{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Run regrid operation\n",
    "\n",
    "**Rooki** calls climate data operations on the **rook** processing service."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['ROOK_URL'] = 'http://rook.dkrz.de/wps'\n",
    "\n",
    "from rooki import rooki"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**parameters of regrid operation**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mSignature:\u001b[0m \u001b[0mrooki\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mregrid\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcollection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'nearest_s2d'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgrid\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'auto'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mDocstring:\u001b[0m\n",
       "Run regridding operator on climate model data using daops (xarray).\n",
       "\n",
       "Parameters\n",
       "----------\n",
       "collection : string\n",
       "    A dataset identifier or list of comma separated identifiers. Example: c3s-cmip5.output1.ICHEC.EC-EARTH.historical.day.atmos.day.r1i1p1.tas.latest\n",
       "method : {'nearest_s2d', 'bilinear', 'conservative', 'patch'}string\n",
       "    Please specify regridding method like consevative or bilinear. Default: nearest_s2d\n",
       "grid : {'auto', '0pt25deg', '0pt25deg_era5', '0pt5deg_lsm', '0pt625x0pt5deg', '0pt75deg', '1deg', '1pt25deg', '2pt5deg'}string\n",
       "    Please specify output grid resolution for regridding. Default: auto\n",
       "\n",
       "Returns\n",
       "-------\n",
       "output : ComplexData:mimetype:`application/metalink+xml; version=4.0`\n",
       "    Metalink v4 document with references to NetCDF files.\n",
       "prov : ComplexData:mimetype:`application/json`\n",
       "    Provenance document using W3C standard.\n",
       "prov_plot : ComplexData:mimetype:`image/png`\n",
       "    Provenance document as diagram.\n",
       "\u001b[0;31mFile:\u001b[0m      ~/Documents/GitHub/roocs/rooki/notebooks/demo/</Users/pingu/miniconda3/envs/rooki/lib/python3.11/site-packages/birdy/client/base.py-7>\n",
       "\u001b[0;31mType:\u001b[0m      method"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rooki.regrid?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## regrid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resp = rooki.regrid(\n",
    "    collection=\"c3s-cmip6.ScenarioMIP.INM.INM-CM5-0.ssp245.r1i1p1f1.day.tas.gr1.v20190619\",\n",
    "    method=\"nearest_s2d\",\n",
    "    grid=\"1deg\"\n",
    ")\n",
    "resp.ok"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#ds = resp.datasets()[0]\n",
    "#ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(resp.provenance_image())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## workflow: subset + regrid\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rooki import operators as ops"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "tas = ops.Input(\n",
    "    'tas', ['c3s-cmip6.ScenarioMIP.INM.INM-CM5-0.ssp245.r1i1p1f1.day.tas.gr1.v20190619']\n",
    ")\n",
    "\n",
    "wf = ops.Subset(tas, time=\"2016/2016\")\n",
    "\n",
    "wf = ops.Regrid(wf, method=\"nearest_s2d\", grid=\"1deg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resp = wf.orchestrate()\n",
    "resp.ok "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'ProcessSucceeded'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resp.status"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading to /var/folders/5f/t661zdnd181ck1dv429s4p8r0000gn/T/metalink_l7o3zzkt/tas_day_INM-CM5-0_ssp245_r1i1p1f1_gr1_20160101-20161231_avg-xy.nc.\n"
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 365, bnds: 2)\n",
       "Coordinates:\n",
       "  * time       (time) object 2016-01-01 12:00:00 ... 2016-12-31 12:00:00\n",
       "    height     float64 ...\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    lat_bnds   (bnds) float64 ...\n",
       "    lon_bnds   (bnds) float64 ...\n",
       "    tas        (time) float32 ...\n",
       "    time_bnds  (time, bnds) object ...\n",
       "Attributes: (12/47)\n",
       "    Conventions:            CF-1.7 CMIP-6.2\n",
       "    activity_id:            ScenarioMIP\n",
       "    branch_method:          standard\n",
       "    branch_time_in_child:   60225.0\n",
       "    branch_time_in_parent:  60225.0\n",
       "    contact:                Evgeny Volodin (volodinev@gmail.com)\n",
       "    ...                     ...\n",
       "    title:                  INM-CM5-0 output prepared for CMIP6\n",
       "    tracking_id:            hdl:21.14100/89cab4a2-c867-4bb5-a215-622f969cd844\n",
       "    variable_id:            tas\n",
       "    variant_label:          r1i1p1f1\n",
       "    license:                CMIP6 model data produced by Lawrence Livermore P...\n",
       "    cmor_version:           3.4.0</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-9a309382-b982-4d03-8a83-fbb17c103b62' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9a309382-b982-4d03-8a83-fbb17c103b62' 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>: 365</li><li><span>bnds</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-43e6087c-d6db-4d48-b730-17c029985992' class='xr-section-summary-in' type='checkbox'  checked><label for='section-43e6087c-d6db-4d48-b730-17c029985992' 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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2016-01-01 12:00:00 ... 2016-12-...</div><input id='attrs-608d0111-7d86-4535-acfd-063f50e3dab0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-608d0111-7d86-4535-acfd-063f50e3dab0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-696fb9ee-87aa-4b15-93b2-01473beabd75' class='xr-var-data-in' type='checkbox'><label for='data-696fb9ee-87aa-4b15-93b2-01473beabd75' 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>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(2016, 1, 1, 12, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2016, 1, 2, 12, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2016, 1, 3, 12, 0, 0, 0, has_year_zero=True), ...,\n",
