{ "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_nitrate_depthint_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, 10),**slc).values for var in ('e3t_0', 'tmask')]\n", "years, variables = range(2007, 2021), ['nitrate']\n", "# nitrate_depthintorary list dict\n", "data = {}\n", "# Permanent aggregate dict\n", "aggregates = {var: {} for var in variables}\n", "monthlydat = {var: {} for var in variables}\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 + '_ptrc_T.nc') as ds:\n", " q = np.ma.masked_where(tmask == 0, ds[var].isel(deptht=slice(None, 10),**slc)*e3t*tmask).sum(axis=1)/((e3t*tmask).sum(axis=1)).data\n", " q2 = q[0,:,:]\n", " monthly_array_nitrate_depthint_slice[year-2007,month-1,:,:] = q2 #year2015 is index 0 along 1st dimension\n", " for var in ['nitrate']:\n", " data[var].append((ds[var].isel(deptht=slice(None, 10),**slc)*e3t*tmask).sum(axis=1)/((e3t*tmask).sum(axis=1)).data)\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}' #SalishSea_1m_201606_2016_06_ptrc_T.nc e.g., file name\n", " prefix = f'/data/sallen/results/MEOPAR/v201905r_wrap/SalishSea_1m_{datestr}_{datestr}'\n", " \n", " # Load grazing variables\n", " with xr.open_dataset(prefix + '_ptrc_T.nc') as ds:\n", " q = np.ma.masked_where(tmask == 0, ds[var].isel(deptht=slice(None, 10),**slc)*e3t*tmask).sum(axis=1)/((e3t*tmask).sum(axis=1)).data\n", " q2 = q[0,:,:]\n", " monthly_array_nitrate_depthint_slice[year-2007,month-1,:,:] = q2 #year2015 is index 0 along 1st dimension\n", " for var in ['nitrate']:\n", " data[var].append((ds[var].isel(deptht=slice(None, 10),**slc)*e3t*tmask).sum(axis=1)/((e3t*tmask).sum(axis=1)).data)\n", " \n", " # Concatenate months\n", " for var in variables: aggregates[var][year] = np.concatenate(data[var]).mean(axis=0)\n", "\n", "# # Calculate 5 year mean and anomalies\n", "# for var in variables:\n", "# aggregates[var][‘mean’] = np.concatenate([aggregates[var][year][None, ...] for year in years]).mean(axis=0)\n", "# for year in years: aggregates[var][year] = aggregates[var][year] - aggregates[var][‘mean’]\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot Seasonal Cycles for Individual Years" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(14, 12)\n" ] } ], "source": [ "monthly_array_nitrate_depthint_slice[monthly_array_nitrate_depthint_slice == 0 ] = np.nan\n", "monthly_array_nitrate_depthint_slicemean = \\\n", "np.nanmean(np.nanmean(monthly_array_nitrate_depthint_slice, axis = 2),axis = 2)\n", "print(np.shape(monthly_array_nitrate_depthint_slicemean))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "annualnitrate=np.array([monthly_array_nitrate_depthint_slicemean[:,11]])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "annualmean=annualnitrate.mean(axis=0).flatten()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([24.00553418, 23.24806845, 24.41816855, 23.53940048, 23.23904027,\n", " 24.25458263, 22.24560435, 21.43710567, 23.33864058, 21.57330813,\n", " 21.87513823, 23.055292 , 21.62759183, 21.96520988])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "annualmean" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "\n", "\n", "#plot monthly means for all years\n", "fig, ax = plt.subplots(figsize=(15, 6))\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", "\n", "\n", "for i in range(0,7):\n", " ax.plot(np.arange(1,13), monthly_array_nitrate_depthint_slicemean[i,:],label=2007+i)\n", " ax.set_title('Central SoG Nitrate Seasonal Cycle',fontsize=18)\n", " ax.legend(frameon=False)\n", " ax.set_ylim(0,500)\n", " ax.set_ylabel('\\u03bcmol N')\n", " \n", "for i in range(7,14):\n", " ax.plot(np.arange(1,13), monthly_array_nitrate_depthint_slicemean[i,:],linestyle='--',label=2007+i)\n", " ax.set_title('Central SoG 0-10 m Nitrate Seasonal Cycle',fontsize=18)\n", " ax.legend(frameon=False,bbox_to_anchor=(1, 1))\n", " ax.set_ylim(0,30)\n", " ax.set_ylabel('mmol N m$^{-3}$')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Select 4 warmest and 4 coldest years; leave NPGO \"neutral\" years out" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "#2008, 2010, 2011, 2012\n", "NPGO_C=(((+monthly_array_nitrate_depthint_slicemean[1,:]+\\\n", " monthly_array_nitrate_depthint_slicemean[3,:]+\\\n", " monthly_array_nitrate_depthint_slicemean[4,:]+monthly_array_nitrate_depthint_slicemean[5,:])/4))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "#2015, 2018, 2019, 2020\n", "NPGO_W=(((monthly_array_nitrate_depthint_slicemean[8,:]+\\\n", " monthly_array_nitrate_depthint_slicemean[11,:]+monthly_array_nitrate_depthint_slicemean[12,:]+\\\n", " monthly_array_nitrate_depthint_slicemean[13,:])/4))" ] }, { "cell_type": "code", "execution_count": 11, "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": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Plot the coldest and warmest years only; Supp