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    "# Notebook to check if the individual glacier interannual variability coincides between glacier models\n",
    "- related to [PartB_1_annual_variability.ipynb](PartB_1_annual_variability.ipynb), but here we look at individual glaciers to check if the interannual variability is similar between glacier models"
   ]
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   "id": "16312966-e1b0-4fac-92d8-f1f4ab23ceee",
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   "source": [
    "- attention: area is in m2 * 1e6 in the raw GloGEMFlow per glacier files"
   ]
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    "save_path = f'/home/www/lschuster/runs_glacierMIP3_oggm_v16/output/RGI11/'\n",
    "#save_path = os.path.join(OUTPUT_DIR, 'RGI' + rgi_reg)\n",
    "import os \n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "files = os.listdir(path=save_path)"
   ]
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "43856e59-b39c-4521-b701-ff8e63602da0",
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  {
   "cell_type": "code",
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   "id": "d4829ff6-85f9-4eb7-9592-5921f88b8de2",
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   "source": [
    "fpath = '/home/www/lschuster/glacierMIP3_analysis/GloGEMflow/glogemflow_individual_glacier_check/'\n",
    "\n",
    "test_fs = ['Compagno_rgi11_dyn_1995-2014_mri-esm2-0_hist.nc',\n",
    "           'Compagno_rgi11_dyn_2021-2040_gfdl-esm4_ssp370.nc',\n",
    "           'Compagno_rgi11_dyn_2061-2080_mpi-esm1-2-hr_ssp126.nc']\n",
    "\n",
    "fpath_sum = '/home/www/lschuster/glacierMIP3_analysis/GloGEMflow/'\n",
    "test_fs_sum = ['GloGEMflow_rgi11_sum_1995-2014_mri-esm2-0_hist.nc',\n",
    "           'GloGEMflow_rgi11_sum_2021-2040_gfdl-esm4_ssp370.nc',\n",
    "           'GloGEMflow_rgi11_sum_2061-2080_mpi-esm1-2-hr_ssp126.nc']\n",
    "\n",
    "# PyGEM\n",
    "fpath_pygem = '/home/www/drounce/per_glacier-filled-norunaway/11/'\n",
    "test_fs_pygem = ['Rounce_rgi11_glaciers_1995-2014_mri-esm2-0_hist_Batch-1001-2000.nc',\n",
    "                 'Rounce_rgi11_glaciers_2021-2040_gfdl-esm4_ssp370_Batch-1001-2000.nc',\n",
    "                 'Rounce_rgi11_glaciers_2061-2080_mpi-esm1-2-hr_ssp126_Batch-1001-2000.nc']\n",
    "\n",
    "# OGGM\n",
    "oggm_fpath = '/home/www/lschuster/runs_glacierMIP3_oggm_v16/output/RGI11/'\n",
    "oggm_test_fs= ['mri-esm2-0_historical_1995-2014.nc',\n",
    "           'gfdl-esm4_ssp370_2021-2040.nc',\n",
    "           'mpi-esm1-2-hr_ssp126_2061-2080.nc']"
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   "execution_count": 3,
   "id": "0f40f984-775b-4f49-a88e-1d204081318e",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:          (y: 5000, x: 1)\n",
       "Dimensions without coordinates: y, x\n",
       "Data variables:\n",
       "    area_m2          (y, x) float64 ...\n",
       "    volume_m3        (y, x) float64 ...\n",
       "    simulation_year  (y, x) float64 ...\n",
       "Attributes:\n",
       "    contributor:       Compagno\n",
       "    contributor_mail:  compagno@vaw.baug.ethz.ch\n",
       "    creation_date:     07-Mar-2022 19:46:26\n",
       "    reg_region:        rgi11\n",
       "    period:            1995-2014\n",
       "    gcm:               mri-esm2-0\n",
       "    ssp:               hist\n",
