notebook/extra/explanation_of_the_procedure.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5fd5f453-13c1-47c1-ad27-8af80b47ee08",
   "metadata": {},
   "source": [
    "# Skill assessment - explanation\n",
    "***\n",
    "\n",
    "**Author**: Chus Casado Rodríguez<br>\n",
    "**Date**: 15-06-2023<br>\n",
    "\n",
    "\n",
    "**Introduction**:<br>\n",
    "\n",
    "In this notebook I'll test and explain the procedure to assess the EFAS skill in predicting flood events eventwisely. By eventwisely I mean that I will look at the duration of the whole event, to check if at any point in time during the event there was a notification regarding that event.\n",
    "\n",
    "For the sake of understanding, I will limit the analysis to one station, one meteorological forecast, and a short period of time that includes a flood event. I will be looking at station ID 350 (in the Rhine river) during the month of July 2021, where a major flood event hit this catchment. I will only use the discharge forecasted with the ECMWF-ENS forcing.\n",
    "\n",
    "The notification criteria that I will apply are:\n",
    "\n",
    "* Leadtime larger than 48 h.\n",
    "* Total probability threshold of 30%. To compute total probability I will use the model mean.\n",
    "* For a timestep to be considered an event, the probability threshold must be exceeded for at least 3 consecutive forecasts.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a4ee7a0f-f62b-4a8b-8147-c46a2e2471ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.chdir('../')\n",
    "path_root = os.getcwd()\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import xarray as xr\n",
    "# import matplotlib as mpl\n",
    "# import matplotlib.pyplot as plt\n",
    "import matplotlib.gridspec as gridspec\n",
    "import matplotlib.patches as patches\n",
    "# from matplotlib.patches import Rectangle\n",
    "# import cartopy.crs as ccrs\n",
    "# import cartopy.feature as cf\n",
    "from datetime import datetime, timedelta\n",
    "# import seaborn as sns\n",
    "import yaml\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "os.environ['USE_PYGEOS'] = '0'\n",
    "import geopandas as gpd\n",
    "\n",
    "os.chdir('../py/')\n",
    "from convert import reshape_DataArray\n",
    "from compute import exceedance2events, count_events, events2hits\n",
    "from plot.results import *\n",
    "os.chdir(path_root)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ea74215-84d5-4a90-a538-8ed7f45cc7dd",
   "metadata": {},
   "source": [
    "## 1 Configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0901d6a2-a83f-4d91-8d2a-272a111355b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"../conf/config_NWP_all_leadtimes.yml\", \"r\", encoding='utf8') as ymlfile:\n",
    "    cfg = yaml.load(ymlfile, Loader=yaml.FullLoader)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adc41484-f71e-41a9-8522-6b0787dcbad7",
   "metadata": {},
   "source": [
    "### 1.1 Reporting points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f5e7075f-3927-49b2-98b5-1643197f660d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# area threshold\n",
    "area_threshold = cfg.get('reporting_points', {}).get('area', 500)\n",
    "\n",
    "# reporting points\n",
    "path_stations = cfg.get('reporting_points', {}).get('output', '../results/reporting_points/')\n",
    "file_stations = f'{path_stations}reporting_points_over_{area_threshold}km2.parquet'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "b94519fd-f17b-4062-a80e-4aedff028793",
   "metadata": {},
   "outputs": [],
   "source": [
    "# stations and study period\n",
    "stn = 350 \n",
    "start, end = datetime(2021, 7, 1), datetime(2021, 7, 31)\n",
    "forcing = 'EUE'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "952be197-a0a6-4da3-9201-e975bd0ab360",
   "metadata": {},
   "source": [
    "#### 1.2 Notification criteria\n",
    "\n",
    "In this test-case I will use the current notification criteria:\n",
    "\n",
    "* Probability threshold: 30 %.\n",
    "* Persistence of 3 consecutive forecast.\n",
    "* Leadtime larger than 48 h, i.e., 60 h or more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "de83feaf-0999-44ed-81b7-b8cfde1ab1b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "probability = .5\n",
    "persistence = (1, 1) # (window width, number of positives in that window)\n",
    "min_leadtime = 6"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9ca1667-e5d2-45fb-83a1-647f9c9c4e7a",
   "metadata": {},
   "source": [
    "## 2 Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b284a86-2d64-4907-a259-e3c67b6de2d5",
   "metadata": {},
   "source": [
    "### 2.1 Stations\n",
    "\n",
    "I load all the stations in the catchment and select the single station in which I am interested for this test-case."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "429249a8-858f-43b2-bb61-c67db6a38f8a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no. stations:\t\t\t1\n"
     ]
    }
   ],
   "source": [
    "# load table of fixed reporting points\n",
    "stations = pd.read_parquet(file_stations)\n",
    "stations = pd.DataFrame(stations.loc[stn]).transpose()\n",
    "print('no. stations:\\t\\t\\t{0}'.format(stations.shape[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20c23cc9-47d1-45a9-9387-66788d90aed1",
   "metadata": {},
   "source": [
    "### 2.2 Reanalysis: exceedance\n",
    "\n",
    "I load the preprocessed reanalysis data. In a previous [notebook](2_reanalysis_preprocessing.ipynb), the reanalysis discharge data was preprocessed to create timeseries of exceedance over the 5-year return period threshold.\n",
    "\n",
    "Out of the exceedance timeseries I calculate another timeseries of the onset of flood events."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "25cbd637-92f9-43d7-9c7a-f198db99e380",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Study period\n",
      "start:\t2021-07-01 00:00:00\n",
      "end:\t2021-07-31 00:00:00\n"
     ]
    }
   ],
   "source": [
    "# load \"observed\" exceedances over the discharge threshold\n",
    "rp = cfg['discharge']['return_period']['threshold']\n",
    "path_reanalysis = cfg.get('exceedance', {}).get('output', {}).get('reanalysis', f'../results/exceedance/reanalysis/')\n",
    "obs = xr.open_dataset(f'{path_reanalysis}{rp}/{stn:04d}.nc')['exceedance']\n",
    "\n",
    "# if exceedance has 3 classes, convert to only 2 classes\n",
    "if 2 in np.unique(obs):\n",
    "    obs = obs.where(obs == 2, 0)\n",
    "    obs = obs.where(obs != 2, 1)\n",
    "\n",
    "# trim data to the study period\n",
    "print(f'Study period\\nstart:\\t{start}\\nend:\\t{end}')\n",
    "obs = obs.sel(datetime=slice(start, end))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6898ef9-0c78-4b77-959b-fb87de8716c5",
   "metadata": {},
   "source": [
    "### 2.3 Forecast: exceedance\n",
    "\n",
    "I load the preprocessed forecast data. In a previous [notebook](3_forecast_preprocessing.ipynb), the forecasted discharge was converted to probability of exceeding the 5-year return period threshold. The ouput of that process is a NetCDF file per station with the forecasted probability of exceedance. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "df218526-bf92-4896-8010-514e11be0ddd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Study period\n",
      "start:\t2021-07-01 00:00:00\n",
      "end:\t2021-07-31 00:00:00\n"
     ]
    }
   ],
   "source": [
    "# load probability of exceeding the discharge threshold in the FORECAST data\n",
