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diff --git a/part1/visualization.html b/part1/visualization.html
@@ -967,7 +967,7 @@ <h2>Open local dataset<a class="headerlink" href="#open-local-dataset" title="Pe
   * lon      (lon) float64 8.502 8.505 8.508 8.511 ... 11.42 11.42 11.42 11.43
   * lat      (lat) float64 46.5 46.5 46.49 46.49 ... 44.69 44.69 44.68 44.68
 Data variables:
-    NDVI     (time, lat, lon) 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-c7a02ae1-ba59-44a6-9d6e-32be4e6a994c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c7a02ae1-ba59-44a6-9d6e-32be4e6a994c' 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>: 20</li><li><span class='xr-has-index'>lon</span>: 984</li><li><span class='xr-has-index'>lat</span>: 612</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f80e03bc-3f29-41b7-8fc2-fb03045e8e7b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f80e03bc-3f29-41b7-8fc2-fb03045e8e7b' 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'>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'>2022-01-01 ... 2022-07-11</div><input id='attrs-35c3556b-ae00-4915-a784-5cb1512f03df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-35c3556b-ae00-4915-a784-5cb1512f03df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9281ef0a-05bc-4471-8fc5-54056d86e521' class='xr-var-data-in' type='checkbox'><label for='data-9281ef0a-05bc-4471-8fc5-54056d86e521' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>t</dd><dt><span>long_name :</span></dt><dd>t</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2022-01-01T00:00:00.000000000&#x27;, &#x27;2022-01-11T00:00:00.000000000&#x27;,
+    NDVI     (time, lat, lon) 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-8504db8c-30f8-406b-875e-a288f01cb2c4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8504db8c-30f8-406b-875e-a288f01cb2c4' 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>: 20</li><li><span class='xr-has-index'>lon</span>: 984</li><li><span class='xr-has-index'>lat</span>: 612</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ad90ea7e-4d27-4fe4-8618-15bd24f69cf7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ad90ea7e-4d27-4fe4-8618-15bd24f69cf7' 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'>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'>2022-01-01 ... 2022-07-11</div><input id='attrs-b2984ed6-e6ac-4b49-a158-432693438f9e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b2984ed6-e6ac-4b49-a158-432693438f9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-409428d9-738e-442e-a1ae-5e6d0c1e857d' class='xr-var-data-in' type='checkbox'><label for='data-409428d9-738e-442e-a1ae-5e6d0c1e857d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>t</dd><dt><span>long_name :</span></dt><dd>t</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2022-01-01T00:00:00.000000000&#x27;, &#x27;2022-01-11T00:00:00.000000000&#x27;,
        &#x27;2022-01-21T00:00:00.000000000&#x27;, &#x27;2022-02-01T00:00:00.000000000&#x27;,
        &#x27;2022-02-11T00:00:00.000000000&#x27;, &#x27;2022-02-21T00:00:00.000000000&#x27;,
        &#x27;2022-03-01T00:00:00.000000000&#x27;, &#x27;2022-03-11T00:00:00.000000000&#x27;,
@@ -977,12 +977,12 @@ <h2>Open local dataset<a class="headerlink" href="#open-local-dataset" title="Pe
        &#x27;2022-05-21T00:00:00.000000000&#x27;, &#x27;2022-06-01T00:00:00.000000000&#x27;,
        &#x27;2022-06-11T00:00:00.000000000&#x27;, &#x27;2022-06-21T00:00:00.000000000&#x27;,
        &#x27;2022-07-01T00:00:00.000000000&#x27;, &#x27;2022-07-11T00:00:00.000000000&#x27;],
-      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.502 8.505 8.508 ... 11.42 11.43</div><input id='attrs-0d884546-13cf-466a-86cf-30f93de2973d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d884546-13cf-466a-86cf-30f93de2973d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d282889-09f4-42ba-83e3-c0675892fe2a' class='xr-var-data-in' type='checkbox'><label for='data-1d282889-09f4-42ba-83e3-c0675892fe2a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>long_name :</span></dt><dd>x coordinate</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([ 8.501737,  8.504713,  8.507689, ..., 11.42138 , 11.424356, 11.427332])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.5 46.5 46.49 ... 44.68 44.68</div><input id='attrs-fe50fb8f-0994-4f5c-addf-d60d1a8952db' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe50fb8f-0994-4f5c-addf-d60d1a8952db' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d955bde0-e4d2-4a4a-8487-220ff31f3a36' class='xr-var-data-in' type='checkbox'><label for='data-d955bde0-e4d2-4a4a-8487-220ff31f3a36' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>long_name :</span></dt><dd>y coordinate</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([46.499803, 46.496827, 46.493851, ..., 44.687303, 44.684327, 44.681351])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2b0ffa89-7e85-4465-9c8d-2f9374326359' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2b0ffa89-7e85-4465-9c8d-2f9374326359' 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>NDVI</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-080a6dc5-c7ea-4064-a9e2-444546f5698e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-080a6dc5-c7ea-4064-a9e2-444546f5698e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c99d96f-d265-478c-8a1c-0e8b972c7a85' class='xr-var-data-in' type='checkbox'><label for='data-2c99d96f-d265-478c-8a1c-0e8b972c7a85' title='Show/Hide data 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>[12044160 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a4ffa86f-3613-4747-a51a-4543cfca10aa' class='xr-section-summary-in' type='checkbox'  ><label for='section-a4ffa86f-3613-4747-a51a-4543cfca10aa' 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-d93daa47-4a1e-4ec4-9692-7d3e3ece4580' class='xr-index-data-in' type='checkbox'/><label for='index-d93daa47-4a1e-4ec4-9692-7d3e3ece4580' 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;2022-01-01&#x27;, &#x27;2022-01-11&#x27;, &#x27;2022-01-21&#x27;, &#x27;2022-02-01&#x27;,
