chirts_data_retrieve.ipynb

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    "import xarray as xr"
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    "tt = xr.open_dataset(r'data/common/chirts/chirts_tmax_1990_2015.nc', )"
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;tmax&#x27; ()&gt;\n",
       "array(0.)</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tmax'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5fe38560-da2d-4dba-ac0f-3ad447fb7ced' class='xr-array-in' type='checkbox' checked><label for='section-5fe38560-da2d-4dba-ac0f-3ad447fb7ced' 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</span></div><div class='xr-array-data'><pre>array(0.)</pre></div></div></li><li class='xr-section-item'><input id='section-d26a0cba-ea20-441e-bbdd-9a9cfd6bfb0e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d26a0cba-ea20-441e-bbdd-9a9cfd6bfb0e' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-6b1b5a5e-7b6f-4076-b600-22506127e1ea' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6b1b5a5e-7b6f-4076-b600-22506127e1ea' 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 'tmax' ()>\n",
       "array(0.)"
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     "execution_count": 19,
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    "tt.tmax.max()"
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   "source": [
    "ds_tmax = xr.open_dataset(r'http://iridl.ldeo.columbia.edu/SOURCES/.UCSB/.CHIRTS/.v1.0/.daily/.global/.0p05/.tmax/Y/%2830N%29%2845N%29RANGEEDGES/X/%2820E%29%2850E%29RANGEEDGES/Y/%2836N%29%2842N%29RANGEEDGES/X/%2826E%29%2845E%29RANGEEDGES/T/%281%20Jan%201990%29%2831%20Dec%202015%29RANGEEDGES/dods')"
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   "source": [
    "cc = xr.open_dataset(r'http://iridl.ldeo.columbia.edu/SOURCES/.UCSB/.CHIRTS/.v1.0/.daily/.global/.0p05/.tmax/Y/%2836N%29%2842N%29RANGEEDGES/X/%2826E%29%2845E%29RANGEEDGES/T/%281%20Jan%201990%29%2831%20Dec%202015%29RANGEEDGES/T/%281%20Jan%201990%29%2831%20Dec%201990%29RANGEEDGES/dods')"
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       "  --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;\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-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",
       "}\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",
       "  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;tmax&#x27; (Y: 120, X: 380)&gt;\n",
       "array([[     nan,      nan,      nan, ..., 6.060076, 6.246797, 6.222333],\n",
       "       [     nan,      nan,      nan, ..., 6.660408, 6.593894, 6.25057 ],\n",
       "       [     nan,      nan,      nan, ..., 6.82334 , 6.548583, 6.16309 ],\n",
       "       ...,\n",
       "       [1.257408, 1.116211, 0.845238, ..., 1.907818, 1.538821, 1.087566],\n",
       "       [1.041687, 0.805688, 0.57488 , ..., 1.491594, 1.395197, 1.347091],\n",
       "       [0.780235, 0.554416, 0.265644, ..., 1.413869, 1.596607, 1.400602]],\n",
       "      dtype=float32)\n",
       "Coordinates:\n",
       "  * Y        (Y) float32 36.02 36.08 36.12 36.17 ... 41.83 41.88 41.92 41.97\n",
       "  * X        (X) float32 26.03 26.08 26.12 26.18 ... 44.83 44.88 44.93 44.98\n",
       "    T        float32 2.448e+06\n",
       "Attributes:\n",
       "    pointwidth:  1.0\n",
       "    units:       Celsius_scale\n",
       "    long_name:   Maximum Temperature </pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tmax'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>Y</span>: 120</li><li><span class='xr-has-index'>X</span>: 380</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-6b86d104-8fec-4a97-a916-bb830d4b4bff' class='xr-array-in' type='checkbox' checked><label for='section-6b86d104-8fec-4a97-a916-bb830d4b4bff' 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 nan nan nan nan nan nan ... 2.274 2.204 1.561 1.414 1.597 1.401</span></div><div class='xr-array-data'><pre>array([[     nan,      nan,      nan, ..., 6.060076, 6.246797, 6.222333],\n",
       "       [     nan,      nan,      nan, ..., 6.660408, 6.593894, 6.25057 ],\n",
       "       [     nan,      nan,      nan, ..., 6.82334 , 6.548583, 6.16309 ],\n",
       "       ...,\n",