    "path_forecast = cfg.get('exceedance', {}).get('output', {}).get('forecast', f'../results/exceedance/forecast/')\n",
    "pred = xr.open_dataset(f'{path_forecast}{rp}/{stn:04d}.nc')\n",
    "\n",
    "# if the exceedance includes two thresholds, keep only the highest\n",
    "if 'high' in list(pred):\n",
    "    pred = pred['high']\n",
    "    \n",
    "# extract data for the selected forcing\n",
    "pred = pred.sel(model=forcing)\n",
    "    \n",
    "# trim data to the study period\n",
    "print(f'Study period\\nstart:\\t{start}\\nend:\\t{end}')\n",
    "pred = pred.sel(forecast=slice(start - timedelta(days=10), end))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2c9a1f0-2e0d-475a-9b19-cc35c9ff5b6b",
   "metadata": {},
   "source": [
    "## 3 Assess skill\n",
    "\n",
    "In this section I will compute the skill of the EFAS predictions in terms of different metrics: recall, precision and the f1-score. The three metrics are based in the contingency table of hits ($TP$ for true positives), false alarms ($FP$ for false positives) and misses ($FN$ for false negatives).\n",
    "\n",
    "$$recall = \\frac{TP}{TP + FN}$$\n",
    "$$precision = \\frac{TP}{TP + FP}$$\n",
    "$$f1 = \\frac{2 \\cdot TP}{2 \\cdot TP + FN + FP}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edd41e1c-27fe-47fb-9c5f-adac3613862f",
   "metadata": {},
   "source": [
    "### 3.1 Reformat data\n",
    "\n",
    "To be able to apply the notification criteria in a simple manner, I need to reshape the exceedance forecast. Up until now, the exceedance forecast is saved in a matrix where the `forecast` is one dimension and the `leadtime` is another dimension (Figure 1). This format is very convinient in terms of storage, since it's very compact. However, this shape is not easy to compare against the observed exceedances of the discharge threshold because the dimensions don't match (`obs` has a single dimension `datetime` that doesn't exist in the exceedance forecast)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "c06c968a-0db6-43e6-9c4e-6226a1215365",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap, norm = create_cmap('magma_r', np.arange(0, 1.01, .05), 'probability')\n",
    "xticklabels = (pred.leadtime / np.timedelta64(1, 'h')).astype(int).data\n",
    "plot_DataArray(pred.sel(forecast=slice(None, None, -1)),\n",
    "               cmap=cmap, norm=norm, ytick_step=5, ylabel='forecast', xtick_step=2, xlabel='leadtime (h)', figsize=(6, 8),\n",
    "               xticklabels=xticklabels, cbar_kws={'shrink': .5, 'label': 'exceedance probability (-)'})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5bd28de2-714f-47fe-9e1b-ba8f5384138b",
   "metadata": {},
   "source": [
    ">***Figure 1**. Original format of the forecast data. The matrix represents probability of exceeding the 5-year return period of discharge. It corresponds to a single station an meteorological forcing.*\n",
    "\n",
    "The diagonal shapes in Figure 1 represent the same timestep. As we move backwards in terms of forecast time (moving down in the figure), the leadtime increases (moving right in the figure).\n",
    "\n",
    "Instead, I will reshape the original exceendance forecast into a new matrix in which a dimension named `datetime` represents the actual date and time, and another dimension represents `leadtime`. In this way, a column in the matrix represents a single timestep and can be easily compared against observations. The drawback of this approach is that it will create missing values in the lower-left and upper-right corners of the matrix, but this only applies to the beginning and end of the study period.\n",
    "\n",
    "To make clear what this reshaping means, I will do it step by step. Figure 2 represents the first transformation. I took the matrix in Figure 1 and every new forecast is shifted 2 timesteps (12 hours) towards the right. The result is a matrix in which every column represents the same timestep. However, the new matrix has a huge amount of gaps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "49f43899-2630-4187-9ea8-ea1636a2f681",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x650 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# reshape the forecast data and plot it\n",
    "st, en = [pd.to_datetime((pred.forecast[i] + pred.leadtime[i]).data) for i in [0, -1]]\n",
    "coords = {'datetime': pd.date_range(st, en, freq='6h'),\n",
    "          'forecast': pred.forecast}\n",
    "aux = xr.DataArray(coords=coords, dims=list(coords))\n",
    "for j, forecast in enumerate(pred.forecast):\n",
    "    io = j * 2\n",
    "    ie = io + len(pred.leadtime)\n",
    "    aux[io:ie, j] = pred.sel(forecast=forecast)\n",
    "\n",
    "plot_DataArray(aux.transpose().sel(forecast=slice(None, None, -1)),\n",
    "               cmap=cmap, norm=norm, ytick_step=2, ylabel='forecast', xtick_step=4, xlabel='datetime', figsize=(16, 6.5),\n",
    "               cbar=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "078a02bb-0fc4-4b84-8222-4f8eeb954352",
   "metadata": {},
   "source": [
    "> ***Figure 2**. Result of the first step in the reshaping process. Every forecast has been shifted 2 timesteps (12 h) so that every column in the matrix represents the same timestep.*\n",
    "\n",
    "Another feature of the matrix in Figure 2 is that, for every column, the cells on top represent the forecast closest to that timestep (6-12 h leadtime), whereas the cells at the bottom represent the furthest one (10 days leadtime). I will use this feature in the next step. I will \"project\" the matrix towards the top; it will cause the loss of the `forecast` dimension, which I will convert into `leadtime`. Every timestep is predicted by 20 forecasts, since the maximum lead time is 10 days and there are 2 forecasts every day. Therefore, the resulting matrix will have 20 leadtimes (not 40) with 12 h resolution (instead of 6 h). \n",
    "\n",
    "Figure 3 shows the result of this projection step. The new matrix has a lot less gaps and keeps the two main features of Figure 2: columns represent the same timestep, and the top row corresponds to the closest forecast, whereas the bottom row to the furthest. Actually, the gaps we see in Figure 3 will only occur at the beginning and end of the study period, so when studying 2 years of data (as the case of the main analysis) these gaps are negligible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "42d2f54f-88e6-4ae8-8246-9215c82942b8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('leadtime', 'datetime')\n",
      "(20, 200)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_reshape = reshape_DataArray(pred, trim=False)\n",
    "print(pred_reshape.dims)\n",
    "print(pred_reshape.shape)\n",
    "\n",
    "plot_DataArray(pred_reshape,\n",
    "               cmap=cmap, norm=norm, xtick_step=4, ytick_step=2, xlabel='datetime', ylabel='leadtime (h)', figsize=(18, 2),\n",
    "               cbar_kws={'shrink': .666, 'label': 'exceedance probability (-)'})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f62a9a2f-a214-46de-af6a-716b10997679",
   "metadata": {},
   "source": [
    "> ***Figure 3**. Matrix resulting from projecting the matrix in Figure 2 in the `forecast` dimension.*\n",
    "\n",
    "The last little transformation is removing the periods at the beginning and at the end which contain gaps. The result is Figure 4, which will be the final result of the reshaping process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "b71565e4-a2eb-489e-8830-d1c8c04f79c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('leadtime', 'datetime')\n",