       "    information:       no info</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-fd649a84-5cd3-4b9e-b4a4-e656bf73237a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fd649a84-5cd3-4b9e-b4a4-e656bf73237a' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>y</span>: 5000</li><li><span>x</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ca5aeb2c-9f92-4444-b998-c30b06be01b7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ca5aeb2c-9f92-4444-b998-c30b06be01b7' 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-7e33d497-b82f-4c1d-b5c6-69376aa43968' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7e33d497-b82f-4c1d-b5c6-69376aa43968' 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>area_m2</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f0afa462-469e-4cd6-ba80-617bdf04e57c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f0afa462-469e-4cd6-ba80-617bdf04e57c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a52d0f1a-6959-40cb-808a-f99bd8070eeb' class='xr-var-data-in' type='checkbox'><label for='data-a52d0f1a-6959-40cb-808a-f99bd8070eeb' 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>units :</span></dt><dd>m3</dd><dt><span>long_name :</span></dt><dd>regional glacierarea at timestamp</dd></dl></div><div class='xr-var-data'><pre>[5000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>volume_m3</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a5ef0676-9712-4c11-91f6-a98d368b3666' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a5ef0676-9712-4c11-91f6-a98d368b3666' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ab7e91c-dab6-4326-9fed-ab10fd0aa109' class='xr-var-data-in' type='checkbox'><label for='data-0ab7e91c-dab6-4326-9fed-ab10fd0aa109' 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>units :</span></dt><dd>m3</dd><dt><span>long_name :</span></dt><dd>regional glacier volume at timestamp</dd></dl></div><div class='xr-var-data'><pre>[5000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>simulation_year</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-02b6f234-5f80-4a33-835c-5579028c9288' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02b6f234-5f80-4a33-835c-5579028c9288' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-863d8d04-e8b6-4acc-b1be-8d47843dd77d' class='xr-var-data-in' type='checkbox'><label for='data-863d8d04-e8b6-4acc-b1be-8d47843dd77d' 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>[5000 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-15ec6ca3-ad67-4d86-80ce-6ee4d80d4397' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-15ec6ca3-ad67-4d86-80ce-6ee4d80d4397' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <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-74f01551-81c0-4b00-8061-6ef474ef6a82' class='xr-section-summary-in' type='checkbox'  checked><label for='section-74f01551-81c0-4b00-8061-6ef474ef6a82' class='xr-section-summary' >Attributes: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>contributor :</span></dt><dd>Compagno</dd><dt><span>contributor_mail :</span></dt><dd>compagno@vaw.baug.ethz.ch</dd><dt><span>creation_date :</span></dt><dd>07-Mar-2022 19:46:26</dd><dt><span>reg_region :</span></dt><dd>rgi11</dd><dt><span>period :</span></dt><dd>1995-2014</dd><dt><span>gcm :</span></dt><dd>mri-esm2-0</dd><dt><span>ssp :</span></dt><dd>hist</dd><dt><span>information :</span></dt><dd>no info</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:          (y: 5000, x: 1)\n",
       "Dimensions without coordinates: y, x\n",
       "Data variables:\n",
       "    area_m2          (y, x) float64 ...\n",
       "    volume_m3        (y, x) float64 ...\n",
       "    simulation_year  (y, x) float64 ...\n",
       "Attributes:\n",
       "    contributor:       Compagno\n",
       "    contributor_mail:  compagno@vaw.baug.ethz.ch\n",
       "    creation_date:     07-Mar-2022 19:46:26\n",
       "    reg_region:        rgi11\n",
       "    period:            1995-2014\n",
       "    gcm:               mri-esm2-0\n",
       "    ssp:               hist\n",
