{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python385jvsc74a57bd01b27a185e5e38addd349bee67c436665dc7832e161e2a923b2540665280bf8fe",
   "display_name": "Python 3.8.5 64-bit ('base': conda)"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "source": [
    "Install https://pypi.org/project/ipython-autotime/ or outcomment %load_ext autotime"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %load_ext autotime\n",
    "import pandas as pd\n",
    "import xarray as xr\n",
    "import numpy as np\n",
    "from mikeio.eum import EUMType, ItemInfo\n",
    "from fmskill.model import ModelResult\n",
    "from fmskill.observation import TrackObservation\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import set_matplotlib_formats\n",
    "set_matplotlib_formats('png')"
   ]
  },
  {
   "source": [
    "# Extract track without having observation as dfs0"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Dfsu2D\n",
       "Number of elements: 958\n",
       "Number of nodes: 570\n",
       "Projection: LONG/LAT\n",
       "Items:\n",
       "  0:  Surface elevation <Surface Elevation> (meter)\n",
       "  1:  Wind speed <Wind speed> (meter per sec)\n",
       "Time: 67 steps with dt=3600.0s\n",
       "      2017-10-27 00:00:00 -- 2017-10-29 18:00:00"
      ]
     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "source": [
    "fn = '../tests/testdata/NorthSeaHD_and_windspeed.dfsu'\n",
    "mr = ModelResult(fn, name='HD')\n",
    "mr.dfs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn = '../tests/testdata/altimetry_NorthSea_20171027.csv'\n",
    "df = pd.read_csv(fn, index_col=0, parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "o1 = TrackObservation(df, item=2, name='alti')\n",
    "o1.itemInfo = ItemInfo(EUMType.Surface_Elevation)    # if TrackObservation is created with a df, itemInfo needs to be added manually"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "mr.add_observation(o1, item=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "metadata": {},
     "execution_count": 6
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "mr.plot_observation_positions()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "cc = mr.extract()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 576x576 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "cc['alti'].scatter()"
   ]
  },
  {
   "source": [
    "# Extract track from dfs0\n",
    "ModelResult is now a dfs0"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<mikeio.Dfs0>\n",
       "Timeaxis: TimeAxisType.NonEquidistantCalendar\n",
       "Items:\n",
       "  0:  Longitude <Undefined> (undefined)\n",
       "  1:  Latitude <Undefined> (undefined)\n",
       "  2:  Model_surface_elevation <Undefined> (undefined)\n",
       "  3:  Model_wind_speed <Undefined> (undefined)"
      ]
     },
     "metadata": {},
     "execution_count": 9
    }
   ],
   "source": [
    "fn = '../tests/testdata/NorthSeaHD_extracted_track.dfs0'\n",
    "mr = ModelResult(fn, name='HD')\n",
    "mr.dfs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn = '../tests/testdata/altimetry_NorthSea_20171027.csv'\n",
    "df = pd.read_csv(fn, index_col=0, parse_dates=True)\n",
    "o1 = TrackObservation(df, item=2, name='alti')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<shapely.geometry.multipoint.MultiPoint at 0x28235ca9f40>"
      ],
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     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "o1.geometry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "c:\\users\\jem\\source\\fmskill\\fmskill\\model.py:106: UserWarning: alti: Cannot validate as type is Undefined.\n  warnings.warn(f\"{observation.name}: Cannot validate as type is Undefined.\")\n"
     ]
    }
   ],
   "source": [
    "mr.add_observation(o1, item=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "cc = mr.extract()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 576x576 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "cc['alti'].scatter()"
   ]
  },
  {
   "source": [
    "# Spatial skill\n",
    "\n",
    "Load model, load observation, add observation to model and extract."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "c:\\users\\jem\\source\\fmskill\\fmskill\\model.py:106: UserWarning: alti: Cannot validate as type is Undefined.\n  warnings.warn(f\"{observation.name}: Cannot validate as type is Undefined.\")\n"
     ]
    }
   ],
   "source": [
    "fn = '../tests/testdata/NorthSeaHD_and_windspeed.dfsu'\n",
    "mr = ModelResult(fn, name='HD')\n",
    "fn = '../tests/testdata/altimetry_NorthSea_20171027.csv'\n",
    "df = pd.read_csv(fn, index_col=0, parse_dates=True)\n",
    "o1 = TrackObservation(df, item=2, name='alti')\n",
    "mr.add_observation(o1, item=0)\n",
    "cc = mr.extract()"
   ]
  },
  {
   "source": [
    "Get metrics binned by a regular spatial grid, returns xarray Dataset"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = cc.spatial_skill(metrics=['bias'])"
   ]
  },
  {
   "source": [
    "Plot using xarray - convenient methods coming soon!"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x2823635a160>"
      ]
     },
     "metadata": {},
     "execution_count": 17
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x360 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=2, nrows=1, figsize = (10, 5))\n",
    "ds['n'].plot(x='x', y='y', ax=axes[0])\n",
    "ds['bias'].plot(x='x', y='y', ax=axes[1])"
   ]
  },
  {
   "source": [
    "## Minimum number of observations"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x28235ca0760>"
      ]
     },
     "metadata": {},
     "execution_count": 18
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x360 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "ds = cc.spatial_skill(metrics=['bias'],n_min=25)\n",
    "fig, axes = plt.subplots(ncols=2, nrows=1, figsize = (10, 5))\n",
    "ds['n'].plot(x='x', y='y', ax=axes[0])\n",
    "ds['bias'].plot(x='x', y='y', ax=axes[1])"
   ]
  },
  {
   "source": [
    "## Multiple bins - spatial skill for water level categories\n",
    "\n",
    "Add water level category to comparer's all_df."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_df = cc.all_df\n",
    "all_df['water level'] = 'high'\n",
    "all_df.loc[all_df['mod_val']<0,'water level'] = 'low'\n"
   ]
  },
  {
   "source": [
