): {&#39;bbox&#39;: [11.7, 45.35, 12.95, 46.7]}
+2024-01-31 09:14:46,901 - build - data_catalog - INFO - Parsing data catalog from data/vito_reclass.yml
+2024-01-31 09:14:46,902 - build - model_api - INFO - Initializing grid_model model from hydromt (v0.9.2).
+2024-01-31 09:14:46,902 - build - model_api - DEBUG - Setting model config options.
+2024-01-31 09:14:46,902 - build - model_api - ERROR - Default config file not found at grid_model/model.ini
+2024-01-31 09:14:46,903 - build - model_api - INFO - setup_grid.region: {&#39;bbox&#39;: [11.7, 45.35, 12.95, 46.7]}
+2024-01-31 09:14:46,903 - build - model_api - INFO - setup_grid.res: 0.05
+2024-01-31 09:14:46,903 - build - model_api - INFO - setup_grid.crs: 4326
+2024-01-31 09:14:46,903 - build - model_api - INFO - setup_grid.rotated: False
+2024-01-31 09:14:46,903 - build - model_api - INFO - setup_grid.hydrography_fn: merit_hydro
+2024-01-31 09:14:46,903 - build - model_api - INFO - setup_grid.basin_index_fn: merit_hydro_index
+2024-01-31 09:14:46,903 - build - model_api - INFO - setup_grid.add_mask: True
+2024-01-31 09:14:46,903 - build - model_api - INFO - setup_grid.align: True
+2024-01-31 09:14:46,903 - build - model_api - INFO - setup_grid.dec_origin: 0
+2024-01-31 09:14:46,903 - build - model_api - INFO - setup_grid.dec_rotation: 3
+2024-01-31 09:14:46,903 - build - model_grid - INFO - Preparing 2D grid.
+2024-01-31 09:14:46,903 - build - basin_mask - DEBUG - Parsed region (kind=bbox): {&#39;bbox&#39;: [11.7, 45.35, 12.95, 46.7]}
+2024-01-31 09:14:46,917 - build - model_api - INFO - setup_grid_from_constant.constant: 0.01
+2024-01-31 09:14:46,917 - build - model_api - INFO - setup_grid_from_constant.name: c1
+2024-01-31 09:14:46,917 - build - model_api - INFO - setup_grid_from_constant.dtype: float32
+2024-01-31 09:14:46,918 - build - model_api - INFO - setup_grid_from_constant.nodata: -99.0
+2024-01-31 09:14:46,918 - build - model_api - INFO - setup_grid_from_constant.mask_name: mask
+2024-01-31 09:14:46,922 - build - model_api - INFO - setup_grid_from_rasterdataset.raster_fn: merit_hydro_1k
+2024-01-31 09:14:46,923 - build - model_api - INFO - setup_grid_from_rasterdataset.variables: [&#39;elevtn&#39;, &#39;basins&#39;]
+2024-01-31 09:14:46,923 - build - model_api - INFO - setup_grid_from_rasterdataset.fill_method: None
+2024-01-31 09:14:46,923 - build - model_api - INFO - setup_grid_from_rasterdataset.reproject_method: [&#39;average&#39;, &#39;mode&#39;]
+2024-01-31 09:14:46,923 - build - model_api - INFO - setup_grid_from_rasterdataset.mask_name: mask
+2024-01-31 09:14:46,923 - build - model_api - INFO - setup_grid_from_rasterdataset.rename: None
+2024-01-31 09:14:46,923 - build - model_grid - INFO - Preparing grid data from raster source merit_hydro_1k
+2024-01-31 09:14:46,924 - build - rasterdataset - INFO - Reading merit_hydro_1k raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro_1k/{variable}.tif
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -853,19 +880,7 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:23,209 - build - model_api - INFO - setup_grid_from_constant.constant: 0.01
-2024-01-31 08:55:23,209 - build - model_api - INFO - setup_grid_from_constant.name: c1
-2024-01-31 08:55:23,209 - build - model_api - INFO - setup_grid_from_constant.dtype: float32
-2024-01-31 08:55:23,210 - build - model_api - INFO - setup_grid_from_constant.nodata: -99.0
-2024-01-31 08:55:23,210 - build - model_api - INFO - setup_grid_from_constant.mask_name: mask
-2024-01-31 08:55:23,214 - build - model_api - INFO - setup_grid_from_rasterdataset.raster_fn: merit_hydro_1k
-2024-01-31 08:55:23,214 - build - model_api - INFO - setup_grid_from_rasterdataset.variables: [&#39;elevtn&#39;, &#39;basins&#39;]
-2024-01-31 08:55:23,215 - build - model_api - INFO - setup_grid_from_rasterdataset.fill_method: None
-2024-01-31 08:55:23,215 - build - model_api - INFO - setup_grid_from_rasterdataset.reproject_method: [&#39;average&#39;, &#39;mode&#39;]
-2024-01-31 08:55:23,215 - build - model_api - INFO - setup_grid_from_rasterdataset.mask_name: mask
-2024-01-31 08:55:23,215 - build - model_api - INFO - setup_grid_from_rasterdataset.rename: None
-2024-01-31 08:55:23,215 - build - model_grid - INFO - Preparing grid data from raster source merit_hydro_1k
-2024-01-31 08:55:23,216 - build - rasterdataset - INFO - Reading merit_hydro_1k raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro_1k/{variable}.tif
+2024-01-31 09:14:46,974 - build - rasterdataset - DEBUG - Clip to [11.700, 45.350, 12.950, 46.700] (epsg:4326))
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -873,7 +888,15 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:23,264 - build - rasterdataset - DEBUG - Clip to [11.700, 45.350, 12.950, 46.700] (epsg:4326))
+2024-01-31 09:14:47,149 - build - model_api - INFO - setup_grid_from_rasterdataset.raster_fn: vito
+2024-01-31 09:14:47,149 - build - model_api - INFO - setup_grid_from_rasterdataset.variables: None
+2024-01-31 09:14:47,149 - build - model_api - INFO - setup_grid_from_rasterdataset.fill_method: nearest
+2024-01-31 09:14:47,149 - build - model_api - INFO - setup_grid_from_rasterdataset.reproject_method: mode
+2024-01-31 09:14:47,149 - build - model_api - INFO - setup_grid_from_rasterdataset.mask_name: mask
+2024-01-31 09:14:47,149 - build - model_api - INFO - setup_grid_from_rasterdataset.rename: {&#39;vito&#39;: &#39;landuse&#39;}
+2024-01-31 09:14:47,149 - build - model_grid - INFO - Preparing grid data from raster source vito
+2024-01-31 09:14:47,150 - build - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
+2024-01-31 09:14:47,165 - build - rasterdataset - DEBUG - Clip to [11.700, 45.350, 12.950, 46.700] (epsg:4326))
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -881,14 +904,18 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:23,444 - build - model_api - INFO - setup_grid_from_rasterdataset.raster_fn: vito
-2024-01-31 08:55:23,444 - build - model_api - INFO - setup_grid_from_rasterdataset.variables: None
-2024-01-31 08:55:23,444 - build - model_api - INFO - setup_grid_from_rasterdataset.fill_method: nearest
-2024-01-31 08:55:23,444 - build - model_api - INFO - setup_grid_from_rasterdataset.reproject_method: mode
-2024-01-31 08:55:23,445 - build - model_api - INFO - setup_grid_from_rasterdataset.mask_name: mask
-2024-01-31 08:55:23,445 - build - model_api - INFO - setup_grid_from_rasterdataset.rename: {&#39;vito&#39;: &#39;landuse&#39;}
-2024-01-31 08:55:23,445 - build - model_grid - INFO - Preparing grid data from raster source vito
-2024-01-31 08:55:23,445 - build - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
+2024-01-31 09:14:47,209 - build - model_api - INFO - setup_grid_from_raster_reclass.raster_fn: vito
+2024-01-31 09:14:47,209 - build - model_api - INFO - setup_grid_from_raster_reclass.reclass_table_fn: vito_reclass
+2024-01-31 09:14:47,210 - build - model_api - INFO - setup_grid_from_raster_reclass.reclass_variables: [&#39;manning&#39;]
+2024-01-31 09:14:47,210 - build - model_api - INFO - setup_grid_from_raster_reclass.variable: None
+2024-01-31 09:14:47,210 - build - model_api - INFO - setup_grid_from_raster_reclass.fill_method: None
+2024-01-31 09:14:47,210 - build - model_api - INFO - setup_grid_from_raster_reclass.reproject_method: [&#39;average&#39;]
+2024-01-31 09:14:47,210 - build - model_api - INFO - setup_grid_from_raster_reclass.mask_name: mask
+2024-01-31 09:14:47,210 - build - model_api - INFO - setup_grid_from_raster_reclass.rename: None
+2024-01-31 09:14:47,210 - build - model_grid - INFO - Preparing grid data by reclassifying the data in vito based on vito_reclass
+2024-01-31 09:14:47,210 - build - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
+2024-01-31 09:14:47,225 - build - rasterdataset - DEBUG - Clip to [11.700, 45.350, 12.950, 46.700] (epsg:4326))
+2024-01-31 09:14:47,226 - build - dataframe - INFO - Reading vito_reclass csv data from /home/runner/work/hydromt/hydromt/docs/_examples/data/vito_reclass.csv
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -896,17 +923,15 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:23,459 - build - rasterdataset - DEBUG - Clip to [11.700, 45.350, 12.950, 46.700] (epsg:4326))
-2024-01-31 08:55:23,500 - build - model_api - INFO - setup_grid_from_raster_reclass.raster_fn: vito
-2024-01-31 08:55:23,500 - build - model_api - INFO - setup_grid_from_raster_reclass.reclass_table_fn: vito_reclass
-2024-01-31 08:55:23,500 - build - model_api - INFO - setup_grid_from_raster_reclass.reclass_variables: [&#39;manning&#39;]
-2024-01-31 08:55:23,500 - build - model_api - INFO - setup_grid_from_raster_reclass.variable: None
-2024-01-31 08:55:23,500 - build - model_api - INFO - setup_grid_from_raster_reclass.fill_method: None
-2024-01-31 08:55:23,500 - build - model_api - INFO - setup_grid_from_raster_reclass.reproject_method: [&#39;average&#39;]
-2024-01-31 08:55:23,500 - build - model_api - INFO - setup_grid_from_raster_reclass.mask_name: mask
-2024-01-31 08:55:23,501 - build - model_api - INFO - setup_grid_from_raster_reclass.rename: None
-2024-01-31 08:55:23,501 - build - model_grid - INFO - Preparing grid data by reclassifying the data in vito based on vito_reclass
-2024-01-31 08:55:23,501 - build - rasterdataset - INFO - Reading vito raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/vito.tif
+2024-01-31 09:14:47,423 - build - model_api - INFO - setup_grid_from_geodataframe.vector_fn: hydro_lakes
+2024-01-31 09:14:47,423 - build - model_api - INFO - setup_grid_from_geodataframe.variables: [&#39;waterbody_id&#39;, &#39;Depth_avg&#39;]
+2024-01-31 09:14:47,423 - build - model_api - INFO - setup_grid_from_geodataframe.nodata: [-1, -999.0]
+2024-01-31 09:14:47,423 - build - model_api - INFO - setup_grid_from_geodataframe.rasterize_method: value
+2024-01-31 09:14:47,423 - build - model_api - INFO - setup_grid_from_geodataframe.mask_name: mask
+2024-01-31 09:14:47,423 - build - model_api - INFO - setup_grid_from_geodataframe.rename: {&#39;waterbody_id&#39;: &#39;lake_id&#39;, &#39;Detph_avg&#39;: &#39;lake_depth&#39;}
+2024-01-31 09:14:47,423 - build - model_api - INFO - setup_grid_from_geodataframe.all_touched: True
+2024-01-31 09:14:47,423 - build - model_grid - INFO - Preparing grid data from vector &#39;hydro_lakes&#39;.
+2024-01-31 09:14:47,425 - build - geodataframe - INFO - Reading hydro_lakes vector data from /home/runner/.hydromt_data/artifact_data/v0.0.8/hydro_lakes.gpkg
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -914,8 +939,8 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:23,515 - build - rasterdataset - DEBUG - Clip to [11.700, 45.350, 12.950, 46.700] (epsg:4326))
-2024-01-31 08:55:23,516 - build - dataframe - INFO - Reading vito_reclass csv data from /home/runner/work/hydromt/hydromt/docs/_examples/data/vito_reclass.csv
+2024-01-31 09:14:47,472 - build - geodataframe - DEBUG - Clip intersects [11.700, 45.350, 12.950, 46.700] (EPSG:4326)
+2024-01-31 09:14:47,473 - build - geodataframe - DEBUG - Convert units for 1 columns.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -923,15 +948,17 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:23,704 - build - model_api - INFO - setup_grid_from_geodataframe.vector_fn: hydro_lakes
-2024-01-31 08:55:23,705 - build - model_api - INFO - setup_grid_from_geodataframe.variables: [&#39;waterbody_id&#39;, &#39;Depth_avg&#39;]
-2024-01-31 08:55:23,705 - build - model_api - INFO - setup_grid_from_geodataframe.nodata: [-1, -999.0]
-2024-01-31 08:55:23,705 - build - model_api - INFO - setup_grid_from_geodataframe.rasterize_method: value
-2024-01-31 08:55:23,705 - build - model_api - INFO - setup_grid_from_geodataframe.mask_name: mask
-2024-01-31 08:55:23,705 - build - model_api - INFO - setup_grid_from_geodataframe.rename: {&#39;waterbody_id&#39;: &#39;lake_id&#39;, &#39;Detph_avg&#39;: &#39;lake_depth&#39;}
-2024-01-31 08:55:23,705 - build - model_api - INFO - setup_grid_from_geodataframe.all_touched: True
-2024-01-31 08:55:23,705 - build - model_grid - INFO - Preparing grid data from vector &#39;hydro_lakes&#39;.
-2024-01-31 08:55:23,706 - build - geodataframe - INFO - Reading hydro_lakes vector data from /home/runner/.hydromt_data/artifact_data/v0.0.8/hydro_lakes.gpkg
+2024-01-31 09:14:47,490 - build - model_api - INFO - setup_grid_from_geodataframe.vector_fn: hydro_lakes
+2024-01-31 09:14:47,491 - build - model_api - INFO - setup_grid_from_geodataframe.variables: None
+2024-01-31 09:14:47,491 - build - model_api - INFO - setup_grid_from_geodataframe.nodata: -1
+2024-01-31 09:14:47,491 - build - model_api - INFO - setup_grid_from_geodataframe.rasterize_method: fraction
+2024-01-31 09:14:47,491 - build - model_api - INFO - setup_grid_from_geodataframe.mask_name: mask
+2024-01-31 09:14:47,491 - build - model_api - INFO - setup_grid_from_geodataframe.rename: {&#39;hydro_lakes&#39;: &#39;water_frac&#39;}
+2024-01-31 09:14:47,491 - build - model_api - INFO - setup_grid_from_geodataframe.all_touched: True
+2024-01-31 09:14:47,491 - build - model_grid - INFO - Preparing grid data from vector &#39;hydro_lakes&#39;.
+2024-01-31 09:14:47,493 - build - geodataframe - INFO - Reading hydro_lakes vector data from /home/runner/.hydromt_data/artifact_data/v0.0.8/hydro_lakes.gpkg
+2024-01-31 09:14:47,519 - build - geodataframe - DEBUG - Clip intersects [11.700, 45.350, 12.950, 46.700] (EPSG:4326)
+2024-01-31 09:14:47,520 - build - geodataframe - DEBUG - Convert units for 1 columns.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -939,8 +966,11 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:23,752 - build - geodataframe - DEBUG - Clip intersects [11.700, 45.350, 12.950, 46.700] (EPSG:4326)
-2024-01-31 08:55:23,753 - build - geodataframe - DEBUG - Convert units for 1 columns.