      "(20, 121)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_reshape = reshape_DataArray(pred, trim=True)\n",
    "pred_reshape = pred_reshape.loc[dict(datetime=obs.datetime)]\n",
    "print(pred_reshape.dims)\n",
    "print(pred_reshape.shape)\n",
    "\n",
    "plot_DataArray(pred_reshape,\n",
    "               cmap=cmap, norm=norm, xtick_step=4, ytick_step=2, xlabel='datetime', ylabel='leadtime (h)', figsize=(8, 2),\n",
    "               cbar_kws={'shrink': .666, 'label': 'exceedance probability (-)'})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef43cb6f-151e-4d9f-b873-8a88e3d819cc",
   "metadata": {},
   "source": [
    "***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "558658d1-cb6e-4098-a7c7-48bf487e51ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_DataArray(da: xr.DataArray, ax=None, **kwargs):\n",
    "    \"\"\"It creates a heatmap plot of a 2D DataArray\n",
    "    \n",
    "    Input:\n",
    "    ------\n",
    "    da:   xr.DataArray (n,m)\n",
    "    ax:   matplotlib.axes\n",
    "    \"\"\"\n",
    "    \n",
    "    # extract kwargs\n",
    "    figsize = kwargs.get('figsize', (16, 2))\n",
    "    xtick_step = kwargs.get('xtick_step', 1)\n",
    "    ytick_step = kwargs.get('ytick_step', 1)\n",
    "    cmap = kwargs.get('cmap', 'magma')\n",
    "    norm = kwargs.get('norm', None)\n",
    "    vmin = kwargs.get('vmin', None)\n",
    "    vmax = kwargs.get('vmax', None)\n",
    "    cbar = kwargs.get('cbar', True)\n",
    "    cbar_kws = kwargs.get('cbar_kws', None)\n",
    "    xrotation = kwargs.get('xrotation', 90)\n",
    "    yrotation = kwargs.get('yrotation', 0)\n",
    "    \n",
    "    if ax is None:\n",
    "        fig, ax = plt.subplots(figsize=figsize)\n",
    "    \n",
    "    if len(da.shape) == 2:\n",
    "        da_plot = da\n",
    "        dimy, dimx = da.dims\n",
    "    elif len(da.shape) == 1:\n",
    "        da_plot = np.array(da)[np.newaxis,:]\n",
    "        dimx = da.dims[0]\n",
    "    hm = sns.heatmap(da_plot, cmap=cmap, norm=norm, ax=ax, vmin=vmin, vmax=vmax, cbar=cbar, cbar_kws=cbar_kws)\n",
    "    if cbar is False:\n",
    "        plot_DataArray.colorbar = hm\n",
    "    \n",
    "    # if 'yticklabels' in kwargs:\n",
    "    if 'dimy' in locals():\n",
    "        yticklabels = kwargs.get('yticklabels', da[dimy].data)\n",
    "        if isinstance(yticklabels, list):\n",
    "            yticklabels = np.array(yticklabels)\n",
    "        yticks = kwargs.get('yticks', da[dimy].data)\n",
    "        # yticks = np.arange(0, len(yticklabels), ytick_step) + .5\n",
    "        if yticklabels.dtype == '<M8[ns]':\n",
    "            yticklabels = [datetime.strftime(idx, '%Y-%m-%d') for idx in pd.to_datetime(yticklabels)]#[::ytick_step])]\n",
    "        # else:\n",
    "        #     yticklabels = yticklabels[::ytick_step]\n",
    "        ax.set_yticks(yticks)\n",
    "        ax.set_yticklabels(yticklabels, rotation=yrotation)\n",
    "    else:\n",
    "        ax.set_yticks([])\n",
    "    \n",
    "    # if 'xticklabels' in kwargs:\n",
    "    if 'dimx' in locals():\n",
    "        xticklabels = kwargs.get('xticklabels', da[dimx].data)\n",
    "        if isinstance(xticklabels, list):\n",
    "            xticklabels = np.array(xticklabels)\n",
    "        xticks = kwargs.get('xticks', da[dimx].data)\n",
    "        # xticks = np.arange(0, len(xticklabels), xtick_step) + .5\n",
    "        if xticklabels.dtype == '<M8[ns]':\n",
    "            xticklabels = [datetime.strftime(idx, '%Y-%m-%d') for idx in pd.to_datetime(xticklabels)]#[::xtick_step])]\n",
    "        # else:\n",
    "        #     xticklabels = xticklabels[::xtick_step]\n",
    "        ax.set_xticks(xticks)\n",
    "        ax.set_xticklabels(xticklabels, rotation=xrotation)\n",
    "    \n",
    "    if 'title' in kwargs:\n",
    "        ax.set_title(kwargs['title'])\n",
    "    if 'ylabel' in kwargs:\n",
    "        ax.set_ylabel(kwargs['ylabel'])\n",
    "    if 'xlabel' in kwargs:\n",
    "        ax.set_xlabel(kwargs['xlabel'])\n",
    "    \n",
    "    ax.tick_params(length=0);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "id": "23261f60-f3c6-4ef4-b741-fdeaf8f91f3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "probability = .5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "428087e5-133a-4525-abe1-758ba1347f2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RAW9v7zIvT09PACWXtszNzREdHc05s1YgEIAxJvcX7ruzdt9ma2uL4cOHY9CgQbh586b0cvm7ZzlUjblNmzYwMjLC9u3bZdY/f/58mVnYivzxxx8yCZxYLEZMTAzq169f7hmlTp06AQB+/vlnmfbLly8jJSUFnTt3lml/8eIFDh06JNO2Y8cO6OnpoUOHDgBKPmd9fX2Zy6CvXr3CTz/9JDeGGzdu4M8//yyzTVNTU3z44YcK41eGSCTivHXAyMgIY8aMwY8//oiIiAg0b94cvr6+5W6zc+fOSE5OLnNpfNu2bRAIBOjYsaPKcSr7vQGAa9euYeLEiQgKCsKZM2fQtGlTDBgwQOYMfWBgIE6cOIGbN28q3Ofdu3dhZWUld5+liV1Vf6fLU1qC693C2O/O9ucSEhICW1tbzJo1q8ytEACwfPly/P333xg3bpzcxPhtP/30EwwMDODl5aVk9ITwB51RJBWip6eH5cuXY8iQIejRowfGjh2LwsJCrFixAs+ePVPqaQa+vr4YM2YMRowYgYSEBHTo0AEmJibIzMzE2bNn4enpic8//xw1a9bEypUrMWrUKHz00UcYPXo0bG1tcefOHfz5559Ys2YNzMzM0KFDB6xYsQLW1tZwcXHBqVOnsGnTJtSqVUtmv61bt0aPHj3QtGlTWFhYICUlBT/99JNMclv6y3HZsmUIDAyEUChE06ZNlY7ZwsICU6dOxaJFizBq1Ch89tlnePDgAebPn6/SZTpra2t06tQJc+bMgYmJCSIjI/H3338r9UuzUaNGGDNmDH744Qfo6ekhMDAQ9+7dw5w5c1C3bt0yNeSsrKzw+eefIz09HQ0bNkRsbCw2bNiAzz//XFp0uHv37oiIiMDgwYMxZswY5Obm4ttvv+X8hevg4ICePXti/vz5sLe3x88//4y4uDgsW7ZMI3U0PT09cfLkSfzyyy+wt7eHqakpGjVqJO0PDQ3F8uXLkZiYiI0bNyq1zSlTpmDbtm3o3r07Fi5cCGdnZ/z222+IjIzE559/rlaxeWW/NwUFBejfvz9cXV0RGRkJQ0ND/O9//8OHH36IESNGSM/cLly4EIcPH0aHDh0we/ZseHp64tmzZzhy5AjCwsLQuHFjTJ48GXv37kWHDh0wZcoUNG3aFBKJBOnp6Th27Bi+/PJLtG7dusq/0+Xp1q0bfH198eWXX+L58+fw8vJCfHw8tm3bBqD8s3u1atXC3r170aNHD3h5eWHatGlo1qwZnj9/jpiYGGzfvh1dunSRKbOzYsUKJCcno3PnzqhTpw6ys7OxadMmHDt2DPPnz1frLDIh1V6VT58h1Za8Wc+lDhw4wFq3bs2MjIyYiYkJ69y5Mzt37pzMMqWzHd8ux/K2zZs3s9atWzMTExNmbGzM6tevz4KCglhCQoLMcrGxsczPz4+ZmJiwGjVqMHd3d7Zs2TJp/8OHD1m/fv2YhYUFMzU1Zd26dWPXr19nzs7OMjNjZ86cyby9vZmFhQUTiUSsXr16bMqUKSwnJ0e6TGFhIRs1ahSzsbFhAoGgzAxcZWKWSCQsPDyc1a1blxkaGrKmTZuyX375hfn5+Sk963n8+PEsMjKS1a9fnxkYGLDGjRuz7du3yyxXOkP43dmtjJXMSl62bBlr2LAhMzAwYNbW1mzo0KHswYMHMsv5+fmxJk2asJMnTzJvb28mEomYvb09mz17dplSMps3b2aNGjWSfnbh4eFs06ZNZT6j0hnBe/bsYU2aNGGGhobMxcWFRUREyGyvIrOek5KSmK+vL6tRowbnbHJ/f39maWnJXr58KedTlu/+/fts8ODBzMrKihkYGLBGjRqxFStWyMzwf3uMyirvezN06FBWo0YNaZmfUrt372YA2HfffSdte/DgARs5ciSzs7NjBgYGzMHBgfXv3589fvxYukx+fj77+uuvWaNGjZihoSEzNzdnnp6ebMqUKTKz6ZWJjTHlv9OKZj2/exyQ97N+8uQJGzFiBKtVqxarUaMG69KlC7tw4QIDIFPBQJH79++z0NBQ5urqygwMDBgABoAtXLiwTNmkQ4cOsXbt2jEbGxumr6/PTE1NWfv27dnOnTuV2hchfCRgjOMaHiFEJwgEAowfP75M8WWivOzsbDg7O+OLL77A8uXLtR0OqYAdO3ZgyJAhOHfuHNq2bavy+teuXUP79u3RvHlzHD58GMbGxpUQJSH8QZeeCSG89fDhQ6SmpmLFihXQ09Mr84xoott27tyJjIwMeHp6Qk9PDxcuXMCKFSvQoUMHtZJEoOQ2hYMHD6Jr167o27cvDh48CENDQw1HTgh/UKJICOGtjRs3YuHChXBxccH27dvh6Oio7ZCICkxNTbFr1y4sWrQIBQUFsLe3x/Dhw7Fo0aIKbdfPzw+vX7/WUJSE8BtdeiaEEEIIIXJReRxCCCGEECIXJYqEEEIIIUQuShQJIYQQQohclCgSQgghhBC5+Dfr+WWOtiMgBAAwLCQUec+fq7yeuZkZftoUWQkRlSXZOYazT2/Q+iqJoSLYi7LPYgaAnz9pwbnO3ecCzr6q1Ksu9yMlm//8J2efwNS+MsIhRPtq0JNvdBH/EkVCdETe8+c4tPvn8hd8R8/PhlZCNIQQQojq6NIzIYTXBEIhTJ0aQCAUlunTEwph5dIAeu/0cbVXVh/0hBA5NgD05PQRQogWUaJICOEtgVCIbpvOoveeFHTbdFYmWdQTChGy6wy+OJKMkF1npAkcV3tl9UFPiIarz8N96000XH2ekkVCiE6hRJEQwls1HevB2r0lAMDavSVqOtaT9lnUrQdHz5I+R8+WsKhbT2F7ZfWJ7OvBpFFJn0mjlhDZ/9dHCCHaRokiIYS38jNSkZN8GQCQc+My8jNSpX1PH6Qi41pJX8Zfl/H0QarC9srqK8xMRcHNkr6Cvy+hMPO/PkII0Tadn8xy+vRprFixAomJicjMzMT+/fvRu3dvbYdFCKkGmFiMIyHtUNOxHvIzUsHEYgAls54lYjE2DWwPi7r18PRBKiRiscL2yuqDRIxbE9tCZF+vJEmUcM+GJoSQqqbzZxQLCgrQrFkzrFmzRtuhEEKqISYW40X67X+TRFkSsRi5927LJm4K2iurDxIxCjNuU5JICNE5AsYY03YQyhIIBOWfUaQ6ihrBVZ+OargpT906itdvpMCjiZtK61RG