{
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   "execution_count": 7,
   "id": "5629bfcd-9a25-46b4-8e1c-04b4b5c7eb49",
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "54043062-f517-448a-807e-591eb86d6dcd",
   "metadata": {},
   "outputs": [],
   "source": [
    "with xr.open_dataset('glambie_fixed_geometry/RGI06/region_specific_mb_RGI06.nc') as ds:\n",
    "    ds = ds.load()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "139a6ec1-ec68-4772-9454-ea816532ab79",
   "metadata": {},
   "outputs": [
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       "\n",
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       "\n",
       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 10kB\n",
       "Dimensions:                 (time: 612)\n",
       "Coordinates:\n",
       "  * time                    (time) datetime64[ns] 5kB 1975-01-01 ... 2025-12-01\n",
       "Data variables:\n",
       "    region_specific_mb_mwe  (time) float64 5kB 0.1837 0.3371 ... 0.0879 0.2086\n",
       "    total_region_area_m2    float64 8B 7.618e+06\n",
       "    covered_area_m2         float64 8B 7.618e+06\n",
       "    completion_rate_pct     float64 8B 100.0\n",
       "    n_glaciers_success      int64 8B 4\n",
       "    n_glaciers_total        int64 8B 4\n",
       "Attributes:\n",
       "    region_id:  06</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-d849ad57-32e5-4231-ab2c-7aad1048cc91' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d849ad57-32e5-4231-ab2c-7aad1048cc91' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 612</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9ee0bf62-6a73-404b-a7d7-5b655a3799ca' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9ee0bf62-6a73-404b-a7d7-5b655a3799ca' 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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1975-01-01 ... 2025-12-01</div><input id='attrs-673fc202-28c1-40ac-90bb-befda9d8b254' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-673fc202-28c1-40ac-90bb-befda9d8b254' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-977f6049-2e3e-4bfb-a2bc-dd295348c1aa' class='xr-var-data-in' type='checkbox'><label for='data-977f6049-2e3e-4bfb-a2bc-dd295348c1aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1975-01-01T00:00:00.000000000&#x27;, &#x27;1975-02-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1975-03-01T00:00:00.000000000&#x27;, ..., &#x27;2025-10-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2025-11-01T00:00:00.000000000&#x27;, &#x27;2025-12-01T00:00:00.000000000&#x27;],\n",
       "      shape=(612,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0bd0673b-938c-4000-b3fa-56a673d5d3a4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0bd0673b-938c-4000-b3fa-56a673d5d3a4' 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>region_specific_mb_mwe</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1837 0.3371 ... 0.0879 0.2086</div><input id='attrs-b65e3c20-f38f-4737-b659-f0f15ac816f9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b65e3c20-f38f-4737-b659-f0f15ac816f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f1235f7f-546e-4097-b455-d178c9306710' class='xr-var-data-in' type='checkbox'><label for='data-f1235f7f-546e-4097-b455-d178c9306710' 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>name :</span></dt><dd>Regional area-weighted specific mass balance</dd><dt><span>unit :</span></dt><dd>mwe</dd></dl></div><div class='xr-var-data'><pre>array([ 0.18366357,  0.33711108,  0.21747161,  0.20617197,  0.152534  ,\n",
       "        0.07899221, -0.3025859 , -0.39421216,  0.23561248,  0.23139539,\n",
       "        0.40234694,  0.30420534,  0.3510939 ,  0.33660041,  0.38610938,\n",
       "        0.23642264,  0.20995801, -0.20757862, -0.57547496, -0.20991704,\n",
       "       -0.16706347,  0.17201996,  0.2740737 ,  0.21706914,  0.11940144,\n",
       "        0.02811279,  0.18996904,  0.14281434,  0.12794668, -0.05898336,\n",
       "       -0.47958953, -0.44565902,  0.08447024,  0.19034603,  0.16929991,\n",
       "        0.3060165 ,  0.23544891,  0.10154532,  0.27502579,  0.15787476,\n",
       "        0.27583331, -0.03238484, -0.51635392, -0.53476561,  0.00563452,\n",
       "        0.33086027,  0.30341555,  0.1126935 ,  0.17172342,  0.22272112,\n",
       "        0.07714138,  0.13022071,  0.05406605,  0.01370664, -0.34931662,\n",
       "       -0.36273834,  0.29971841,  0.3211293 ,  0.28205832,  0.19251805,\n",
       "        0.17413828,  0.3505313 ,  0.18782249,  0.35794466,  0.03506046,\n",
       "       -0.32649356, -0.58589015, -0.57933291, -0.16351421,  0.2096904 ,\n",
       "        0.20370518,  0.24873064,  0.31151702,  0.27022204,  0.18151702,\n",
       "        0.25057425,  0.16480429, -0.21421997, -0.46358453, -0.42497341,\n",
       "        0.03251449,  0.11229102,  0.18864476,  0.14542827,  0.26368936,\n",
       "        0.37516028,  0.25973168,  0.23888944,  0.14712351, -0.33625151,\n",
       "       -0.51399337, -0.28087649,  0.17224275,  0.20093667,  0.20448417,\n",
       "        0.22900928,  0.39992775,  0.29530543,  0.31218781,  0.1634575 ,\n",
       "...\n",
       "        0.16327141,  0.27301341,  0.44095874,  0.21103199,  0.24396634,\n",
       "        0.36391376, -0.20656742, -0.47757638, -0.52615834, -0.01771496,\n",
       "        0.29565672,  0.23520239,  0.28790505,  0.31527347,  0.19812244,\n",
       "        0.24913312,  0.13858383, -0.02792296, -0.44617529, -0.84019971,\n",