+2024-01-31 09:14:47,570 - build - model_api - INFO - write.components: [&#39;config&#39;, &#39;geoms&#39;, &#39;grid&#39;]
+2024-01-31 09:14:47,570 - build - model_api - INFO - Writing model data to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1
+2024-01-31 09:14:47,570 - build - model_api - INFO - Writing model config to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1/model.ini
+2024-01-31 09:14:47,571 - build - model_api - DEBUG - Writing file geoms/region.geojson
+2024-01-31 09:14:47,576 - build - model_api - DEBUG - Writing file grid/grid.nc
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -948,40 +978,10 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:23,769 - build - model_api - INFO - setup_grid_from_geodataframe.vector_fn: hydro_lakes
-2024-01-31 08:55:23,770 - build - model_api - INFO - setup_grid_from_geodataframe.variables: None
-2024-01-31 08:55:23,770 - build - model_api - INFO - setup_grid_from_geodataframe.nodata: -1
-2024-01-31 08:55:23,770 - build - model_api - INFO - setup_grid_from_geodataframe.rasterize_method: fraction
-2024-01-31 08:55:23,770 - build - model_api - INFO - setup_grid_from_geodataframe.mask_name: mask
-2024-01-31 08:55:23,770 - build - model_api - INFO - setup_grid_from_geodataframe.rename: {&#39;hydro_lakes&#39;: &#39;water_frac&#39;}
-2024-01-31 08:55:23,770 - build - model_api - INFO - setup_grid_from_geodataframe.all_touched: True
-2024-01-31 08:55:23,770 - build - model_grid - INFO - Preparing grid data from vector &#39;hydro_lakes&#39;.
-2024-01-31 08:55:23,771 - build - geodataframe - INFO - Reading hydro_lakes vector data from /home/runner/.hydromt_data/artifact_data/v0.0.8/hydro_lakes.gpkg
-2024-01-31 08:55:23,795 - build - geodataframe - DEBUG - Clip intersects [11.700, 45.350, 12.950, 46.700] (EPSG:4326)
-2024-01-31 08:55:23,796 - build - geodataframe - DEBUG - Convert units for 1 columns.
-</pre></div></div>
-</div>
-<div class="nboutput docutils container">
-<div class="prompt empty docutils container">
-</div>
-<div class="output_area docutils container">
-<div class="highlight"><pre>
-2024-01-31 08:55:23,845 - build - model_api - INFO - write.components: [&#39;config&#39;, &#39;geoms&#39;, &#39;grid&#39;]
-2024-01-31 08:55:23,845 - build - model_api - INFO - Writing model data to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1
-2024-01-31 08:55:23,845 - build - model_api - INFO - Writing model config to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1/model.ini
-2024-01-31 08:55:23,846 - build - model_api - DEBUG - Writing file geoms/region.geojson
-2024-01-31 08:55:23,851 - build - model_api - DEBUG - Writing file grid/grid.nc
-</pre></div></div>
-</div>
-<div class="nboutput docutils container">
-<div class="prompt empty docutils container">
-</div>
-<div class="output_area docutils container">
-<div class="highlight"><pre>
-2024-01-31 08:55:24,058 - build - model_api - INFO - Writing model data to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1
-2024-01-31 08:55:24,058 - build - model_api - INFO - Writing model config to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1/model.ini
-2024-01-31 08:55:24,058 - build - model_api - DEBUG - No maps data found, skip writing.
-2024-01-31 08:55:24,058 - build - model_api - DEBUG - Writing file grid/grid.nc
+2024-01-31 09:14:47,784 - build - model_api - INFO - Writing model data to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1
+2024-01-31 09:14:47,784 - build - model_api - INFO - Writing model config to /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1/model.ini
+2024-01-31 09:14:47,784 - build - model_api - DEBUG - No maps data found, skip writing.
+2024-01-31 09:14:47,784 - build - model_api - DEBUG - Writing file grid/grid.nc
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -989,10 +989,10 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
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 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:24,235 - build - model_api - DEBUG - Writing file geoms/region.geojson
-2024-01-31 08:55:24,240 - build - model_api - DEBUG - No tables found, skip writing.
-2024-01-31 08:55:24,240 - build - model_api - DEBUG - No forcing data found, skip writing.
-2024-01-31 08:55:24,240 - build - model_api - DEBUG - No states data found, skip writing.
+2024-01-31 09:14:47,974 - build - model_api - DEBUG - Writing file geoms/region.geojson
+2024-01-31 09:14:47,980 - build - model_api - DEBUG - No tables found, skip writing.
+2024-01-31 09:14:47,981 - build - model_api - DEBUG - No forcing data found, skip writing.
+2024-01-31 09:14:47,981 - build - model_api - DEBUG - No states data found, skip writing.
 
 </pre></div></div>
 </div>
@@ -1092,7 +1092,7 @@ <h2>Build a model from CLI<a class="headerlink" href="#Build-a-model-from-CLI" t
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-&lt;matplotlib.collections.QuadMesh at 0x7fd3c0c05ed0&gt;
+&lt;matplotlib.collections.QuadMesh at 0x7fdf36c7e3d0&gt;
 </pre></div></div>
 </div>
 <div class="nboutput nblast docutils container">
@@ -1195,13 +1195,20 @@ <h2>Update a model from CLI<a class="headerlink" href="#Update-a-model-from-CLI"
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:30,363 - update - log - DEBUG - Writing log messages to new file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1_update/hydromt.log.
-2024-01-31 08:55:30,363 - update - log - INFO - HydroMT version: 0.9.2
-2024-01-31 08:55:30,363 - update - main - INFO - Updating grid_model model at /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1 (r).
-2024-01-31 08:55:30,363 - update - main - INFO - Output dir: /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1_update
-2024-01-31 08:55:30,363 - update - main - INFO - User settings:
-2024-01-31 08:55:30,397 - update - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
-2024-01-31 08:55:30,397 - update - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:14:54,772 - update - log - DEBUG - Writing log messages to new file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1_update/hydromt.log.
+2024-01-31 09:14:54,772 - update - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:14:54,772 - update - main - INFO - Updating grid_model model at /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1 (r).
+2024-01-31 09:14:54,772 - update - main - INFO - Output dir: /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1_update
+2024-01-31 09:14:54,772 - update - main - INFO - User settings:
+</pre></div></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+2024-01-31 09:14:54,808 - update - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:14:54,808 - update - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1209,11 +1216,11 @@ <h2>Update a model from CLI<a class="headerlink" href="#Update-a-model-from-CLI"
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:30,441 - update - log - DEBUG - Appending log messages to file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1/hydromt.log.
-2024-01-31 08:55:30,441 - update - model_api - INFO - Initializing grid_model model from hydromt (v0.9.2).
-2024-01-31 08:55:30,441 - update - model_api - INFO - Reading model data from /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1
-2024-01-31 08:55:30,442 - update - model_api - DEBUG - Model config read from /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1/model.ini
-2024-01-31 08:55:30,442 - update - model_api - DEBUG - Reading model file grid.
+2024-01-31 09:14:54,853 - update - log - DEBUG - Appending log messages to file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1/hydromt.log.
+2024-01-31 09:14:54,854 - update - model_api - INFO - Initializing grid_model model from hydromt (v0.9.2).
+2024-01-31 09:14:54,854 - update - model_api - INFO - Reading model data from /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1
+2024-01-31 09:14:54,854 - update - model_api - DEBUG - Model config read from /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1/model.ini
+2024-01-31 09:14:54,854 - update - model_api - DEBUG - Reading model file grid.
 </pre></div></div>
 </div>
 <div class="nboutput docutils container">
@@ -1221,7 +1228,17 @@ <h2>Update a model from CLI<a class="headerlink" href="#Update-a-model-from-CLI"
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-2024-01-31 08:55:30,480 - update - model_api - DEBUG - Reading model file region.
+2024-01-31 09:14:54,895 - update - model_api - DEBUG - Reading model file region.
+2024-01-31 09:14:54,928 - update - model_api - INFO - Reading model table files.
+2024-01-31 09:14:54,929 - update - log - DEBUG - Appending log messages to file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1_update/hydromt.log.
+2024-01-31 09:14:54,930 - update - model_api - INFO - setup_grid_from_rasterdataset.raster_fn: merit_hydro_1k
+2024-01-31 09:14:54,930 - update - model_api - INFO - setup_grid_from_rasterdataset.variables: uparea
+2024-01-31 09:14:54,930 - update - model_api - INFO - setup_grid_from_rasterdataset.fill_method: None
+2024-01-31 09:14:54,930 - update - model_api - INFO - setup_grid_from_rasterdataset.reproject_method: max
+2024-01-31 09:14:54,930 - update - model_api - INFO - setup_grid_from_rasterdataset.mask_name: mask
+2024-01-31 09:14:54,930 - update - model_api - INFO - setup_grid_from_rasterdataset.rename: None
+2024-01-31 09:14:54,930 - update - model_grid - INFO - Preparing grid data from raster source merit_hydro_1k
+2024-01-31 09:14:54,931 - update - rasterdataset - INFO - Reading merit_hydro_1k raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro_1k/{variable}.tif
 </pre></div></div>
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@@ -1229,17 +1246,7 @@ <h2>Update a model from CLI<a class="headerlink" href="#Update-a-model-from-CLI"
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-2024-01-31 08:55:30,508 - update - model_api - INFO - Reading model table files.
-2024-01-31 08:55:30,509 - update - log - DEBUG - Appending log messages to file /home/runner/work/hydromt/hydromt/docs/_examples/tmp_grid_model1_update/hydromt.log.
-2024-01-31 08:55:30,510 - update - model_api - INFO - setup_grid_from_rasterdataset.raster_fn: merit_hydro_1k
-2024-01-31 08:55:30,510 - update - model_api - INFO - setup_grid_from_rasterdataset.variables: uparea
-2024-01-31 08:55:30,510 - update - model_api - INFO - setup_grid_from_rasterdataset.fill_method: None
-2024-01-31 08:55:30,510 - update - model_api - INFO - setup_grid_from_rasterdataset.reproject_method: max
-2024-01-31 08:55:30,510 - update - model_api - INFO - setup_grid_from_rasterdataset.mask_name: mask
-2024-01-31 08:55:30,510 - update - model_api - INFO - setup_grid_from_rasterdataset.rename: None
-2024-01-31 08:55:30,510 - update - model_grid - INFO - Preparing grid data from raster source merit_hydro_1k
-2024-01-31 08:55:30,511 - update - rasterdataset - INFO - Reading merit_hydro_1k raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro_1k/{variable}.tif
-2024-01-31 08:55:30,528 - update - rasterdataset - DEBUG - Clip to [11.700, 45.350, 12.950, 46.700] (epsg:4326))
+2024-01-31 09:14:54,950 - update - rasterdataset - DEBUG - Clip to [11.700, 45.350, 12.950, 46.700] (epsg:4326))
 </pre></div></div>
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-2024-01-31 08:55:30,686 - update - model_api - INFO - write_grid.fn: grid/grid.nc
-2024-01-31 08:55:30,686 - update - model_api - INFO - write_grid.gdal_compliant: False
-2024-01-31 08:55:30,686 - update - model_api - INFO - write_grid.rename_dims: False
-2024-01-31 08:55:30,686 - update - model_api - INFO - write_grid.force_sn: False
-2024-01-31 08:55:30,686 - update - model_api - DEBUG - Writing file grid/grid.nc
+2024-01-31 09:14:55,121 - update - model_api - INFO - write_grid.fn: grid/grid.nc
+2024-01-31 09:14:55,121 - update - model_api - INFO - write_grid.gdal_compliant: False
+2024-01-31 09:14:55,121 - update - model_api - INFO - write_grid.rename_dims: False
+2024-01-31 09:14:55,121 - update - model_api - INFO - write_grid.force_sn: False
+2024-01-31 09:14:55,121 - update - model_api - DEBUG - Writing file grid/grid.nc
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diff --git a/v0.9.2/_examples/working_with_raster.html b/v0.9.2/_examples/working_with_raster.html
index 7d84237e7..976628a65 100644
--- a/v0.9.2/_examples/working_with_raster.html
+++ b/v0.9.2/_examples/working_with_raster.html
@@ -535,7 +535,7 @@ <h1>Example: Working with raster data<a class="headerlink" href="#Example:-Worki
 </div>
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-2024-01-31 08:55:34,910 - raster data - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:14:59,895 - raster data - log - INFO - HydroMT version: 0.9.2
 </pre></div></div>
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-2024-01-31 08:55:34,932 - raster data - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:14:59,916 - raster data - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
 </pre></div></div>
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-2024-01-31 08:55:34,933 - raster data - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:14:59,916 - raster data - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
 </pre></div></div>
 </div>
 <p>Here, we illustrate some common GIS problems and how the functionality of the DataArray/Dataset <a class="reference external" href="https://deltares.github.io/hydromt/latest/api.html#raster-methods">raster</a> accessor can be used. The data is accessed using the HydroMT <a class="reference external" href="https://deltares.github.io/hydromt/latest/api.html#data-catalog">DataCatalog</a>. For more information see the <a class="reference external" href="https://deltares.github.io/hydromt/latest/_examples/reading_raster_data.html">Reading raster data</a> example.</p>
@@ -575,7 +575,7 @@ <h2>Geospatial attributes<a class="headerlink" href="#Geospatial-attributes" tit
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-2024-01-31 08:55:34,984 - raster data - rasterdataset - INFO - Reading ghs_pop_2015 raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/ghs_pop_2015.tif
+2024-01-31 09:14:59,967 - raster data - rasterdataset - INFO - Reading ghs_pop_2015 raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/ghs_pop_2015.tif
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-&lt;matplotlib.collections.QuadMesh at 0x7f2d026c09d0&gt;
+&lt;matplotlib.collections.QuadMesh at 0x7fd87098e590&gt;
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-&lt;matplotlib.collections.QuadMesh at 0x7f2d03120d90&gt;
+&lt;matplotlib.collections.QuadMesh at 0x7fd87160fbd0&gt;
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-2024-01-31 08:55:36,408 - raster data - geodataframe - INFO - Reading gadm_level3 vector data from /home/runner/.hydromt_data/artifact_data/v0.0.8/gadm_level3.gpkg
+2024-01-31 09:15:01,397 - raster data - geodataframe - INFO - Reading gadm_level3 vector data from /home/runner/.hydromt_data/artifact_data/v0.0.8/gadm_level3.gpkg
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-2024-01-31 08:55:49,663 - raster data - rasterdataset - INFO - Reading soilgrids raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/soilgrids/{variable}.tif
+2024-01-31 09:15:15,942 - raster data - rasterdataset - INFO - Reading soilgrids raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/soilgrids/{variable}.tif
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-2024-01-31 08:55:49,679 - raster data - rasterdataset - DEBUG - Clip to [12.700, 45.600, 13.000, 45.800] (epsg:4326))
+2024-01-31 09:15:15,959 - raster data - rasterdataset - DEBUG - Clip to [12.700, 45.600, 13.000, 45.800] (epsg:4326))
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-2024-01-31 08:55:49,680 - raster data - rasterdataset - WARNING - Dataset does [12.699969168083417, 45.59917334998339, 12.999969120083549, 45.799173317983474] does not fully cover bbox [12.700, 45.600, 13.000, 45.800]
+2024-01-31 09:15:15,960 - raster data - rasterdataset - WARNING - Dataset does [12.699969168083417, 45.59917334998339, 12.999969120083549, 45.799173317983474] does not fully cover bbox [12.700, 45.600, 13.000, 45.800]
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-2024-01-31 08:55:49,680 - raster data - rasterdataset - DEBUG - Convert units for 1 variables.
+2024-01-31 09:15:15,961 - raster data - rasterdataset - DEBUG - Convert units for 1 variables.
