{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "9082ae51-6c49-43ee-97b0-3883a32fda74",
"metadata": {},
"outputs": [
{
"data": {
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"<defs>\n",
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"</svg>\n",
"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
" *\n",
" */\n",
"\n",
":root {\n",
" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
" --xr-background-color: var(--jp-layout-color0, white);\n",
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
"}\n",
"\n",
"html[theme=dark],\n",
"body[data-theme=dark],\n",
"body.vscode-dark {\n",
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
" --xr-border-color: #1F1F1F;\n",
" --xr-disabled-color: #515151;\n",
" --xr-background-color: #111111;\n",
" --xr-background-color-row-even: #111111;\n",
" --xr-background-color-row-odd: #313131;\n",
"}\n",
"\n",
".xr-wrap {\n",
" display: block !important;\n",
" min-width: 300px;\n",
" max-width: 700px;\n",
"}\n",
"\n",
".xr-text-repr-fallback {\n",
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
" display: none;\n",
"}\n",
"\n",
".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
" border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\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",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\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",
"}\n",
"\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",
"}\n",
"\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",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" 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",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\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",
"}\n",
"\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",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-index-preview {\n",
" grid-column: 2 / 5;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\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",
".xr-index-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",
".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-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",
"}\n",
"\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",
"}\n",
"\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",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\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'><xarray.Dataset> Size: 4kB\n",
"Dimensions: (level: 101, layer: 100)\n",
"Coordinates:\n",
" * level (level) int64 808B 0 1 2 3 4 5 6 7 8 ... 93 94 95 96 97 98 99 100\n",
" * layer (layer) int64 800B 0 1 2 3 4 5 6 7 8 ... 91 92 93 94 95 96 97 98 99\n",
"Data variables:\n",
" T (level) float64 808B 300.0 300.0 300.0 300.0 ... 300.0 300.0 300.0\n",
" p (level) float64 808B 1e+06 9.9e+05 9.8e+05 ... 2e+04 1e+04 1.0\n",
" N2 float64 8B 0.7808\n",
" O2 float64 8B 0.2095\n",
" H2O (level) float64 808B 0.02 0.0198 0.0196 ... 0.0004 0.0002 0.0\n",
" CO2 float64 8B 0.000348</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-980ac4e8-bc13-4acf-a028-da33611da9de' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-980ac4e8-bc13-4acf-a028-da33611da9de' 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'>level</span>: 101</li><li><span class='xr-has-index'>layer</span>: 100</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-32f27751-2c1f-4359-9ea4-ac63534d1498' class='xr-section-summary-in' type='checkbox' checked><label for='section-32f27751-2c1f-4359-9ea4-ac63534d1498' 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'>level</span></div><div class='xr-var-dims'>(level)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 95 96 97 98 99 100</div><input id='attrs-c6705b33-4d87-4d06-bc16-1bac550839c2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c6705b33-4d87-4d06-bc16-1bac550839c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0188d693-c3db-4a68-9c57-9ce59fd0d9bc' class='xr-var-data-in' type='checkbox'><label for='data-0188d693-c3db-4a68-9c57-9ce59fd0d9bc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,\n",
" 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27,\n",
" 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41,\n",
" 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55,\n",
" 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69,\n",
" 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83,\n",
" 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97,\n",
" 98, 99, 100])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>layer</span></div><div class='xr-var-dims'>(layer)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 94 95 96 97 98 99</div><input id='attrs-93821b3b-7131-4593-b277-0733bdaf8105' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-93821b3b-7131-4593-b277-0733bdaf8105' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f3e41fa1-9e35-400a-8388-f2ce8da49329' class='xr-var-data-in' type='checkbox'><label for='data-f3e41fa1-9e35-400a-8388-f2ce8da49329' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
