{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import xarray as xr\n",
    "import pandas as pd\n",
    "from salishsea_tools import viz_tools, places, visualisations\n",
    "from matplotlib import pyplot as plt, dates\n",
    "from datetime import datetime, timedelta\n",
    "from calendar import month_name\n",
    "from scipy.io import loadmat\n",
    "from tqdm.notebook import tqdm\n",
    "from salishsea_tools import nc_tools\n",
    "from dask.diagnostics import ProgressBar\n",
    "import cmocean\n",
    "from scipy.stats import sem\n",
    "import scipy.stats as stats\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams.update({'font.size': 12, 'axes.titlesize': 'medium'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load files from monthly averages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "#years, months, data\n",
    "monthly_array_sal_slice = np.zeros([14,12,50,50])\n",
    "# Load monthly averages\n",
    "mask = xr.open_dataset('/data/eolson/results/MEOPAR/NEMO-forcing-new/grid/mesh_mask201702.nc')\n",
    "slc = {'y': slice(450,500), 'x': slice(250,300)}\n",
    "e3t, tmask = [mask[var].isel(z=slice(None, 27),**slc).values for var in ('e3t_0', 'tmask')]\n",
    "years, variables = range(2007, 2021), ['vosaline']\n",
    "# salorary list dict\n",
    "data = {}\n",
    "# Permanent aggregate dict\n",
    "aggregates = {var: {} for var in variables}\n",
    "monthlydat = {var: {} for var in variables}\n",
    "\n",
    "\n",
    "# Loop through years\n",
    "for year in [2007,2008,2009,2010,2011,2012,2016,2017,2018,2019,2020]:\n",
    "    # Initialize lists\n",
    "    for var in variables: data[var] = []\n",
    "    # Load monthly averages\n",
    "    for month in range(1, 13):\n",
    "        datestr = f'{year}{month:02d}'\n",
    "        prefix = f'/data/sallen/results/MEOPAR/v201905r/SalishSea_1m_{datestr}_{datestr}'\n",
    "        \n",
    "        # Load grazing variables\n",
    "        with xr.open_dataset(prefix + '_grid_T.nc') as ds:\n",
    "            q = ds.vosaline.isel(deptht=0, **slc).values\n",
    "            q2 = q[0,:,:]\n",
    "            monthly_array_sal_slice[year-2007,month-1,:,:] = q2 #year2007 is index 0 along 1st dimension\n",
    "            for var in ['vosaline']:\n",
    "                data[var].append(ds.vosaline.isel(deptht=0, **slc).values)\n",
    "    \n",
    "    # Concatenate months\n",
    "    for var in variables: aggregates[var][year] = np.concatenate(data[var]).mean(axis=0)\n",
    "\n",
    "# Loop through years for wrap files\n",
    "for year in [2013,2014,2015]:\n",
    "    # Initialize lists\n",
    "    for var in variables: data[var] = []\n",
    "    # Load monthly averages\n",
    "    for month in range(1, 13):\n",
    "        datestr = f'{year}{month:02d}'\n",
    "        prefix = f'/data/sallen/results/MEOPAR/v201905r_wrap/SalishSea_1m_{datestr}_{datestr}'\n",
    "        \n",
    "        # Load grazing variables\n",
    "        with xr.open_dataset(prefix + '_grid_T.nc') as ds:\n",
    "            q = ds.vosaline.isel(deptht=0, **slc).values\n",
    "            q2 = q[0,:,:]\n",
    "            monthly_array_sal_slice[year-2007,month-1,:,:] = q2 #year2007 is index 0 along 1st dimension\n",
    "            for var in ['vosaline']:\n",
    "                data[var].append(ds.vosaline.isel(deptht=0, **slc).values)\n",
    "    \n",
    "    # Concatenate months\n",
    "    for var in variables: aggregates[var][year] = np.concatenate(data[var]).mean(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(14, 12)\n"
     ]
    }
   ],
   "source": [
    "monthly_array_sal_slice[monthly_array_sal_slice == 0 ] = np.nan\n",
    "monthly_array_sal_slicemean = \\\n",
    "np.nanmean(np.nanmean(monthly_array_sal_slice, axis = 2),axis = 2)\n",
    "print(np.shape(monthly_array_sal_slicemean))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Seasonal Cycles for Individual Years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot monthly means for 5 years\n",
    "fig, ax = plt.subplots(figsize=(15, 5))\n",
    "bbox = {'boxstyle': 'round', 'facecolor': 'w', 'alpha': 0.9}\n",
    "cmap = plt.get_cmap('tab10')\n",
    "palette = [cmap(0), cmap(0.2), 'k', cmap(0.1), cmap(0.3)]\n",
    "xticks=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov',\"Dec\"]\n",
    "\n",
    "for i in range(0,7):\n",
    "    ax.plot(xticks, monthly_array_sal_slicemean[i,:],label=2007+i)\n",
    "    ax.set_title('Central SoG Surface Salinity',fontsize=18)\n",
    "    ax.legend(frameon=False)\n",
    "    ax.set_ylim(5,30)\n",
    "    ax.set_ylabel('')\n",
    "   \n",
    "for i in range(7,14):\n",
    "    ax.plot(xticks, monthly_array_sal_slicemean[i,:],linestyle='--',label=2007+i)\n",
    "    ax.set_title('Surface Salinity',fontsize=18)\n",
    "    ax.legend(frameon=False,bbox_to_anchor=(1, 1))\n",
    "    ax.set_ylim(5,30)\n",
    "    ax.set_ylabel('g/kg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Select 4 warmest and 4 coldest years; leave NPGO \"neutral\" years out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#2008, 2010, 2011, 2012\n",
    "NPGO_C=(((+monthly_array_sal_slicemean[1,:]+\\\n",
    "        monthly_array_sal_slicemean[3,:]+\\\n",
    "        monthly_array_sal_slicemean[4,:]+monthly_array_sal_slicemean[5,:])/4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#2015, 2018, 2019, 2020\n",
    "NPGO_W=(((monthly_array_sal_slicemean[8,:]+\\\n",
    "        monthly_array_sal_slicemean[11,:]+monthly_array_sal_slicemean[12,:]+\\\n",
    "        monthly_array_sal_slicemean[13,:])/4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, ''),\n",
       " Text(1, 0, ''),\n",
       " Text(2, 0, ''),\n",
       " Text(3, 0, ''),\n",
       " Text(4, 0, ''),\n",
       " Text(5, 0, ''),\n",
       " Text(6, 0, ''),\n",
       " Text(7, 0, ''),\n",
       " Text(8, 0, ''),\n",
       " Text(9, 0, ''),\n",
       " Text(10, 0, ''),\n",
       " Text(11, 0, '')]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot the coldest and warmest years only; Supp Fig. S5\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(14, 2))\n",
    "bbox = {'boxstyle': 'round', 'facecolor': 'w', 'alpha': 0.9}\n",
    "cmap = plt.get_cmap('tab10')\n",
    "palette = [cmap(0), cmap(0.2), 'k', cmap(0.1), cmap(0.3)]\n",
    "xticks=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov',\"Dec\"]\n",
    "\n",
    "ax.plot(xticks, monthly_array_sal_slicemean[1,:],color='b',linestyle='-',label='2008')\n",
    "ax.plot(xticks, monthly_array_sal_slicemean[3,:],color='b',linestyle='--',label='2010')\n",
    "ax.plot(xticks, monthly_array_sal_slicemean[4,:],color='b',linestyle='-.',label='2011')\n",
    "ax.plot(xticks, monthly_array_sal_slicemean[5,:],color='b',linestyle=':',label='2012')\n",
    "ax.plot(xticks, monthly_array_sal_slicemean[8,:],color='r',linestyle='-',label='2015')\n",
    "ax.plot(xticks, monthly_array_sal_slicemean[11,:],color='r',linestyle='--',label='2018')\n",
    "ax.plot(xticks, monthly_array_sal_slicemean[12,:],color='r',linestyle='-.',label='2019')\n",
    "ax.plot(xticks, monthly_array_sal_slicemean[13,:],color='r',linestyle=':',label='2020')\n",
    "\n",