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+&lt;matplotlib.collections.QuadMesh at 0x7fd84a6fe590&gt;
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-2024-01-31 08:55:50,074 - raster data - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
+2024-01-31 09:15:16,369 - raster data - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
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-2024-01-31 08:55:50,088 - raster data - rasterdataset - DEBUG - Clip to [12.200, 45.300, 13.000, 45.800] (epsg:4326))
+2024-01-31 09:15:16,384 - raster data - rasterdataset - DEBUG - Clip to [12.200, 45.300, 13.000, 45.800] (epsg:4326))
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-2024-01-31 08:55:50,089 - raster data - rasterdataset - WARNING - Dataset does [12.200000000000014, 45.3, 13.000000000000002, 45.8] does not fully cover bbox [12.200, 45.300, 13.000, 45.800]
+2024-01-31 09:15:16,385 - raster data - rasterdataset - WARNING - Dataset does [12.200000000000014, 45.3, 13.000000000000002, 45.8] does not fully cover bbox [12.200, 45.300, 13.000, 45.800]
 </pre></div></div>
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 resolution MERIT Hydro: 0.00083
-2024-01-31 08:55:50,092 - raster data - rasterdataset - INFO - Reading gebco raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/gebco.tif
+2024-01-31 09:15:16,389 - raster data - rasterdataset - INFO - Reading gebco raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/gebco.tif
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 resolution GEBCO: 0.00417
-2024-01-31 08:55:50,107 - raster data - rasterdataset - INFO - Reading mdt_cnes_cls18 raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/mdt_cnes_cls18.tif
+2024-01-31 09:15:16,405 - raster data - rasterdataset - INFO - Reading mdt_cnes_cls18 raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/mdt_cnes_cls18.tif
 </pre></div></div>
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 Driver: GTiff/GeoTIFF
+</pre></div></div>
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 Files: tmpdir/dem_merged.tif
 Size is 960, 600
 Coordinate System is:
@@ -1158,13 +1165,6 @@ <h2>Write raster to file<a class="headerlink" href="#Write-raster-to-file" title
   history=produced with HydroMT
 Image Structure Metadata:
   INTERLEAVE=BAND
-</pre></div></div>
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 Corner Coordinates:
 Upper Left  (  12.2000000,  45.8000000) ( 12d12&#39; 0.00&#34;E, 45d48&#39; 0.00&#34;N)
 Lower Left  (  12.2000000,  45.3000000) ( 12d12&#39; 0.00&#34;E, 45d18&#39; 0.00&#34;N)
diff --git a/v0.9.2/_examples/working_with_tiled_raster_data.html b/v0.9.2/_examples/working_with_tiled_raster_data.html
index ea9072ff5..4ca388398 100644
--- a/v0.9.2/_examples/working_with_tiled_raster_data.html
+++ b/v0.9.2/_examples/working_with_tiled_raster_data.html
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-2024-01-31 08:55:56,160 - tiling - log - INFO - HydroMT version: 0.9.2
+2024-01-31 09:15:22,892 - tiling - log - INFO - HydroMT version: 0.9.2
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-2024-01-31 08:55:56,192 - tiling - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
+2024-01-31 09:15:23,058 - tiling - data_catalog - INFO - Reading data catalog archive artifact_data v0.0.8
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-2024-01-31 08:55:56,193 - tiling - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
+2024-01-31 09:15:23,058 - tiling - data_catalog - INFO - Parsing data catalog from /home/runner/.hydromt_data/artifact_data/v0.0.8/data_catalog.yml
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-2024-01-31 08:55:56,240 - tiling - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
+2024-01-31 09:15:23,107 - tiling - rasterdataset - INFO - Reading merit_hydro raster data from /home/runner/.hydromt_data/artifact_data/v0.0.8/merit_hydro/{variable}.tif
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-2024-01-31 08:56:12,267 - tiling - data_catalog - INFO - Parsing data catalog from tmpdir/merit_hydro_xyz/merit_hydro_xyz.yml
+2024-01-31 09:15:39,799 - tiling - data_catalog - INFO - Parsing data catalog from tmpdir/merit_hydro_xyz/merit_hydro_xyz.yml
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-2024-01-31 08:56:12,269 - tiling - data_catalog - INFO - Parsing data catalog from tmpdir/merit_hydro_osm/merit_hydro_osm.yml
+2024-01-31 09:15:39,801 - tiling - data_catalog - INFO - Parsing data catalog from tmpdir/merit_hydro_osm/merit_hydro_osm.yml
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-2024-01-31 08:56:12,281 - tiling - rasterdataset - INFO - Reading merit_hydro_xyz raster data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_xyz/merit_hydro_xyz_zl{zoom_level}.vrt
+2024-01-31 09:15:39,814 - tiling - rasterdataset - INFO - Reading merit_hydro_xyz raster data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_xyz/merit_hydro_xyz_zl{zoom_level}.vrt
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-2024-01-31 08:56:12,308 - tiling - rasterdataset - INFO - Reading merit_hydro_osm raster data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_osm/lvl{zoom_level}.vrt
+2024-01-31 09:15:39,842 - tiling - rasterdataset - INFO - Reading merit_hydro_osm raster data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_osm/lvl{zoom_level}.vrt
 </pre></div></div>
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-2024-01-31 08:56:12,318 - tiling - io - WARNING - nodata value missing for /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_osm/lvl11.vrt
+2024-01-31 09:15:39,854 - tiling - io - WARNING - nodata value missing for /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_osm/lvl11.vrt
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-2024-01-31 08:56:12,330 - tiling - rasterdataset - WARNING - Dataset does [1291327.1558497665, 5636237.154664036, 1448023.0638343776, 5909499.530783547] does not fully cover bbox [1291306.093, 5636226.896, 1457543.199, 5909489.864]
+2024-01-31 09:15:39,866 - tiling - rasterdataset - WARNING - Dataset does [1291327.1558497665, 5636237.154664036, 1448023.0638343776, 5909499.530783547] does not fully cover bbox [1291306.093, 5636226.896, 1457543.199, 5909489.864]
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@@ -921,7 +921,7 @@ <h2>Reading tiled raster data with zoom levels<a class="headerlink" href="#Readi
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-2024-01-31 08:56:12,337 - tiling - rasterdataset - INFO - Reading merit_hydro_osm raster data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_osm/lvl{zoom_level}.vrt
+2024-01-31 09:15:39,873 - tiling - rasterdataset - INFO - Reading merit_hydro_osm raster data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_osm/lvl{zoom_level}.vrt
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@@ -929,7 +929,7 @@ <h2>Reading tiled raster data with zoom levels<a class="headerlink" href="#Readi
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-2024-01-31 08:56:12,344 - tiling - io - WARNING - nodata value missing for /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_osm/lvl10.vrt
+2024-01-31 09:15:39,881 - tiling - io - WARNING - nodata value missing for /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_osm/lvl10.vrt
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-2024-01-31 08:56:12,352 - tiling - rasterdataset - INFO - Reading merit_hydro_osm raster data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_osm/lvl{zoom_level}.vrt
+2024-01-31 09:15:39,889 - tiling - rasterdataset - INFO - Reading merit_hydro_osm raster data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_osm/lvl{zoom_level}.vrt
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-2024-01-31 08:56:12,357 - tiling - io - WARNING - nodata value missing for /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_osm/lvl7.vrt
+2024-01-31 09:15:39,895 - tiling - io - WARNING - nodata value missing for /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_osm/lvl7.vrt
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-2024-01-31 08:56:12,369 - tiling - rasterdataset - INFO - Reading merit_hydro_xyz raster data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_xyz/merit_hydro_xyz_zl{zoom_level}.vrt
+2024-01-31 09:15:39,908 - tiling - rasterdataset - INFO - Reading merit_hydro_xyz raster data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_xyz/merit_hydro_xyz_zl{zoom_level}.vrt
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@@ -971,7 +971,7 @@ <h2>Reading tiled raster data with zoom levels<a class="headerlink" href="#Readi
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-2024-01-31 08:56:12,384 - tiling - rasterdataset - WARNING - Dataset does [11.600000000000021, 45.09333333333335, 13.093333333333339, 46.800000000000004] does not fully cover bbox [11.600, 45.093, 13.093, 46.800]
+2024-01-31 09:15:39,925 - tiling - rasterdataset - WARNING - Dataset does [11.600000000000021, 45.09333333333335, 13.093333333333339, 46.800000000000004] does not fully cover bbox [11.600, 45.093, 13.093, 46.800]
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-2024-01-31 08:56:12,879 - tiling - rasterdataset - INFO - Reading merit_hydro_xyz raster data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_xyz/merit_hydro_xyz_zl{zoom_level}.vrt
+2024-01-31 09:15:40,459 - tiling - rasterdataset - INFO - Reading merit_hydro_xyz raster data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_xyz/merit_hydro_xyz_zl{zoom_level}.vrt
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-2024-01-31 08:56:12,887 - tiling - caching - INFO - Downloading 56 tiles to /home/runner/.hydromt_data/merit_hydro_xyz/merit_hydro_xyz
+2024-01-31 09:15:40,467 - tiling - caching - INFO - Downloading 56 tiles to /home/runner/.hydromt_data/merit_hydro_xyz/merit_hydro_xyz
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-2024-01-31 08:56:12,915 - tiling - rasterdataset - WARNING - Dataset does [11.600000000000023, 45.300000000000004, 12.000000000000018, 46.0] does not fully cover bbox [11.600, 45.300, 12.000, 46.000]
+2024-01-31 09:15:40,496 - tiling - rasterdataset - WARNING - Dataset does [11.600000000000023, 45.300000000000004, 12.000000000000018, 46.0] does not fully cover bbox [11.600, 45.300, 12.000, 46.000]
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@@ -1068,7 +1068,7 @@ <h2>Caching tiled raster datasets<a class="headerlink" href="#Caching-tiled-rast
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-2024-01-31 08:56:12,920 - tiling - rasterdataset - INFO - Reading merit_hydro_xyz raster data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_xyz/merit_hydro_xyz_zl{zoom_level}.vrt
+2024-01-31 09:15:40,501 - tiling - rasterdataset - INFO - Reading merit_hydro_xyz raster data from /home/runner/work/hydromt/hydromt/docs/_examples/tmpdir/merit_hydro_xyz/merit_hydro_xyz_zl{zoom_level}.vrt
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-2024-01-31 08:56:12,924 - tiling - caching - INFO - Downloading 0 tiles to /home/runner/.hydromt_data/merit_hydro_xyz/merit_hydro_xyz
+2024-01-31 09:15:40,505 - tiling - caching - INFO - Downloading 0 tiles to /home/runner/.hydromt_data/merit_hydro_xyz/merit_hydro_xyz
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-2024-01-31 08:56:12,940 - tiling - rasterdataset - WARNING - Dataset does [11.600000000000023, 45.300000000000004, 12.000000000000018, 46.0] does not fully cover bbox [11.600, 45.300, 12.000, 46.000]
+2024-01-31 09:15:40,522 - tiling - rasterdataset - WARNING - Dataset does [11.600000000000023, 45.300000000000004, 12.000000000000018, 46.0] does not fully cover bbox [11.600, 45.300, 12.000, 46.000]
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 </section>
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index 52acddd60..42681799d 100644
--- a/v0.9.2/searchindex.js
+++ b/v0.9.2/searchindex.js