    "Pass custom df with water level category to .spatial_skill and select for 'by'."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = cc.spatial_skill(by=['water level'],metrics=['bias'],n_min=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<xarray.plot.facetgrid.FacetGrid at 0x28235cd4280>"
      ]
     },
     "metadata": {},
     "execution_count": 21
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 504x216 with 3 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "ds['n'].plot(x='x',y='y',col='water level',col_wrap=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<xarray.plot.facetgrid.FacetGrid at 0x2823748efd0>"
      ]
     },
     "metadata": {},
     "execution_count": 22
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 504x216 with 3 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "ds['bias'].plot(x='x',y='y',col='water level',col_wrap=2)"
   ]
  },
  {
   "source": [
    "## Multiple observations\n",
    "\n",
    "Add fake 2nd observation to model"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "c:\\users\\jem\\source\\fmskill\\fmskill\\model.py:106: UserWarning: alti2: Cannot validate as type is Undefined.\n  warnings.warn(f\"{observation.name}: Cannot validate as type is Undefined.\")\n"
     ]
    }
   ],
   "source": [
    "df2 = df.copy()\n",
    "df2['surface_elevation'] = df2['surface_elevation'] - 0.2\n",
    "o2 = TrackObservation(df2, item=2, name='alti2')\n",
    "mr.add_observation(o2, item=0)"
   ]
  },
  {
   "source": [
    "Extract, spatial skill, add attrs, plot."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<xarray.plot.facetgrid.FacetGrid at 0x28235cd4070>"
      ]
     },
     "metadata": {},
     "execution_count": 24
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x360 with 3 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "cc = mr.extract()\n",
    "ds = cc.spatial_skill(metrics=['bias'],n_min=20)\n",
    "ds['bias'].attrs = dict(long_name=\"Bias of surface elevation\",units=\"m\")\n",
    "ds['x'].attrs = dict(long_name=\"Longitude\",units=\"degrees east\")\n",
    "ds['y'].attrs = dict(long_name=\"Latitude\",units=\"degrees north\")\n",
    "ds['bias'].plot(x='x',y='y',col='observation',col_wrap=2,figsize=(10,5))"
   ]
  },
  {
   "source": [
    "# Big data\n",
    "Run the download.ipynb first"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn = '../data/SW_gwm_3a_extracted_2018.dfs0'\n",
    "mr = ModelResult(fn, name='GWM')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn = '../data/altimetry_3a_2018_filter1.dfs0'\n",
    "o1 = TrackObservation(fn, item=2, name='3a')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "mr.add_observation(o1, item=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "cc = mr.extract()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                  n      bias      rmse     urmse       mae        cc  \\\n",
       "observation                                                             \n",
       "3a           372356 -0.475229  0.633093  0.418287  0.510757  0.940399   \n",
       "\n",
       "                   si        r2  \n",
       "observation                      \n",
       "3a           0.116879  0.968706  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>n</th>\n      <th>bias</th>\n      <th>rmse</th>\n      <th>urmse</th>\n      <th>mae</th>\n      <th>cc</th>\n      <th>si</th>\n      <th>r2</th>\n    </tr>\n    <tr>\n      <th>observation</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>3a</th>\n      <td>372356</td>\n      <td>-0.475229</td>\n      <td>0.633093</td>\n      <td>0.418287</td>\n      <td>0.510757</td>\n      <td>0.940399</td>\n      <td>0.116879</td>\n      <td>0.968706</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 29
    }
   ],
   "source": [
    "cc['3a'].skill(end='2018-1-15')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                   n      bias      rmse     urmse       mae       cc  \\\n",
       "observation                                                             \n",
       "3a           9105364 -0.489382  0.645991  0.421675  0.520273  0.94304   \n",
       "\n",
       "                  si        r2  \n",
       "observation                     \n",
       "3a           0.11582  0.968518  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>n</th>\n      <th>bias</th>\n      <th>rmse</th>\n      <th>urmse</th>\n      <th>mae</th>\n      <th>cc</th>\n      <th>si</th>\n      <th>r2</th>\n    </tr>\n    <tr>\n      <th>observation</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>3a</th>\n      <td>9105364</td>\n      <td>-0.489382</td>\n      <td>0.645991</td>\n      <td>0.421675</td>\n      <td>0.520273</td>\n      <td>0.94304</td>\n      <td>0.11582</td>\n      <td>0.968518</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 30
    }
   ],
   "source": [
    "cc['3a'].skill()"
   ]
  },
  {
   "source": [
    "## Spatial skill\n",
    "\n",
    "Spatial skill with 1 deg bins and default bin edges."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = cc.spatial_skill(metrics=['bias'], bins=(np.arange(-180,180,1), np.arange(-90,90,1)), n_min=20)"
   ]
  },
  {
   "source": [
    "Add attrs and plot"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x2823764c310>"
      ]
     },
     "metadata": {},
     "execution_count": 32
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 576x720 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "ds['bias'].attrs = dict(long_name=\"Bias of significant wave height, Hm0\",units=\"m\")\n",
    "ds['n'].attrs = dict(long_name=\"N of significant wave height\",units=\"-\")\n",
    "ds['x'].attrs = dict(long_name=\"Longitude\",units=\"degrees east\")\n",
    "ds['y'].attrs = dict(long_name=\"Latitude\",units=\"degrees north\")\n",
    "fig, axes = plt.subplots(ncols=1, nrows=2, figsize = (8, 10))\n",
    "ds['n'].plot(x='x', y='y', ax=axes[0])\n",
    "ds['bias'].plot(x='x', y='y', ax=axes[1])"
   ]
  },
  {
   "source": [
    "## Multiple bins - spatial skill for wave height \n",
    "\n",
    "Use all_df to obtain and df argument to pass customized data back to comparer."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                           model observation          x          y   mod_val  \\\n",
       "2018-01-01 00:00:00.000000   GWM          3a -33.706020  23.181158  2.292599   \n",