       "       cftime.DatetimeNoLeap(2016, 12, 29, 12, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2016, 12, 30, 12, 0, 0, 0, has_year_zero=True),\n",
       "       cftime.DatetimeNoLeap(2016, 12, 31, 12, 0, 0, 0, has_year_zero=True)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bbefbe36-d69e-481e-b7c8-261279e3aa56' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bbefbe36-d69e-481e-b7c8-261279e3aa56' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d340b003-bf9e-412f-b684-2cb968502438' class='xr-var-data-in' type='checkbox'><label for='data-d340b003-bf9e-412f-b684-2cb968502438' 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>m</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-60f5139a-d18d-4319-b1c7-8b7cda7ac2c3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-60f5139a-d18d-4319-b1c7-8b7cda7ac2c3' class='xr-section-summary' >Data variables: <span>(4)</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>lat_bnds</span></div><div class='xr-var-dims'>(bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-07ede071-7470-4b91-b9ee-a5f1776ae710' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-07ede071-7470-4b91-b9ee-a5f1776ae710' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b9e8de4-5b28-4281-b97e-110198e5da11' class='xr-var-data-in' type='checkbox'><label for='data-2b9e8de4-5b28-4281-b97e-110198e5da11' 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>[2 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7777c40a-a67d-4951-a7a0-2afae19e62d0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7777c40a-a67d-4951-a7a0-2afae19e62d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da987ebd-aaa3-4010-a5aa-58e4f03491a7' class='xr-var-data-in' type='checkbox'><label for='data-da987ebd-aaa3-4010-a5aa-58e4f03491a7' 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>[2 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fbcf31f7-637f-4d48-8ff1-e463537106a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fbcf31f7-637f-4d48-8ff1-e463537106a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6658b78c-927f-47d5-adf5-8f6c97e24a83' class='xr-var-data-in' type='checkbox'><label for='data-6658b78c-927f-47d5-adf5-8f6c97e24a83' 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>air_temperature</dd><dt><span>long_name :</span></dt><dd>Near-Surface Air Temperature</dd><dt><span>comment :</span></dt><dd>near-surface (usually, 2 meter) air temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>original_name :</span></dt><dd>tas</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean (interval: 1 day)</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-06-18T15:27:32Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;.</dd></dl></div><div class='xr-var-data'><pre>[365 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6e27caf7-4122-4a49-9442-cbf5f6a0965d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6e27caf7-4122-4a49-9442-cbf5f6a0965d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-934b1316-daf8-4630-8a13-3f279c7769bb' class='xr-var-data-in' type='checkbox'><label for='data-934b1316-daf8-4630-8a13-3f279c7769bb' 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>[730 values with dtype=object]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f5a12eef-5463-400a-b4a3-b36cfe022156' class='xr-section-summary-in' type='checkbox'  ><label for='section-f5a12eef-5463-400a-b4a3-b36cfe022156' 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>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-da0ae0e3-ca7c-4aa1-a144-abd2c40b98c8' class='xr-index-data-in' type='checkbox'/><label for='index-da0ae0e3-ca7c-4aa1-a144-abd2c40b98c8' 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(CFTimeIndex([2016-01-01 12:00:00, 2016-01-02 12:00:00, 2016-01-03 12:00:00,\n",
       "             2016-01-04 12:00:00, 2016-01-05 12:00:00, 2016-01-06 12:00:00,\n",
       "             2016-01-07 12:00:00, 2016-01-08 12:00:00, 2016-01-09 12:00:00,\n",
       "             2016-01-10 12:00:00,\n",
       "             ...\n",
       "             2016-12-22 12:00:00, 2016-12-23 12:00:00, 2016-12-24 12:00:00,\n",
       "             2016-12-25 12:00:00, 2016-12-26 12:00:00, 2016-12-27 12:00:00,\n",
       "             2016-12-28 12:00:00, 2016-12-29 12:00:00, 2016-12-30 12:00:00,\n",
       "             2016-12-31 12:00:00],\n",