" 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35,\n",
" 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53,\n",
" 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71,\n",
" 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89,\n",
" 90, 91, 92, 93, 94, 95, 96, 97, 98, 99])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b018f4a4-7b49-439e-9d52-5e78d1cf5226' class='xr-section-summary-in' type='checkbox' checked><label for='section-b018f4a4-7b49-439e-9d52-5e78d1cf5226' class='xr-section-summary' >Data variables: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>T</span></div><div class='xr-var-dims'>(level)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>300.0 300.0 300.0 ... 300.0 300.0</div><input id='attrs-b509101d-6d27-4219-aef8-d19e168693a1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b509101d-6d27-4219-aef8-d19e168693a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2142f771-a37d-415f-b151-388bf7359bea' class='xr-var-data-in' type='checkbox'><label for='data-2142f771-a37d-415f-b151-388bf7359bea' title='Show/Hide data 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([300., 300., 300., 300., 300., 300., 300., 300., 300., 300., 300.,\n",
" 300., 300., 300., 300., 300., 300., 300., 300., 300., 300., 300.,\n",
" 300., 300., 300., 300., 300., 300., 300., 300., 300., 300., 300.,\n",
" 300., 300., 300., 300., 300., 300., 300., 300., 300., 300., 300.,\n",
" 300., 300., 300., 300., 300., 300., 300., 300., 300., 300., 300.,\n",
" 300., 300., 300., 300., 300., 300., 300., 300., 300., 300., 300.,\n",
" 300., 300., 300., 300., 300., 300., 300., 300., 300., 300., 300.,\n",
" 300., 300., 300., 300., 300., 300., 300., 300., 300., 300., 300.,\n",
" 300., 300., 300., 300., 300., 300., 300., 300., 300., 300., 300.,\n",
" 300., 300.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>p</span></div><div class='xr-var-dims'>(level)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+06 9.9e+05 9.8e+05 ... 1e+04 1.0</div><input id='attrs-393e5eff-1c3d-4ff2-afb7-ab893805419d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-393e5eff-1c3d-4ff2-afb7-ab893805419d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0fddb610-7a0d-4723-8f42-f69fa823cee9' class='xr-var-data-in' type='checkbox'><label for='data-0fddb610-7a0d-4723-8f42-f69fa823cee9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.0000000e+06, 9.9000001e+05, 9.8000002e+05, 9.7000003e+05,\n",
" 9.6000004e+05, 9.5000005e+05, 9.4000006e+05, 9.3000007e+05,\n",
" 9.2000008e+05, 9.1000009e+05, 9.0000010e+05, 8.9000011e+05,\n",
" 8.8000012e+05, 8.7000013e+05, 8.6000014e+05, 8.5000015e+05,\n",
" 8.4000016e+05, 8.3000017e+05, 8.2000018e+05, 8.1000019e+05,\n",
" 8.0000020e+05, 7.9000021e+05, 7.8000022e+05, 7.7000023e+05,\n",
" 7.6000024e+05, 7.5000025e+05, 7.4000026e+05, 7.3000027e+05,\n",
" 7.2000028e+05, 7.1000029e+05, 7.0000030e+05, 6.9000031e+05,\n",
" 6.8000032e+05, 6.7000033e+05, 6.6000034e+05, 6.5000035e+05,\n",
" 6.4000036e+05, 6.3000037e+05, 6.2000038e+05, 6.1000039e+05,\n",
" 6.0000040e+05, 5.9000041e+05, 5.8000042e+05, 5.7000043e+05,\n",
" 5.6000044e+05, 5.5000045e+05, 5.4000046e+05, 5.3000047e+05,\n",
" 5.2000048e+05, 5.1000049e+05, 5.0000050e+05, 4.9000051e+05,\n",
" 4.8000052e+05, 4.7000053e+05, 4.6000054e+05, 4.5000055e+05,\n",
" 4.4000056e+05, 4.3000057e+05, 4.2000058e+05, 4.1000059e+05,\n",
" 4.0000060e+05, 3.9000061e+05, 3.8000062e+05, 3.7000063e+05,\n",
" 3.6000064e+05, 3.5000065e+05, 3.4000066e+05, 3.3000067e+05,\n",
" 3.2000068e+05, 3.1000069e+05, 3.0000070e+05, 2.9000071e+05,\n",
" 2.8000072e+05, 2.7000073e+05, 2.6000074e+05, 2.5000075e+05,\n",
" 2.4000076e+05, 2.3000077e+05, 2.2000078e+05, 2.1000079e+05,\n",
" 2.0000080e+05, 1.9000081e+05, 1.8000082e+05, 1.7000083e+05,\n",
" 1.6000084e+05, 1.5000085e+05, 1.4000086e+05, 1.3000087e+05,\n",
" 1.2000088e+05, 1.1000089e+05, 1.0000090e+05, 9.0000910e+04,\n",
" 8.0000920e+04, 7.0000930e+04, 6.0000940e+04, 5.0000950e+04,\n",
" 4.0000960e+04, 3.0000970e+04, 2.0000980e+04, 1.0000990e+04,\n",