       "       [1.257408, 1.116211, 0.845238, ..., 1.907818, 1.538821, 1.087566],\n",
       "       [1.041687, 0.805688, 0.57488 , ..., 1.491594, 1.395197, 1.347091],\n",
       "       [0.780235, 0.554416, 0.265644, ..., 1.413869, 1.596607, 1.400602]],\n",
       "      dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-7e6cf06f-d3ec-49b6-9e1d-d4b5a78a0b1d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7e6cf06f-d3ec-49b6-9e1d-d4b5a78a0b1d' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>Y</span></div><div class='xr-var-dims'>(Y)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>36.02 36.08 36.12 ... 41.92 41.97</div><input id='attrs-e0bd9097-7803-42ea-a8d1-c98fde65172a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e0bd9097-7803-42ea-a8d1-c98fde65172a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44eec695-e289-45db-853a-ef2bf40c7b13' class='xr-var-data-in' type='checkbox'><label for='data-44eec695-e289-45db-853a-ef2bf40c7b13' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>pointwidth :</span></dt><dd>0.05</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>degree_north</dd></dl></div><div class='xr-var-data'><pre>array([36.024998, 36.075   , 36.125   , 36.175   , 36.225   , 36.274998,\n",
       "       36.325   , 36.375   , 36.425   , 36.475   , 36.524998, 36.575   ,\n",
       "       36.625   , 36.675   , 36.725   , 36.774998, 36.825   , 36.875   ,\n",
       "       36.925   , 36.975   , 37.024998, 37.075   , 37.125   , 37.175   ,\n",
       "       37.225   , 37.274998, 37.325   , 37.375   , 37.425   , 37.475   ,\n",
       "       37.524998, 37.575   , 37.625   , 37.675   , 37.725   , 37.774998,\n",
       "       37.825   , 37.875   , 37.925   , 37.975   , 38.024998, 38.075   ,\n",
       "       38.125   , 38.175   , 38.225   , 38.274998, 38.325   , 38.375   ,\n",
       "       38.425   , 38.475   , 38.524998, 38.575   , 38.625   , 38.675   ,\n",
       "       38.725   , 38.774998, 38.825   , 38.875   , 38.925   , 38.975   ,\n",
       "       39.024998, 39.075   , 39.125   , 39.175   , 39.225   , 39.274998,\n",
       "       39.325   , 39.375   , 39.425   , 39.475   , 39.524998, 39.575   ,\n",
       "       39.625   , 39.675   , 39.725   , 39.774998, 39.825   , 39.875   ,\n",
       "       39.925   , 39.975   , 40.024998, 40.075   , 40.125   , 40.175   ,\n",
       "       40.225   , 40.274998, 40.325   , 40.375   , 40.425   , 40.475   ,\n",
       "       40.524998, 40.575   , 40.625   , 40.675   , 40.725   , 40.774998,\n",
       "       40.825   , 40.875   , 40.925   , 40.975   , 41.024998, 41.075   ,\n",
       "       41.125   , 41.175   , 41.225   , 41.274998, 41.325   , 41.375   ,\n",
       "       41.425   , 41.475   , 41.524998, 41.575   , 41.625   , 41.675   ,\n",
       "       41.725   , 41.774998, 41.825   , 41.875   , 41.925   , 41.975   ],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>X</span></div><div class='xr-var-dims'>(X)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>26.03 26.08 26.12 ... 44.93 44.98</div><input id='attrs-d3e41577-4e1b-4ea3-a1fb-48661f6f5881' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d3e41577-4e1b-4ea3-a1fb-48661f6f5881' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-362235e4-58e3-4925-8b48-4610bc36c50f' class='xr-var-data-in' type='checkbox'><label for='data-362235e4-58e3-4925-8b48-4610bc36c50f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>pointwidth :</span></dt><dd>0.05</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>degree_east</dd></dl></div><div class='xr-var-data'><pre>array([26.025002, 26.075   , 26.125   , ..., 44.875   , 44.925003, 44.975002],\n",