Fig. S6\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_nitrate_depthint_slicemean[1,:],color='b',linestyle='-',label='2008')\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[3,:],color='b',linestyle='--',label='2010')\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[4,:],color='b',linestyle='-.',label='2011')\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[5,:],color='b',linestyle=':',label='2012')\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[8,:],color='r',linestyle='-',label='2015')\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[11,:],color='r',linestyle='--',label='2018')\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[12,:],color='r',linestyle='-.',label='2019')\n", "ax.plot(xticks, monthly_array_nitrate_depthint_slicemean[13,:],color='r',linestyle=':',label='2020')\n", "\n", "ax.set_title('Depth-Averaged Nitrate (0-10 m)',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('mmol N m$^{-3}$')\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 3: Calculate monthly standard error values for cold and warm years" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "NPGO_W_years=[monthly_array_nitrate_depthint_slicemean[8,:],monthly_array_nitrate_depthint_slicemean[11,:],monthly_array_nitrate_depthint_slicemean[12,:],monthly_array_nitrate_depthint_slicemean[13,:]]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.51579676, 0.37462136, 1.25781481, 0.71621388, 0.51148759,\n", " 0.26021288, 0.46033086, 1.01753056, 1.25218246, 0.58446005,\n", " 0.40358085, 0.41419799])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sem(NPGO_W_years)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "NPGO_W_SEM=[0.36677255, 0.25092139, 0.68853362, 0.50627303, 0.44464386,\n", " 0.24919049, 0.63251747, 1.03646634, 0.85953584, 0.45853951,\n", " 0.25025754, 0.12691501]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "NPGO_C_years=[monthly_array_nitrate_depthint_slicemean[1,:],\n", " monthly_array_nitrate_depthint_slicemean[3,:],\n", " monthly_array_nitrate_depthint_slicemean[4,:],monthly_array_nitrate_depthint_slicemean[5,:]]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.15447266, 0.17800945, 0.42490985, 2.15860675, 0.36713257,\n", " 0.31158354, 0.34657936, 0.74214772, 1.03726756, 0.60475733,\n", " 0.11337984, 0.23853087])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sem(NPGO_C_years)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "NPGO_C_SEM=[0.11667523, 