" 1.0000000e+00])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>N2</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.7808</div><input id='attrs-466029f2-bdcc-4821-b7ed-7d5f7af33834' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-466029f2-bdcc-4821-b7ed-7d5f7af33834' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c704266e-79e2-495d-b412-6e0993cb3db5' class='xr-var-data-in' type='checkbox'><label for='data-c704266e-79e2-495d-b412-6e0993cb3db5' title='Show/Hide data 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(0.78084)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>O2</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2095</div><input id='attrs-da8ea985-2236-49e9-aade-f37349ac4e30' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-da8ea985-2236-49e9-aade-f37349ac4e30' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d3f14f2-a83e-4597-8419-21829152b8f0' class='xr-var-data-in' type='checkbox'><label for='data-9d3f14f2-a83e-4597-8419-21829152b8f0' title='Show/Hide data 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(0.20946)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>H2O</span></div><div class='xr-var-dims'>(level)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.02 0.0198 0.0196 ... 0.0002 0.0</div><input id='attrs-d1c34737-d859-44d2-9ef1-31927275bc04' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d1c34737-d859-44d2-9ef1-31927275bc04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-afa96f21-e572-4469-ab22-36aae7678fa8' class='xr-var-data-in' type='checkbox'><label for='data-afa96f21-e572-4469-ab22-36aae7678fa8' title='Show/Hide data 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([0.02 , 0.0198, 0.0196, 0.0194, 0.0192, 0.019 , 0.0188, 0.0186,\n",
" 0.0184, 0.0182, 0.018 , 0.0178, 0.0176, 0.0174, 0.0172, 0.017 ,\n",
" 0.0168, 0.0166, 0.0164, 0.0162, 0.016 , 0.0158, 0.0156, 0.0154,\n",
" 0.0152, 0.015 , 0.0148, 0.0146, 0.0144, 0.0142, 0.014 , 0.0138,\n",
" 0.0136, 0.0134, 0.0132, 0.013 , 0.0128, 0.0126, 0.0124, 0.0122,\n",
" 0.012 , 0.0118, 0.0116, 0.0114, 0.0112, 0.011 , 0.0108, 0.0106,\n",
" 0.0104, 0.0102, 0.01 , 0.0098, 0.0096, 0.0094, 0.0092, 0.009 ,\n",
" 0.0088, 0.0086, 0.0084, 0.0082, 0.008 , 0.0078, 0.0076, 0.0074,\n",
" 0.0072, 0.007 , 0.0068, 0.0066, 0.0064, 0.0062, 0.006 , 0.0058,\n",
" 0.0056, 0.0054, 0.0052, 0.005 , 0.0048, 0.0046, 0.0044, 0.0042,\n",
" 0.004 , 0.0038, 0.0036, 0.0034, 0.0032, 0.003 , 0.0028, 0.0026,\n",
" 0.0024, 0.0022, 0.002 , 0.0018, 0.0016, 0.0014, 0.0012, 0.001 ,\n",
" 0.0008, 0.0006, 0.0004, 0.0002, 0. ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CO2</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.000348</div><input id='attrs-9cd64716-6b80-4cca-a88f-cb32ad157a35' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9cd64716-6b80-4cca-a88f-cb32ad157a35' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e476736-0356-42fc-921a-1b0268376912' class='xr-var-data-in' type='checkbox'><label for='data-4e476736-0356-42fc-921a-1b0268376912' title='Show/Hide data 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(0.000348)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a7a90090-de35-45b2-8a8a-6382c84d1cbe' class='xr-section-summary-in' type='checkbox' ><label for='section-a7a90090-de35-45b2-8a8a-6382c84d1cbe' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>level</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0e2875ac-ad59-47ed-a881-3b0b5db0e88d' class='xr-index-data-in' type='checkbox'/><label for='index-0e2875ac-ad59-47ed-a881-3b0b5db0e88d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9,\n",
" ...\n",
" 91, 92, 93, 94, 95, 96, 97, 98, 99, 100],\n",
" dtype='int64', name='level', length=101))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>layer</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-20108075-22fe-4eec-b75d-d4d9fffd6e0b' class='xr-index-data-in' type='checkbox'/><label for='index-20108075-22fe-4eec-b75d-d4d9fffd6e0b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
" 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35,\n",
" 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53,\n",
" 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71,\n",
" 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89,\n",
" 90, 91, 92, 93, 94, 95, 96, 97, 98, 99],\n",
" dtype='int64', name='layer'))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-385f905e-9f06-4d10-9598-4ed4e434cbcb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-385f905e-9f06-4d10-9598-4ed4e434cbcb' 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> Size: 4kB\n",
"Dimensions: (level: 101, layer: 100)\n",
"Coordinates:\n",
" * level (level) int64 808B 0 1 2 3 4 5 6 7 8 ... 93 94 95 96 97 98 99 100\n",
" * layer (layer) int64 800B 0 1 2 3 4 5 6 7 8 ... 91 92 93 94 95 96 97 98 99\n",
"Data variables:\n",
" T (level) float64 808B 300.0 300.0 300.0 300.0 ... 300.0 300.0 300.0\n",
" p (level) float64 808B 1e+06 9.9e+05 9.8e+05 ... 2e+04 1e+04 1.0\n",
" N2 float64 8B 0.7808\n",
" O2 float64 8B 0.2095\n",
" H2O (level) float64 808B 0.02 0.0198 0.0196 ... 0.0004 0.0002 0.0\n",
" CO2 float64 8B 0.000348"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"import xarray as xr\n",
"\n",
"\n",
"nlev = 101\n",
"atmosphere = xr.Dataset(\n",
" coords={\n",
" \"level\": np.arange(nlev),\n",
" \"layer\": np.arange(nlev - 1),\n",