       "2018-01-01 00:00:01.000005   GWM          3a -33.720741  23.240074  2.292612   \n",
       "2018-01-01 00:00:01.999999   GWM          3a -33.735474  23.298990  2.292624   \n",
       "2018-01-01 00:00:03.000004   GWM          3a -33.750214  23.357904  2.292637   \n",
       "2018-01-01 00:00:03.999998   GWM          3a -33.764965  23.416819  2.292650   \n",
       "\n",
       "                            obs_val  xBin  yBin        val_cat  \n",
       "2018-01-01 00:00:00.000000    2.611 -33.5  23.5  Hm0[m]=[2, 5)  \n",
       "2018-01-01 00:00:01.000005    2.608 -33.5  23.5  Hm0[m]=[2, 5)  \n",
       "2018-01-01 00:00:01.999999    2.518 -33.5  23.5  Hm0[m]=[2, 5)  \n",
       "2018-01-01 00:00:03.000004    2.729 -33.5  23.5  Hm0[m]=[2, 5)  \n",
       "2018-01-01 00:00:03.999998    2.593 -33.5  23.5  Hm0[m]=[2, 5)  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>model</th>\n      <th>observation</th>\n      <th>x</th>\n      <th>y</th>\n      <th>mod_val</th>\n      <th>obs_val</th>\n      <th>xBin</th>\n      <th>yBin</th>\n      <th>val_cat</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2018-01-01 00:00:00.000000</th>\n      <td>GWM</td>\n      <td>3a</td>\n      <td>-33.706020</td>\n      <td>23.181158</td>\n      <td>2.292599</td>\n      <td>2.611</td>\n      <td>-33.5</td>\n      <td>23.5</td>\n      <td>Hm0[m]=[2, 5)</td>\n    </tr>\n    <tr>\n      <th>2018-01-01 00:00:01.000005</th>\n      <td>GWM</td>\n      <td>3a</td>\n      <td>-33.720741</td>\n      <td>23.240074</td>\n      <td>2.292612</td>\n      <td>2.608</td>\n      <td>-33.5</td>\n      <td>23.5</td>\n      <td>Hm0[m]=[2, 5)</td>\n    </tr>\n    <tr>\n      <th>2018-01-01 00:00:01.999999</th>\n      <td>GWM</td>\n      <td>3a</td>\n      <td>-33.735474</td>\n      <td>23.298990</td>\n      <td>2.292624</td>\n      <td>2.518</td>\n      <td>-33.5</td>\n      <td>23.5</td>\n      <td>Hm0[m]=[2, 5)</td>\n    </tr>\n    <tr>\n      <th>2018-01-01 00:00:03.000004</th>\n      <td>GWM</td>\n      <td>3a</td>\n      <td>-33.750214</td>\n      <td>23.357904</td>\n      <td>2.292637</td>\n      <td>2.729</td>\n      <td>-33.5</td>\n      <td>23.5</td>\n      <td>Hm0[m]=[2, 5)</td>\n    </tr>\n    <tr>\n      <th>2018-01-01 00:00:03.999998</th>\n      <td>GWM</td>\n      <td>3a</td>\n      <td>-33.764965</td>\n      <td>23.416819</td>\n      <td>2.292650</td>\n      <td>2.593</td>\n      <td>-33.5</td>\n      <td>23.5</td>\n      <td>Hm0[m]=[2, 5)</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 33
    }
   ],
   "source": [
    "all_df = cc.all_df.copy()\n",
    "mean_val = all_df[['mod_val','obs_val']].mean(axis=1)\n",
    "all_df['val_cat'] = pd.cut(mean_val,[0,2,5,np.inf],labels=[\"Hm0[m]=[0, 2)\",\"Hm0[m]=[2, 5)\",\"Hm0[m]=[5, inf)\"])\n",
    "all_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = cc.spatial_skill(df=all_df, by=[\"val_cat\"], metrics=[\"bias\"], bins=(np.arange(-180,180,5), np.arange(-90,90,5)), n_min=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds['bias'].attrs = dict(long_name=\"Bias of significant wave height, Hm0\", units=\"m\")\n",
    "ds['n'].attrs = dict(long_name=\"N of significant wave height\", units=\"-\")\n",
    "ds['x'].attrs = dict(long_name=\"Longitude\", units=\"degrees east\")\n",
    "ds['y'].attrs = dict(long_name=\"Latitude\", units=\"degrees north\")\n",
    "ds['val_cat'].attrs = dict(long_name=\"Range of sign. wave height, Hm0\", units=\"m\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<xarray.plot.facetgrid.FacetGrid at 0x2827e3e3b20>"
      ]
     },
     "metadata": {},
     "execution_count": 36
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 864x288 with 4 Axes>",
      "image/png": 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DI2s7Xd4huP/w0LYnVoa2vfGIJ6Ok7uS2dyzovZ7ct6QaXvfFYPE7+hp3l0ENY1x+6dJQ96W90Wq794YsXH/z21x8wBnDmkENx23eyhSzI8voNoP9XDFZAkCuv68aLjtzHUohv4Tx0pu8vBnMWcDQFsWX9zkjZQ3nl8xxUKa5lmWGt4RNCcl/B3AaolvHtiB6l+HFSHnhupndRfIKAHcjekH7O2JDGAC8HZFxrAuRHez7cfwXAHyZ5GZEV1bOqUvF60DrTFiEEEIIIYRYUBClOj10b2Z/kLEo9YXrZnYRgItS4m8GcFxK/CjiCc9CQxMWIYQQQgghGkD0pns9gTFXNGERQgghhBCiAZgR45afPqGYEk1YhBBCCCGEaBDlOj3DcjCjCYsQQgghhBANIHroXreEzZWWmLAwl0O+JzLjmLN01GKNaiW82STnjCdWDnai8vBwevqlwaICb/tqD+vSW8KKKfs2YT9xZrDx0VC+s4TNxAzm8ZaVRWeeaiQNtsyMre3GI394IlbfFo59z/17QoJtT9S9zEaRMNfN0CaYW7WyGt7+onUu0yi8+mu3h6jVIe2j/9BTDW/sDy8NbiuFujx2U7COte8LWfetHaiGtzy+4oA6cX8Yyp/2mZB38b7bXaKZnTBL+1wFfPggJtFuMsaegmsf1bch1Jp/fC6rxzi5mMk6l3lKzjJZobB+bTVsK4LlrlwIbT83FM515iyHLLu+PzQSwmPuWLi/KUoVO1i9xlqZwVqY+j10fzDTEhMWIYQQQgghFhp66L4+aMIihBBCCCFEgyjN/qWQIqapExaS/QA+j8gFbQDeAuA+AF8HcDiAhwG8xsz2pOcghBBCCCHEwsRATJiuD8yVZl+j+icAPzCzpwF4FoB7AFwA4Doz2wTguvi7EEIIIYQQi4rKQ/e1fEQ2Tds7JPsA/BaALwCAmY2b2V4AZwG4LE52GYCzm1E/IYQQQggh5oKBKFltH5FNM6dzRwJ4EsC/kbyV5OdJ9gBYY2bbACD+f3XayiTPJ3kzyZvHbTQtiRBijvh+VhoeanZ1hGg5dC4TovUpI1fTR2TTzJvqCgCeA+CdZnYDyX/CDG7/MrNLAFwCAEvzK6yqmHTqTub8bDXSJHoVpVcnsr09JM3QVZadMrnu1KIcnUZ7mND9OkWj3858b2/6yuPp6kwbCSfQxD6q4PTGCRWnq0tCS5m1DQ1W8i52WHB6ad+uC6ELmzuG5ppwlhYUB1pBD8D3s86nbDA8awCPHNYZit8bFK4br+2vhrtvebga3vfCowAAO04M9c6PhPDK20Nlu799kyu8ce0gqfQOuuHS7ukflyvv2VsNTywJ8Utesh0AsPXlh1Tjnr3m8Wp4uYX1lrYFbWpHLvSh/v8V+ltnPhzPslNibv3iU6Ly7thejXv01etdBZ2m2ZHv6a6GE/r3Ro5ri4DE+Lh2TRToDW1ifE0YM9tuuT+st2J5NfzIORuq4eHDXOd72/TlJ85l7WuMS/uQ7w/9o7xrdwiPjBywflQZp+11/b06ZrvxuDQ4OH2lmoxXObO7PyzoDm04d9ShIU18vhtf1hWWj4fxwwpuf3aEMTM37MZMV35uZxgHirt2hXLcOKzzVB3w7bYtOi6J8cgtz/eFfkg3lgEAHseCxgzSGteBZu7BLQC2mNkN8fcrEU1gtpPRCw3i/2doshdCCCGEEGIhQJRr/IhsmjZhMbMnADxG8qlx1BkA7gZwFYBz47hzAXynCdUTQgghhBBiThiAcSvU9BHZNHvvvBPAV0m2A3gQwJsRTaKuIHkegEcBvLqJ9RNCCCGEEGJWGIiyHqifM02dsJjZbQBOTFl0xjxXRQghhBBCiLojZfHcafYVFiGEEEIIIVoSQ1KcImZHS0xYrGxV6405Q07SEhbHeduSs8MkzDo+niGPnDNWlMfqrJ+ss3GkPBwUUDlnVmEubEOWMc0bxvz2e7NQ1TrjLVXerua2xyaK6Wk8Mq5MSeJYtQdLF50RyMaCpS3XFdKgVJ99a+M5jG3tAdudgW4itI/HXh+O86YPBKNcLx4DAPS4S+Jb9vRXw1uPDGlXd51cDS+76s5quDQwMMfaJ0mYaHbPzJLl+9a6T95QDT+w4SQAwCmn3h3Sum0eLobtbHdmsAcGgmltSVuoy8P7g4Vq2+Mh/LTfRAaj4oMPV+MOvdJZkLZsS633YrBDNYOEXXHffgDA2DHBuja8Opwzlj++qhre/Ja11fDEUjeuFedw64eVgdExIO9sl64vF9xYbn7MdGOsP39Vx/XuYM9yZ7dF0SaKO56shvP9/dVwzp3fi2v7MZncRDgm40vCPuzYEfTsxaUhvu3JsC9Ke/em1sXby8TcSfyNVmmr7u+swvrQx9DmDG35xfbHP1HSA/VzpiUmLEIIIYQQQiw0dIWlPmjCIoQQQgghRIPQFZa5owmLEEIIIYQQDcCMmCjrz+25omtUQgghhBBCNAADWvbFkSS/XEtcPdCUTwghhBBCiIZAlFr3GZZj/ReSeQAnNKKglpuwJGxXGRaskMDbsFxj8iartPUA5DqCXaTuxrDZ4rYhYd9wlihLpE8xdADJ7c9KXy0nlJlzxqryaDBWyawyS7KOZ9FZ1wZDONcVTECJY+XtKv7YzrDZdnSN48hjH0dnPpRZyIW2NVwM5QyOh7bQHZuvvAGrkHemsXxoldvPCG1l79HPqIYP+8hN1XCz21O+t7catqMPq4aXPBLt883HBevX6u5gHrp/Z4gvl52tz+Xt98voaNifvSuC2ej+t6wAAGy67KnVuOKd981oG0Qg0W/icbDc7vqeO0D3/NWyanjt6h3V8P6R0N77usLY98hMK9PWBtuwGhwKnTMx6o64+DZ3+vbj7fCIyy9OMx76DHuCaSznjJDefreQyLUHu543IdLti8LuqH+Mrw19c6IvHJPCYNj+0pIQD3MH1+23/Ipg5Svt2h2SZ50bxZyp2ETzS/tCpLeUdoXjxuLiOg7RQ/eL7+rJVJC8EMBfAOgiub8SDWAcwCWNKLPlJixCCCGEEEIsFFrtxZFm9rcA/pbk35rZhfNRpiYsQgghhBBCNAADW+4KSwUzu5DkBgCHwc0pzOyn9S5LExYhhBBCCCEagBkwYemPFyx2SF4M4BwAdwOo3KtnADRhEUIIIYQQYrHQqldYAPwugKea2di0KeeIJixCCCGEEEI0gOiWsNZ6hsXxIIA2AJqwCCGEEEIIsVhptTfdk/wUolu/hgHcRvI6uEmLmb2r3mVmTlhI/nkN6w+Z2b/WsT6zgmRVW2zloClMVRk7vKIw1xXUieWRoDdMNDEuzBlyRbHMdqevdbphGx+fvEqU3u8fpw/MUkN7BSQrqkmf1u23rHJYCHUs+3p5xXQGFb2lP8YJxW2GBnixqSgr+yjX5dTZXmfqNJ/sDkpWG3P7M2ObrTz9fs6sF4HOfBGjpTBs7BroqYbbcqFM/wKsPUNOGxszvCOsxzHXr3qDMnl0vTu2NbSPeuPV5cXnHVMNP35qiB9eH7Z5w6YnAABP7Fpajdu1P2znxFjYbzYRtnnpyqA+Htgf9lWhPeQ9NBSUnkd/aQ8AgDuCbtWrlum0oOUnd4Vwhn7d98lc35KQfn+oV6WfZfblhaJ2r5HCurXVcGnDqmo4NxCNYUOrw3buOj38cHj4urA/u9pC+xwthmO7bzi0jxlTLoODIwkNMfKuf3iVsU/jVMUYCnriytjHgmt7ow3/IXRWeH1xYozrC207Ma65850Von1U2OPaYcEp93fuc/FuHzrlv1dDl/eG9Ivt/LEQ8WNFlpY+oemuJnZ/c/h27dv7IqAVtcYAbo7//xWAq+ajwKmusLwPwGeBKaeFbwPQ9AmLEEIIIYQQC4/WuyXMzC6b7zKnmrB82cw+PNXKJHumWl4L8VsxbwbwuJm9guRyAF8HcDiAhwG8xsz2zLUcIYQQQggh5ptynW4JI/lnAN6K6MLNHQDeDKAbGX83xy94PA+RwetdZnZNHH8CgEsBdAG4GsC7zSzxbvEa63MHJr2THMA+RH/Xf9TMdh241uzInPKZ2funW7mWNDXwbgD3uO8XALjOzDYBuC7+LoQQQgghxKLCDJgo52v6TEX8vpN3ATjRzI4DkEekFE79u5nkMfHyYwGcCeAz8UUCILqD6nwAm+LPmbPcvO8D+B6A18Wf7wL4HwBPIJoQ1Y1pH7on2QHg9xHN3PxLYaa8+lILJDcCeDmAiwBUnpk5C8BpcfgyAD8G8IG5liWEEEIIIcR8UucXRxYAdJGcQHRlZSuAC5H+d/NZAC6PlcMPkdwM4CSSDwPoM7NfAgDJLwE4G9HkY6acamanuu93kPy5mZ1K8vWzyC+TWm6q+w6ijS4CGHKfevCPAN4PwD9Ru8bMtgFA/P/qtBVJnk/yZpI3j9vieuBTiMVCop/tTZcqCCFmT6KPlYanX0EIsegogzV9psLMHgfw9wAeBbANwD4z+yGy/27eAOAxl8WWOG5DHJ4cPxuWkDy58oXkSQAq9pZi+iqzoxat8UYzm+2lokxIvgLADjP7FcnTZrq+mV0C4BIAWJpfaVWriLcgFcO+qpilkuYwZ7hy62XaxZypyJuqmkG+v78aZleKlcYbZDLMUN7EYsWMduUNKc7CZYzypLOLJSxq5k0g6daxhHGoPd2I5fd5OcN2lpbWFoHYJaudVexgfj/kljirVsZ69OYUd1xsMPy+wM5gm6rlZwffzzqfssEe2LkSK/uCPcqbknYPhvJzDP1jdChqZ7ntoeycG3kKg6Gu44WwbYXlwdozduYJ1XD7926cvuJ1YM9rn10NDxwa6lh2Mj5vNdu6ox8AYAMhQSnnLDfjoX8UhkK4eN/yatg2hDY87vK2orP47Yv2f9EZwPLepORuQ/btJrdmZdiGncEw5ttZed/+kE2KHckyxoMFhauX3y/eYujNYPkn91bDe07dCADY+cIw1nQvCe1waDyMmXtGgtFt3x73OOcMf0lNnMvaVhuGhrONf77ve4OSH7+9EaxybN16ZW8Ja4J9z5Mwg3WE8SFhPxx1hkRv+GoL/Yzbo75Ab5B054vymNvmxHknlO/387TnGjEjEud9ZwzzZrDU85pvq0vC+YVji+v4zNAStpLkze77JfEYAZLLEF1AOALAXgDfmOYqRlqhNkX8bHgrgC+SXBLnux/AW+Nn3P92lnmmUsuE5Rckn2Fmd9SzYACnAnglyZcB6ATQR/IrALaTXGdm20iuA7CjzuUKIYQQQggxL8zAErbTzE7MWPZiAA+Z2ZMAQPJbAE5B9t/NWwAc4tbfiOgWsi1xeHL8jDGzmwA8g+RSADSzvW7xFbPJM4up3sNSefK/AODNJB9E9FIYRnW0Z86lYDO7ENF9d4ivsLzXzF5P8uMAzgVwcfz/d+ZSjhBCCCGEEE3B6vYMy6MAnkeyG8AIgDMQ2biGkP5381UAvkbyEwDWI3q4/kYzK5EcIPk8ADcAeCOAT82kIiRfb2ZfmfzOxspdN2b2idltYjZTXWF5Rb0Lq5GLAVxB8jxEB+fVTaqHEEIIIYQQs8YAFOvwHhYzu4HklQBuQfR8yK2IbiddgpS/m83sLpJXALg7Tv8Os+oN829H0Bp/HzN/4L5yH2zvlKnqSOaExcweAQCSXzazN/hlJL8M4A2pK84CM/sxIqsBYmfzGfXKWwghhBBCiGZQzzfdm9mHAHxoUvQYMv5uNrOLEJl4J8ffDOC4OdTjX+P//3q2ecyUWqZ8x/ovscP5hIy0QgghhBBCiJhyfFvYdJ/FBsmjSV5H8s74+zNJ/mUjyprqGZYLAfwFIt9zRR1DAOOIjSYLCUsxYXkDSNVm5V/k6awUNuGsVoWM3eJNLJZuFUsz69SL/PJlocxOZwaLjRkJE0ebt6k4E4ezBiUMHGMZ9fb7wltpcvFcN2GtSTfOJPdJumWI3oLkLS5OJ1XJp5H7eD5JWNomvBEqCifMYM6ak2jD/jgX0/cL29tS42dKjob2tiK27eyvxvX0BIPPxFioS2kolJkbiY6zuap2bQvHu+TEZW17w7GfyIUFW04LbeXouw6rhosPPzLDrUjB266e7x7Nc7s557pK+74Qbtsf6liMD1fODRNtAyE83ufyc5Ibc10oNxr2S35vaB95V36137r+VtrnKuXC+d5wtd63g1xXaE+5Zf2hLvtDhUsDrvIpWHFiyuVNw4/NK4OBLTEm7gv64P0nrK+Gt58cH3RnehvZF8LD7c5ClQ/hfHfYF+X9zjw1U8ollPcPZNoZgfR97s9f1bEZwZRl3vDoj1szTG++TH/u9FbPPXtT01venTNSTFHeBOdNnsw5a6IzgFkzbGAJm2ZzLW31JvG3kN///pzu/2bwVrdyfPwzrHj+2GaaXBcodX4Py0LjcwDeB6ByxeV2kl8D8NF6FzTVLWF/S/LvAHzezN5S74KFEEIIIYRodaZ7x8oiptvMbky84qLO71+pMKXW2MzKJJ/ViIKFEEIIIYRoaax+z7AsQHaSPArxPQkkX4XopZZ1p5b3sFxP8rmxa1kIIYQQQghRAwagWF6gL9qdO+9A9JjI00g+DuAhAFO9zHLW1DJhOR3AH5F8BJHruS7vYRFCCCGEEKKVaeVnWMzsQQAvjt9snzOzqR9+nAO1TFhe2qjChRBCCCGEaGWsRScsJDsA/D6AwwEU3IsjP1zvsqadsJjZI/FzLC+Io/7HzH5d74rMlaoZxT/4k2IEyzIm+fiEsWl4OC05WHD5ONOHN2OkLU/k4c0ZHcE25C0vpSFXfsnl47ezP9IP0ZvOXFombGDOkOKtZxnWDWZYwipWGnMmoRnbu9x+KWfYWlL2ZuvgjmGuy1nfKm21w9mGEtY31/b8Me90uq1xF+/aFnKzHzRLY3nsf3QpcstDexqfCPVq7wjtqdwe2sIYo/I5Htr1yJoQbt8X6tQ26Kq9O7TJQhDEYOi4NdVw144nQ5lpfdUZeQrOsuf3Q2mPs2rt2F8N93Q7u575/h6CxU53DOPNp+sG3ozWsdev56ro8isMh/xW3Bn6x9JfBBta0W3zdCRMX9NYv1qR0ool1XCxN/SnoXUhXHLdbNXN0f/7jnLWwoxByL8HzvLOZjiHv0usbAeYq6yUYbLKMHylmposw+jWSEtVlg3Lny+zxv208ygm2b7GwjgUtjPD3ulux2m6ZbLFzGBZZJnBymOjackzMnFWOH88M2x5C5kWfuj+OwD2AfgVovfBNIxpJywk3w3gDwF8K476CslLzOxTjayYEEIIIYQQixlr7YfuN5rZmfNRUC23hJ0H4GQzGwKAWHX8SwCasAghhBBCCDEFrXpLGIBfkHyGmd3R6IJqmbAQibf9oRTHCSGEEEIIITJpvYfuSd6B6AbpAoA3k3wQ0S1hDRNz1TJh+TcAN5D8dvz9bABfqHdFhBBCCCGEaCUMQKn1tMavmO8Ca3no/hMkfwLgVEQzpzeb2a0Nr5kQQgghhBCLGUs6oFoBM3tk+lT1pZYrLABwG6I3VxYAgOShZvZooyolhBBCCCFEK9DClrB5oxZL2DsBfAjAdoTnVwzAwnlxJAlUtMReh+i1vTHmtL4JbWwu43Kd1/26vL0a0ev2ck4tG5SNTsfnlYpe2efKLzsNsdc4lvY5/apT4jIfr+sVxG2uc3gNrlNBepUyyk416VS5Po2NOB1h/HNBUxSRWbrMWlZNU37Wkk+dymR7aHP+mLO7K6xQifdt0v8845XWvn369P64eJX3XH7myRvQO5HQ+k6MO52ri++4O2zPmlMP1PA+ubO3Gh7tCXl0POFUwm43dz8ZvhQ7naL0mKNC9e59qBouDUZ+5HxfKCfRVsdd/3V9rLj5wWq4s+j76qpqcGhtuhq9c3e0A8aWub7phqDRFS47t23F7hC2vLk0IVzcui21zIYykzbv0g7/7nOr4c5dYSzJ/fS2afPLuf5R6Z9WnF5hWlgdjs/E0RtCHq6vDG4IeY/6Y+SqUo4PbefuEDe8NoTbnBna66tHV4VjVe6Y+0+pNY2rGfvQigtEm1vDODnT84fNIHlyfF98GtwFTZZS27/uIe/G6bF0223ifJzWFrwCe6G061lgaOmH7ueNWq6wvBvAU81sV6MrI4QQQgghROvQeg/de0geBmCTmV1LsgtAoRFvvK/lKaDHEL0Upq6QPITkf5O8h+Rd8fteQHI5yR+RvD/+f9l0eQkhhBBCCLEQMavts9gg+YcArgTwr3HURgD/0YiyarnC8iCAH5P8HtxbLM3sE3MsuwjgPWZ2C8leAL8i+SMAbwJwnZldTPICABcA+MAcyxJCCCGEEGJeMQPKrWcJq/AOACcBuAEAzOx+kqsbUVAtE5ZH4097/KkLZrYN0YP8MLMBkvcA2ADgLACnxckuA/BjaMIihBBCCCEWIS18S9iYmY0zfl6QZAGJJ13rRy1a479uRMEekocDeDaiGdqaeDIDM9vWqJmaEEIIIYQQjWYx3u5VIz8h+RcAukj+NoA/BvDdRhRUq9a4YZBcAuCbAP7UzPaTtc1CSZ4P4HwA6MwtASsmLGf2sZw3aeUrK4bl3iI2jV0MANiWvrvoLEw27mwksUkjsd54sJR5+01p0Jm5nGnDW6XyvUtCPiVnz9gXPdvkrWfelOO3ue3JQVeXidSwN3dk9bJqvUZGUpc3lBlaujKNJq59ZNlnKvsiYUtzxpMsy03CDJYRTpjmvOGrcrycZQVdnSHsbW05d6zGfLxb11nn0OVsZDXg+1l+eT9sPA92uG12vxoxF9rKyKGhDz2lJ2qfo6XQD3o3hLruGAgmr/2Fnmo4Pxi2rX1/2J72Adcm/W5bE0xR+Xg/l4eGXV1du3FtIr96ZYhe3heSh9TovD+Yzjq2B63XjpPDI3bF7mhflNx1aPOSQRefd4cq7w5P20DYn+0DTTDweabpZ/mlS6vhkVOOrobHloZ9W+wO/WbpCceGrG++I+TT318Nj58QrG+Fyph4w+2p5ee6w3EYOumIanjgkNDOVl+/txoeXR7avre3lVOkb4WhEC72OENdaJ5o3xu2s9Tt9lXnDC2C/lyG7nk1L2ZZE5NjY5Pb4UyYg81xweO2Lef+pii7vykaiTf4lSdcB8raz1l/R2WZOlucFraEXQDgPAB3APgjAFcD+HwjCmrqhIVkG6LJylfN7Ftx9HaS6+KrK+sA7Ehb18wuAXAJACxtW33wtHoh5hHfzzoO36h+JkSd8X2sj8vVx4RoMQxs5QnLWQC+ZGafa3RBTXsKiNGllC8AuGfSA/xXATg3Dp8L4DvzXTchhBBCCCHqgdX4WYS8EsBvSH6Z5MvjZ1gawrQTFpIfI9lHso3kdSR3knx9Hco+FcAbALyI5G3x52UALgbw2yTvB/Db8XchhBBCCCEWFxbdElbLZ7FhZm8G8BQA3wDwfwA8QLJpt4T9jpm9n+TvAtgC4NUA/hvAV+ZSsJn9DEDW0TljLnkLIYQQQgixELDy4puM1IqZTZD8PqKLRF2IbhN7a73LqeWWsMojiS8D8O9mtrvelRBCCCGEEKIVaeEXR55J8lIAmwG8CtED9+saUVYtV1i+S/JeACMA/pjkKgCj06wz/5QjU4V5Y4a3c8XmpSwzmF+vahxD8hKQN0XRWZuybE+Vdc1ZmhJ5ONOXN214A0fCMNYXbErYtz+sOjFxQDmlrrBewRnIyh3eQBbScMyV4y1UQ84C5s0xI05ttFBwFpWE6czj9nMthpKqsc21m8R6GVYa3yZyS515yh2jsjOs5bwBrnKcJ5zFbSSjy/n27us45uJ9+0zPpTYIsKOE0pizd3WHOhYnQvzqQ/ZUw48PBJtUha42t17JHTdXwXLBWceCyAvFLtcOc2G/9T4a2nZbZxzuCv0tv3ugGi49+njI0NlvNr9uRTV86LXhWHXsDv2N28NxK3UGS9hoXMecH4KclK/gupJ/h1jH/rCdHftCuPOBndVwum+nCbj2PnF8MHoNHOrGFS+RK4XtKXc6W57vNxuCuX5kVchnyXC01YU1YXlxu3OwuPGz1BHyW3lrUHzZHfdXw71HPCfUpT20odH+sG7lWIysCMt7HnM2MCfr89vZf3fYtr1PWzy/pGYZwLKsiVlk2Q/nnVYzgzn8Pk5YuuaJWmxkiTQtfCxmiqGlLWFvAnA5gD8ys4b+YVjLe1guIPl3APabWYnkMKLLPUIIIYQQQogsDIlXALQSZnbOfJVVy0P33QDeAeCzcdR6ACc2slJCCCGEEEK0Ai18S9jzSN5EcpDkOMkSyf3TrzlzanmG5d8AjAM4Jf6+BcBHG1EZIYQQQgghWorW9Rp/GsAfALgf0QP3bwXwqUYUVMuE5Sgz+xiACQAwsxHM8VZ4IYQQQgghWh/CyrV9FiNmthlA3sxKZvZvAE5vRDm1PHQ/TrIL8dyP5FEAFuAT10IIIYQQQiwgrKUfuh8m2Q7gNpIfA7ANQE8jCqrlCsuHAPwAwCEkvwrgOgDvb0RlhBBCCCGEaCnqdEsYyX6SV5K8l+Q9JJ9PcjnJH5G8P/5/mUt/IcnNJO8j+RIXfwLJO+JlnyQ52xnVGxDNJf4EwBCAQwD8/izzmpJaLGE/InkLgOchuhXs3Wa2c5rV5p94X7O7K8R1ufDwcLTc6xfhdK9eZdwZVKiJp6Cc/rSiUQYm3R/ndJ0Wa/28AjmRXz5dgwunLPS65eLmB1Ernbc/Gr4sO1ArewBe1VtwzaLgVKTepBinqWp/AVjRaXibgdMo5jq705N4HaTf5+7XD68trhwX324yFZ7u2Od7Qvnm1NBZakhz2mJW2og/Dl5v7dTIvj35uvh248O5WY9JAMeIzs0dKLf52NBXch2hLk/udPETUZmlTtdn3KXv3HgId+0N4bZgIU50MmZYU0dXhP5p+UgNnRtzeumusDznjk9py9Zq+Mi/3BLycPszSyK69uerquEnT4j62dCG9LR5pzXu3RnybhsI4fY9oR3Y7r0ZpTaPnBsDnzwujGsde73qOwQLIyGexRAuHHFoNexV6yWnGy51R20+PzScWn5u3ZpquO/moKn2x9Mfw74bHgsV63U/ALq+Z31R/LLxcMTLS8J2ji8L4VJn6O89dwfdcmEkvILgERwcNFVlfJDQ9PNrLUhlPAV1u8LyTwB+YGaviq9sdAP4CwDXmdnFJC8AcAGAD5A8BsA5AI5FJMy6luTRZlZCJNI6H8D1AK4GcCaA78+iPkcBeNLM9gP46zlu25TUYgkjgJcCOMHM/hNAN8mTGlkpIYQQQgghWoI6XGEh2QfgtwB8AQDMbNzM9iJ61chlcbLLAJwdh88CcLmZjZnZQ4he7ngSyXUA+szsl2ZmAL7k1pkpb0J0O9gvSX6M5P/2V3jqSS23hH0GwPMRWQAAYADAPzeiMkIIIYQQQrQU9bkl7EgATwL4N5K3kvw8yR4Aa8xsGwDE/1fetrsBgLu0jC1x3IY4PDl+5ptl9kYzOxrRbWBbEM0PnpxNXtNRy0P3J5vZc0jeGlduT3wZSgghhBBCCJGFYSYGsJUkb3bfLzGzS+JwAcBzALzTzG4g+U+Ibv/KIq1QmyJ+xpB8PYAXAHgGgJ2INMf/M5u8pqOWCcsEyTyCJWwVAN2oKIQQQgghxHTUPh3YaWZZL2ffAmCLmd0Qf78S0YRlO8l1ZrYtvt1rh0t/iFt/I4CtcfzGlPjZ8I8AHgDwLwD+28wenmU+01LLLWGfBPBtAKtJXgTgZwD+plEVEkIIIYQQomUw1vaZKguzJwA8RvKpcdQZAO4GcBWAc+O4cwF8Jw5fBeAckh0kjwCwCcCN8W1jA/Fb6gngjW6dmW2W2UoAbwHQCeAikjeS/PJs8pqOKa+wkMwBeAiRxvgMRJeRzjazexpRmVlTLsOGYwWPMyv5Q1+1MHmrkjd95Zzda8yZnLz9xMe7dZHLmPfF6yZNUq5Wvi7OXuUtVJMyzIg/kOL2YK3BjiB1Kxx5WDVcXhpMSbkhZ57KKMa8ASSuO529irnpL3mWvaWrzkaRnLfCtTuVlbN+eXMf88H4Y8PBRMRCOJ4JY1wlzoVL+53Kym1PaXDQrZBLTeMp+/KLxbh+Ge0gK95vW3v6XZtWzPJdTU9hFFh+bxnmNqcwErZnoicsKBec7Sk2P+WKYXnHvrJLm6ihS+P6hDNM0fWb3Kgzo7kyC/ui/s4Bp+YaGgplTgTjjt/P5bGZmXjKt9xVDa+4Ndq+ZS94Vmra/GjYntyIK3+Pa0NjoR/6NuHtWGnmukSdGtHH4jbMTWH8WHP9/rDY77eECdHZ9bbvCnXcuLoaHl0V+m37QKhvYV803nrLXWLb3Bjnx88sY1Vpe7itmjt3h7AfK/buj8tJbwedvUvCFz/uu/PByht3QwghPKzfW+zfCeCr8aMZDwJ4M6KLD1eQPA/AowBeDQBmdhfJKxBNaooA3hEbwgDg7QAuRfR2+u9jdoawigjgUACHATgcwFI06C6sKScsZlYm+Q9m9nwA9zaiAkIIIYQQQrQkNb5jpaaszG4DkHbL2BkZ6S8CcFFK/M0AjqtDlX7mPp82sy3TpJ81tTzD8kOSvw/gW7H+TAghhBBCCDEt09/utVgxs2fOV1m1PMPy5wC+AWCM5H6SAyT3T7fSXCF5Zvxmzs3xi3CEEEIIIYRYXNTpTfcHM7W86b53Piriia1k/wzgtxHZDG4ieZWZ3T3fdRFCCCGEEGLWyK07Z6adsJB8Tkr0PgCPmNnsn+CdmpMAbDazB+M6XI7ojZ2asAghhBBCiMWBoWVvCSN5qpn9fLq4elDLMyyfQfSimjvi788A8GsAK0i+zcx+WO9KIf3tnCf7BCTPB3A+AHSyJxiSvCHGmVvSzDpsc3aYvLs7bjzDFJRPt8Ik4901vdhY5pspOw60TgFJE455U9BEHeaEzhRUfOChaji/dGlIs6w/JO8KdaQ3bHU481TFmDbq7WLO2OSPgwv7/W/Fuf/kUFixIjXeG5Yy7VnukSwfz65gD6ta5zKMQAVnpSvu3uPyLqeHM/D7y0ZGDkzgTGNZNjZvSbOMdpNlUMoi0c86lqL7iTHkB8MxH12/JH098+HoS8UWBkwyirluOLo8pNmbYTorjIZwx153DN2mde2O1m3fHdpyYUco098LWx4cQl2Ij3Pup7dWo/L9/aF+PcHKV167PMQvCfHW2xPq6McKP97EpreE8c1bBl2frUcfA4DCU46IqtEe2ntu575QztLQDsqdIY25fpPbsKoaHlsZ2urEkjAmlDrC8R88ItoX3V3HVuPyNwf3Szmtn0yBFSdSw3Bjb7Wuzn5ofn96U2TChuZa1JbtM6pXoo+he5rUQojFSB0tYQuNTyGaI0wXN2dqmbA8DOA8M7sLAEgeA+B9AD4C4FsAGjFhmfYtnPGbPy8BgKX5la3bFIRoIr6f9fVuUD8Tos4k+hiXq48J0Yq0WM8m+XwApwBYRfLP3aI+AKnOfZJX1ZD1bjN7U9qCWiYsT6tMVgDAzO4m+Wwze9C/06LOZL2dUwghhBBCCNE82gEsQTSP8M+67wfwqox1ng7grVPkSUTPr6dSy4TlPpKfBXB5/P21AH5DsgPAzN6yVjs3AdgUv5nzcQDnAPg/DSpLCCGEEEKIhtBqt4SZ2U8A/ITkpWb2SI2rfTBeLxOSf521rJYJy5sA/DGAP0U0+/kZgPcimqycXmMlZ4SZFUn+CYBrEF1a+qK/yiOEEEIIIcSCxwCUW/OhewAdJC9B9Jb76pzCzF40OaGZXTE5juRaM3tiqjQVatEaj5D8DID/NLP7Ji0enG792WJmVwO4ulH5CyGEEEII0XBa7AqL4xsA/gXA5wHMzOoTcTVqfEC/Fq3xKwF8HNH9akeQPB7Ah83slbOomBBCCCGEEAcNrXZLmKNoZp+dw/o1X3qq5ZawDyF6L8qPAcDMbiN5+Kyq1SjIoJ11IgBzeuKKttZrddEZtKHm1KYJ9asXC4yMpsbT6y19+liN6fPzSlqvnk1odb3O1ak7E6reOlDaF7SkcOHCpqNCHb3ieMQpjCvK5nanTc05DavTHduEOw4lp5ouzv0RqMSxcsch1+1UsSnaUmCSptm3C6+TrRyvcobC1OlPC+7YlvftD+EsNbXXHXttcf5AwUZCyeqbZyE4gctunyf03e1tLt4pm52FuSYMyI2XML4i7NvhVU5T7Zp+zht3u6MF7QNhH+bHQ3h4ddj2gSPdxvWGTHr6Qt8bnQhl7h8KxzDX5tTQsc44PxQ0wUu2hHD//UGH3fXArmq4/KC7FbcGHfV0lPbuDV9cuHjM+mp48BnhecViZ9iJbcOhjp27w7YVRqJw256wT+j0xfmdoZzSjp3V8Fz6m3VE7XzPsX3VuI79QWU81heO4dhSp6/21mvXPkbXhPpywo2JrmuxFMXnR4MCecnTn10Nr7gzjIeFB4KTpbQzHE/LUKrnloSK+fHB96GQNrQbeJW0U5pzRdBUW5cbV2bax4QQrUnrTli+S/KPAXwbQHUANbPdNa7/uVoLqmXCUjSzfQ00ggkhhBBCCNGatO6E5dz4//e5OANw5OSEJG8xs8TtX2b2menSVKhlwnInyf8DIE9yE4B3AfhFDesJIYQQQghx0EJr3VvCzOyIGSR/Osnbp1hOAEuzFtYyYXkngA8iutTz74jMXR+ZQQWFEEIIIYQ4OLHWvUuJ5HEAjgFQvefczL6UkvRpNWSX+eB+LZawYUQTlg/WUJAQQgghhBAihnN/JHJBQvJDAE5DNGG5GsBLEb3+5IAJywze15JK5oSF5HcxxV13soQJIYQQQggxDS16Sxiit9o/C8CtZvZmkmsQKY7rzlRXWP4+/v/3AKwF8JX4+x8AeLgRlZk1ZsFEZemtomreKjirkTNwmbfDeDuQM8EkTVHpl/eSRrBcsmwAZWcjS6znrWNtbanhnM8nw3w1W/K9ve6LM1Z5M1jZXamL97dlGbDKYR/muoLlx++fnNvPs90evz+9gQ3e7ONMXnQ2roQZzIddu0DFJOaP/ZjbD349l4Zumwu9oXwbC/szYfVydSzH5fvjba7e+aXB1OStRewKBjBzRjtzaXIuzUwpt+UwvK4LuWLYzlJ72OclJ1fztqdCXJXeLe4Yuy42cIgz0bmXa5kLl0ohw+6ukE//knCs9g6Gfd5xaGRpGx4J+3Bfd9j2sf4Qv3TFmpBfT0hTuv0e1JN8f381XJ5wtjy3r8puuBld5rbftY9cKWpz+TVhGwrDrr8dFvpy9/+E/ZMwls2Ux6L3eq0YDm1281uD6WyiL93u1t0b2uGz1gaTV2c+GMt2jIT