7UVFNRYFPRbIb9eR74fk7GrOvu1fL+Hsq8oai/XNuA+9w05maXRfknunOfv0XDpodF+EqI3qKOoknb/0TEh1pW7i1vOzoSrXX6Tai4QQQiqDzl96JoSQysJVY7Gq6ygqqvVICCHaRIkiIeS9xFVjsarrKCqq9UgIqV5Onz6NTz75BA4ODhAIBDhw4EC565w6dQpeXl4wMjJCvXr1EB0dXfmBqoASRULIe4mrxmJV11FUVOuREFK9qDoBNy0tDR9//DHat2+Pq1evYvbs2Zg4cSL27t1byZEqjxJFQsh7iavGYlXXUVRU65EQUr0EBgZi0aJF6Nu3r1LLR0dHw8nJCatWrYKbmxtGjRqFkSNH4ttvv63kSJWn85NZ8vPzcefOHen7tLQ0JCUlwdLSEk5OTlqMjBBSnXHVWKzqOory4yCEvA/i4+MREBAg09a1a1ds2rQJRUVFMDAw0FJk/9H5RDEhIQEdO3aUvg8LCwMABAcHY+vWrVqKihDCB6U1Ft9VWvNQnsro44qDEKJdhYWFKCwslGkTiUQQiUQa2X5WVhZsbW1l2mxtbVFcXIycnBzY22u/5JjOJ4r+/v6oRqUedQ5XPURAcc079udu+e0PrnPvzIe7RAvValOeuZmZyuVurt9IUatEjqL6i3qD1qu8PZ2h4HvaP7AxZ1/y+WTOvoMPVJ9koqhWoqI4FNWB1Gs3UeU4FP3/U6deJqA7NTMJ0YT5jTnO3A38CgsWyP4/mDdvHubPn6+xfQsEsvVbS3Oed9u1RecTRULeN+rUX1Sn9mLpeu81PSEEFnXAnj6UfSqKnpDzkXp6QqH8R/GV0ycQCrkvL3PFQQjRqlmzZkmvZJbS1NlEALCzs0NWlmyB/ezsbOjr68PKykpj+6kIShQJIe8nPSEMRm2HnqMHJBnXUbRxiLS94erzMGnUEgU3L+PWxLbS5K20zI2jZ0tkXLuMTQPbSxNCeX1AMYD/SuBYu7dETvJlHAlpV34chBCt0+RlZnl8fHzwyy+/yLQdO3YM3t7eOnF/IkCzngkh7ymBRR3oOXoAAPQcPSCwqAMAENnXg0mjknI1Jo1aQmRfuSVwuOIghFQ/+fn5SEpKQlJSEoD/JuCmp6cDKDlDGRQUJF1+3LhxuH//PsLCwpCSkoLNmzdj06ZNmDp1qjbCl4sSRULIe4k9fQhJRsm9jJKMayWXfQEUZqai4GZJuZqCvy+VXH7+V2WUwOGKgxBS/SQkJKBFixZo0aIFgJIJuC1atMDcuXMBAJmZmdKkEQBcXV0RGxuLkydPonnz5vjmm2+wevVq9OvXTyvxy6PTl57Dw8Oxb98+/P333zA2Nkbbtm2xbNkyNGrUSNuhEUKqO4kYRRuHlL03UCLGrYlt5d6jWCklcLjiIIRUO+VNwJVXrcXPzw9XrlypxKgqRqfPKJ46dQrjx4/HhQsXEBcXh+LiYgQEBKCgoEDboRFC+EAiBsu9XzY5k4hRmHFbbtJWWubm3ckq5fWVlsCRWyeRKw5CCNEynT6jeOTIEZn3W7ZsQe3atZGYmIgOHajcijIUlsBRUDqHVC/qlNQBKqesjk5QUKoJ6XM5uxwdanL29UI+Z597W3e57eExNznXUdQ3d0Bzzj5Nq9ZlkAghlU6nE8V35eXlAQAsLS21HAkhukXdpI3K6hBCCFFEpy89v40xhrCwMLRr1w4eHh7aDocQwgd6QgisnAE9YZl2oe0HZdv/7RM5NuDsk7s9lJTPsXJpAD2han2EEKJN1eaM4oQJE/DXX3/h7Nmz2g6FEMIHCuooWsz5HQb1vFCUmoin33z0372DCmosKqqHqHr9RUII0Q3V4oziF198gUOHDuHEiROoU4dqjBFCKo6rfqHQxhUG9bwAAAb1vCC0cZWuo6jGoqJ6iOrWXySEEG3T6USRMYYJEyZg3759OH78OFxdXctfiRBClMBVv1D8TxqKUhMBAEWpiRD/kyZdR1GNRUX1ENWtv0gIqRr1zZjcF9HxS8/jx4/Hjh07cPDgQZiamkqfh2hubg5jY2MtR0cIqdYU1FF8+s1HENq4liSJEtmah1w1FhXVQ1S3/iIhhGibTp9RjIqKQl5eHvz9/WFvby99xcTEaDs0QggfKKijKH58R35dQwU1FhXVQ1S3/iIhhGiTTp9RVFTdnFScwhqLXB11acY5n1Rl/cXKqL3IWQv0YRLnOga+fTn7zLGPs+9oyt+cfdcPy+8LbV2Dcx1Ftg/vz9nXP7AxZ59oxkm57erWTFV0jCCEvB90OlEkhFSuqqy/SLUXCSGk+tHpS8+EEKIVCuohCoRCmDo1gEBOzUNFfeXVZpTXV972uGIkhBBNUfmM4r1793DmzBncu3cPL1++hI2NDVq0aAEfHx8YGRlVRoyEEFJ15NVD/PeeQ4FQiG6bzsLavSVyki/jSEg76bOb5fW9vU1FtRnL9JWzL0UxEkKIJimdKO7YsQOrV6/GpUuXULt2bTg6OsLY2BhPnjzB3bt3YWRkhCFDhmDGjBlwdnauzJgJIaTSyKuHyHLvAwBqOtaDtXtJzUNr95ao6VgPL9Jvc/YBGQDk12YUP77D2Qf8pXBfimIkhBBNUurS84cffoiIiAgMHToU9+7dQ1ZWFhITE3H27FkkJyfj+fPnOHjwICQSCby9vbF79+7KjpsQQiqFonqI+RmpyEkuqXmYc+My8jNSlepTVJuRq0/R9hTFSAjRrsjISLi6usLIyAheXl44c+aMwuW3b9+OZs2aoUaNGrC3t8eIESOQm5tbRdGWT6kzit988w26d+/O2S8SieDv7w9/f38sWrQIaWlpnMuqIioqClFRUbh37x4AoEmTJpg7dy4CAwM1sn1CCClDQT1EJhbjSEg71HSsh/yM1P8uBZfTV15tRnl95W2PK0ZCiPbExMRg8uTJiIyMhK+vL9atW4fAwEAkJyfDycmpzPJnz55FUFAQvvvuO3zyySfIyMjAuHHjMGrUKOzfv18LIyhLqTOKipLEd1lbW6Nly5ZqB/S2OnXqYOnSpUhISEBCQgI6deqEXr164caNGxrZPiGEyKWgHiITi/Ei/bZs4qZEX3m1GeX1lbc9rhgJIdoRERGBkJAQjBo1Cm5ubli1ahXq1q2LqKgouctfuHABLi4umDhxIlxdXdGuXTuMHTsWCQkJVRw5N6XOKD5//lzpDZqZmakdzLs++eQTmfeLFy9GVFQULly4gCZNmmhsP+8rhbXVHlyX365mHUVF+6JabdWPOvUX1am9WLovrjI+nN+dZp9xbu9N5CDOvrx76Zx9HuYSzj4ukRdfqbwOAMyd1pO704f7M5TcOy2/Q0FdSYGCz4r+35L3XWFhIQoLC2XaRCIRRCJRmWXfvHmDxMREzJw5U6Y9ICAA58+fl7v9tm3b4quvvkJsbCwCAwORnZ2NPXv2qHSCrrIplSjWqlULAoFAqQ2KK+nJAmKxGLt370ZBQQF8fHwqZR+EEOWoU39RndqLpetVGj2h/Mu3ekL5l4n/7ZP7CL9y+vSEQs7H9CnqI4RUPq4/BMPDw7FgwQKZtnnz5mH+/Pllls3JyYFYLIatra1Mu62trfQRxO9q27Yttm/fjgEDBuD169coLi5Gz5498cMPP6g3kEqgVKJ44sQJ6b/v3buHmTNnYvjw4dKELT4+Hj/++CPCw8M1HuC1a9fg4+OD169fo2bNmti/fz/c3d01vh9CyHtGXomZf9sVlbJpuPo8TBq1RMHNy7g1sa3iPumuhAjZdQaOni2Rce0yNg1sL00I5fURQnTDrFmzEBYWJtMm72zi2949scYY4zzZlpycjIkTJ2Lu3Lno2rUrMjMzMW3aNIwbNw6bNm2qWPAaolSi6OfnJ/33woULERERgUGD/rt807NnT3h6emL9+vUIDg7WaICNGjVCUlISnj17hr179yI4OBinTp2iZJEQUiHySswAaQpL2Yjs68GkUck92CaNWpacPcy4zdmH+yUzlS3q1oOjZ0mfo2dLWNSth9x7tzn7CCG6gesyszzW1tYQCoVlzh5mZ2eXOctYKjw8HL6+vpg2bRoAoGnTpjAxMUH79u2xaNEi2Ntr/xYPlZ/MEh8fD29v7zLt3t7euHTpkkaCepuhoSE++OADeHt7Izw8HM2aNcP333+v8f0QQt4vXCVmFJWyKcxMRcHNkpI1BX9fKrnErETf0wepyLhW0pfx12U8faBcHyGk+jA0NISXlxfi4uJk2uPi4tC2bVu567x8+RJ6erKpmPDfJzExxionUBWp/GSWunXrIjo6GitXrpRpX7duHerWrauxwLgwxsrcWEoIISrjKjFTTimbWxPbyr8PUW6f8N8uMTYNbC/3PkRFfYSQ6iUsLAzDhg2Dt7c3fHx8sH79eqSnp2PcuHEASi5lZ2RkYNu2bQBKJu2OHj0aUVFR0kvPkydPRqtWreDg4KDNoUipnCh+99136NevH44ePYo2bdoAKJnefffuXezdu1ejwc2ePRuBgYGoW7cuXrx4gV27duHkyZM4cuSIRvdDCHlPlZaYkdNeerlZXl/p5WZV+iRisfRysyp9hJDqY8CAAcjNzcXChQuRmZkJDw8PxMbGSp9Yl5mZifT0/6orDB8+HC9evMCaNWvw5ZdfolatWujUqROWLVumrSGUIWBqnNt8+PAhoqKikJKSAsYY3N3dMW7cOI2fUQwJCcEff/yBzMxMmJubo2nTppgxYwa6dOnCvdLLHI3GwGeKSl+wPzmersNVNgdQWDpHUQkOKrOhmxSWT+Kg6Gc5LCQUeSqU2ip1/UYKPJq4qbSOopI6krOruVdU8P3+c9cBzr7refLv4lFUUsfRoSZn39GUl5x9/QMbc/aJZpzk7OMi2TmGu1PB/2m9dhNV3hchCtWw1tqur3aR/3+4RZzqZbH4RuUzikBJIezFixdrOpYydGXGDyGk4tQpqQOoV1anUkvqEELIe0SpySxvnyZVRkZGhlrBEEKIztMTQuTYANATlukSCIUwdWoAgbBsn6L1oCeE0PaDMn3lbU9g5Sx/e4QQoiFKJYotW7bE6NGjFc5qzsvLw4YNG+Dh4YF9+/ZpLEBCCNEZ/9ZKdN96Ew1Xn5dJ0gRCIbptOovee1LQbdNZ2eROwXqldRutll+BxZzfpX3lbc9g1HYYTvwNBqO2U7JICKk0Sl16TklJwZIlS9CtWzcYGBjA29sbDg4OMDIywtOnT5GcnIwbN27A29sbK1asQGBgYGXHTQghVU5RHcWajvVg7V7SZ+3eEjUd6wF5NznXAyu5B1Re3UbgL7nbe5Fesi95NSDlTsohhJAKUuqMoqWlJb799ls8evQIUVFRaNiwIXJycnD7dslBa8iQIUhMTMS5c+coSSSE8JaiWon5GanISS7py7lxGfkZytVY5KrbqGh7XDUgCSFE01SazGJkZIS+ffuib9++lRWPQuHh4Zg9ezYmTZqEVatWaSUGQsh7TEEdRSYW40hIO9R0rIf8jFQwsfL1F+XVbSxve3JrQBJC1KKoCsH7Tq1Zz9pw+fJlrF+/Hk2bNtV2KISQ95mCWolMLJZeHlZlPa66jeVtjy43E0IqW7VIFPPz8zFkyBBs2LABixYt0nY47zcFddVQp3mVhUEqn67UtzQ3M1O53M31Gymc67CMPznXM3qRg7XtjOX2KTrj4N7WSW77/w7/rSDKfM6eIWN7c/YJeizg7OOsEang/6beoPWcfYpw1dnUle8NIUQzqkWiOH78eHTv3h0fffQRJYqEvGfUqb+oqPaiogLTgfMPqbwvQgjhM6Ums2jTrl27cOXKFYSHh2s7FELI+4KjrqEyfVy1DdWusUgIIeUoKirCgwcPcPPmTTx58kSj29bpRPHBgweYNGkSfv75ZxgZGWk7HELI+4CjrqEyfVy1DdWusUgIIRzy8/Oxbt06+Pv7w9zcHC4uLnB3d4eNjQ2cnZ0xevRoXL58ucL7UStR/Omnn+Dr6wsHBwfcv19yM/WqVatw8ODBCgf0tsTERGRnZ8PLywv6+vrQ19fHqVOnsHr1aujr60Msppl+hBDNkl/XsPw+ebUNS8mtsfgvuTUWCSFEge+++w4uLi7YsGEDOnXqhH379iEpKQk3b95EfHw85s2bh+LiYnTp0gXdunWTljNUh8qJYlRUFMLCwvDxxx/j2bNn0mStVq1aGi9Z07lzZ1y7dg1JSUnSl7e3N4YMGYKkpCQI5V3CIYSQCuCqa1hen6LahurWWCSEEHnOnz+PEydOICEhAXPnzkW3bt3g6emJDz74AK1atcLIkSOxZcsWPH78GD179sSpU6fU3pfKk1l++OEHbNiwAb1798bSpUul7d7e3pg6daragchjamoKDw/ZWbYmJiawsrIq004IIRrBUddQmT6u2oZq11gkhBA5du/erdRyIpEIoaGhFdqXymcU09LS0KJFC7nBFBQUVCgYQgjRCaV1DeUlbeX0sdz7cvtKayIyebfMlNZYpCSRkGovMjISrq6uMDIygpeXF86cOaNw+cLCQnz11VdwdnaGSCRC/fr1sXnzZrX2fe7cORQWFqq1LheVzyi6uroiKSkJzs7OMu2HDx+Gu7u7xgLjcvLkyUrfx/tCUb0zQbuJctsVlRZRyKqBeuuRSsVVC09dulJDz7yGAXr2+VRuH3t8k3O9W/l6GHlBfl/Ry5ec65kZ3pRbf7GrWw3uGF3k114EgJzTv3P2WXP2qFcTUdF3QOExQkd+1oTokpiYGEyePBmRkZHw9fXFunXrEBgYiOTkZDg5yf8/379/fzx+/BibNm3CBx98gOzsbBQXF6u1/8DAQCQlJaFePc3d66xyojht2jSMHz8er1+/BmMMly5dws6dOxEeHo6NGzdqLDBCCFHXtjVLOPvYr/M4+3ou/x17B8o/mOfdS+dcb9hx7iSSEPL+iIiIQEhICEaNGgWgZKLv0aNHERUVJbfM35EjR3Dq1CmkpqbC0tISAODi4qL2/hljaq/LReVLzyNGjMC8efMwffp0vHz5EoMHD0Z0dDS+//57DBw4UOMBEkJIlVNQD7EiNRZVrr+oaB1CSKUrLCzE8+fPZV5cl3bfvHmDxMREBAQEyLQHBATg/Pnzctc5dOgQvL29sXz5cjg6OqJhw4aYOnUqXr16pfGxqEutJ7OMHj0ao0ePRk5ODiQSCWrXrq3puAghRDv+rYeo5+gBScZ1FG0c8t+9g//WUTSo54Wi1EQ8/eYj9fsU7a+87RFCNIrrVpDw8HAsWCD72Mx58+Zh/vz5ZZbNycmBWCyGra2tTLutrS2ysrLkbj81NRVnz56FkZER9u/fj5ycHISGhuLJkydq3ae4bt26MvuvqAoV3La2tqYkkRDCK4rqIapbY1Gd+ouK1iGEVI1Zs2YhLy9P5jVr1iyF6wgEApn3jLEybaUkEgkEAgG2b9+OVq1a4eOPP0ZERAS2bt2q8Kxierr8W2EGDx4MExOTMu0ZGRkKY1ZE5UQxNzcX48ePh7u7O6ytrWFpaSnz0qT58+dDIBDIvOzs7DS6D0IIeZuieojq1lhUp/6ionUIIVVDJBLBzMxM5iUSieQua21tDaFQWObsYXZ2NudZPnt7ezg6OsLc3Fza5ubmBsYYHj58KHcdAGjZsiVGjx6NS5cucS6Tl5eHDRs2wMPDA/v27VM0TIVUvvQ8dOhQ3L17FyEhIbC1teXMkjWlSZMm+P33/2YAUpFtQkilUlAPsSI1FlWuv6hoHUKIzjE0NISXlxfi4uLQp08faXtcXBx69eoldx1fX1/s3r0b+fn5qFmzJgDg1q1b0NPTQ506deSuAwApKSlYsmQJunXrBgMDA3h7e8PBwQFGRkZ4+vQpkpOTcePGDXh7e2PFihUIDAxUe1wCpuIUGVNTU5w9exbNmjVTe6fKmj9/Pg4cOICkpCTlV3qZU2nxEPWpW4KDVJzk3mnuzodJnF2CZp9x91Xjn5mizyNo4nzkFbyW2/fmIfcTU269FsHD0axMO3vFXVvWTKSHLX3k/yIwcGrIuR7qKnjYQJ3mcpsFCspTVeefJeGZGoqKP1Wuwnny/1+JFlxXaTsxMTEYNmwYoqOj4ePjg/Xr12PDhg24ceMGnJ2dMWvWLGRkZGDbtm0ASp7X7ObmhjZt2mDBggXIycnBqFGj4Ofnhw0bNpS7v9evXyM2NhZnzpzBvXv38OrVK1hbW6NFixbo2rWrRh5OovIZxcaNG1fpbJzbt2/DwcEBIpEIrVu3xpIlSzRaH4gQQkptm96bsy9n+yrOvpA/TXDwC58y7UXptzjX6beLu9wOIaR6GjBgAHJzc7Fw4UJkZmbCw8MDsbGx0trTmZmZMvcX1qxZE3Fxcfjiiy/g7e0NKysr9O/fH4sWLVJqf0ZGRujbty/69u1bKeMB1EgUIyMjMXPmTMydOxceHh4wMDCQ6TczK/tXtbpat26Nbdu2oWHDhnj8+DEWLVqEtm3b4saNG7CystLYfgghRGl6QvUuB+sJ5V/OLq+PEFKthIaGcj42b+vWrWXaGjdujLi4uEqOSn0qJ4q1atVCXl4eOnXqJNNeOqtHLO/xVGp6+5q6p6cnfHx8UL9+ffz4448ICwvT2H4IIUQp6pas4SqBU14fIYRomcqJ4pAhQ2BoaIgdO3ZUyWSWt5mYmMDT0xO3b9+usn0SQkgpeSVrxI/vlLue/BI4aQr6CCFEN6icKF6/fh1Xr15Fo0aNKiMehQoLC5GSkoL27dtX+b4JIaS0ZE3pGUVlS9aUlsApOWsoW3JHbp9J/coaAiGEqETlRNHb2xsPHjyokkRx6tSp+OSTT+Dk5ITs7GwsWrQIz58/R3BwcKXvmxBCylC3ZE05JXc4+wghREWZmZmwtbWFnl6FnqkipXKi+MUXX2DSpEmYNm0aPD09y0xmadq0qUYCA4CHDx9i0KBByMnJgY2NDdq0aYMLFy5IZw8RQkiVk4iVutwsbz2We1/1PkIIUUFAQADOnDmDWrVqAQCePn2Ku3fvwtvbW63tqVxHUV6GKhAIKmUyi1qojqLS1KltqGgdRahWm25S9PNkudz3AnPV5dOVn7O631OF2/x1Hmdf0M478usvvnrBuc71x6/h4WIjv1PBeubWNpxlfBTVvlSHrvw8yXtCi3UUJZvkl5fRC1H/iSba0qJFC1y9elX6XiKRoGXLlkhMTFRreyqfUUxLo8dIEULI2zjrLz7gLtbba+N1HFwwUK31CCGES506dXDu3Dn4+voCKDnB9+bNG7W3p3KiSJd9CSGEEEJ005o1a9CjRw/4+PigZcuWuHbtGpycnNTenlKJ4qFDhxAYGAgDAwMcOnRI4bI9e/ZUOxhCCCGEEKI+Z2dnXLlyBfv378e1a9fQsGFDLFmyRO3tKZUo9u7dG1lZWahduzZ69+7NuZxO3KNICCGEEPKeWrduHcaOHYv+/fujf//+Fd6eUnOnJRIJateuLf0314uSREIIIYQQ7YmPj8cXX3wBiUQCALh58yaGDRum9vZULrKzbds2FBYWlml/8+YNtm3bpnYgXDIyMjB06FBYWVmhRo0aaN68udozdwghhBBC+Gzr1q1wdXXFxx9/jIEDB2Lw4MHo3r272ttTOVEcMWIE8vLyyrS/ePECI0aMUDsQeZ4+fQpfX18YGBjg8OHDSE5OxsqVK6W1gQghhBBCyH+uXLmCc+fO4fHjx7h06RL27duHgQM5KiwoQeVZz6X1Et/18OFDmJubqx2IPMuWLUPdunWxZcsWaZuLi4tG9/E+U6dGGtVVe39w1UoEdP97oCg+tWss+gxVMxr5zE3uoNe8XSqvd+PRS/ReeZqjV367uWVt/LQpUuV9EUJUFxkZiRUrViAzMxNNmjTBqlWrlHr08Llz5+Dn5wcPDw8kJSWpvf/Q0FDMnTsXH3/8MS5duoRevXph7dq10nI5qlI6UWzRogUEAgEEAgE6d+4Mff3/VhWLxUhLS0O3bt3UCoLLoUOH0LVrV3z22Wc4deoUHB0dERoaitGjR2t0P4QQUtU4ay+Wo/fK0zi47QeV1uk1cppa+yKEqCYmJgaTJ09GZGQkfH19sW7dOgQGBiI5OVlhiZq8vDwEBQWhc+fOePz4cYViuHDhgvTfrVq1wm+//YbPPvsM58+fV2t7SieKpbOdk5KS0LVrV9SsWVPaZ2hoCBcXF/Tr10+tILikpqYiKioKYWFhmD17Ni5duoSJEydCJBIhKChIo/sihBBCCKmIiIgIhISEYNSoUQCAVatW4ejRo4iKikJ4eDjnemPHjsXgwYMhFApx4MCBCsXw5MkTbNy4EQYGBpgyZQocHR1x/PhxtbendKI4b17J46tcXFwwYMAAGBkZqb1TZUkkEnh7e0vr/7Ro0QI3btxAVFQUJYqEEEIIqVSFhYVlJvCKRCKIRKIyy7558waJiYmYOXOmTHtAQIDCs3lbtmzB3bt38fPPP2PRokUVjvnTTz9Fv379EBkZiSlTpuD69evYuXMnFi9erNb2VJ7MEhwcXCVJIgDY29vD3d1dps3NzQ3p6elVsn9CCCGEvAfqesh9hYeHw9zcXObFdWYwJycHYrEYtra2Mu22trbIysqSu87t27cxc+ZMbN++XeaWvop48eIFxo8fD0NDQwCAh4cHYmNj1d6eZqKqJL6+vrh586ZM261bt+gxgoQQQgipdLNmzUJYWJhMm7yziW97d8Iv1yRgsViMwYMHY8GCBWjYsGHFg/1X7dq18ejRI5l9vn79Wu3t6XSiOGXKFLRt2xZLlixB//79cenSJaxfvx7r16/XdmiEEEII4Tmuy8zyWFtbQygUljl7mJ2dXeYsI1By5i8hIQFXr17FhAkTAJTccscYg76+Po4dO4ZOnTqpHPN3332H4OBgZGdnIyYmBkeOHEHjxo1V3k4pnU4UW7Zsif3792PWrFlYuHAhXF1dsWrVKgwZMkTboRFCCCGESBkaGsLLywtxcXHo06ePtD0uLg69evUqs7yZmRmuXbsm0xYZGYnjx49jz549cHV1LXef9+/fx19//QVbW1u0atUKANCwYUP89ttvOHDgAK5duwZvb+8K1bkWMMaY2mvropc52o6AEF5Qp96grtdXrAjJPa7ahWp6mMTdV6c5Z1fwvC3Ie/5CpV1d//sOPBp/IL9Tn/uec3MzM6q/SKpODWut7VpybK7cdr2AhSptJyYmBsOGDUN0dDR8fHywfv16bNiwATdu3ICzszNmzZqFjIwMzifZzZ8/HwcOHFCqjuLOnTsxfPhwFBUVQSAQoEWLFjh8+DBsbGxUirk8Sp1RfPf6vCIRERFqB0MIIUSxbWuWqLxOr6AvOGsvKkrue36m2SLjhPDdgAEDkJubi4ULFyIzM1M6kaR0bkVmZqbGJuQuWLAAw4YNw+zZs/HgwQNMmzYNM2fOxKZNmzSy/VJKnVHs2LGjzPvExESIxWI0atQIQMkEE6FQCC8vrwrV6tEIOqNIiEbQGUVZunJGUdETc7hUJFE8tPtnlfdHiFp4cEaxKhkaGuL27dvSJPTmzZv48MMPUVBQoNH9KHVG8cSJE9J/R0REwNTUFD/++CMsLCwAlDyTecSIEUo9ooYQQgghhFRMcXExjI2Npe8bNWoEiUSCrKws2NnZaWw/KtdRXLlyJcLDw6VJIgBYWFhg0aJFWLlypcYCI4QQQggh3H788UecP38e+fn5AAB9fX28fPlSo/tQOVF8/vy53OcQZmdn48UL1W6wVoaLi4v0GdNvv8aPH6/xfRFCCCGEVAft2rXDokWL0K5dO9SqVQsNGjTA69evsWnTJpw4cQLPnz/XyH5ULo/Tp08fjBgxAitXrkSbNm0AlDyAetq0aejbt69Ggnrb5cuXIRaLpe+vX7+OLl264LPPPtP4vgghhBBCqoPTp0vum759+zYSExNx5coVJCYmSp8rraenhwYNGiAlJaVC+1G5PM7Lly8xdepUbN68GUVFRQBKTnWGhIRgxYoVMDExqVBA5Zk8eTJ+/fVX3L59W26lc5rMQojy1JmwAvB70goXdT4rlntbvZ2pOdFFz6WD3PZhIaHI4zq7UMz9xIbrN9Pg0cSNOxY5qKQOURtNZtGYtLQ0aTHvJUtUr5TwNrXrKBYUFODu3btgjOGDDz6o9AQRKHngtoODA8LCwjB79mz5C1GiSIjSKFFUXnVOFBVRNK5eI6epPOuZZkoTtVGiqJPUfjKLiYkJmjZtqslYynXgwAE8e/YMw4cPr9L9EkIIIYTHFPwB9r5TK1G8fPkydu/ejfT0dLx580amb9++fRoJTJ5NmzYhMDAQDg4OlbYPQgghhBBSQuVZz7t27YKvry+Sk5Oxf/9+FBUVITk5GcePH4e5uXllxAig5HmGv//+O0aNGlVp+yCEEEIIIf9ROVFcsmQJvvvuO/z6668wNDTE999/j5SUFPTv3x9OTk6VESMAYMuWLahduza6d+9eafsghBBCCCH/UTlRvHv3rjRZE4lEKCgogEAgwJQpU7B+/XqNBwgAEokEW7ZsQXBwMPT11b6tkhBCCCGEqEDlRNHS0lJaWNvR0RHXr18HADx79kzj1cBL/f7770hPT8fIkSMrZfuEEEIIIaQslU/PtW/fHnFxcfD09ET//v0xadIkHD9+HHFxcejcuXNlxIiAgACoWcWHEKKAojI3isqmcPXxuWxOVY5N0dFOUQkcdUr4KBqXuZkZen42VKXtXb+RovI6pfui+ouE6B6VE8U1a9bg9euSAq2zZs2CgYEBzp49i759+2LOnDkaD5AQQoh2qJO4qVtHUZ3kkhBS+dS69FxankZPTw/Tp0/HoUOHEBERAQsLC40HSAghhBBSXURGRsLV1RVGRkbw8vLCmTNnOJfdt28funTpAhsbG5iZmcHHxwdHjx6twmjLp3KiCJRMaPn6668xaNAgZGdnAwCOHDmCGzduaDQ4QgghhJDqIiYmBpMnT8ZXX32Fq1evon379ggMDER6errc5U+fPo0uXbogNjYWiYmJ6NixIz755BNcvXq1iiPnpnKieOrUKXh6euLixYvYt28f8vPzAQB//fUX5s2bp/EACSGEEEKqg4iICISEhGDUqFFwc3PDqlWrULduXURFRcldftWqVZg+fTpatmyJBg0aYMmSJWjQoAF++eWXKo6cm8qJ4syZM7Fo0SLExcXB0NBQ2t6xY0fEx8drNDhCCCGEEG0pLCzE8+fPZV6FhYVyl33z5g0SExMREBAg0x4QEIDz588rtT+JRIIXL17A0tKywrFrisqJ4rVr19CnT58y7TY2NsjNzdVIUKWKi4vx9ddfw9XVFcbGxqhXrx4WLlwIiUSi0f0QQggh5P0lsGog9xUeHg5zc3OZV3h4uNxt5OTkQCwWw9bWVqbd1tYWWVlZSsWxcuVKFBQUoH///hUek6aoPOu5Vq1ayMzMhKurq0z71atX4ejoqLHAAGDZsmWIjo7Gjz/+iCZNmiAhIQEjRoyAubk5Jk2apNF9EUIIIYS8bdasWQgLC5NpE4lECtcRCAQy7xljZdrk2blzJ+bPn4+DBw+idu3aqgdbSVROFAcPHowZM2Zg9+7dEAgEkEgkOHfuHKZOnYqgoCCNBhcfH49evXpJnwTj4uKCnTt3IiEhQaP7IYRohuTeac4+gVUD7j416znqet1GdeOr6vU0SZ3aiwDVXyS6SSQSlZsYlrK2toZQKCxz9jA7O7vMWcZ3xcTEICQkBLt378ZHH32kdryVQeVEcfHixRg+fDgcHR3BGIO7uzvEYjEGDx6Mr7/+WqPBtWvXDtHR0bh16xYaNmyIP//8E2fPnsWqVas0uh9CCCGaoW7SRvUXSXVnaGgILy8vxMXFydyiFxcXh169enGut3PnTowcORI7d+6UnhjTJSonigYGBti+fTsWLlyIq1evQiKRoEWLFmjQgPtsgbpmzJiBvLw8NG7cGEKhEGKxGIsXL8agQYM0vi9CCCGEkIoICwvDsGHD4O3tDR8fH6xfvx7p6ekYN24cgJJL2RkZGdi2bRuAkiQxKCgI33//Pdq0aSM9G2lsbAxzc3OtjeNtKieKperXr4/69etrMpYyYmJi8PPPP2PHjh1o0qQJkpKSMHnyZDg4OCA4OLhS900IIYQQoooBAwYgNzcXCxcuRGZmJjw8PBAbGwtnZ2cAQGZmpkxNxXXr1qG4uBjjx4/H+PHjpe3BwcHYunVrVYcvl1KJ4rs3cioSERGhdjDvmjZtGmbOnImBAwcCADw9PXH//n2Eh4dTokgIIYQQnRMaGorQ0FC5fe8mfydPnqz8gCpIqURR2QrhyszqUcXLly+hpydbwUcoFFJ5HEIIIYSQKqBUonjixInKjkOuTz75BIsXL4aTkxOaNGmCq1evIiIiAiNHjtRKPIQQQggh7xMBY4xpOwguL168wJw5c7B//35kZ2fDwcEBgwYNwty5c2WeCiPjZU7VBkkIT6lTlkbdUjbVuQQO0YxhIaHIe/5c5fWu30iBRxM3ldahkjo6qoa11nbNHl+T2y6w9aziSHSPTieKaqFEkRCNoESRVAfqlNVRtxQPqWSUKOoklR/hRwghhBBC3g9ql8chhBBCCOEDunLBjc4oEkIIIYQQuShRJIQQQgghcul8ovjixQtMnjwZzs7OMDY2Rtu2bXH58mVth0UIIYQQwns6nyiOGjUKcXFx+Omnn3Dt2jUEBATgo48+QkZGhrZDI4QQQgjhNZ0uj/Pq1SuYmpri4MGD6N69u7S9efPm6NGjBxYtWlR2JSqPQ0il4ypno24JHEUqY5uajoNojzr1F9WpvQhQ/cVKp8XyOJy5gzZj0hE6Peu5uLgYYrEYRkZGMu3GxsY4e/aslqIihBCiK9RJ3NSto9jzs6Eqr0NIdafTl55NTU3h4+ODb775Bo8ePYJYLMbPP/+MixcvIjOz6s4kEEIIIYS8j3Q6UQSAn376CYwxODo6QiQSYfXq1Rg8eDCEQqG2QyOEEEIIkREZGQlXV1cYGRnBy8sLZ86cUbj8qVOn4OXlBSMjI9SrVw/R0dFVFKlydD5RrF+/Pk6dOoX8/Hw8ePAAly5dQlFREVxdXbUdGiGEEEKIVExMDCZPnoyvvvoKV69eRfv27REYGIj09HS5y6elpeHjjz9G+/btcfXqVcyePRsTJ07E3r17qzhybjqfKJYyMTGBvb09nj59iqNHj6JXr17aDokQQgghRCoiIgIhISEYNWoU3NzcsGrVKtStWxdRUVFyl4+OjoaTkxNWrVoFNzc3jBo1CiNHjsS3335bxZFz0/lE8ejRozhy5AjS0tIQFxeHjh07olGjRhgxYoS2QyOEEEIIAQC8efMGiYmJCAgIkGkPCAjA+fPn5a4THx9fZvmuXbsiISEBRUVFlRarKnR61jMA5OXlYdasWXj48CEsLS3Rr18/LF68GAYGBtoOjRBCCCE8VlhYiMLCQpk2kUgEkUhUZtmcnByIxWLY2trKtNva2iIrK0vu9rOysuQuX1xcjJycHNjba78sl84niv3790f//v21HQYh5C1cNQWrsq6hojgUUTdGddaj2ou6ydzMTK1SN9dvpKi8HtVerCY46iWGz5+PBQsWyLTNmzcP8+fP59yUQCCQec8YK9NW3vLy2rVF5xNFQgghRJPUTdzUqb9ItRert1mzZiEsLEymTd7ZRACwtraGUCgsc/YwOzu7zFnDUnZ2dnKX19fXh5WVVQUi1xydv0eREEIIIUQbRCIRzMzMZF5ciaKhoSG8vLwQFxcn0x4XF4e2bdvKXcfHx6fM8seOHYO3t7fO3GJHiSIhhBBCiAaEhYVh48aN2Lx5M1JSUjBlyhSkp6dj3LhxAErOUAYFBUmXHzduHO7fv4+wsDCkpKRg8+bN2LRpE6ZOnaqtIZRBl54JIYQQQjRgwIAByM3NxcKFC5GZmQkPDw/ExsbC2dkZAJCZmSlTU9HV1RWxsbGYMmUK1q5dCwcHB6xevRr9+vXT1hDK0OoZxdOnT+OTTz6Bg4MDBAIBDhw4INPPGMP8+fPh4OAAY2Nj+Pv748aNG9oJlhBCCCGkHKGhobh37x4KCwuRmJiIDh06SPu2bt2KkydPyizv5+eHK1euoLCwEGlpadKzj7pCq4liQUEBmjVrhjVr1sjtX758OSIiIrBmzRpcvnwZdnZ26NKlC168eFHFkRJCCCGEvH8ErHQetpYJBALs378fvXv3BlByNtHBwQGTJ0/GjBkzAJTUM7K1tcWyZcswduxY+Rt6mVNFERNCNEXTZXUqoyxNdYiRVK5hIaHIe/5cpXWu30iBRxM3lff1XpbV4ShRQ7RLZ+9RTEtLQ1ZWlkzFcpFIBD8/P5w/f547USSEEEIqgTqJmzoldUrXI0QX6Oys59K6QqpUOCeEEEIIIZqjs4liKVUrnBNCCCGEEM3Q2UTRzs4OAFSqcE4IIYQQQjRHZxNFV1dX2NnZyVQsf/PmDU6dOsVZ4ZwQQgghhGiOViez5Ofn486dO9L3aWlpSEpKgqWlJZycnDB58mQsWbIEDRo0QIMGDbBkyRLUqFEDgwcP1mLUhBBCCCHvB60migkJCejYsaP0femDt4ODg7F161ZMnz4dr169QmhoKJ4+fYrWrVvj2LFjMDU11VbIhBBCCCHvDZ2po0gIIYQQQnSLzt6jSAghhBBCtIsSRUIIIYQQIhclioQQQgghRC5KFAkhhBBCiFyUKBJCCCGEELkoUSSEEEIIIXJRokgIIYQQQuTSasFtTejbt6/Sy+7bt68SI9E8Po+NEELUwdfjIl/HBfB7bO+Dap8ompubazuESsPnsfH1wMHXcQH8HRuNq3qNi6/HRb6OC+D32N4H1T5R3LJli7ZDqDR8HhtfDxx8HRfA37HRuKoXvh4X+TougN9jex/QI/wIIYQQQohc1f6M4ttcXV0hEAg4+1NTU6swGs3i89gIIUQdfD0u8nVcAL/Hxle8ShQnT54s876oqAhXr17FkSNHMG3aNO0EpSF8HhtfDxx8HRfA37HRuKoXvh4X+TougN9j4yteJYqTJk2S27527VokJCRUcTSaxeex8fXAwddxAfwdG42reuHrcZGv4wL4PTa+ei/uUUxNTUXz5s3x/PlzbYeicXweW+mBg283QvN1XAB/x0bjql74elzk67gAfo+tunsvCm7v2bMHlpaW2g6jUvB5bIGBgdi7d6+2w9A4vo4L4O/YaFzVC1+Pi3wdF8DvsVV3vLr03KJFC5n7cBhjyMrKwj///IPIyEgtRlZxfB4bF74eOPg6LoC/Y6Nx6Sa+Hhf5Oi6A32PjK14lir1795Z5r6enBxsbG/j7+6Nx48baCUpD+Dw2vh44+DougL9jo3FVL3w9LvJ1XAC/x8ZX78U9ikS3LViwQOY9Xw4cfB0XwN+x0bgIIUQWLxJFZW5+1dfXR40aNaogGs3i89gIIUQdfD0u8nVcAL/Hxne8SBT19PQU1ggrZWJigi5duuD7779HnTp1qiCyiuPz2Ph64ODruAD+jo3GVb3GxdfjIl/HBfB7bHzHi0Tx1KlT5S4jkUjw+PFjrF27FqampoiNja2CyCqOz2Pj64GDr+MC+Ds2Glf1Ghdfj4t8HRfA77HxHS8SRVUkJyejTZs2vKzVVN3GxtcDB1/HBfB3bDSu6jUuVVS346Ky+DougN9jq47eu0TxzZs3OHz4MHr16qXtUDSOz2Pj64GDr+MC+Ds2Glf1wtfjIl/HBfB7bNURbxNFMzMzJCUloV69etoOReP4PDYufD1w8HVcAH/HRuPSTXw9LvJ1XAC/x8YnvH0yC0/zXwD8HpuZmRlSU1PLtBsaGlbbX2AAf8cF8HdsNK7qha/HRb6OC+D32PiEt4kiqZ74euDg67gA/o6NxkUIITxOFIcOHQozMzNth1Ep+Dw2QghRB1+Pi3wdF8DvsfEJrx7h97aoqChth1Bp+Dw2vh44+DougL9jo3FVL3w9LvJ1XAC/x8YnvJjM8vDhQxgZGcHa2hoAcObMGURHRyM9PR3Ozs4YP348fHx8tByl+n755RckJCSgW7du8PHxwfHjx/Htt99CIpGgb9++GDNmjLZDJISQKlVQUIAdO3bg/PnzyMrKgkAggK2tLXx9fTFo0CCYmJhoO0S1PXz4ELVq1ULNmjVl2ouKihAfH48OHTpoKTLNq1evHo4ePYoGDRpoOxTCgReJYtu2bTFnzhwEBgbi4MGD6Nu3L3r06AE3NzfcunULv/76K/bt24cePXpoO1SVRUdH44svvkCzZs1w+/ZtREZG4vPPP8eAAQMgFAqxbds2hIeHY9KkSdoOVS10sOeH6n6w5/Mfm3z8QzM5ORldunTBy5cv4efnB1tbWzDGkJ2djVOnTsHExATHjh2Du7u7tkNVSWZmJnr16oXExEQIBAIMGTIEa9eulR5DHj9+DAcHB4jFYi1HqrrVq1fLbQ8LC8P06dNhZ2cHAJg4cWJVhkWUwItE0czMDH/99RdcXFzQpk0b9OnTBzNmzJD2r1mzBps3b8aVK1e0GKV63N3dMWXKFIwePRonTpzAxx9/jJUrVyI0NBQAsHXrVixfvhzJyclajlR1dLCng72u4Osfm3z9Q7Njx46ws7PDjz/+CENDQ5m+N2/eYPjw4cjMzMSJEye0FKF6goODcevWLfzwww949uwZZs2aBcYY4uLiYGFhgcePH8Pe3h4SiUTboapMT08Pjo6O0NeXvePt/v37cHBwgIGBAQQCgdwZ+UTLGA+Ym5uzP//8kzHGWO3ataX/LnXnzh1Wo0YNbYRWYcbGxuz+/fvS9wYGBuzatWvS92lpadV2bP7+/mzgwIGssLCwTF9hYSEbNGgQ8/f310JkFRMUFMTatGnDLl++zOLi4pi3tzfz8vJiT548YYwxlpWVxQQCgZajVI9AIGB16tRhLi4uMi+BQMAcHR2Zi4sLc3V11XaYKjM1NWVpaWmMMcZat27Nli5dKtP/ww8/sBYtWmghsopxc3Nj69evZ4wxdvz4cWZkZMTWrl0r7d+yZQtzc3PTVnhqMzY2Zjdu3ODsv3btGjM2Nq7CiDTDwcGBXbx4Ufr+9evXrFevXqx58+YsNzeXZWVlMT09PS1GqL4xY8aw5s2bs+TkZJl2fX19hT9Lon28mPXs5+eHnTt3AgBatGiBkydPyvSfOHECjo6OWois4qysrHD//n0AwKNHj1BcXIz09HRp//3792Fpaamt8Crk4sWLmDNnTpkzAkBJTbfZs2fj4sWLWoisYn7//Xd8//338Pb2xkcffYSzZ8+iTp066NSpE548eQIASj1/VxeNHj0a1tbWiI2NRVpamvQlFApx7NgxpKWlVcszAnp6etInkqSlpSEwMFCmPzAwEDdv3tRGaBVy7949dO3aFUDJWTixWCxzy4O/v7/0+FKdWFhY4Pbt25z9d+7cgYWFRRVGpBl5eXkycYtEIuzZswcuLi7o2LEjsrOztRhdxaxbtw7z5s1D165dsWbNGm2HQ1TAi0Rx6dKl2LBhA4KDg9GuXTt89dVXGDZsGJYsWYLg4GBMmDABs2fP1naYaunVqxdCQkKwePFi9OnTB0FBQfjyyy9x5MgRHD16FF988QUCAgK0HaZa6GBf/fD1YM/XPzb5+ofm6NGjERwcjG+//RZ//vknsrKy8PjxY/z555/49ttvMXLkSIwdO1bbYaqsXr16+Ouvv2Ta9PX1sXv3btSrV6/a3frwrt69eyM+Ph779+9HYGAgsrKytB0SUYa2T2lqyp07d9iAAQOYqakpEwgETCAQMAMDA9a2bVu2f/9+bYentvz8fDZq1Cjm4eHBxo0bx968ecNWrFjBDA0NmUAgYP7+/uzx48faDlMt8+bNY+bm5mzFihUsKSmJZWZmsqysLJaUlMRWrFjBLCws2IIFC7Qdpso8PT3Znj17yrQXFRWx3r17Mycnp2p7+ajUw4cPWadOnVi3bt1YZmZmtb98lJyczKysrFhQUBD75ptvWM2aNdnQoUPZ4sWLWVBQEBOJRGzLli3aDlNl48ePZw0aNGCLFi1irVq1YsHBwaxx48bs8OHD7MiRI8zT05ONHDlS22GqZenSpcze3p4JBAKmp6fH9PT0mEAgYPb29mzZsmXaDk8t06dPZwEBAXL7ioqKWM+ePav9sYMxxiQSCVuyZAmzs7NjQqGwWh873ge8SRRLSSQSlpWVxR49esTevHmj7XAqzatXr9jz58+1HUaFva8H++p6j+Lb+Hawv3PnDhs4cCCv/tjk8x+apVJTU9n58+fZ+fPnWWpqqrbDqZCioiKWl5fH2V9cXMzu3btXhRFVroSEBLZq1Srp/dtEN/Fi1jNQUt4iKipKbpmVsWPHom7dutoOUW2KxjZu3DjUqVNH2yFWWFpamvQyhJ2dHVxdXbUckfqKi4vx8uVLzqLGYrEYDx8+hLOzcxVHVjkSExNx9uxZBAUFVctbBd7F/p15L5FIYG1tDQMDA22HpHGvX79GUVERTE1NtR0KIUTH8eIexbNnz8LNzQ379+9Hs2bNEBQUhKFDh6JZs2bYv38/mjRpgnPnzmk7TLWUNzZ3d/dqO7a3ubq6wsfHBz4+PtIk8cGDBxg5cqSWI1Odvr6+widfPHr0CAsWLKjCiCqXl5cXJk2aBAsLi2r7M3tb6R9i9vb20iSRD+N6m5GREUxNTav1uF69eoWzZ8/KLQ32+vVrbNu2TQtRVRxfxwXwe2y8puUzmhrh7e3NJk+ezNk/efJk5u3tXYURaQ6fx1aepKQkXtyP8y6+josx/o6NxqVbbt68yZydnaW3rPj5+bFHjx5J+6trGRm+josxfo+N73jxrOfr16/j559/5uwfO3YsoqOjqzAizeHz2A4dOqSwvzqWWQH4Oy6Av2OjcVUvM2bMgKenJxISEvDs2TOEhYXB19cXJ0+ehJOTk7bDUxtfxwXwe2y8p+1MVRNcXV3Z5s2bOfs3b95cLYsAM8bvsZX+ZVk6cUDeqzr+hcnXcTHG37HRuKqX2rVrs7/++kumLTQ0lDk5ObG7d+9W27NTfB0XY/weG9/x4h7FqVOnYty4cZgwYQIOHjyICxcu4OLFizh48CAmTJiAzz//HNOnT9d2mGrh89js7e2xd+9eSCQSua/q+MhFgL/jAvg7NhpX9fLq1asyj4Jbu3YtevbsCT8/P9y6dUtLkVUMX8cF8HtsfMeLS8+hoaGwsrLCd999h3Xr1kmfoSsUCuHl5YVt27ahf//+Wo5SPXwem5eXF65cuYLevXvL7RcIBGDVcFI+X8cF8HdsNK7qpXHjxkhISICbm5tM+w8//ADGGHr27KmlyCqGr+MC+D02vuNNeZxSRUVFyMnJAQDelbbg29jOnDmDgoICdOvWTW5/QUEBEhIS4OfnV8WRVQxfxwXwd2w0ruo1rvDwcJw5cwaxsbFy+0NDQxEdHQ2JRFLFkVUMX8cF8HtsfMe7RJEQQgghhGgGL+5RJIQQQgghmkeJIiGEEEIIkYsSRUIIIYQQIhclioQQQgghRC5KFAkhhBBCiFyUKBJCCCGEELkoUSSEEEIIIXJRokgIIYQQQuT6P5LfqX5iXgymAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "forecast = datetime(2021, 7, 12)\n",
    "\n",
    "st, en = datetime(2021, 7, 6), datetime(2021, 7, 24)\n",
    "\n",
    "pred_reshape2 = pred_reshape.copy().sel(datetime=slice(st, en))\n",
    "pred_reshape2['leadtime'] = pred_reshape2.leadtime / 24\n",
    "\n",
    "cmap_p, norm_p = create_cmap('Oranges', np.arange(0, 1.01, .1), 'probability')\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 2))\n",
    "\n",
    "plot_DataArray(pred_reshape2,\n",
    "               ax=ax,\n",
    "               cmap=cmap_p, norm=norm_p,\n",
    "               # xticks=np.arange(0, pred_reshape2.shape[1], 4),\n",
    "               # xticklabels=pred_reshape2.datetime.data[0::4],\n",
    "               # yticks=np.arange(1, pred_reshape2.shape[0], 2) + .5,\n",
    "               # yticklabels=pred_reshape2.leadtime.data[1::2].astype(int),\n",
    "               # ylabel='lead time (d)', \n",
    "               cbar_kws={'shrink': .8, 'label': r'$P_{exc}$ (-)'})\n",
    "\n",
    "\n",
    "\n",
    "# exceedances\n",
    "exceedances = pred_reshape2 > probability\n",
    "df = exceedances.to_dataframe(name='exceedance').reset_index()\n",
    "df = df[df.exceedance == 1]\n",
    "df['x'] = (df.datetime - st).dt.total_seconds() / (6 * 3600)\n",
    "df['y'] = df.leadtime * 2\n",
    "df.head()\n",