" },\n",
" data_vars={\n",
" \"T\": ((\"level\"), 300 * np.ones(nlev)),\n",
" \"p\": ((\"level\"), np.linspace(1000e3, 1, nlev)),\n",
" \"N2\": 0.78084,\n",
" \"O2\": 0.20946,\n",
" \"H2O\": ((\"level\"), np.linspace(0.02, 0, nlev)),\n",
" \"CO2\": 348e-6,\n",
" },\n",
")\n",
"atmosphere"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1d0d1d45-36b2-4bd8-b991-8546640bea3e",
"metadata": {},
"outputs": [
{
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" color: var(--xr-font-color2);\n",
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"\n",
".xr-var-preview {\n",
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"\n",
".xr-index-preview {\n",
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"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
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"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
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" z-index: 1;\n",
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"\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
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"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data,\n",
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"\n",
".xr-var-data > table {\n",
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"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-index-name div,\n",
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".xr-attrs {\n",
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"\n",
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"\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",
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"\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",
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"\n",
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"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
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"}\n",
"</style><pre class='xr-text-repr-fallback'><xarray.Dataset> Size: 32B\n",
"Dimensions: (wavenumber: 1)\n",
"Coordinates:\n",
" * wavenumber (wavenumber) int64 8B 0\n",
"Data variables:\n",
" T int64 8B 300\n",
" albedo float64 8B 0.07\n",
" emissivity float64 8B 1.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-00047734-85fc-493a-bdc3-d777a957a63e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-00047734-85fc-493a-bdc3-d777a957a63e' 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'>wavenumber</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-28b2f516-b9b8-46d1-852c-92b1e9bca60a' class='xr-section-summary-in' type='checkbox' checked><label for='section-28b2f516-b9b8-46d1-852c-92b1e9bca60a' 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'>wavenumber</span></div><div class='xr-var-dims'>(wavenumber)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-ca359afc-7cef-4083-9c8e-91dc222f9fe4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ca359afc-7cef-4083-9c8e-91dc222f9fe4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28d19cfd-164e-415d-9a71-2b65068699fe' class='xr-var-data-in' type='checkbox'><label for='data-28d19cfd-164e-415d-9a71-2b65068699fe' title='Show/Hide data 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])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2a955f60-12f3-4636-be3d-780937a51f6c' class='xr-section-summary-in' type='checkbox' checked><label for='section-2a955f60-12f3-4636-be3d-780937a51f6c' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>T</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>300</div><input id='attrs-db696dc0-b44d-49e6-8563-f07aad145c34' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-db696dc0-b44d-49e6-8563-f07aad145c34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b40e615-40a7-456f-8f52-23bbdce21239' class='xr-var-data-in' type='checkbox'><label for='data-1b40e615-40a7-456f-8f52-23bbdce21239' title='Show/Hide data 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(300)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>albedo</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.07</div><input id='attrs-c9ee2c72-5764-46bf-88e7-5d71e6b4fa66' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c9ee2c72-5764-46bf-88e7-5d71e6b4fa66' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e594e40-605d-43fc-bc3a-1151a4f3af95' class='xr-var-data-in' type='checkbox'><label for='data-8e594e40-605d-43fc-bc3a-1151a4f3af95' title='Show/Hide data 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(0.07)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>emissivity</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0</div><input id='attrs-25db92c7-c459-4a56-92fe-77fd6accb08c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-25db92c7-c459-4a56-92fe-77fd6accb08c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-398c5a0e-cf74-4ad7-a661-64aa7d72d45d' class='xr-var-data-in' type='checkbox'><label