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377, 387], "updat": [12, 13, 207, 282, 392], "cli": [13, 381, 387, 388, 392], "warp": 14, "zonal": [14, 362], "statist": [14, 362, 370, 386], "interpol": [14, 362], "nodata": [14, 48, 362], "merg": [14, 314, 364], "tile": [15, 383], "differ": 15, "zoom": 15, "level": [15, 362, 390], "xyz": 15, "stuctur": 15, "osm": 15, "webview": 15, "cach": 15, "dataset": [15, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 383], "dataarrai": [23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108], "aligned_grid": 23, "area_grid": 24, "attr": [25, 81, 111], "bound": [26, 82, 112, 156], "box": 27, "clip": [28, 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"read_vector": 219, "set_vector": 221, "write_vector": 227, "configread": 228, "configwrit": 229, "data_adapt": [230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259], "dataframeadapt": [230, 231, 232, 233, 234], "get_data": [231, 238, 246, 255], "summari": [232, 239, 248, 257], "to_dict": [233, 240, 249, 258, 280], "to_fil": [234, 241, 250, 259], "geodataframeadapt": [235, 236, 237, 238, 239, 240, 241], "detect_bbox": [236, 243, 252], "get_bbox": [237, 245, 254], "geodatasetadapt": [242, 243, 244, 245, 246, 247, 248, 249, 250], "detect_time_rang": [244, 253], "get_time_rang": [247, 256], "rasterdatasetadapt": [251, 252, 253, 254, 255, 256, 257, 258, 259], "data_catalog": [260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282], "datacatalog": [260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 370], "add_sourc": 261, "export_data": 262, "from_arch": 263, "from_dict": 264, "from_predefined_catalog": 265, "from_yml": 266, "get_datafram": 267, "get_geodatafram": 268, "get_geodataset": 269, "get_rasterdataset": 270, "get_sourc": 271, "get_source_bbox": 272, "get_source_time_rang": 273, "iter_sourc": 274, "kei": 275, "predefined_catalog": 276, "set_predefined_catalog": 277, "sourc": [278, 362], "to_datafram": 279, "to_yml": 281, "flw": [283, 284, 285, 286, 287, 288, 289, 290, 291, 292], "basin_map": 283, "clip_basin": 284, "d8_from_dem": 285, "dem_adjust": 286, "flwdir_from_da": 287, "gauge_map": 288, "outlet_map": 289, "reproject_hydrography_lik": 290, "stream_map": 291, "upscale_flwdir": 292, "gis_util": [293, 294, 295, 296, 297, 298, 299, 300, 301, 302, 303, 304, 305], "affine_to_coord": 293, "axes_attr": 294, "cellarea": 295, "cellr": 296, "create_vrt": 297, "filter_gdf": 298, "meridian_offset": 299, "nearest": 300, "nearest_merg": 301, "parse_cr": 302, "reggrid_area": 303, "spread2d": 304, "utm_cr": 305, "io": [306, 307, 308, 309, 310, 311, 312], "open_geodataset": 306, "open_mfrast": 307, "open_rast": 308, "open_raster_from_tindex": 309, "open_timeseries_from_t": 310, "open_vector": 311, "open_vector_from_t": 312, "log": [313, 362], "setuplog": 313, "full": 315, "full_from_transform": 316, "full_lik": 317, "stat": [318, 319, 320, 321, 322, 323, 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336, 337, 362], "design_ev": 318, "get_peak_hydrograph": 318, "fit_extrem": 320, "get_peak": 321, "get_return_valu": 322, "skill": [323, 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336, 337, 386], "bia": 323, "kge": 324, "kge_2012": 325, "kge_non_parametr": 326, "kge_non_parametric_flood": 327, "lognashsutcliff": 328, "mse": 329, "nashsutcliff": 330, "pearson_correl": 331, "percentual_bia": 332, "rmse": 333, "rsquar": 334, "rsr": 335, "spearman_rank_correl": 336, "volumetric_error": 337, "workflow": [338, 339, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349, 350, 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 362, 364, 367, 385], "basin_mask": [338, 339], "get_basin_geometri": 338, "parse_region": 339, "delta_freq": 340, "pet": 341, "pet_debruin": 342, "pet_makkink": 343, "pm_fao56": 344, "precip": 345, "press": 346, "press_correct": 347, "resample_tim": 348, "temp": 349, "temp_correct": 350, "wind": 351, "grid_from_const": 352, "grid_from_geodatafram": 353, "grid_from_raster_reclass": 354, "grid_from_rasterdataset": 355, "create_mesh2d": 356, "mesh2d_from_raster_reclass": 357, "mesh2d_from_rasterdataset": 358, "river": [359, 360, 362, 379], "river_depth": 359, "river_width": 360, "refer": [362, 381], "gener": [362, 364], "get": [362, 373], "discoveri": 362, "high": [362, 390], "setup": [362, 367], "mask": 362, "bathymetri": 362, "handl": 362, "correct": 362, "resampl": 362, "comput": 362, "low": 362, "gi": [362, 370], "perform": 362, "metric": 362, "design": [362, 364], "event": 362, "util": 362, "configur": [362, 389], "what": [363, 377], "": [363, 364, 365, 376], "new": [363, 367, 372], "unreleas": 363, "ad": [363, 367], "chang": 363, "fix": 363, "v0": 363, "9": 363, "2024": 363, "01": 363, "09": 363, "2023": 363, "11": 363, "16": 363, "0": 363, "10": 363, "19": 363, "document": 363, "deprec": 363, "8": 363, "07": 363, "18": 363, "7": 363, "14": 363, "april": 363, "22": 363, "februari": 363, "6": 363, "24": 363, "octob": 363, "2022": 363, "5": 363, "august": 363, "novemb": 363, "2021": 363, "28": 363, "juli": 363, "mai": 363, "23": 363, "test": [363, 364], "develop": [364, 365, 368, 372], "guid": [364, 365, 366, 372, 384], "right": 364, "issu": 364, "convent": [364, 379], "checklist": 364, "pull": 364, "request": 364, "git": 364, "deal": 364, "conflict": 364, "class": [364, 367], "code": 364, "name": [364, 383], "type": [364, 383], "hint": 364, "docstr": 364, "format": [364, 368], "ci": 364, "creat": [364, 367], "releas": 364, "makefil": 365, "pixi": 365, "fine": 365, "tune": 365, "dev": 366, "start": [367, 373, 378], "your": [367, 378], "own": [367, 378], "plugin": [367, 368, 372, 375, 377, 378], "repositori": 367, "requir": 367, "us": [367, 374, 377], "cookiecutt": 367, "templat": 367, "typic": 367, "structur": 367, "initialis": 367, "set": 367, "addit": 367, "basic": 367, "object": 367, "good": 367, "practic": 367, "advanc": 367, "topic": 367, "mix": 367, "roadmap": 368, "ambit": 368, "short": 368, "term": 368, "plan": 368, "support": [368, 383], "network": 368, "share": 368, "more": 368, "dashboard": 368, "web": 368, "interfac": 368, "contributor": 369, "list": 370, "oper": 370, "frequent": 371, "ask": 371, "question": 371, "prerequisit": 372, "exist": 372, "public": 374, "about": [374, 378], "where": 374, "quick": 375, "overview": [375, 381, 385, 390], "common": 375, "usag": 375, "wflow": 375, "user": [376, 384], "stori": 376, "compound": 376, "flood": 376, "mozambiqu": 376, "water": [376, 379], "qualiti": 376, "diagnost": 376, "peru": 376, "nation": 376, "indonesia": 376, "global": 376, "autom": 377, "reproduc": 377, "why": 377, "how": 377, "cite": 377, "contribut": 377, "softwar": 378, "topographi": 379, "surfac": 379, "reservoir": 379, "lake": 379, "glacier": 379, "landus": 379, "landcov": 379, "soil": 379, "meteorologi": 379, "hydrologi": 379, "pre": 380, "relat": 381, "yaml": [382, 389], "variant": 382, "recogn": 383, "dimens": 383, "multi": 383, "variabl": 383, "virtual": 383, "tileset": 383, "vrt": 383, "preprocess": 383, "function": [383, 390], "when": 383, "combin": 383, "multipl": 383, "geopackag": 383, "spatial": 383, "text": 383, "delimit": 383, "terminologi": 384, "applic": 386, "hydrograph": 391}, "envversion": {"sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.viewcode": 1, "sphinx.ext.todo": 2, "sphinx.ext.intersphinx": 1, "nbsphinx": 4, "sphinx": 60}, "alltitles": {"Local installation": [[0, "local-installation"], [370, "local-installation"]], "1 - Install python and conda/mamba": [[0, "install-python-and-conda-mamba"], [370, "install-python-and-conda-mamba"]], "2 - Install HydroMT and the other python dependencies in a separate Python environment": [[0, "install-hydromt-and-the-other-python-dependencies-in-a-separate-python-environment"], [370, "install-hydromt-and-the-other-python-dependencies-in-a-separate-python-environment"]], "3 - Download the content of the examples and notebooks": [[0, "download-the-content-of-the-examples-and-notebooks"], [370, "download-the-content-of-the-examples-and-notebooks"]], "4 - Running the examples": [[0, "running-the-examples"], [370, "running-the-examples"]], "Example: Define hydrological model regions": [[1, "Example:-Define-hydrological-model-regions"]], "Import packages": [[1, "Import-packages"]], "Read data": [[1, "Read-data"]], "Delineate basins": [[1, "Delineate-basins"]], "Delineate sub-basins": [[1, "Delineate-sub-basins"]], "Delineate interbasins": [[1, "Delineate-interbasins"]], "Example: Doing Extreme Value Analysis (EVA) for time series": [[2, "Example:-Doing-Extreme-Value-Analysis-(EVA)-for-time-series"]], "Step 1: Extracting peaks from continuous time series": [[2, "Step-1:-Extracting-peaks-from-continuous-time-series"]], "Step 2: fit a EV distribution on these peaks": [[2, "Step-2:-fit-a-EV-distribution-on-these-peaks"]], "Step 3: obtain return values for given return periods based on the distribution fitted and its parameters": [[2, "Step-3:-obtain-return-values-for-given-return-periods-based-on-the-distribution-fitted-and-its-parameters"]], "Step 4: plot the distribution and empirical data": [[2, "Step-4:-plot-the-distribution-and-empirical-data"]], "TL;DR": [[2, "TL;DR"]], "Example: Exporting data from a data catalog": [[3, "Example:-Exporting-data-from-a-data-catalog"]], "Explore the current data catalog": [[3, "Explore-the-current-data-catalog"]], "Export an extract of the data": [[3, "Export-an-extract-of-the-data"]], "Open and explore the exported data": [[3, "Open-and-explore-the-exported-data"]], "Example: Preparing a data catalog": [[4, "Example:-Preparing-a-data-catalog"]], "RasterDataset from raster file": [[4, "RasterDataset-from-raster-file"]], "RasterDataset from several raster files": [[4, "RasterDataset-from-several-raster-files"]], "RasterDataset from a netcdf file": [[4, "RasterDataset-from-a-netcdf-file"]], "GeoDataFrame from a vector file": [[4, "GeoDataFrame-from-a-vector-file"]], "GeoDataset from a netcdf file": [[4, "GeoDataset-from-a-netcdf-file"]], "GeoDataset from vector files": [[4, "GeoDataset-from-vector-files"]], "Example: Reading geospatial point time-series": [[5, "Example:-Reading-geospatial-point-time-series"]], "Netcdf or zarr driver": [[5, "Netcdf-or-zarr-driver"]], "Vector driver": [[5, "Vector-driver"], [8, "Vector-driver"]], "Example: Reading raster data": [[6, "Example:-Reading-raster-data"]], "Raster driver": [[6, "Raster-driver"]], "Netcdf driver": [[6, "Netcdf-driver"]], "Raster_tindex driver": [[6, "Raster_tindex-driver"]], "Example: Reading 2D tabular data (DataFrame)": [[7, "Example:-Reading-2D-tabular-data-(DataFrame)"]], "CSV driver": [[7, "CSV-driver"]], "time series data": [[7, "time-series-data"]], "reclassification table": [[7, "reclassification-table"]], "Example: Reading vector data": [[8, "Example:-Reading-vector-data"]], "Vector_table driver": [[8, "Vector_table-driver"]], "Visualize vector data": [[8, "Visualize-vector-data"]], "Example: Working with flow direction data": [[9, "Example:-Working-with-flow-direction-data"]], "Derive basin and stream geometries": [[9, "Derive-basin-and-stream-geometries"]], "Derive flow directions from elevation data": [[9, "Derive-flow-directions-from-elevation-data"]], "Reproject flow direction data": [[9, "Reproject-flow-direction-data"]], "Upscale flow directions": [[9, "Upscale-flow-directions"]], "Example: Working with geodatasets": [[10, "Example:-Working-with-geodatasets"]], "Geospatial attributes": [[10, "Geospatial-attributes"], [14, "Geospatial-attributes"]], "Reprojection": [[10, "Reprojection"]], "Conversion": [[10, "Conversion"], [362, "conversion"]], "I/O (Internal and External)": [[10, "I/O-(Internal-and-External)"]], "Example: Working with mesh models": [[11, "Example:-Working-with-mesh-models"]], "Check if mesh_model is available": [[11, "Check-if-mesh_model-is-available"]], "Mesh component properties and preparation with setup_mesh2d method": [[11, "Mesh-component-properties-and-preparation-with-setup_mesh2d-method"]], "Add data to 2D mesh": [[11, "Add-data-to-2D-mesh"]], "Example: Working with models in Python": [[12, "Example:-Working-with-models-in-Python"]], "Available models in HydroMT": [[12, "Available-models-in-HydroMT"]], "Model components": [[12, "Model-components"], [367, "model-components"]], "Model setup_* methods": [[12, "Model-setup_*-methods"]], "Model read & write methods": [[12, "Model-read-&-write-methods"]], "Building / updating a model with python": [[12, "Building-/-updating-a-model-with-python"]], "Example: Working with models from CLI": [[13, "Example:-Working-with-models-from-CLI"]], "Build a model from CLI": [[13, "Build-a-model-from-CLI"]], "Update a model from CLI": [[13, "Update-a-model-from-CLI"]], "Example: Working with raster data": [[14, "Example:-Working-with-raster-data"]], "Reproject (warp) raster data": [[14, "Reproject-(warp)-raster-data"]], "Zonal statistics": [[14, "Zonal-statistics"]], "Interpolate nodata values": [[14, "Interpolate-nodata-values"]], "Reproject and merge": [[14, "Reproject-and-merge"]], "Write raster to file": [[14, "Write-raster-to-file"]], "Example: Reading tiled raster data with different zoom levels": [[15, "Example:-Reading-tiled-raster-data-with-different-zoom-levels"]], "Tiling raster with XYZ stucture": [[15, "Tiling-raster-with-XYZ-stucture"]], "Tiling raster with OSM stucture": [[15, "Tiling-raster-with-OSM-stucture"]], "Tiling raster for a webviewer": [[15, "Tiling-raster-for-a-webviewer"]], "Reading tiled raster data with zoom levels": [[15, "Reading-tiled-raster-data-with-zoom-levels"]], "Caching tiled raster datasets": [[15, "Caching-tiled-raster-datasets"]], "hydromt.DataArray.raster.aligned_grid": [[23, "hydromt-dataarray-raster-aligned-grid"]], "hydromt.DataArray.raster.area_grid": [[24, "hydromt-dataarray-raster-area-grid"]], "hydromt.DataArray.raster.attrs": [[25, "hydromt-dataarray-raster-attrs"]], "hydromt.DataArray.raster.bounds": [[26, "hydromt-dataarray-raster-bounds"]], "hydromt.DataArray.raster.box": [[27, "hydromt-dataarray-raster-box"]], "hydromt.DataArray.raster.clip": [[28, "hydromt-dataarray-raster-clip"]], "hydromt.DataArray.raster.clip_bbox": [[29, "hydromt-dataarray-raster-clip-bbox"]], "hydromt.DataArray.raster.clip_geom": [[30, "hydromt-dataarray-raster-clip-geom"]], "hydromt.DataArray.raster.clip_mask": [[31, "hydromt-dataarray-raster-clip-mask"]], "hydromt.DataArray.raster.coords": [[32, "hydromt-dataarray-raster-coords"]], "hydromt.DataArray.raster.crs": [[33, "hydromt-dataarray-raster-crs"]], "hydromt.DataArray.raster.density_grid": [[34, "hydromt-dataarray-raster-density-grid"]], "hydromt.DataArray.raster.dim0": [[35, "hydromt-dataarray-raster-dim0"]], "hydromt.DataArray.raster.dims": [[36, "hydromt-dataarray-raster-dims"]], "hydromt.DataArray.raster.flipud": [[37, "hydromt-dataarray-raster-flipud"]], "hydromt.DataArray.raster.from_numpy": [[38, "hydromt-dataarray-raster-from-numpy"]], "hydromt.DataArray.raster.gdal_compliant": [[39, "hydromt-dataarray-raster-gdal-compliant"]], "hydromt.DataArray.raster.geometry_mask": [[40, "hydromt-dataarray-raster-geometry-mask"]], "hydromt.DataArray.raster.height": [[41, "hydromt-dataarray-raster-height"]], "hydromt.DataArray.raster.identical_grid": [[42, 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properties": [[367, "additional-model-properties"]], "Setup basic model objects": [[367, "setup-basic-model-objects"]], "Good practices": [[367, "good-practices"]], "Advanced Topics": [[367, "advanced-topics"]], "Mixing model sub-classes": [[367, "mixing-model-sub-classes"]], "Adding a new property or component": [[367, "adding-a-new-property-or-component"]], "Roadmap": [[368, "roadmap"]], "Ambition": [[368, "ambition"]], "Short-term plans": [[368, "short-term-plans"]], "Support for vector, mesh and network models": [[368, "support-for-vector-mesh-and-network-models"]], "Sharing data and support for more data formats": [[368, "sharing-data-and-support-for-more-data-formats"]], "Dashboard / web interface": [[368, "dashboard-web-interface"]], "Plugins in development": [[368, "plugins-in-development"]], "Contributors": [[369, "contributors"]], "Examples": [[370, "examples"]], "List of examples": [[370, "list-of-examples"]], "Data and DataCatalog:": [[370, "data-and-datacatalog"]], "Working with models:": [[370, "working-with-models"]], "GIS operations:": [[370, "gis-operations"]], "Statistical Analysis:": [[370, "statistical-analysis"]], "Frequently asked questions": [[371, "frequently-asked-questions"]], "Working with models in HydroMT": [[371, "working-with-models-in-hydromt"]], "Working with data in HydroMT": [[371, "working-with-data-in-hydromt"]], "Installation guide": [[372, "installation-guide"]], "Prerequisites": [[372, "prerequisites"]], "Python and conda/mamba": [[372, "python-and-conda-mamba"]], "Dependencies": [[372, "dependencies"]], "Installation": [[372, "installation"]], "Install HydroMT in a new environment": [[372, "install-hydromt-in-a-new-environment"]], "Install HydroMT in an existing environment": [[372, "install-hydromt-in-an-existing-environment"]], "Install HydroMT plugins": [[372, "install-hydromt-plugins"]], "Developer installation": [[372, "developer-installation"]], "Getting started": [[373, "getting-started"]], "Publications": [[374, "publications"]], "Publications about HydroMT": [[374, "publications-about-hydromt"]], "Publications where HydroMT is used": [[374, "publications-where-hydromt-is-used"]], "Quick overview": [[375, "quick-overview"]], "Common usage": [[375, "common-usage"]], "Wflow build example": [[375, "wflow-build-example"]], "Install HydroMT & model plugin": [[375, "install-hydromt-model-plugin"]], "Build a model": [[375, "build-a-model"]], "User\u2019s stories": [[376, "user-s-stories"]], "Compound flooding in Mozambique": [[376, "compound-flooding-in-mozambique"]], "Water quality diagnostic in Peru": [[376, "water-quality-diagnostic-in-peru"]], "National hydrologic models for Indonesia": [[376, "national-hydrologic-models-for-indonesia"]], "Global water quality modelling": [[376, "global-water-quality-modelling"]], "HydroMT: Automated and reproducible model building and analysis": [[377, "hydromt-automated-and-reproducible-model-building-and-analysis"]], "What is HydroMT?": [[377, "what-is-hydromt"]], "Why HydroMT?": [[377, "why-hydromt"]], "How to use HydroMT?": [[377, "how-to-use-hydromt"]], "HydroMT model plugins": [[377, "hydromt-model-plugins"]], "How to cite?": [[377, "how-to-cite"]], "How to contribute?": [[377, "how-to-contribute"]], "Plugins": [[378, "plugins"]], "About the model software": [[378, "about-the-model-software"]], "Starting your own plugin": [[378, "starting-your-own-plugin"]], "Data conventions": [[379, "data-conventions"]], "Topography": [[379, "topography"]], "Surface waters": [[379, "surface-waters"]], "Rivers": [[379, "rivers"]], "Reservoirs / lakes": [[379, "reservoirs-lakes"]], "Glaciers": [[379, "glaciers"]], "Landuse and landcover": [[379, "landuse-and-landcover"]], "Soil": [[379, "soil"]], "Meteorology": [[379, "meteorology"]], "Hydrology": [[379, "hydrology"]], "Pre-defined data catalogs": [[380, "pre-defined-data-catalogs"]], "Overview data": [[381, "overview-data"]], "From CLI": [[381, "from-cli"], [387, "from-cli"], [388, 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"set_root() (hydromt.model method)": [[200, "hydromt.Model.set_root"]], "set_states() (hydromt.model method)": [[201, "hydromt.Model.set_states"]], "setup_config() (hydromt.model method)": [[202, "hydromt.Model.setup_config"]], "setup_maps_from_raster_reclass() (hydromt.model method)": [[203, "hydromt.Model.setup_maps_from_raster_reclass"]], "setup_maps_from_rasterdataset() (hydromt.model method)": [[204, "hydromt.Model.setup_maps_from_rasterdataset"]], "setup_region() (hydromt.model method)": [[205, "hydromt.Model.setup_region"]], "states (hydromt.model property)": [[206, "hydromt.Model.states"]], "update() (hydromt.model method)": [[207, "hydromt.Model.update"]], "write() (hydromt.model method)": [[208, "hydromt.Model.write"]], "write_config() (hydromt.model method)": [[209, "hydromt.Model.write_config"]], "write_data_catalog() (hydromt.model method)": [[210, "hydromt.Model.write_data_catalog"]], "write_forcing() (hydromt.model method)": [[211, "hydromt.Model.write_forcing"]], "write_geoms() (hydromt.model method)": [[212, "hydromt.Model.write_geoms"]], "write_maps() (hydromt.model method)": [[213, "hydromt.Model.write_maps"]], "write_nc() (hydromt.model method)": [[214, "hydromt.Model.write_nc"]], "write_states() (hydromt.model method)": [[215, "hydromt.Model.write_states"]], "modelcatalog (class in hydromt)": [[216, "hydromt.ModelCatalog"]], "__init__() (hydromt.modelcatalog method)": [[216, "hydromt.ModelCatalog.__init__"]], "vectormodel (class in hydromt)": [[217, "hydromt.VectorModel"]], "__init__() (hydromt.vectormodel method)": [[217, "hydromt.VectorModel.__init__"]], "crs (hydromt.vectormodel property)": [[218, "hydromt.VectorModel.crs"]], "read_vector() (hydromt.vectormodel method)": [[219, "hydromt.VectorModel.read_vector"]], "region (hydromt.vectormodel property)": [[220, "hydromt.VectorModel.region"]], "set_vector() (hydromt.vectormodel method)": [[221, "hydromt.VectorModel.set_vector"]], "setup_config() (hydromt.vectormodel method)": [[222, "hydromt.VectorModel.setup_config"]], "setup_maps_from_raster_reclass() (hydromt.vectormodel method)": [[223, "hydromt.VectorModel.setup_maps_from_raster_reclass"]], "setup_maps_from_rasterdataset() (hydromt.vectormodel method)": [[224, "hydromt.VectorModel.setup_maps_from_rasterdataset"]], "setup_region() (hydromt.vectormodel method)": [[225, "hydromt.VectorModel.setup_region"]], "vector (hydromt.vectormodel property)": [[226, "hydromt.VectorModel.vector"]], "write_vector() (hydromt.vectormodel method)": [[227, "hydromt.VectorModel.write_vector"]], "configread() (in module hydromt.config)": [[228, "hydromt.config.configread"]], "configwrite() (in module hydromt.config)": [[229, "hydromt.config.configwrite"]], "dataframeadapter (class in hydromt.data_adapter)": [[230, "hydromt.data_adapter.DataFrameAdapter"]], "__init__() (hydromt.data_adapter.dataframeadapter method)": [[230, "hydromt.data_adapter.DataFrameAdapter.__init__"]], "get_data() (hydromt.data_adapter.dataframeadapter method)": [[231, "hydromt.data_adapter.DataFrameAdapter.get_data"]], "summary() (hydromt.data_adapter.dataframeadapter method)": [[232, "hydromt.data_adapter.DataFrameAdapter.summary"]], "to_dict() (hydromt.data_adapter.dataframeadapter method)": [[233, "hydromt.data_adapter.DataFrameAdapter.to_dict"]], "to_file() (hydromt.data_adapter.dataframeadapter method)": [[234, "hydromt.data_adapter.DataFrameAdapter.to_file"]], "geodataframeadapter (class in hydromt.data_adapter)": [[235, "hydromt.data_adapter.GeoDataFrameAdapter"]], "__init__() (hydromt.data_adapter.geodataframeadapter method)": [[235, "hydromt.data_adapter.GeoDataFrameAdapter.__init__"]], "detect_bbox() (hydromt.data_adapter.geodataframeadapter method)": [[236, "hydromt.data_adapter.GeoDataFrameAdapter.detect_bbox"]], "get_bbox() (hydromt.data_adapter.geodataframeadapter method)": [[237, "hydromt.data_adapter.GeoDataFrameAdapter.get_bbox"]], "get_data() (hydromt.data_adapter.geodataframeadapter method)": [[238, "hydromt.data_adapter.GeoDataFrameAdapter.get_data"]], "summary() (hydromt.data_adapter.geodataframeadapter method)": [[239, "hydromt.data_adapter.GeoDataFrameAdapter.summary"]], "to_dict() (hydromt.data_adapter.geodataframeadapter method)": [[240, "hydromt.data_adapter.GeoDataFrameAdapter.to_dict"]], "to_file() (hydromt.data_adapter.geodataframeadapter method)": [[241, "hydromt.data_adapter.GeoDataFrameAdapter.to_file"]], "geodatasetadapter (class in hydromt.data_adapter)": [[242, "hydromt.data_adapter.GeoDatasetAdapter"]], "__init__() (hydromt.data_adapter.geodatasetadapter method)": [[242, "hydromt.data_adapter.GeoDatasetAdapter.__init__"]], "detect_bbox() (hydromt.data_adapter.geodatasetadapter method)": [[243, "hydromt.data_adapter.GeoDatasetAdapter.detect_bbox"]], "detect_time_range() (hydromt.data_adapter.geodatasetadapter method)": [[244, "hydromt.data_adapter.GeoDatasetAdapter.detect_time_range"]], "get_bbox() (hydromt.data_adapter.geodatasetadapter method)": [[245, "hydromt.data_adapter.GeoDatasetAdapter.get_bbox"]], "get_data() (hydromt.data_adapter.geodatasetadapter method)": [[246, "hydromt.data_adapter.GeoDatasetAdapter.get_data"]], "get_time_range() (hydromt.data_adapter.geodatasetadapter method)": [[247, "hydromt.data_adapter.GeoDatasetAdapter.get_time_range"]], "summary() (hydromt.data_adapter.geodatasetadapter method)": [[248, "hydromt.data_adapter.GeoDatasetAdapter.summary"]], "to_dict() (hydromt.data_adapter.geodatasetadapter method)": [[249, "hydromt.data_adapter.GeoDatasetAdapter.to_dict"]], "to_file() (hydromt.data_adapter.geodatasetadapter method)": [[250, "hydromt.data_adapter.GeoDatasetAdapter.to_file"]], "rasterdatasetadapter (class in hydromt.data_adapter)": [[251, "hydromt.data_adapter.RasterDatasetAdapter"]], "__init__() (hydromt.data_adapter.rasterdatasetadapter method)": [[251, "hydromt.data_adapter.RasterDatasetAdapter.__init__"]], "detect_bbox() (hydromt.data_adapter.rasterdatasetadapter method)": [[252, "hydromt.data_adapter.RasterDatasetAdapter.detect_bbox"]], "detect_time_range() (hydromt.data_adapter.rasterdatasetadapter method)": [[253, "hydromt.data_adapter.RasterDatasetAdapter.detect_time_range"]], "get_bbox() (hydromt.data_adapter.rasterdatasetadapter method)": [[254, "hydromt.data_adapter.RasterDatasetAdapter.get_bbox"]], "get_data() (hydromt.data_adapter.rasterdatasetadapter method)": [[255, "hydromt.data_adapter.RasterDatasetAdapter.get_data"]], "get_time_range() (hydromt.data_adapter.rasterdatasetadapter method)": [[256, "hydromt.data_adapter.RasterDatasetAdapter.get_time_range"]], "summary() (hydromt.data_adapter.rasterdatasetadapter method)": [[257, "hydromt.data_adapter.RasterDatasetAdapter.summary"]], "to_dict() (hydromt.data_adapter.rasterdatasetadapter method)": [[258, "hydromt.data_adapter.RasterDatasetAdapter.to_dict"]], "to_file() (hydromt.data_adapter.rasterdatasetadapter method)": [[259, "hydromt.data_adapter.RasterDatasetAdapter.to_file"]], "datacatalog (class in hydromt.data_catalog)": [[260, "hydromt.data_catalog.DataCatalog"]], "__init__() (hydromt.data_catalog.datacatalog method)": [[260, "hydromt.data_catalog.DataCatalog.__init__"]], "add_source() (hydromt.data_catalog.datacatalog method)": [[261, "hydromt.data_catalog.DataCatalog.add_source"]], "export_data() (hydromt.data_catalog.datacatalog method)": [[262, "hydromt.data_catalog.DataCatalog.export_data"]], "from_archive() (hydromt.data_catalog.datacatalog method)": [[263, "hydromt.data_catalog.DataCatalog.from_archive"]], "from_dict() (hydromt.data_catalog.datacatalog method)": [[264, "hydromt.data_catalog.DataCatalog.from_dict"]], "from_predefined_catalogs() (hydromt.data_catalog.datacatalog method)": [[265, "hydromt.data_catalog.DataCatalog.from_predefined_catalogs"]], "from_yml() (hydromt.data_catalog.datacatalog method)": [[266, "hydromt.data_catalog.DataCatalog.from_yml"]], "get_dataframe() (hydromt.data_catalog.datacatalog method)": [[267, "hydromt.data_catalog.DataCatalog.get_dataframe"]], "get_geodataframe() (hydromt.data_catalog.datacatalog method)": [[268, "hydromt.data_catalog.DataCatalog.get_geodataframe"]], "get_geodataset() (hydromt.data_catalog.datacatalog method)": [[269, "hydromt.data_catalog.DataCatalog.get_geodataset"]], "get_rasterdataset() (hydromt.data_catalog.datacatalog method)": [[270, "hydromt.data_catalog.DataCatalog.get_rasterdataset"]], "get_source() (hydromt.data_catalog.datacatalog method)": [[271, "hydromt.data_catalog.DataCatalog.get_source"]], "get_source_bbox() (hydromt.data_catalog.datacatalog method)": [[272, "hydromt.data_catalog.DataCatalog.get_source_bbox"]], "get_source_time_range() (hydromt.data_catalog.datacatalog method)": [[273, "hydromt.data_catalog.DataCatalog.get_source_time_range"]], "iter_sources() (hydromt.data_catalog.datacatalog method)": [[274, "hydromt.data_catalog.DataCatalog.iter_sources"]], "keys (hydromt.data_catalog.datacatalog property)": [[275, "hydromt.data_catalog.DataCatalog.keys"]], "predefined_catalogs (hydromt.data_catalog.datacatalog property)": [[276, "hydromt.data_catalog.DataCatalog.predefined_catalogs"]], "set_predefined_catalogs() (hydromt.data_catalog.datacatalog method)": [[277, "hydromt.data_catalog.DataCatalog.set_predefined_catalogs"]], "sources (hydromt.data_catalog.datacatalog property)": [[278, "hydromt.data_catalog.DataCatalog.sources"]], "to_dataframe() (hydromt.data_catalog.datacatalog method)": [[279, "hydromt.data_catalog.DataCatalog.to_dataframe"]], "to_dict() (hydromt.data_catalog.datacatalog method)": [[280, "hydromt.data_catalog.DataCatalog.to_dict"]], "to_yml() (hydromt.data_catalog.datacatalog method)": [[281, "hydromt.data_catalog.DataCatalog.to_yml"]], "update() (hydromt.data_catalog.datacatalog method)": [[282, "hydromt.data_catalog.DataCatalog.update"]], "basin_map() (in module hydromt.flw)": [[283, "hydromt.flw.basin_map"]], "clip_basins() (in module hydromt.flw)": [[284, "hydromt.flw.clip_basins"]], "d8_from_dem() (in module hydromt.flw)": [[285, "hydromt.flw.d8_from_dem"]], "dem_adjust() (in module hydromt.flw)": [[286, "hydromt.flw.dem_adjust"]], "flwdir_from_da() (in module hydromt.flw)": [[287, "hydromt.flw.flwdir_from_da"]], "gauge_map() (in module hydromt.flw)": [[288, "hydromt.flw.gauge_map"]], "outlet_map() (in module hydromt.flw)": [[289, "hydromt.flw.outlet_map"]], "reproject_hydrography_like() (in module hydromt.flw)": [[290, "hydromt.flw.reproject_hydrography_like"]], "stream_map() (in module hydromt.flw)": [[291, "hydromt.flw.stream_map"]], "upscale_flwdir() (in module hydromt.flw)": [[292, "hydromt.flw.upscale_flwdir"]], "affine_to_coords() (in