       "       -0.52500918, -0.27520304,  0.20707531,  0.13846431,  0.16488132,\n",
       "        0.30588235,  0.19716601,  0.24208978,  0.20383501,  0.11192357,\n",
       "       -0.35658696, -0.46810644, -0.51429912,  0.1127216 ,  0.11087253,\n",
       "        0.23668231,  0.24081527,  0.16582043,  0.1572256 ,  0.2518163 ,\n",
       "        0.24278437,  0.14236392, -0.08390572, -0.58198034, -0.78676997,\n",
       "       -0.04212328,  0.2667    ,  0.28679716,  0.2269969 ,  0.39724457,\n",
       "        0.26985851,  0.42991229,  0.22259619,  0.05882057, -0.29935056,\n",
       "       -0.50191541, -0.45199622, -0.31986196,  0.12151548,  0.12373234,\n",
       "        0.09713106,  0.22122806,  0.43296114,  0.06526832,  0.22135234,\n",
       "        0.18257043, -0.2571423 , -0.59854396, -0.67370159, -0.15282373,\n",
       "        0.17918183,  0.11034107,  0.15736842,  0.22672858,  0.13303372,\n",
       "        0.21250773,  0.17085788,  0.21634307, -0.13810709, -0.54621485,\n",
       "       -0.44266023,  0.03615121,  0.19439628,  0.26219414,  0.29675954,\n",
       "        0.28535603,  0.37043443,  0.29407636,  0.07324185, -0.2175599 ,\n",
       "       -0.27477124, -0.7054742 , -0.69885519, -0.28717719,  0.12800443,\n",
       "        0.08789573,  0.20857206])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>total_region_area_m2</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.618e+06</div><input id='attrs-e17b9454-aaad-49c7-a231-fc4c6133daaf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e17b9454-aaad-49c7-a231-fc4c6133daaf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4075776a-29f6-44e9-8eeb-1c61ae2aedc7' class='xr-var-data-in' type='checkbox'><label for='data-4075776a-29f6-44e9-8eeb-1c61ae2aedc7' 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>unit :</span></dt><dd>m2</dd></dl></div><div class='xr-var-data'><pre>array(7618000.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>covered_area_m2</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.618e+06</div><input id='attrs-bdd37241-4753-47e2-8dc7-0302d66b98a3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bdd37241-4753-47e2-8dc7-0302d66b98a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1fd12c9-4c18-4702-8866-90dbe23e7a4b' class='xr-var-data-in' type='checkbox'><label for='data-b1fd12c9-4c18-4702-8866-90dbe23e7a4b' 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>unit :</span></dt><dd>m2</dd></dl></div><div class='xr-var-data'><pre>array(7618000.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>completion_rate_pct</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>100.0</div><input id='attrs-63085161-5189-4e8f-9334-ce9b9df90cf3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-63085161-5189-4e8f-9334-ce9b9df90cf3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ab9ce49-16a5-44e3-a8f2-2a97177ba34b' class='xr-var-data-in' type='checkbox'><label for='data-6ab9ce49-16a5-44e3-a8f2-2a97177ba34b' 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>unit :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><pre>array(100.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>n_glaciers_success</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>4</div><input id='attrs-567b4fe4-eaa3-4e87-8c28-01ef181b8c3a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-567b4fe4-eaa3-4e87-8c28-01ef181b8c3a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e617a8c-75d7-40f4-8d01-b1f35f954564' class='xr-var-data-in' type='checkbox'><label for='data-6e617a8c-75d7-40f4-8d01-b1f35f954564' 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(4)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>n_glaciers_total</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>4</div><input id='attrs-f598c7c6-6d3f-48de-b92f-ef3bfbee7544' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f598c7c6-6d3f-48de-b92f-ef3bfbee7544' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-149a1a9f-a5a7-4650-a1d8-9785efd86be6' class='xr-var-data-in' type='checkbox'><label for='data-149a1a9f-a5a7-4650-a1d8-9785efd86be6' 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(4)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-16d765aa-0bc0-44b6-ad85-cb009dd56e50' class='xr-section-summary-in' type='checkbox'  checked><label for='section-16d765aa-0bc0-44b6-ad85-cb009dd56e50' 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>region_id :</span></dt><dd>06</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 10kB\n",
       "Dimensions:                 (time: 612)\n",
       "Coordinates:\n",
       "  * time                    (time) datetime64[ns] 5kB 1975-01-01 ... 2025-12-01\n",
       "Data variables:\n",
       "    region_specific_mb_mwe  (time) float64 5kB 0.1837 0.3371 ... 0.0879 0.2086\n",
       "    total_region_area_m2    float64 8B 7.618e+06\n",
       "    covered_area_m2         float64 8B 7.618e+06\n",
       "    completion_rate_pct     float64 8B 100.0\n",
       "    n_glaciers_success      int64 8B 4\n",
       "    n_glaciers_total        int64 8B 4\n",
       "Attributes:\n",
       "    region_id:  06"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0040ecf0-e1c3-4596-b925-87aba5f50c56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds.region_specific_mb_mwe.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b82a451c-2945-4e50-b392-e85bba114f55",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.13.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}