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aidanheerdegen/mask_changes.ipynb

Created June 17, 2022 06:52
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mask_changes.ipynb
{
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"execution_count": 7,
"id": "703727aa-efb9-40a6-9fc3-f4cb80a8bd5d",
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"outputs": [],
"source": [
"import xarray as xr\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "a75c7761-f613-431e-a4ac-fc73f327bbed",
"metadata": {},
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"from pathlib import Path"
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{
"cell_type": "markdown",
"id": "a0b20497-8d7b-4bf3-b9de-37bfc4e04ece",
"metadata": {},
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"Open the original ocean mask and your updated one. They should be the same as you're not changing any surface cells from dry to wet or vice-versa if I have understood correctly.\n",
"\n",
"Add a simple coordinate so when we take the difference and drop missing coordinate points can still identify location of suspect cells"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "d281a1e3-ea0d-496b-9466-5e379cdeb70b",
"metadata": {},
"outputs": [],
"source": [
"mask_orig = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20200530/mom_025deg/ocean_mask.nc')\n",
"mask_orig = mask_orig.assign_coords(nx=mask_orig.nx, ny=mask_orig.ny).mask"
]
},
{
"cell_type": "markdown",
"id": "7f13ee40-4a72-4e9b-a82c-62aff23543a9",
"metadata": {},
"source": [
"This notebook session was on OOD, so had to copy this mask from scratch, but it is the same as the one used in your latest run:\n",
"```\n",
"$ md5sum /scratch/e14/jn8053/access-om2/input/025deg_jra55_ryf_nogap/mom_025deg/ocean_mask.nc\n",
"7c019959e52910e33d95882239340398 /scratch/e14/jn8053/access-om2/input/025deg_jra55_ryf_nogap/mom_025deg/ocean_mask.nc\n",
"\n",
"$ md5sum /g/data/v45/aph502/helpdesk/02501-Julia/ocean_mask_jn.nc\n",
"7c019959e52910e33d95882239340398 /g/data/v45/aph502/helpdesk/02501-Julia/ocean_mask_jn.nc\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "7530074c-7c25-4fd8-ac97-27880f0ff23d",
"metadata": {},
"outputs": [],
"source": [
"mask_jn = xr.open_dataset('/g/data/v45/aph502/helpdesk/02501-Julia/ocean_mask_jn.nc')\n",
"mask_jn = mask_jn.assign_coords(nx=mask_jn.nx, ny=mask_jn.ny).mask"
]
},
{
"cell_type": "markdown",
"id": "370d34c5-6a8e-4c30-b603-3dd97c85c69d",
"metadata": {},
"source": [
"Take the difference between your current mask and original"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "f6925723-a5e8-4ee8-aba3-45f6b63a3a08",
"metadata": {},
"outputs": [],
"source": [
"mask_diff = (mask_jn - mask_orig)"
]
},
{
"cell_type": "markdown",
"id": "c5b172cd-cf81-4d1d-b2be-acbf7de94793",
"metadata": {},
"source": [
"Mask and stack so we only pick out the locations where the masks differ"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "bc374cda-1f43-4dae-a3b5-ad4fa7779205",
"metadata": {},
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;mask&#x27; (xy: 4)&gt;\n",
"array([-1., -1., -1., -1.])\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
" - nx (xy) int64 175 245 815 818\n",
" - ny (xy) int64 553 741 650 1079</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'>'mask'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>xy</span>: 4</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-fa179616-3903-4c4f-8de2-ed747b1c7dcc' class='xr-array-in' type='checkbox' checked><label for='section-fa179616-3903-4c4f-8de2-ed747b1c7dcc' 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>-1.0 -1.0 -1.0 -1.0</span></div><div class='xr-array-data'><pre>array([-1., -1., -1., -1.])</pre></div></div></li><li class='xr-section-item'><input id='section-c58a1610-9ef4-41af-a5e2-e7b1c4afd404' class='xr-section-summary-in' type='checkbox' checked><label for='section-c58a1610-9ef4-41af-a5e2-e7b1c4afd404' 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'>xy</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>MultiIndex</div><div class='xr-var-preview xr-preview'>(nx, ny)</div><input id='attrs-0e9a30bc-8850-4c49-9d69-2d7911ff9d14' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0e9a30bc-8850-4c49-9d69-2d7911ff9d14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c63d4b76-ea3f-475d-a0c8-058988b59542' class='xr-var-data-in' type='checkbox'><label for='data-c63d4b76-ea3f-475d-a0c8-058988b59542' title='Show/Hide data 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([(175, 553), (245, 741), (815, 650), (818, 1079)], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nx</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>175 245 815 818</div><input id='attrs-edb7c66c-04a0-4773-97a1-bd53e1c995cf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-edb7c66c-04a0-4773-97a1-bd53e1c995cf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-657c5de6-8fb4-41af-be35-21d247715ecc' class='xr-var-data-in' type='checkbox'><label for='data-657c5de6-8fb4-41af-be35-21d247715ecc' title='Show/Hide data 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([175, 245, 815, 818])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ny</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>553 741 650 1079</div><input id='attrs-e5f124ae-14ac-44a2-b267-65e3489196e4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e5f124ae-14ac-44a2-b267-65e3489196e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e92ade6b-9bfa-4628-b4a4-b315198fa60d' class='xr-var-data-in' type='checkbox'><label for='data-e92ade6b-9bfa-4628-b4a4-b315198fa60d' title='Show/Hide data 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([ 553, 741, 650, 1079])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8ac0510a-5a44-49ca-8181-f9f4ac641c37' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8ac0510a-5a44-49ca-8181-f9f4ac641c37' 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>"