6ru4aqIZ3jkYmrzsfCeUMPDWUM3BY6OO9jzylGl55Szie+Qe3VMN+jC8PBcNYridY7/LxeD/8wqeH5eNu35bSzy/t28MryfY8sz8s+HVqciHEwUQLP8MCYMTMyiSLJPsA7EDKA/f1IHPCYmY/AQCSHzGz33KLvkvyp42ojBBCCCGEEC1F605YbibZj0hP/CtEL5S/sREF1fLQ/SqSR5rZgwBA8ggAqxpRGSGEEEIIIVqKFp2wmNkfx8F/IfkDAH1mNpUJbNbUMmH5MwA/Jvlg/P1wAOc3ojJCCCGEEEK0Eq16SxjJ3wXwX2a2z8weJtlP8mwz+496l1WLJewH8ftXKjqye83swNcBCyGEEEIIIZK06IQFwIfM7NuVL2a2NzaH/Ue9C8plLSBZfdOkmY2Z2a/jz1haGiGEEEIIIYTDwssjp/ssQtLmEbXcvTVjpsr030iehujNk1l8AcCz61mh2WBmsPHIOsN2Z9jqdPah2LJkY8Ew5A1T3l7lSRwJZwzz9i54M1jCGlWuVNDFZbVIc6Fg0EEp3VhGl48VXfrZknNbWnT7wpvUJlLq5WxgfjvNxzsDmDemzbZvsuCOsTve5eFg/smXg/nHHx94w5Yzdnl7V4LhePudpQkTGWYub5fL59LDDt/m0o5hljmtPBBMSn5/+nqZWzdRzvjc28rghrAvRtzTbGXXJQpOhte1KzrSpfawH7q2hG3Ij3pLWFgvtytkOFYIC4pFZ0xz8aVi6HvDsVWstN/tn/bQ4sb7Q3jPU0N+Q2uWVcMbd28IZW55HHOFy/ur4XLBWc92hOMzvCrv0jhjmhtWJjqj+MFQPQAhwdjysG1P2XFoSHLD3hnVN780vHCY3ZGBrfRo2A9dO4K9q9gT6rpq1f5qeE1POM6HdO2phpcWwrhy7JJgD8u7UaG0JMpzZWcwcBXLYTtv71pXDY8OLQ919e3d2fLK3v7nKO3bd0Bcz+ZQ18GjQ5sY63JtbzzUtW1nqNfIitZ9QZxoAhVDpM3sRR4JO2fG+UDMI4tzMlILN5P8BIB/RrSV70T08H3dmWrCsjQudKrR98n6VkcIIYQQQogWonUnLO8E8FcAvo5ovvBDAO9oREFTaY0Pb0SBQgghhBBCHAwQi/Z2r2kxsyEAF8xHWQ25z2w6SH4cwP8GMA7gAQBvNrO98bILAZwHoATgXWZ2TTPqKIQQQgghxJxpsQkLyX80sz8l+V2kbJ2ZvbLeZTZlwgLgRwAuNLMiyb8DcCGAD5A8BsA5AI4FsB7AtSSPNjPddCmEEEIIIRYXlnw+s0X4Uvz/389XgU2ZsJjZD93X6wG8Kg6fBeDy2ET2EMnNAE4C8Mt5rqIQQgghhBBzp8WusAD4OIAzALzMzD4wHwVOO2EhSQCvA3CkmX2Y5KEA1prZjXWqw1sQPawDABsQTWAqbInj0up1PuIXWHaiOy2JEGKO+H7W0dXf3MoI0YLoXCZE69OCz7CsI/lCAK8keTkmCbrM7JZ6F1jLFZbPACgDeBGADwMYAPBNAM+daiWS1wJYm7Log2b2nTjNBwEUAXy1slpK+tTDbGaXALgEAJbmV1quojB2WmE6DXBFb2lFp6TNueIshBNqYjolrdcTe3Wm1wSSB6T39agJpzL2efv60ml2Z6Q1dtuT7wknR3Y4/atTgSa0xaWpr2lahuI4oTv2+98reTMUvmnkXL1tNOiIcx2dacmT5fh6OZWz10TD7edqbClD3zzsVKlpSmskVcKlwaBonS2J9uYVy758r8D2K89Qaen7Wcchh9jWF+RQbnf7ojvk17E0tJuhHeEYja6K9jPLoU65saCh7djr6+fauKuqOZVxsRzSlLe6Y+u7Xj46RoWREJkbd8fVdeuJpeF4jq0I4d2nBSVw31dmoDV2fazwlCOq4X3HOwe0b27F9DNZKdiekXfW7fHYzF323afftbe+0CYe/60l1fD6G6areJLRkzeFL/G41vl4UB0PHBHKLLt2UHJjaV97aBNPjoe6bBsN+Wzo2lsNPzAY9tGy9khTvqYjqJF3ujx++5DfVMP/cffzQl1uvTtrk2qmeO/91XBP/uhq+InTVlbD/viMLgvbM3jYzP4y8X2sj8tb788aMXPcGFI571s547V5Gbpj85r72aqME3//tN49TfNK6/Xs/4voYfuNAD4xaZkhmjPUlVr+kj7ZzJ5D8lYAMLM9JNunW8nMXjzVcpLnAngFgDPMqn8BbgFwiEu2EcDWyesKIYQQQgix4DG03ITFzK4EcCXJvzKzj8xHmbVMWCZI5hHvbpKrEF1xmTUkzwTwAQAvNLNht+gqAF+LX0KzHsAmAPW69UwIIYQQQoh5pdVuCSP5NDO7F8D3SD5n8vJm3RL2SQDfBrCa5EWIHpD/yzmW+2kAHQB+FD0ig+vN7G1mdhfJKwDcjehWsXfIECaEEEIIIRYtdZywxBcRbgbwuJm9guRyRM+CHw7gYQCvMbM9cdrUV4WQPAHApQC6AFwN4N3ubqda+HNEz979Q8qy5twSZmZfJfkrRDYAAjjbzO6ZS6Fm9pQpll0E4KK55C+EEEIIIcRCoM5a43cDuAdA/EQjLgBwnZldTPKC+Pt0rwr5LKIJx/WIJixnAvh+rRUws/Pj/0+vzyZNT+aEJZ6xVdgB4N/9MjPb3ciKCSGEEEIIsaip4zMsJDcCeDmiH/b/PI4+C8BpcfgyAD9G9NhF6qtCSD4MoM/Mfhnn+SUAZ2MGE5ZJdToF0dWd6pzCzL6UucIsmeoKy68Q7WICOBTAnjjcD+BRAEdkrtlMnJ2pPDgU4it2Km/s8iYOJ1hKkM8wc2ThLFiV/L0ZK0EuTYqGhMmJ7W0uu1AXm4FVy5Nf2lcNc8WysGDCmcYSxiy3j7x1LWWbfP28Lc2ytseFUYM9K9edovzM+2PoDqLftz7st9Nf/cxn2OAqppVE2ozGwvTjWR4ZSY2vC97c4sr3ZrS6XYluL4PrR3Doyr3VqGUdYdsKuVCXVYcFs9OvdkQejYly2G85d0NvyVm/+twuzLv89g10hfiC2+ae0A8mtvRUw2m/ZhWXhDLLbS5BIcS3rwhWq4GNwUgVes30FF8cbud97JRwHHLO9JV3Ir5iqHbCPGVeOtcR6lgY4gFpvSEt3xn65vAzw3bm+/tDOXv3ZtT9xGr40ZeF/t5z+H4AwPqloZ927Arb1t8T2sGyrvBY4oP7VlTDS9rDDhgphr7/2GCoV9Hp2+7fExm5fDs4etmTIdy9Pay3agamxBnCkdDG9h/l2u2SMK7le/y4Uo9CG2hnqlPeTBg5w/Esj42mJZ8fFoHVyu+3xLkx47xSHcsnMv6OcFa+NLtYlGRmhrFKPoljnAvjQXmWf3/UxCI4hjOFSFfgZrCS5M3u+yWxSbDCPwJ4P4BeF7fGzLYBgJltI7k6js96VchEHJ4cP2NIfhnAUQBuQ3TbGRCNgvM3YTGzI+LK/AuAq8zs6vj7SwFMaQATQgghhBBCYCY/ZOw0sxPTFpB8BYAdZvYrkqfVkFfWq0JqfoVIDZwI4JgZPv8yK2q5fPDcymQFAMzs+wBe2LgqCSGEEEII0RrQavtMw6mIXtT4MIDLAbyI5FcAbCe5DgDi/3fE6bNeFbIlDk+Onw13Iv2di3WnlgnLTpJ/SfJwkofFL3vc1eiKCSGEEEIIseixGj9TZWF2oZltNLPDET1M/19m9npErwQ5N052LoDvxOGrAJxDsoPkEYhfFRLfPjZA8nmMVL1vdOvMlJUA7iZ5DcmrKp9Z5jUltWiN/wDAhxCpjQHgp3GcEEIIIYQQIguruyVsMhcDuILkeYieMX81AEzzqpC3I2iNv49ZPnAP4P/Nvtozoxat8W5ECjUhhBBCCCHETKjzEx5m9mNENjCY2S5Erx5JS5f6qhAzuxnAcXWox0/mmketTDthIfnfSNnVZlb3l8LMidiQ5K0bKB04pbXxYHNhm9t8/3pKZhijEvk4S0aWgaNi6UhYt7zRw4W9dcubzNw2WMr21ELOGaPYHWxL2Ls/hL2xy9XFRoLxJbFvK/llGbNqeP7K55frCvVKWLX8vq3Uy29Pm6t3htHNH/OEVczlXR4JZiNv2Kpa0soz3Pdu+xPGrgxjmD9Glf2Str8PWM/tN3YGbZRlGGVqyTMTQ9JIA2BTb7A2ldyyjlwo/4TVjwEA+gqhLe2eCGqsrlw4Pj2FYJIaKobtebAn2Kb62kM+o6Vw/PcvC+m37OmP0naFtKt7guFqx1AwgO0dDPa5o1btrIaf2BvS1ELu2ccAAB5+o++zTg3m9k++IxyH9o6w/f1dIf3SztBWtg8EIczQUGeUR1vIwyZCP9zgLG5HLw3H59bff1Y1vOqKO6rhwRcfUw2/4W++Ww3vLIYyd4xH4d3j4bgddXjYV48MBgv+krYwNg5NOEuau0F7vBjGuP0TIdxWCNu0oXcfAGC0FJYPF0N+OyfC8XnTc39eDf+cndVw4ZD11fD2lxxaDXfuCceo50ov0TmQ4tr+ari8LByrpcuDhdLXe9eWkH5WMJcYDxLjmhubvakpkd6bouJzXHnUt0NvFnTWRj+Wm2/DbsxweeeX94e67AtWwKoxLCuPOpEwWMXbnzXWWjn9fMQsU6fDr5v4myE+f5dHMqxoif2cfm5KG/cPyCYey3OdHanL2eHG/TF3nN05Pe/Ogb4t+NdyJ/5O6Ir7UNb+2Z3+909if7p4K05v8ct1xGVm7Ddvnzvg744MgdpCotXedF+B5AAOnCPsQ/Riy/eY2YP1KquWW8Le68KdAH4fi6J5CCGEEEII0WRadMIC4BOIHtj/GiL72DmIHsK/D8AXEd4PM2dquSXsV5Oifk5y3i4BCSGEEEIIsVhp1SssAM40s5Pd90tIXm9mHyb5F/UsqJZbwvwb73MATsA8KcyEEEIIIYRYtNTxTfcLkDLJ1wC4Mv7+Kresrltdyy1h/o33RQAPATivnpUQQgghhBCiJWndCcvrAPwTgM8g2srrAbyeZBeAP6lnQbVMWJ5uZomnykimP/0lhBBCCCGEABD92t9grXHTiB+q/98Zi39Wz7JqmbD8AsBzJsX9MiVOCCGEEEII4WAN5tTFBMn3m9nHSH4K6Sbhd9W7zMwJC8m1ADYA6CL5bESTRADoA9CdtV6zmFabWNHjmdPrZa3jtXolH23paZgenyYEtHGnIvW6RK9odOrKhKbRaSzLGdra6nqFoDTM9S8NeYymqwFt2CkgJ9w+8p0sbfudgtm8mjlDI5lQTWfsf6/qTcsnoW500NclQ2WMxKZl1dEdozic2FcJpXU4ylmKZ1+vxLb5dXO+jsV4vXAMvcI0gd9mr6vMOBZz0Yt2tBVx+JqdWN8ddNh9+dButo6FdrahY0813JuP2txwKbTls5bfUg0/WeyrhlcUgnq4PxdU07uWBp3uUDlc4N1eDGVOWNj/nWuj7T+5e3MopxTK2VUMStztrvxdE0HlW7x9NaYj//Sjq+HfvCGqy5JYxwsAa/vCvurMh2PS3x7221E9QT3s6c6FY35PT3hs8Oie7QcsX1UIWtnNo2uq4Y3tu6vhl13w62r4sfcETfRre39QDe8uhzbZ5sa1Byf6AST3vT9uR3aFbbh3aF013Ls0jDe9Tmt900RQDB+/8vFq+NglIfy0jq0AgDtGD6nG9edDm3hkbGU1nHPnyxNuDW18aeG+anjH+LZq2O+7r77olFDmZ6Njx517w/a8NmiSX/C0e6rh5e1Ba/yLJ46ohju21fI7YDokk4piJHXlKIdl+W53Gs7Sz8bjYH5Z6CflwVBvPzbBjUGJeK+8z9C7J5Tqg1Efzrn6+XEnoQG2mf3snFDv+nBF7eu19b7eufRXFdjYeGp6f/7IZZ3j4vG70Ov0537/uHjbvdfVNdS7vD/02+R570AlNH05Pe7YF8O+TbQVH3bn97zPx2+Pf0VA5fUHBXdOc+XkN4QxhgNO1V8upab3f3eU94cxPqE7jo8d21y93TkyIYae3N4Xure2NZ9hqQyGN89XgVONrC8B8CYAGxFpyyoMAKjrk/9CCCGEEEK0Iq1mCTOz78b/X1aJY/RyuyVmtj9zxTmQ8cbDqBJmdjqAN5nZ6e7zSjP7Vj0KJ/lekkZypYu7kORmkveRfEk9yhFCCCGEEKIpWI2fRQbJr5HsI9kD4G4A95F8XyPKmuqWsNeb2VcAHE7yzycvN7NPpKxWMyQPAfDbAB51cccgeunMsQDWA7iW5NFmVv/X5AohhBBCCNFgWu0Ki+MYM9tP8nUArgbwAUR24Y/Xu6DMKywAKjeNLwHQO+mzJGulGfD/AXg/knPKswBcbmZjZvYQgM0ATqpDWUIIIYQQQswvFlnCavksQtpItgE4G8B