       "            dtype=&#x27;object&#x27;, length=365, calendar=&#x27;noleap&#x27;, freq=&#x27;D&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6723a948-4c15-41c8-a444-cbe00b6d4328' class='xr-section-summary-in' type='checkbox'  ><label for='section-6723a948-4c15-41c8-a444-cbe00b6d4328' class='xr-section-summary' >Attributes: <span>(47)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>ScenarioMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>60225.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>60225.0</dd><dt><span>contact :</span></dt><dd>Evgeny Volodin (volodinev@gmail.com)</dd><dt><span>creation_date :</span></dt><dd>2019-06-18T15:27:34Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.29</dd><dt><span>experiment :</span></dt><dd>update of RCP4.5 based on SSP2</dd><dt><span>experiment_id :</span></dt><dd>ssp245</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.INM.INM-CM5-0.ssp245.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>gs2x1.5</dd><dt><span>grid_label :</span></dt><dd>gr1</dd><dt><span>history :</span></dt><dd>2019-06-18T15:27:33Z ;rewrote data to be consistent with ScenarioMIP for variable clt found in table day.</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>Institute for Numerical Mathematics, Russian Academy of Science, Moscow 119991, Russia</dd><dt><span>institution_id :</span></dt><dd>INM</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>historical</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>INM-CM5-0</dd><dt><span>parent_time_units :</span></dt><dd>days since 1850-01-01</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>references :</span></dt><dd>RJNAMM 2018, 367-374. DOI: 10.1515/rnam-2018-0032</dd><dt><span>run_variant :</span></dt><dd>standard</dd><dt><span>source :</span></dt><dd>INM-CM5-0 (2016): \n",
       "aerosol: INM-AER1\n",
       "atmos: INM-AM5-0 (2x1.5; 180 x 120 longitude/latitude; 73 levels; top level sigma = 0.0002)\n",
       "atmosChem: none\n",
       "land: INM-LND1\n",
       "landIce: none\n",
       "ocean: INM-OM5 (North Pole shifted to 60N, 90E. 0.5x0.25; 720 x 720 longitude/latitude; 40 levels; vertical sigma coordinate)\n",
       "ocnBgchem: none\n",
       "seaIce: INM-ICE1</dd><dt><span>source_id :</span></dt><dd>INM-CM5-0</dd><dt><span>source_type :</span></dt><dd>AOGCM AER</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>sub_experiment_id :</span></dt><dd>none</dd><dt><span>table_id :</span></dt><dd>day</dd><dt><span>table_info :</span></dt><dd>Creation Date:(20 February 2019) MD5:951084b632bd52c3f6224e495b1cb65e</dd><dt><span>title :</span></dt><dd>INM-CM5-0 output prepared for CMIP6</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/89cab4a2-c867-4bb5-a215-622f969cd844</dd><dt><span>variable_id :</span></dt><dd>tas</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by Lawrence Livermore PCMDI is licensed under a Creative Commons Attribution ShareAlike 4.0 International License (https://creativecommons.org/licenses). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file) and at https:///pcmdi.llnl.gov/. The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>cmor_version :</span></dt><dd>3.4.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 365, bnds: 2)\n",
       "Coordinates:\n",
       "  * time       (time) object 2016-01-01 12:00:00 ... 2016-12-31 12:00:00\n",
       "    height     float64 ...\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    lat_bnds   (bnds) float64 ...\n",
       "    lon_bnds   (bnds) float64 ...\n",
       "    tas        (time) float32 ...\n",
       "    time_bnds  (time, bnds) object ...\n",
       "Attributes: (12/47)\n",
       "    Conventions:            CF-1.7 CMIP-6.2\n",
       "    activity_id:            ScenarioMIP\n",
       "    branch_method:          standard\n",
       "    branch_time_in_child:   60225.0\n",
       "    branch_time_in_parent:  60225.0\n",
       "    contact:                Evgeny Volodin (volodinev@gmail.com)\n",
       "    ...                     ...\n",
       "    title:                  INM-CM5-0 output prepared for CMIP6\n",
       "    tracking_id:            hdl:21.14100/89cab4a2-c867-4bb5-a215-622f969cd844\n",
       "    variable_id:            tas\n",
       "    variant_label:          r1i1p1f1\n",
       "    license:                CMIP6 model data produced by Lawrence Livermore P...\n",
       "    cmor_version:           3.4.0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = resp.datasets()[0]\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7+Pjg50dgVmJiIo/Hu3v3bkREBEqbWRTk4wEAAAAAAACsG8rM902nTp369NNPd+3aNWHCBKZjAbA4Go1Gq9Xy+XymAwEAAKtUX1+fkZHB4/HCw8Pt7OyYDgegs3x9fe/fv5+eno6UvEVBPh4AAAAAAADARnC5XIlEIpFI9GXmKysrS0tLeTyeWCwWi8Vubm4oM28bKioq3n777fnz57/99ttMxwJgifLy8gghYWFhTAcCAADWR61WZ2VlCQSC0NBQlIIC68JiscLCwjIzM5GStyjIxwMAAAAAAADYGjabLRQKhUJhYGBgfX29UqlUqVTl5eUoM28bKIqaN2+eUCjcuHEj07EAWCiRSFRUVKTT6dhsNtOxAACANbl//35eXp6Hh0dwcDCeZAVrxGazkZK3NMjHAwAAAAAAANgyFxcXFxcXlJm3Jd98883PP/+clJTk7OzMdCwAFkosFufn59fW1gqFQqZjAQAAqyGXy4uKinx9fQcOHMh0LABPDil5S4N8PAAAAAAAAECfoC8z39raqlKpUGbeSqlUqtWrVy9fvnz48OFMxwJguRwcHJycnFQqFfLxAADQGRRF5efn379/PygoqH///kyHA9BVSMlbFOTjAQAAAAAAAPoWOzs7Dw8PDw8PlJm3Rp988gmHw1m9ejXTgQBYOpFIpFQqBw0axHQgAABg6XQ6nUwmU6vVISEhEomE6XAAnlxZWZlCodD/L4fDYbPZd+/ejY6OdnR0ZDCwPg75eAAAyyKTyQw/L6EbyWQypkOwYhwOJzIyEhOiAtBwre4JiYmJTIdgfZydnYcOHYqyuNAVpmXmFQpFeXm5nZ2dm5sbysxbIJlMtmvXrl27drm6ujIdC4ClE4lEcrm8qakJvz4DAEAHtFptZmZmQ0NDREQEvmKBVRs6dGhZWZnhEhaLJRAIqqurHz58iG9EDEI+HgDA4ggEAh8fH6ajAPj/6urqysrK6KmNkJIHoOFaDYyTy+UNDQ0ZGRnh4eFIyUO36LjMvEQisbe3ZzpGIGvXrpVKpXPmzGE6EAAr4OrqyuVy1Wo1fn0GAID2NDc3p6enUxQ1dOhQPp/PdDgAXSIQCKRSqelyDIFgHPLxAAAWx8HBAdMigQVydna+e/cuqg0B0HCtBsYpFAoul/vw4cP09PTw8HCMYIZu1F6ZeRcXF5FIhDLzDCosLDxx4sThw4fxFA5AZ7BYLH9/fyRXAACgPQ0NDenp6fb29uHh4Xj2FAB6DvLxAAAA0ClhYWGZmZn0KHn8Cg8AYAm4XG5ERER6ejo9Sh4peeh2KDNvab744ouAgIDJkyczHQiA1cCERgBwoaJ+AAAgAElEQVQA0J76+vqMjAw+nx8WFsblWn2yTKvVdv0suqURADCF56kBAACgU9hsdlhYmIuLS3p6en19PdPhAAAAIYQ4OztHREQ0NjZmZGS0tbUxHQ7YLLrMfGBg4NNPPx0VFeXh4aFWq9PT05OTk3NychQKBf78esH9+/fj4+NXrVqFh28AAAAAukipVKalpQkEgoiICGvPQF+7di0mJmb37t1m1+7evTsiIqKlpaUrjVid2NjYhIQEwyUVFRXvvPPOsmXLevrQFy9ejIuL6+mjgNVBPh4AAAA6Cyl5AAALhJQ89DK6xnxsbOzw4cP9/f01Gk12dvb169fT09PLy8s1Gg3TAdqsffv28fn86dOnMx0IAAAAgHWrqqrKysqSSCShoaE2UAYoLi5OLBa3t3bcuHEZGRldbMTqbNu2LTY21nBJ//793d3dlUplB3vduHGji7cz9+7dq6urS0lJ6UojYJOs/kIDAAAAvQkpeQAAC4SUPDCCLjMfERHx9NNPBwcHc7nc4uLi5OTklJSUkpKSxsZGpgO0KRRF7d27d/bs2aiEDQAAANAVFRUV2dnZ/fv3Hzx4sM2UXrK3t29vFY/H63ojVmfEiBGmX5sdHBw62EUul7/++uutra1dOa6fn9+QIUO60gLYKuTjAQAA4PEgJQ8AYIGQkgcG0WXmpVLpyJEjw8LCnJ2dKysrf//995s3bxYUFKjVaoqimI7R6v3yyy8FBQVvv/0204EAAAAAWDG5XJ6fn+/v7x8YGMhUDIcPH46Kitq5c+fo0aP9/PzOnz9PCDly5EhsbOyBAwcCAwPPnTt35MiRLVu2bNu2bcqUKfn5+RcuXOByuZs2bSKEFBYWRkdH379//7nnnjtw4IBR41qtdtWqVefPn1+wYMGRI0f0y7/99tuIiIiQkJBr167RS06cOPH555+PGzeObtZyGHWFaZyXL19evXr1e++995e//GX16tUlJSVGu1y/fn306NHx8fH09ufOnfvyyy83b958+fLlDo6blJQkl8t37NiRlZVl2o3Nzc3r168/ceLE/Pnzi4uLe7oTwPZYd1UMAAAA6AUODg4ODg6JiYmmq+7evfs///M/vR8SAAAIBILCwkLTi3NtbW1RUVFQUBAjUUEfx2azxWIxPdFlfX29UqlUKBTl5eV2dnYikUgsFotEItQ+fzKHDx9++umnQ0JCmA4EAAAAwCpRFFVQUFBZWRkcHOzl5cVgJK+88sqMGTP8/PwSEhL+9a9/zZo1q6ysbOLEidOnTxcIBImJienp6R999BE9ybxAIHj55ZczMzOnTZv24MEDQkhbW9uyZcs8PT2XL18eFhZm1Hh+fn5SUtI//vEPT0/P2bNnT5s2jV4eERGRmpq6atWqqVOnFhUV3b59Oysra82aNXPmzPH29h4/frxUKu3lfmiPYVfcvXs3NTXVMM7BgwdPnTo1Ozvb3d29f//+y5YtCwgI8PDw0O/C5/OFQmFLSwv9THB2dvann35KTyBfWFhYW1vb3nHHjh1LCFm0aJGTk1N2drZRN16/fj0zM3P16tVDhgzp4hh66JuQjwcAAIBHEAgEUqm0paXFaHldXV1ZWRkjIQEAgI+Pj9nZ9srKyvDrAFgCFxcXutJ8c3MznZiXyWRsNtvV1VUsFkskEluaD7OntbS0nDt37tNPP2U6EAAAAACrRFFUdna2UqkMCQmRSCTMBuPo6EgIiYyMJITMmzdv2bJlOTk50dHRhJCoqChvb++tW7fqa59PmjRp9uzZ2dnZy5cvHzt27Nq1a0+fPr1s2TJCyIQJE0wbDwkJSUhIuH37dmVlpeGslrGxsRwOZ+XKlZs2bSooKDh9+rRard6yZQshZPPmzVyuBeUK6f6hu+Lrr782ilOr1TY1NeXn50skktjY2IcPHxrtQjein6X/u+++i4uLo197eXl1kI83ZNqNw4cPX7hw4UsvvfTVV18NHjy4m88Z+gAL+jcGAAAAFksgEDAdAgAAGDP7Q5JCoej9SAA6QJeZ9/b2bm1tValUSqWyuLi4oKDAxcVFJBL169cPBdEf6dKlS3V1dZMmTWI6EABrVVdXR6c6MEUHAEAf1NbWJpPJamtrw8LChEIh0+H8AZvNdnBwML2zq6iooF8IBAIul8vn88PCwqRSaXx8PJvN7qAkvFqtnjt37oEDB+zs7EzX9uvXj8vlisXi6urq0NDQpUuX0ssbGhq66YS6mWmc9vb2e/fu/eyzz954442QkBCzDyUYtaDT6R73uKbdyOPxUlJSVq9ePWzYsPPnz48ePfpx24Q+DvXjAQAArEBJSUnvHKigoMDsvPQAYFG0Wq2FNAIA0HkoM//Ezpw5M3LkSD8/P6YDAbBWPB6vqamppqaG6UAAAKC3abXa9PT0hw8fRkZGWlQyvqmpiRBy69atyMhI/dc8OnM8efLkq1evqlQqQkh2dnZsbOyAAQMIIUuXLl25cuWrr75Kb/zTTz/J5XL6NUVR9Hfp48ePP3jwgP6mbThxGr02MzNz/Pjx/fr1i4uL27hxY1pamk6n++GHHwoLCw0bsQR0V5iNs7Ky8vDhw3PmzNmwYYPhk3aGeXedTkefS1xc3NmzZ+nH1mtqahobG9s7oqOjI4fDUavVra2tpt34448/Pnz48Ouvv16zZs358+c7iLytra2rJw+2CPl4AADoZuPGjXv22WcXL14cGhrq5+f37rvvjh8/PiIighASGxubkJDQlcaPHz8eFBQkEokWL16s/3Jz586dJUuW7NmzZ+XKlfo51c1uefbs2WeeeUYkEr377rvtHeLixYv6WYw6aL/jvXJzc1kGBg4cSDrsGbPH1Wg0Pj4+dAt79+5tL+DKykrDWZLMnrih9jrh9u3bU6ZMuXv37siRI9s7FgAw7tq1azExMbt37za7dvfu3REREe1dqTrZiKXp5EkxxfTqDQCPRJeZDw4OHjFiRGRkpEQiUavV6enpycnJOTk5CoUCv2EZoijq0qVLL730EtOBAFgxe3t7FxcXOrEBAAB9h0ajSU1N1Wg0kZGRzs7OTIfzBzt37ty2bdvx48ePHj1KCDl48CAhZO/evfX19bGxsfv371+xYkV8fPyJEydOnjzJYrEIIRMnTnzzzTcDAwPpFjZs2HD58mVCyM2bN+/cuXP58uXKysoxY8ZUV1dPmDChpaWFy+V+8cUXIpFo+vTpH3744Z49ey5evHjgwAFCyOzZsydPnjxmzBipVFpTUxMREWHYCGOdQgj5Y1eYxkkI2blzZ0xMzLBhw8aPH3/q1CmjXQghKSkp+fn5ly5dqqqqmj59+rRp05555pk5c+ZUVVWx2eycnByzx+Xz+dOmTZs7d+7du3dNu5HL5S5ZsuTQoUOtra3vvPNOe8FXVVXFx8c3NzefPHnSYmcdAGZQAABgSbKysrKyspiO4v8kJye3tLQ87sYrV66kl8yePfv555+nX7///vv0Ng8fPnzieNLS0tavX19dXZ2YmOjm5rZjxw6KolpaWkJDQ6urqymK2rFjx8KFC9vbsrCw8ODBgxRFlZSUODg4/P7776aHKC0tPXz4MI/H0y8x2/4j99qxY0d+fj79OjExccWKFR33jGkLFEXt37//2rVrNTU1NTU19EOdZi1atMjd3b2DLjLUXidcuXLFz89PLpe3dxSzqqqqEhISHmsXANvA7LV67Nix27dvN7uKnkujubm5K41Yms6flJFHfoo91secWWav3oyzqO8SAJ3X1NRUVlaWmpqakJDwn//8JyMjo6Kioov/SG1DSkoKISQlJYXpQACsW3FxcXJyMtNRAABA72lqarpx48atW7ee4HbyCSQkJFRVVXVmS3qyurKysp4OySYplcqtW7fm5eVdv379l19+WbhwYV1dHdNBWYHO/31CD0H9eAAAME8ul7/++uvZ2dn29vaPtbG+oo+hJUuWEEJGjBhBdWHWI7Va/eGHHxJCnnnmmZkzZ9IPMx4/ftzNzU0sFhNCxo0b9957723YsMHslp6enjNnziSE+Pv7S6VSf39/00P4+fkNGTLEcInZ9l1cXDrea8GCBWz2/01Cc+LEialTpxJCOugZ0xYoitqyZcugQYMmTJgwY8YM+jFYUwcPHpw4ceKxY8c66CJDZjuhpaVl5syZH3/8sY+Pj9mjAIBF6eCy3EENuc43Ymk6f1KGHvkp9lgfc+0xvXoDwBMzLTNfWFiYl5eHMvOXLl3y9PSMjIxkOhAA6yYSiUpLSxsbG/vsxQQAoE9pbGxMT0+3s7OLiIgwW0mdQfT85ygh92Q2btzo7u4eFBQUFBSk0WiKi4udnJwet5E33njDqKj8qFGj6B9pe60F6GswXz0AgLU6fPhwVFTUzp07R48e7efnR9etOXLkSGxs7IEDBwIDA8+dO3fkyJEtW7Zs27ZtypQp+fn5Fy5c4HK5mzZtIoQUFhZGR0ffv3//ueeeo+cpam5uXr9+/YkTJ+bPn19cXJyUlCSXy3fs2JGVlaXValetWnX+/PkFCxYcOXLE9ECGG5vN6Xp7e1+/fn306NHx8fGEkCtXrsTGxu7du3fFihWBgYE//vjjzp07x40bFxcX19zcTAg5ceLE559/Pm7cODpa2ujRo/WvKysr6WnVMzIyfH196YW+vr6NjY25ublmt9T/7LJ169b58+dLJJLO9LPZ9h+5lz4ZT1HUtWvXnn76aUJIez1jtoXm5ubZs2fzeLyFCxeOGjVKP1Gz/v0ihOTn57NYrKCgIP1eZk/ccC+znXDx4sWysrKcnJypU6dGRkZ2saYAABjq9mu1IdOLM+3bb7+NiIgICQm5du0avcTsRdUSGH307Nu3j8Vi1dbWZmVlRUVFvffee/otjU7KaEdico6GH0xmD93xx5xp+wDQazouM19bW8t0gL3typUrzz33XHtPZwJAJ7m4uNjZ2WHKegCAvuDhw4dpaWk8Hm/IkCGWlownhKxdu9bT0/PQoUP4VHoCr7/++qVLl8LCwl577bXVq1dPnDhR/zNs5x07duzEHz1uKr3rLUCfw/D4fAAA+KPOzzFLl8O5ePEiRVE7duxwc3N7+PBhY2MjIeT06dNlZWU//PBDWFgYvfH+/fsHDx6s1WpnzJhBz5qem5tLz1t+4cKF4uJiiqJ+/fXXqVOn0qtyc3Orq6sJIfT08jKZLC4ujqKomzdvhoSEUBRleCCVSmW4sZ7hrOy0ESNG7N+/n37t4+MTHx9PUdT27dt9fX1ra2spioqOjv7++++vX7/+ySefUBRVUVHBYrFMO6Surm7cuHEajYaiKLquj36Vg4MD3SemW9L27dsXFxfH5XJ/++03sx2bmZlpOPNwx+23t5fe1atXFyxYYLTQtGc6aKG0tHTQoEH//Oc/6f/Vv1+tra10L5WUlOjnq9czOnH9XjSjTvj73/8eGRlJr9q1a5enp2cn54bFfPXQZzF4raYoasKECfRU86YX5/v37xNCrl69qtVqV65c6ePjo9FozF5U9Y0wy+ijR61WE0Jqamooilq0aBHdCWZPymhH03M0+8FkqOOPOaP2OziF9q7eDMJ89WB7dDpdTU1NYWHhrVu3EhISrl27lp2dXVVVpdVqmQ6tx2m1WldX1127djEdCIAtkMlkd+/eZToKAADoWTU1NUlJSWlpab38XRHzgYMlw98n4zBfPQCAtXJ0dCSE0BNXzps3b9myZTk5OdHR0YSQqKgob2/vrVu3xsbG0htPmjRp9uzZ2dnZy5cvHzt27Nq1a0+fPr1s2TJCyIQJE+hthg8fvnDhwpdeeumrr74aPHiwUqnUHyskJCQhIeH27duVlZV0bok+On0gQojhxh0wnHOYx+PR4879/f1dXV0FAgEhxN3d/f79+1euXFGr1Vu2bCGEbN68mcs1/rT65JNPdu3aRT/f6uvrW1ZWRi9va2traWkJCAgwuyVt9uzZs2bNmjVr1jfffDNmzJhvvvlm27ZthJCIiIjDhw+bxmy2/UfupXfy5MlXX321M53THj8/vw8++EA/yFX/fu3cufPtt99uby+jE9fvRTPqBA6H4+npSa+aOnXqggULCgsLQ0JCuhI2ANC6/VptyPTiTIuNjeVwOCtXrty0aVNBQcHp06c7vqgyyOijx3DYq9FIUKOTMtrxvffe68o5mvakUfvdca4A8ORYLJarq6urq+vAgQObm5uVSqVCoZDJZGw2WygUisVisVhsRWU4Hsvdu3