    "ax.set_title('Sea Surface Salinity',fontsize=14)\n",
    "ax.legend(frameon=False,loc='center left', bbox_to_anchor=(1, 0.5),fontsize=10)\n",
    "ax.set_ylim(0,30)\n",
    "ax.set_ylabel('g/kg')\n",
    "ax.xaxis.set_tick_params(labelsize=12)\n",
    "ax.yaxis.set_tick_params(labelsize=12)\n",
    "ax.set_xticklabels([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data for Figure 4: Calculate monthly standard error values for cold and warm years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "NPGO_W_years=[monthly_array_sal_slicemean[8,:],monthly_array_sal_slicemean[11,:],monthly_array_sal_slicemean[12,:],monthly_array_sal_slicemean[13,:]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.8826463 , 0.99281972, 0.94991001, 0.90580449, 1.61168061,\n",
       "       1.24163564, 1.76138473, 1.28528857, 0.81950455, 0.49974175,\n",
       "       0.69538148, 1.10459364])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sem(NPGO_W_years)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "NPGO_W_SEM=[0.8826463 , 0.99281972, 0.94991001, 0.90580449, 1.61168061,\n",
    "       1.24163564, 1.76138473, 1.28528857, 0.81950455, 0.49974175,\n",
    "       0.69538148, 1.10459364]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "NPGO_C_years=[monthly_array_sal_slicemean[1,:],\n",
    "        monthly_array_sal_slicemean[3,:],\n",
    "        monthly_array_sal_slicemean[4,:],monthly_array_sal_slicemean[5,:]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.25090128, 0.34827499, 0.22707056, 0.53063788, 1.29902834,\n",
       "       1.59029185, 2.24347327, 0.97587449, 0.3152079 , 0.52615727,\n",
       "       0.41454268, 0.26008036])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sem(NPGO_C_years)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "NPGO_C_SEM=[0.25090128, 0.34827499, 0.22707056, 0.53063788, 1.29902834,\n",
    "       1.59029185, 2.24347327, 0.97587449, 0.3152079 , 0.52615727,\n",
    "       0.41454268, 0.26008036]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(-0.4, 26, '(b)')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABNkAAAEhCAYAAABC0XY0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAA9hAAAPYQGoP6dpAACABklEQVR4nO3dd3xT5f4H8E9Gm+50Dyi0QEsplCEgKqvIEBAFHCBcVFAQ9HpVQH8IDpYoiveK63oVUUARcTNlCMooyBAoUqC0ZXRBd5t0JR05vz8OWU3S3aYtn/frlVebc55zzpO00OST7/M8EkEQBBAREREREREREVG9Se3dASIiIiIiIiIiotaOIRsREREREREREVEDMWQjIiIiIiIiIiJqIIZsREREREREREREDcSQjYiIiIiIiIiIqIEYshERERERERERETUQQzYiIiIiIiIiIqIGYshGRERERERERETUQAzZiIiIiIiIiIiIGoghGxEREVErlJeXh+effx5dunSBQqGARCKBRCJBQUGBvbvW5qxfvx4SiQShoaF12tdQS5cuhUQiwbBhwxr93ERERNT45PbuABEREbU+giDgxx9/xKZNm3D69GlkZWVBJpMhICAAQUFBGDBgAIYMGYIRI0bAw8PD3t2tk+zsbKxZswa7du1CfHw8VCoVlEolAgIC0LlzZwwePBhDhgzBwIED7dbHyspKjBgxArGxsQAANzc3eHl5AQCk0rb9GerevXuxfv16nDhxAjdu3IBOp0NAQAACAwPRt29fDBkyBCNHjoSfn5+9u9qktmzZgtjYWPTp0wcTJ060d3eIiIgIDNmIiIiojgoKCjBx4kQcPHjQsE0ul8PFxQUpKSm4cuUKjhw5gtWrV2PdunWYMWOG/TpbR/v378fkyZORl5dn2Obq6ory8nJcuHABFy5cwI4dOwCIQaO9/Pbbb4iNjYWDgwN+//13DB482G59aS5arRaPPfYYfvjhB8M2qVQKT09PXL9+HcnJyTh+/Dj+97//YcmSJVi6dGmz9EupVCIiIgLt27dv9HP7+voiIiICHTt2tNi3ZcsWbNiwAdOnT2fIRkRE1EK07Y86iYiIqNE9/vjjOHjwIGQyGV588UUkJCRAq9UiNzcXpaWlOHv2LN555x307t3b3l2tk5SUFEycOBF5eXkIDQ3Fl19+ifz8fBQVFUGlUqGgoAB79uzBs88+a6gas5dz584BAHr16nVLBGwA8H//93+GgO3JJ59EbGys4fdOo9EgPj4eH330EQYPHgyJRNJs/XrggQcQHx+P/fv3N/q5//WvfyE+Ph5fffVVo5+biIiIGh8r2YiIiKjWEhMTsX37dgDAihUrsHDhQrP9crkcvXr1Qq9evbBgwQKUlpbao5v18tlnn6GoqAiOjo44ePCgRfWQUqnEPffcg3vuuQfvvvuunXopKikpASAOE70VFBYWYs2aNQCAOXPm4NNPPzXbL5VKERERgYiICPzrX/9qVb93RERE1Hawko2IiIhqTT8HGABMmDChxvbOzs42912+fBnPPfccIiMj4ebmBhcXF0RGRmLu3LlISUmxeoxOp8ORI0ewcOFC3HnnnQgODoajoyN8fHwQHR2NTz/9FOXl5XV+XIDxsfXp08fq8LyaHldtJsC/du2aYYGCa9euVXv8H3/8gYkTJyIoKAgymQwzZszAjBkzIJFIDEMhDx48aDif6XYAuHTpEt59912MHDkSXbp0gbOzMzw8PHDbbbfhtddeQ05OTk1PCS5evIhnn30W3bt3h7u7O9zc3BAREYEpU6bgp59+gk6ns3rcgQMHMHXqVHTs2BFOTk5QKpUYMGAAVq1aheLi4hqvW1V8fDy0Wi2A+v/eqVQqbN68GdOmTUPPnj3h7e0NJycnhISE4B//+AeOHTtW534B1f/cqy5csH//fowbNw5+fn5wcnJCZGQkli1bBo1GY/Xc1hY+OHDgACQSCTZs2AAA2LBhg9nvgEQiwYEDB3Dx4kXD/RMnTlT7GB577DEusEBERNQIWMlGRERE9ZKWlobIyMh6Hfv555/j2WefNQRiCoUCUqkU8fHxiI+Px7p16/Djjz9i1KhRZselpKSYDY/UzwWXl5eHQ4cO4dChQ9i0aRP27NlTbcBXnevXr0MQhGYdcljVhx9+iLlz50IQBCiVSshkMgAwLMBQVFSE4uJiODg4wNvb23CcaWXb6NGjkZycDACQSCRQKpVQqVSIjY1FbGws1q9fj/379yMiIsJqH9555x288sorhiDNyckJDg4OSEhIQEJCAr777jvk5+fD09PTcExFRQWeeeYZrF271qxPxcXFOHnyJE6ePIkvv/wSe/bsQUhISL2em7S0tHodt3r1aixbtsysX4D4O5WSkoLNmzfj/fffx/PPP1+v89fk3XffxcsvvwxA/DmWlZUhPj4eS5cuxcGDB/Hbb78Zfs7VcXR0REBAAFQqFTQajSHErNomMjIS0dHROHjwINasWYMBAwZYPV9+fj5+/PFHAMDs2bMb+CiJiIhubaxkIyIiolq7/fbbDeGTfj62utqyZYvhzfzChQtx7do1lJaWori4GPHx8Zg0aRLUajUefvhhi4o2uVyOCRMm4LvvvkN6ejq0Wi1UKhUKCwuxbt06tGvXDocPH8arr75a537pQ4i0tDS89NJL9aq4agyZmZmYP38+pk+fjpSUFBQUFKC0tBSvv/46PvjgA2RkZOCll14CAAwcOBAZGRmGm347ANx555346KOPkJSUBI1Gg/z8fGg0Guzbtw8DBgxAeno6/vGPf1jtw//+9z8sXLgQOp0O48ePx5kzZ1BaWgq1Wo3c3Fzs3bsXjzzyiMVKpi+99BLWrl2LgIAAfPLJJ8jNzUVhYSFKS0vxxx9/4LbbbsOlS5fw4IMP2qyCsyYqKgouLi4AgGXLluHkyZN1fVoRGBiIefPm4dixY8jPzzf068qVK3jhhRcAAPPnz8eZM2fqfO6anD17FgsXLsTChQuRlZWF/Px8FBQUYPHixQDEqkV9ZVpN9D/zRx55BADwyCOPmP0OZGRkGFa+feaZZwAAmzdvRmFhodXzbdy4ERqNBj4+PnjooYca+lCJiIhubQIRERFRHTz11FMCAAGAIJFIhNtuu0345z//KXzxxRfCuXPnBJ1OZ/NYrVYrtG/fXgAgfPHFFzbbjR8/XgAgvPDCC3Xq28mTJwUAgqurq1BaWlqnY7Ozs4V27doZHpurq6swZswY4fXXXxe2bNkiZGZmVnv8unXrBABCSEiIzTZXr141nP/q1atWjwcgPPjgg9Vea8mSJQIAITo6upaPzlxhYaEQEBAgABAOHz5sti8vL09wd3cXAAhTpkyp9udp6ty5c4JEIhFcXFyEv//+22obtVotBAcHCwCEX375pU59fvPNNw3PDwChW7duwsyZM4X//e9/wl9//SWUl5fX6XxVPfvsswIAYebMmRb7qvvZVrdP/3MCICxZssTqdR988EEBgDBy5Eibx1v7OU+fPl0AIEyfPt3mYyorKxP8/f0FAMKnn35qtU3Pnj0FAML8+fNtnoeIiIhqh5VsREREVCeffPIJXn/9dbi6ukIQBJw5cwaffPIJZs6ciZ49eyIwMBDz589HZmamxbG7du1Ceno6AgIC8MQTT9i8xuOPPw4A2LNnT5361r9/f/j7+6O4uNhs/rja8PX1RUxMjGGIanFxMXbv3o033ngDEydOREBAAPr374/169fXqQqrPhYtWtSk53dzc0N0dDQAICYmxmzfjz/+iMLCQjg4OOC9996r9bDZL774AoIgYNy4cejZs6fVNu7u7pg4cSKAuv9sX3nlFXz44YeG4bHx8fH44osv8Mwzz6B///7w9fXFrFmzcOXKlTqdV2/cuHEALJ+PxqBQKMyqDE3p55j7+++/G/26Dg4OmDlzJgAYFo4wdezYMcNKtRwqSkRE1HAM2YiIiKhO5HI5li9fjvT0dHz99deYNWsWevfuDUdHRwBAVlYWVq9ejaioKIsJ1/UBRn5+PoKCghAYGGj19tRTTwGAYU4xU2VlZfj0009xzz33oF27dnBycjKb9D0rKwtA/ebu6tSpE/bu3YsLFy7g7bffxoQJE8wWQTh16hSeeOIJjB071uZk9Q3l7OyMvn37Nsq5duzYgUceeQSdO3eGq6ur2fP0/fffA7B8no4ePQoA6NevH4KCgmp9Lf3PdteuXTZ/roGBgVi3bh0A6z/bmjz33HNIS0vDjz/+iGeffRa33367Ye49lUqFL774Aj179sSOHTusHn/lyhW89NJL6NevHzw9PSGTyQzPx7333gug/nO+VadHjx42V4Jt164dACAvL6/RrwuI4ZlUKsXp06dx+vRps32ff/45ACA6Otrm3HxERERUe1z4gIiIiOpFqVTi0UcfxaOPPgoA0Gg0iImJwYcffojt27cjJycHDz30EBITE+Hk5ARAXFQAEIMya5VuVZWWlprdz8rKwsiRIw3VN4A4Ib+vr69h0vjs7GzodLoGzakWGRlptqhDRkYGtm7dipUrVyI5ORl79+7Fa6+9hn//+9/1voYtPj4+FnOd1ZVOp8Ojjz6Kb7/91rBNLpfDy8vLEIbqJ86v+jxlZGQAQJ0XJtD/bIuKilBUVFRj+5KSkjqdX8/Z2RkPPfSQYf6wiooKnDhxAmvWrMGGDRtQUlKCKVOmICkpCYGBgYbjfvnlF0ydOtWwSikAeHh4GELasrIy5OfnN8lcfO7u7jb3yeVyw+NoCqGhoRg9ejR27dqFNWvW4NNPPwUAqNVqfPfddwCAOXPmNMm1iYiIbjWsZCMiIqJG4eTkhJEjR2Lbtm2YPn06ALEqaPfu3YY2lZWVAIAxY8ZAEIRa3UzNmzcP586dg4+PD7788kvcuHEDpaWlyM7ONkz6rq8MqnpsQwQGBmLOnDk4fvw4/P39AQBffvllkwwbrc0KkzX54osv8O2330Imk2Hx4sVITEyEVqtFXl6e4Xl6+OGHAdh+nuq6uqr+Z/v222/X6ud64MCBBj1GPblcjoEDB2L9+vWGhQSKi4uxefNmQ5vc3FzMmDEDWq0Ww4cPx4EDB1BSUgKVSoXMzExkZGTghx9+aJT+tET6BRA2bdpkCBH13/v4+ODBBx+0Z/eIiIjaDIZsRERE1OhM53e6dOmS4Xt9ZZFpJVptlZeX4+effwYAfPzxx3jiiSfMKpUAMejJycmpT5drJSAgwDCHVn5+PrKzsw379BVJ1Q0jValUTdY3U/qAadasWVi2bBnCwsIsquP0FWtV6YeIXrt2rU7XbMjPtrGYVmSZ/t79+uuvUKvV8PLywvbt2xEdHW0YZqpn6/loC8aNG4eOHTuisLDQ8LuhHyo6Y8YMKBQKe3aPiIiozWDIRkRERI3OdP4p0zfwgwYNAgCkp6fXeYL57OxsQ4B12223WW0TExPTZHOl6dl6bF5eXgDEIa2mQxJNHT9+vEn7ppeamgrA9vNUVFRksy8DBw4EAPz111+4ceNGra+p/9nu3LmzVsNFm4Ktn43++YiIiICLi4vVY/ft29e0nWtk+tC0NhWbUqnUMM/hmjVrzOZn028nIiKihmPIRkRERLV29epVJCQk1Nhuw4YNhu9NJ/G///77DZVSL7zwQo3zcplOBu/h4WEYwnj27FmLthUVFXj11Vdr7Jsthw8frrE/RUVFhmq6Tp06wdPT07Cvd+/eAMTQ45dffrE4trS0FKtXr653/+pCqVQCsP48AcAbb7yBwsJCq/smTZoEDw8PVFRUYN68ebUedvvUU09BIpGgoKAA//d//1dt2/Ly8joFcTk5OTh16lSN7Wz93umfj4SEBKshbGxsLDZt2lTr/rQEHh4eAICCgoJatZ81axbkcjlOnDiBuXPnAuCCB0RERI2NIRsRERHV2vnz5xEZGYlx48bhq6++MhtSWF5ejjNnzuCJJ57Ae++9BwAYMGAABg8ebGjj5OSETz75BBKJBKdPn8agQYOwZ88elJWVGdpcvXoVn332GQYMGIBPPvnEsN3Nzc1QLTV//nz8/vvvhjnR4uLicO+99+Kvv/6Cq6trvR7bBx98gI4dO+K5557Dvn37oFarDfvUajW+//57DBw40LAq5osvvmh2fHBwsOGxzp8/H/v27TPMU3bq1CmMHDnSsPJpUxszZgwAcUjgmjVrDM9vRkYG5s2bh1WrVsHHx8fqsUqlEqtWrQIAfPfdd3jggQcQGxtr2J+fn4+dO3diwoQJZs9Rnz59DOHNp59+ikmTJiE2NtYQ0lVWVuLs2bN444030KVLF7Nz1iQjIwP9+/dHdHQ0Pv30U1y6dMnsvJcuXcK8efMwb948AOKiDfqFEQDgnnvugVQqRV5eHqZNm4b09HQA4gIc33//Pe65555qFydoiaKiogCI4XB8fHyN7QMDAw1DnQ8fPgyACx4QERE1OoGIiIiolnbv3i0AMLs5OjoK3t7egkQiMdvet29fIT093ep5Nm7cKLi4uBjayuVywcfHR1AoFGbnWLFihdlxf/31l+Dq6mrYr1AoBHd3d8M5vvrqKyEkJEQAIKxbt65Oj23KlCkWj83d3V1wc3Mz2yaVSoUFCxYIOp3O4hxnzpwx9AeA4OTkZOhvQECAsHPnTsO+q1evmh27bt06AYAQEhJSY1+XLFkiABCio6Ot7s/Pzxe6detm1mdPT0/Dz2jOnDnC9OnTBQDC9OnTrZ7jrbfeEqRSqeEczs7OZo8NgJCfn292TEVFhTB37lyzNk5OToKPj48gl8vNtsfExNT4OPUuXrxo8fsll8sFb29vQSaTmW3v3LmzcP78eYtzvPzyy2btlEql4ODgIAAQOnXqJHzzzTeGfVVV97Opbl9NPydBEIQ//vjD5nWrOz4vL0/w8/MzHOvr6yuEhIQIISEhwp9//mn1Wvv27TO09/HxETQajc1+ERERUd2xko2IiIhqbfTo0UhMTMQHH3yASZMmITIyEgqFAgUFBXBxcUF4eDgmT56MzZs34+TJk4aVPquaNm0akpKS8Nprr6F///5wc3NDQUEBnJyc0KdPH/zrX//Cvn378PLLL5sd169fP5w4cQKTJ0+Gr68vdDod3N3dMXnyZBw9ehSPPfZYvR/b119/jd9//x2LFi3CiBEjEBwcjLKyMmg0Gnh5eeH222/HvHnzcObMGbzzzjtWV9/s06cPTpw4gSlTpsDf3x86nQ6+vr549tlnERsbi+7du9e7f3Xh6emJo0ePYu7cuQgNDYVMJoNcLsewYcPw7bff4tNPP63xHIsWLcLZs2fx1FNPISwsDIA4FDYiIgJTp07Fzz//bBiyqCeTybB69WqcPn0as2fPRkREBGQyGVQqFby8vDBo0CAsXboUsbGxhqrE2ujWrRtSU1Px2Wef4dFHH0WvXr3g6uoKlUoFhUKB0NBQjB8/HmvXrsWFCxesPs9vv/02vvrqKwwYMADOzs4oLy9HWFgYXnnlFZw5c8bm72pL5eXlhUOHDmHKlClo3749VCoVkpOTkZycbHNewuHDh8Pb2xsAFzwgIiJqChJBaMT17YmIiIiIqEU6deoU+vfvDwCIj4/nfGxERESNjJVsRERERES3gI8++giAWNHGgI2IiKjxtbiQraCgAM8//zzuuusuBAYGQqFQoH379hg+fDh++uknqytcqdVqzJ8/HyEhIVAoFAgJCcH8+fPNJuMlIiIiIrpV/frrr9i4cSMA4KWXXrJzb4iIiNqmFjdcNCkpCX369MGdd96JsLAweHt7IysrC9u3b0dWVhaeeuoprFmzxtC+uLgYgwcPRmxsLEaNGoW+ffvi7Nmz2L17N/r06YOYmJh6rzJGRERERNRapaWlYfDgwSgpKUF2djYA4L777sP27dvt3DMiIqK2qcWFbJWVlRAEAXK53Gx7YWEh7rzzTly4cAFxcXHo0aMHAGDJkiVYvnw5FixYgHfeecfQXr998eLFWLZsWbM+BiIiIiIie7t27Ro6deoEiUSC9u3b4+GHH8Ybb7wBNzc3e3eNiIioTWpxIVt15s+fj9WrV2PLli2YMGECBEFAcHAw1Go1MjIyzCrWNBoN2rVrBxcXF6SmplpdAYyIiIiIiIiIiKgxtLg52WzRaDT4/fffIZFIDMuyJyYm4vr16xg0aJDFkFAnJycMHToU6enpSEpKskeXiYiIiIiIiIjoFiGvuYl9FBQU4P3334dOp0NWVhZ+/fVXpKamYsmSJQgPDwcghmwADPerMm1nq41Wq4VWqzXc1+l0yMvLg4+PD6vfiIiIiIiIiIhucYIgoLCwEO3atYNUarterUWHbKZzqTk4OODdd9/Fiy++aNimUqkAAEql0uo5PDw8zNpZs3LlSs7ZRkRERERERERE1UpNTUVwcLDN/S02ZAsNDYUgCKisrERqaio2b96MV199FUePHsX3339vsTBCfS1atAjz58833FepVOjYsSNSU1MNIR0REREREREREd2a1Go1OnToAHd392rbtdiQTU8mkyE0NBQLFy6ETCbDggUL8Pnnn+OZZ54xVLDZqlRTq9UAbFe6AYBCoYBCobDY7uHhwZCNiIiIiIiIiIgAoMZpxVrNwgcAcM899wAADhw4AAAWc7NVVdOcbURERERERERERI2hVYVs169fBwDDUNHw8HC0a9cOR44cQXFxsVlbjUaDQ4cOoV27dggLC2v2vhIRERERERER0a2jxYVssbGxVod/5uXl4ZVXXgEAjB07FoBYpjdr1iwUFRVh+fLlZu1XrlyJ/Px8zJo1i6uEEhERERERERFRk5IIgiDYuxOm5s6di7Vr1+Luu+9GSEgIXF1dkZycjJ07d6KoqAgPPfQQvv/+e8OSqcXFxRg8eDBiY2MxatQo9OvXD2fPnsWuXbvQp08fxMTEwNXVtdbXV6vVUCqVUKlUnJONiIiIiIiIiOgWV9usqMUtfPDwww9DpVLh2LFjOHToEEpKSuDt7Y3Bgwfj8ccfx5QpU8wq01xdXXHgwAEsW7YMP/74Iw4cOIDAwEDMmzcPS5YsqVPARkREREREREREVB8trpLN3ljJRkREREREREREerXNilrcnGxEREREREREREStDUM2IiIiIiIiIiKiBmLIRkRERERERERE1EAM2YiIiIiIiIiIiBqIIRsREREREREREVEDMWQjIiIiIiIiIiJqIIZsREREREREREREDcSQjYiIiIiIiIiIqIEYshERERERERERETUQQzYiIiIiIiIiIqIGYshGRERERERERETUQAzZiIiIiIiIiIiIGoghWxNbtmwZZDIZLly4YNgmkUgQGhpap/NMmDABgYGBKCoqauQeEhERERERERFRQzFka0KZmZn497//jUmTJqF79+4NOteSJUuQmZmJVatWNVLviIiIiIiIiIiosTBka0JvvfUWioqKsGjRogafq2/fvhg9ejT+85//IDc3txF6R0REREREREREjYUhWxMpKSnBhg0b0KtXL/Tu3btRzvnoo48azktERERERERERC0HQ7Ym8sMPP0ClUmHatGk225SVlWHJkiXo0qULnJyc0LlzZyxevBgajcZq+4kTJ8LZ2Rmff/55U3WbiIiIiIiIiIjqgSFbE9mxYwcAYNiwYVb3C4KAhx9+GO+++y66d++OcePGIS8vD2+88Qbuu+8+VFZWWhzj5uaG/v37Iz4+HleuXGnK7hMRERERERERUR0wZGsiMTExcHBwsDlUNCUlBWfOnEFcXBy2b9+On376CYmJiYiKisL+/fvx3//+1+pxAwYMAAAcPny4yfpORERERERERER1w5CtCWRlZSEjIwOhoaFQKBQ22y1evBidO3c23Pfz88O7774LADZDtm7dugEAzp4924g9JiIiIiIiIiKihmDI1gSysrIAAF5eXtW2mzJlisW2MWPGwMvLCwkJCcjOzrbY7+3tDQBW9xERERERERERkX0wZGsCKpUKAODu7m6zjZeXl839ISEhAIDr169b7PPw8DC7BhERERERERER2R9DtiagVCoBAGq1ul7HC4Jgc58+XNNfg4iIiIiIiIiI7I8hWxPw9/cHAOTl5dlsk5+fj8LCQqv7UlJSAABBQUFWjwPE+duIiIiIiIiIiKhlYMjWBPz9/REYGIjk5GSUlpbabPfdd99ZbNuzZw/y8/MRHh5uCOtMXbx4EQDQp0+fRusvERERERERERE1DEO2JjJkyBBUVFTgzJkzNtssX74c165dM9zPycnBggULAAD//Oc/rR5z4sQJw/mJiIiIiIiIiKhlYMjWRMaNGwcA+OOPP6zu79ixI3r37o0ePXpg/PjxeOihhxAeHo6///4bd999N/71r39ZHFNUVIS//voL3bp1Q6dOnZq0/0REREREREREVHsM2ZrI5MmToVQqsWnTJqv7JRIJfvzxR8ydOxfnzp3Djh07oFQq8eqrr2Lnzp2Qy+UWx/zyyy/QaDR46qmnmrr7RK1allqDuHSVzVuWWmPvLhIREREREVEbIxGqW8ryFqRWq6FUKqFSqeDh4dGgc82bNw/vv/8+Tp06hb59+za4b6NHj0ZMTAxSUlLg4+PT4PMRtVWrf0vAB/sTbe5/YUQ45o3q2ow9IiIiIiIiotaqtlkRQ7YqGjNky8rKQpcuXTB27Fh8//33DTrX6dOn0a9fP7z++utYvnx5zddWa5BVqLW5399dAX8Ppwb1icgeKnUC1KXlKCgtR0FJGQpKy6EqMX5fUFKOTLUG2YVaFGorkJhZCJ0AyKUS3NXFB54uDujg5YJQH1f4uSvg566Ar5sCPm6OcJCxuJeIiIiIiIjM1TYrshyTSI3G398f//d//4dly5bhwoUL6N69e73PtXz5csP5auOb4ynVVvLMGdoZL42OYKhAdlNWoYOqtByq0jIUlIjhmD44U5XauF9SBrWmol7Xq9AJOJyYU20bLxcHQ+hm+tXPTQFfw1dH+LgqIJNK6tUPIiIiIiIiaptaXCVbeno6fvjhB/z666+Ij49HRkYGvL29MWjQICxYsAB33HGHWfulS5di2bJlVs+lUCig0dRt7qXGrGSzJ30l27cnUvDN8RSb7RRyKdyd5HBTyOGm/6owve9g2O96c7tpe/eb210cZZBIGDrcijTllTcDMWNYZgjOSqvcLym/GZiVobissln6JwHQ2P/JSSWAt6ujWQhnLZzzdXOEl4sjpAzkiIiIiIiIWq1WW8n20Ucf4Z133kGXLl0watQo+Pv7IzExEVu2bMGWLVvw7bffYvLkyRbHTZ8+HaGhoWbbrC0ecKvw93CCv4cTXBxl1bbTVuigLSpDTlFZg64nlQCuCjF0czMJ5QyBnMLBLJTTf28t2GN1XfMTBAHFZZXikEtDEGYMzvTBmD44U5ns01bomrx/Ugng6eIIT2cHKF0c4OnsAE8XRyidHeBpev/m9xWVAsoqdXBTyPHk+pPILS6Dt4sDVj3cG/klZdAJAsorBWQXapFTpEV2oRbZRcbvNeXVPyadAOTc/HcTn1FYbVuZVAIfV0ezoalVgzj/m/eVzg4Mq4mIiIiIiFqpFpdCDRgwAIcOHcKQIUPMth8+fBgjRozAM888gwkTJkChUJjtnzFjBoYNG9aMPW3Z9JVsYf5ucHGUoaSsEk5yKaIj/FBSVolKnYCyCh2KtBWGW6GmApW6+tX86ASgUCOeA6qG9b1qdZ2ro7xKtZ1YXefqKIObk4NFdZ0+sLNndZ295sSr1Ako1JhUjFkMtxTDMZWVoZgV9fzZ14WDTGIIyzxdHKB0djQJyRygNNnneXOf0sUBbo7yOlWDWVv4IK+kHLO++gtA9Qsf6ANHswDO5Hvj1zJkF2pRVll9IFepE5BVqK3290HPUSaFr5ujcWiqSRDn5+5086u4zU0hb7GBHOeEJCIiIiKiW1GLC9kefPBBq9uHDBmCu+++G3v37sW5c+fQv3//Zu5Z62JtTjZNhQ57zmcCsB4yCIIAbYUOhRoxdCu+GbyJIVw5ijQVKLy5Xf99kabCLKjT3y9pwFDApqqusxjuerO6zk0hM6u0a4zquprmxKtpdcvySp0h/Ko6Z5nKZIL/qvfVmnI0xwBwZwfZzZDMMhDzNAnOzO67OMDZoXmCz2l3dMSo7gE29/u7K2zuk0gkhp99J1/Xaq8jCALUmopqgjixQi67UIvcorIag8yySh2uqzS4rqp5mLtCLrUxf5xl1ZyLY/P+V9/Q338iIiIiIqLWqMWFbNVxcHAAYH0Y6OHDh3HixAnIZDJ069YNI0eOtKh2u5U8FuKA+4e52dzvGeJgsU0ikcDJQQYnBxn8qgkhaqNSJxiCN7OwTiMGdoWaChRrK8XwzmK/eWhX3wqrpqquszY3nZvC4WZYJ4ebkwPaeTphxcQouDjKsHz7BRSUlsPDSY7nhoejUFsOQRCwane8xdBLfQVakbZ+k/vXlbtCLgZhN