3zGwCDbpWlHmFxcz+NQ5ea2Y/98tInjqXQkm+EsDjZvZrMvHw1AZEDucKW+I4IYQQQgghFh+te4XlXwE8DODXAH5K8jAADXmGpRadyadwoMI4LS4ByWsBrE1Z9EFED+3/TtpqKXGph5nk+QDOB4BO9AT7VIZ1xNJsUxmWLp+Ht5uk5QEAzHljWLhoVVk3UU6WzcXXy5fpzE+JdVO2M780mGCyDFx0JpCEDczbTUrTT/OrdXTGLqvBRuUv6WWlSRi50oxduXQzlzensc017aztqaGtVMoslzLsaq5+vl6ZbcXb4Fz6st8XVaNdqF+uK5iKvCXNRhKvSErHt5sZ3lyZ6GdretGZL+KlK+5ITfv0rmB42jqxzJUf/bckH+r6jPZglRpoCyarXqZX8BhnZJpwlp9d5dCiOt3PU6MWxa9yfXNTW9hve8s7quHdpWClebzYXw3feXsw8SRqdcrx1eCW54c07YdGxp+VS4IF54glYdv62sL2r2gLdiBvrFqeD+s+reOJavjk7geq4SGLLEPPcQawZbnQPq7Lh32VR9j+5c6w1eb284BrqkMWxodN+ZBmtBCdfyYs7O8Nhb3V8AMTwah25LKwbz3eKnb8YdU7gXFkW0j/oMunm9F+eU7Xw9W4J9zxOa5rSzW8qxQu+h/f+Ug1fO/Y+mr4WV2hzMfGgyXt/ad/rxr+/rHHAQC2fvnIaty7Xvz9ani5s9j5Y/Wd24+vhjf9MOzn32B6En2MPUA+lzRGOasU/JjtbU/j6WbH6jjkjYRuLGF3hvDTmxW9bWrMldMR2goHwzbnl8Q3ZzizITOMiKXBsA8zoTd/OTOY247q9vm65tw53Y/Nbn/Sn/fcNiSMXL4qflyvGLQK6XbI0pJQP5/CekJ8zh9b/+OtN3/FacpLu1PTshi2odTt8wvB3GhoTxP9IZwfc+fXfFih1BHVmCW3va5JtO0NY2l5Tfi7I78vGMPKvi6uTeZHQhuybaHvVw1n3so2FI5Jbnl/NVx8In2MWagQrXtLmJl9EsAnK99JPgrg9EaUNdUzLM8HcAqAVZOeYelDsv+lYmYvzsj3GQCOAFC5urIRwC0kT0J0ReUQl3wjgK0Z+V8C4BIAWJpb0aJNQYjmkuhnT1ujfiZEnUn0sfxK9TEhWpEWew9LFha9L6IhoumprrC0I3pWpYDouZUK+wG8arYFmtkdAKo/o5F8GMCJZraT5FUAvkbyE4geut8E4MbZliWEEEIIIUQzadUrLPPJVM+w/ATAT0heamaPZKWrJ2Z2F8krEKnRigDeIUOYEEIIIYRYlCxSZfFUkHy1mX2D5BGxJKvh1PIMyzDJjyNSDVdvvjSzF9WjAmZ2+KTvFwG4qB55CyGEEEII0UwyHs9czFwI4BsAvolpnmmvF7VMWL4K4OsAXgHgbQDOBfDklGsIIYQQQgghWvGWsF0k/xvAEfHjHAnM7JX1LrCWCcsKM/sCyXe728R+Uu+KzJnYqGRptiW/PGHscjawYg12McuwgSWMUCnT6ISNKsNXkGWs8ttj6YaxinmK3q7hLC9WDM8/eetYIo/cgfsqJdEBZWab0+i/hKxTrF+T02cdi1A9b8FJf7bL551zxjBvEsuqb2qeVkNbyfoFxW9/0Vl2vG1smjbkbWDJfeXy8+3drzvu9nN+Wl9GJuva9+GCQ69Gj7Na3TZ6aDW8qXN7Nbw2v68aXh3bqdrciL08FwxDvc5klXdDUpvbnlG3czucISfvrrMPlMO6T5QiI1WnM5DtLgZrTXcu7LdOhuP9zZ0nVsOlwb3VcM7ZlJ54TggPHhHq9b8Pvw8A8Acrfunq5IxArq6Ht4X98+BEfyjTqXh2l0I56wvBEvnEWGTleaQYjEhPumOydSKY4F/QFexioxaO/VqX36gzf/Ux5HPNcMjnOZ2RAa7dHasv7Dm5Gj6h5+FquN/ZyL628/nV8MbOPdXwST2hXo8Vg7HrtqHQnvZ2Rts/Vg5tZaMzo406o1knw/EcKjtTlMOb63YWw2OZ69r2VsNv3fA/AID977upGtfufhrtdO1mdT6Y3jgQ2t7yj7u7I05JrUo2OUaGMGdEKvcFq1NubzDAJaxSzo5lbrxjij2L3gDm8rCCPweEtlrqDeWXO0IbKnWE9B07fflRmtxwaEs+P+5325BhCUvYFL0J0p2/cu58x+64jt6a6IyY6HGGrTY/7rp9uCy0iVKvM6n5vxlGw1gxui6yoXXsdmNzxrkhYfhy51pb1peSOol1Rts5tizs48KoO7+5sBWc6asz7J+JNWF7RlaG7W8bdudStyvahssHxOUyzm/jvaGc3OpQTtlZxwojboz39d0Qtr8wELcX1yZz+93x3LErpD3Mu5kAzMsNSXPA0IoP3b8c0ZWVLwP4h/kosJYJS2WE3kby5YisXRsbVyUhhBBCCCFag1a7wmJm4wCuJ3mKmT1JsjeKthpc5bOjlgnLR0kuBfAeRO9f6QPwp42qkBBCCCGEEC1Di01YHGtI/hDAcgAk+SSAc83sznoXNO2Excz+Mw7uQ/wyGJJ/Wu+KCCGEEEII0Uq08osjEb1D6s/N7L8BgORpcdxMb4idlvSb3qfnz6dPIoQQQgghxEGMWe2fxUdPZbICAGb2YwA9jSiollvC0kh/+lsIIYQQQghRhVO7hBYzD5L8K0QP3wPA69EgDcJsr7AsymmgEEIIIYQQ8wmtts8i5C0AVgH4VvxZCeDNjSgo8woLyQGkT0wIoCslvmmYWVL/W4kvpehczWlgkaWV9Zmkq4yzK5Myjc7Q+iZW8zZmr571Ot1yRvlx/uWREbdexvZkaIW9Ypft7alpzCmBK2rdnNNleuVk1jYndMdu25gPZZZTyvHhWlTTfr3y+HhqmrpTS941tIXp8slcD9Pri7PXnR4DUEYOjxf7q3FrnRK2x6llO/NO/xnrdPc7re6EhWPS4UbpCXfxdm85pB8uBy1ofy6084q+GAAen1heDVd0wnePBjVvby4oMidcXZYXgmZ1XWfQ/e7qDZpTO/qwanhkdTWI/IrQ5t+1Oroq7lXLq/KhzL/Z9pJq+G2rf1wNe63ycqcEfnBiZTX8i+GjquGKNviBiVCRtkQegy4c9ue946GvHtMe6rWzFPrQuPsN67mdW6rhB2L18tpCUPmeufT2atjvz1+PhH313N7wQ9tP9x5dDT+z69HUdZfkw/58bCzSHR/ZuaMaN1AK2tQsnnRtoieXrnEfzQflbX8+HP/DC7E61Z0Z7xpfH9ZziuWhXBizznjeHdXw7624uRq+YtraJrHODowfd1hCpevVsgVzetxSSFPuCvXyatt8d1RHy6frbuHGyWJnOA5em1vsKbg0oX1MdId1x/uc2jaulzH8mZCfCHXt2hrqyq1BhZ5QtHvceJjrSVdWV893uXRlc0KrPBzaRLkntCdzuuNyuz8Hh3XzLtw2GNU3vzu0n7LTIefGwvaUO8I2l7vc6wdcFUsuvjAU1i32xOu6Yzi8JrS9/LjbNtcm/B+/pQ53HnVtq+i6k3+xYUVJ7Lom6FXX7e5c68tpTz93lduc4tiplPODYdwaWxW1l/Zd4fgUV4Y7i7gstP3y5HIWg9Y462/MRY6Z7QHwrvkoK3PCYma9WcuEEEIIIYQQNdCa85V5ZbbPsAghhBBCCCGmYZHe7rWg0IRFCCGEEEKIRrE4DWALCk1YhBBCCCGEaATWepYwkv93isVmZh+pd5masAghhBBCCNEAohdHttwVlqGUuG4AbwWwAoAmLFlU7UfesOQNWxUDhrc0OWuDt0olLFSzNYNlrOvtTZlmsoz0yQXOCpNiV0nYuGrImx3BvmLjIT+fNwuhzMo2mzNwJfZhlhnMkesKFhlvIMu1hWaZMJaV4/3s6uc1K35/Jo6tq3di//s6+jK9XaYY6pWWt6eWfZ5cN70uaXVNbcs1lpNZrxn+4lOyHPaWu7Gp7clq3OPFvtS0/blQySdL0f4fLYd93JcP7Wa7Mz/15pzRzXGYs1N5k9gqeCNWMGz9YvgpAIAxZ3V6VmcwU/Xng2lsbym0wxf13VUNb7g+2KG+eP8h1fDnnvnZaviY9jBmd8d9cmsptM/HisFdUnTWs489/tJq+I7/2lQNH3LqY9Vwzt30PDAW9lE5bvODo6Fv9HSE/VZ2+8dc/ziqf1c1vLQ9bP+hnbur4cFSGAeO7wn7q2IhO5z7qnFrnY3s3vFgLMtl/JS4vC0cn5/sf1o1vHci2H9etjyYxzpz0X70Zi5v9Boqh7qOWntqmrxr5N4ud0zHNrduaJe9uWIcF8buDYU91fAql/cu127+z8pfhvT50FZniuWBib4CCoPe0hXaTa7o+vW4G7+KzrjojnmpO9p3pQ6Xx3j6ANKxO5jjvEksPxzSF4bCeDjRHfb/WH/YX0u2RMetMBLW81an8WVOTXXas6rB9t3h+OT2hbaSMH+NhDraQGh/5X2R3Y9tbqxvd2PmoPvbyo21uaVh/DJn2cz7c3dHaFueijEskfdWd0yWBMNVfnl/KKfdxY+EfuuPbW40jCFtT0TbZl2hHm397tyZS7ehtW8NfRX5sD2l3rBusdfZOd0xatsf18ufrnwxBfd3lLOXJSxlxfRxgBMhvuzMdCweeF4tdrnlbnFubPa2y6ZRhyssJA8B8CUAa+McLzGzfyK5HMDXARwO4GEAr4ntXSB5IYDzEGlE32Vm18TxJwC4FJH192oA7zarfVZlZv/g6tUL4N2IFMeXA/iHrPXmQgMdr0IIIYQQQhzc0KymzzQUAbzHzJ4O4HkA3kHyGAAXALjOzDYBuC7+jnjZOQCOBXAmgM+QrMwCPwvgfACb4s+ZM94mcjnJjwK4HdEFkOeY2QfMbMc0q84KTViEEEIIIYRoBDaDz1TZmG0zs1vi8ACAewBsAHAWgMviZJcBODsOnwXgcjMbM7OHAGwGcBLJdQD6zOyX8VWVL7l1aoLkxwHcBGAAwDPM7P9Vruo0iqZNWEi+k+R9JO8i+TEXfyHJzfGyl0yVhxBCCCGEEAsXi27Xq+UDrCR5s/ucn5YjycMBPBvADQDWmNk2IJrUAKjco7sBwGNutS1x3IY4PDl+JrwHwHoAfwlgK8n98WeA5P5p1p0VTXmGheTpiGZ+zzSzMZKr43h/+Wo9gGtJHm1Wy137QgghhBBCLCxm8B6WnWZ24pR5kUsAfBPAn5rZ/sRzt5OSpsTZFPE1Y2bzfsGjWVdY3g7gYjMbAwB3v1vq5asm1VEIIYQQQojZY5GQoJbPdJBsQzRZ+aqZfSuO3h7f5oX4/8rf1FsAHOJW3whgaxy/MSV+QdMsS9jRAF5A8iIAowDea2Y3Ibokdb1Ll3mZKr5Mdj4AdKI7abCq4GwpVWNXDUYv5pxxJcvS5YvJso3FNhJfN2+DyrU7S5Q3fWWYyTINV5X83baVJ6Y3oPn48mCaoS5JlhFsJiT2p9+GjG2z0TFXgfKBeTjTFr1Uy1u3Esfcp3creMNY6UAzmCfN6BXFh3DCwOb2VZb5y9crbTsTeRfSTXi1GO0Sx23qzYzSu362Zn0B/blhfHv/s6vLHxlZUQ0XnBnssaFl1fCj+/oBAEPDwSrkOWxVsFQds3R7NbyqPdiWntLp4vPhanMnQ7/JOzvV8bER7KltwSS0Mh9sVDkEO86IBSPRDc7GtbIQynn54cEe9pYr31YNr73e9bn2aN92P+HMP85mM748bH+xIxyHFW0hj30Ph3NIsdP1W3dox5dWygtxe91IXm53tqHxkMftE+FYTfR6E6JfN9TlikL4rSjXG+3n8p5QKEthxbb9oYLtTk7k6+3lYT7c5qRad5WOrYYr29+5N9R1dFko0wvlxkJzw+DRoU30rw6ZL3EmtdXdoV08ss+tHOPb0t7B0G76lgSTVKnsTGK9YaNXdvqx9IsH5D2ZxLmsbSm6HxmAtYW+3+ZursjtGZy8erwgve/nOqNzQ9uwG0f9+OUsjD4+35b+p0G5M6Rf6tp2fv9IWvIqHHODTdGVX3bhMXdAy65fDYX+aWNhOxLGxazzerUCGWOmy9vjTZW2z50z270pM7aETaQPpOW9riO4cO4RN9a7X8Zz7oHrXF+wC9rwgfs2702e/jzq6lcuue10lrCcM6m1+XN6Slswdxzo21jBtQ9n0vS2UV+mjflyQvk5tx1tFavaRIgr+POlDxcWoeC2DlpjRpdSvgDgHjP7hFt0FYBzAVwc//8dF/81kp9AdNfSJgA3mlkpvnXreYhuKXsjgE/NuYINpmFHneS1iNRrk/lgXO4yRJaD5wK4guSRmMFlKjO7BMAlANCXW9FygmshFgK+nz31mZ3qZ0LUGd/HlnavVx8TohWpT88+FcAbANxB8rY47i