       "    information:       no info"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xr.open_dataset(fpath_sum+test_fs_sum[0])"
   ]
  },
  {
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   "execution_count": 4,
   "id": "52abccec-757a-4a69-8f59-3d247eb5cef9",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;volume_m3&#x27; (y: 5000)&gt;\n",
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       "Attributes:\n",
       "    units:      m3\n",
       "    long_name:  regional glacier volume at timestamp</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'volume_m3'</div><ul class='xr-dim-list'><li><span>y</span>: 5000</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-728b8817-e288-49e2-b5a2-d4e9a279dc8b' class='xr-array-in' type='checkbox' checked><label for='section-728b8817-e288-49e2-b5a2-d4e9a279dc8b' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[5000 values with dtype=float64]</pre></div></div></li><li class='xr-section-item'><input id='section-1688c4f4-bfc7-4a29-90e7-33f690280cb6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1688c4f4-bfc7-4a29-90e7-33f690280cb6' 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-e830fe20-aa2c-4fae-86a3-99619dbde198' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e830fe20-aa2c-4fae-86a3-99619dbde198' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <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-e80c0124-4dd3-4335-a3f3-d18142f9f929' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e80c0124-4dd3-4335-a3f3-d18142f9f929' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m3</dd><dt><span>long_name :</span></dt><dd>regional glacier volume at timestamp</dd></dl></div></li></ul></div></div>"
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       "Attributes:\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;volume_m3&#x27; (y: 5000)&gt;\n",
       "[5000 values with dtype=float64]\n",
       "Dimensions without coordinates: y\n",
       "Attributes:\n",
       "    units:      m3\n",
       "    long_name:  regional glacier volume at timestamp</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'volume_m3'</div><ul class='xr-dim-list'><li><span>y</span>: 5000</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-494ef9cf-fb6a-426c-b668-f355422248c8' class='xr-array-in' type='checkbox' checked><label for='section-494ef9cf-fb6a-426c-b668-f355422248c8' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[5000 values with dtype=float64]</pre></div></div></li><li class='xr-section-item'><input id='section-b44fa391-2e03-4ced-bf10-3bb8eeb9007f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b44fa391-2e03-4ced-bf10-3bb8eeb9007f' 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-fde76ffa-1c6c-4b32-83ef-40325ae86bb0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fde76ffa-1c6c-4b32-83ef-40325ae86bb0' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <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-950df43e-a80b-4e3c-a33d-d53f285a7801' class='xr-section-summary-in' type='checkbox'  checked><label for='section-950df43e-a80b-4e3c-a33d-d53f285a7801' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m3</dd><dt><span>long_name :</span></dt><dd>regional glacier volume at timestamp</dd></dl></div></li></ul></div></div>"
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       "<xarray.DataArray 'volume_m3' (y: 5000)>\n",
       "[5000 values with dtype=float64]\n",
       "Dimensions without coordinates: y\n",
       "Attributes:\n",
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       "    long_name:  regional glacier volume at timestamp"
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     "execution_count": 5,
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      "text/plain": [