],
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"<xarray.DataArray 'mask' (xy: 4)>\n",
"array([-1., -1., -1., -1.])\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
" - nx (xy) int64 175 245 815 818\n",
" - ny (xy) int64 553 741 650 1079"
]
},
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],
"source": [
"mask_diff_stacked = mask_diff.stack(xy=('nx','ny'))\n",
"mask_diff_stacked.where(mask_diff_stacked != 0, drop=True)"
]
},
{
"cell_type": "markdown",
"id": "30ffb073-025c-4f86-ac6e-fd4f0c12179d",
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"source": [
"This is showing there are four cells that are not the same between your mask and the original.\n",
"\n",
"In the mask file \n",
"```\n",
"0 == land\n",
"1 == water\n",
"```\n",
"and a fractional value is some fraction of water.\n",
"\n",
"The negative values indicates that in your mask you have cells that are marked as land that are water in the original mask but we can look at the values by using the same mask on the original mask data"
]
},
{
"cell_type": "code",
"execution_count": 89,
"id": "63129cac-de5b-4d9e-9070-57507e06e0a3",
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;mask&#x27; (xy: 4)&gt;\n",
"array([1., 1., 1., 1.])\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
" - nx (xy) int64 175 245 815 818\n",
" - ny (xy) int64 553 741 650 1079\n",
"Attributes:\n",
" standard_name: ocean fraction at T-cell centers\n",
" units: none</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'>'mask'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>xy</span>: 4</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5ca5b35b-c078-44be-b851-a54929c44723' class='xr-array-in' type='checkbox' checked><label for='section-5ca5b35b-c078-44be-b851-a54929c44723' 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>1.0 1.0 1.0 1.0</span></div><div class='xr-array-data'><pre>array([1., 1., 1., 1.])</pre></div></div></li><li class='xr-section-item'><input id='section-e9ba5974-6471-4942-8b40-bcc73caeb389' class='xr-section-summary-in' type='checkbox' checked><label for='section-e9ba5974-6471-4942-8b40-bcc73caeb389' 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'>xy</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>MultiIndex</div><div class='xr-var-preview xr-preview'>(nx, ny)</div><input id='attrs-b3434d00-5a3b-4ced-8964-dd421b225135' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b3434d00-5a3b-4ced-8964-dd421b225135' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a288e9b-3ab6-4e18-8d46-c76253158470' class='xr-var-data-in' type='checkbox'><label for='data-1a288e9b-3ab6-4e18-8d46-c76253158470' title='Show/Hide data 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([(175, 553), (245, 741), (815, 650), (818, 1079)], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nx</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>175 245 815 818</div><input id='attrs-37ae47e2-759c-424b-8df9-b16988df35cf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37ae47e2-759c-424b-8df9-b16988df35cf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15b4d3d7-87a5-4f95-af37-14192de501ed' class='xr-var-data-in' type='checkbox'><label for='data-15b4d3d7-87a5-4f95-af37-14192de501ed' title='Show/Hide data 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([175, 245, 815, 818])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ny</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>553 741 650 1079</div><input id='attrs-285c943b-4aa8-4272-a5d2-b62faf817be9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-285c943b-4aa8-4272-a5d2-b62faf817be9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d794ae3-6ff3-4a43-a47e-706e93412f01' class='xr-var-data-in' type='checkbox'><label for='data-9d794ae3-6ff3-4a43-a47e-706e93412f01' title='Show/Hide data 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([ 553, 741, 650, 1079])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bf1346ce-8fdd-467f-a778-19a5da2786aa' class='xr-section-summary-in' type='checkbox' checked><label for='section-bf1346ce-8fdd-467f-a778-19a5da2786aa' 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>standard_name :</span></dt><dd>ocean fraction at T-cell centers</dd><dt><span>units :</span></dt><dd>none</dd></dl></div></li></ul></div></div>"
],
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},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mask_diff_stacked = mask_diff.stack(xy=('nx','ny'))\n",
"mask_orig.stack(xy=('nx','ny')).where(mask_diff_stacked != 0, drop=True)"
]
},
{
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"id": "599da7ec-1b81-4456-8893-b6a378ae6ad1",
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" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
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" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
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"\n",
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" --xr-border-color: #1F1F1F;\n",
" --xr-disabled-color: #515151;\n",
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"\n",
".xr-wrap {\n",
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" min-width: 300px;\n",
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" padding-bottom: 6px;\n",
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"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
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"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
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"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
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"\n",
".xr-section-item {\n",
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"\n",
".xr-section-item input {\n",
" display: none;\n",