       "      dtype=float32)</pre></div></li><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'>float32</div><div class='xr-var-preview xr-preview'>2.448e+06</div><input id='attrs-c2d87bd3-d141-4c1c-907c-eb1cd422b94a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c2d87bd3-d141-4c1c-907c-eb1cd422b94a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d04d5ba-d1aa-4c6c-b06a-7f7c957653f4' class='xr-var-data-in' type='checkbox'><label for='data-2d04d5ba-d1aa-4c6c-b06a-7f7c957653f4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>pointwidth :</span></dt><dd>1.0</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>calendar :</span></dt><dd>standard</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>julian_day</dd></dl></div><div class='xr-var-data'><pre>array(2447893., dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ecdcdf1c-f19e-4ba9-8475-7b21e4ff0e8d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ecdcdf1c-f19e-4ba9-8475-7b21e4ff0e8d' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>pointwidth :</span></dt><dd>1.0</dd><dt><span>units :</span></dt><dd>Celsius_scale</dd><dt><span>long_name :</span></dt><dd>Maximum Temperature </dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'tmax' (Y: 120, X: 380)>\n",
       "array([[     nan,      nan,      nan, ..., 6.060076, 6.246797, 6.222333],\n",
       "       [     nan,      nan,      nan, ..., 6.660408, 6.593894, 6.25057 ],\n",
       "       [     nan,      nan,      nan, ..., 6.82334 , 6.548583, 6.16309 ],\n",
       "       ...,\n",
       "       [1.257408, 1.116211, 0.845238, ..., 1.907818, 1.538821, 1.087566],\n",
       "       [1.041687, 0.805688, 0.57488 , ..., 1.491594, 1.395197, 1.347091],\n",
       "       [0.780235, 0.554416, 0.265644, ..., 1.413869, 1.596607, 1.400602]],\n",
       "      dtype=float32)\n",
       "Coordinates:\n",
       "  * Y        (Y) float32 36.02 36.08 36.12 36.17 ... 41.83 41.88 41.92 41.97\n",
       "  * X        (X) float32 26.03 26.08 26.12 26.18 ... 44.83 44.88 44.93 44.98\n",
       "    T        float32 2.448e+06\n",
       "Attributes:\n",
       "    pointwidth:  1.0\n",
       "    units:       Celsius_scale\n",
       "    long_name:   Maximum Temperature "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cc.tmax[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "26a70a48-422d-460f-b745-278a811cd7fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_tmax.isel(T=0)['tmax'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "76c6dd20-d487-49b4-8bdf-dac1d64c8862",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Note:Caching=1\n"
     ]
    }
   ],
   "source": [
    "ds_tmin = xr.open_dataset(r'http://iridl.ldeo.columbia.edu/SOURCES/.UCSB/.CHIRTS/.v1.0/.daily/.global/.0p05/.tmin/Y/%2830N%29%2845N%29RANGEEDGES/X/%2820E%29%2850E%29RANGEEDGES/Y/%2836N%29%2842N%29RANGEEDGES/X/%2826E%29%2845E%29RANGEEDGES/T/%281%20Jan%201990%29%2831%20Dec%202015%29RANGEEDGES/dods')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b5bae6f0-562c-463f-beec-95d8f7e27ce3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Error:curl error: Timeout was reached\n",
      "Error:DAP DATADDS packet is apparently too short\n"
     ]
    }
   ],
   "source": [
    "ds_tmax.to_netcdf(r'data/common/chirts/chirts_tmax_1990_2015.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57e064f0-477b-4305-a9e1-c640ac2c51d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_tmin.to_netcdf(r'data/common/chirts/chirts_tmin_1990_2015.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e3df30c8-633d-4561-b5c1-1084452f2934",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (T: 12419, Y: 120, X: 380)\n",
       "Coordinates:\n",
       "  * T        (T) float32 2.445e+06 2.445e+06 2.445e+06 ... 2.458e+06 2.458e+06\n",
       "  * Y        (Y) float32 36.02 36.08 36.12 36.17 ... 41.83 41.88 41.92 41.97\n",
       "  * X        (X) float32 26.03 26.08 26.12 26.18 ... 44.83 44.88 44.93 44.98\n",
       "Data variables:\n",
       "    tmin     (T, Y, X) float32 ...\n",
       "Attributes:\n",
       "    Conventions:  IRIDL</pre><div class='xr-wrap' hidden><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-9248cb61-b8b8-41e1-be35-e69f461d2557' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9248cb61-b8b8-41e1-be35-e69f461d2557' 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'>T</span>: 12419</li><li><span class='xr-has-index'>Y</span>: 120</li><li><span class='xr-has-index'>X</span>: 380</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6ffa5e7f-bb78-40ba-84ce-c5ae58c7e668' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6ffa5e7f-bb78-40ba-84ce-c5ae58c7e668' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>T</span></div><div class='xr-var-dims'>(T)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.445e+06 2.445e+06 ... 