dra2vj4uK63pRMJut6IwBWrbm5ubGxEf8WAIzY2dkNGjToCQaYAligmpqazMxMNzc3qVSKv2oAsBy4HgEA2AI2m+3g4GA6AXtFRQX9QiAQcLlcPp8fFRUllUrj4+PZbLZRRV4ej5eSkhIUFDRs2DCjGcvVavUbb7wxePBgw1R3dzHMuLBYLIqiqqurBw8evPS/jGZ0P3r06MyZM/XV38PDw8vLy+nXFRUVdnZ2gYGBZrc0PMqUKVMcHBwIIW+//XZGRkZGRkZ7aXWz7T9yLxpFUb/99pvhHPJPxt3dvX///kYLL168+OyzzwYFBY0ePVqlUgUFBV29epVe1d6JGzLsBKlUWllZSS8XCARsNtvFxaWLMQOAqW65Vhvq+OLcr18/LpcrFos7vqgyq4OPHrP0J2W0YxfP0bQnHzcwAOg1dJn5yMjIkSNHBgcHE0IKCgpu3LiRlpYml8vpCUhsyY0bN+gflLvelEKh0JdAAuibeDyeSCRiOgoAy9LS0lJRUZGRkWFUCBnAGimVyoyMDLFYHBoaimQ8AFgUCxocAwAAT6CpqYkQcuvWrcjISD8/P3ohfRM1efLk7du3q1QqkUiUnZ0dGxs7YMAAQsjSpUvfeuutO3fu0Bv/9NNPoaGhvr6+P/74Y2xs7Ndff01XOB42bBiHw1Gr1fb29sePH3/w4AFdvLO1tVV/dP3dmqOjo35j/ZhsrVbb1tZmGK1Op6Moin5t+ELfDr0wLi5u9erVzz//fERExE8//eTj4xMREUFvcP78+QEDBgwdOpQQcvXqVV9f3ylTpqxZs6a2ttbV1fXnn3+eMWMGnWM23dLDw6O5uVkoFBJCkpKSZs+ebbZLjWJur/2O96LduHFj6NChpnWqTHvGtIV79+5xOBw6pXTlypXly5fTy/Xv16VLl+gl5eXlkZGR+fn57XVRQECAfq+mpibTTpgwYcLy5cuLiooGDhyYl5cXFRVlttQ9ADyxbrxWk/8WnCKEtHdxptdmZmaOHz++X79+Zi+q+kaYZfTRM3LkSGdnZ7lc7ujomJ2dbTgw3eikLl68aLij6TkGBgaafjAZMvzkMu1Jo8A6eLLK7PUfAHoBXWbew8NDp9Op1WqlUllWVlZUVMTj8cRisUQicXV1ZTrGbnD37t0hQ4Z01w/KPj4+po+FAQBAX0ZPOdPQ0JCenh4eHs7hcJiOCOAJVVVV5eTkeHl5BQUFMR0LAIAxPCIEAGDddu7cuW3btuPHjx89epQQcvDgQULI3r176+vrY2Nj9+/fv2LFivj4+BMnTpw8eZIeiT5x4sQ333xTP4h8w4YNly9fJoRwudwlS5YcOnSotbX1nXfe4fP5dOn0u3fvjhkzprq6esKECS0tLVwu94svvjA8ECHEcGO62V9++eXatWvp6emnTp2il6SkpOTn51+6dKmqqiopKenevXuXLl1SKpUXL14sKChISkrKzs7OyspKTEycOHHi5MmTx4wZI5VKa2pq9Mn4H3744bXXXhsxYgSLxWKxWH/7298CAgIcHBwOHTq0du3ab7/9NjU19euvv25vy7S0tJiYmA8++OD06dMTJkwwm1ypqqqKj49vbm4+efJkQ0MDIcRs+4/ci3by5MlJkyYZbWzaM2ZbuHPnzsiRIxctWrR379758+fT+TnD98sssyduuJfZTuDxeGfOnFm7du2+ffsOHz58/Pjx9toHgCfTjdfqmzdv3rlz5/Lly5WVlaYXZ5FINH369A8//HDPnj0XL148cOAAIWT27NlGF1XDRhjrFEKIyUePvb39xx9/PGnSpPnz58fExCiVyoqKCrMnZbSj6TmafjAZ6fhjzqj99uJv7/oPAL2JzWaLxeLg4OARI0ZERkZKJBK1Wp2Wlnb9+vWcnByFQmHVz82kp6frvwwDAAD0kIiIiMbGxoyMDKv+0IS+rKKiIjs728fHB8l4ALBMLEsYFgMAAHp0KbvOzEjZ1tbG5XLLysosauZh6FPo5+ifffZZpgMB6G24VoMl6/zfJ4ANa2hoUKlUSqWytrbWesvMUxTl5ua2adOmefPmdb21xMREqVSK8fEAAGBIf1//8OHD9PR0Pp+PUfJgdeRyeVFRUUBAQMelG3savmvZpB9//HHOnDk8Hm/GjBmEkIaGhvPnz8fHx48cObKHjhgbG7tx48au1z81gr9PxmG+egAAa0VPqKvVapkOBAAA2oVrtSV44403jMphjho1asmSJb3ZAgD0MicnJycnJ19f39bWVpVKpVAoCgoK8vPzBQIBnZjn8/lMx/hoxcXFdXV14eHhTAcCAAC2z9nZOSIiIj09PSMjAyl5sCJFRUVyuTwoKKh///5Mx8KkGzduREVFWdezp1bhxRdfjI2N5fF469ato5f89a9/ffjwYfcexfDt27ZtG77/2yTk4wEArNXatWs9PT0PHTq0cOFCkUjEdDgAAGAGrtWW4NixY4y3AABMMSozr1Ao7t27Zy1l5jMyMlgsFqa7AACA3oGUPFidgoKCioqKkJCQfv36MR0Lk+Ry+euvv56dnY18fE/gcv+QSPXy8vL09OzG9o3evhEjRmBec5uE+vEAANZq/fr1lZWVq1evRoIHAMBi4VoNAGAh6DLzgwcPHjlyJF1mXqVS6cvMK5VKo2kwLEFGRsaAAQMEAgHTgQAAQF9Bp+RRSx6sQn5+vpUm4w8fPhwVFbVz587Ro0f7+fmdP3+eEHLkyJHY2NgDBw4EBgaeO3fuyJEjW7Zs2bZt25QpU/Lz8y9cuMDlcjdt2kQIKSwsjI6Ovn///nPPPXfgwAFCSFJSklwu37FjR1ZW1rfffstisXbv3k0IuXfv3vDhwxUKhdkjEkJOnDjx+eefjxs3jm7ZQnRX/xhtQwj5/vvvhwwZ8t13302bNs3f3z83N5c+omk/6PvWSH5+Pr08NTV1wIABL7/8ckVFRWho6JkzZ8y2c/78+R07dmzYsOF///d/m5qa9u3bx2Kxamtrs7KyoqKi3nvvPfLHt+/69eujR4+Oj4+nd+/8KYDlw/h4AAAAAAAAAOgrWCyWq6urq6vrwIED9WXmMzMz9WXm3d3d7ezsmA6TEEJyc3NDQkKYjgIAAGyfTCYz/F9nZ+fa2tq0tLTo6GimQgLoAEVRubm5VVVVUqnU3d2d6XAe2yuvvDJjxgw/P7+EhIR//etfs2bNKisrmzhx4vTp0wUCQWJiYnp6+kcffZSRkUEIEQgEL7/8cmZm5rRp0x48eEAIaWtrW7Zsmaen5/Lly8PCwgghY8eOJYQsWrTIyckpNDT08OHDarWaENLS0jJjxgyJRGL2iOnp6VlZWWvWrJkzZ463t/f48eMtZFqmbumfkpKSzz//3Gib8ePHT5kyxdHR8ciRI3Pnzj1y5MiaNWuSk5NN+0Hft7T09PT33nuPoqicnJzY2FhCyNChQw8dOjRp0qRDhw7t27dv2LBhpu00NDQcOnTo+PHjFEW9/PLLpaWlkyZNeuuttwghoaGh+gr0hm8fIaSlpYUeH3/jxo1OnkKvvj3wpDA+HgAAAAAAAAD6IrrGfGRk5MiRI4ODgwkhBQUFycnJaWlpcrm8sbGR2fDu3bvn7+/PbAwAAGDbJBLJoEGDjBZyuVwnJ6duL5AM0C3oZLxCoQgPD7fGZDwhxNHRkRASGRlJCJk3b15DQ0NOTg69MCoqytvbOyEhgU76EkImTZqUk5OTnZ29fPnyffv2NTc3nz59esqUKYSQCRMmBAQEmLb/3nvvbd++vbW19dSpU9OmTWvviKdPny4rK9uyZcvx48c3b95sNCs7g7qlf86cOWO6DYvFcnBwoL/2DxgwoLCwkBBith+M+jYiImLjxo2bNm26cOECvTshJC4u7o033vjhhx+GDRtmtp3jx4//6U9/IoSwWKwLFy4MHjyYxWLp2zR8bYjH49EvOn8KYBUs5R8YAAAAAAAAAAAj2iszz+fzxWKxWCxmpMz8vXv3Xnzxxd4/LgAA9Ck+Pj6mCxUKhdGgeQBLQFGUTCZTq9Xh4eFubm5Mh9MN2Gy2g4ODRCIxWl5RUUG/EAgEXC6Xz+eHhYVJpdL4+Hg2m61P2Zo1btw4Nze3o0eP1tfXmz6yoD9idXV1aGjo0qVL6eUNDQ3ddE7dqSv9Y7qN2UM8Vj+wWKxp06bdu3fPz8+PEOLk5JSdnX3x4sUJEyaYtqNWq/UxEEI0Gs3jnn4nTwGsAsbHAwAAAAAAAAAQYlJmXiwWV1dXM1JmXqfTVVRU+Pr69s7hAAAAACycTqfLysqqqamJiIiwgWR8U1MTIeTWrVuRkZF0cpcQQn/VnDx58tWrV1UqFSEkOzs7NjZ2wIABhJClS5euXLny1VdfpTf+6aef5HI5IcTR0ZHD4ajV6tbWVkIIi8X64IMPPvjgg+HDh3dwxLi4uI0bN6alpel0uh9++MHSRlp3sX/a24aeCp4Q0tbWRr822w/6viWEaLVa/V6EkNra2i+//JIQsn///pdffnnr1q0LFy6sq6szbee5557bvn17UlKSRqM5fPhwQUGBo6Ojs7OzXC7XaDTZ2dn0ORq9fTqdjj5c508BrALy8QAAAFagpKSE6RAAAAAA+hC6zPzAgQOHDRsWExPj6+vb3NycmZl57dq1zMzMBw8eaLXaHg3gwYMHGo1G/+OjDeiWHuvpbu9GBQUFiYmJTEcBvcSS79csOTboFrjaQB+h0+kyMzNra2vDw8MFAgHT4XSDnTt3btu27fjx40ePHiWEHLrMWowAACAASURBVDx4kBCyd+/e+vr62NjY/fv3r1ixIj4+/sSJEydPnqTnNp84ceKbb74ZGBhIt7Bhw4bLly8TQvh8/rRp0+bOnXv37l161fTp093d3Y1mWjI64uzZsydPnjxmzBipVEo/5dCLZ/9oXewfs9tcvny5trb2/PnzVVVVv/76a2pq6r1798z2g75vL1++fPv27aSkpI8//vizzz579913IyIifHx8fv755/3790dHR//5z3+mKGr69OkvvviiUTtTp05dsGDBpEmTQkNDnZ2dpVKpvb39xx9/PGnSpPnz58fExCiVyoqKCsO3LyUlJT8//9KlS1VVVZ0/BSbfJ+g8CgAALElWVlZWVhbTUXRKeXn5woULly5dSlHUn//852eeeWbRokVSqdTX13fx4sUvvvhieHg4RVExMTFXrlzproMeO3YsMDBQKBQuWrSIfjiRoqjbt2+/++6733zzzd/+9rfm5uYOtjxz5syoUaOEQuHixYvbO8SFCxdGjhxpuMRs+x3vlZOTY/hpO2DAAKrDXjJ73JaWFm9vb7qFjz/+uL2AKyoqnnrqqY67yJDZTjhz5sxHH320adOm2bNnP3jwoL1jGamqqkpISOjkxgC2xIqu1dB5P/zwg4eHh7+//+rVq1evXr1s2bKBAwdeu3at547YvR+Revj7BOg5zc3NFRUVGRkZiYmJiYmJ9O9fjY2NPXGsGzduEEKKi4u7q8GEhISqqqruau2xJCUlRUdHb9++3ezaXbt2hYeHt/c1u5ON6HXmC39XdObS/fvvv0+ePPnkyZMajcZo1dWrV8ePH//OO+8899xzAwYMMPt1vRt1HO3ly5elUimfz6+urjZcvn//fkLIK6+8kpeXd/Xq1eHDh7PZ7D179pw6dcrb29vX1/f999+fN2/elClTcnJy9Oel3+zgwYMSiSQmJkb/niYlJYWGhs6YMaOkpKQzB9Uv7KFmDV26dOm1116bN2/e3//+97lz5z777LP5+fmdbO2R92uduZF8LB3c6xndFXbyXpJmeitq9JdjukHnm2ppadm0adP69eufffbZ1tbWRzZl+DuDhej86dM6/6uF2cZPnTq1Zs2arVu3rlq16pG7m73adLLNR8L9PlgUrVablpZ27dq1+vp6pmNpV+e/a9HPF5aVlfVcMPX19Z988klvHrEbWVe01oLBewGgIR8PAGBZrOs39I8//njGjBkURa1cuZJeMnv27Oeff55+/f7771MUlZyc/PDhw245XFpa2vr166urqxMTE93c3Hbs2EFRVEtLS2hoKP1DyY4dOxYuXNjeloWFhQcPHqQoqqSkxMHB4ffffzc9RGlp6eHDh3k8nn6J2fYfudeOHTvy8/Pp14mJiStWrKA67CXTFiiK2r9//7Vr12pqampqauipisxatGiRu7t7B11kyGwnqNVqPz8/eo6jbdu2/e1vf2vvWEZwfw59FrPX6uTk5JaWFqaObtsmTJgwefJk/f+mpKT85z//6d5DGL593fgRaci6vksAWCmtVltdXZ2dnZ2UlJSQkHDr1q3CwsKamppuPMS5c+cIIU1NTd3VILO/wY0dO7a9VDo9eLcz2coOGqF15gt/Fz3y0n3lyhU/Pz+5XG52rbe3940bNyiKam5uHjt2bEVFRbdHaOiR0b777rvOzs7r1q0zXDhlyhRCyLFjx+j/Xb9+vZeXF/160qRJEydOpF+vWrXK3d1d377hZkuXLuXz+W+//ba+zXXr1t29e7fzB9XroWZpGzduHDx4sP7NUqvVw4cPT0tL62RrHd+vdeZG8rF0fK9neFf4yNgMmb0VNfzLMbtB55vavXv3mjVrKIq6du1aJ5vS/87wWHroG3LnT5/W+V8tzDYuk8kiIiLo14sXL6b/Atvb3ezVppNtdgbu98FytLa2pqSkXL9+vSfunrpR579r0bOUl5SU9EQYRUVFV69eXb16teFjnT16xG5nXdFaC+TjGYf56gEA4Mk5ODjQL5YuXWq6dsmSJYSQESNG8Pn8bjmcWq3+8MMPxWLxM888M3PmTHoM+vHjx93c3MRiMSFk3LhxBw4cqK+vN7ulp6fnzJkzCSH+/v5SqdTf39/0EH5+fkOGDDFcYrb9R+61YMEC/eRRJ06coAsXddBLpi1QFLVly5bNmzefPXvW2dmZnnbJ1MGDBydOnNhxFxky2wltbW0VFRX5+fmEkIaGhoEDB5o9FgBYArlc/vrrr9NFxaDbcblcw//18vIaNWpUN7Zv9PZ140ckAPQyDodjWGZeKBRWVVV1b5l5lUrF5/N5PF63BMw4e3v79lZ1/hw7aITWmS/8XdTxpbulpWXmzJmrV6/28fExXdva2lpZWXn9+nVCiIODw4YNG0zvLLrXIz9oOBzOW2+9tX37do1GQy+5fv16XFwcvUq/jeFr/b6jR4+urq4uKysz3YzFYu3du3fPnj30gHJCiLOzs5OTU+cPahhhTzRLCJHJZB9++OHGjRv1b5abm9umTZuam5s709oj79c6cyP5WDq41zO6K+zkvSTN9FaU/PEvx+wGnW8qJSWF/jc+cuTITjal/52h83ruG3LnT5/W+V8tzDZ+8uTJ/8fencc1cfz/A5+FyKGIF1gsqNAqcsghNmilKkoPFKSiouBVrfrBo9VqUWyxldaKpVhPrLb9qCgiFBQ1IApiBcHbIigQEPAABOUQhCAQIPv7Y7+f/NJsgKhAAryef/gIk92Z90zW2Z1sdsbExIR5/dFHH/3222/N7d5cbyNnngCdSGNj4927d+vr662trcV9fme3ZcsWPT29Y8eOMUuDt624uLhp06YNHjzY0NCwY0psc50rWgA54X48AEBnFRISYmNjs3//fnt7+yFDhvB4PEJIaGgol8s9cuTIsGHDzpw5Exoaunv37r1797q5ueXk5ERFRXE4nO3btxNC8vLyRo8e/fTpUwcHhyNHjjB5RkRE+Pn5OTo6MtucPXvWysrq+PHjHh4eQ4cOzc7OZjY7c+bML7/8snPnTmYdHUKIzO+b9PX1r169am9vHxwcTAi5dOkSl8s9dOjQunXrhg0bdu7cuf379zs6OtrZ2TFfeUiVzmZvby9+XVxcPG7cOELIvXv3Bg8ezCQOHjz45cuX2dnZMrcUf6GwZ88eT09PXV1dedpZZv6t7qWi8n9nWJqmr1y58v7775PmW0lmDnV1dYsWLdLQ0FixYsX48ePr6+uZdMnPKycnh6Ko4cOHi/eSWXHJvWQ2woABA1auXDl+/PiAgIDS0tKlS5e2WkEAkFOb99XJyckFBQX79u3LyMg4ePAgRVG///47ISQ/P3/MmDGlpaUySyRy9LEK0VbtI7UNaf4Uxm4HyX5VUk5ODpN+584dIyMjFxeXoqIic3PzU6dOycyHx+Pt27fP399/yZIltbW1hw8fpijqxYsXGRkZNjY269evJ//++CRPkUyt5awCACgVZpn5YcOGjR07tm2Xma+oqOjbt2/bRiun9hhoiDU2Nm7cuJHH4y1fvjw0NFScfvDgQUtLS1NT0ytXrjAp8py5pPpemde6dXV1W7dujYiI8PT0fPjwYcs5tDxmkey6ZbZSdHR0YWFhVlaWu7u7tbV1QkKCZFk9evRYvHixl5fXhg0bBAKBtbW1sbExOwZ23WWeEdgtKfUZtXqiYaxevbq8vPz48ePMn8eOHWN+09Cq5ORkIyMjpgps06dP37x588qVK1NTU9nvvnahbZjthQsXGhsbHRwcJBM/+OCDMWPGyJNbc+M1sZYHklKHpdSfMo+u5sZ67FFhy7FJHSfslpE6ctiau9pki4yMvH379uXLl3fv3i0QCJrbjMH+nkHqIJd56ctsKXmJxf6v0UInEB8f7+Pjs379+mnTpvn4+Dx69KjV9hGT2e/J/62FzDzLy8tfvnzJvH7rrbeKioqqqqpk7t5yb9Nqni3UC0CpCIXC1NTUhoYGa2trTU1NRYfTZrZu3VpcXOzj49O/f/82z9zT07OiosLT07PDSmxznStaAHkp9vF8AACQIv8cs8zvqaOjo2ma3rdvX9++fQUCATPKioyMLCwsjImJGTlyJLNxUFCQiYlJY2Pj/PnzmVnTs7Ozmbkco6KimPmLrl69yiwsVFRURFFURkaGSCTS1NSMjIykaXrJkiXMu5mZmaNGjWKyXbVqldQ8cpIzsTPGjh0bFBTEvDYwMAgODqZpOjAwcPDgwS9evKBpevTo0WfPnmWX3kLdq6qqHB0dmQXSPDw8li5dKn5LXV2daRP2lozDhw/b2dlxOJy///5bZubp6emSc7u1nH9ze4klJSUtX75cKpHdSi3k8Pjx43fffXfHjh3Mn+LPq6GhgWmxR48eSc5MyJCquHgvBrsRGhsbJ06cqKqqyswlKCfMXwfdlgL76rKyMkKIeJq+SZMmbdu2jabp+/fv79mzp7kSX6mP7Uht0j7Xrl1jbyPzFCazHSR7yOnTpxsbG3t5eX399ddOTk7iLjE5OVlXV9ff3//GjRsy87l586abmxtN0yKRyNnZmc/nV1RUEEKYyatXrVrFBCz18YlPkfJXQR6Yrx5A4Wpra998mfnvv//e3Ny8DaOSf47KNj950TTt7OzMTDWfmZlpZ2dH0/SNGzdMTU1pmn769CkhJCkpqbGx0cvLy8DAQCgUyuyxxZkw2H0vky51rXvx4kV3d3cmsOzsbMmaysyhhTELLdF1y2yl77//3tramsn8wIEDenp6UhNoNzY2+vn59ezZ08DA4OLFizJjkH9cJtWSkp/R8+fP6dZONDRNf/XVV3V1dfPmzbOwsKBpurCwcNOmTcyvpU+cOMFs//PPPxsYGDCvZ82aNXz48PXr13t4eDg5OT148EBcNcnNmGxFItGnn376zjvvVFRU7Nq1Kzc3V/Ldlgtt72xpmvb09NTW1manv2puUuM1sZYHklKHpdSfMo8u8b6SY72WR4UyY2MfJ+yhqOQonr1BC+Gxs5o/f77kBOnNDXtlfs/APsjZl74MyUss9l7NdQJNTU0DBgwoKSkRiUR6enrx8fFyto9k7aT6PTE5v7WQyjwsLKxPnz7MBeTFixcJITU1NTJ3b6G3kSdPmdWRgvE+KFx9ff3Nmzdv3Lghz6I2ygDzgYMyw/GpcHg+HgCgs2J+FmptbU0IWbZsWU1NTVZWFpNoY2Ojr6+fkJDA5XKZjV1dXbOysvh8/tq1aw8fPlxXVxcZGcmsfufs7MzMX8QMOHfv3h0eHr5z504Oh0NRlLq6OvPEg5GRUV5eHiHk+PHjzDR9hJBBgwa1Gqfk/JMaGhrMz7qHDh3ap08fbW1tQoiOjs7Tp0/ZpbeQ5+bNmw8cONCjRw/yv5+HM+lNTU319fWS0zFJbslYtGhRUlKSh4fHH3/8QQj5448/LCwsLCws5s2bJ7Msmfm3upfYiRMnmMnqX9uQIUO8vb3T0tKYP8Wf1/79+//zn/80t5dUxcV7MaQagRAyd+7cHTt2nDt3bseOHf7+/m8SMABIavO+Wsr69esDAwMbGhpOnjzp4eHRXImv1Md2pDZpn1OnTrG3kXkKk9kOUm1raWkZEBCwffv2qKgo8TN/dnZ2c+bMiYmJsbW1lZlPeHj45MmTCSEURUVFRZmYmEjODdvcPLHiU6T8VQCATkFDQ2PQoEEjR460s7MzNzfX0NDIz8+/efPmrVu3Hjx48OLFC3kyqaysVNTz8e168jI1NU1ISLh9+3ZxcbHk9N1cLldVVdXLy6uwsDA3N1eeMxe772XSpa51x4wZk5KS4uTkJBKJjI2NJa/kZebQwpiFSHTdMltJVVVVT0+P2cDd3f3p06dSvbeqquo333yTkZExdOhQR0fHe/fusWOQc1zGbknJz6hfv36ktRONOKqvv/763r17Fy5c+PPPP6Uep2MzNzf/5Zdfjh8/Hh0dbWRk1MKWFEUFBwerq6vPnz+fvYLDKxXaJtlKDeIGDx5cVVVVXl7eQlnyBCk5XpMsouWBqtRhKfWnzKNLvK/kWK/lUaHUWJLBPk7YWl5FouXwXo/M7xnYBzn70peNvZdU84q3bGxsrK2tZSYY4HK5zBP88rSPGLvfE5P/WwtJs2fP/uyzz6ZOnfrjjz8eOXLE2Ni4Z8+eMndvtbdpOc+W6wWgDIRC4d27d2matrKyeo1lLAAAlI2yfBMHAABvQkVFRV1dnT0Be1FREfNCW1ubw+H07Nlz5MiRZmZmwcHBKioqUmPssrIyc3Nz8RrnNTU1MssqKyt78+Uwpe5S0DQtZ+mEkLCwsAULFogXg7SwsLhx4wbzuqioqEePHuKF26W2lCzRzc3t5MmThJD//Oc/LXx/0Vz+5ubmLe/FoGn677//DggIaHXLluno6Lz99ttSidHR0Xv27CGENDY2Pn/+fPjw4YcOHWLWOW6u4pIkG4H5Ps7GxoYQcujQofXr13t7e79hzADA1iZ9tRRHR8e+ffuGhYVVV1fr6Og0V6L8fawCvUn7sLeRWcQrtQNFUR4eHvn5+UOGDCGE9OrVi8/nR0dHOzs7s/OpqKgQx0AIEa81Kz85qwAAnQuzzPyAAQNomq6qqiotLS0pKSkoKFBXV+/fv/+AAQP69+/f3E92ampqtLS0OjhgtjY/eVVUVCxduvTIkSOSP5kVGzhwIIfDGTBggDw9NrvvFS8wL3mtq6GhkZKS4uPjY2try+PxJK//ly5d2lwORNaYpblKiVvJzMwsMjJS3DIqKiq9e/cWbxYTEzNu3Li+ffsaGhrGxsbq6+tHRUWxayHn2arllmRr4UQzatQo5rHjkSNHGhgYsKdef229e/c+ffq0ra1tVlaWi4uL5FtvUujrZSs19HNwcNi0adPFixdnz57dXEFyBiker0kWcezYseYGqoR1WI4fP17qT/GWUv8HpcZ6LYwKpWJrJ811Ea9K5vcM7IO85Uvf5vaSam3xlPJqamqHDh368ccf58yZY2pq6uzs/Kph29jYyOz35P/WQgpFUbt37xZX9osvvmhu95Z7m1bzBFByQqGQ+S2RtbW15KkZAKDzwvPxAACdG7O+4M2bN62trZkbBoQQZhw7a9aspKSk58+fE0L4fD6Xy2UeX1izZo2Xl5f4oe3z588XFBQQQuzs7AICAlJTU0UiUUxMDPPbavG3Tk1NTcxrOzu706dPM+u0VVZWin+mzWhsbGxqapJMEYlE4kwkX4gH2+Js2aWz8Xg8IyOjUaNGEUKSkpIePXrk5uZWWFjIPGYUFxc3f/585mez7C1ra2uZ2YMJIcnJyYsWLZJZhFT8zeXf8l6M69evjxo1iv0FGbuV2Dnk5+c/efKEeX3p0qVly5Yxr8WfV2xsbE5OTk5OTnJycv/+/XNycpivXdgVl9xLZiNoamo+evSI+abv7bffFh9IANBW2rCv1tTUVFVVraioaGhoIIRQFOXt7e3t7S1e61RmiXL2sYryhu3T3DYyT2HsdhC3LSGEmbxXHNiLFy9++eUXQkhQUJCLi8uePXtWrFhRVVXFzsfBwSEwMDA5OVkoFIaEhOTm5mpqamppaRUUFAiFQj6fz9RR6uMTnyLlrwIAdFJSy8zr6+u/fPmy5WXmpe4Nd7w2PHmR/62WSAgJDw9/9uyZlpZWcXEx0xmKNyCEpKenT506deDAgc2NTSQ7Q3bfK/Na99y5cwKBYNeuXb6+vlILXbNzIC2OWci/RzfsVnJ2di4vL3/w4AEh5P79+zY2NgYGBoSQiIiIyspKNTU1Ly8vcT4ikWj06NHsGOQclzXXkpI3NVs90dTW1jIDunXr1l26dIl5cJw5GsXDk6amJvFr9kCGqZrUZuJsCSHGxsYhISGSi3bLU2g7ZStp7NixK1euXLdunfgoJYT89ddfTJ6t5tbceE2suYEkUzWpw1LmUcr+P8ge68kcFTYXm7hVyb+PE3b7SB3nMhtQZhchM6uWy2Kikvk9A/sgZ1/6MrtLXmKx92I3r7gpiouLQ0JCFi9e7O/vr6qqKhl2qzEzr6X6PfIq31o017aEkMOHD+vq6n755ZekmWOpud5GzjwBlFl9fX1qaiohxMrKCjfjFYh9daqcOkucAFg/HgBAuci/5itztbFu3bo9e/Z89dVXhYWFNE0fOXKEELJp06aqqiqapsPDwz/77LOjR4/+8MMPT548Ee+4YsUKcT729vaHDh2iabqhoWHlypV9+/YdMWJESEgITdMXLlwghPj5+T179mzChAlmZmaPHz9uampas2aNiYnJokWLFi5cOGvWLPFKjXFxcUZGRgMGDBCvqPfPP/8MGjTI3d392bNnSUlJPXr0+Oabb8rKyjw9PdXU1JKSkjIzMw0MDBYsWFBaWipVOtvZs2clZ6rkcrlM+rVr177++uv//ve/q1atYtZ3lLnl1atX33nnnQ0bNpw8efLy5csyi3j27BnzHVlERIR4DTx2/vLsRdP0unXrTp06JbUxu5Vk5hAZGTlkyJCVK1cePHgwPT2d/XmJFRYWilcKbK6JxHs11whBQUGrV6/+448/vvjiC/EH2iqsJwfdlgL7apqm58+f/8knn9y6dUu8pYWFBbM4ZXMlsnt4JdFW7cPeRuYpTGY7iNv2woULenp6b7311qZNm3744YcvvvhiyJAh27Zti42NnThxYl1dXUVFhb6+vpOTU2FhoVQ+IpHom2++0dHRGTZs2OnTp5mc/f39hw0btmjRIm9vb3d3dyYw8ccneYqUvwrytCrWjwfoLNjLzBcWFopXSJ0zZ87MmTPbsDj514xs85PX9evX9fT0Pv3006Kiouzs7BEjRjg5OZ0+fVpfX9/Pz08oFM6dO3ft2rV//PGHn59fRUUFLevMJZkJkz+775V5rXvu3LnZs2cHBwf//PPPOTk5kjVl59DymOXixYvirltmK9E0fevWrUWLFh06dOi7775jlldvbGw0NDS8dOnS48ePjYyMPDw8Nm/ePG3atJ07d8qMQc5xGbslpT6jVk80cXFxQ4YM2bBhA/No8meffUbTdGVlpZ+fHyFkxowZeXl5165ds7OzU1VVDQoK4vF4+vr6gwYNOnv2rPgTZ6omuRkzkGGyFTf11q1bmYXe5Sm0nbKVebQfPnx48uTJ8+fP9/X1/fHHH5nN5MmtufGaJPZAUlw1qcNS6k+ZR1dzYz2G5KhQZmzioqWOE/ZQVOrIYW/Q3MHP3vLevXumpqYfffQRM8aUmRUTlczvGdgHOf3vS1/x7rTEJRZ7L3bzivcyNjY2NDTkcrlTpkxhRuitto/k7jSr35P/WwuZmdM0XVZWtnnz5lWrVkkumC1zd3Zv80p5tgrjfVCIurq6Gzdu3Lx5s76+XtGxvLIusz53cnLy6NGjAwMDX3XHgwcPRkZGLlmyxNvb+00CiImJeeuttwwNDX18fHx8fL766qt33nnnypUrbRVn99Rljs/Oq6XptgAAoONlZmYSQszMzFrdsqmpicPhFBYW6uvrt39cADKUlpZmZmZOnDhR0YEAdDSl6qsFAsH27dt9fX07rMQ21Lmi7SzkPz4BQEk0NjaWl5eXl5c/f/68qalJS0tLXV391q1bFEXZ2toaGxvLXD39VSUmJpqZmckzrTQ6Z3mglaD9KPnRpdjwpC5938Tz589DQkIcHR3LyspqamoiIyP9/f2bm/W9Yzx//vzatWujR48Wrw2vwDwx3oeOV19fn5aWRlFUJ30yXv5rLeX3ySefuLi4rFq1Sv5dTp8+fefOnR9++KGpqenGjRvjxo17kwCmTZumoaERERHB/Hnnzh2BQCC5IMtrx9ltdaXjs5PC+vEAAJ0VM/Ea5uQBAFBm7dpXP3z48MmTJ+fPn1+6dGnHlNjmOle0AADthMPhvPXWW2+99ZZIJKqsrMzNzX3+/Pk777xDCCkvL79//34H/8IGnbM80ErQfpT86FJUeDIvfd9EQECAjo7O8OHDhw8fLhQKHz582KtXrzbJ+bX179/fyclJ+fMEaA91dXVpaWkcDsfS0pK98iN0sNf4PURsbKy5uTkhhKIoY2NjmqYpinrtAKR+jTpo0CCZPyrqjL/bgG4L68cDAHRWW7Zs0dPTO3bsGLMKIAAAKKF27avj4uKmTZs2ePBgQ0PDjimxzXWuaAEA2puKikq/fv2YCVqZFJFIVF5e3sFTG6JzlgdaCdqPkh9digpP5qXvm5g9e3ZsbOzIkSNnzpzp4+Mzffp0FRV8VQ6gGN3tZnxoaCiXyz1y5MiwYcPOnDkTGhq6e/fuvXv3urm55eTkiLdhJ/J4vH379vn7+y9ZsqS2traurm7r1q0RERGenp4PHz4khDg4ODDrbjQ2Nm7cuJHH4y1fvjw0NJQQEhISYmNjs3//fnt7+yFDhvB4vOYSxQ4ePEhR1O+//04Iyc/PHzNmTGlpqcwaxcfHJyUlXbhwYfv27StWrNDV1a2pqblz546RkZGLi0tRUZG5ufmpU6cIIREREX5+fo6Ojtu3byeEsKsghabppKSk2NhYdo0ksfORKghA4TBfPQCAcsEcs9CJYP466LbQV4Myw/EJ0KnRNJ2cnCwSicQpKioqH3zwwZs8YMTAHJUAACA/jPehw3SZm/HyX2vV1tb27NkzMjLS1tb27t27GzZsuHfvHiHkyJEjP//8c3p6+q1bt5YtWyaVmJKSEhAQEB4eTtO0i4tLQEBAUVHRn3/+GRoaev/+fUKIsbFxdHT0yJEjDQ0N+Xz+smXLkpOTb968uWjRoszMTIFA0Lt37+joaCcnp99++83Hx6ewsJCmaXZir169pk2b5ujouGrVqsmTJ3/88ccbN27Myck5f/78l19+2VylXF1d7e3t16xZU1paOnDgQIFA0KtXrytXrri6unp5ednb29va2l67di02NtbX17e4uFhfXz89Pf3p06dSVRDnlpmZ6eLi0tTUdPv27SVLltja2krViBAijvPvv/+WzKe8vFyqIAyQMRZQOPzoDwAAAAAAAABAKVAUNWDAxassXgAAIABJREFUAPEzmhRF6ejovPnNeAAAAAAlVFtbm5qa2gVuxr8STU1NQoiNjY2+vn5CQgKXy2XSXV1ds7Ky+Hz+qVOn2Inh4eGTJ08mhFAUFRUVZWJiMmbMmJSUFCcnJ5FIxNzJdnZ2ZiYRMTU1TUhIuH37dnFxcXV1tbhQa2trQsiyZctqamqysrJkJkqGun79+sDAwIaGhpMnT3p4eMhTO8m5Ruzs7ObMmRMTE2Nra0sIiYyMLCws3L17d3h4+M6dOzkcDrsKYpaWlgEBATt27Dh37lyfPn3YNZIklQ+7ILk+GID2hPvxAAAAAAAAAADKwtjYWEdH59GjR3l5eQMHDhw+fLiiIwIAAABoey9fvkxNTVVTU7Oysuo+N+PZioqKmBfa2tocDqdnz54yEysqKsSJhBChUKihoZGSkjJ8+HBbW9uEhATJPCsqKubMmWNiYiJzjQ8VFRV1dXWpR6VlJjo6Ovbt2zcsLKy6ulpHR+c1aterVy8+nx8dHU0IKSsrMzExWfM/+vr6LVRBMofp06e3XCOpfNgFvUbkAG0L9+MBAAAAAAAAAJQFh8MxNTVNTk4OCwszMTHBAz0AAADQ9dTW1qalpWloaFhaWnbPqx1mfaJZs2YlJSU9f/6cEMLn87lcrpGRkcxEBweHwMDA5ORkoVAYEhKSm5t77tw5gUCwa9cuX19fZun38+fPFxQUEELCw8OfPXumpaVVXFzc0NAgLrS2tpYQcvPmTWtr6yFDhjSXSNM0s9Q1RVHe3t7e3t5jxoxptTrMLsy/TO2CgoJcXFz27NmzYsWKqqoqOzu7gICA1NRUkUgUExOTl5fHrgKjsbGxqalJMn+ZNRLHKZUPu6DX/pgA2gruxwMAwL80NjYqSSYAANAxOkun3VniBABoE1paWjU1NYqOAgAAAKDtMTfj1dTULCwsuuHN+KNHjxJCDh06VF1dzeVyg4KC1q1bFxwcHBERceLECYqiZCa6u7svX77c1dXV3NxcS0vLzMyMw+GsXr362LFjDQ0NK1euJIT4+/vHx8cTQiZNmlRWVubs7FxfX8/hcLZt28YUvX///r1794aHh4eFhYnjkUq8cePGP//8Ex8fX1xcTAiZO3eujo7OlClTWqhRdnZ2ampqXFxcaWlpREQEIeT48eNxcXFBQUGjR4/+5JNPaJqeO3fulClTZs2aNWnSJDMzs8rKSuanGFJVIITEx8f/888/N2/evHDhgrgIdo0k45TKZ9GiRVIFtekHCPA6KObHIwAAoCQyMzMJIWZmZh1f9JUrV9asWbN48eJVq1ax3/3999/37dt369YtdXX1185