8QTVSuIHkegEcBvBoAzOwuklcAuBvRT5TvcI9YvB1Ba/z9+LOgadiExcxenLWM5NsBfCu2E9xIsgxgJbIvXwkhhBBCCLHoqMeLI83sZ0j/YR8AzshY5yIAF6XE3wzguDlXah5p1jMs/wHgRQBA8mgA7QB2Irp8dQ7JDpJHIL581aQ6CiGEEEIIMTdqt4SJDJp1I+AXAXyR5J0AxgGcG19tmerylRBCCCGEEIsHQ13edH+w05QJi5mNA3h9xrLUy1dCCCGEEEIsJggDy5qxzJVFqFoQQgghhBBikaDbveZMa0xYzKqqwoRyNqEynMDUZKlqs/JLny1bQo/MA/JIaGUzlLRZGmKvPp6J0jHrpjorT19mtob3wHrXQmJ7atAap+mTs7XC0989WEuaemDFsK9mO0zNvK4Z6RPtdnY6agB4/PFVuOAv/giWS9fttg26bc6HNH0TUXyfy6vcFlYc7Awq31uH17u8Qx7fc4rfYlcIl7yJ04Un4sK8+tY/sVdOsaADQN5ZTrt2hSO36rrwUuAjH/ll+spp+fUGPWn3qqAVLi9bUg2XujIUsk5t6+tecfWbU6KWOpy21Ln8cxNOD+t02P740Pd3F86Nh3UL+0aj5U9uC/ntCjrqpM7Ujxkub6ci9Xra0qBT9U4zxvYeEDM7vBx4BXdWwzmvdo1Z7pWw7hh6JfDgUaEN7+ua/aOhNjKK8l2/yRwPy34/+z+A/DHsCmpuVM5BTh+bpaQtO4V8prbe1Svn9fPuuJXHxzGZrNcDZOvn68xMz7VZ55g0nXBG3onzbsa2JV7H4NKUdu2ZupwMEq9HmCkjU6upa2IwQ7tdC/v2HRiX8fdFLkO7vWDRLWF1YZEddSGEEEIIIRYP9bCEHexowiKEEEIIIUSj0IRlzmjCIoQQQgghREOQsrgeaMIihBBCCCFEIzAAJU1Y5oomLEIIIYQQQjQIPcMyd1pmwpKwZoXIehcyozTBEuJsKrUUM6NKzYHUuk5KMp2oalr7Wo1VKWZY1/Ta0LmTaLfptp5ayA8X0X/bLmDfQIhM2Idc3t4K1N0V/e899COjqXl4e5RNBINRTWa46fqntwO5+iVMQd585MKhJjOjNOD2lQt7O1C+PYTpLVUZBqc0E1AtR3X27qpM/1wgxQw1KxppiqqhzPLY6BQJgfIjw6nx7ZsfqoYL69bMrTqlUnZ7H3blZxkap9mGmuow5xwm5ZcxvjeFOZ33pukJM2y/2VYvnfgAZO7P8sRsR+QmognLnGmZCYsQQgghhBALCkNCPS5mhyYsQgghhBBCNAQ9dF8PNGERQgghhBCiUWjCMmc0YRFCCCGEEKJRaMIyZzRhEUIIIYQQohGYARkiDVE7rTdh8eaUZhhnWg3tw5Yi1aZXK+MTsMefAHLpdiIbHArhNNtWs9uStwM5a1EzfvfydqCEKWg43UIlFjjeNLZn77yXKcRBxWJs+7rCMmdab8IihBBCCCHEQkCWsLqgCYsQQgghhBCNQldY5sxc3iU2a0geT/J6kreRvJnkSW7ZhSQ3k7yP5EuaUT8hhBBCCCHqglltH5FJs66wfAzAX5vZ90m+LP5+GsljAJwD4FgA6wFcS/JoM73vXAghhBBCLDY0GakHTbnCguiOvr44vBTA1jh8FoDLzWzMzB4CsBnASSnrCyGEEEIIsbAxRJawWj4ik2ZdYflTANeQ/HtEk6ZT4vgNAK536bbEcQdA8nwA5wNAJ7obVlEhDmYS/Yw9Ta6NEK2HzmVCHAToCsucadiEheS1ANamLPoggDMA/JmZfZPkawB8AcCLATAlfepRNrNLAFwCAH1cbotScyfEfDPDfjK5n5UGBhpRKyFahvLIyIzSH3AuE0K0GCZLWB1o2ITFzF6ctYzklwC8O/76DQCfj8NbABzikm5EuF1MCCGEEEKIxYMBph/V50yznmHZCuCFcfhFAO6Pw1cBOIdkB8kjAGwCcGMT6ieEEEIIIcTcKVttH5FJs55h+UMA/0SyAGAU8f27ZnYXySsA3A2gCOAdMoQJIYQQQohFi55hmTNNmbCY2c8AnJCx7CIAF81vjYQQQgghhKgzZkBZt4TNFb3pXgghhBBCiAZhUhbPGU1YhBBCCCGEaAh6cWQ90IRFCCGEEEKIRmDQA/V1QBMWIYQQQgghGoW0xnOmWVpjIYQQQgghWhoDYGWr6TMdJM8keR/JzSQvaHztFw6asAghhBBCCNEIzKIrLLV8poBkHsA/A3gpgGMA/AHJY+ZhCxYEuiVMCCGEEEKIBlEnS9hJADab2YMAQPJyAGchendhy0NrAXMByScBPNLsesySlQB2NrsS84C2c+FxmJmtqjXxIu5ni+mYzAVt58JDfay10HYuTGbUz+Ybkj9AtE9roRPRC9UrXGJml8T5vArAmWb21vj7GwCcbGZ/Us/6LlRa4grLQm6o00HyZjM7sdn1aDTazsXPYu1nrXxMPNrOxY/62MJG2ylmg5mdWaesmJZ9nfJe8OgZFiGEEEIIIRY2WwAc4r5vBLC1SXWZdzRhEUIIIYQQYmFzE4BNJI8g2Q7gHABXNblO80ZL3BK2yLmk2RWYJ7SdolkcLMdE2ymaxcFyTLSdommYWZHknwC4BkAewBfN7K4mV2veaImH7oUQQgghhBCtiW4JE0IIIYQQQixYNGERQgghhBBCLFg0YZknSL6a5F0kyyRPnLTsQpKbSd5H8iUu/gSSd8TLPkkyTWm3oCF5Zrxdm0le0Oz6zAWSXyS5g+SdLm45yR+RvD/+f5lblnpcRWNQH1Mfa06tDx4O1j4GqJ+pn4lmownL/HEngN8D8FMfSfIYRKaHYwGcCeAzJPPx4s8COB/ApvhTL5f3vBBvxz8DeCmAYwD8Qby9i5VLceAxuADAdWa2CcB18ffpjqtoDOpj6mPqY43loOtjgPoZ1M/EAkATlnnCzO4xs/tSFp0F4HIzGzOzhwBsBnASyXUA+szslxaZEb4E4Oz5q3FdOAnAZjN70MzGAVyOaHsXJWb2UwC7J0WfBeCyOHwZwjFKPa7zUc+DFfUx9TGojzWUg7SPAepn6mei6WjC0nw2AHjMfd8Sx22Iw5PjFxNZ29ZKrDGzbQAQ/786jj8Ytn2xoD62uFEfW/i0ch8DDo62pn4mFjR6D0sdIXktgLUpiz5oZt/JWi0lzqaIX0y0wjbMloN52xuG+tgBtMI2zJaDedsbhvpYKq2yHbPhYN52sYDQhKWOmNmLZ7HaFgCHuO8bAWyN4zemxC8msratldhOcp2ZbYtvf9gRxx8M2z7vqI8dwMHQztTH5hH1sVQOhramfiYWNLolrPlcBeAckh0kj0D0UOKN8SXZAZLPi60qbwSQ9evWQuUmAJtIHkGyHdGDe1c1uU715ioA58bhcxGOUepxbUL9hPrYYkd9bOHTyn0MUD9TPxPNx8z0mYcPgN9F9EvFGIDtAK5xyz4I4AEA9wF4qYs/EZGV5QEAnwbAZm/HLLb7ZQB+E2/DB5tdnzluy78D2AZgIj6W5wFYgciocn/8//Lpjqs+DTs+6mPqY03fhlb+HKx9LN4O9TP1M32a+KGZbkUUQgghhBBCLEx0S5gQQgghhBBiwaIJixBCCCGEEGLBogmLEEIIIYQQYsGiCYsQQgghhBBiwaIJixBCCCGEEGLBognLPEFysMH5X02yP/788SzWP43kf84w/T6SV2csv5Tkq2Zaj8UEyeNJvsx9fy3JzTPZj6K+qJ+1HupnCwv1sdZDfUwsBjRhaRHM7GVmthdAP4AZD/Kz5H/M7GXTJ5s9JAuNzH+OHI/IzQ8AMLOvA3hr02ojGo76WVM4HupnBw3qY03heKiPiQWOJixNJP5V43qSt5P8NsllcfyPSf4dyRtJ/obkC+L4bpJXxOm/TvIGkifGyx4muRLAxQCOInkbyY9P/rWJ5KdJvikOn0nyXpI/A/B7Lk0PyS+SvInkrSTPqmFbGOd9N8nvAVjtlp1A8ickf0XyGpLr4vjnxtvyy7iud8bxbyL5DZLfBfDDrPqQzMfr3RTn80dx/DqSP433wZ2V/Tepvll1+sM4v1+T/CbJ7jj+1XFev47zbgfwYQCvjct5ba3HXcwv6mfqZ6KxqI+pjwnRcJr95sqD5QNgMCXudgAvjMMfBvCPcfjHAP4hDr8MwLVx+L0A/jUOHwegCODE+PvDAFYCOBzAna6M0wD8p/v+aQBvAtAJ4DEAmwAQwBWVdAD+BsDr43A/orf79kyq++R8fw/AjwDkAawHsBfAqwC0AfgFgFVxutcC+GIcvhPAKXH44kq94/ptQfym3az6ADgfwF/G8R0AbgZwBID3IH4TcVyf3kl1n6pOK1y6jwJ4Zxy+A8CGSh1cPT891X7RR/1M/Uz9rJU+6mPqY/ro04zPQr5E2dKQXIposPhJHHUZgG+4JN+K//8VooEbAP4XgH8CADO7k+Ttc6jC0wA8ZGb3x/X5CqJBEwB+B8ArSb43/t4J4FAA90yR328B+HczKwHYSvK/4vinIjoh/YgkEA2620j2Ixp8fxGn+xqAV7j8fmRmu6epz+8AeCbD/cVLEZ20bgLwRZJtAP7DzG6bVNfUOsXLjiP5UUQnkyUAronjfw7gUpJXIBwbscBRP1M/E41FfUx9TIj5QBOWhctY/H8J4ThxFvkUkbz1r9OFLWMdAvh9M7tvhmWl5UcAd5nZ8xOR8S0DUzA0XX0YjdDvNLNrMAmSvwXg5QC+TPLjZval6eoUcymAs83s1/HtBqcBgJm9jeTJcZ63kTx+mvqLxYH62TT1UT8Tc0R9bJr6qI8JMT16hqVJmNk+AHvcPalvAPCTKVYBgJ8BeA0AkDwGwDNS0gwA6HXfHwFwDMmO+JewM+L4ewEcQfKo+PsfuHWuAfDOeBAFyWfXsEk/BXBOfC/uOgCnx/H3AVhF8vlxXm0kjzWzPQAGSD4vTnfOFHln1ecaAG+Pf30CyaPje4QPA7DDzD4H4AsAnjMpv9Q6xct6Ef1q1gbgdZUVSB5lZjeY2f8FsBPAIThwX4sFhvqZ+ploLOpj6mNCzAe6wjJ/dJPc4r5/AsC5AP6F0cNwDwJ48zR5fAbAZfHl81sR3Te8zycws10kf87oob/vm9n74ku/twO4P14PZjZK8nwA3yO5E9EJ5Lg4m48A+EcAt8cD68NIXuJO49sAXoTo/tjfID5hmdl4fJn7k/FJphDnfReA8wB8juQQonud9x2Y7ZT1+TyiWwxuieOfBHA2ol+S3kdyAsAggDdO2kdT1emvANyA6OR4B8Ig/nGSlXukrwPwawCPAriA5G0A/tYis4poLupn6meisaiPqY8JMe/QLOtKqlhokMwDaIsH6KMQDTZHm9l4E+pyGoD3mtl0g/9UeSwxs8E4fAGAdWb27vrUsDnUY7+I5qJ+tvBRP1vcqI8tfNTHxEJDV1gWF90A/ju+xEsAb2/GAB8zjuihvqtt9v76l5O8EFE7fASRqWTRwkgH+SFED5eKxYv62QJG/awlUB9bwKiPiYWIrrAIIYQQQgghFix66F4IIYQQQgixYNGERQghhBBCCLFg0YRFCCGEEEIIsWDRhEUIIYQQQgixYNGERQghhBBCCLFg+f8BudVe5mK7enEAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "ds['n'].plot(x='x', y='y', col='val_cat', col_wrap=3, figsize=(12,4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<xarray.plot.facetgrid.FacetGrid at 0x2827e40db20>"
      ]
     },
     "metadata": {},
     "execution_count": 37
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 864x288 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "ds['bias'].plot(x='x', y='y', col='val_cat', col_wrap=3, figsize=(12,4))"
   ]
  },
  {
   "source": [
    "## Map\n",
    "http://xarray.pydata.org/en/stable/plotting.html#maps\n",
    "\n",
    "Requires cartopy: https://scitools.org.uk/cartopy/docs/latest/installing.html"
   ],
   "cell_type": "markdown",
   "metadata": {}
  }
 ]
}