for='data-398c5a0e-cf74-4ad7-a661-64aa7d72d45d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9b6941f1-4ef9-45ad-8b07-b25a26520b72' class='xr-section-summary-in' type='checkbox' ><label for='section-9b6941f1-4ef9-45ad-8b07-b25a26520b72' 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>wavenumber</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ffd16d2d-d879-48b5-a10e-505f319e29f1' class='xr-index-data-in' type='checkbox'/><label for='index-ffd16d2d-d879-48b5-a10e-505f319e29f1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0], dtype='int64', name='wavenumber'))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-42cfcb4c-7edd-4198-bdf2-b8e3d086c72e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-42cfcb4c-7edd-4198-bdf2-b8e3d086c72e' 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> Size: 32B\n",
"Dimensions: (wavenumber: 1)\n",
"Coordinates:\n",
" * wavenumber (wavenumber) int64 8B 0\n",
"Data variables:\n",
" T int64 8B 300\n",
" albedo float64 8B 0.07\n",
" emissivity float64 8B 1.0"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"surface = xr.Dataset(\n",
" coords={\n",
" \"wavenumber\": np.arange(1),\n",
" },\n",
" data_vars={\n",
" \"T\": 300,\n",
" \"albedo\": 0.07,\n",
" \"emissivity\": 1.0,\n",
" },\n",
")\n",
"surface"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "e1bbaa0d-a27d-47fb-9bf6-a1bcf84abb86",
"metadata": {},
"outputs": [
{
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".xr-var-data,\n",
".xr-index-data {\n",
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"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data,\n",
".xr-index-data-in:checked ~ .xr-index-data {\n",
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"\n",
".xr-var-data > table {\n",
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".xr-var-data,\n",
".xr-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
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".xr-attrs,\n",
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".xr-index-data {\n",
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"\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",
"}\n",
"\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",
" word-break: break-all;\n",
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"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\n",
" display: inline-block;\n",
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"</style><pre class='xr-text-repr-fallback'><xarray.Dataset> Size: 2kB\n",
"Dimensions: (level: 101)\n",
"Coordinates:\n",
" * level (level) int64 808B 0 1 2 3 4 5 6 7 8 ... 93 94 95 96 97 98 99 100\n",
"Data variables:\n",
" flux_up (level) float64 808B 1.0 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0 1.0\n",
" flux_down (level) float64 808B -1.0 -1.0 -1.0 -1.0 ... -1.0 -1.0 -1.0 -1.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-502232a9-d72f-4124-a70d-666e95db5932' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-502232a9-d72f-4124-a70d-666e95db5932' 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'>level</span>: 101</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-783fa8fe-8329-4574-a58d-5e735d7b031e' class='xr-section-summary-in' type='checkbox' checked><label for='section-783fa8fe-8329-4574-a58d-5e735d7b031e' 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'>level</span></div><div class='xr-var-dims'>(level)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 95 96 97 98 99 100</div><input id='attrs-2c2e1f2a-77aa-4534-a786-524f2eb7610b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2c2e1f2a-77aa-4534-a786-524f2eb7610b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-baf0debf-782c-4b5a-84fe-df4b9ac25eaa' class='xr-var-data-in' type='checkbox'><label for='data-baf0debf-782c-4b5a-84fe-df4b9ac25eaa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,\n",
" 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27,\n",
" 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41,\n",
" 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55,\n",
" 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69,\n",
" 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83,\n",
" 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97,\n",