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"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
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"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
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"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
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"\n",
".xr-section-summary-in + label:before {\n",
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" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
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"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
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"\n",
".xr-section-details {\n",
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".xr-array-wrap > label {\n",
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".xr-preview {\n",
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"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
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"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
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"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
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"\n",
".xr-dim-list {\n",
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".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
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"\n",
".xr-dim-list:before {\n",
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"\n",
".xr-dim-list:after {\n",
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"\n",
".xr-dim-list li:not(:last-child):after {\n",
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"\n",
".xr-var-list,\n",
".xr-var-item {\n",
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"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
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"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
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"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
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"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
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"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
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"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
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"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
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"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
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"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
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" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;mask&#x27; (xy: 4)&gt;\n",
"array([0., 0., 0., 0.])\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
" - nx (xy) int64 175 245 815 818\n",
" - ny (xy) int64 553 741 650 1079</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'>'mask'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>xy</span>: 4</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-52aa2363-4965-41bf-bbd6-088571b2c63e' class='xr-array-in' type='checkbox' checked><label for='section-52aa2363-4965-41bf-bbd6-088571b2c63e' 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</span></div><div class='xr-array-data'><pre>array([0., 0., 0., 0.])</pre></div></div></li><li class='xr-section-item'><input id='section-b09adcdd-1e51-4056-9e7a-d345ec6fd2ca' class='xr-section-summary-in' type='checkbox' checked><label for='section-b09adcdd-1e51-4056-9e7a-d345ec6fd2ca' 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'>xy</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>MultiIndex</div><div class='xr-var-preview xr-preview'>(nx, ny)</div><input id='attrs-5950f9dd-8da7-4ade-aa12-e616b3542a91' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5950f9dd-8da7-4ade-aa12-e616b3542a91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5482671b-802b-4449-9b38-bc3b4a90a893' class='xr-var-data-in' type='checkbox'><label for='data-5482671b-802b-4449-9b38-bc3b4a90a893' title='Show/Hide data 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([(175, 553), (245, 741), (815, 650), (818, 1079)], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nx</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>175 245 815 818</div><input id='attrs-48e53c5b-4571-4d7d-a594-aaf272dadb3d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-48e53c5b-4571-4d7d-a594-aaf272dadb3d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d4088de-86db-45a4-ad9f-ec4ea773f71b' class='xr-var-data-in' type='checkbox'><label for='data-8d4088de-86db-45a4-ad9f-ec4ea773f71b' title='Show/Hide data 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([175, 245, 815, 818])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ny</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>553 741 650 1079</div><input id='attrs-2760bf07-d9bf-4e5e-bbb6-797abf7706fa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2760bf07-d9bf-4e5e-bbb6-797abf7706fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9942e583-57a5-4a49-8e43-5bb2337b9d8a' class='xr-var-data-in' type='checkbox'><label for='data-9942e583-57a5-4a49-8e43-5bb2337b9d8a' title='Show/Hide data 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([ 553, 741, 650, 1079])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2ba4b0f4-e8b0-4dba-abcb-a9452b41e859' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2ba4b0f4-e8b0-4dba-abcb-a9452b41e859' 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.DataArray 'mask' (xy: 4)>\n",
"array([0., 0., 0., 0.])\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
" - nx (xy) int64 175 245 815 818\n",