2.458e+06</div><input id='attrs-dff3dba9-bd9b-4c8d-80eb-c52993de9acf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dff3dba9-bd9b-4c8d-80eb-c52993de9acf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fba05b3c-d242-4abf-a893-502510c52968' class='xr-var-data-in' type='checkbox'><label for='data-fba05b3c-d242-4abf-a893-502510c52968' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>pointwidth :</span></dt><dd>1.0</dd><dt><span>calendar :</span></dt><dd>standard</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>julian_day</dd></dl></div><div class='xr-var-data'><pre>array([2445336., 2445337., 2445338., ..., 2457752., 2457753., 2457754.],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>Y</span></div><div class='xr-var-dims'>(Y)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>36.02 36.08 36.12 ... 41.92 41.97</div><input id='attrs-94990105-1057-4fe5-ba93-4431a1b5ebf6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-94990105-1057-4fe5-ba93-4431a1b5ebf6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-276fe782-c9e9-4bf9-b9ba-1446086a11d4' class='xr-var-data-in' type='checkbox'><label for='data-276fe782-c9e9-4bf9-b9ba-1446086a11d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>pointwidth :</span></dt><dd>0.05</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>degree_north</dd></dl></div><div class='xr-var-data'><pre>array([36.024998, 36.075   , 36.125   , 36.175   , 36.225   , 36.274998,\n",
       "       36.325   , 36.375   , 36.425   , 36.475   , 36.524998, 36.575   ,\n",
       "       36.625   , 36.675   , 36.725   , 36.774998, 36.825   , 36.875   ,\n",
       "       36.925   , 36.975   , 37.024998, 37.075   , 37.125   , 37.175   ,\n",
       "       37.225   , 37.274998, 37.325   , 37.375   , 37.425   , 37.475   ,\n",
       "       37.524998, 37.575   , 37.625   , 37.675   , 37.725   , 37.774998,\n",
       "       37.825   , 37.875   , 37.925   , 37.975   , 38.024998, 38.075   ,\n",
       "       38.125   , 38.175   , 38.225   , 38.274998, 38.325   , 38.375   ,\n",
       "       38.425   , 38.475   , 38.524998, 38.575   , 38.625   , 38.675   ,\n",
       "       38.725   , 38.774998, 38.825   , 38.875   , 38.925   , 38.975   ,\n",
       "       39.024998, 39.075   , 39.125   , 39.175   , 39.225   , 39.274998,\n",
       "       39.325   , 39.375   , 39.425   , 39.475   , 39.524998, 39.575   ,\n",
       "       39.625   , 39.675   , 39.725   , 39.774998, 39.825   , 39.875   ,\n",
       "       39.925   , 39.975   , 40.024998, 40.075   , 40.125   , 40.175   ,\n",
       "       40.225   , 40.274998, 40.325   , 40.375   , 40.425   , 40.475   ,\n",
       "       40.524998, 40.575   , 40.625   , 40.675   , 40.725   , 40.774998,\n",
       "       40.825   , 40.875   , 40.925   , 40.975   , 41.024998, 41.075   ,\n",
       "       41.125   , 41.175   , 41.225   , 41.274998, 41.325   , 41.375   ,\n",
       "       41.425   , 41.475   , 41.524998, 41.575   , 41.625   , 41.675   ,\n",
       "       41.725   , 41.774998, 41.825   , 41.875   , 41.925   , 41.975   ],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>X</span></div><div class='xr-var-dims'>(X)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>26.03 26.08 26.12 ... 44.93 44.98</div><input id='attrs-25448f4c-993e-495b-9c95-b742cf202dca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-25448f4c-993e-495b-9c95-b742cf202dca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b936464e-21fd-4d07-9df1-ea8f992544e2' class='xr-var-data-in' type='checkbox'><label for='data-b936464e-21fd-4d07-9df1-ea8f992544e2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>pointwidth :</span></dt><dd>0.05</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>degree_east</dd></dl></div><div class='xr-var-data'><pre>array([26.025002, 26.075   , 26.125   , ..., 44.875   , 44.925003, 44.975002],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9518cd89-9e07-4e35-9491-d06e7f0988f8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9518cd89-9e07-4e35-9491-d06e7f0988f8' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tmin</span></div><div