0.11190603, 0.20137107, 1.23414193, 0.51169805,\n", " 0.58081648, 0.51456234, 0.5983553 , 0.45166945, 0.24010748,\n", " 0.22360953, 0.1472202]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([24.3980628 , 23.67905457, 22.59146629, 14.48463374, 5.38950038,\n", " 2.51176774, 1.97124377, 3.54658716, 8.74831538, 17.18580439,\n", " 21.6594439 , 23.57027296])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NPGO_C" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(-0.4, 25, '(g)')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABNwAAAEhCAYAAACk+L1wAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAA9hAAAPYQGoP6dpAACQbElEQVR4nOzdd3RU1d7G8e+k9wohhBKqIDUUUQRBpKkogoAVwVexXLkWUBFUpOhVwAKo164oFlBBsV1QKSogvRfpPSGUAOl9zvvHYSYZUkgjk/J81ppF5px9ztkzmYTMM7+9t8UwDAMREREREREREREpEy7O7oCIiIiIiIiIiEhVosBNRERERERERESkDClwExERERERERERKUMK3ERERERERERERMqQAjcREREREREREZEypMBNRERERERERESkDClwExERERERERERKUMK3ERERERERERERMqQAjcREREREREREZEypMBNRESkGvjjjz+wWCxYLBZnd0UqoE8//RSLxUKDBg2c2o9rr70Wi8XCxIkTndqPyiYuLo6goCBq1qxJcnKys7tT7cydOxeLxcKwYcOc3RUREalAFLiJiEi1NHHiRHsAZbu5uLgQEBBA3bp1ufrqqxk5ciTz5s0jIyPD2d0t1MSJE5k4cSKHDh1ydlcc3Hbbbfbn9vnnn3d2d+QSsYV1tp+hTZs2Fdre1vbTTz8t1nVmzJjBxIkT2bx5c8k7W0b++OMPJk6cWOzHcKlMnDiR+Ph4xowZg6+vb75tDMPg448/5pprriEkJAQfHx8uu+wyRo8ezYkTJ0rdh+XLlzNz5kyGDx9Oq1atcHNzw2KxcO211xb5HBkZGbzxxhtcccUVBAYG4ufnR+vWrZkwYQKJiYml7uOlctttt9GiRQu++OILNm7c6OzuiIhIBaHATUREqr1atWpRq1YtwsLCsFgsxMTEsGrVKt555x2GDBlCREQE7777LoZhOLur+Zo0aRKTJk2qUIFbXFwcP/74o/3+p59+SnZ2thN7JOXBMAzGjh1b4uPr169Ps2bNqFGjRp59M2bMYNKkSRUmcJs0aVKFCNz27NnDe++9R82aNRk5cmS+bdLT07nhhhsYMWIEK1asIDExEVdXV/bu3cv06dNp2bIlGzZsKFU/unXrxhNPPMHs2bPZsWNHsX/ez549y1VXXcWTTz7J+vXrSU9PxzAMtm/fzuTJk2ndujWHDx8uVR8vFRcXF8aPH49hGDz11FPO7o6IiFQQCtxERKTai42Ntd/i4+PJzMxk69atvP766zRs2JC4uDgeeeQRhg4dWmFDt4rmiy++ID09nRtvvJHGjRsTHR3Nr7/+6uxuSTn47bffWLp0aYmOnT17Nrt27eLf//53Gfeq6nrjjTfIyspi+PDh+Pj45Ntm1KhR/Prrr7i7u/P222+TnJxMYmIi69ato3nz5sTFxXHTTTeRkJBQ4n54e3vTqVMnHn74YT788EP69u1brOPvvvtuNm3aREBAAF9//TUpKSkkJyfz22+/Ubt2bQ4fPszNN99cYYP7wYMHU7NmTZYtW8b69eud3R0REakAFLiJiIhcwNXVldatWzN69Gi2b9/OHXfcAcBXX33FlClTnNy7yuHjjz8GYNiwYdxzzz0AfPLJJ87skpSDm266CYBnnnlG4XQ5SEpK4quvvgJg6NCh+bbZs2cPH3zwAQCTJ09m5MiReHh4ANCxY0d++eUXvL29iY2N5dVXXy1xXxITE1mzZg3vvvsuI0aMIDw8vMjHLlmyhIULFwLw/vvvc9ttt+HiYr5N6d27N/Pnzwdg27ZtFaKqMD9ubm7cdtttgPkYREREFLiJiIgUwsfHh88++4x27doBMGXKFM6cOZNv2+zsbD799FP69u1LrVq18PDwoGbNmvTt25e5c+cWGEA0aNDAPqdVYmIi48aNo1mzZnh7e1OjRg0GDBjAmjVr8hx