" - ny (xy) int64 553 741 650 1079"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mask_diff_stacked = mask_diff.stack(xy=('nx','ny'))\n",
"mask_jn.stack(xy=('nx','ny')).where(mask_diff_stacked != 0, drop=True)"
]
},
{
"cell_type": "markdown",
"id": "fc5ad396-17a2-4c16-b589-e19f19fc903f",
"metadata": {},
"source": [
"In the same way we can open the topography files and check the values at these locations"
]
},
{
"cell_type": "code",
"execution_count": 81,
"id": "327c2c2c-f58b-4c58-aa95-e66cb2f0b3fb",
"metadata": {},
"outputs": [],
"source": [
"topog_orig = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20201102/mom_025deg/topog.nc')\n",
"topog_orig = topog_orig.assign_coords(nx=topog_orig.nx, ny=topog_orig.ny).depth"
]
},
{
"cell_type": "code",
"execution_count": 83,
"id": "b8dd4ac3-18ae-4a5f-9847-17d315bffd00",
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;depth&#x27; (xy: 4)&gt;\n",
"array([ nan, 11.80575, nan, nan], dtype=float32)\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
" - nx (xy) int64 175 245 815 818\n",
" - ny (xy) int64 553 741 650 1079\n",
"Attributes:\n",
" long_name: depth\n",
" units: m\n",
" minimum_depth: 11.80575\n",
" minimum_levels: 4\n",
" lakes_removed: no\n",
" nonadvective_cells_removed: yes</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'>'depth'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>xy</span>: 4</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-4d82fbaa-3df1-4d15-a508-303f13527f84' class='xr-array-in' type='checkbox' checked><label for='section-4d82fbaa-3df1-4d15-a508-303f13527f84' 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>nan 11.81 nan nan</span></div><div class='xr-array-data'><pre>array([ nan, 11.80575, nan, nan], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-7612ec71-c80d-4f2f-a459-a11697b39848' class='xr-section-summary-in' type='checkbox' checked><label for='section-7612ec71-c80d-4f2f-a459-a11697b39848' 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'>xy</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>MultiIndex</div><div class='xr-var-preview xr-preview'>(nx, ny)</div><input id='attrs-28a6cf70-4ff0-46b3-a1a0-c2f10708e0b5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-28a6cf70-4ff0-46b3-a1a0-c2f10708e0b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-baf83cc4-e8fc-4af1-858a-a8cb5db42a52' class='xr-var-data-in' type='checkbox'><label for='data-baf83cc4-e8fc-4af1-858a-a8cb5db42a52' title='Show/Hide data 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([(175, 553), (245, 741), (815, 650), (818, 1079)], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nx</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>175 245 815 818</div><input id='attrs-558ac136-a528-4ca8-9e94-8235dbbd8644' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-558ac136-a528-4ca8-9e94-8235dbbd8644' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa3334c5-8d20-462a-afb7-2155ce157fb6' class='xr-var-data-in' type='checkbox'><label for='data-aa3334c5-8d20-462a-afb7-2155ce157fb6' title='Show/Hide data 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([175, 245, 815, 818])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ny</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>553 741 650 1079</div><input id='attrs-846ed1eb-f11f-40d9-9516-648adcd06f32' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-846ed1eb-f11f-40d9-9516-648adcd06f32' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9eb76e6-360f-489b-8268-576cee57875f' class='xr-var-data-in' type='checkbox'><label for='data-b9eb76e6-360f-489b-8268-576cee57875f' title='Show/Hide data 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([ 553, 741, 650, 1079])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-84c84310-1e5d-43f8-a441-35776a61979e' class='xr-section-summary-in' type='checkbox' checked><label for='section-84c84310-1e5d-43f8-a441-35776a61979e' 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>long_name :</span></dt><dd>depth</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>minimum_depth :</span></dt><dd>11.80575</dd><dt><span>minimum_levels :</span></dt><dd>4</dd><dt><span>lakes_removed :</span></dt><dd>no</dd><dt><span>nonadvective_cells_removed :</span></dt><dd>yes</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'depth' (xy: 4)>\n",
"array([ nan, 11.80575, nan, nan], dtype=float32)\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
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]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topog_orig.stack(xy=('nx','ny')).where(mask_diff_stacked != 0, drop=True)"
]
},
{
"cell_type": "markdown",
"id": "8e47ed8d-6dd4-4197-b382-de5ebc2482fa",
"metadata": {},
"source": [
"This is a bit odd, the working original topography and mask files are inconsistent, but clearly not in a way that affects the simulation, and it runs fine.\n",
"\n",
"Now checking your updated topography"
]
},
{
"cell_type": "code",
"execution_count": 92,
"id": "b55685eb-075b-43b0-9095-3489c506ce1a",
"metadata": {},
"outputs": [],
"source": [
"topog_jn = xr.open_dataset('/g/data/v45/aph502/helpdesk/02501-Julia/topog.nc')\n",
"topog_jn = topog_jn.assign_coords(nx=topog_jn.nx, ny=topog_jn.ny).depth"
]
},
{
"cell_type": "markdown",
"id": "7312ab45-958c-4511-9a73-c96e04b9b6ae",
"metadata": {},
"source": [
"Just to show this topography file is the same one used in your simulation\n",
"```\n",
"$ md5sum /scratch/e14/jn8053/access-om2/input/025deg_jra55_ryf_nogap/mom_025deg/topog.nc\n",
"5d7b5692c7cb3316a40e37e4902f13e9 /scratch/e14/jn8053/access-om2/input/025deg_jra55_ryf_nogap/mom_025deg/topog.nc\n",
"\n",
"$ md5sum /g/data/v45/aph502/helpdesk/02501-Julia/topog.nc\n",
"5d7b5692c7cb3316a40e37e4902f13e9 topog.nc\n",
"```"
]
},
{
"cell_type": "markdown",
"id": "77984289-ff5c-41ab-b5e0-ef19a55f4cf0",
"metadata": {},
"source": [