8MwpUlVmfl9Y3Dm4ewAJ4fqhyHbm364dFOTSCRQOothY5i/7X9vAKDTCSgoLbcI4vRDVU2r4/KKtajp115boUNafinS8ktr7KeLo8wYut1cvMHPzcmkSs4YyDXGz9Y05Jz+5QnkFpfBx9URG54cAKD6kJOIiIiIiKi1ajUhW0pKCvbt24fAwED07NnTYv/ixYvN7gcFBWHDhg0YNWpUtefVarXQao3DmtRqdeN02M58N22Ar40FIQAAS5YAS5c22fVlUmP40BD66jrTAM6suk5baQjuTKvrisssq+3sXV2n1lTgzV8v1vt4WyQSiBVlzlWHW1a5X2V4poezA+e/a0ZSqQTero7wdnVE1wD3attW6gTkFZfZHq5apEVOYRmyi7TIK675d7KkrBLJuSVIzi2psa27Qm5eGWcliPO9OZTVUW7998c05NT/jjnIpIhqr6zx+kRERERE1ArduCHebAkKEm9tXKsI2crLy/HYY49Bq9Vi1apVkMmMlRZ9+vTBhg0bEB0djYCAAKSlpWHz5s146623MH78eBw7dgy9e/e2ee6VK1faXJ20VZszBxg/Xvx+zBggOxvw8wN27xa3tZJfbtPqOl+3hlfX6cO3qtVzxVrTQM5YXVesrRrsNay6rjpyqcSsYqw2c5YpncX56bh6Zdsik0oMAVdkDf9Uyyt1yCsuq1IRZy2cE+ffq0nhzX8LV3KKa2yrdHYwrK5qmEfO3dHsfn3neSQiIiIiotaj+MP/wvXtN23vX/gqXFeuaMYe2YdEEJpjBqf60+l0mD59OjZu3IinnnoKa9asqdVxn3/+OWbPno2HH34YP/zwg8121irZOnToUOOyrK1KcDCQng60bw+kpdm7N61eddV1hrAuOw9FeSoUlQvI3bEHLmWlcKooQ+D0qfB0lMIzwBue7fxvDtUUgzN7LtRAtwZtRSVybw5Jra46LrtQ2+hDlt2d5Djz+ijIWT1JRERERNRmCII4VdSn3/+JXYfOo1IqQ6VECp1UBs9SNfTvcCeM6YfZUwbbta8NoVaroVQqa8yKWnTIJggCZs2ahS+//BKPPvooNmzYAKm0dm/QysrK4OrqCj8/P1y/fr3W16ztE9eqMGRrdqarK+YNHQHv4gLkuXrC+9B+AFxdkVq+0rJKs4UbbFXHZRdqUVpeu6HY3QLd8cbEKNwe6t3EvSciIiIiorrQlFdCXSrOEW6cO1y8ryopM27XL7pnct/W6JXPf16BoD/E0XSt/T1wbbOiFjtcVKfTYdasWVi3bh2mTp2K9evX1zpgAwBHR0e4u7ujpKTmOYiIGpvZ6oqTTIYjfxQDgKsrUsvn7ChDB28XdPB2qbFtsbbCPIgr0iLn5tefTqWjrFIHAIjPKMSkT//Eg7e1x8J7u8HfvfX+kSUiIiIiamkqdQIKNcYF9SxCMovt+vtl0JTrGr0/gUW5t9y8zC0yZDMN2B555BF8/fXXZvOw1UZiYiLy8/OrnY+NqKmYrq6IsWOArGzA3w/YZUzxqQlx0s1m5Xpz1d1QX1eLfX/EZyNDrYFcKjHMZfjzmXT8diETc0d1xeN3hXABDiIiIiKimwRBQElZpVkopiqtOSRTlZRDrWncKV+q4+EkF6c/ujlXuJODFHKZFO4KOaRffomAolxcd/eDJF0FoPVXstVWiwvZdDodZs6cifXr12PSpEnYuHGjzYCtsLAQV69eRa9evcy25+fnY+bMmQCAqVOnNnmfiaoyXV0RealAZjog1wC3WIpvN599BthxdV2y5OPqiH+NCMe/91yCqrQchdoKvLHjAr4/mYplE3rgzs4+9u4iERERUYOYThljza0SMthLS3v+yyp0NwMyKyGZITzT3y8zu19e2Tyzejk5SA0hmdLFAUpncdE9pWEhPnHxvarb3Z0cIKuy+N7q3xKMo7l632PccYuN5mpxIdvy5cuxfv16uLm5oWvXrlixwnL1iYkTJ6JPnz7Izc1F79690b9/f/Ts2RP+/v5IT0/Hrl27kJubi1GjRmHevHl2eBQtTMXNNPv6dcDLC5DLAZnM+tcdO4DOnY3HbtsG/Oc/1R8jkwEBAcB775lfd/16IC6u5mN79QKGDzc/9rvvxK9V21c9tls3wMfkzXlJiTjvXHXX0391dAS40EDb1EZW122tTF/glN8cKlqhE3BbB098Mq0vvv8rFdvOXocgAJcyCzFlzTGM790Or46LRABfeBIREVErteXXv7B19ymb+1v7xO8tndmUPVbUJ+TR6QQUaivMK8aqhmQl5tv1c5WVlNVu3uKGkkklhhDMwyQc04diZiGZi3G7h7MDnBzqNmKwOhzNJWpxIdu1a9cAAEVFRXjzTevLv4aGhqJPnz7w9vbGs88+i2PHjmH79u0oKCiAq6srevbsiUcffRSzZs2q8zDTNk0QgIKC6ttUVvmPID0dOHSo5nOHhlqGbFu2AFu31nzs009bhmwzZgAaTc3H/vwz8MADxvt//QVER9d8HAAUFwMuJvNNLV8uBoo1BXS33y4GiFUfQ1KS9WPy8sQ2BQXAnj3A6NHG43Q6ICYGcHcHPDyMN8Wt8R9QkzEdDuroaPzat6/9+nQLsfYCJ7e4DPeZfIr1yz8HYfHWOPydJpaPbzt7HfsvZuKFkeF4YlAnDiElIiKiVmfa2d2YvcH6e1gAKA56FWDI1mRMQ57pX55AbnEZfFwdsf6J26Gt0MHJQYr4DHWVCf1Nw7MKFJSUmU3ory4th405/Rudu0JuHpLpK8luVpqZhmem7dwUckhaQPEIR3OJWlzItn79eqyvGmDY4OHhgY8//rhpO9SWyOVilVpFhRimWfvq4GB+TEUtx3TLrfwq1fZYa0Fo1bCvtsfW9jjAss8lJYBaXfNxfn6W244fB2Jjqz+uuBg4ccI8ZFOrrYeCDg7GwE0fwH32GdC9u7HNxYtiaFc1oDO97+5u/fklakJmn2JZoS/V/+Wfg/DdyVSs2hOPgpJyFJdV4q1f4/H9X2lYPr4HBob5NmOviYiIiBrG9flngUkPAgDyho6Ad3EB8lw94X1ov7i/mUZTCIIAnSBOgq8TBFTqBFQKAnQ60+9hZZv4tVJn3G92jqptDftsn8u4DVXOX/WaMLuOzuLa4v4KXTV9Num7WlMOAMgvKcNDn/6JsorGn9TfGke51HK4ZdWQzOVmSGZo5wgPJznk/JC5TWhxIRs1AX2YFBAAXLpUt2OffRaYPbv6YK6yErC28uu77wILF9o+Tv99WJjlsf/5T83XrKiwPDYgAHj8cfPzW7tmRYVl+OTnB0RG1nxdV8vJ3Wsd7lVd6tdWqFdeDuTmijdb1zh+HKjNcOiOHYHkZPNtH3wAnDplPZgzvQUFAe3a1XwNIhNmn2JVQyaV4B93dMTYqEC8u/cSvj2RAkEAkrKK8I+1xzGuVxBeGxeJIKVzM/SaiIiIqP7KK3VIlrkjyVGCpKxCXBoxG1KdDiWOznC4eDMUOpcOnZBmEVwZgzBUCa+MQVKFznogZTVkaqbKq9ZAJ6DOAZtUArMQzNqcZFVDMv32xhx+2WLpdEB+vjglT1aWeKv6fVGRvXtpNxJBEPhP0IRarYZSqYRKpYJH1UCktQoOFod9tm8vzldGjU+rtR3s3X47kJkphnhnzog/B73sbDGMVKvFW2Gh8XvTW1kZcO0aEBJiPPbDD4EXXqi5b507A5cvm2974AFxOG9NZs4E1q413xYVJc5lZy2cM71/zz3m/S0rEx+fh4dlxWRT4u9/q/F3WgFe33oeZ1MLDNtcHGV4bng4Zg7uBEc5P90jIiIi+9KUV+JKdjESswpxOasIiVlFSMoqwvXMAngU5sOnRAXf4gIoNYUocXTGmXYRyHH1sne3b1lSCRAR6AGls9wwwb8hJDMMvzTf7q6QQyq1//DLZiMI4vu0qmFZVhbw4INiIYrewYPAiBE1F5k4OYnTP7Wh92C1zYpYyUbUGBQK2/Oo6SsJHR3NAzZADN5Wrar5/FqtZTA1dqx4vLVwzvS+tUq02gyLBSwr73Q64MIF8T/immzbZh6yHT0K3H23+L2TU/UB3Ycfmj/eCxfEoKxqezc361WU1Cr1CvbEL88MxA+nUvHO7kvIKy5DSVkl3tkdjx9OpWLZ+B4YEm5luDYRERFRIyvSlONqYhrSL11DYqkEsZWuSMouQkpeCVw1JXj31/cxpLgAE0sK4Fuigoe22Op5nnxoMX4PG2C43y/tAj7atgoqJzcUOLsj38kdBc7uUDm5o8DZDWpnDxQ6u0Pt4o7ToT0hkckgk0ogk0ggvflVJjXepBLc/Gq6TWJyDKxsM55H/B4W2+RWzwmz46XSqueEyTmtXUc8h1QigVxmpU82+m7rXNKb/TFsy8yELDMTUgkwa/1J5BZr4euqwIZJN59/03mb27qSEmNg5uIC9Ohhvv/hh4GrV41ttDZWZQ0JMQ/ZvLxqN4pL1zzDc1sihmxErYG1AC88XLzVx+bN4oIM1kI50+8HV5mYtbRUHJKrVov/cVenuqGxGo14y862PE4qBT75xHzbmjXiEFdr9OGcuzswciTw0Ufm+/WlyhoNkJgoLtLRnJV0VCdSqQSP3N4Ro3sE4j97E/DN8WToBOBKdjEe++IExkYF4rX7uqO9J4eQEhERmblxQ7zZcisFDLX1668oOXMWqmvpKE2/AV1GJuQ52XBV5cKzqAA9dZXoCeDKnQ9jf/QMw2EauSPGJhyt1SUWHlyPFWsXGgIkpx0lcP8mB+0Kc6o/UCYTp5AxndB+6VLgxx8Bb+/qbx07Al3rtopmW1D86adweltceOIr0x0331oUL3wVritXNHu/GkV5ueV7mF27xEUKrQ3ZLDYJfR96SPy9MXX6tBiy1SQz0/x+YCDQr59Y7OHvL96sfX/XXdX/f9SGMWQjuhX5+VlfwKEmrq7G/ywrKsRAzlYVXbdu5sd6ewP33mvZVqUyXyTDw8P8xQRQfeWdvg+A+cIQevqQLTdXfLEhkwGdOhlDyrAw8av+jwW1CJ4ujnhjYhQeub0DFm+Nw+mUAgDArrgM/HEpC88ND8esIZ2gkN8C814QERHVxmefAcuW2d6/ZIkY0rQ1xcVAaqr5ELfMTLP7QmYmypWeOLHpVyRmFSLp5jDP595bjiEJx+FSwyV8isXV0F0cZQjzd0OYnxs0Hp5wUheg0kMJaYA/JP7+4ofRN8OGwnf+A3dtMbw1RfA1/XDQQSIGFbm5YnBii7e35WviK1eA8+drfk6shSojR4ofktcU0IWHi9VKrdA3vcdg63Tbr+cn9O6H2c3Yn1opKBCnFLIWlJluKy4Wq81Mfyf27gXef7/ma2RlWW7z8wNSUozvC20FZn36mB/n7w/89VfN17yFRxsxZCOi+pHLxT/Atf0jPHgwsHOn5XZBEP9g6EO30lLLNhMmiMNeqxsWq1YDSivLQ1ctVa6sBJKSxNuuXcbtn30mLvKhl5sLfPedMYzr0IErtdpBVHslfnx6IH46nYa3d8Ujt7gMmnId3t1zCT+eSsOS+7tjWIS/vbtJRERkf3PmAOPHi9+PGSO+MffzA3bvFre1lio2rdYYNFQJy5CZCbz1ljjnrt6mTeav4ayQAChy9sCjXxw3235D4W7RtlwqQ76rJ4qV3ij38YUkMAC9h0bjyD+HI8jDyThXV/RFwMsLMhtTxpS+/wnctcXQVQ0bHn5YvAmCGHrl5Znf8vPFr1UDNkDc5uJS84gSb2/LbSdP1m7KmK++Ah57zHg/Pl5cWM40iPPxsR7QhYXZ9fXyxHv7Y+CQnuKdsWOArGzA3w/YJf4b8He3Mb1PYxAEMTCzFZLpv1+2DBg61HhcbCwwfHjtrlFQYP7ey9/Ka2AfH8vArOpQUQDYv1/8XbqFw7CmwpCtrTItFy8rM349fVr8nuXi1FJIJOIcbU5O1v9QAGLINmFCzeeyNlecjw+QkyPO3zZ2rDhkNDHRvIQasBx6e/asuLqunqOjuIiEPnQzvXXoYP2FEDUKqVSCSf074J4egVj9WwK++vMadAJwNacYM9adxKjuAVh8X3d08K7pc2giIqI2zPT1vaOj8WvfvvbrEyC+PlOpzAOzLl3MK2QKCoA77hD3FRRUf745c1Ae1A7JucVIyipCxY0K3FdDF9SOLsh3dodUVwmd1BgC7bnrfty4axjcQtrDt1MHBHXtiE7hHeDnroB/Ta/tAgMtNmWpNcgqFOe2yvMNQZazEnmunshKFyvh/N0VxhXYJRJxlIirq/hasjY2bBBvGo0xjLN269/f/LjKytq/Vq0a0N24IQZ0taFWi1O46H3+OfD999VXznl5GUOhBjJb4T4vFchMB+QaoL2VD+JrIgjiiBhrK2h26QJMnmzePiDA+lQ4VV25Yh6y1fS4PTyMz09pqXnINnkyMGCAcb+Pj3E+8Jq4udWuHdUZQ7a2ylq5eHa2OCQOaLvl4nRrs/biQf/polIp/pEHxD+amZnGwC0x0fITnsRE8/tlZeInefHx5tsdHcVPE00/tTt5UvyjHB4uVuDxE6JGoXR2wNLxPTC5fwcs2RaHk9fyAQC/XcjEoYRs/HNYGOZEd741lk4nIiKyJ/0ohKpTbfz3v8CJE5ZVaFWHRb70knnI5u4ujjKoxWTpSz//HRt3qlChEz9c7ZIjQVmPu5HrokSuiydyXD2RY/J9nosSfn5KhPm7Yaa/mzjc098dYX5uULo07jy9W379C1t3nxLvDDGpBnt1PQBgwph+mD1lsOWBdeXkVLeiCZlMDC/Ly8WvtsK5vDzLD54LC8XX2DUtfObgYBncxMUB+/bV3L/hw8XKKlOzZ4sjS2oa3urnJz4ftaGfE1of5o4YYb7/P/8R567W/95qNNbPM2GCZcjm6Vm7kC2nylx87dsDCxZYDtXU37e1uB4ghn1dutR8TWpWDNnaKtNycWtYxda0WEnYskluzoURGAgMGWK9zYgR4oILpkHc5cuWf2w7d7Ysi3/nHeCnn8TvnZ2N876Z3sLCxN8BVsDVWfd2Hvh+zl3YEpuOt36NR3ahFtoKHVbvS8BPp8UhpCMiA+zdTSIiotYpNRU4frzaOc5QUCC+nklIMD92715xhfmaVJkjqrBcB4eQTiiv1KHAzQtZTh5IdXRHsszNLDDLdVEi3cPPELABwGXfDph/34uQSSUI8XZBmL8buvu7ITzADeH+7ujs5woXx+Z52zvt7G7M3vCmzf3FQa8CjRGy1ZeDQ93nZh4/Xpw/WaWqPpyrukgDIFbb1Ya14a179wLJyTUf++GHwHPPGe/fuAE8/bTYJ0D8XQsLE7/q53EGxA/By8rMX8ffuFG7+cashWmDB4vzPle3GIC/v1i5aEqpFN87UJvBkK2tYohjX6wkbP3CwsSbKZ0OSE83D96szUlnWgVXWgqcOyfeqpo3D3jvPeN9QQCOHhWv6+/fegO4ZljdTCKR4IHbgjEyMgDv70vE+qPXUKkTkJJXgpkb/sKIbv5Ycn8PdPThEFIiIrqFVVaKH/LaCssyM41z0Ort2wc8+WTN57Y2mbrp0DeZTLxvshhAqacPsl2USGgfjpht55GUVYSkrCJkqDXAZBsryVfhKJeim68rwvzFEC3sZnVaqK+L3RdEcn3+WWDSg7b3t9b3Z1KpcS7mulRObdgAfPxx9eGcteGtgDEkq0nVgC4jwzzoLS8XPyivSqcTr2EaOPr7i4/V19d6QKa/37Gj5fm+/LJ2/aU2jyEbUVNgJWHbJJWKc2Z06FD9BKXPPy+Wx+uDuCtXzFdQ1evUyfx+drb4KRggzr9QtQJOf9/Xt2UHcM24upm7kwNev687JvcXVyE9flV8QbY/PguHk3LwdHQX/HNYFw4hJSKiW4t+JEVGhvFDXluuXzcP2aqbI8p0fqiAADHEM60EevVVCPPmIdNFiUStHInZJUjKLkJSZhGSsouQV3yzX9cBXL9WbbdcHGUI93dDF5MwLdzfDR28XSCTttDXQSx0MCeRiL8zHh5AaGjdjr1xo/p55/S3qh+KWwvnTOd9Mw3Oqs5f9sILwIsvcrEzahCJINQ0uPrWolaroVQqoVKp4OHhYe/uEFFDBQeL1Wft2wNpafbpQ0WFuES2aQVcYiKwaJH5cNUjR4whW3WUSnElItMXK/oXFNbK7ZubaSWbrdXNmuAFqCAI2Hb2Ot7cedEw6TAABHs5Y/F93TGqewAkLTmcJCIiqqv8fHFYXUAAMGyYcXv79mJ4VhOZTJziwnSBqeRkcV6qKlVo8PMTp8G4qVInIC2/BElZRUi8WZGWmFWEy1lFKNJa+XDRBk8XB4SbzpV2M0wLUjrx7zbVXUWFOO9Z795itWW7duJ7AWp6dnoP0FxqmxUxZKuCIRtRG9MSQrbaunhRnDBYH8IlJ1ufAFgqFYeh6lcOA8TKsGXLxJDNWvVbeLg4IWtzs8PzX6StwIf7E/FlzFWzOVuGRfhh6f09EOrrWs3RRERELZggAH//Dfz6q3g7elR8rTBxIvDLL8Z2+r+/Tk7A449bBmb6+15eNS7QVFahM6zkaRqmXckugrai5oUK9PzdFQgPcEOYnxvCAsSFB8ID3ODj6sgwjRpfa3oP0Fbo34/Y0sqnTGLIVk8M2YjagLbyKUpZGXD1qmUFnFYLHDpk3nbaNGDTpurP5+sLTJkCfPSR+XaNpvarMtWVHV/gJGYWYsm28zh6OdewzVEmxeyhnfHs3WFwduRQACIiagUKC8WVF/XBmrWqHFdXZF1NR9bN0ZgYOwbIygb8/YBd4usff3cF/D1s/70vLavE5ewiXM4uQmKmPkwrRHJuidmHVjUJ9nI2VKaF+7ujy83vlc6Nu5InUbUYsjW/ZpiX2Z4YstUTQzaiNqCNf4pi1TvvAHv2iCFcdS8kZs8W50wzFRAgzplhrQIuLMxyOfa6sPMLHEEQsPPcDazYcVGcVPmm9p7OeP2+SIzuEchPz4mIqOX68UfgH/8QJ2+3JiICGDcOuPdevF8ehPcPXLV5qhdGhGPeqK5Qa8oNCw4kZRnDtLT8UtT2naFMKkGIj4tZmBbm79asK3kSVYshGzUyhmz1xJCNqA1o45+i1Ki0VFxFqWoFXGIiMH++OKGrnkpV8zDSoCAxcHvvvZonT66qhbzAKdZW4KPfk/BFzBWUVxr/7A0J98XS8T3Qxa8BQSIREVFDlZYCBw9arm6emAh07Wq87+QE3H03cO+9wNixZis9Zqk1hjlJ84aOgKyiHOcDw1Cw7E2k5pUgU61Fcl4xMtXGeUtr4iiXorOvK8JNhneG+bsh1McVjvLqh5kSNbu2MpqFWiSGbPXEkI2I2jRBMF+ZNDkZePRRIClJXIGsOrGx4iSyej//LK7CZK0CrksX8Y1ACwnZ9C5nF2HptvM4nJhj2OYgk2Dm4M54bngYXBX89J2IiJrJtWvGIaC//y4Gba++CqxYYd5u5EhjxdqwYYCLi9XTCYKAhMwi7Iq7gR2b9yPJt2Otu+LqKLNYeCCspa/kSVTVrTiahZoNQ7Z6YshGRLeswkIxbLNWAZedDRQVAa4miwasXAm88or1c0kkQIcOQGamOIdcYGD11YXNSBAE7DmfgeXbL+C6yjiENEjphFfHRWJczyAOISUiosZXViauJL5zpxisXbxo2ea224DTp2t9SkEQ8HeaCrviMrDnfAau5hRX2964kqd5mMaVPKlNuNVHs1CTqm1WxI/siYhI5O4uvri/7TbLfWq1ecAGAJWVgI8PkJtr2V4QgJQU4/0W9MJdIpFgTFQQhnb1wyd/XMaaQ1dQVqnDDZUG/9p0Bt+GpWDZ+B4I83e3d1eJiKit+N//gJdfFj/QsiYoSBwCOm6cZdV5FZU6AX9dy8OuuAzsPZ9h9oGRqd7XLyEy+xp6PDEJ4R5yhIW3h0/nDgzTqO1iiEYtACvZqmAlGxFRHeXnW69+S0wECgrENi1kuKg1V3OKsWz7eRy4lG3YJpdK8OTgTnh+RDjcOISUiIhqq7ISOH4c6NEDUCqN23/5BXjwQeN9qRS46y4xWLv3XnE6hmrCr7IKHf68kovdcRn47UIGcorKLNpIIWBA8jmMTTiKexL/RFCh+YdgxQtfhevKFRbHERFRzThctJ4YshERNRJBED9NzMw0D9lu3ADmzgXefNN8cmc7EgQBv13IxPIdF5CWX2rYHuChwCv3RmJ873b85J+IiKzLyRFX+N65U/yalwds2gRMnWpsU1gIdOsGDB8uhmr33CNWg1dDU16JgwnZ2BOXgX0XM6HWVFi0cZBJMCjMF2N6BOJGwjXs23fG5vkmjOmH2VMG1/thEhHdyhiy1RNDNiKiRmRt4YPp04GvvgIcHYF588RJnt1bxtBMTXklPjlwGZ8evIyyCp1h+52dvbFsfBQiAltGP4mIyI50OuDMGeOiBcePix8smXr0UeDrr8231TAMFAAKNeX441I2dsfdwB/x2Sgtr7Ro4+QgxbCu/hgTFYjhkf7wcHIAYL66qDX+7gr4ezjV7jESEZEZhmz1xJCNiKgRVQ3ZVCpxCE16urFNUBCwahUwbVqLmbstObcYy7dfwP74LMM2mVSCGQNDMXdkONxvvqEhIqJbzNtvA++/L1ZpW+PhAYweDUyaJN5qIb+4DL9dzMSeuAwcTsxBWaXOoo27Qo4RkWKwNrSrH1wcOZUBEVFzYshWTwzZiIgakbVKtsJC4K23gPfeE1da07vrLuDDD4H+/e3TVyv2X8zEsu0XkJJXYtjm567AK/d2w8Q+7TmElIiorRIEcfXPyEjzD4BWrABef928bVSUcW61gQMBh5o/iMlUa7D3fAZ2n8/AsSt5qNRZviXzdnXEqMgAjOkZiIFdfKCQyxr6qIiIqJ4YstUTQzYiokZkLWTTS0oCXnwR2LbNuE0iAZ58Ugzh/P2bt682aMor8dnBK/jkQBK0JkNIB4R6Y9mEHogM4t8KIqI2obgY+P134zDQlBTg7FmgVy9jm9OngSFDgBEjjMFax461On1qXgl2x4nB2umUfIsRpoA4F+iYHoEYExWE20O9IJdJG+nBERFRQzBkqyeGbEREjai6kE1vzx5xIYT4eOO27t2BuLgWM3wUEN8cLd9xAb9dMA4RkkkleOzOEMwb1RVKZw4hJSJqdZKSxEBt507gwAHzCmsAWLkSWLjQeF8QAK0WcKrd3GZJWYXYHZeBXXEZOH9dbbVNR28XjI0KxOioQPQJ9oRU2nL+9hERkai2WREH8xMRUeO6cUO8AcY3K2Vl4qf/gDgHW1CQsf3o0cDffwMffwwsXQqo1cArr7SogA0AOni74PPH++OPS1lYtu08ruWWoFInYP3Ra9jx93UsHBuJB29rzzdHRHTrMv3/35qq///b05IlwLffAomJ1vc7OgLDhgHh4ebbJZJqAzZBEHD+uvpmsHYDl7OLrbbrGuCGMVFBGNMjEJFB7px+gIiojWAlWxWsZCMiaqClS4Fly2zvX7JEbGNNVhbwxRdi1YDpG460NECjAcLCGrOn9aatqMTnh67g4z+SoCk3DiHtF+KFZeN7IKq90o69IyKyk4b8/9+UcnMBHx/zbVOnAps3m28LDgbGjROHgA4fDri51er0Op2A0yn5hqGgafmlVtv1ClZidI9AjIkKRBe/2p2biIhaBg4XrSeGbEREDdQUlQyTJolzt82fD7z6aq3f+DS1tPwSvLnzInbFZRi2SSXAtDtC8NI9EVC6cAgpEd1CTP//HzMGyM4G/PyA3bvFbc1VyVZeDvz5p3FutYQEMWhzdTW2+fpr4IkngEGDjHOrRUXVuoq6vFKHE1fzsCvuBvacz0R2odaijUQC9A/xwpioIIzuEYBgL5fGeoRERNTMGLLVE0M2IqIW5sAB4O67jffbtQNWrQL+8Y8WM6T0UEI2lm47jys5xmFB3q6OeHlMBCb168AhpER066nNnJyNKTNTDPN+/VWc61OlMt+/bRtw//3G+8XFYhjn6VnrS2jKK3EkKQe74jKw72ImCkrKLdrIpRLc1cUHY6ICMap7APzdazd3GxERtWwM2eqJIRsRUQtTWAi8+SawerX5hNQDBwIffgj062e/vpkoq9Dhi5ir+Oj3RJSUVRq29+ngiTcmRKFnMIeQEtEtpDlCNp0OWL5cXLTgr7+st5FIgAEDgNdfF4eC1lGxtgIHLmVj9/kM/BGfhSJthUUbR7kUQ8P9MDYqECMi/eHp4ljn6xARUcvWakO29PR0/PDDD/j1118RHx+PjIwMeHt7Y9CgQViwYAHuuOMOi2PUajWWLl2Kn376CRkZGQgMDMRDDz2EpUuX1jkoY8hGRNRCJSWJw0W3bzduk0iAmTPFEM7f3359M3FDVYoVOy9i59/GIbMSCTB1QEf83z0R8HLlmy8iugU0RchWXg44VBmG37OnuBq1KS8vcVGdcePEr35+dbqMqqQc++MzsSsuA4cSsqGt0Fm0cXWU4e5u/hgTFYi7I/zhquB6ckREbVmrDdkWLlyId955B126dEF0dDT8/f2RmJiILVu2QBAEfPvtt5g8ebKhfXFxMQYPHozY2FiMGjUKffv2xdmzZ7F792706dMHMTExcDWdf6EGDNmIiFq43buBuXOBS5eM25RKsart8cft1q2qjiTlYMm280jKKjJs83RxwILR3fDI7R0g4xBSImrLGiNkEwRx9emdO8VhoPn5wPnz5m0WLgTeeQfo3du4aMEddwDyuoVe2YVa/HYhE7vibuDPy7mo0Fm+RVI6O2BU9wCM6RGIweG+cHKQ1e9xERFRq9NqQ7aff/4Zfn5+GDJkiNn2w4cPY8SIEXB3d8f169ehUCgAAEuWLMHy5cuxYMECvPPOO4b2+u2LFy/GsupWOaqCIRsRUStQVgZ8/LG4ip1aLW77+WfggQfs268qyip0WH/0Kj7Yl4hikyGkvYKVWD4hCn06eNqvc0RETam+IVthIbBvn3HRguvXzfcnJQFduhjvX78uhnHt29e5i+kFpdgTl4HdcRk4mZwHa++KfN0UGN0jAGOjgnBHZ284yKR1vg4REbV+rTZkq87o0aOxd+9enDx5Ev3794cgCAgODoZarUZGRoZZxZpGo0G7du3g4uKC1NRUSGo5OTZDNiKiViQzE3jlFSA1VZzo2vT/ekFoMQsjZKg0eOvXi9h21vhmUSIBHunfAQvGdIM3h5ASUVtTl5CtqAhYs0YM1Q4dEoeFWtOtG/D558DgwfXu1tWcYnFF0LgMnE1TWW3T3tMZY6ICMSYqEH07erHymIiIap0VtarJAxxuzsEgv1n+nZiYiOvXr2P06NEWQ0KdnJwwdOhQbN26FUlJSQgPD2/2/hIRURMLCAC++EJ8Q1Y1UHvoISAyEli0CHBzs0//bgpUOuHDqbdh6oCOWLItDgmZRRAEYPPJVOyKy8BLoyPwjwEd+UaOiG4NVT8EkcmA114DSkvN2zk5AcOHi0NAx44FOneux6UExGcUYldcBvbEZeBSZqHVdp39XDE2KhBjegQhqr1HrT+gJyIiMtVqQraUlBTs27cPgYGB6NmzJwAxZANgM0DTb09MTLTZRqvVQqvVGu6r9cOOiIio9ag6EfbOncAvv4i39euBd98Fpk61e2XbXV18sPP5Idhw9Bre35eIIm0FVKXleH1LHL47mYJl46PQL8TLrn0kImoSV68ah4B6eQEbNxr3OTuLYdrOnUBoqHFutWHDABeXOl9KpxNwNq0Au8+Lwdq13BKr7boHeYjBWlQgwvzdGKwREVGDtYqQrby8HI899hi0Wi1WrVoFmUycZFSlEku8lUql1eP0JXz6dtasXLmyTnO2ERFRK5CUJAZv5eXifD3TpgGffCIujtC3r1275iCTYtaQzhjfux1W7orHL2fSAQBx6Wo89L+jmNQvGC+P7QZfN4Vd+0lE1CD6GWlUKqB7d+DiReM+d3dxbk1Hk6HyK1aIH4h061avD0QqdQJOXM3DnvMZ2HM+AzdUGqvt+nb0FIeC9ghCR5+6B3hERETVafEhm06nw5NPPolDhw7hqaeewmOPPdao51+0aBHmz59vuK9Wq9GhQ4dGvQYRETWzF14QqyDmzwd27BC3HTkC9O8PzJoFvPkm4Odn1y76ezhh9SN9MHVARyzeGof4DHEI0w+n0rDnfAZevCcC0+7oCHkdJ9nOUmuQVai1ud/fXQF/D6cG9Z2IyJqsjDxotu6Ax56dcM/IhAwQ51szDdgAMWS7ehWIiDBu69Onztcrq9DhyOUc7InLwG8XMpFbXGbRRioB7uzsgzFRgbineyAClfz/j4iImk6LDtkEQcBTTz2FjRs34tFHH8Wnn35qtl9fwWarUk0/9NNWpRsAKBQKw0qlRETUhoSHA9u3A7t2AXPnAgkJYmXF558D338vrkz6z39aDjVtZgM6eWPHc4Ox8Vgy/rM3AYXaCqg1FViy7Tw2n0zFGxN6oH+od63P983xFHywP9Hm/hdGhGPeqK6N0XUiIjO7tx3B409Pt9heKZHidLtu0N4zGoOffxzo3bvew/dLyypxMCEbu+NuYH98Fgo1FRZtHGQSDA7zxdioIIzsHsDFZYiIqNm02NVFdTodZs2ahXXr1mHq1Kn4+uuvDcNE9RISEhAREYHRo0dj9+7dFueYOHEitm7dioSEhFovfMDVRYmI2qCyMuCjj8RgrdBk0uvffwfuvtt+/aoiu1CLd3bH48dT5ivxPdi3PRaO7QZ/95orMEwr2aZ/eQK5xWXwcXXEhicHAGAlGxE1gitXxDkvAwKARx81bM5SlULZuwcUyVdRIZWhyNEZNzz8gP2/o9LLq97//xRqyvF7fBZ2x2XgwKVslJZXWrRxdpBhWIQfxkQF4u5u/vBwsu8HKERE1LbUNitqkSGbacD2yCOP4JtvvrEI2ACx0i04OBhqtRoZGRlmK4xqNBq0a9cOzs7OSEtLq/VEpgzZiIjasIwM4JVXgHXrgPvvB7Zts3ePrDqVnIfXt5zHhRvGxXjcFXLMHdUV0+8KqfUQ0jvf2o8MtQaBHk449sqIpuouEbV1ggDExorB2pYtwLlz4vb+/YGTJ83b/vwz4O6OrIemwr8wF1kevvBXZdf5knnFZfjtQgZ2x2XgSFIuyip1Fm3cneQYGRmA0T0CEd3VD86Olu8XiIiIGkNts6IWN1xUp9Nh5syZWL9+PSZNmoSNGzdaDdgAQCKRYNasWVi+fDmWL1+Od955x7Bv5cqVyM/Px3PPPceVgoiISBQYCHz5JfD004Cvr/k+/VDSadMAkw9t7KFfiDe2PzcYm44n4909l6DWVKBQW4E3dlzA9ydTsXxCD9zR2ceufSSiNq6iAoiJMQZrKSmWbf76C0hPB9q3N2578EHxaz1ef2eoNNh7IQO7zmXg+NVc6KyUAvi4OuKeHmKwNrCLLxzldZu3koiIqCm1uEq2pUuXYtmyZXBzc8MLL7wAudwyB5w4cSL63Jwctbi4GIMHD0ZsbCxGjRqFfv364ezZs9i1axf69OmDmJgYswq3mrCSjYjoFvXDD8DkyeKbxXffBaZMqfecQY0pt0iLVbsv4bu/Us22T+jTDq/cG4mAaoZesZKNiOrl2DHgvvuA3Fzr+++4A5g4Ubx162a1SZbSD/7qnBor2VJyS7D7/A3sisvAmZQCq20CPZzEFUGjAnF7qDdkUvv/30xERLeWJq9kGz58eI1tpFIpPDw8EBERgYkTJ+KOO+6o8Zhr164BAIqKivDmm29abRMaGmoI2VxdXXHgwAEsW7YMP/74Iw4cOIDAwEDMmzcPS5YsqVPARkREtyidThxGCohVGf/4B/DJJ8CHHwK33WbXrvm4KfDOw70wZUAHLN56HufSxcV+tsZex74LmZg7sitmDAqFQx1XISUiAgDk5QHFxUCHDsZtkZGA2jhcHXI5MHy4GKpNmAC0a1fvywmCgMSsIuyOE4eCmg6LNxXi44IxUYEYGxWEXu2VkDJYIyKiVqDelWxSqfhiXiKRwNopqm6XSCR44oknsHbt2np2tXmwko2I6BaVkADMnw/s3GncJpEATz0FrFgB+PnZr283VeoEbD6Zgnf3XEJBSblhe7i/G5ZN6IGBXcyHwLKSjYisSkkBtm4Vh4EePAg89pg4V6Wphx8GpFIxWLv3XsDTs06XMK1k8yvIQly6GrvibmD3+QxcyS62ekxEgLuhYq1boDunfCEiohajyRc+0Gq1mDx5Mq5cuYLXXnsNAwcOREBAADIzM3HkyBG89dZb6Ny5M/773//i4sWLWLRoEU6fPo2PP/4YzzzzTL0fWFNjyEZEdIv79Vdg7lwgMdG4zdMTWL4ceOYZsaLDzvKLy7BqzyVsPpkC07/i9/UKwqvjIhGkdAbAkI2IbhIE4Px5MVTbsgU4dcp8v4+PuDBMI/7/dsPTH2lufvi553Acin4A6QWlVtv1DlZidFQgxvQIRGc/t0a7PhERUWNq8pBt4cKF+OGHH3Du3Dm4uLhY7C8uLkbPnj0xefJkvP322ygoKEC3bt3QsWNHnDhxoj6XbBYM2YiICGVl4lDR5cuBwkLj9qgo4M8/AbeW8UbwbGoBFm87j7OpBYZtLo4yPD8iHE8O6oShq/5gyEZ0K7tyBfjf/8TFCy5ftt6mc2fggQeAxYuBBr72zS7U4lBCNg4mZOPgsUtQObtbtJFIgNtDvTGmRyBGRwWivadzg65JRETUHJo8ZOvYsSMmT56Mf//73zbbvPTSS/jhhx+QnJwMAJgxYwZ++uknFJq+YWlhGLIREZFBRgawaBGwfr14/5FHgM2b7dqlqnQ6Ad//lYp3dscj32QIaRc/V+QVlyG/pJwhG9Gt6sQJcZGCqvr2FYeBPvAA0KNHvRd5qajU4XRKAQ4mZOFgQjbi0q3PryaXSnBXFx+MjQrCqO4B8HNX1Ot6RERE9tLkCx9kZ2ejoqKi2jYVFRXIysoy3A8KCkJlZWV9L0lERNS8AgPFeYqefhpYuFBcddSUTgdoNICViu7mIpVKMGVAR4yJCsS/917CN8fFIaSXTeY8Kq/U2a1/RNTEVCpxmPuWLcDdd4v/X+n17y+umJyRAQwdalwRtGPHel/uhqoUBy+J1WoxSTko1Fh/P+CqLcGQa2dwZ9p5PHDwRyhdHOp9TSIiotai3pVsUVFRKCgoQFxcHDytTISal5eHnj17wsvLC3FxcQCA6dOnY//+/UhLS2tQp5sSK9mIiKjWNmwAXntNDN8eeaTe1SCNKS5dhde3xuFMSoHZ9mERfpg9tDPu6uzDycSJWrsbN4wLF/z+O1B+s4p1yBDg0CHztsePA2Fh4rxr9aCtqMRf1/LFIaCXsnEp0/aIlB5+zoj2kWJYkBNCJt2HgMJc5Ll6wvvQfrFBUJB4IyIiamWafLjoZ599hmeeeQahoaF48cUXcdddd8HPzw/Z2dk4evQo3nvvPSQnJ+OTTz7BnDlzoNPpEBISgv79++OXX36p9wNragzZiIioVtRqICJCrBABxDe3H34I9Olj124B4hDSn06n4eWf/oauyl/5nu2VmD20M8ZGBUIuk9qng0RUdwkJ4txqW7YAx45Zb+PnB1y71uDq2tS8Ehy4JA4BPXo5FyVl1keieLo4YEi4H4Z19cOQrr7w/8/bwLJltk+8ZAmwdGmD+kZERGQPTR6yAcDixYuxcuVK6HTmw1AEQYBUKsXChQuxYsUKAEBOTg6++eYbDBw4ELfffnt9L9nkGLIREVGtXL8OPPWUOExLTyoFZs8G3ngD8PW1X99uGvDmPmQVaiGVwCJsC/ZyxszBnfDI7R3g4mj/FVOJGsWNG+LNltZaSfXdd8CUKdb3dexoHAY6ZEi9VgjVlFfizyu5OHgpG4cSsnElp9hqO4kE6B3sieiufhgW4YdewZ6QSU0qY02e/+lfnEBOsRa+rgpsmDlA3N9an38iIrrlNUvIBgCJiYnYtGkT/v77b6jVanh4eKB3796YMmUKunbt2pBT2wVDNiIiqpOdO4F584DEROM2T08xaHv66Xq94W0sd761HxlqDQLcFXhlXCTWHLqC89fNJyZXOjvgsTtDMH1gKCcjp9Zv6dLWXUlVVgYcPAi0aycuSKCXnS3OEan/YLtnT2OwdtttdR6qLggCLmcXi0NAE7Jx/EoutBXW5270dXPE0K5+iO7qh6HhfvBydazVNfT//3DhFSIiaguaLWRraxiyERFRnWm1wAcfiMFaUZFxe1SUuH34cLt0q+qbXEEQcPRyLtYcuoKDCdlmbR3lUjzUtz1mDemMLn5udukvUUPlJFxFwZUU8c5zzwF5+YC3F/DRRwAAz84d4du1kx17aEVREbB7tzgMdMcOcSGDZ54BPvnEvN3zzwMhIWKw1qVL3S+jrcDRpBxDsJaWX2q1nUwqQb+OXoiOEIO17kEekErrPo8jQzYiImpLmnx10V9//RX33ntvje1eeukl/Pvf/67vZYiIiFo+hQJYsAB47DFg0SJxQQQAiIsDvvnGbiFbVRKJBIPCfDEozBfxGWqsOXQF22Kvo0InoKxCh29PpGLzyVSMjAzAnKGd0T/U295dJqqTr5PL8cGBm0H3QyuNO25ue0FWjnktYaBFdjawbZsYrP32mxjUm9q6Ffj4Y3EIut6HH9bpEoIgID6j0LBgwV/JeSivtP7ZepDSyTAEdGCYLzycuBIoERFRfdS7ks3NzQ379u3DnXfeabPNSy+9hNWrV6Oy0vpkqS0RK9mIiKjBjh0Tq04uXRInKw8IsEs3alNJckNVinVHrmHT8RQUaSvM9vXt6InZQ7tgVPcA83mXiFqoLLUGWYViYJU3dAS8iwvMVrf0d1fA38PJfh08cABYvBg4csQ49NOUhwdw331itdoDD9R5uLmqtBwxiTk4mCAuWpCp1lpt5yiT4vZOXjeDNX+E+7s1yqrDps//9C9PILe4DD6ujtjwpDgnm92ffyIionpq8uGikZGRyM7OxuHDhxEZGWmx/+WXX8a7776L8ePHY8uWLfW5hF0wZCMiokah0wEXL5rPqwQAmzYBMhkweXKd51Gqq7oM11JryvHt8RR8eeSqxRvzTr6umDWkEx7qGwwnB1lTdpmo0WQp/eCvzkGWhy/8Vdk1H9DYBAGoqAAcTKrCDh4Ehg0zbxcUZJxfbdgwwLF2c54B4krC56+rDSuBnkktQGXVVU5u6uDtjGFd/RHd1Q93dfGBq6Lx54tc/VsCPtifaHP/CyPCMW9USyglJCIiqpsmD9lSU1MxcOBASCQSHD16FMHBwYZ9CxcuxKpVq3D//ffjp59+gtyOkz7XFUM2IiJqMnl5QHi4+HXoUHH4V+/eTXa5+syJVFahw7az1/H5oSu4lFlots/H1RHTB4bisTtDaj35OZG92CVkq6gQq9S2bBFvCxaI86uZ7g8MFFcffuABMVi7/XbzYaE1yC3S4nCiOLfaoYRs5BaXWW2nkEtxVxcfQ7VaqI9Lo1SrVce0ks0aVrIREVFr1SwLH1y4cAFDhgxBQEAAjhw5Ai8vL0PAdt999+Hnn39uVQEbwJCNiIia0H//C/zrX8b7UikwZ464YIKPT+Nc48YN8QZg+hcnkFOsha+rAhtmisO1EBQk3mogCAIOJGRjzcEr+PNKrtk+ZwcZJvcPxqwhndHB26Vx+k3UyJotZCstFedV27JFnGct1+Tfyz33AHv2mLfPzKzTEPJKnYDY1AIcvFmt9ne6CrZevXfxc0V0V39ER/jhjk7erDwlIiJqJM22uuiff/6JUaNGoWfPnhg8eDD+85//YOzYsfjll1/gWIdy95aCIRsRETUZQQB27gTmzQOSkozbvbzEoG3OnDrPwWRh6VJg2TLb+5csEdvUwd9pBVhz6Ap+PXcDpiPRpBJgbM8gzBnaGb2CPevTW6Im06QhW36+uBLoli3iyqAlJZZt5HJg9GgxeKtDpRogVoQdTMjGgYRsxCTmQFVabrWdq6MMA8N8Ed1VXAmUoTcREVHTaLaQDRBXGp04cSIqKysxZswYbNmyBQ4OrXNVIoZsRETU5LRa4P33gRUrgKIi4/aePYEPPgDuvrv+5zapZLM28XttK9msSc0rwRcxV/HdyVSUlpsvanRnZ2/MGdoFwyL8mnxIGlFtNGnI9vHHwHPPWW53dQXuvVccBnrvvYCnZ61OV16pw6nkfBy4lI2DCdm4eENts223QHdER4ihWv8QbzjK6xbgERERUd01esj21VdfVbv/+++/x7Fjx/DWW2/Bycl8roXHH3+8NpdoERiyERFRs7l+HVi4EPj6a/Pta9cCM2fW65TNsbpifnEZNh5LxoY/ryGnyHw+qK4BbnhqSGdM6NOeb/7JrhocsgkCcOGCWK12773AbbcZ96WmAh07it/7+QETJojB2ogRgFPt/n2lF5Ti4KVsHLiUhaOXcy1W99XzcJJjSLgYqg3t6odAJec0IyIiam6NHrJJpVKrn0wLggCJRAL9afTfm36trKy0OK6lYshGRETN7s8/geefB/76S5ybLSEB8Pau16mac3U/TXklfj6djrWHr+BKTrHZvgAPBZ4Y1An/uKMjPJxaZ3U7tW71Ctl0OuDYMTFY++UX47DuF18E/v1v87bvvQcMGADcdZe4YnANNOWVOHktTwzWErKRlFVks22vYKVhCGifDp6QyxhYExER2VOjh2wbNmyod2emT59e72ObG0M2IiKyC50OWL8ecHAAHnvMfF9iIhAWBtRiGKbZ6n5jxwBZ2YC/H7BrN4CmWd1PpxPw28VMrDl0BaeS8832uSnkmDqgA54Y1AntPJ0b9bpE1al1yKbVAr//LgZrW7eKCxNU1aWL+O+wjkOhr+UUi3OrXcrCn1dyoSnXWW3n7eqIoeG+iI7ww5BwP/i6Kep0HSIiImpazTonW1vCkI2IiFqUjAyga1egb1/gww+BXr1qf2xwMJCeDrRvD6SlNV0fTZxKzsNnB6/gt4uZZisgyqUSjO/dDk8N7YzIIP59paZXq5Bt7Vpg/nygsNByn1QKDB0qDgOdOBEICanxmiVlFTh2Jdcwt1pyrpUFESAuGnJbRy9DtVrP9kpIpZzLkIiIqKWqbVZUpyXMoqOjMXHiRNx///0ICwtrcCeJiIioBq+8IgYABw+Kc0I9/TSwfLk4rLQF6hfijTWPe+NKdhE+P3wVP51OQ1mFDhU6AT+fScfPZ9IxtKsfZg/pjEFhPlwkgZpPRgbg5ibe9IKDzQM2JydxRdAHHgDGjQN8fas9pSAISMoqulmtlo0TV/NQVmm9Ws3fXSGGahF+GBzmC08Xx8Z4VERERNSC1KmSrVu3bkhISIBEIkFkZCQmTpyI8ePHY8CAAU3Zx2bFSjYiImpRduwA5s4FLl82bvP2Bt54A5g9G5BX83mZHSrZqsou1OKrP6/h62PJKCgpN9vXo50HZg/tjHE9gzjnFDU6fSVbkcIFbn17i3OtffklMGOGsZFWC0RGGivWRo0SVwitRqGmHEeScnEwIQsHL2XjukpjtZ1cKkH/UC9Ed/VHdFc/RAa5M1QmIiJqpZpsuGhiYiJ++eUXbNu2DceOHYMgCAgICMCECRMwYcIEDB8+HI6OrfeTOYZsRETU4mi1wOrVwIoVQLHJAgM9e4pDSIcNs35cCwjZ9ErKKvD9yVSsjbmKtPxSs33tPZ3x5OBOmHJ7B7gq6lRkTyRSqYDz58VbXBxw/jwqf/8dsqovcydMEOdeMyUI1c61JggCLtxQG6rVTifno0Jn/eVze09nREeIQ0AHdvGBOxf9ICIiahOaZU627