module hydromt.gis_utils)": [[293, "hydromt.gis_utils.affine_to_coords"]], "axes_attrs() (in module hydromt.gis_utils)": [[294, "hydromt.gis_utils.axes_attrs"]], "cellarea() (in module hydromt.gis_utils)": [[295, "hydromt.gis_utils.cellarea"]], "cellres() (in module hydromt.gis_utils)": [[296, "hydromt.gis_utils.cellres"]], "create_vrt() (in module hydromt.gis_utils)": [[297, "hydromt.gis_utils.create_vrt"]], "filter_gdf() (in module hydromt.gis_utils)": [[298, "hydromt.gis_utils.filter_gdf"]], "meridian_offset() (in module hydromt.gis_utils)": [[299, "hydromt.gis_utils.meridian_offset"]], "nearest() (in module hydromt.gis_utils)": [[300, "hydromt.gis_utils.nearest"]], "nearest_merge() (in module hydromt.gis_utils)": [[301, "hydromt.gis_utils.nearest_merge"]], "parse_crs() (in module hydromt.gis_utils)": [[302, "hydromt.gis_utils.parse_crs"]], "reggrid_area() (in module hydromt.gis_utils)": [[303, "hydromt.gis_utils.reggrid_area"]], "spread2d() (in module hydromt.gis_utils)": [[304, "hydromt.gis_utils.spread2d"]], "utm_crs() (in module hydromt.gis_utils)": [[305, "hydromt.gis_utils.utm_crs"]], "open_geodataset() (in module hydromt.io)": [[306, "hydromt.io.open_geodataset"]], "open_mfraster() (in module hydromt.io)": [[307, "hydromt.io.open_mfraster"]], "open_raster() (in module hydromt.io)": [[308, "hydromt.io.open_raster"]], "open_raster_from_tindex() (in module hydromt.io)": [[309, "hydromt.io.open_raster_from_tindex"]], "open_timeseries_from_table() (in module hydromt.io)": [[310, "hydromt.io.open_timeseries_from_table"]], "open_vector() (in module hydromt.io)": [[311, "hydromt.io.open_vector"]], "open_vector_from_table() (in module hydromt.io)": [[312, "hydromt.io.open_vector_from_table"]], "setuplog() (in module hydromt.log)": [[313, "hydromt.log.setuplog"]], "merge() (in module hydromt.merge)": [[314, "hydromt.merge.merge"]], "full() (in module hydromt.raster)": [[315, "hydromt.raster.full"]], "full_from_transform() (in module hydromt.raster)": [[316, "hydromt.raster.full_from_transform"]], "full_like() (in module hydromt.raster)": [[317, "hydromt.raster.full_like"]], "get_peak_hydrographs() (in module hydromt.stats.design_events)": [[318, "hydromt.stats.design_events.get_peak_hydrographs"]], "eva() (in module hydromt.stats.extremes)": [[319, "hydromt.stats.extremes.eva"]], "fit_extremes() (in module hydromt.stats.extremes)": [[320, "hydromt.stats.extremes.fit_extremes"]], "get_peaks() (in module hydromt.stats.extremes)": [[321, "hydromt.stats.extremes.get_peaks"]], "get_return_value() (in module hydromt.stats.extremes)": [[322, "hydromt.stats.extremes.get_return_value"]], "bias() (in module hydromt.stats.skills)": [[323, "hydromt.stats.skills.bias"]], "kge() (in module hydromt.stats.skills)": [[324, "hydromt.stats.skills.kge"]], "kge_2012() (in module hydromt.stats.skills)": [[325, "hydromt.stats.skills.kge_2012"]], "kge_non_parametric() (in module hydromt.stats.skills)": [[326, "hydromt.stats.skills.kge_non_parametric"]], "kge_non_parametric_flood() (in module hydromt.stats.skills)": [[327, "hydromt.stats.skills.kge_non_parametric_flood"]], "lognashsutcliffe() (in module hydromt.stats.skills)": [[328, "hydromt.stats.skills.lognashsutcliffe"]], "mse() (in module hydromt.stats.skills)": [[329, "hydromt.stats.skills.mse"]], "nashsutcliffe() (in module hydromt.stats.skills)": [[330, "hydromt.stats.skills.nashsutcliffe"]], "pearson_correlation() (in module hydromt.stats.skills)": [[331, "hydromt.stats.skills.pearson_correlation"]], "percentual_bias() (in module hydromt.stats.skills)": [[332, "hydromt.stats.skills.percentual_bias"]], "rmse() (in module hydromt.stats.skills)": [[333, "hydromt.stats.skills.rmse"]], "rsquared() (in module hydromt.stats.skills)": [[334, "hydromt.stats.skills.rsquared"]], "rsr() (in module hydromt.stats.skills)": [[335, "hydromt.stats.skills.rsr"]], "spearman_rank_correlation() (in module hydromt.stats.skills)": [[336, "hydromt.stats.skills.spearman_rank_correlation"]], "volumetric_error() (in module hydromt.stats.skills)": [[337, "hydromt.stats.skills.volumetric_error"]], "get_basin_geometry() (in module hydromt.workflows.basin_mask)": [[338, "hydromt.workflows.basin_mask.get_basin_geometry"]], "parse_region() (in module hydromt.workflows.basin_mask)": [[339, "hydromt.workflows.basin_mask.parse_region"]], "delta_freq() (in module hydromt.workflows.forcing)": [[340, "hydromt.workflows.forcing.delta_freq"]], "pet() (in module hydromt.workflows.forcing)": [[341, "hydromt.workflows.forcing.pet"]], "pet_debruin() (in module hydromt.workflows.forcing)": [[342, "hydromt.workflows.forcing.pet_debruin"]], "pet_makkink() (in module hydromt.workflows.forcing)": [[343, "hydromt.workflows.forcing.pet_makkink"]], "pm_fao56() (in module hydromt.workflows.forcing)": [[344, "hydromt.workflows.forcing.pm_fao56"]], "precip() (in module hydromt.workflows.forcing)": [[345, "hydromt.workflows.forcing.precip"]], "press() (in module hydromt.workflows.forcing)": [[346, "hydromt.workflows.forcing.press"]], "press_correction() (in module hydromt.workflows.forcing)": [[347, "hydromt.workflows.forcing.press_correction"]], "resample_time() (in module hydromt.workflows.forcing)": [[348, "hydromt.workflows.forcing.resample_time"]], "temp() (in module hydromt.workflows.forcing)": [[349, "hydromt.workflows.forcing.temp"]], "temp_correction() (in module hydromt.workflows.forcing)": [[350, "hydromt.workflows.forcing.temp_correction"]], "wind() (in module hydromt.workflows.forcing)": [[351, "hydromt.workflows.forcing.wind"]], "grid_from_constant() (in module hydromt.workflows.grid)": [[352, "hydromt.workflows.grid.grid_from_constant"]], "grid_from_geodataframe() (in module hydromt.workflows.grid)": [[353, "hydromt.workflows.grid.grid_from_geodataframe"]], "grid_from_raster_reclass() (in module hydromt.workflows.grid)": [[354, "hydromt.workflows.grid.grid_from_raster_reclass"]], "grid_from_rasterdataset() (in module hydromt.workflows.grid)": [[355, "hydromt.workflows.grid.grid_from_rasterdataset"]], "create_mesh2d() (in module hydromt.workflows.mesh)": [[356, "hydromt.workflows.mesh.create_mesh2d"]], "mesh2d_from_raster_reclass() (in module hydromt.workflows.mesh)": [[357, "hydromt.workflows.mesh.mesh2d_from_raster_reclass"]], "mesh2d_from_rasterdataset() (in module hydromt.workflows.mesh)": [[358, "hydromt.workflows.mesh.mesh2d_from_rasterdataset"]], "river_depth() (in module hydromt.workflows.rivers)": [[359, "hydromt.workflows.rivers.river_depth"]], "river_width() (in module hydromt.workflows.rivers)": [[360, "hydromt.workflows.rivers.river_width"]]}})
\ No newline at end of file
+Search.setIndex({"docnames": ["_examples/README", "_examples/delineate_basin", "_examples/doing_extreme_value_analysis", "_examples/export_data", "_examples/prep_data_catalog", "_examples/reading_point_data", "_examples/reading_raster_data", "_examples/reading_tabular_data", "_examples/reading_vector_data", "_examples/working_with_flow_directions", "_examples/working_with_geodatasets", "_examples/working_with_meshmodel", "_examples/working_with_models", "_examples/working_with_models_basics", "_examples/working_with_raster", "_examples/working_with_tiled_raster_data", "_generated/artifact_data", "_generated/aws_data", "_generated/cli_build", "_generated/cli_clip", "_generated/cli_update", "_generated/deltares_data", "_generated/gcs_cmip6_data", "_generated/hydromt.DataArray.raster.aligned_grid", "_generated/hydromt.DataArray.raster.area_grid", "_generated/hydromt.DataArray.raster.attrs", "_generated/hydromt.DataArray.raster.bounds", "_generated/hydromt.DataArray.raster.box", "_generated/hydromt.DataArray.raster.clip", "_generated/hydromt.DataArray.raster.clip_bbox", "_generated/hydromt.DataArray.raster.clip_geom", "_generated/hydromt.DataArray.raster.clip_mask", "_generated/hydromt.DataArray.raster.coords", "_generated/hydromt.DataArray.raster.crs", "_generated/hydromt.DataArray.raster.density_grid", "_generated/hydromt.DataArray.raster.dim0", "_generated/hydromt.DataArray.raster.dims", "_generated/hydromt.DataArray.raster.flipud", "_generated/hydromt.DataArray.raster.from_numpy", "_generated/hydromt.DataArray.raster.gdal_compliant", "_generated/hydromt.DataArray.raster.geometry_mask", "_generated/hydromt.DataArray.raster.height", "_generated/hydromt.DataArray.raster.identical_grid", "_generated/hydromt.DataArray.raster.idx_to_xy", "_generated/hydromt.DataArray.raster.internal_bounds", "_generated/hydromt.DataArray.raster.interpolate_na", "_generated/hydromt.DataArray.raster.mask_nodata", "_generated/hydromt.DataArray.raster.nearest_index", 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"hydromt.VectorModel.read_vector", "hydromt.VectorModel.region", "hydromt.VectorModel.set_vector", "hydromt.VectorModel.setup_config", "hydromt.VectorModel.setup_maps_from_raster_reclass", "hydromt.VectorModel.setup_maps_from_rasterdataset", "hydromt.VectorModel.setup_region", "hydromt.VectorModel.vector", "hydromt.VectorModel.write_vector", "hydromt.config.configread", "hydromt.config.configwrite", "hydromt.data_adapter.DataFrameAdapter", "hydromt.data_adapter.DataFrameAdapter.get_data", "hydromt.data_adapter.DataFrameAdapter.summary", "hydromt.data_adapter.DataFrameAdapter.to_dict", "hydromt.data_adapter.DataFrameAdapter.to_file", "hydromt.data_adapter.GeoDataFrameAdapter", "hydromt.data_adapter.GeoDataFrameAdapter.detect_bbox", "hydromt.data_adapter.GeoDataFrameAdapter.get_bbox", "hydromt.data_adapter.GeoDataFrameAdapter.get_data", "hydromt.data_adapter.GeoDataFrameAdapter.summary", "hydromt.data_adapter.GeoDataFrameAdapter.to_dict", "hydromt.data_adapter.GeoDataFrameAdapter.to_file", "hydromt.data_adapter.GeoDatasetAdapter", "hydromt.data_adapter.GeoDatasetAdapter.detect_bbox", "hydromt.data_adapter.GeoDatasetAdapter.detect_time_range", "hydromt.data_adapter.GeoDatasetAdapter.get_bbox", "hydromt.data_adapter.GeoDatasetAdapter.get_data", "hydromt.data_adapter.GeoDatasetAdapter.get_time_range", "hydromt.data_adapter.GeoDatasetAdapter.summary", "hydromt.data_adapter.GeoDatasetAdapter.to_dict", "hydromt.data_adapter.GeoDatasetAdapter.to_file", "hydromt.data_adapter.RasterDatasetAdapter", "hydromt.data_adapter.RasterDatasetAdapter.detect_bbox", "hydromt.data_adapter.RasterDatasetAdapter.detect_time_range", "hydromt.data_adapter.RasterDatasetAdapter.get_bbox", "hydromt.data_adapter.RasterDatasetAdapter.get_data", "hydromt.data_adapter.RasterDatasetAdapter.get_time_range", "hydromt.data_adapter.RasterDatasetAdapter.summary", "hydromt.data_adapter.RasterDatasetAdapter.to_dict", "hydromt.data_adapter.RasterDatasetAdapter.to_file", "hydromt.data_catalog.DataCatalog", "hydromt.data_catalog.DataCatalog.add_source", "hydromt.data_catalog.DataCatalog.export_data", "hydromt.data_catalog.DataCatalog.from_archive", "hydromt.data_catalog.DataCatalog.from_dict", "hydromt.data_catalog.DataCatalog.from_predefined_catalogs", "hydromt.data_catalog.DataCatalog.from_yml", "hydromt.data_catalog.DataCatalog.get_dataframe", "hydromt.data_catalog.DataCatalog.get_geodataframe", "hydromt.data_catalog.DataCatalog.get_geodataset", "hydromt.data_catalog.DataCatalog.get_rasterdataset", "hydromt.data_catalog.DataCatalog.get_source", "hydromt.data_catalog.DataCatalog.get_source_bbox", "hydromt.data_catalog.DataCatalog.get_source_time_range", "hydromt.data_catalog.DataCatalog.iter_sources", "hydromt.data_catalog.DataCatalog.keys", "hydromt.data_catalog.DataCatalog.predefined_catalogs", "hydromt.data_catalog.DataCatalog.set_predefined_catalogs", "hydromt.data_catalog.DataCatalog.sources", "hydromt.data_catalog.DataCatalog.to_dataframe", "hydromt.data_catalog.DataCatalog.to_dict", "hydromt.data_catalog.DataCatalog.to_yml", "hydromt.data_catalog.DataCatalog.update", "hydromt.flw.basin_map", "hydromt.flw.clip_basins", "hydromt.flw.d8_from_dem", "hydromt.flw.dem_adjust", "hydromt.flw.flwdir_from_da", "hydromt.flw.gauge_map", "hydromt.flw.outlet_map", "hydromt.flw.reproject_hydrography_like", "hydromt.flw.stream_map", "hydromt.flw.upscale_flwdir", "hydromt.gis_utils.affine_to_coords", "hydromt.gis_utils.axes_attrs", "hydromt.gis_utils.cellarea", "hydromt.gis_utils.cellres", "hydromt.gis_utils.create_vrt", "hydromt.gis_utils.filter_gdf", "hydromt.gis_utils.meridian_offset", "hydromt.gis_utils.nearest", "hydromt.gis_utils.nearest_merge", "hydromt.gis_utils.parse_crs", "hydromt.gis_utils.reggrid_area", "hydromt.gis_utils.spread2d", "hydromt.gis_utils.utm_crs", "hydromt.io.open_geodataset", "hydromt.io.open_mfraster", "hydromt.io.open_raster", 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"sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.viewcode": 1, "sphinx.ext.todo": 2, "sphinx.ext.intersphinx": 1, "nbsphinx": 4, "sphinx": 60}, "alltitles": {"Local installation": [[0, "local-installation"], [370, "local-installation"]], "1 - Install python and conda/mamba": [[0, "install-python-and-conda-mamba"], [370, "install-python-and-conda-mamba"]], "2 - Install HydroMT and the other python dependencies in a separate Python environment": [[0, "install-hydromt-and-the-other-python-dependencies-in-a-separate-python-environment"], [370, "install-hydromt-and-the-other-python-dependencies-in-a-separate-python-environment"]], "3 - Download the content of the examples and notebooks": [[0, "download-the-content-of-the-examples-and-notebooks"], [370, "download-the-content-of-the-examples-and-notebooks"]], "4 - Running the examples": [[0, "running-the-examples"], [370, "running-the-examples"]], "Example: Define hydrological model regions": [[1, "Example:-Define-hydrological-model-regions"]], "Import packages": [[1, "Import-packages"]], "Read data": [[1, "Read-data"]], "Delineate basins": [[1, "Delineate-basins"]], "Delineate sub-basins": [[1, "Delineate-sub-basins"]], "Delineate interbasins": [[1, "Delineate-interbasins"]], "Example: Doing Extreme Value Analysis (EVA) for time series": [[2, "Example:-Doing-Extreme-Value-Analysis-(EVA)-for-time-series"]], "Step 