       "<Figure size 2500x1200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs = plt.subplots(1,3, figsize=(25,12), sharey=True, sharex=True)\n",
    "plt.rc('font', size=19)   \n",
    "plt.suptitle('RGI60-11.01450:')\n",
    "for j in [0,1,2]:\n",
    "    axs[j].set_title(test_fs[j][19:])\n",
    "    ds = xr.open_dataset(fpath+test_fs[j])\n",
    "    ds_sel = ds.sel(x=ds.volume_m3.argmax(dim='x')[0].values)\n",
    "    axs[j].plot(ds_sel.volume_m3.isel(y=slice(0,250)), label='GloGEMFlow')\n",
    "\n",
    "    ds_oggm = xr.open_dataset(oggm_fpath+oggm_test_fs[j])\n",
    "    ds_sel = ds_oggm.sel(rgi_id=ds_oggm.volume.idxmax(dim='rgi_id')[0].values)\n",
    "    axs[j].plot(ds_sel.volume.isel(time=slice(0,250)), label='OGGM')\n",
    "\n",
    "\n",
    "    ds_pygem_sel = xr.open_dataset(fpath_pygem+test_fs_pygem[j]).sel(rgi_id='RGI60-11.01450')\n",
    "    axs[j].plot(ds_pygem_sel.volume_m3.isel(simulation_year=slice(0,250)), label='PyGEM')\n",
    "    axs[j].legend()\n",
    "    if j==0:\n",
    "        axs[j].set_ylabel('volume (m3)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "54be9b2c-ed17-4091-a536-7d8255628aa5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start = 0\n",
    "y1 = 60\n",
    "plt.rc('font', size=16)   \n",
    "for offset in [0]: # ,1,2, 18,19,20]: ... there is no consistent pattern \n",
    "    fig,axs = plt.subplots(1,3, figsize=(15,6), sharey=True, sharex=True)\n",
    "    plt.rc('font', size=16)   \n",
    "    plt.suptitle(f'RGI60-11.01450, first 60 years: offset={offset} years')\n",
    "    for j in [0,1,2]:\n",
    "        axs[j].set_title(test_fs[j][19:-3])\n",
    "\n",
    "        ds_oggm = xr.open_dataset(oggm_fpath+oggm_test_fs[j])\n",
    "        ds_sel = ds_oggm.sel(rgi_id=ds_oggm.volume.idxmax(dim='rgi_id')[0].values)\n",
    "        V0 = ds_sel.isel(time=slice(start+0,start+y1-1)).volume\n",
    "        A0 = ds_sel.isel(time=slice(start+0,start+y1-1)).area.values\n",
    "        V1 = ds_sel.isel(time=slice(start+1,start+y1)).volume.values\n",
    "        delta_scaled_V_oggm = (V1-V0)/A0\n",
    "\n",
    "        ds = xr.open_dataset(fpath+test_fs[j])\n",
    "        ds_sel = ds.sel(x=ds.volume_m3.argmax(dim='x')[0].values)\n",
    "        V0 = ds_sel.isel(y=slice(start+0+offset,start+y1-1+offset)).volume_m3\n",
    "        A0 = ds_sel.isel(y=slice(start+0+offset,start+y1-1+offset)).area_m2.values*1e6\n",
    "        V1 = ds_sel.isel(y=slice(start+1+offset,start+y1+offset)).volume_m3.values\n",
    "        delta_scaled_V_glogemflow = (V1-V0)/A0\n",
    "        glogemflow_rcoeff = np.corrcoef([delta_scaled_V_oggm.values,\n",
    "                                delta_scaled_V_glogemflow.values])[0][1]\n",
    "\n",
    "        ds_pygem_sel = xr.open_dataset(fpath_pygem+test_fs_pygem[j]).sel(rgi_id='RGI60-11.01450')\n",
    "        V0 = ds_pygem_sel.isel(simulation_year=slice(start+0,start+y1-1)).volume_m3\n",
    "        A0 = ds_pygem_sel.isel(simulation_year=slice(start+0,start+y1-1)).area_m2.values\n",
    "        V1 = ds_pygem_sel.isel(simulation_year=slice(start+1,start+y1)).volume_m3.values\n",
    "        delta_scaled_V_pygem = (V1-V0)/A0\n",
    "        pygem_rcoeff = np.corrcoef([delta_scaled_V_oggm.values,\n",
    "                                delta_scaled_V_pygem.values])[0][1]\n",
    "\n",
    "        axs[j].set_ylim([-5,5])\n",
    "        axs[j].set_xlim([-5,5])\n",
    "\n",
    "        axs[j].plot(delta_scaled_V_oggm, delta_scaled_V_glogemflow,\n",
    "                 'o', label = f'GlogemFlow: rcoef={glogemflow_rcoeff:.2f}')\n",
    "        axs[j].plot(delta_scaled_V_oggm, delta_scaled_V_pygem, \n",
    "                 'o', label = f'PyGEM: rcoef={pygem_rcoeff:.2f}')\n",