class='xr-var-dims'>(T, Y, X)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6aeddb64-cd01-4a65-95ae-db56e57485f5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6aeddb64-cd01-4a65-95ae-db56e57485f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f43a587d-af8c-4f7c-963d-c517329f0144' class='xr-var-data-in' type='checkbox'><label for='data-f43a587d-af8c-4f7c-963d-c517329f0144' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>pointwidth :</span></dt><dd>1.0</dd><dt><span>units :</span></dt><dd>Celsius_scale</dd><dt><span>long_name :</span></dt><dd>Minimum Temperature </dd></dl></div><div class='xr-var-data'><pre>[566306400 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cb43108b-8194-43cd-81b7-21d2464c6754' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cb43108b-8194-43cd-81b7-21d2464c6754' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>IRIDL</dd></dl></div></li></ul></div></div>"
      ],
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       "<xarray.Dataset>\n",
       "Dimensions:  (T: 12419, Y: 120, X: 380)\n",
       "Coordinates:\n",
       "  * T        (T) float32 2.445e+06 2.445e+06 2.445e+06 ... 2.458e+06 2.458e+06\n",
       "  * Y        (Y) float32 36.02 36.08 36.12 36.17 ... 41.83 41.88 41.92 41.97\n",
       "  * X        (X) float32 26.03 26.08 26.12 26.18 ... 44.83 44.88 44.93 44.98\n",
       "Data variables:\n",
       "    tmin     (T, Y, X) float32 ...\n",
       "Attributes:\n",
       "    Conventions:  IRIDL"
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     "execution_count": 7,
     "metadata": {},
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   "cell_type": "code",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (T: 12419, Y: 120, X: 380)\n",
       "Coordinates:\n",
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       "Attributes:\n",
       "    Conventions:  IRIDL</pre><div class='xr-wrap' hidden><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-ed910b32-a933-4c8b-951c-84c9d3226787' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ed910b32-a933-4c8b-951c-84c9d3226787' 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'>T</span>: 12419</li><li><span class='xr-has-index'>Y</span>: 120</li><li><span class='xr-has-index'>X</span>: 380</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-da90be32-0cee-4a65-90a7-83863f40421b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-da90be32-0cee-4a65-90a7-83863f40421b' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>T</span></div><div class='xr-var-dims'>(T)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>2.445e+06 2.445e+06 ... 2.458e+06</div><input id='attrs-4c1b392c-d6e1-4582-bec5-285b437eac16' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4c1b392c-d6e1-4582-bec5-285b437eac16' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19aa7626-10d4-4d2f-95eb-3e3712dc7458' class='xr-var-data-in' type='checkbox'><label for='data-19aa7626-10d4-4d2f-95eb-3e3712dc7458' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>pointwidth :</span></dt><dd>1.0</dd><dt><span>calendar :</span></dt><dd>standard</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>julian_day</dd></dl></div><div class='xr-var-data'><pre>array([2445336., 2445337., 2445338., ..., 2457752., 2457753., 2457754.],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>Y</span></div><div class='xr-var-dims'>(Y)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>36.02 36.08 36.12 ... 41.92 41.97</div><input id='attrs-c8324c92-b68b-45a2-9fa8-5801c3168195' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c8324c92-b68b-45a2-9fa8-5801c3168195' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-acca3205-d33b-4147-ad71-0bb4f49b3e2d' class='xr-var-data-in' type='checkbox'><label for='data-acca3205-d33b-4147-ad71-0bb4f49b3e2d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>pointwidth :</span></dt><dd>0.05</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>degree_north</dd></dl></div><div class='xr-var-data'><pre>array([36.024998, 36.075   , 36.125   , 36.175   , 36.225   , 36.274998,\n",
       "       36.325   , 36.375   , 36.425   , 36.475   , 36.524998, 36.575   ,\n",
       "       36.625   , 36.675   , 36.725   , 36.774998, 36.825   , 36.875   ,\n",