"Your modified topography just has zeroes at these locations, which is at least consistent, as your update mask says these are land cells"
]
},
{
"cell_type": "code",
"execution_count": 91,
"id": "50c73134-ebdf-4c05-b82b-8a563702fe2f",
"metadata": {},
"outputs": [
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;depth&#x27; (xy: 4)&gt;\n",
"array([0., 0., 0., 0.], dtype=float32)\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
" - nx (xy) int64 175 245 815 818\n",
" - ny (xy) int64 553 741 650 1079\n",
"Attributes:\n",
" long_name: depth\n",
" units: m\n",
" minimum_depth: 11.80575\n",
" minimum_levels: 4\n",
" lakes_removed: no\n",
" nonadvective_cells_removed: yes</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'>'depth'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>xy</span>: 4</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0d7b1e01-9e17-4baa-afa8-5c4b0112fced' class='xr-array-in' type='checkbox' checked><label for='section-0d7b1e01-9e17-4baa-afa8-5c4b0112fced' 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</span></div><div class='xr-array-data'><pre>array([0., 0., 0., 0.], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-7d510365-63ed-4107-9c2f-7e61e00b916c' class='xr-section-summary-in' type='checkbox' checked><label for='section-7d510365-63ed-4107-9c2f-7e61e00b916c' 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'>xy</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>MultiIndex</div><div class='xr-var-preview xr-preview'>(nx, ny)</div><input id='attrs-453349f9-76ac-4dca-95cc-c9e34492469c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-453349f9-76ac-4dca-95cc-c9e34492469c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d4f7d1a-2378-42ec-a673-e51272cfe2d4' class='xr-var-data-in' type='checkbox'><label for='data-9d4f7d1a-2378-42ec-a673-e51272cfe2d4' title='Show/Hide data 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([(175, 553), (245, 741), (815, 650), (818, 1079)], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nx</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>175 245 815 818</div><input id='attrs-650b90d9-16d3-435a-9798-b7654e6855e5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-650b90d9-16d3-435a-9798-b7654e6855e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a66bc56e-7264-4609-aae0-373b0068f271' class='xr-var-data-in' type='checkbox'><label for='data-a66bc56e-7264-4609-aae0-373b0068f271' title='Show/Hide data 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([175, 245, 815, 818])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ny</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>553 741 650 1079</div><input id='attrs-8ed2da9a-857c-49a4-b80b-16d794f0c182' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8ed2da9a-857c-49a4-b80b-16d794f0c182' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be4c765a-9af1-4cb8-b436-ad1e0259b627' class='xr-var-data-in' type='checkbox'><label for='data-be4c765a-9af1-4cb8-b436-ad1e0259b627' title='Show/Hide data 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([ 553, 741, 650, 1079])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c809365f-ef2b-4d06-9c81-2ce28398a1e8' class='xr-section-summary-in' type='checkbox' checked><label for='section-c809365f-ef2b-4d06-9c81-2ce28398a1e8' 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>long_name :</span></dt><dd>depth</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>minimum_depth :</span></dt><dd>11.80575</dd><dt><span>minimum_levels :</span></dt><dd>4</dd><dt><span>lakes_removed :</span></dt><dd>no</dd><dt><span>nonadvective_cells_removed :</span></dt><dd>yes</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'depth' (xy: 4)>\n",
"array([0., 0., 0., 0.], dtype=float32)\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
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]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topog_jn.stack(xy=('nx','ny')).where(mask_diff_stacked != 0, drop=True)"
]
},
{
"cell_type": "markdown",
"id": "ba16b3f3-f183-4e29-a18c-de2a8b2c3ffa",
"metadata": {},
"source": [
"The `kmt.nc` file for the ice data (I copied this from your latest run directory) "
]
},
{
"cell_type": "code",
"execution_count": 113,
"id": "504435c3-8a4a-4a5a-a562-7bf664d58785",
"metadata": {},
"outputs": [
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;kmt&#x27; (ny: 1080, nx: 1440)&gt;\n",
"[1555200 values with dtype=float64]\n",
"Coordinates:\n",
" * nx (nx) int64 0 1 2 3 4 5 6 7 ... 1433 1434 1435 1436 1437 1438 1439\n",
" * ny (ny) int64 0 1 2 3 4 5 6 7 ... 1073 1074 1075 1076 1077 1078 1079\n",
"Attributes:\n",
" standard_name: ocean fraction at T-cell centers\n",
" units: none</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'>'kmt'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>ny</span>: 1080</li><li><span class='xr-has-index'>nx</span>: 1440</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0958ae90-f14b-45a0-b9ce-62d6feccb1fe' class='xr-array-in' type='checkbox' checked><label for='section-0958ae90-f14b-45a0-b9ce-62d6feccb1fe' 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>[1555200 values with dtype=float64]</pre></div></div></li><li class='xr-section-item'><input id='section-2a529fbd-7123-4faf-9f76-036207d5c8f0' class='xr-section-summary-in' type='checkbox' checked><label for='section-2a529fbd-7123-4faf-9f76-036207d5c8f0' 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'>nx</span></div><div class='xr-var-dims'>(nx)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 1436 1437 1438 1439</div><input id='attrs-e86507f7-e974-4f71-985b-03d3993df0c2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e86507f7-e974-4f71-985b-03d3993df0c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64f6b4da-3d3d-488c-b7d5-ae3a648ebc49' class='xr-var-data-in' type='checkbox'><label