37733OiyC0KNHD4c56QqbAH/fvn3cd9991KtXD09PT+rWrcsDDzxAdHR0MZ6d/K1bt45t27YRGBjILbfcwrBhw7BYLPz444+cOnXKoe3Jkydxd3e37y/M+PHjsVgsNGnSJN/9mzZt4r777qNx48b4+Pjg5+dH27Ztef755zl9+nS+x9jm8rPNMzV//nz69OlDWFgYLi4uDpP37969m1dffZVevXrRuHFjvL29CQgIoF27doVewyYzM5Pp06cTFRWFr68vISEhXHvttcybNw8o2oIBJXmMNqtXr2bAgAHUqFEDb29vmjVrxnPPPUdSUlKhxxXHK6+8gouLC+vXr7c/ruLI7zmwfY9swwn/7//+L8/8izaHDh2ybzt06BD79+/nwQcfpGHDhnh6ejr8TMTHxzN37lzuvvtuWrduTUhICF5eXkRGRnLXXXexevXqPP2znX/SpEkA/Pnnn3n6kl8gFBsby9ixY2nbti2BgYF4eXnRqFEjRowYwc6dO4v9PNnMmTOHxMRELr/8ctq2bZtvmy+++ILs7Gz8/Px49NFH8+xv1KgRt99+OwCff/55ifvi6upa4mM/++yzPH3JrXPnzvaf0dmzZxf7/LlfV9nZ2UyfPp127drh5+dHWFgYAwYMYMuWLfb2KSkpvPTSS7Rq1QpfX19CQ0O5/fbb2b9/f6HXueuuuwDz+1KWP1ciIlJJGSIiItXQhAkTDMAo6n+F3377rb39xx9/nGd/bGysceWVV9rbAEZgYKDD/f79+xvp6el5jo2MjDQA44033jCaNWtmAIaHh4cREBBgP9bFxSXPdR977DGjVq1a9jbBwcFGrVq17LeOHTva2y5btszebunSpYafn58BGP7+/oabm5t9X0REhHHs2LFiPpuOHnroIQMwHnjgAfu2bt26GYDx+uuv52nfr18/AzAGDx5c4DmtVqvRsGFDAzAmTpyYZ/8LL7xgWCwW++Pw8fExPDw87Pdr165tbNy4Mc9xttdB9+7djdGjRxuAYbFYjODgYMPV1dWYMGGCva3t+2RrExQU5HDNOnXqGLt27cq3/0lJSfbnADBcXV2N4OBg+/Fjx441unfvbgAO1yyLx2gYhvHxxx8bLi4uDq9N27HNmzc33njjDQMwIiMjC/weFGTWrFkOP0vDhw83AKNp06ZGZmZmnva2trNmzcqzL7/n4NVXXzVq1apl739AQIDD67xWrVr2tgcPHrSf/8svv7S/zn18fAxfX1+Hx5f7dwBg+Pn5GZ6eng7f45kzZzr078iRI0atWrUMX19fAzDc3d3z9GXu3LkOx/z000/2ftiOsR1v+1n/7LPPiv28G4Zh3HrrrQZgPPTQQwW2ueqqqwzAuPHGGwts8/XXX9v7U9BruLhsr4Pu3btftG14eLgBGI888kiBbaZOnWr/XZiSklKsvtheV88++6zRq1cv+/Oe+/vg5+dnrFu3zjh9+rTRrl07AzC8vLwMb29ve5uwsDDj8OHDBV4nIyPD8PLyMgDjf//7X7H6KCIiVY8CNxERqZaKG7glJiYarq6uBmAMGzbMYV96erpxxRVXGIDRvn1745dffjGSk5MNwzCDls8++8wICwszAOOJJ57Ic25bkBMYGGgEBwcb33zzjT2o2Llzp/3Nopubm7Fhw4Y8x9sex7Jlywrsf+7ALTg42Ojfv7/xzz//2Pv/9ddfG/7+/gZg3HPPPUV6TvKTnJxsDwqXL19u3/7xxx8bgNGyZcs8x9je7Ht6ehpnz57N97zLly+393///v0O+6ZPn24PD1955RXj+PHjhmEYRlZWlrF+/XrjuuuuMwCjbt26RmJiosOxtteBLRAZM2aMcfLkScMwDCMtLc04dOiQve3tt99uvPXWW8a+ffvswWl6erqxePFio1OnTvbvf35sIaSLi4sxdepUez9OnTplPPbYYwZgBAUFFRi4leYxbtiwwR6qXnvttfbve0ZGhjFnzhwjKCjIfu2yCNwOHz5sD67efffdPO2LG7jZ2H5O8jvOJnfg5ufnZ1x55ZXGunXr7Pt3795t//rdd981Ro0aZaxevdr+urNarcaBAweMxx9/3LBYLIarq+tFg9rCrFmzxh5sPvTQQ8Y///xjZGVlGYZhPk+PPPKI/Wc7dz+LyvZ7Jb8PAWxsP9djxowpsM2OHTvsz9v8+fOL3Y/8FDVwi4uLs1/7nXfeKbDdL7/8Ym+X3+/BwtheV0FBQUZoaKjx7bffGhkZGYbVajXWrl1rNGrUyACMq6++2hg4cKDRoEED49dffzWys7ON7OxsY/HixUbNmjUNwLj77rsLvdbVV19tAMYzzzxTrD6KiEjVo8BNRESqpeIGboZhGE2bNjUAo0uXLg7b3377bXuYlJCQkO+x69evNywWi+Hh4WGcOHHCYV/uyqnFixfnOTYlJcV+7fyqVIobuPXo0cPIzs7O0+bNN980AMPb2zvfyqSi+OyzzwzAaNy4scP2hIQEe6XI6tWrHfalpqbaqwHff//9fM/74IMPGoDRtWtXh+2nTp0yfHx8DIvFku9zZxiGkZmZaXTo0MEAjOnTpzvsy/06GD16dDEfbY7ExER7tWHuoNEwzGDFVp314osv5nu8LZzIL2wq7WO84YYbDMC47LLL8q0MWrRokf3aZRG4GYZhjBo1yl51ZwufbcorcIuMjMwTPhbHyJEjDcC4//778+wrauBmC+LHjx9fYBtb4HrLLbcUq3/79++3P9b169fn2yYhIcHe5sJqvdzOnTtnb/fWW28Vqx8FKWrgtnXrVvu1f/jhhwLbbd682d7up59+KlZfbK+r/H4+DcMwlixZYt/v7e1t7N27N08b24cG3t7eRkZGRoHXsr1uunXrVqw+iohI1aM53ERERIooJCQEIM8cbh999BEAjzzyCP7+/vke26FDB1q2bElGRgbLli3Lt02XLl3o2bNnnu3e3t48/fTTACxatIj4+PgSPwaAZ5991j4heW633HILAKmpqezdu7dE57YtlmBbKMHG39+fgQMHOrSx8fLyYsiQIUD+c0ilp6fzzTff5HveL7/8kpSUFDp27JjvcwfmZOZ33nknQIErpbq4uPDMM88U+tgK4+fnR/fu3QFYsWKFw7758+djtVrx8fFh1KhR+R4/fvz4As9dmsd47tw5+/2nn34ab2/vPMf27duXzp07F/Loiu+5554jICCA48ePM2PGjDI9d1H9+9//xs/Pr8TH9+vXD8j7/SyqLVu2sG7dOtzd3XnyyScLbDds2DAAFi9eXKwVOGNiYuxf16xZM982iYmJ9q8LWsH0wn25jykP5dnHrl270rVr1zzbu3fvjqenJ2CuNprfPJG2VVcv9vuxRo0agOP3R0REqic3Z3dARESksjDyWfQgMTGRrVu3AmZoMnny5AKPtwV1tsnfL3TdddcVeKxtn9VqZePGjfTo0aPI/b7QlVdeme/2iIgI+9cFLQxRmH379vHXX39hsVjyBGMAw4cP56uvvmLu3LnMmDHD4Q30sGHD+Oijj1i5ciUHDx6kYcOG9n0///wz586dw9PT074KoI0tDNm+fXuhqyKmpqYCBT/3TZo0ISws7KKP8eeff+bzzz9n3bp1nDhxgpSUlDxtjh075nB/48aNgLkipK+vb77nbdy4MfXq1ePo0aN59pXmMW7cuBGr1Qpc/PW1atWqAvcXV2hoKGPGjOH5559n2rRpPPTQQ4SGhpbZ+YuiS5cuF21z4MAB3nnnHZYtW8b+/ftJTEy0P182F34/i8r2fbNarTRr1qzAdraQLTk5mbi4uCK9DgGHBUhsHwaUVO6FJ6qyTp065bvd1dWVGjVqEB0dzRVXXJFvm1q1atm/Pnv2bIHXsH0vLlwgRkREqh8FbiIiIkVke5OVOziIjY21v0EvakiVX0gDUKdOnQKPyb3v5MmTRbpOQQqqwnNzy/mzIDMzs9jn/eSTTwAz6GjUqFGe/b169aJOnTpER0fz7bffMnz4cPu+rl270rBhQw4ePMgXX3zhUPFlq3rr378/QUFBDue0VZGkpqbaA6fCFPTcXyzksFqtDB06lDlz5ti3ubm5ERwcjIeHB2CuepmWlkZycrLDsbY33rkDzfzUqVMn38CtNI8x92ulsNdX3bp1L3re4ho1ahRvv/02sbGxvPzyy7z++utlfo3CXOx7+v3333PnnXeSnp5u3xYQEICXlxcWi4WMjAzOnj2b5/tZVLbvW3Z2NidOnCjSMQW9PvOTlpZm/9pWnXWh3D/rhZ0792PMfczjjz/O119/ne8xsbGxRe5rYYrax9z7CvodVpxrXcj2+6+0vx9tVaS5vz8iIlI9aUipiIhIESQlJXHgwAHArEayyT0EbPXq1Rjm/KiF3iZOnJjvNQqrMqnoFSjZ2dl89tlngFnZY7FY8txcXV2Jjo4G8g4rtVgsDB06FHAcVhoXF8f//vc/IGfo3YXXBXj44YeL9NwfOnQo3/67uroW+vg+/vhj5syZg6urKy+88AJ79+4lPT2dM2fOEBsbS2xsLIMHDwbyVkLa7l/se5hfBWVZPsby5uPjwwsvvADAf//7X44cOVKu1y/sexoXF8e9995Leno61113HX/88QcpKSnEx8dz4sQJYmNj+fbbb0t1fdv3rXnz5kX6vhmGQYMGDYp8/tzBf0EVV/7+/vYAyfazl5/c+3IHw7bnI79bWckdBJekjxWN7YOX8q7oFBGRikeBm4iISBEsWrTI/gb62muvtW/PPcxo27ZtpbpGYUPXcu8r6pCz8rRw4cJizVm0fPnyPPMg2QK1vXv3snr1agC+/vprMjMzqVmzJtdff32e89iGWJb2ub+YuXPnAjBixAgmTZpEkyZN8syDV