100 year EW CF compliant and zarrified

100 year EWL now fully CF compliant and  exported to zarr

STAC/data/notebooks/100_SOTC_CoastalRisk_FAKE.ipynb

@@ -672,10 +672,10 @@
        "    Y         (index) float64 -58.41 -58.41 -58.41 -58.41 ... 67.54 67.54 68.94\n",
        "    RPresent  (index) object 'High Risk' 'High Risk' ... 'Medium Risk'\n",
        "    R2050     (index) object 'Very High Risk' 'Very High Risk' ... 'High Risk'\n",
-       "    R2100     (index) object &#x27;Very High Risk&#x27; ... &#x27;Very High Risk&#x27;</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-ffdbea6b-a116-402d-8e2d-16930f116280' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ffdbea6b-a116-402d-8e2d-16930f116280' 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'>index</span>: 783438</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d7f75dc6-547a-42c8-b58c-abf0f2db0704' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d7f75dc6-547a-42c8-b58c-abf0f2db0704' class='xr-section-summary' >Coordinates: <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 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 2 3 ... 783435 783436 783437</div><input id='attrs-12ea69a4-d91c-4286-81cd-e51c7b0c68f6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-12ea69a4-d91c-4286-81cd-e51c7b0c68f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3dbb2db6-46b8-4176-9081-12b5373f4a6a' class='xr-var-data-in' type='checkbox'><label for='data-3dbb2db6-46b8-4176-9081-12b5373f4a6a' title='Show/Hide data 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, ..., 783435, 783436, 783437], dtype=int64)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4816c007-4da9-4ccf-88f1-7071615a5bbd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4816c007-4da9-4ccf-88f1-7071615a5bbd' 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>X</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-26.37 -26.39 -26.41 ... 47.87 53.9</div><input id='attrs-26f70990-a8bd-4144-ad6c-6b4440ce1973' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-26f70990-a8bd-4144-ad6c-6b4440ce1973' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42bbb628-24f5-479a-b363-adf75608963f' class='xr-var-data-in' type='checkbox'><label for='data-42bbb628-24f5-479a-b363-adf75608963f' title='Show/Hide data 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([-26.3728, -26.389 , -26.4057, ...,  47.8598,  47.8671,  53.9009])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Y</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-58.41 -58.41 ... 67.54 68.94</div><input id='attrs-9dc83122-9d69-41bb-93bb-9da678bb099d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9dc83122-9d69-41bb-93bb-9da678bb099d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f1ef1ef-5280-42f5-8d8a-fd6fe4f00b96' class='xr-var-data-in' type='checkbox'><label for='data-6f1ef1ef-5280-42f5-8d8a-fd6fe4f00b96' title='Show/Hide data 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([-58.4052, -58.4079, -58.4098, ...,  67.538 ,  67.5357,  68.9447])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RPresent</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;High Risk&#x27; ... &#x27;Medium Risk&#x27;</div><input id='attrs-a56a31a3-1a2f-43a3-b735-207b6892ba03' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a56a31a3-1a2f-43a3-b735-207b6892ba03' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9fb91b2-4fde-45e0-bf9f-b2ee25dfdbf1' class='xr-var-data-in' type='checkbox'><label for='data-a9fb91b2-4fde-45e0-bf9f-b2ee25dfdbf1' title='Show/Hide data 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;High Risk&#x27;, &#x27;High Risk&#x27;, &#x27;High Risk&#x27;, ..., &#x27;Low Risk&#x27;,\n",
-       "       &#x27;Medium Risk&#x27;, &#x27;Medium Risk&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>R2050</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;Very High Risk&#x27; ... &#x27;High Risk&#x27;</div><input id='attrs-4e5289ac-d3c5-43f1-a9b2-01fc756866d4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e5289ac-d3c5-43f1-a9b2-01fc756866d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c22f432-4b56-4783-b087-fe54a9be871d' class='xr-var-data-in' type='checkbox'><label for='data-7c22f432-4b56-4783-b087-fe54a9be871d' title='Show/Hide data 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;Very High Risk&#x27;, &#x27;Very High Risk&#x27;, &#x27;Very High Risk&#x27;, ...,\n",
-       "       &#x27;Medium Risk&#x27;, &#x27;High Risk&#x27;, &#x27;High Risk&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>R2100</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;Very High Risk&#x27; ... &#x27;Very High ...</div><input id='attrs-2896c227-3753-45f1-a257-0c74a35c1863' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2896c227-3753-45f1-a257-0c74a35c1863' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bcf3393d-8f8d-415b-b725-4d92019a728a' class='xr-var-data-in' type='checkbox'><label for='data-bcf3393d-8f8d-415b-b725-4d92019a728a' title='Show/Hide data 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;Very High Risk&#x27;, &#x27;Very High Risk&#x27;, &#x27;Very High Risk&#x27;, ...,\n",
-       "       &#x27;High Risk&#x27;, &#x27;Very High Risk&#x27;, &#x27;Very High Risk&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f2f09d4a-dc9c-489a-b9e4-7f40bf27550d' class='xr-section-summary-in' type='checkbox'  ><label for='section-f2f09d4a-dc9c-489a-b9e4-7f40bf27550d' 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-9e9387ef-1744-4fcd-a727-a27e0aa11dd8' class='xr-index-data-in' type='checkbox'/><label for='index-9e9387ef-1744-4fcd-a727-a27e0aa11dd8' 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=783438, step=1, name=&#x27;index&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7aaa715a-f87c-40b7-ab95-37eafb807ce7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7aaa715a-f87c-40b7-ab95-37eafb807ce7' 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>"