    "        axs[j].set_ylabel('(V2-V1)/A0')\n",
    "        axs[j].set_xlabel('(V2-V1)/A0 (of OGGM)')\n",
    "        axs[j].legend()\n",
    "\n",
    "        if j==0:\n",
    "            axs[j].set_ylabel(\"(V2-V1)/A0\")\n",
    "        else:\n",
    "            axs[j].set_ylabel(\"\")\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ad46e57a-eefd-47e7-980b-fcd1d2cd93b0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "2e953677-71ce-4f76-bf19-f9a2427b4be2",
   "metadata": {},
   "source": [
    "**Some tests for GloGEMFlow**\n",
    "- somehow only 216 glaciers have non-zero values\n",
    "- and by scaling the 216 glaciers times 1.22 we get the same estimates as the regional volume file "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bb593248-91cb-4a45-9bb8-453c6ff27926",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5000, 3760)\n",
      "(5000, 216)\n",
      "<xarray.DataArray 'volume_m3' (x: 1)>\n",
      "array([1.22147261])\n",
      "Dimensions without coordinates: x\n",
      "(5000, 3760)\n",
      "(5000, 216)\n",
      "<xarray.DataArray 'volume_m3' (x: 1)>\n",
      "array([1.22147456])\n",
      "Dimensions without coordinates: x\n",
      "(5000, 3760)\n",
      "(5000, 216)\n",
      "<xarray.DataArray 'volume_m3' (x: 1)>\n",
      "array([1.22147378])\n",
      "Dimensions without coordinates: x\n"
     ]
    }
   ],
   "source": [
    "for test_f,test_f_sum in zip(test_fs,test_fs_sum):\n",
    "    ds_glogemflow = xr.open_dataset(fpath+test_f)\n",
    "    print(np.shape(ds_glogemflow.volume_m3.values))\n",
    "\n",
    "    ds_glogemflow_sum = xr.open_dataset(fpath_sum+test_f_sum)\n",
    "\n",
    "    #ds_glogemflowa_sel = ds_glogemflow.volume_m3.sel(x=ds_glogemflow.volume_m3.isel(y=0)> 0)\n",
    "    ds_glogemflow_sel = ds_glogemflow.where(ds_glogemflow.volume_m3>0).dropna(how='all', dim='x')\n",
    "    \n",
    "    # \n",
    "    print(np.shape(ds_glogemflow_sel.volume_m3.values))\n",
    "    init_sum_sel_glac = ds_glogemflow_sel.volume_m3.sum(dim='x').isel(y=0)\n",
    "    init_sum = ds_glogemflow_sum.volume_m3.isel(y=0)*1e9\n",
    "    ds_glogemflow_sel_vol_sc = ds_glogemflow_sel.volume_m3 * (init_sum/init_sum_sel_glac).values[0]\n",
    "    print(init_sum/init_sum_sel_glac)\n",
    "    # did they just do a simple scaling ??? YES!\n",
    "    np.testing.assert_allclose(ds_glogemflow_sel_vol_sc.sum(dim='x'),\n",
    "                               ds_glogemflow_sum.volume_m3.values.flatten()*1e9)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cf793ed-00dd-4e5f-b969-a52db4cb03d6",
   "metadata": {},
   "source": [
    "**Check correlation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "81868264-d0d7-41b8-acde-2c30f0974e7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd_offset = pd.DataFrame(index=np.arange(0,21,1))\n",
    "for offset in np.arange(0,21,1):\n",
    "    start = 0\n",
    "    y1 = 60\n",
    "    ds_oggm = xr.open_dataset(oggm_fpath+oggm_test_fs[-1])\n",
    "    ds_sel = ds_oggm.sel(rgi_id=ds_oggm.volume.idxmax(dim='rgi_id')[0].values)\n",
    "    V0 = ds_sel.isel(time=slice(start+0,start+y1-1)).volume\n",
    "    A0 = ds_sel.isel(time=slice(start+0,start+y1-1)).area.values\n",
    "    V1 = ds_sel.isel(time=slice(start+1,start+y1)).volume.values\n",
    "    delta_scaled_V_oggm = (V1-V0)/A0\n",
    "\n",
    "    ds = xr.open_dataset(fpath+test_fs[-1])\n",
    "    ds_sel = ds.sel(x=ds.volume_m3.argmax(dim='x')[0].values)\n",
    "    V0 = ds_sel.isel(y=slice(start+0+offset,start+y1-1+offset)).volume_m3\n",
    "    A0 = ds_sel.isel(y=slice(start+0+offset,start+y1-1+offset)).area_m2.values/1e6\n",
    "    V1 = ds_sel.isel(y=slice(start+1+offset,start+y1+offset)).volume_m3.values\n",