       "       36.925   , 36.975   , 37.024998, 37.075   , 37.125   , 37.175   ,\n",
       "       37.225   , 37.274998, 37.325   , 37.375   , 37.425   , 37.475   ,\n",
       "       37.524998, 37.575   , 37.625   , 37.675   , 37.725   , 37.774998,\n",
       "       37.825   , 37.875   , 37.925   , 37.975   , 38.024998, 38.075   ,\n",
       "       38.125   , 38.175   , 38.225   , 38.274998, 38.325   , 38.375   ,\n",
       "       38.425   , 38.475   , 38.524998, 38.575   , 38.625   , 38.675   ,\n",
       "       38.725   , 38.774998, 38.825   , 38.875   , 38.925   , 38.975   ,\n",
       "       39.024998, 39.075   , 39.125   , 39.175   , 39.225   , 39.274998,\n",
       "       39.325   , 39.375   , 39.425   , 39.475   , 39.524998, 39.575   ,\n",
       "       39.625   , 39.675   , 39.725   , 39.774998, 39.825   , 39.875   ,\n",
       "       39.925   , 39.975   , 40.024998, 40.075   , 40.125   , 40.175   ,\n",
       "       40.225   , 40.274998, 40.325   , 40.375   , 40.425   , 40.475   ,\n",
       "       40.524998, 40.575   , 40.625   , 40.675   , 40.725   , 40.774998,\n",
       "       40.825   , 40.875   , 40.925   , 40.975   , 41.024998, 41.075   ,\n",
       "       41.125   , 41.175   , 41.225   , 41.274998, 41.325   , 41.375   ,\n",
       "       41.425   , 41.475   , 41.524998, 41.575   , 41.625   , 41.675   ,\n",
       "       41.725   , 41.774998, 41.825   , 41.875   , 41.925   , 41.975   ],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>X</span></div><div class='xr-var-dims'>(X)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>26.03 26.08 26.12 ... 44.93 44.98</div><input id='attrs-5dfb5945-0f91-4f5a-bc02-b74439257ba9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5dfb5945-0f91-4f5a-bc02-b74439257ba9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2bed1baf-25d5-4ceb-9dac-80a04a82c6f2' class='xr-var-data-in' type='checkbox'><label for='data-2bed1baf-25d5-4ceb-9dac-80a04a82c6f2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>pointwidth :</span></dt><dd>0.05</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>gridtype :</span></dt><dd>0</dd><dt><span>units :</span></dt><dd>degree_east</dd></dl></div><div class='xr-var-data'><pre>array([26.025002, 26.075   , 26.125   , ..., 44.875   , 44.925003, 44.975002],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6db48e0b-920d-422a-9851-f4b88c3ae26e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6db48e0b-920d-422a-9851-f4b88c3ae26e' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tmax</span></div><div class='xr-var-dims'>(T, Y, X)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-21cc2a53-ec42-48aa-9b92-f6c0f53435e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-21cc2a53-ec42-48aa-9b92-f6c0f53435e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38f3cc16-dc2c-42c9-8ac8-a73908b760dc' class='xr-var-data-in' type='checkbox'><label for='data-38f3cc16-dc2c-42c9-8ac8-a73908b760dc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>pointwidth :</span></dt><dd>1.0</dd><dt><span>units :</span></dt><dd>Celsius_scale</dd><dt><span>long_name :</span></dt><dd>Maximum Temperature </dd></dl></div><div class='xr-var-data'><pre>[566306400 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7e82ff70-df55-4dcd-9b08-aa1e97fa1ad8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7e82ff70-df55-4dcd-9b08-aa1e97fa1ad8' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>IRIDL</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (T: 12419, Y: 120, X: 380)\n",
       "Coordinates:\n",
       "  * T        (T) float32 2.445e+06 2.445e+06 2.445e+06 ... 2.458e+06 2.458e+06\n",
       "  * Y        (Y) float32 36.02 36.08 36.12 36.17 ... 41.83 41.88 41.92 41.97\n",
       "  * X        (X) float32 26.03 26.08 26.12 26.18 ... 44.83 44.88 44.93 44.98\n",
       "Data variables:\n",
       "    tmax     (T, Y, X) float32 ...\n",
       "Attributes:\n",
       "    Conventions:  IRIDL"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_tmax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4f1bf0f4-4f3c-4bcf-9868-bc6ccd0625c4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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