+       "    R2100     (index) object &#x27;Very High Risk&#x27; ... &#x27;Very High Risk&#x27;</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-0bbda63d-b8b6-4c35-92a4-9df1c1742a81' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0bbda63d-b8b6-4c35-92a4-9df1c1742a81' 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'>index</span>: 783438</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-56575314-7f1b-417a-baf2-0a3bca115c39' class='xr-section-summary-in' type='checkbox'  checked><label for='section-56575314-7f1b-417a-baf2-0a3bca115c39' class='xr-section-summary' >Coordinates: <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 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 2 3 ... 783435 783436 783437</div><input id='attrs-a6ce4444-7bf8-4aaa-b8fa-9b9c136c11fc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a6ce4444-7bf8-4aaa-b8fa-9b9c136c11fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b3c350f-e92b-4de1-8e49-bb77520c9ae4' class='xr-var-data-in' type='checkbox'><label for='data-7b3c350f-e92b-4de1-8e49-bb77520c9ae4' title='Show/Hide data 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, ..., 783435, 783436, 783437], dtype=int64)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-51ba8b4f-0c55-4b58-98be-82fc0735dc42' class='xr-section-summary-in' type='checkbox'  checked><label for='section-51ba8b4f-0c55-4b58-98be-82fc0735dc42' 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>X</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-26.37 -26.39 -26.41 ... 47.87 53.9</div><input id='attrs-02a8ec3f-f7fa-4b44-b95a-858924a1c2b3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02a8ec3f-f7fa-4b44-b95a-858924a1c2b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a800808-8af7-46e3-aeb8-9a9fe52817f3' class='xr-var-data-in' type='checkbox'><label for='data-9a800808-8af7-46e3-aeb8-9a9fe52817f3' title='Show/Hide data 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([-26.3728, -26.389 , -26.4057, ...,  47.8598,  47.8671,  53.9009])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Y</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-58.41 -58.41 ... 67.54 68.94</div><input id='attrs-3bb2b695-39a9-4f95-9035-04b264ba09e1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3bb2b695-39a9-4f95-9035-04b264ba09e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b44b5a1-0e21-4fac-aeb9-0c1597bee640' class='xr-var-data-in' type='checkbox'><label for='data-2b44b5a1-0e21-4fac-aeb9-0c1597bee640' title='Show/Hide data 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([-58.4052, -58.4079, -58.4098, ...,  67.538 ,  67.5357,  68.9447])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RPresent</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;High Risk&#x27; ... &#x27;Medium Risk&#x27;</div><input id='attrs-44b2543f-5fde-46b9-b40e-40373575fb8f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-44b2543f-5fde-46b9-b40e-40373575fb8f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da2da735-85f3-4a97-8ea8-cca688042aea' class='xr-var-data-in' type='checkbox'><label for='data-da2da735-85f3-4a97-8ea8-cca688042aea' title='Show/Hide data 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;High Risk&#x27;, &#x27;High Risk&#x27;, &#x27;High Risk&#x27;, ..., &#x27;Low Risk&#x27;,\n",
+       "       &#x27;Medium Risk&#x27;, &#x27;Medium Risk&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>R2050</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;Very High Risk&#x27; ... &#x27;High Risk&#x27;</div><input id='attrs-a3772e5b-c8a5-40eb-b590-41b7440b3afa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a3772e5b-c8a5-40eb-b590-41b7440b3afa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff10bf55-5ac1-4cd0-b1d8-18fcc949e6a8' class='xr-var-data-in' type='checkbox'><label for='data-ff10bf55-5ac1-4cd0-b1d8-18fcc949e6a8' title='Show/Hide data 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;Very High Risk&#x27;, &#x27;Very High Risk&#x27;, &#x27;Very High Risk&#x27;, ...,\n",
+       "       &#x27;Medium Risk&#x27;, &#x27;High Risk&#x27;, &#x27;High Risk&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>R2100</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;Very High Risk&#x27; ... &#x27;Very High ...</div><input id='attrs-d35ffa75-1e44-4bf9-a828-669c8abf2cf5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d35ffa75-1e44-4bf9-a828-669c8abf2cf5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e915dddf-7999-4ddc-b6f4-9bf6a936b287' class='xr-var-data-in' type='checkbox'><label for='data-e915dddf-7999-4ddc-b6f4-9bf6a936b287' title='Show/Hide data 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;Very High Risk&#x27;, &#x27;Very High Risk&#x27;, &#x27;Very High Risk&#x27;, ...,\n",
+       "       &#x27;High Risk&#x27;, &#x27;Very High Risk&#x27;, &#x27;Very High Risk&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cd3a11a1-b633-45fc-93e7-2f1f854b9934' class='xr-section-summary-in' type='checkbox'  ><label for='section-cd3a11a1-b633-45fc-93e7-2f1f854b9934' 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-971e7ea3-ae10-4ee5-a6d6-4fefdd056152' class='xr-index-data-in' type='checkbox'/><label for='index-971e7ea3-ae10-4ee5-a6d6-4fefdd056152' 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=783438, step=1, name=&#x27;index&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e40973a8-c11d-4384-a098-075dd16105d6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e40973a8-c11d-4384-a098-075dd16105d6' 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>"
       ],
       "text/plain": [
        "<xarray.Dataset>\n",