    "    delta_scaled_V_glogemflow =  (V1-V0)/A0\n",
    "    pd_offset.loc[offset, 'rcoef'] = np.corrcoef([delta_scaled_V_oggm.values,\n",
    "                                                  delta_scaled_V_glogemflow.values])[0][1]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "34efa32f-2056-4669-9214-b0b3dfc9c48b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(rcoef    19\n",
       " dtype: int64,\n",
       " rcoef    0.443884\n",
       " dtype: float64)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# largest corrcoef for that offset:\n",
    "pd_offset.idxmax(), pd_offset.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d86365da-1879-45f5-8d5e-fd39fb495ebf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0e8c7db820>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "offset = 0\n",
    "y1 = 60\n",
    "ds_oggm = xr.open_dataset(oggm_fpath+oggm_test_fs[-1])\n",
    "ds_sel = ds_oggm.sel(rgi_id=ds_oggm.volume.idxmax(dim='rgi_id')[0].values)\n",
    "offset_o = 0\n",
    "V0 = ds_sel.isel(time=slice(0+offset_o,y1-1+offset_o)).volume\n",
    "A0 = ds_sel.isel(time=slice(0+offset_o,y1-1+offset_o)).area.values\n",
    "V1 = ds_sel.isel(time=slice(1+offset_o,y1+offset_o)).volume.values\n",
    "delta_scaled_V_oggm =  (V1-V0)/A0\n",
    "\n",
    "ds = xr.open_dataset(fpath+test_fs[-1])\n",
    "ds_sel = ds.sel(x=ds.volume_m3.argmax(dim='x')[0].values)\n",
    "V0 = ds_sel.isel(y=slice(0+offset,y1-1+offset)).volume_m3\n",
    "A0 = ds_sel.isel(y=slice(0+offset,y1-1+offset)).area_m2.values/1e6\n",
    "V1 = ds_sel.isel(y=slice(1+offset,y1+offset)).volume_m3.values\n",
    "delta_scaled_V_glogemflow =  (V1-V0)/A0\n",
    "glogemflow_rcoeff = np.corrcoef([delta_scaled_V_oggm.values,\n",
    "                            delta_scaled_V_glogemflow.values])[0][1]\n",
    "\n",
    "\n",
    "\n",
    "ds_pygem_sel = xr.open_dataset(fpath_pygem+test_fs_pygem[-1]).sel(rgi_id='RGI60-11.01450')\n",
    "V0 = ds_pygem_sel.isel(simulation_year=slice(0+offset_o,y1-1+offset_o)).volume_m3\n",
    "A0 = ds_pygem_sel.isel(simulation_year=slice(0+offset_o,y1-1+offset_o)).area_m2.values\n",
    "V1 = ds_pygem_sel.isel(simulation_year=slice(1+offset_o,y1+offset_o)).volume_m3.values\n",
    "delta_scaled_V_pygem = (V1-V0)/A0\n",
    "pygem_rcoeff = np.corrcoef([delta_scaled_V_oggm.values,\n",
    "                            delta_scaled_V_pygem.values])[0][1]\n",
    "\n",
    "plt.ylim([-5,5])\n",
    "plt.xlim([-5,5])\n",
    "\n",
    "plt.plot(delta_scaled_V_oggm, delta_scaled_V_glogemflow,\n",
    "         'o', label = f'GlogemFlow: rcoef={glogemflow_rcoeff:.2f}')\n",
    "plt.plot(delta_scaled_V_oggm, delta_scaled_V_pygem, \n",
    "         'o', label = f'PyGEM: rcoef={pygem_rcoeff:.2f}')\n",
    "plt.title('RGI60-11.01450: first 60 years')\n",
    "plt.ylabel('(V2-V1)/A0')\n",
    "plt.xlabel('(V2-V1)/A0 (of OGGM)')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "606a9668-4014-47c8-a0cd-a02bc7576729",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "19181fa1-58e9-4fdd-b480-7b427b4ad4ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0e8c6f1ae0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start =150\n",
    "y1 = 200\n",
    "ds_oggm = xr.open_dataset(oggm_fpath+oggm_test_fs[-1])\n",
    "ds_sel = ds_oggm.sel(rgi_id=ds_oggm.volume.idxmax(dim='rgi_id')[0].values)\n",
    "offset_o = 0\n",
    "V0 = ds_sel.isel(time=slice(start+0+offset_o,start+y1-1+offset_o)).volume\n",
    "A0 = ds_sel.isel(time=slice(start+0+offset_o,start+y1-1+offset_o)).area.values\n",
    "V1 = ds_sel.isel(time=slice(start+1+offset_o,start+y1+offset_o)).volume.values\n",
    "delta_scaled_V_oggm =  (V1-V0)/A0\n",
    "\n",
    "ds = xr.open_dataset(fpath+test_fs[-1])\n",
    "ds_sel = ds.sel(x=ds.volume_m3.argmax(dim='x')[0].values)\n",