" 98, 99, 100])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-255ed12e-41f7-46ee-86fe-55b373d3675c' class='xr-section-summary-in' type='checkbox' checked><label for='section-255ed12e-41f7-46ee-86fe-55b373d3675c' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>flux_up</span></div><div class='xr-var-dims'>(level)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0</div><input id='attrs-67a8ad5d-c147-47be-b3b5-6ac1054b0d6a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-67a8ad5d-c147-47be-b3b5-6ac1054b0d6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d644c1d-ff17-4445-a28e-1e578b6f714e' class='xr-var-data-in' type='checkbox'><label for='data-5d644c1d-ff17-4445-a28e-1e578b6f714e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>flux_down</span></div><div class='xr-var-dims'>(level)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1.0 -1.0 -1.0 ... -1.0 -1.0 -1.0</div><input id='attrs-d7e7e83f-da22-466a-921d-b2f1504cbf0e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d7e7e83f-da22-466a-921d-b2f1504cbf0e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb521b0a-449a-424b-80f6-9211ffe71a0d' class='xr-var-data-in' type='checkbox'><label for='data-eb521b0a-449a-424b-80f6-9211ffe71a0d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.,\n",
" -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.,\n",
" -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.,\n",
" -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.,\n",
" -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.,\n",
" -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.,\n",
" -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.,\n",
" -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f0277565-09c0-4ab9-bb24-a57d1b402825' class='xr-section-summary-in' type='checkbox' ><label for='section-f0277565-09c0-4ab9-bb24-a57d1b402825' 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>level</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bed3ff73-fcab-4d48-8437-385337b7fedb' class='xr-index-data-in' type='checkbox'/><label for='index-bed3ff73-fcab-4d48-8437-385337b7fedb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9,\n",
" ...\n",
" 91, 92, 93, 94, 95, 96, 97, 98, 99, 100],\n",
" dtype='int64', name='level', length=101))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-347c8e6a-c47c-47ab-aff1-28ac8266db17' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-347c8e6a-c47c-47ab-aff1-28ac8266db17' 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> Size: 2kB\n",
"Dimensions: (level: 101)\n",
"Coordinates:\n",
" * level (level) int64 808B 0 1 2 3 4 5 6 7 8 ... 93 94 95 96 97 98 99 100\n",
"Data variables:\n",
" flux_up (level) float64 808B 1.0 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0 1.0\n",
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]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"class RadiationLW:\n",
" def __init__(self, lookup_table=None, **kwargs):\n",
" \"\"\"Initialize the radiatiove transfer model.\"\"\"\n",
" # The signature of this method will likely differ for various models.\n",
" return\n",
"\n",
" def compute_fluxes(self, atmosphere, surface):\n",
" fluxes = xr.Dataset(\n",
" coords={\n",
" \"level\": atmosphere.level,\n",
" },\n",
" data_vars={\n",
" \"flux_up\": ((\"level\",), np.ones(atmosphere.sizes[\"level\"])),\n",
" \"flux_down\": ((\"level\",), -1 * np.ones(atmosphere.sizes[\"level\"])),\n",
" }\n",
" )\n",
"\n",
" return fluxes\n",
"\n",
"\n",
"radiation_lw = RadiationLW()\n",
"radiation_lw.compute_fluxes(atmosphere, surface)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6a4ace4d-5f42-45d4-a988-8cc5254543d9",
"metadata": {},
"outputs": [
{
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".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",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-index-preview {\n",
" grid-column: 2 / 5;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\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",
".xr-index-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",
".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-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",
"}\n",
"\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",
"}\n",
"\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",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\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'><xarray.Dataset> Size: 2kB\n",
"Dimensions: (level: 101)\n",
"Coordinates:\n",
" * level (level) int64 808B 0 1 2 3 4 5 6 7 8 ... 93 94 95 96 97 98 99 100\n",
"Data variables:\n",
" flux_up (level) float64 808B 1.0 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0 1.0\n",