1: Extracting peaks from continuous time series": [[2, "Step-1:-Extracting-peaks-from-continuous-time-series"]], "Step 2: fit a EV distribution on these peaks": [[2, "Step-2:-fit-a-EV-distribution-on-these-peaks"]], "Step 3: obtain return values for given return periods based on the distribution fitted and its parameters": [[2, "Step-3:-obtain-return-values-for-given-return-periods-based-on-the-distribution-fitted-and-its-parameters"]], "Step 4: plot the distribution and empirical data": [[2, "Step-4:-plot-the-distribution-and-empirical-data"]], "TL;DR": [[2, "TL;DR"]], "Example: Exporting data from a data catalog": [[3, "Example:-Exporting-data-from-a-data-catalog"]], "Explore the current data catalog": [[3, "Explore-the-current-data-catalog"]], "Export an extract of the data": [[3, "Export-an-extract-of-the-data"]], "Open and explore the exported data": [[3, "Open-and-explore-the-exported-data"]], "Example: Preparing a data catalog": [[4, "Example:-Preparing-a-data-catalog"]], "RasterDataset from raster file": [[4, "RasterDataset-from-raster-file"]], "RasterDataset from several raster files": [[4, "RasterDataset-from-several-raster-files"]], "RasterDataset from a netcdf file": [[4, "RasterDataset-from-a-netcdf-file"]], "GeoDataFrame from a vector file": [[4, "GeoDataFrame-from-a-vector-file"]], "GeoDataset from a netcdf file": [[4, "GeoDataset-from-a-netcdf-file"]], "GeoDataset from vector files": [[4, "GeoDataset-from-vector-files"]], "Example: Reading geospatial point time-series": [[5, "Example:-Reading-geospatial-point-time-series"]], "Netcdf or zarr driver": [[5, "Netcdf-or-zarr-driver"]], "Vector driver": [[5, "Vector-driver"], [8, "Vector-driver"]], "Example: Reading raster data": [[6, "Example:-Reading-raster-data"]], "Raster driver": [[6, "Raster-driver"]], "Netcdf driver": [[6, "Netcdf-driver"]], "Raster_tindex driver": [[6, "Raster_tindex-driver"]], "Example: Reading 2D tabular data (DataFrame)": [[7, "Example:-Reading-2D-tabular-data-(DataFrame)"]], "CSV driver": [[7, "CSV-driver"]], "time series data": [[7, "time-series-data"]], "reclassification table": [[7, "reclassification-table"]], "Example: Reading vector data": [[8, "Example:-Reading-vector-data"]], "Vector_table driver": [[8, "Vector_table-driver"]], "Visualize vector data": [[8, "Visualize-vector-data"]], "Example: Working with flow direction data": [[9, "Example:-Working-with-flow-direction-data"]], "Derive basin and stream geometries": [[9, "Derive-basin-and-stream-geometries"]], "Derive flow directions from elevation data": [[9, "Derive-flow-directions-from-elevation-data"]], "Reproject flow direction data": [[9, "Reproject-flow-direction-data"]], "Upscale flow directions": [[9, "Upscale-flow-directions"]], "Example: Working with geodatasets": [[10, "Example:-Working-with-geodatasets"]], "Geospatial attributes": [[10, "Geospatial-attributes"], [14, "Geospatial-attributes"]], "Reprojection": [[10, "Reprojection"]], "Conversion": [[10, "Conversion"], [362, "conversion"]], "I/O (Internal and External)": [[10, "I/O-(Internal-and-External)"]], "Example: Working with mesh models": [[11, "Example:-Working-with-mesh-models"]], "Check if mesh_model is available": [[11, "Check-if-mesh_model-is-available"]], "Mesh component properties and preparation with setup_mesh2d method": [[11, "Mesh-component-properties-and-preparation-with-setup_mesh2d-method"]], "Add data to 2D mesh": [[11, "Add-data-to-2D-mesh"]], "Example: Working with models in Python": [[12, "Example:-Working-with-models-in-Python"]], "Available models in HydroMT": [[12, "Available-models-in-HydroMT"]], "Model components": [[12, "Model-components"], [367, "model-components"]], "Model setup_* methods": [[12, "Model-setup_*-methods"]], "Model read & write methods": [[12, "Model-read-&-write-methods"]], "Building / updating a model with python": [[12, "Building-/-updating-a-model-with-python"]], "Example: Working with models from CLI": [[13, "Example:-Working-with-models-from-CLI"]], "Build a model from CLI": [[13, "Build-a-model-from-CLI"]], "Update a model from CLI": [[13, "Update-a-model-from-CLI"]], "Example: Working with raster data": [[14, "Example:-Working-with-raster-data"]], "Reproject (warp) raster data": [[14, "Reproject-(warp)-raster-data"]], "Zonal statistics": [[14, "Zonal-statistics"]], "Interpolate nodata values": [[14, "Interpolate-nodata-values"]], "Reproject and merge": [[14, "Reproject-and-merge"]], "Write raster to file": [[14, "Write-raster-to-file"]], "Example: Reading tiled raster data with different zoom levels": [[15, "Example:-Reading-tiled-raster-data-with-different-zoom-levels"]], "Tiling raster with XYZ stucture": [[15, "Tiling-raster-with-XYZ-stucture"]], "Tiling raster with OSM stucture": [[15, "Tiling-raster-with-OSM-stucture"]], "Tiling raster for a webviewer": [[15, "Tiling-raster-for-a-webviewer"]], "Reading tiled raster data with zoom levels": [[15, "Reading-tiled-raster-data-with-zoom-levels"]], "Caching tiled raster datasets": [[15, "Caching-tiled-raster-datasets"]], "hydromt.DataArray.raster.aligned_grid": [[23, "hydromt-dataarray-raster-aligned-grid"]], "hydromt.DataArray.raster.area_grid": [[24, "hydromt-dataarray-raster-area-grid"]], "hydromt.DataArray.raster.attrs": [[25, "hydromt-dataarray-raster-attrs"]], "hydromt.DataArray.raster.bounds": [[26, "hydromt-dataarray-raster-bounds"]], "hydromt.DataArray.raster.box": [[27, "hydromt-dataarray-raster-box"]], "hydromt.DataArray.raster.clip": [[28, "hydromt-dataarray-raster-clip"]], "hydromt.DataArray.raster.clip_bbox": [[29, "hydromt-dataarray-raster-clip-bbox"]], "hydromt.DataArray.raster.clip_geom": [[30, "hydromt-dataarray-raster-clip-geom"]], "hydromt.DataArray.raster.clip_mask": [[31, "hydromt-dataarray-raster-clip-mask"]], "hydromt.DataArray.raster.coords": [[32, "hydromt-dataarray-raster-coords"]], "hydromt.DataArray.raster.crs": [[33, "hydromt-dataarray-raster-crs"]], "hydromt.DataArray.raster.density_grid": [[34, "hydromt-dataarray-raster-density-grid"]], "hydromt.DataArray.raster.dim0": [[35, "hydromt-dataarray-raster-dim0"]], "hydromt.DataArray.raster.dims": [[36, "hydromt-dataarray-raster-dims"]], "hydromt.DataArray.raster.flipud": [[37, "hydromt-dataarray-raster-flipud"]], "hydromt.DataArray.raster.from_numpy": [[38, "hydromt-dataarray-raster-from-numpy"]], "hydromt.DataArray.raster.gdal_compliant": [[39, "hydromt-dataarray-raster-gdal-compliant"]], "hydromt.DataArray.raster.geometry_mask": [[40, "hydromt-dataarray-raster-geometry-mask"]], "hydromt.DataArray.raster.height": [[41, "hydromt-dataarray-raster-height"]], "hydromt.DataArray.raster.identical_grid": [[42, "hydromt-dataarray-raster-identical-grid"]], "hydromt.DataArray.raster.idx_to_xy": [[43, "hydromt-dataarray-raster-idx-to-xy"]], "hydromt.DataArray.raster.internal_bounds": [[44, "hydromt-dataarray-raster-internal-bounds"]], "hydromt.DataArray.raster.interpolate_na": [[45, "hydromt-dataarray-raster-interpolate-na"]], "hydromt.DataArray.raster.mask_nodata": [[46, "hydromt-dataarray-raster-mask-nodata"]], "hydromt.DataArray.raster.nearest_index": [[47, "hydromt-dataarray-raster-nearest-index"]], "hydromt.DataArray.raster.nodata": [[48, "hydromt-dataarray-raster-nodata"]], "hydromt.DataArray.raster.origin": [[49, "hydromt-dataarray-raster-origin"]], "hydromt.DataArray.raster.rasterize": [[50, "hydromt-dataarray-raster-rasterize"]], "hydromt.DataArray.raster.rasterize_geometry": [[51, "hydromt-dataarray-raster-rasterize-geometry"]], "hydromt.DataArray.raster.reclassify": [[52, "hydromt-dataarray-raster-reclassify"]], "hydromt.DataArray.raster.reindex2d": [[53, "hydromt-dataarray-raster-reindex2d"]], "hydromt.DataArray.raster.reproject": [[54, "hydromt-dataarray-raster-reproject"]], "hydromt.DataArray.raster.reproject_like": [[55, "hydromt-dataarray-raster-reproject-like"]], "hydromt.DataArray.raster.res": [[56, "hydromt-dataarray-raster-res"]], "hydromt.DataArray.raster.reset_spatial_dims_attrs": [[57, "hydromt-dataarray-raster-reset-spatial-dims-attrs"]], "hydromt.DataArray.raster.rotation": [[58, "hydromt-dataarray-raster-rotation"]], "hydromt.DataArray.raster.rowcol": [[59, "hydromt-dataarray-raster-rowcol"]], "hydromt.DataArray.raster.sample": [[60, "hydromt-dataarray-raster-sample"]], "hydromt.DataArray.raster.set_crs": [[61, "hydromt-dataarray-raster-set-crs"]], "hydromt.DataArray.raster.set_nodata": [[62, "hydromt-dataarray-raster-set-nodata"]], "hydromt.DataArray.raster.set_spatial_dims": [[63, "hydromt-dataarray-raster-set-spatial-dims"]], "hydromt.DataArray.raster.shape": [[64, "hydromt-dataarray-raster-shape"]], "hydromt.DataArray.raster.size": [[65, "hydromt-dataarray-raster-size"]], "hydromt.DataArray.raster.to_raster": [[66, "hydromt-dataarray-raster-to-raster"]], "hydromt.DataArray.raster.to_slippy_tiles": [[67, "hydromt-dataarray-raster-to-slippy-tiles"]], "hydromt.DataArray.raster.to_xyz_tiles": [[68, "hydromt-dataarray-raster-to-xyz-tiles"]], "hydromt.DataArray.raster.transform": [[69, "hydromt-dataarray-raster-transform"]], "hydromt.DataArray.raster.transform_bounds": [[70, "hydromt-dataarray-raster-transform-bounds"]], "hydromt.DataArray.raster.vector_grid": [[71, "hydromt-dataarray-raster-vector-grid"]], "hydromt.DataArray.raster.vectorize": [[72, "hydromt-dataarray-raster-vectorize"]], "hydromt.DataArray.raster.width": [[73, "hydromt-dataarray-raster-width"]], "hydromt.DataArray.raster.x_dim": [[74, "hydromt-dataarray-raster-x-dim"]], "hydromt.DataArray.raster.xcoords": [[75, "hydromt-dataarray-raster-xcoords"]], "hydromt.DataArray.raster.xy": [[76, "hydromt-dataarray-raster-xy"]], "hydromt.DataArray.raster.xy_to_idx": [[77, "hydromt-dataarray-raster-xy-to-idx"]], "hydromt.DataArray.raster.y_dim": [[78, "hydromt-dataarray-raster-y-dim"]], "hydromt.DataArray.raster.ycoords": [[79, "hydromt-dataarray-raster-ycoords"]], "hydromt.DataArray.raster.zonal_stats": [[80, "hydromt-dataarray-raster-zonal-stats"]], "hydromt.DataArray.vector.attrs": [[81, "hydromt-dataarray-vector-attrs"]], "hydromt.DataArray.vector.bounds": [[82, "hydromt-dataarray-vector-bounds"]], "hydromt.DataArray.vector.clip_bbox": [[83, "hydromt-dataarray-vector-clip-bbox"]], "hydromt.DataArray.vector.clip_geom": [[84, "hydromt-dataarray-vector-clip-geom"]], "hydromt.DataArray.vector.crs": [[85, "hydromt-dataarray-vector-crs"]], "hydromt.DataArray.vector.from_gdf": [[86, "hydromt-dataarray-vector-from-gdf"]], "hydromt.DataArray.vector.from_netcdf": [[87, "hydromt-dataarray-vector-from-netcdf"]], "hydromt.DataArray.vector.geom_format": [[88, "hydromt-dataarray-vector-geom-format"]], "hydromt.DataArray.vector.geom_name": [[89, "hydromt-dataarray-vector-geom-name"]], "hydromt.DataArray.vector.geom_type": [[90, "hydromt-dataarray-vector-geom-type"]], "hydromt.DataArray.vector.geometry": [[91, "hydromt-dataarray-vector-geometry"]], "hydromt.DataArray.vector.index": [[92, "hydromt-dataarray-vector-index"]], "hydromt.DataArray.vector.index_dim": [[93, "hydromt-dataarray-vector-index-dim"]], "hydromt.DataArray.vector.ogr_compliant": [[94, "hydromt-dataarray-vector-ogr-compliant"]], "hydromt.DataArray.vector.set_crs": [[95, "hydromt-dataarray-vector-set-crs"]], "hydromt.DataArray.vector.set_spatial_dims": [[96, "hydromt-dataarray-vector-set-spatial-dims"]], "hydromt.DataArray.vector.sindex": [[97, "hydromt-dataarray-vector-sindex"]], "hydromt.DataArray.vector.size": [[98, "hydromt-dataarray-vector-size"]], "hydromt.DataArray.vector.time_dim": [[99, "hydromt-dataarray-vector-time-dim"]], "hydromt.DataArray.vector.to_crs": [[100, "hydromt-dataarray-vector-to-crs"]], "hydromt.DataArray.vector.to_gdf": [[101, "hydromt-dataarray-vector-to-gdf"]], "hydromt.DataArray.vector.to_geom": [[102, "hydromt-dataarray-vector-to-geom"]], "hydromt.DataArray.vector.to_netcdf": [[103, "hydromt-dataarray-vector-to-netcdf"]], "hydromt.DataArray.vector.to_wkt": [[104, "hydromt-dataarray-vector-to-wkt"]], "hydromt.DataArray.vector.to_xy": [[105, "hydromt-dataarray-vector-to-xy"]], "hydromt.DataArray.vector.update_geometry": [[106, "hydromt-dataarray-vector-update-geometry"]], "hydromt.DataArray.vector.x_name": [[107, "hydromt-dataarray-vector-x-name"]], "hydromt.DataArray.vector.y_name": [[108, "hydromt-dataarray-vector-y-name"]], "hydromt.Dataset.raster.from_numpy": [[109, "hydromt-dataset-raster-from-numpy"]], "hydromt.Dataset.raster.to_mapstack": [[110, "hydromt-dataset-raster-to-mapstack"]], "hydromt.Dataset.vector.attrs": [[111, "hydromt-dataset-vector-attrs"]], "hydromt.Dataset.vector.bounds": [[112, "hydromt-dataset-vector-bounds"]], "hydromt.Dataset.vector.clip_bbox": [[113, "hydromt-dataset-vector-clip-bbox"]], "hydromt.Dataset.vector.clip_geom": [[114, "hydromt-dataset-vector-clip-geom"]], "hydromt.Dataset.vector.crs": [[115, "hydromt-dataset-vector-crs"]], "hydromt.Dataset.vector.from_gdf": [[116, "hydromt-dataset-vector-from-gdf"]], "hydromt.Dataset.vector.from_netcdf": [[117, "hydromt-dataset-vector-from-netcdf"]], "hydromt.Dataset.vector.geom_format": [[118, "hydromt-dataset-vector-geom-format"]], "hydromt.Dataset.vector.geom_name": [[119, "hydromt-dataset-vector-geom-name"]], "hydromt.Dataset.vector.geom_type": [[120, "hydromt-dataset-vector-geom-type"]], "hydromt.Dataset.vector.geometry": [[121, "hydromt-dataset-vector-geometry"]], "hydromt.Dataset.vector.index": [[122, "hydromt-dataset-vector-index"]], "hydromt.Dataset.vector.index_dim": [[123, "hydromt-dataset-vector-index-dim"]], "hydromt.Dataset.vector.ogr_compliant": [[124, "hydromt-dataset-vector-ogr-compliant"]], "hydromt.Dataset.vector.set_crs": [[125, "hydromt-dataset-vector-set-crs"]], "hydromt.Dataset.vector.set_spatial_dims": [[126, "hydromt-dataset-vector-set-spatial-dims"]], "hydromt.Dataset.vector.sindex": [[127, "hydromt-dataset-vector-sindex"]], "hydromt.Dataset.vector.size": [[128, "hydromt-dataset-vector-size"]], "hydromt.Dataset.vector.time_dim": [[129, "hydromt-dataset-vector-time-dim"]], "hydromt.Dataset.vector.to_crs": [[130, "hydromt-dataset-vector-to-crs"]], "hydromt.Dataset.vector.to_gdf": [[131, "hydromt-dataset-vector-to-gdf"]], "hydromt.Dataset.vector.to_geom": [[132, "hydromt-dataset-vector-to-geom"]], "hydromt.Dataset.vector.to_netcdf": [[133, "hydromt-dataset-vector-to-netcdf"]], "hydromt.Dataset.vector.to_wkt": [[134, "hydromt-dataset-vector-to-wkt"]], "hydromt.Dataset.vector.to_xy": [[135, "hydromt-dataset-vector-to-xy"]], "hydromt.Dataset.vector.update_geometry": [[136, "hydromt-dataset-vector-update-geometry"]], "hydromt.Dataset.vector.x_name": [[137, "hydromt-dataset-vector-x-name"]], "hydromt.Dataset.vector.y_name": [[138, "hydromt-dataset-vector-y-name"]], "hydromt.GridModel": [[139, "hydromt-gridmodel"]], "hydromt.GridModel.crs": [[140, "hydromt-gridmodel-crs"]], "hydromt.GridModel.grid": [[141, "hydromt-gridmodel-grid"]], "hydromt.GridModel.read_grid": [[142, "hydromt-gridmodel-read-grid"]], "hydromt.GridModel.region": [[143, "hydromt-gridmodel-region"]], "hydromt.GridModel.set_grid": [[144, "hydromt-gridmodel-set-grid"]], "hydromt.GridModel.setup_config": [[145, "hydromt-gridmodel-setup-config"]], "hydromt.GridModel.setup_grid": [[146, "hydromt-gridmodel-setup-grid"]], "hydromt.GridModel.setup_grid_from_constant": [[147, "hydromt-gridmodel-setup-grid-from-constant"]], "hydromt.GridModel.setup_grid_from_geodataframe": [[148, 