EIUJCQnbt2hUbG9u/f39Fx9LVlJaWZmZmTpw4UdGBAHQ0BfbVbeu1O+1Dhw7169fv7NmzOjo6P//882sHcO7cucWLF2tqas6bN48QUlNTw+PxgoODx40b1yZxdk9d5vgE6Oa+++47Ho+XlpbWVhkmJiaamZlJzUEKbeXvv//+z3/+U1lZuXTp0h49ejx8+NDS0vKrr75SU1NTdGgAAK8D431oP3V1dWlpaRwOx8rKqivdjFfya62mpiYOh1NYWCg5ebvMRCkCgWD79u2+vr4dESW0GyU/PruDrtPZAQDAG7KzsxswYEBz7zo6Oi5fvvwNM1EIZ2fn+fPnv8bvz65fv25jYyPPN2jybwkAoFRer9M+ffr048ePP//8cxcXlxs3brxJAFOmTOFyuRoaGj/99BOTsnDhQoFA0CZxAgB0av369auoqFB0FG2my18wT548edy4cUVFRczP1IRC4cKFCy0tLRMSEvT09Njbd/kGAQAAkKm+vr5L3oxXfswc71LTzslMFHv48OGTJ0/Onz+/dOlSceKcOXOYuejFxo8fv3r16raPGKBrwXz1AADw/7XwfZCGhsabZ6IQ8kcuqaCgYPbs2ZILLL35lgAASug1Ou3Y2FjmJ9UURRkbG7/hhFtSX8EMGjRo/Pjx7M2U7eQCANDedHV1S0pKusakht3kgllVVZWiKOa1mppaUFCQiorK119/zd6ymzQIAACAlPr6+tTUVA6H023XjFegLVu26OnpHTt2jFmWvoVEsbi4uGnTpg0ePNjQ0FCc+Ndff0X8G27GA8gD9+MBADqrkJAQGxub/fv329vbDxkyhMfjEUJCQ0O5XO6RI0eGDRt25syZ0NDQ3bt37927183NLScnJyoqisPhbN++nRCSl5c3evTop0+fOjg4HDlyRCrzxsbGjRs38ni85cuXh4aGitMPHjxoaWlpamp65coVJiUiIsLPz8/R0ZHJtgNIVYpdax6Pt2/fPn9//yVLltTW1jJ7xcXFzZw508DAQDznp1TkdXV1W7dujYiI8PT0fPjwYXJyckFBwb59+zIyMiTzP3nypFTLSG6pkAYBAGXWcrcs3oadKNWVSfVRhBBx783usWWeIGQmih08eJCiqN9//50Qkp+fP2bMmNLSUpk1io+PT0pKunDhwvbt21esWKGrq1tTU3Pnzh0jIyMXF5eioiJzc/NTp06R1rpZds40TSclJcXGxjZ3DmKw80HHCwBd0sCBA+vr66uqqjq+6DYfaEheMMs84zR3kmq5h2+rONkn4rNnz1pZWR0/ftzDw2Po0KHZ2dnNxSNzMMXQ0NCYOnVqdHQ0+7wm2SAtn/UAAAC6DMmb8T169FB0ON3O1q1bi4uLfXx8JBf0lJko5unpWVFR4enp2YFhAnRdNAAAKJOMjIyMjAx5tqyuriaEREdH0zS9b9++vn37CgSCly9fEkIiIyMLCwtjYmJGjhzJbBwUFGRiYtLY2Dh//nwvLy+aprOzs48ePUrTdFRU1MOHD5nNnJ2dAwMDaZrOzMy0s7OjafrGjRumpqY0TT99+pQQkpSU1NjY6OXlZWBgIBQKr169unnzZpqmi4qKKIpiIhdn0h6uXbvGrpRkrWNjY93c3GiaFolEzs7OfD6/rq6OEHLp0iWappcvX75x40aaptmRX7x40d3dnWmZ7OzssrIyQohAIKBpWjL/K1euSLWM5JYyG6QLKykpSUhIUHQUAAogf1/darcss1u7efOmVFcm1UfREr03u8eWeYKQmUhLdNqTJk3atm0bTdP379/fs2dPC5WaPn36rl27aJouKSkRd4DJycm6urr+/v43btyg5ehmJXMzNjb28vJau3bt+PHjg4KC2DWSjFMqn+7W8cpD/uMTAJTZP//8QwjJyclpqwwTEhKYB+5b1eYDDckLZlrWGUdmia328G0Sp8wTsUgk0tTUjIyMpGl6yZIlTBgy45EcTC1atOjDDz+UjPDQoUOEkKtXr7YwgpB51gMAUDiM96Ft1dXV3bhx49atW0KhUNGxtBf5r7UAOh6OT4XD8/EAAJ2VpqYmIcTa2poQsmzZspqamqysLCbRxsZGX18/ISGBy+UyG7u6umZlZfH5/LVr1x4+fLiuri4yMtLNzY0Q4uzsLDnpEMPU1DQhIeH27dvFxcXM91wMLperqqrq5eVVWFiYm5vLfM+1e/fu8PDwnTt3dsBMU6dOnWJXSrLWFy5cmDx5MiGEoqioqCgTExNmYwsLC0LIiBEjsrKyyP++oZOMfMyYMSkpKU5OTiKRyNjYWLJQyfzHjRsns2UYHd8gAKDkWu2WZXZr4eHhUl0Zu48S997sHruFE4RUomSo69evDwwMbGhoOHnypIeHhzy1U1H5/6MJOzu7OXPmxMTE2NraklfsZi0tLQMCAnbs2HHu3Lk+ffo0dw5iSOWDjhcAuqqBAwcSQp49e9bxRbfrQIPIOuPILLHVHr5N4pR5IqYoSl1dnTlbGRkZ5eXlkWYu9ZurIyMvL09XV/f9999v4bzW8lkPAACgC2DWjKcoCk/GA0C3ha+rAAC6AhUVFXV1dWY1X0lFRUXMC21tbQ6H07Nnz5EjR5qZmQUHB6uoqLSwsHpFRcXSpUuPHDki8yp54MCBHA5nwIABZWVl5ubma9asYdJramraqEItYVdK8t2KigrxBoQQoVAo+a54QUd25BoaGikpKT4+Pra2tjwej7l/z9ZyyyikQQCgE5HZg7ET2V2ZVB9lb28vfrflfknmCUJmoqOjY9++fcPCwqqrq3V0dF6jdr169eLz+dHR0c7Ozq12s5JVkMxh+vTpLddIKh90vADQVQ0aNKhHjx6PHz+2s7NTYBhtPtAgrZ1xxCW+Ug//JnG2PL4Qe40zTmJiorOzc8vntZbfBQAA6OyEQuHdu3cpirKyslJTU1N0OAAAioHn4wEAOjdmffSbN29aW1sPGTKESRSJRISQWbNmJSUlPX/+nBDC5/O5XK6RkREhZM2aNV5eXjNmzGA2Pn/+fEFBAfOamTuFEBIeHv7s2TMtLa3i4uKGhgZxccy76enpU6dOHThwoJ2dXUBAQGpqqkgkiomJYR4cEWfSHpqrlLjWDg4OgYGBycnJQqEwJCQkNzeXSW9qamL+ZWJjR37u3DmBQLBr1y5fX18ej6epqamqqlpRUSGuPpMPu2Ukt5TZIAAALXTLMhPZXZlUH0Ukeu/memyZJwh2orjTpijK29vb29t7zJgxrVaH2YX5l6ldUFCQi4vLnj17VqxYUVVV1Wo3K86tsbGR6aLFZNZIHKdUPuh4AaCrUlVVHTJkyIMHDxQVQBsONKQurZs740iVKGcP/4ZxNreNeETTwgiC/HswJd6SsWHDhvz8/O3bt7c8gmjuPA4AANAFCIXCtLQ0QghuxgNAN4f78QAAndv+/fv37t0bHh4eFhZGCDl69Cgh5NChQ9XV1VwuNygoaN26dcHBwRERESdOnGCeDp8+ffq8efOGDRvG5ODv7x8fH08IuXHjxj///BMfH19cXDxp0qSysjJnZ+f6+noOh7Nt27b+/fvPnTv322+//fPPP6Ojo48cOUIIWbRo0axZsyZNmmRmZlZZWWlpaSmZSXvUV2alJGvt7u6+fPlyV1dXc3NzLS0tMzOzkydPEkKCg4NLS0vPnz+fmZmZl5fHjpzD4axevfrYsWMNDQ0rV67s2bOnh4fH0qVL09LSJPNnt4zkluxs26MRAKATabVblpnI7sqk+igi0Xuz+yWmaKkThMxEqU577ty5Ojo6U6ZMaaFG2dnZqampcXFxpaWlERERhJDjx4/HxcUFBQWNHj36k08+oWl67ty5U6ZMabmbZXKLj4//559/bt68eeHCBXER7BpJximVDzpeAOjCjIyMHj58qKjS23CgIXnBzLwl84wjVaKcPfwbxilzm/j4+BcvXvB4vJKSkosXL965cyc/P19mPOI6Xr58+cqVK6mpqZs2bfr+++8XL17cu3fvjIyM/v37tzyCaO48DgAA0NnhZjwAgBjVfo8wAgDAa8jMzCSEmJmZtbplU1MTh8MpLCzU19dv/7gAZCgtLc3MzJw4caKiAwHoaPL31Qoh8wQhz1lDIBBs377d19e3I6KEdqPkxycAyM/T0zMnJ+fvv/9uk9wSExPNzMzYM7qzdcBAQ+qM83olYkAEANB+MN6HN9TQ0JCWlkbTdPe5GS//tZby4HK5AQEBksvJFRUV/fTTT2pqart27VJcXIQQEh0dvW3btitXrkilK0+EnUtnPD67GKwfDwDQWTGTGTY2Nio6EAAAUC4yTxAtnzUePnz45MmT8+fPL126VJw4Z84cZr5fsfHjx69evbrtIwYAAFmMjIzi4uI6vtx2HWjIPOO8XokYEAEAACinxsbGe/fuNTY2Wltbd5Ob8Z3U3r17LSwsJFPefvttHR0dBU7RxMjPz6+qqkpJSWG/pSQRArwqzFcPANBZbdmyRU9P79ixY8xihwAAAAyZJ4iWzxpxcXHTpk0bPHiwoaGhOPGvv/6K+DfcjAcA6EjvvvtuQUFBXV1dB5fbrgMNmWec1ysRAyIAAAAl1NTUlJ6eLhQKra2tNTQ0FB0OtGTs2LE9e/aUSlRXV1dIMJKGDBliZWXV3LvKECHAq8J89QAAygVzzEIngvnroNtCXw3KDMcnQJeRlZVlamp669at9957781zwxyVAAAgP4z34fWIRKJ79+7V1NRYW1uzb/R2bfJfa4WGhu7YseOLL77YsmXLr7/++vLly5KSEhUVlcuXL/v5+Q0fPpzZhp3I4/EKCgoEAsH9+/cDAwMpivr111+NjY3j4+M3btxoZGTk4OCwcOHCzz77jBASHx9/6dIloVCYlZVlaWm5bNmya9euSZarq6v77bfffv755wsXLiSEnDlzJjs7u0ePHjwez8DAIDg4uJ0brBUZGRnvvfdebW2tOEVmhBERETk5OZcvX/7www+9vLyIrIpL/gy028JYQOEwXz0AAAAAAAAAgNIxNjbW0tJKTU1tk/vxAAAAAO2KpumMjIyamhorK6vudjP+lUyfPn3u3Lna2tqJiYl3797dtGnTvXv3CCHa2touLi7p6em3bt3y8/OTSkxJSTl27Fh4eDhN0y4uLo8fPy4qKkpPT/fx8bGysmLW8Vm7du3IkSMJISKRyN3dnc/n6+jovP3221999ZWhoeFbb70lLrdnz579+vWrr69nHtnl8/k//PADMz98Xl7eixcvFNlAssiM8Nq1axkZGb6+vosXL9bX1586daqJiQm74goOHYAQgvnqAQAAAAAAAACUkIqKysiRI9PS0hQdCAAAAEArmJvxVVVVFhYWvXr1UnQ4Sk1TU5MQYmNjo6+vn5CQwOVymXRXV9esrCw+n3/q1Cl2Ynh4+OTJkwkhFEVFRUWZmJiMGTMmJSXFyclJJBIZGxsTQpydnZnbz42NjbW1tTk5ORRFcblcgUAgVW6/fv0IIeI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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(resp.provenance_image())"
   ]
  }
 ],
 "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}