    "V0 = ds_sel.isel(y=slice(start+0+offset,start+y1-1+offset)).volume_m3\n",
    "A0 = ds_sel.isel(y=slice(start+0+offset,start+y1-1+offset)).area_m2.values/1e6\n",
    "V1 = ds_sel.isel(y=slice(start+1+offset,start+y1+offset)).volume_m3.values\n",
    "delta_scaled_V_glogemflow =  (V1-V0)/A0\n",
    "glogemflow_rcoeff = np.corrcoef([delta_scaled_V_oggm.values,\n",
    "                            delta_scaled_V_glogemflow.values])[0][1]\n",
    "\n",
    "\n",
    "\n",
    "ds_pygem_sel = xr.open_dataset(fpath_pygem+test_fs_pygem[-1]).sel(rgi_id='RGI60-11.01450')\n",
    "V0 = ds_pygem_sel.isel(simulation_year=slice(start+0+offset_o,start+y1-1+offset_o)).volume_m3\n",
    "A0 = ds_pygem_sel.isel(simulation_year=slice(start+0+offset_o,start+y1-1+offset_o)).area_m2.values\n",
    "V1 = ds_pygem_sel.isel(simulation_year=slice(start+1+offset_o,start+y1+offset_o)).volume_m3.values\n",
    "delta_scaled_V_pygem = (V1-V0)/A0\n",
    "pygem_rcoeff = np.corrcoef([delta_scaled_V_oggm.values,\n",
    "                            delta_scaled_V_pygem.values])[0][1]\n",
    "\n",
    "plt.ylim([-5,5])\n",
    "plt.xlim([-5,5])\n",
    "\n",
    "plt.plot(delta_scaled_V_oggm, delta_scaled_V_glogemflow,\n",
    "         'o', label = f'GlogemFlow: rcoef={glogemflow_rcoeff:.2f}')\n",
    "plt.plot(delta_scaled_V_oggm, delta_scaled_V_pygem, \n",
    "         'o', label = f'PyGEM: rcoef={pygem_rcoeff:.2f}')\n",
    "plt.title('RGI60-11.01450: first 60 years')\n",
    "plt.ylabel('(V2-V1)/A0')\n",
    "plt.xlabel('(V2-V1)/A0 (of OGGM)')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e805a59d-1183-4c52-9c45-c42c5d936e5c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c8120aca-09c5-43fa-b52f-68c2df5ec680",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0e8c63c4f0>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(ds_oggm.max(dim='rgi_id').volume,\n",
    "         ds_glogemflow_sel_vol_sc.max(dim='x').isel(y=slice(0,2001)), 'o')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "65400637-ec3a-4991-90b8-54c1a0d87a3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([130.        , 128.26995651, 122.85406592, ...,  47.76222251,\n",
       "        47.57634871,  48.15690259])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_glogemflow_sum.volume_m3.values.flatten()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce27fe8e-a8d1-462f-90ad-0a40eadf6ca4",
   "metadata": {},
   "source": [
    "--> Problem: I don't know which glacier is which ... I just have a number going from 0 until, but we can obiously see that there are some glaciers missing "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5699941-2c4e-4ca5-9cd8-76f79bd20b3b",
   "metadata": {},
   "source": [
    "Could it make sense to look at autocorrelation --> somehow it does not work, but I am not sure why???"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "677ed9d0-b60a-47e9-8382-dd9848a40a9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7f0e8c63d000>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd_delta_V_auto_corr = pd.DataFrame(index=np.arange(0,100))\n",
    "for l in np.arange(1,100):\n",
    "    pd_delta_V_auto_corr.loc[l,'OGGM'] = delta_scaled_V_oggm.to_series().autocorr(lag=l)\n",
    "    pd_delta_V_auto_corr.loc[l,'GloGEMFlow'] = delta_scaled_V_glogemflow.to_series().autocorr(lag=l)\n",
    "    \n",
    "plt.plot(pd_delta_V_auto_corr, 'o')\n",
    "plt.axvline(24, color = 'grey')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d509f962-41d6-46fe-b4d2-2fa787da33d4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:oggm_gmip3_working]",
   "language": "python",
   "name": "conda-env-oggm_gmip3_working-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}