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HydroMT plugins": [[372, "install-hydromt-plugins"]], "Developer installation": [[372, "developer-installation"]], "Getting started": [[373, "getting-started"]], "Publications": [[374, "publications"]], "Publications about HydroMT": [[374, "publications-about-hydromt"]], "Publications where HydroMT is used": [[374, "publications-where-hydromt-is-used"]], "Quick overview": [[375, "quick-overview"]], "Common usage": [[375, "common-usage"]], "Wflow build example": [[375, "wflow-build-example"]], "Install HydroMT & model plugin": [[375, "install-hydromt-model-plugin"]], "Build a model": [[375, "build-a-model"]], "User\u2019s stories": [[376, "user-s-stories"]], "Compound flooding in Mozambique": [[376, "compound-flooding-in-mozambique"]], "Water quality diagnostic in Peru": [[376, "water-quality-diagnostic-in-peru"]], "National hydrologic models for Indonesia": [[376, "national-hydrologic-models-for-indonesia"]], "Global water quality modelling": [[376, "global-water-quality-modelling"]], "HydroMT: Automated and reproducible model building and analysis": [[377, "hydromt-automated-and-reproducible-model-building-and-analysis"]], "What is HydroMT?": [[377, "what-is-hydromt"]], "Why HydroMT?": [[377, "why-hydromt"]], "How to use HydroMT?": [[377, "how-to-use-hydromt"]], "HydroMT model plugins": [[377, "hydromt-model-plugins"]], "How to cite?": [[377, "how-to-cite"]], "How to contribute?": [[377, "how-to-contribute"]], "Plugins": [[378, "plugins"]], "About the model software": [[378, "about-the-model-software"]], "Starting your own plugin": [[378, "starting-your-own-plugin"]], "Data conventions": [[379, "data-conventions"]], "Topography": [[379, "topography"]], "Surface waters": [[379, "surface-waters"]], "Rivers": [[379, "rivers"]], "Reservoirs / lakes": [[379, "reservoirs-lakes"]], "Glaciers": [[379, "glaciers"]], "Landuse and landcover": [[379, "landuse-and-landcover"]], "Soil": [[379, "soil"]], "Meteorology": [[379, "meteorology"]], "Hydrology": [[379, "hydrology"]], 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"hydromt.data_adapter.GeoDatasetAdapter.detect_time_range"]], "get_bbox() (hydromt.data_adapter.geodatasetadapter method)": [[245, "hydromt.data_adapter.GeoDatasetAdapter.get_bbox"]], "get_data() (hydromt.data_adapter.geodatasetadapter method)": [[246, "hydromt.data_adapter.GeoDatasetAdapter.get_data"]], "get_time_range() (hydromt.data_adapter.geodatasetadapter method)": [[247, "hydromt.data_adapter.GeoDatasetAdapter.get_time_range"]], "summary() (hydromt.data_adapter.geodatasetadapter method)": [[248, "hydromt.data_adapter.GeoDatasetAdapter.summary"]], "to_dict() (hydromt.data_adapter.geodatasetadapter method)": [[249, "hydromt.data_adapter.GeoDatasetAdapter.to_dict"]], "to_file() (hydromt.data_adapter.geodatasetadapter method)": [[250, "hydromt.data_adapter.GeoDatasetAdapter.to_file"]], "rasterdatasetadapter (class in hydromt.data_adapter)": [[251, "hydromt.data_adapter.RasterDatasetAdapter"]], "__init__() (hydromt.data_adapter.rasterdatasetadapter method)": [[251, 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"hydromt.data_catalog.DataCatalog.from_yml"]], "get_dataframe() (hydromt.data_catalog.datacatalog method)": [[267, "hydromt.data_catalog.DataCatalog.get_dataframe"]], "get_geodataframe() (hydromt.data_catalog.datacatalog method)": [[268, "hydromt.data_catalog.DataCatalog.get_geodataframe"]], "get_geodataset() (hydromt.data_catalog.datacatalog method)": [[269, "hydromt.data_catalog.DataCatalog.get_geodataset"]], "get_rasterdataset() (hydromt.data_catalog.datacatalog method)": [[270, "hydromt.data_catalog.DataCatalog.get_rasterdataset"]], "get_source() (hydromt.data_catalog.datacatalog method)": [[271, "hydromt.data_catalog.DataCatalog.get_source"]], "get_source_bbox() (hydromt.data_catalog.datacatalog method)": [[272, "hydromt.data_catalog.DataCatalog.get_source_bbox"]], "get_source_time_range() (hydromt.data_catalog.datacatalog method)": [[273, "hydromt.data_catalog.DataCatalog.get_source_time_range"]], "iter_sources() (hydromt.data_catalog.datacatalog method)": [[274, "hydromt.data_catalog.DataCatalog.iter_sources"]], "keys (hydromt.data_catalog.datacatalog property)": [[275, "hydromt.data_catalog.DataCatalog.keys"]], "predefined_catalogs (hydromt.data_catalog.datacatalog property)": [[276, "hydromt.data_catalog.DataCatalog.predefined_catalogs"]], "set_predefined_catalogs() (hydromt.data_catalog.datacatalog method)": [[277, "hydromt.data_catalog.DataCatalog.set_predefined_catalogs"]], "sources (hydromt.data_catalog.datacatalog property)": [[278, "hydromt.data_catalog.DataCatalog.sources"]], "to_dataframe() (hydromt.data_catalog.datacatalog method)": [[279, "hydromt.data_catalog.DataCatalog.to_dataframe"]], "to_dict() (hydromt.data_catalog.datacatalog method)": [[280, "hydromt.data_catalog.DataCatalog.to_dict"]], "to_yml() (hydromt.data_catalog.datacatalog method)": [[281, "hydromt.data_catalog.DataCatalog.to_yml"]], "update() (hydromt.data_catalog.datacatalog method)": [[282, "hydromt.data_catalog.DataCatalog.update"]], "basin_map() (in module hydromt.flw)": [[283, "hydromt.flw.basin_map"]], "clip_basins() (in module hydromt.flw)": [[284, "hydromt.flw.clip_basins"]], "d8_from_dem() (in module hydromt.flw)": [[285, "hydromt.flw.d8_from_dem"]], "dem_adjust() (in module hydromt.flw)": [[286, "hydromt.flw.dem_adjust"]], "flwdir_from_da() (in module hydromt.flw)": [[287, "hydromt.flw.flwdir_from_da"]], "gauge_map() (in module hydromt.flw)": [[288, "hydromt.flw.gauge_map"]], "outlet_map() (in module hydromt.flw)": [[289, "hydromt.flw.outlet_map"]], "reproject_hydrography_like() (in module hydromt.flw)": [[290, "hydromt.flw.reproject_hydrography_like"]], "stream_map() (in module hydromt.flw)": [[291, "hydromt.flw.stream_map"]], "upscale_flwdir() (in module hydromt.flw)": [[292, "hydromt.flw.upscale_flwdir"]], "affine_to_coords() (in module hydromt.gis_utils)": [[293, "hydromt.gis_utils.affine_to_coords"]], "axes_attrs() (in module hydromt.gis_utils)": [[294, "hydromt.gis_utils.axes_attrs"]], "cellarea() (in module hydromt.gis_utils)": [[295, "hydromt.gis_utils.cellarea"]], "cellres() (in module hydromt.gis_utils)": [[296, "hydromt.gis_utils.cellres"]], "create_vrt() (in module hydromt.gis_utils)": [[297, "hydromt.gis_utils.create_vrt"]], "filter_gdf() (in module hydromt.gis_utils)": [[298, "hydromt.gis_utils.filter_gdf"]], "meridian_offset() (in module hydromt.gis_utils)": [[299, "hydromt.gis_utils.meridian_offset"]], "nearest() (in module hydromt.gis_utils)": [[300, "hydromt.gis_utils.nearest"]], "nearest_merge() (in module hydromt.gis_utils)": [[301, "hydromt.gis_utils.nearest_merge"]], "parse_crs() (in module hydromt.gis_utils)": [[302, "hydromt.gis_utils.parse_crs"]], "reggrid_area() (in module hydromt.gis_utils)": [[303, "hydromt.gis_utils.reggrid_area"]], "spread2d() (in module hydromt.gis_utils)": [[304, "hydromt.gis_utils.spread2d"]], "utm_crs() (in module hydromt.gis_utils)": [[305, "hydromt.gis_utils.utm_crs"]], "open_geodataset() (in module hydromt.io)": [[306, "hydromt.io.open_geodataset"]], "open_mfraster() (in module hydromt.io)": [[307, "hydromt.io.open_mfraster"]], "open_raster() (in module hydromt.io)": [[308, "hydromt.io.open_raster"]], "open_raster_from_tindex() (in module hydromt.io)": [[309, "hydromt.io.open_raster_from_tindex"]], "open_timeseries_from_table() (in module hydromt.io)": [[310, "hydromt.io.open_timeseries_from_table"]], "open_vector() (in module hydromt.io)": [[311, "hydromt.io.open_vector"]], "open_vector_from_table() (in module hydromt.io)": [[312, "hydromt.io.open_vector_from_table"]], "setuplog() (in module hydromt.log)": [[313, "hydromt.log.setuplog"]], "merge() (in module hydromt.merge)": [[314, "hydromt.merge.merge"]], "full() (in module hydromt.raster)": [[315, "hydromt.raster.full"]], "full_from_transform() (in module hydromt.raster)": [[316, "hydromt.raster.full_from_transform"]], "full_like() (in module hydromt.raster)": [[317, "hydromt.raster.full_like"]], "get_peak_hydrographs() (in module hydromt.stats.design_events)": [[318, "hydromt.stats.design_events.get_peak_hydrographs"]], "eva() (in module hydromt.stats.extremes)": [[319, "hydromt.stats.extremes.eva"]], "fit_extremes() (in module hydromt.stats.extremes)": [[320, "hydromt.stats.extremes.fit_extremes"]], "get_peaks() (in module hydromt.stats.extremes)": [[321, "hydromt.stats.extremes.get_peaks"]], "get_return_value() (in module hydromt.stats.extremes)": [[322, "hydromt.stats.extremes.get_return_value"]], "bias() (in module hydromt.stats.skills)": [[323, "hydromt.stats.skills.bias"]], "kge() (in module hydromt.stats.skills)": [[324, "hydromt.stats.skills.kge"]], "kge_2012() (in module hydromt.stats.skills)": [[325, "hydromt.stats.skills.kge_2012"]], "kge_non_parametric() (in module hydromt.stats.skills)": [[326, "hydromt.stats.skills.kge_non_parametric"]], "kge_non_parametric_flood() (in module hydromt.stats.skills)": [[327, "hydromt.stats.skills.kge_non_parametric_flood"]], "lognashsutcliffe() (in module hydromt.stats.skills)": [[328, "hydromt.stats.skills.lognashsutcliffe"]], "mse() (in module hydromt.stats.skills)": [[329, "hydromt.stats.skills.mse"]], "nashsutcliffe() (in module hydromt.stats.skills)": [[330, "hydromt.stats.skills.nashsutcliffe"]], "pearson_correlation() (in module hydromt.stats.skills)": [[331, "hydromt.stats.skills.pearson_correlation"]], "percentual_bias() (in module hydromt.stats.skills)": [[332, "hydromt.stats.skills.percentual_bias"]], "rmse() (in module hydromt.stats.skills)": [[333, "hydromt.stats.skills.rmse"]], "rsquared() (in module hydromt.stats.skills)": [[334, "hydromt.stats.skills.rsquared"]], "rsr() (in module hydromt.stats.skills)": [[335, "hydromt.stats.skills.rsr"]], "spearman_rank_correlation() (in module hydromt.stats.skills)": [[336, "hydromt.stats.skills.spearman_rank_correlation"]], "volumetric_error() (in module hydromt.stats.skills)": [[337, "hydromt.stats.skills.volumetric_error"]], "get_basin_geometry() (in module hydromt.workflows.basin_mask)": [[338, "hydromt.workflows.basin_mask.get_basin_geometry"]], "parse_region() (in module hydromt.workflows.basin_mask)": [[339, "hydromt.workflows.basin_mask.parse_region"]], "delta_freq() (in module hydromt.workflows.forcing)": [[340, "hydromt.workflows.forcing.delta_freq"]], "pet() (in module hydromt.workflows.forcing)": [[341, "hydromt.workflows.forcing.pet"]], "pet_debruin() (in module hydromt.workflows.forcing)": [[342, "hydromt.workflows.forcing.pet_debruin"]], "pet_makkink() (in module hydromt.workflows.forcing)": [[343, "hydromt.workflows.forcing.pet_makkink"]], "pm_fao56() (in module hydromt.workflows.forcing)": [[344, "hydromt.workflows.forcing.pm_fao56"]], "precip() (in module hydromt.workflows.forcing)": [[345, "hydromt.workflows.forcing.precip"]], "press() (in module hydromt.workflows.forcing)": [[346, "hydromt.workflows.forcing.press"]], "press_correction() (in module hydromt.workflows.forcing)": [[347, "hydromt.workflows.forcing.press_correction"]], "resample_time() (in module hydromt.workflows.forcing)": [[348, "hydromt.workflows.forcing.resample_time"]], "temp() (in module hydromt.workflows.forcing)": [[349, "hydromt.workflows.forcing.temp"]], "temp_correction() (in module hydromt.workflows.forcing)": [[350, "hydromt.workflows.forcing.temp_correction"]], "wind() (in module hydromt.workflows.forcing)": [[351, "hydromt.workflows.forcing.wind"]], "grid_from_constant() (in module hydromt.workflows.grid)": [[352, "hydromt.workflows.grid.grid_from_constant"]], "grid_from_geodataframe() (in module hydromt.workflows.grid)": [[353, "hydromt.workflows.grid.grid_from_geodataframe"]], "grid_from_raster_reclass() (in module hydromt.workflows.grid)": [[354, "hydromt.workflows.grid.grid_from_raster_reclass"]], "grid_from_rasterdataset() (in module hydromt.workflows.grid)": [[355, "hydromt.workflows.grid.grid_from_rasterdataset"]], "create_mesh2d() (in module hydromt.workflows.mesh)": [[356, "hydromt.workflows.mesh.create_mesh2d"]], "mesh2d_from_raster_reclass() (in module hydromt.workflows.mesh)": [[357, "hydromt.workflows.mesh.mesh2d_from_raster_reclass"]], "mesh2d_from_rasterdataset() (in module hydromt.workflows.mesh)": [[358, "hydromt.workflows.mesh.mesh2d_from_rasterdataset"]], "river_depth() (in module hydromt.workflows.rivers)": [[359, "hydromt.workflows.rivers.river_depth"]], "river_width() (in module hydromt.workflows.rivers)": [[360, "hydromt.workflows.rivers.river_width"]]}})
\ No newline at end of file