+      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.502 8.505 8.508 ... 11.42 11.43</div><input id='attrs-d86ad9d9-9693-48bd-bc89-529843e4ac8d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d86ad9d9-9693-48bd-bc89-529843e4ac8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9054f2be-df4e-4b0e-9b76-90d77b1619ab' class='xr-var-data-in' type='checkbox'><label for='data-9054f2be-df4e-4b0e-9b76-90d77b1619ab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>long_name :</span></dt><dd>x coordinate</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([ 8.501737,  8.504713,  8.507689, ..., 11.42138 , 11.424356, 11.427332])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.5 46.5 46.49 ... 44.68 44.68</div><input id='attrs-4780a0bb-130e-4d23-8cb4-5640afa9199c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4780a0bb-130e-4d23-8cb4-5640afa9199c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-603a43ac-c7e2-47f5-8519-a13649f57891' class='xr-var-data-in' type='checkbox'><label for='data-603a43ac-c7e2-47f5-8519-a13649f57891' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>long_name :</span></dt><dd>y coordinate</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([46.499803, 46.496827, 46.493851, ..., 44.687303, 44.684327, 44.681351])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f0fa518c-58b5-4cc1-8ef7-4266b93f5bf1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f0fa518c-58b5-4cc1-8ef7-4266b93f5bf1' 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>NDVI</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d6c2c702-b312-44be-943d-a0232e140128' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d6c2c702-b312-44be-943d-a0232e140128' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e660aa1c-2911-4ae6-9f87-51e15dbfc457' class='xr-var-data-in' type='checkbox'><label for='data-e660aa1c-2911-4ae6-9f87-51e15dbfc457' title='Show/Hide data 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>[12044160 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fda973cd-044b-43a4-8d14-8d0301575393' class='xr-section-summary-in' type='checkbox'  ><label for='section-fda973cd-044b-43a4-8d14-8d0301575393' 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-cecf802c-d44c-4b7d-8b68-50e45e1051aa' class='xr-index-data-in' type='checkbox'/><label for='index-cecf802c-d44c-4b7d-8b68-50e45e1051aa' 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;2022-01-01&#x27;, &#x27;2022-01-11&#x27;, &#x27;2022-01-21&#x27;, &#x27;2022-02-01&#x27;,
                &#x27;2022-02-11&#x27;, &#x27;2022-02-21&#x27;, &#x27;2022-03-01&#x27;, &#x27;2022-03-11&#x27;,
                &#x27;2022-03-21&#x27;, &#x27;2022-04-01&#x27;, &#x27;2022-04-11&#x27;, &#x27;2022-04-21&#x27;,
                &#x27;2022-05-01&#x27;, &#x27;2022-05-11&#x27;, &#x27;2022-05-21&#x27;, &#x27;2022-06-01&#x27;,
                &#x27;2022-06-11&#x27;, &#x27;2022-06-21&#x27;, &#x27;2022-07-01&#x27;, &#x27;2022-07-11&#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>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-78d8d08c-99f6-4500-8f19-33b0b2b37daf' class='xr-index-data-in' type='checkbox'/><label for='index-78d8d08c-99f6-4500-8f19-33b0b2b37daf' 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([ 8.501737095238099,  8.504713285714303,  8.507689476190507,
+              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>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-616650c2-6ed0-4b53-b53c-31e09f9ed73b' class='xr-index-data-in' type='checkbox'/><label for='index-616650c2-6ed0-4b53-b53c-31e09f9ed73b' 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([ 8.501737095238099,  8.504713285714303,  8.507689476190507,
          8.51066566666671,  8.513641857142915,  8.516618047619119,
         8.519594238095323,  8.522570428571527,   8.52554661904773,
         8.528522809523935,
@@ -991,7 +991,7 @@ <h2>Open local dataset<a class="headerlink" href="#open-local-dataset" title="Pe
        11.409475190489406,  11.41245138096561, 11.415427571441814,
        11.418403761918018, 11.421379952394222, 11.424356142870426,
         11.42733233334663],
-      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=984))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a026d6f0-ccff-4ad1-80f3-8cec570c32df' class='xr-index-data-in' type='checkbox'/><label for='index-a026d6f0-ccff-4ad1-80f3-8cec570c32df' 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([46.49980333333342, 46.49682714285723, 46.49385095238104,
+      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=984))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3665f7aa-ac64-4925-a113-c7c9f902b3e7' class='xr-index-data-in' type='checkbox'/><label for='index-3665f7aa-ac64-4925-a113-c7c9f902b3e7' 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([46.49980333333342, 46.49682714285723, 46.49385095238104,
        46.49087476190485, 46.48789857142866, 46.48492238095247,
        46.48194619047628, 46.47897000000009, 46.47599380952389,
         46.4730176190477,
@@ -1000,7 +1000,7 @@ <h2>Open local dataset<a class="headerlink" href="#open-local-dataset" title="Pe
        44.69920809523846, 44.69623190476227, 44.69325571428608,
        44.69027952380989,  44.6873033333337, 44.68432714285751,
        44.68135095238132],
-      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=612))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0a66d21a-d3c2-453c-909c-f004e7a0fa99' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0a66d21a-d3c2-453c-909c-f004e7a0fa99' 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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 <section id="clipping-data-according-to-a-polygon">