for='data-64f6b4da-3d3d-488c-b7d5-ae3a648ebc49' title='Show/Hide data 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, ..., 1437, 1438, 1439])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ny</span></div><div class='xr-var-dims'>(ny)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 1076 1077 1078 1079</div><input id='attrs-93fe618a-da20-4b37-9229-80da834e4bd0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-93fe618a-da20-4b37-9229-80da834e4bd0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c9c444fb-22aa-484b-b0be-eb59476d6669' class='xr-var-data-in' type='checkbox'><label for='data-c9c444fb-22aa-484b-b0be-eb59476d6669' title='Show/Hide data 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, ..., 1077, 1078, 1079])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9d6dbf50-eee2-4616-9414-d1ed0f3118ba' class='xr-section-summary-in' type='checkbox' checked><label for='section-9d6dbf50-eee2-4616-9414-d1ed0f3118ba' 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>standard_name :</span></dt><dd>ocean fraction at T-cell centers</dd><dt><span>units :</span></dt><dd>none</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'kmt' (ny: 1080, nx: 1440)>\n",
"[1555200 values with dtype=float64]\n",
"Coordinates:\n",
" * nx (nx) int64 0 1 2 3 4 5 6 7 ... 1433 1434 1435 1436 1437 1438 1439\n",
" * ny (ny) int64 0 1 2 3 4 5 6 7 ... 1073 1074 1075 1076 1077 1078 1079\n",
"Attributes:\n",
" standard_name: ocean fraction at T-cell centers\n",
" units: none"
]
},
"execution_count": 113,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kmt_jn = xr.open_dataset('/g/data/v45/aph502/helpdesk/02501-Julia/kmt.nc')\n",
"kmt_jn = kmt_jn.assign_coords(nx=kmt_jn.nx, ny=kmt_jn.ny).kmt\n",
"kmt_jn"
]
},
{
"cell_type": "code",
"execution_count": 100,
"id": "912e603e-8b7a-4e61-beb6-157ea864cb21",
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;kmt&#x27; (ny: 1080, nx: 1440)&gt;\n",
"[1555200 values with dtype=float64]\n",
"Coordinates:\n",
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"Attributes:\n",
" standard_name: ocean fraction at T-cell centers\n",
" units: none</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'>'kmt'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>ny</span>: 1080</li><li><span class='xr-has-index'>nx</span>: 1440</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f6b24eb5-9a28-4428-b191-9dd229f7f77c' class='xr-array-in' type='checkbox' checked><label for='section-f6b24eb5-9a28-4428-b191-9dd229f7f77c' 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>[1555200 values with dtype=float64]</pre></div></div></li><li class='xr-section-item'><input id='section-ea5c5d8a-993e-45f4-a99b-08a742b18a1e' class='xr-section-summary-in' type='checkbox' checked><label for='section-ea5c5d8a-993e-45f4-a99b-08a742b18a1e' 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'>nx</span></div><div class='xr-var-dims'>(nx)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 1436 1437 1438 1439</div><input id='attrs-7ad56427-8d4d-44d7-8e64-4e7ceeb294f6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7ad56427-8d4d-44d7-8e64-4e7ceeb294f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4cff8ab7-c8a3-4fcd-8a21-a1cadedd323e' class='xr-var-data-in' type='checkbox'><label for='data-4cff8ab7-c8a3-4fcd-8a21-a1cadedd323e' title='Show/Hide data 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, ..., 1437, 1438, 1439])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ny</span></div><div class='xr-var-dims'>(ny)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 1076 1077 1078 1079</div><input id='attrs-d101aa02-619a-4a6d-8740-80a6fb6e8281' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d101aa02-619a-4a6d-8740-80a6fb6e8281' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e761b40d-0788-486a-a004-358c599c811b' class='xr-var-data-in' type='checkbox'><label for='data-e761b40d-0788-486a-a004-358c599c811b' title='Show/Hide data 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, ..., 1077, 1078, 1079])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f46a9968-7816-4598-8fcf-9c28550fe4a6' class='xr-section-summary-in' type='checkbox' checked><label for='section-f46a9968-7816-4598-8fcf-9c28550fe4a6' 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>standard_name :</span></dt><dd>ocean fraction at T-cell centers</dd><dt><span>units :</span></dt><dd>none</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'kmt' (ny: 1080, nx: 1440)>\n",
"[1555200 values with dtype=float64]\n",
"Coordinates:\n",
" * nx (nx) int64 0 1 2 3 4 5 6 7 ... 1433 1434 1435 1436 1437 1438 1439\n",
" * ny (ny) int64 0 1 2 3 4 5 6 7 ... 1073 1074 1075 1076 1077 1078 1079\n",
"Attributes:\n",
" standard_name: ocean fraction at T-cell centers\n",
" units: none"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kmt_orig = xr.open_dataset('/g/data/ik11/inputs/access-om2/input_20200530/cice_025deg/kmt.nc')\n",
"kmt_orig = kmt_orig.assign_coords(nx=kmt_orig.nx, ny=kmt_orig.ny).kmt\n",
"kmt_orig"
]
},
{
"cell_type": "code",
"execution_count": 103,
"id": "4b8266b2-7a64-4bbb-aa4c-dbaeb16acced",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7facb3712be0>"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1296x864 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"kmt_orig.plot(size=12)"
]
},
{
"cell_type": "code",
"execution_count": 105,
"id": "67b4d988-eb4e-49b6-9323-4812a3d1bfc4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([584278., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 970922.]),\n",
" array([0. , 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1. ]),\n",
" <BarContainer object of 10 artists>)"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"kmt_orig.plot.hist()"
]
},
{
"cell_type": "markdown",
"id": "dae3949e-18f2-4563-b9b3-7509df693dda",
"metadata": {},
"source": [