    "ax.scatter(df.x + .5, df.y - .5, marker='.', s=8, color='w')\n",
    "\n",
    "# forecast frames\n",
    "i0 = int((forecast - st).total_seconds() / (6 * 3600))\n",
    "for i, y in enumerate(range(0, 20)):\n",
    "    rect = patches.Rectangle((i0 + i * 2, y), 2, 1, facecolor='none', edgecolor='k', lw=.5)\n",
    "    ax.add_patch(rect);\n",
    "    \n",
    "xticks = np.arange(0, len(pred_reshape2.datetime), 8)\n",
    "xticklabels = [pd.to_datetime(x).strftime('%d-%b') for x in pred_reshape2.datetime.isel(datetime=xticks).data]\n",
    "yticks = np.arange(1, len(pred_reshape2), 2)\n",
    "yticklabels = pred_reshape2.leadtime.isel(leadtime=yticks).data.astype(int)\n",
    "ax.set(\n",
    "       # xlabel='date time',\n",
    "       xticks = xticks + .5,\n",
    "       xticklabels=xticklabels,\n",
    "       ylabel='lead time (d)',\n",
    "       yticks=yticks + .5,\n",
    "       yticklabels=yticklabels,\n",
    "       title='forecasted probability of exceeding Q5',\n",
    "      )\n",
    "ax.tick_params(axis='x', rotation=90)\n",
    "\n",
    "plt.savefig('paper_exceedance_probability_matrix.jpg', dpi=300, bbox_inches='tight');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a583af69-17b9-450f-b376-cfecf51a685a",
   "metadata": {},
   "source": [
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9c8e623-2cf2-42e3-b7c1-c89b827196f4",
   "metadata": {},
   "source": [
    ">***Figure 4**. Final matrix of the reshaping process. Columns represent timesteps and rows increasing leadtime.*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d9aadfe-3e43-4352-83f6-57fe7f59ca2b",
   "metadata": {},
   "source": [
    "### 3.2 Skill\n",
    "\n",
    "Once the forecasted dataset is formatted as above explained, we must define what an event is (probability threshold, persistence, minimum leadtime), and then it's \"easy\" to compute the forecasted events and calculate the performance (recall, precision and f1-score)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5e9d103-799b-43ae-bdcf-a9cf1de3c2f4",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### 3.2.1 Compute events\n",
    "\n",
    "The function `exceedance2events` applies the previous criteria on the forecasted exceedance probability matrix (Figure 4). It consists of three steps:\n",
    "\n",
    "1. **Probability threshold**. By applying the probability threshold, the matrix is converted into a boolean matrix (exceeds or not exceeds). At this step the matrix keeps its dimensions.\n",
    "```\n",
    "exceedance = (forecast >= probability).astype(int)\n",
    "```\n",
    "\n",
    "2. **Persistence**. A rolling sum over `leadtime` of width equal to the persistence criterion computes the number of consecutive positive forecasts. When this sum is equal to the persitence value, the cell complies with the criterion. At this step, the matrix still keeps its original dimensions.\n",
    "```\n",
    "events = exceedance.rolling({'leadtime': persistence[0]}).sum() >= persistence[1]\n",
    "```\n",
    "\n",
    "3. **Leadtime**. For leadtimes larger than the minimum, we check if there is any positive value across the timesteps. The matrix is, hence, reduced to only one dimension: `datetime`.\n",
    "```\n",
    "events.sel(leadtime=slice(min_leadtime, None)).any('leadtime').astype(int)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "8ef00786-2419-4d04-8ad9-9e3dc56692f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no. predicted events:\t[1]\n"
     ]
    }
   ],
   "source": [
    "# compute events\n",
    "pred_events = exceedance2events(pred_reshape, probability, persistence, min_leadtime)\n",
    "\n",
    "# calculate the number of predicted events\n",
    "n_events_pred = count_events(pred_events).compute()\n",
    "print('no. predicted events:\\t{0}'.format(n_events_pred.data))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2420a85-1ac7-4d63-b384-1e947c786a2f",
   "metadata": {},
   "source": [
    "#### 3.2.2 Hits, misses and false alarms\n",
    "\n",
    "The function `events2hits` compares the matrixes of observed and predicted events and outputs a dataset that contains the true positives (TP), false negatives (FN) and false positives (FP). Before comparing the two matrixes, the function allows to create a buffer over the prediction. This buffer is meant to consider small lags in time between predicted and the observed events; the buffer can be symmetrical (`center=True`) or asymmetrical (`center=False`) and its width is defined with the attribute `w`.\n",
    "\n",
    "* An observed event is considered a true positive if at least one timestep during the obserserved event was predicted by the buffered matrix. \n",
    "* False negatives are the difference between the number of observed events and the number of true positives.\n",
    "* False positives are the difference between the number of predicted events and the number of true positives.\n",
    "\n",
    "With these three values the performance metrics (recall, precision, f1) can be computed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1b79b7cf-6595-402a-ae4e-56a957872f74",
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute hits, missses and false alarms\n",
    "hits = events2hits(obs, pred_events, center=True, w=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46dfc5e5-196d-468d-8b48-86e203fada01",
   "metadata": {},
   "source": [
    "#### 3.2.3 Graphical explanation\n",
    "\n",
    "Figure 5 shows graphically the whole process of computing the skill:\n",
    "\n",
    "1. The timeseries of observed events (exceedances of the 5-year return period of discharge).\n",
    "2. The forecast probability of exceeding the 5-year return period of discharge.\n",
    "3. A matrix that shows when the the previous forecast exceedance probability is larger than 30 %.\n",
    "4. The timeseries of predicted events computed from the previous matrix by applying the persistence criterion.\n",
    "5. A buffer on the timeseries of predicted events.\n",
    "6. The timeseries of true positives, i.e., timesteps at which both the matrix in step 1. and that in step 4. are positive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "id": "39727e40-2982-4249-9ffc-11c086be773c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 800x350 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "das = {'exceedance probability': pred_reshape2,\n",
    "       'predicted events': pred_events.sel(datetime=slice(st, en)).isel(leadtime=0),\n",
    "       'observed events': obs.sel(datetime=slice(st, en))}\n",
    "\n",
    "fig = plt.figure(figsize=(8, 3.5), constrained_layout=True)\n",
    "height_ratios = [len(da.leadtime) if 'leadtime' in da.dims else 1 for key, da in das.items()]\n",
    "gs = fig.add_gridspec(nrows=len(height_ratios), height_ratios=height_ratios)\n",
    "\n",
    "# Exceedance probability\n",
    "# ......................\n",
    "\n",
    "ax1 = fig.add_subplot(gs[0])\n",
    "label = 'exceedance probability'\n",
    "da = das[label]\n",
    "\n",
    "# heatmap\n",
    "plot_DataArray(da,\n",
    "               ax=ax1,\n",
    "               cmap=cmap_p, norm=norm_p,\n",
    "               cbar_kws={'shrink': .8, 'label': r'$P_{exc}$ (-)'})\n",
    "# exceedances\n",
    "exceedances = da > probability\n",
    "df = exceedances.to_dataframe(name='exceedance').reset_index()\n",
    "df = df[df.exceedance == 1]\n",
    "df['x'] = (df.datetime - st).dt.total_seconds() / (6 * 3600)\n",
    "df['y'] = df.leadtime * 2\n",
    "df.head()\n",
    "ax1.scatter(df.x + .5, df.y - .5, marker='.', s=8, color='w')\n",