OxsbNu2DVu3bsX+/fuh0Wjg6uqKMWPGYMKECbj33nvh5eVV39PbBUM2IiJqsa5fB15+Gdi40Xz7pEnAxx8D/v7m21tQyKZXUanDrrgMrDl0BefSVWb7PJzkePTOEMwYFAp/98ZdnIHaiKIi4NIloF8/8+1PPw189ln1x0ZFAVOnikOwa1BQUobDiTk4mCDOrZatX0ykCke5FHd08kZ0Vz8Mi/BDFz83VqsRERG1Qc2+8EFpaSn27NmDrVu3YufOncjJyYFcLsfgwYMN87h16tSpMS7VpBiyERFRi3f0KPD888CpU+L9wEAgIQFwdzdv1wJDNj1BEHDsSh7WHLqMPy6ZT0rvKJPigdva46mhnRHm72bjDNSmlZYC8fGGqjTD12vXxP25ueKwab2PPhL/TZjQSSSQCgIKFS5wjzsrrtBrQ6VOwLl0FQ5eysbBhCzEphbARrEaQn1cMCxCHAJ6R2dvuDiy+pKIiKits+vqooIgICYmBlu3bsX27duRmJgIiUSCysrKxr5Uo2PIRkRErUJlJbBunViV8+9/A48/btmmBYdspi5lFGLNoSvYdjYd5ZXmL0tGRvpj9tAuuD3UixVCbV1mpliRdv68OAehzvoCAgCAQ4eAIUOM90+fBtasEavVevQAevRAVniPalcXzS7U4nCiWKl2KCEb+VXmDNRzdpBhYBcfREf4YWi4H0J9q5+zjYiIiNoeu4ZsVV28eBFbt27FwoULm/pSDcaQjYiIWhWVSqxgk5osHJCaKoYVf/0FZGW1+JBNL0OlwbojV7HpeAoKtRVm+/p08MScoZ1xT49AyKQM21qd8nIgKcm8Km30aGDWLGMbjUZcdMBWuObubgjQ8PzzQK9e1V5Sv/CBPmSrqNThTGrBzWq1bIvhyqbC/d0wLMIP0V390T/UC04Osvo8aiIiImojmjxke/LJJ2tsI5VK4eHhgW7dumHcuHFo3759fS7VrBiyERFRqzdlCvDdd8b7SiXw1VdAhw7izcen2one7a1QU47NJ1Lx5ZGruFFl5cZQHxfMHNIZk/oFt8zg48YN8WZLUJB4a8uSk4EzZ4xh2vnz4tDP8iqVYv/4B/DNN+bbIiLEkLh7d7OqNERFib+7dfi9zVL6oVIQsCMyGmeefwWHE3NQqKmw2tZNIcfgMF+xWq2rH9p7Otf1URMREVEb1uQhm1QqNQzbsHYKiURitl0ul2Px4sV47bXX6nO5ZsOQjYiIWjW1GujbVxxuZ4uzsziUdNUqYOJE4/aSEvG4Dh3EYM7OQVxZhQ47/r6ONYeuID6j0Gyft6sjHr8rBI/fFQpv1xa0qvnSpcCyZbb3L1kitmntdDogJQVITARGjTLfN3Mm8OWXNZ+jXz+x2tJUVhbg62temVlLqpJyxF1X4Vy6CufSVIiNOYt0pb/N9t2DPG5Wq/mhb4gXHGR1vyYRERHdGpo8ZLt69Srmzp2LkydP4oUXXsDAgQMREBCAzMxMHDlyBB9++CEGDBiAV199FWfPnsWKFSuQmpqKTZs24ZFHHqn3A2tqDNmIiKjV02iA1auBV18Fqvszv3UrMH688f7Ro8CgQeL3bm7GyrfgYOP3+ltERL2CkPoQBAGHEnOw5tBlHEnKNdvn5CDFpH4dMGtIJ4T4tIC5skwr2caMAbKzAT8/YPducVtrq2QTBHFeP9NhnvpbcbHYRqUCTF8zrV4NzJ9vvC+XA127GivT9F+7dBH31YOqtBzn01X4O10M1eLSVUjOLan2GKWzA4aE+2JYhD+GhvvC34Mr2BIREVHtNHnI9vbbb+ODDz7A2bNn4e9v+SlhRkYG+vTpg/nz52PBggVIT09H9+7d0adPHxw8eLA+l2wWDNmIiKjNaNdODHw8PYEXXhDnZUtNNd4OHhSr3vS++04caloTiQTQagEHB+O2LVuAc+fMg7jgYMDFpVEfUly6CmsOXcHOczdQabL8o1QCjIkKxOyhXdCng2ejXrPeWsnCE1alpABTp4phmsr23GUAxHD2rruM92NjgZ9/NgZq4eGAY/2rDfWB2jmTW02BGgAoyrWIyryM2zIScO+Xq9A72JPz+REREVG9NHnIFh4ejrFjx+LDDz+02ea5557D7t27kZiYCACYNm0adu7ciYKCgmrPvXHjRhw+fBinTp3CuXPnUFZWhnXr1mHGjBkWbZcuXYplNoZlKBQKaDQaq/tsYchGRERtRnUhj/7Pv+mQ0CNHgLVrzYO40lLL87ZrJ57X1OOPA19/bdnW29s8dLv7bmDy5IY9LgCpeSX48shVfHcyFSVl5quXD+jkjTlDO+PuCH9I7RmqtNSQLSfHWI2mr06bMgV45hljm+JisZrRGokE6NTJOF/azJlAWFijdE2tKUfczeGe+gq1a7UJ1ORSdG/ngV7tlYhqr0TPYCU8uoWjnSrL5uqiRERERLVV26yofjX6ANLS0qBQKKpt4+TkhDSTF5UdO3asVej12muvITk5Gb6+vggKCkJycnKNx0yfPh2hoaFm2+T1HIJARETU5lmbb23QIONwUUAM4vLzzUO3tDTzCja91FTr18nLE29nz4r3dTrLkK1bN+PwVGtDU9u1s7hmB28XLLm/B14YEY5vjqdg3ZFryCnSAgBOXM3Diat5CPN3w+whnTHhtnZQyFvgIgnN4exZ4Phx80AtM9OyXWioecjm6gp07gxUVJgP8ezRA4iMFPc3kD5Qi0tX4Vy6GufSCuoUqPVsrxRvwUqE+blBXmVOtSzBxiqlRERERE2k3ilU+/btsXXrVqxYscJq2KbVarF161azFUWzsrLg5eVV47nXrl2L8PBwhISE4O2338aiRYtqPGbGjBkYNmxYnR4DERERVUMiESvRvL2B3r2rb/vRR0BSkjGIMw3m0tPFsAYQQzRTRUXApUvi96dO2e5HYKA4nHXIEOP2nBx4Jibi2bBgzLxzCLacy8Saw1dwJVucKywpqwgLfvob/957CTMGhWLaHSFQOlsJCBtRllqDrEIx7IN3B6DCCfD2A9LFIZf+7orGnwusqAi4cAG4ehWoOu/te++JK8vWxFrwduECUMMHqrVVqClHXLoa59ILcC5djbh0Fa7mFNd4nEIuRWSQB3oF36xQa69EuL9loEZERETUEtQ7ZJs5cyZeffVVREdH4/XXX8ddd90Fb29v5OXl4ejRo3jjjTdw+fJlvPHGG4ZjDh8+jN41vUgHMHLkyPp2i4iIiOwhKkq8WVNZKa4amZoKBASY78vLE4O369fFKjdrBEGcW87d3Xz7/v2GOeScZDJMCQrCIx06IFPph5PlLjgjuOO6hy/SPfyxqlCL//6ehCkDOuLJwZ3Q3tO5gQ/Yum+Op+CD/eI0GbjXZEX1j2IAAC+MCMe8UV3rd/LSUiA+3liRpv967Zqxzbhx5sM8e/QwP4efn+UCBD16ANY+BK1nwKYP1OJM5lCrS6Cmr07r2V6JMH83rvpJRERErUa9Q7YFCxbg4sWL2LhxI8bfXJlMKpVCd/MFsiAImDZtGhYuXAgAyMzMxLhx4zBmzJhG6Lalw4cP48SJE5DJZOjWrRtGjhxZ43BWIiIiagYyme1VNTt2FMO3igoxSKtaBWd669DB/FjTIaqVlUBaGiRpaQgEcP/NGwDccPfBXf/cgOKySnwRcxXrj17D2xmHcbdzKXwjw8yHpvr6Wh9KW0vT7uiIUd3FIDFv6Ah4Fxcgz9UT3of2AxAr2eosIUEMz65csR1E6l28CNx+u/H+2LHi4hP6MM3KYlUNUagpx/nrarM51K7UIlBz1Feo3axOi2qvRHgAAzUiIiJq3eodsslkMnz11VeYPn06Nm7ciL///htqtRoeHh7o3bs3pk2bhhEjRhjaBwQEYPXq1Y3SaWsWL15sdj8oKAgbNmzAqFGjqj1Oq9VCq9Ua7qvV6ibpHxEREVVDLjcGXaYrVVbnttuAf/3LPIjLtpzg3iuiC6bd0RE/nkqDtkKHSp2Ajvt2wDc1zvKcCoX5vHAPPQRMmGDeRhBsBnH+Hk6G4aBZOcnwV+eIE++3V1o2Li8Xh9jqK9L0t6efBp5/3tguMFBsZ427uzFAi4oS568z1bOneGsE+kDNUKGWVrdArWd7D/Rq78lAjYiIiNqsBq8MMGLECLMwrbn16dMHGzZsQHR0NAICApCWlobNmzfjrbfewvjx43Hs2LFqh6iuXLnS5uqkRERE1IKNGCHeTGk04hxwJsGbk58f3nygJ+aN6oqv/kzG139eQ5DaxmqTWi1w+bJ4A4CICPOQrbBQDL1Mg7iqizUEBwNKK6HagQNATIxxqOelS2LQVpV+kQg9Dw9xcQhXV8uhnh06NKjyzpYibQXOmwz31A/5rGlNeke5FJGB7obhnlHtlega4M5AjYiIiG4JrX75zYkTJ5rdDwsLw2uvvYaAgADMnj0bK1aswA8//GDz+EWLFmH+/PmG+2q1Gh2qDkchIiKi1sHJCejSRbxV4eumwPxRXfFMdBfs7vYt3tt3GvL0NASpsxFUmIN26hx0LM5FcHEOHIuLxIOsDVEtKRGHcCYk2O6HmxtkQpWXWZ9/DmzaVH3/FQqgrMxy+4ULTRKmAeaBmr5K7UptAjWZFJFB7oYFCXoGM1AjIiKiW1urD9lsmT59Ov75z3/iyJEj1bZTKBScu42IiOgW4uwowwOT78b4h4dhd1wG1hy6jLNpKrM2gRItZoY6YsLQ22A2i1lJiVhVlpoKFFczVLKoCDp3b/NtposQyOVilVzVBQi6dBH3VdVIAVuxtkKcQy1dhXNpBXUK1LoFuYthmkmFmqO8hQVqN26INwDyygrj19Onxf225gYkIiIiagRtNmRzdHSEu7s7SkpK7N0VIiIiaoFkUgnG9QrCvT0DcfxqHtYcuoLf47MAABmCAm9eBVZ9fhYT++Rg9tDOCA9wB/r3FxcXEASgoMByoQb9/exsCNeum1/wgQeAsDAxVAsPBxwcmvTxFWsrcOGGGn+nGSvULmcX1TpQM1SotdRAzZrPPgNuTgOijzi9iwuAfv3EO0uWAEuX2qNnREREdAtosyFbYmIi8vPzq52PjYiIiEgikeDOzj64s7MPEjMLsebQFWyJTUd5pYDySgE/nErDD6fSMLybP2YP7Yw7OnlDIpEAXl7izdbCAko/8/uRkeKtCegDNf0qn7UN1BxkEnQL9DDModaqAjVr5swBbq56P/2LE8gp1sLXVYENMweI+1nFRkRERE2oVYdshYWFuHr1Knr16mW2PT8/HzNnzgQATJ061R5dIyIiolYoPMAd707qjZdGR2D90WvYeCwZhRpx2OHv8Vn4PT4LvYOVmD20C8ZEBUImbZp50qpTUlaBC9fNK9SS6hCo6SvUegW38kDNGpPhoJd25yNDrUGghxPQt6+dO0ZERES3ghYZsq1duxYxMTEAgHPnzhm2HThwAIC42MHEiRORm5uL3r17o3///ujZsyf8/f2Rnp6OXbt2ITc3F6NGjcK8efPs9TCIiIian8mcVIYJ9MvKOCdVHQV4OOHlMd3w7N1h2HwiBV/GXMV1lQYAcDZNhWc3nUZHbxfMGtIJk/p1gLOjrEn6oQ/UDKt8pokVarpaBGoRgfo51DzFCrVANyjkTdNPIiIiImqhIVtMTAw2bNhgtu3IkSOGRQxCQ0MxceJEeHt749lnn8WxY8ewfft2FBQUwNXVFT179sSjjz6KWbNmQSbji0kiIrqFmMxJZZCdzTmp6slNIcesIZ0xfWAodv59A58duoKLN9QAgJS8Eizeeh6rf0vAY3eFYvpdIfBxq/9iSqVllbhwQwzS/r650mdSVt0CNX2VWkSgOwM1IiIiomYmEYSaBhfcWtRqNZRKJVQqFTw8POzdHSIioroxrWSzhpVsDSIIAmKScrDm0BUcTswx26eQS/Fwv2DMGtIZnXxdkaX0g786B1kevvBXZZu1NQ3UzqWrcS69oFaBmlxqUqEWzECtOne+td8wXPTYKyPs3R0iIiJqxWqbFbXISjYiIiKqJ4ZoTUoikWBIuB+GhPvh/HUVPj90Bdv/voFKnQBthQ7fHE/BphMpGN09EJMCumCEOgcauSNOJecjLl1lmEctMauwVoFa1wB39Ao2r1BzcmCgRkRERNQSsZKtClayERERUV2kF5Tiy5ir2HwiBcVllWb72qsykeHui0pp9cGYPlCrWqHGQK3+WMlGREREjYWVbERERETNoL2nM16/rzueHx6Ob04kY92Ra8gu1AIA0pUBFu3lUgnCA9zRq70SUTcDtW4M1IiIiIhaPYZsRERERI1A6eKAfw4Lw8zBnbD1zHWsWbMTKcpAhBTcwG1jBqJnsCcDtSaWpdYg62bAWV6pM3yNS1cBAPzdFfD3cLJb/4iIiKht43DRKjhclIiIiOrNZOGJvKEj4FVcgHxXT3gf2i/u55x5TWr1bwn4YH+izf0vjAjHvFFdm7FHRERE1BZwuCgRERFRc/vsM2DZMgCA981N3sUFQL9+4p0lS4ClS+3Rs1vCtDs6YlR3yyG6ev7uimbsDREREd1qGLIRERERNZY5c4Dx4wEA0784gZxiLXxdFdgwc4C4n1VsTcrfw4nDQYmIiMhuGLIRERERNRaT4aCXducbVrdE37527hgRERERNTWpvTtARERERERERETU2jFkIyIiIiIiIiIiaiCGbERERERERERERA3EkI2IiIiIiIiIiKiBGLIRERERERERERE1EEM2IiIiIiIiIiKiBmLIRkRERERERERE1EAM2YiIiIiIiIiIiBpIbu8OEBEREbUVWWoNsgq1AIDySp3ha1y6CgDg766Av4eT3fpHRERERE2HIRsRERFRI/nmeAo+2J9oti23uAz3fRQDAHhhRDjmjepqj64RERERURNjyEZERETUSKbd0RGjugfY3O/vrmjG3hARERFRc2LIRkRERNRI/D2cOByUiIiI6BbFhQ+IiIiIiIiIiIgaiCEbERERERERERFRAzFkIyIiIiIiIiIiaiCGbERERERERERERA3EkI2IiIiIiIiIiKiBGLIRERERERERERE1EEM2IiIiIiIiIiKiBmLIRkRERERERERE1EAM2YiIiIiIiIiIiBqIIRsREREREREREVEDMWQjIiIiIiIiIiJqIIZsREREREREREREDdQiQ7aNGzdizpw56N+/PxQKBSQSCdavX2+zvVqtxvz58xESEgKFQoGQkBDMnz8farW6+TpNRERERERERES3LLm9O2DNa6+9huTkZPj6+iIoKAjJyck22xYXFyM6OhqxsbEYNWoUpk6dirNnz2L16tX4448/EBMTA1dX12bsPRERERERERER3WpaZCXb2rVrce3aNWRnZ+Ppp5+utu2qVasQGxuLBQsWYO/evXj77bexa9cuLF68GLGxsVi1alUz9ZqIiIiIiIiIiG5VLTJkGzlyJEJCQmpsJwgC1q5dCzc3NyxevNhs36JFi+Dl5YUvvvgCgiA0VVeJiIiIiIiIiIhaZshWW4mJibh+/ToGDRpkMSTUyckJQ4cORXp6OpKSkmyeQ6vVQq1Wm92IiIiIiIiIiIjqotWHbAAQHh5udb9+u76dNStXroRSqTTcOnTo0PgdJSIiIiIiIiKiNq1Vh2wqlQoAoFQqre738PAwa2fNokWLoFKpDLfU1NTG7ygREREREREREbVpLXJ10eakUCigUCjs3Q0iIiIiIiIiImrFWnUlm76CzValmn5+NVuVbkRERERERERERI2hVYdsNc25VtOcbURERERERERERI2h1Yds7dq1w5EjR1BcXGy2T6PR4NChQ2jXrh3CwsLs1EMiIiIiIiIiIroVtOqQTSKRYNasWSgqKsLy5cvN9q1cuRL5+fmYNWsWJBKJnXpIRERERERERES3AokgCIK9O1HV2rVrERMTAwA4d+4cTp8+jUGDBhkq0iZOnIiJEycCAIqLizF48GDExsZi1KhR6NevH86ePYtdu3ahT58+iImJgaura62vrVaroVQqoVKpDKuTEhERERERERHRram2WVGLXF00JiYGGzZsMNt25MgRHDlyBAAQGhpqCNlcXV1x4MABLFu2DD/++CMOHDiAwMBAzJs3D0uWLKlTwEZERERERERERFQfLbKSzZ5YyUZERERERERERHq1zYpa9ZxsRERERERERERELQFDNiIiIiIiIiIiogZiyEZERERERERERNRADNmIiIiIiIiIiIgaiCEbERERERERERFRAzFkIyIiIiIiIiIiaiCGbERERERERERERA3EkI2IiIiIiIiIiKiBGLIRERERERERERE1EEM2IiIiIiIiIiKiBmLIRkRERERERERE1EAM2YiIiIiIiIiIiBqIIRsREREREREREVEDMWQjIiIiIiIiIiJqIIZsREREREREREREDcSQjYiIiIiIiIiIqIEYshERERERERERETUQQzYiIiIiIiIiIqIGYshGRERERERERETUQAzZiIiIiIiIiIiIGoghGxERERERERERUQMxZCMiIiIiIiIiImoghmxEREREREREREQNxJCNiIiIiIiIiIiogRiyERERERERERERNRBDNiIiIiIiIiIiogZiyEZERERERERERNRADNmIiIiIiIiIiIgaiCEbERERERERERFRAzFkIyIiIiIiIiIiaiCGbERERERERERERA3UJkK20NBQSCQSq7enn37a3t0jIiIiIiIiIqI2Tm7vDjQWpVKJuXPnWmzv379/83eGiIiIiIiIiIhuKW0mZPP09MTSpUvt3Q0iIiIiIiIiIroFtYnhokRERERERERERPbUZirZtFotNmzYgPT0dHh5eWHgwIHo3bu3vbtFRERERERERES3gDYTsmVkZGDGjBlm28aMGYOvv/4avr6+No/TarXQarWG+yqVCgCgVqubpJ9ERERERERERNR66DMiQRCqbdcmQrYnn3wS0dHR6NGjBxQKBS5cuIBly5Zh165dGD9+PI4cOQKJRGL12JUrV2LZsmUW2zt06NDU3SYiIiIiIiIiolaisLAQSqXS5n6JUFMM10rpdDpER0cjJiYGO3bswLhx46y2q1rJptPpkJeXBx8fH5vBXGujVqvRoUMHpKamwsPDw97dueXw+bcvPv/2xeffvvj82xeff/vi829ffP7ti8+//fFnYF98/u2rLT7/giCgsLAQ7dq1g1Rqe3mDNlHJZo1UKsUTTzyBmJgYHDlyxGbIplAooFAozLZ5eno2Qw+bn4eHR5v5BW+N+PzbF59/++Lzb198/u2Lz7998fm3Lz7/9sXn3/74M7AvPv/21dae/+oq2PTa9Oqi+rnYSkpK7NwTIiIiIiIiIiJqy9p0yHb8+HEAQGhoqH07QkREREREREREbVqrD9kuXLiAgoICi+0xMTF47733oFAo8OCDDzZ/x1oQhUKBJUuWWAyLpebB59+++PzbF59/++Lzb198/u2Lz7998fm3Lz7/9sefgX3x+bevW/n5b/ULHyxduhSrVq3CiBEjEBoaCoVCgbi4OOzduxdSqRSffvopZs2aZe9uEhERERERERFRG9bqQ7aDBw/ik08+wenTp5GZmQmNRoOAgAAMHjwY8+bNw4ABA+zdRSIiIiIiIiIiauNafchGRERERERERERkb61+TjYiIiIiIiIiIiJ7Y8hGRERERERERETUQAzZiIiIiIiIiIiIGoghGxERERERERERUQMxZCMiIiIiIiIiImoghmxEREREREREREQNxJCNiIiIiIiIiIiogRiyERERERERERERNRBDNiIiIiIiIiIiogZiyEZERERERERERNRADNmIiIiIiIiIiIgaiCEbERERERERERFRA/0/zUmKxDlqcLMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Preliminary Figure 4b\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(15, 3))\n",
    "bbox = {'boxstyle': 'round', 'facecolor': 'w', 'alpha': 0.9}\n",
    "cmap = plt.get_cmap('tab10')\n",
    "palette = [cmap(0), cmap(0.2), 'k', cmap(0.1), cmap(0.3)]\n",
    "xticks=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov',\"Dec\"]\n",
    "\n",
    "ax.errorbar(xticks, NPGO_C, yerr= NPGO_C_SEM, capsize=3,label='NPGO+ coldest',linewidth=2)\n",
    "ax.errorbar(xticks, NPGO_W,yerr= NPGO_W_SEM, capsize=3,linestyle='--',label='NPGO- warmest',color='r',linewidth=2)\n",
    "ax.set_title('Sea Surface Salinity',fontsize=18)\n",
    "ax.legend((),frameon=False)\n",
    "ax.set_ylim(5,30)\n",
    "ax.set_ylabel('g/kg',fontsize=14)\n",
    "ax.xaxis.set_tick_params(labelsize=14)\n",
    "ax.yaxis.set_tick_params(labelsize=14)\n",
    "ax.set_xticklabels([])\n",
    "\n",
    "a=2\n",
    "b=5\n",
    "c=5\n",
    "d=8\n",
    "ax.text(-.4, 26, '(b)', fontsize=15,  color='k')\n",
    "\n",
    "#plt.fill([a, a, b, b], [5, 30, 30, 5], color = 'lightgreen', alpha = 0.1)\n",
    "#plt.fill([c, c, d, d], [5, 30, 30, 5], color = 'wheat', alpha = 0.2)\n",
    "\n",
    "#plt.savefig('Fig3b_SSS.png', bbox_inches='tight',dpi=1000,transparent=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data for calculating seasonal mean values for box plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "Spring_C=(((monthly_array_sal_slicemean[(1,3,4,5),2]+\n",
    "        monthly_array_sal_slicemean[(1,3,4,5),3]+monthly_array_sal_slicemean[(1,3,4,5),4]))/3) #"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "Spring_W=(((monthly_array_sal_slicemean[(8,11,12,13),2]+\n",
    "        monthly_array_sal_slicemean[(8,11,12,13),3]+monthly_array_sal_slicemean[(8,11,12,13),4]))/3) #"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "Summer_C=(((monthly_array_sal_slicemean[(1,3,4,5),5]+\n",
    "        monthly_array_sal_slicemean[(1,3,4,5),6]+monthly_array_sal_slicemean[(1,3,4,5),7]))/3) #"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([18.59444785, 18.55219596, 14.78432114, 12.54113959])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Summer_C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "Summer_W=(((monthly_array_sal_slicemean[(8,11,12,13),5]+\n",
    "        monthly_array_sal_slicemean[(8,11,12,13),6]+monthly_array_sal_slicemean[(8,11,12,13),7]))/3) #"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([20.58331684, 16.97778168, 16.03245907, 14.35114464])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Summer_W"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def color_boxplot(data, color, pos=[0], ax=None):\n",
    "    ax = ax or plt.gca()\n",
    "    bp = ax.boxplot(data, patch_artist=True,  showmeans=False, positions=pos,widths=0.4)\n",
    "    for item in ['boxes']:\n",
    "        plt.setp(bp[item], color=color)\n",
    "    for item in ['whiskers', 'fliers', 'medians', 'caps']:\n",
    "        plt.setp(bp[item], color='k')\n",
    "\n",
    "\n",
    "data1 = [Spring_C]\n",
    "data2 = [Spring_W]\n",
    "data3 = [Summer_C]\n",
    "data4 = [Summer_W]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(3,3))\n",
    "bp1 = color_boxplot(data1, 'royalblue', [1])\n",
    "bp2 = color_boxplot(data2, 'r', [1.5])\n",
    "bp3 = color_boxplot(data3, 'royalblue', [2.5])\n",
    "bp4 = color_boxplot(data4, 'r', [3])\n",
    "#ax.autoscale()\n",
    "ax.set(xticks=[1.25,2.75], xticklabels=['Spring','Summer'])\n",
    "ax.set_ylim(5,30)\n",
    "ax.set_ylabel('g/kg')\n",
    "#ax.legend([bp1[\"boxes\"], bp2[\"boxes\"], ['A', 'B'], loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "22.961233692598014"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Spring_C.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20.44020035181402"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Spring_W.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### t tests for differences between spring and summer of cold and warm years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=2.6927105376065703, pvalue=0.03592279492538498)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.ttest_ind(a=Spring_C, b=Spring_W, equal_var=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=-0.4367065530291882, pvalue=0.6776017876741786)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.ttest_ind(a=Summer_C, b=Summer_W, equal_var=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (py39)",
   "language": "python",
   "name": "py39"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}