"Check where the value of the land/sea mask (same as ocean, 1=ocean, 0=land).\n",
"\n",
"The original ice kmt agrees with the ocean mask"
]
},
{
"cell_type": "code",
"execution_count": 106,
"id": "a7b9adba-5fa7-404a-babc-00ff0377b9b8",
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;kmt&#x27; (xy: 4)&gt;\n",
"array([1., 1., 1., 1.])\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
" - nx (xy) int64 175 245 815 818\n",
" - ny (xy) int64 553 741 650 1079\n",
"Attributes:\n",
" standard_name: ocean fraction at T-cell centers\n",
" units: none</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'>'kmt'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>xy</span>: 4</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5a182996-8a7b-4be7-95b7-3ab00f9c44d5' class='xr-array-in' type='checkbox' checked><label for='section-5a182996-8a7b-4be7-95b7-3ab00f9c44d5' 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>1.0 1.0 1.0 1.0</span></div><div class='xr-array-data'><pre>array([1., 1., 1., 1.])</pre></div></div></li><li class='xr-section-item'><input id='section-b6929585-0d11-480e-930e-7926c9f6750b' class='xr-section-summary-in' type='checkbox' checked><label for='section-b6929585-0d11-480e-930e-7926c9f6750b' 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'>xy</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>MultiIndex</div><div class='xr-var-preview xr-preview'>(nx, ny)</div><input id='attrs-314d0bef-2cbe-41f0-a5a9-194d02b297c8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-314d0bef-2cbe-41f0-a5a9-194d02b297c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50b782bc-1292-44a8-9d70-419ea10d91cb' class='xr-var-data-in' type='checkbox'><label for='data-50b782bc-1292-44a8-9d70-419ea10d91cb' title='Show/Hide data 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([(175, 553), (245, 741), (815, 650), (818, 1079)], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nx</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>175 245 815 818</div><input id='attrs-b29ad918-e73b-45e9-b584-f514add4e60d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b29ad918-e73b-45e9-b584-f514add4e60d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9cb7dcd1-49a5-480d-a2cc-fd79a565d914' class='xr-var-data-in' type='checkbox'><label for='data-9cb7dcd1-49a5-480d-a2cc-fd79a565d914' title='Show/Hide data 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([175, 245, 815, 818])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ny</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>553 741 650 1079</div><input id='attrs-6b723f3c-7546-441f-aab1-6cf3b6700ed5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6b723f3c-7546-441f-aab1-6cf3b6700ed5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1587f5ac-3931-42e7-bd1c-6dbb1c5c09cf' class='xr-var-data-in' type='checkbox'><label for='data-1587f5ac-3931-42e7-bd1c-6dbb1c5c09cf' title='Show/Hide data 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([ 553, 741, 650, 1079])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-eb1a2ed3-5f54-499f-95ad-e2e2e083bc72' class='xr-section-summary-in' type='checkbox' checked><label for='section-eb1a2ed3-5f54-499f-95ad-e2e2e083bc72' 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>standard_name :</span></dt><dd>ocean fraction at T-cell centers</dd><dt><span>units :</span></dt><dd>none</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'kmt' (xy: 4)>\n",
"array([1., 1., 1., 1.])\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
" - nx (xy) int64 175 245 815 818\n",
" - ny (xy) int64 553 741 650 1079\n",
"Attributes:\n",
" standard_name: ocean fraction at T-cell centers\n",
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]
},
"execution_count": 106,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kmt_orig.stack(xy=('nx','ny')).where(mask_diff_stacked != 0, drop=True)"
]
},
{
"cell_type": "markdown",
"id": "12d8f78b-b43a-48f9-a6f2-0412eef132c7",
"metadata": {},
"source": [
"Your update kmt file doesn't agree with you ocean mask (equivalent values were all zero)"
]
},
{
"cell_type": "code",
"execution_count": 114,
"id": "e070f9c8-240e-46db-84df-8c08e9ea99b8",
"metadata": {},
"outputs": [
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;kmt&#x27; (xy: 4)&gt;\n",
"array([1., 1., 1., 1.])\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
" - nx (xy) int64 175 245 815 818\n",
" - ny (xy) int64 553 741 650 1079\n",
"Attributes:\n",
" standard_name: ocean fraction at T-cell centers\n",
" units: none</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'>'kmt'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>xy</span>: 4</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c14fdb5b-a68c-4be2-8415-e98026ac06dd' class='xr-array-in' type='checkbox' checked><label for='section-c14fdb5b-a68c-4be2-8415-e98026ac06dd' 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>1.0 1.0 1.0 1.0</span></div><div class='xr-array-data'><pre>array([1., 1., 1., 1.])</pre></div></div></li><li class='xr-section-item'><input id='section-c682bbf2-1800-42fd-846a-e3cfcf12d1b4' class='xr-section-summary-in' type='checkbox' checked><label for='section-c682bbf2-1800-42fd-846a-e3cfcf12d1b4' 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'>xy</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>MultiIndex</div><div class='xr-var-preview xr-preview'>(nx, ny)</div><input id='attrs-2a301904-b27b-4417-9cab-047b2d858186' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2a301904-b27b-4417-9cab-047b2d858186' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59489923-712b-4a76-ac4c-f22064262fa8' class='xr-var-data-in' type='checkbox'><label for='data-59489923-712b-4a76-ac4c-f22064262fa8' title='Show/Hide data 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([(175, 553), (245, 741), (815, 650), (818, 