    "\n",
    "# forecast frames\n",
    "i0 = int((forecast - st).total_seconds() / (6 * 3600))\n",
    "for i, y in enumerate(range(0, 20)):\n",
    "    rect = patches.Rectangle((i0 + i * 2, y), 2, 1, facecolor='none', edgecolor='k', lw=.5)\n",
    "    ax1.add_patch(rect);\n",
    "\n",
    "# setup\n",
    "xticks = np.arange(0, len(pred_reshape2.datetime), 8)\n",
    "xticklabels = [pd.to_datetime(x).strftime('%d-%b') for x in pred_reshape2.datetime.isel(datetime=xticks).data]\n",
    "yticks = np.arange(1, len(pred_reshape2), 2)\n",
    "yticklabels = pred_reshape2.leadtime.isel(leadtime=yticks).data.astype(int)\n",
    "ax1.set(\n",
    "       xticks=[], \n",
    "       xticklabels=[],\n",
    "       ylabel='lead time (d)',\n",
    "       yticks=yticks + .5,\n",
    "       yticklabels=yticklabels,\n",
    "       title=label,\n",
    "      )\n",
    "    \n",
    "    \n",
    "# Predicted events\n",
    "# ......................\n",
    "ax2 = fig.add_subplot(gs[1])\n",
    "label = 'predicted events'\n",
    "da = das[label]\n",
    "plot_DataArray(da,\n",
    "              cmap='Oranges', alpha=.8,\n",
    "              cbar=False,\n",
    "              ax=ax2)\n",
    "ax2.set(xticks=[],\n",
    "        xticklabels=[],\n",
    "        title=label\n",
    "           );\n",
    "\n",
    "# Observed events\n",
    "# ...............\n",
    "ax3 = fig.add_subplot(gs[2])\n",
    "label = 'observed events'\n",
    "da = das[label]\n",
    "plot_DataArray(da,\n",
    "              cmap='Blues', alpha=.8,\n",
    "              cbar=False,\n",
    "              ax=ax3)\n",
    "xticks = np.arange(0, len(da.datetime), 8)\n",
    "xticklabels = [pd.to_datetime(x).strftime('%d-%b') for x in da.datetime.isel(datetime=xticks).data]\n",
    "ax3.set(xticks=xticks,\n",
    "        xticklabels=xticklabels,\n",
    "        title=label\n",
    "       );\n",
    "\n",
    "mask = (da.diff('datetime') == 1)\n",
    "starts = ((pd.to_datetime(mask[mask].datetime.data) - st).total_seconds() / (6 * 3600)).astype(int)\n",
    "mask = (da.diff('datetime') == -1)\n",
    "ends = ((pd.to_datetime(mask[mask].datetime.data) - st).total_seconds() / (6 * 3600)).astype(int)\n",
    "\n",
    "colors = ['salmon', 'salmon', 'darkseagreen']\n",
    "\n",
    "for s, e, c in zip(starts, ends, colors):\n",
    "    rect = patches.Rectangle((s, 0), e - s, 1, facecolor='none', edgecolor=c, lw=2, zorder=5)\n",
    "    ax3.add_patch(rect);\n",
    "    \n",
    "plt.savefig('paper_predicted_vs_observed_events.jpg', dpi=300, bbox_inches='tight');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "5d5fd3b9-37ca-4ee8-9d56-808361194115",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 850x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "das = {'observed events': obs,\n",
    "       'exceedance probability': pred_reshape,\n",
    "       f'exceedance > {probability * 100:.0f}%': pred_reshape > probability,\n",
    "       'predicted events': pred_events,\n",
    "       'buffered prediction': events2hits.buffer,\n",
    "       'true positives': events2hits.true_positives}\n",
    "\n",
    "fig = plt.figure(figsize=(8.5, 8), constrained_layout=True)\n",
    "height_ratios = [len(da.leadtime) if 'leadtime' in da.dims else 1 for key, da in das.items()]\n",
    "gs = fig.add_gridspec(nrows=len(height_ratios), height_ratios=height_ratios)\n",
    "\n",
    "for i, (label, da) in enumerate(das.items()):\n",
    "    ax = fig.add_subplot(gs[i])\n",
    "    if i + 1 < len(height_ratios):\n",
    "        xticklabels, xlabel = [], None\n",
    "    else:\n",
    "        xticklabels, xlabel = da.datetime.data, 'datetime'\n",
    "    if i in [1, 2]:\n",
    "        ylabel = 'leadtime (h)'\n",
    "    else:\n",
    "        ylabel = None\n",
    "    plot_DataArray(da, xtick_step=4, cbar=False, title=label, xticklabels=xticklabels, xlabel=xlabel,\n",
    "                   ylabel=ylabel, ax=ax, cmap='Blues')\n",
    "    \n",
    "fig.suptitle('{0} - {1} ({2})'.format(stn, *stations.loc[stn, ['name', 'catchment']]), fontsize=13);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92fa9d4c-ff20-4446-a4a6-c7b5badad6e1",
   "metadata": {},
   "source": [
    "> ***Figure 5**. Graphical explanation of the skill computation. The top plot shows the exceedances of the 5-year return period in the \"observed\" (water balance) discharge. The second plot shows the matrix of exceedance probability. The third plot shows the exceedances over the 30% probability threshold. The fourth plot shows the timesteps in which the forecast complies with the persistence critera, i.e., at least 3 consecutive forecasts predict an event at that timestep. The fifth plot shows a buffer of 2 timesteps (12 h) over the previous predicted events, to allow for some lag between prediction and observation. The bottom plot shows the true positives, i.e., the timesteps at which both the observed and the buffered predicted events are positive.*\n",
    "\n",
    "Out of the 2 observed events, the forecast correctly predicts (with these notification criteria) 1 event. Therefore, there is one false negative (miss) and no false positives (false alarm)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "438eb180-20a0-452c-97a5-bf656d8feb65",
   "metadata": {},
   "source": [
    "## 4 Idea\n",
    "\n",
    "Figure 6 shows the exceedance probability matrix (that in Figure 4) in 3 dimensions, in a way that can be interpreted as a 2D probability density function (PDF), where flood events are clusters of higher probability. A large amount of this information (both in terms of probability and duration of the event) is lost when applying the probability threshold criteria. As an example, compare the second and third plots in Figure 5. The persistence criterion and the buffer seem to be proxies to replace this loss of information.\n",
    "\n",
    "It would be interesting to try another procedure that would find clusters of higher probability (events) and computes a cumulative probability (CDF, cumulative density function) of that event. In this approach, notifications would be sent when the CDF of an events exceeds certain value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "76ddda5f-df3a-4ba6-bd97-9c14c5b51ad8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xx, yy = np.meshgrid(np.arange(0, pred_reshape.shape[1]), np.arange(0, pred_reshape.shape[0]))\n",
    "\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "ax = plt.axes(projection='3d')\n",
    "ax.plot_surface(xx, yy, pred_reshape.data, cmap=cmap, norm=norm, rcount=80, ccount=480, edgecolor='none', alpha=.666)\n",
    "ax.view_init(45, 70)\n",
    "ax.set(xlabel='datetime', ylabel='leadtime (h)', zlabel='probability')\n",
    "ax.set_xticks(np.arange(0, pred_reshape.shape[1], 16))\n",
    "ax.set_xticklabels(pd.to_datetime(pred_reshape.datetime.data[::16]).date)\n",
    "ax.set_yticks(np.arange(0, pred_reshape.shape[0], 4))\n",
    "ax.set_yticklabels(pred_reshape.leadtime.data[::4])\n",
    "ax.set_title('forecast', fontsize=12);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81180179-2766-4932-9eb0-2d1c46ac530d",
   "metadata": {},
   "source": [
    "> ***Figure 6**. 3D representation of the matrix of forecast probability of exceeding the 5-year return period of discharge. The z-axis and colours represent higher probabilities. Flood events are depicted as \"hills\". The volume beneath each of these \"hills\" would be the cumulative probability of the event.*"
   ]
  }
 ],
 "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}