" flux_down (level) float64 808B -1.0 -1.0 -1.0 -1.0 ... -1.0 -1.0 -1.0 -1.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-f1af33b4-23a7-4330-9aed-f7a6dd9c4d46' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f1af33b4-23a7-4330-9aed-f7a6dd9c4d46' 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'>level</span>: 101</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2d3a1631-7354-40b3-b6f4-93cd867c4e88' class='xr-section-summary-in' type='checkbox' checked><label for='section-2d3a1631-7354-40b3-b6f4-93cd867c4e88' 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'>level</span></div><div class='xr-var-dims'>(level)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 95 96 97 98 99 100</div><input id='attrs-9f1566bf-c0d7-4cf5-a2ca-dba93acf6f9c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9f1566bf-c0d7-4cf5-a2ca-dba93acf6f9c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8b5a35a-ea8f-4e3f-8395-b406c4ca39a6' class='xr-var-data-in' type='checkbox'><label for='data-f8b5a35a-ea8f-4e3f-8395-b406c4ca39a6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,\n",
" 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27,\n",
" 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41,\n",
" 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55,\n",
" 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69,\n",
" 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83,\n",
" 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97,\n",
" 98, 99, 100])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d7d2aebd-54df-4f96-92ce-a98bceb0f2e8' class='xr-section-summary-in' type='checkbox' checked><label for='section-d7d2aebd-54df-4f96-92ce-a98bceb0f2e8' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>flux_up</span></div><div class='xr-var-dims'>(level)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0</div><input id='attrs-f3f3337f-0557-46c5-acdd-81a292271191' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f3f3337f-0557-46c5-acdd-81a292271191' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-236dfd5e-ad91-4d2c-b717-50335c6234e6' class='xr-var-data-in' type='checkbox'><label for='data-236dfd5e-ad91-4d2c-b717-50335c6234e6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>flux_down</span></div><div class='xr-var-dims'>(level)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1.0 -1.0 -1.0 ... -1.0 -1.0 -1.0</div><input id='attrs-586d8f52-820e-4311-882f-952731a6125b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-586d8f52-820e-4311-882f-952731a6125b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f821e35f-2736-41f6-8d71-28a3cd585ea9' class='xr-var-data-in' type='checkbox'><label for='data-f821e35f-2736-41f6-8d71-28a3cd585ea9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.,\n",
" -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.,\n",
" -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.,\n",
" -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.,\n",
" -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.,\n",
" -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.,\n",
" -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.,\n",
" -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2f3ccfcd-59ed-44c6-bdfc-4e595f0ba433' class='xr-section-summary-in' type='checkbox' ><label for='section-2f3ccfcd-59ed-44c6-bdfc-4e595f0ba433' 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>level</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b8c4d6d0-96a2-4a2e-a2cb-af3cf29c9642' class='xr-index-data-in' type='checkbox'/><label for='index-b8c4d6d0-96a2-4a2e-a2cb-af3cf29c9642' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9,\n",
" ...\n",
" 91, 92, 93, 94, 95, 96, 97, 98, 99, 100],\n",
" dtype='int64', name='level', length=101))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d96a379c-1838-4df1-96de-e56a2f124b54' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d96a379c-1838-4df1-96de-e56a2f124b54' 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> Size: 2kB\n",
"Dimensions: (level: 101)\n",
"Coordinates:\n",
" * level (level) int64 808B 0 1 2 3 4 5 6 7 8 ... 93 94 95 96 97 98 99 100\n",
"Data variables:\n",
" flux_up (level) float64 808B 1.0 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0 1.0\n",
" flux_down (level) float64 808B -1.0 -1.0 -1.0 -1.0 ... -1.0 -1.0 -1.0 -1.0"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"class RadiationSW:\n",
" def __init__(self, lookup_table=None, **kwargs):\n",
" return\n",
"\n",
" def compute_fluxes(self, atmosphere, surface, geometry=None):\n",
" # I think that the sun geometry needs to be passed here.\n",
" fluxes = xr.Dataset(\n",
" coords={\n",
" \"level\": atmosphere.level,\n",
" },\n",
" data_vars={\n",
" \"flux_up\": ((\"level\",), np.ones(atmosphere.sizes[\"level\"])),\n",
" \"flux_down\": ((\"level\",), -1 * np.ones(atmosphere.sizes[\"level\"])),\n",
" }\n",
" )\n",
"\n",
" return fluxes\n",
"\n",
"\n",
"\n",
"# This could also be a class that allows to transform between coordinates (maybe too much at this point)\n",
"geometry = xr.Dataset(\n",
" data_vars={\n",
" \"zenith_angle\": 45.0,\n",
" \"total_solar_irradiance\": 345.0,\n",
" },\n",
")\n",
"\n",
"\n",
"radiation_sw = RadiationSW()\n",
"radiation_sw.compute_fluxes(atmosphere, surface)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}