1079)], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nx</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>175 245 815 818</div><input id='attrs-8cfd2dc1-4ae8-4c73-9fa7-70d4b27ada52' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8cfd2dc1-4ae8-4c73-9fa7-70d4b27ada52' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fe191ee4-c7c5-4f85-b6f2-bd63f4374b79' class='xr-var-data-in' type='checkbox'><label for='data-fe191ee4-c7c5-4f85-b6f2-bd63f4374b79' title='Show/Hide data 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([175, 245, 815, 818])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ny</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>553 741 650 1079</div><input id='attrs-6d878e0d-090b-4c0a-aff7-7ce1750bef64' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6d878e0d-090b-4c0a-aff7-7ce1750bef64' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-595af57e-3fd0-4330-a5fa-e574a7cf4d48' class='xr-var-data-in' type='checkbox'><label for='data-595af57e-3fd0-4330-a5fa-e574a7cf4d48' title='Show/Hide data 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([ 553, 741, 650, 1079])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ea11784f-6986-48de-9c5f-ee26d77abb33' class='xr-section-summary-in' type='checkbox' checked><label for='section-ea11784f-6986-48de-9c5f-ee26d77abb33' 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>standard_name :</span></dt><dd>ocean fraction at T-cell centers</dd><dt><span>units :</span></dt><dd>none</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'kmt' (xy: 4)>\n",
"array([1., 1., 1., 1.])\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
" - nx (xy) int64 175 245 815 818\n",
" - ny (xy) int64 553 741 650 1079\n",
"Attributes:\n",
" standard_name: ocean fraction at T-cell centers\n",
" units: none"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kmt_jn.stack(xy=('nx','ny')).where(mask_diff_stacked != 0, drop=True)"
]
},
{
"cell_type": "markdown",
"id": "9d132487-b84e-4727-b122-44be2908d2cb",
"metadata": {},
"source": [
"Can re-do the difference calculation for the masks, which shows the `kmt` files have identical values in the original and your update `kmt.nc`, which is what I would expect, but not the same as `ocean_mask`"
]
},
{
"cell_type": "code",
"execution_count": 115,
"id": "ec1f1b84-4543-4d25-b731-806d042b542d",
"metadata": {},
"outputs": [],
"source": [
"kmt_diff = (kmt_jn - kmt_orig)"
]
},
{
"cell_type": "code",
"execution_count": 116,
"id": "efe5a442-bc7d-4e91-a213-b9b7914b48f4",
"metadata": {},
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" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;kmt&#x27; (xy: 0)&gt;\n",
"array([], dtype=float64)\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
" - nx (xy) int64 \n",
" - ny (xy) int64 </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'>'kmt'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>xy</span>: 0</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-93af7736-8859-44c5-825d-22f78dbf201a' class='xr-array-in' type='checkbox' checked><label for='section-93af7736-8859-44c5-825d-22f78dbf201a' 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>array([], dtype=float64)</pre></div></div></li><li class='xr-section-item'><input id='section-50617282-4dd0-4e58-b014-dd8b4a7b4701' class='xr-section-summary-in' type='checkbox' checked><label for='section-50617282-4dd0-4e58-b014-dd8b4a7b4701' 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'>xy</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>MultiIndex</div><div class='xr-var-preview xr-preview'>(nx, ny)</div><input id='attrs-d456a779-925b-4255-a321-b478869f8980' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d456a779-925b-4255-a321-b478869f8980' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-714931ce-8541-44d9-aa62-ddaba0a234ce' class='xr-var-data-in' type='checkbox'><label for='data-714931ce-8541-44d9-aa62-ddaba0a234ce' title='Show/Hide data 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([], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nx</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'></div><input id='attrs-bd633173-1248-46d3-b9dc-790f28e007a8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bd633173-1248-46d3-b9dc-790f28e007a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e3f0c8d-735f-47c6-86c2-bdeedcc52838' class='xr-var-data-in' type='checkbox'><label for='data-8e3f0c8d-735f-47c6-86c2-bdeedcc52838' title='Show/Hide data 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([], dtype=int64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ny</span></div><div class='xr-var-dims'>(xy)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'></div><input id='attrs-c88017ef-22f8-4318-9b0f-179ea5b4006c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c88017ef-22f8-4318-9b0f-179ea5b4006c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d5b6ed0-d997-4419-944d-24ca3f18f178' class='xr-var-data-in' type='checkbox'><label for='data-0d5b6ed0-d997-4419-944d-24ca3f18f178' title='Show/Hide data 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([], dtype=int64)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7eb7f596-09fb-4486-b6fc-955ce772004c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7eb7f596-09fb-4486-b6fc-955ce772004c' 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.DataArray 'kmt' (xy: 0)>\n",
"array([], dtype=float64)\n",
"Coordinates:\n",
" * xy (xy) MultiIndex\n",
" - nx (xy) int64 \n",
" - ny (xy) int64 "
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kmt_diff_stacked = kmt_diff.stack(xy=('nx','ny'))\n",
"kmt_diff_stacked.where(kmt_diff_stacked != 0, drop=True)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:analysis3-22.04]",
"language": "python",
"name": "conda-env-analysis3-22.04-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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