1DFj+37dbHnp6D9pXmMuV8rRQ0zytIDDzxA06ZNSU9PZ8KECZfkGiXxv//9j4SEBIKDg/npp5/o3r17nvntSlvBZfu+HThwoMRVcoXJPW9bYdW1LVu2BMwhyQXJvc/WHuDTTz8tMBwsKyEhIfbnqih9dHFx4fLLLy+z65c12/eioHn1RESk+lDgJiIichEZGRm8/PLLAAQGBjJgwAD7vuDgYFq0aAHkhDIlVdBiCrn3ubi40K5dO4d9tsqpsnwTXFy2irWBAweSmJhY6K19+/ZAzhBUmyZNmtgn77dVudn+vfPOOx2GdNnY5ulavXp1gfOzlQXbUM8Ln3ubpKQk1qxZk+8+2+Ndv359gcHLgQMH8h1OCqV7jO3bt7cHg4W9vpYuXVqs8xaVm5sbL730EgCzZ88uNFC5GNvjKIvXue25btasWYET9S9evLhUfbF93zIyMvj+++9L2tUCXXbZZfafCVv1bX569+4NmCF3QUM2Fy1aBEBkZGSh881dKrY+/vrrrwU+p7Y+du3aNd/FPyqKgwcPAlToUFBERMqHAjcREZFCpKamcu+997Jp0yYAxo0bl2cesQcffBCAJUuWXDR0K6wSZcWKFfzxxx95tqelpdnnv+rbt2+e6wcEBADmipTOcOLECX7++WcAbr/9dvz8/Aq92VYk/eyzz/Ksymircvv666/ZuXOnvdItv+GkYK5a6u3tTXZ2NiNHjix0lUer1Vri5ygwMBAwV57Mz4svvljgyom33norLi4uJCcnM3PmzHzb/Oc//ynw2qV5jEFBQfTp0weA1157Ld95pRYvXszff/9d4DlLa8iQIXTs2BGr1cqzzz5b4vOU5evc9v3cs2dPvs/J5s2b+eqrr0rVl44dO9oD2ueee+6ik+gXd6ESX19fe5i7du3aAtsNHToUV1dXEhMTefvtt/PsP3TokP33Vn6LnZQH23yO+/fvz3co75o1a+yBcUG/CyoKW/BuW7VYRESqLwVuIiIiF7BarWzfvp033niDli1b2ifKv+eeexgzZkye9g8//LB95c977rmH559/3qFaKSUlhT/++IN///vfDvO/XSgwMJBBgwYxb948srKyANi1axf9+vVj165duLq65rsKaqtWrQD48ssvizXpelmZPXs2WVlZeHt7c9NNN120vW2l0ePHj7Nw4UKHfbfffjseHh7ExcXZ34RffvnldOjQId9zhYeHM2XKFAB++eUXevfuzcqVK+2hlGEY7Nq1izfeeINWrVrZg8Hisg1n/fDDD/nggw/IyMgAzGGHo0aNYtq0aQXO2RQZGcn9998PwAsvvMBrr71GUlISYM4lNnr0aD755JM8QWpZPcYXX3wRV1dX+2tp9+7dAGRlZfHNN99w2223FXjtsmCxWOz9/+mnn0p8HtvrfN68eYWuElkUffr0wcXFhTNnznD33Xfbh9RmZGTwzTff0KdPn0In2Lf1ZceOHQWGlRaLhffeew9PT0+OHDnClVdeybx58xx+RqOjo/niiy/o3bs3zzzzTLEfh214e0HVlWBWwtk+FBg/fjzvvvuu/fW7YcMG+vXrR2pqKuHh4Tz11FPF7oNNUlISp0+ftt9si1FkZmY6bM/ve9ezZ09uuOEGwPwA49tvv7UvRrNkyRJuvfVWAFq3bs29995b4j5eaidOnLDPVajATUREMERERKqhCRMmGIABGLVq1bLfgoKCDBcXF/s+wKhRo4bx3nvvFXq+U6dOGdddd53DcQEBAUZQUJBhsVjs29zc3PIcGxkZaQDGG2+8YTRr1swADE9PTyMwMNB+nMViMT744IN8r/3555/b27m7uxt16tQxIiMjjS5dutjbLFu2zN6mMLY2y5Ytu/iTeF7z5s0NwBg0aFCRj2nfvr0BGAMGDMiz79Zbb3V4Hl955ZWLnm/atGmGq6ur/RgPDw8jNDTUcHd3dzjXF1984XCc7XXQvXv3Qs9/9uxZ++MEDBcXF4fv7UMPPWQMHz7cAIzhw4fnOT4xMdHo2rWr/XhXV1cjODjYfvzzzz9vdOvWrdDHW9LHaBiG8f777zu8DgMDAw1PT08DMJo3b2688cYbBmBERkZe9Lm+0KxZs4r02urdu7dDP2fNmpWnTffu3Q3AmDBhQp59f/75p/0xuLq6GrVr1zYiIyMd+nzw4EH7+Q8ePFhof5555hmH/gQGBtqfy4YNGxpffvllgY8rMzPT/rMKGMHBwfa+fPvttw5tf/vtNyM0NNThex8aGmr4+Pg4XH/EiBGF9jc/mzZtMgDD29vbiI+PL7BdWlqa0bdvX4ffE/7+/vb7oaGhxvr164t9/dxsr/+L3Qp6jZ05c8Zo166dvZ2Xl5fDcxQZGXnR72lBCntd2dh+D+f3urS52O/H999/3wCMqKioEvVTRESqFlW4iYhItWdbde/kyZNkZWURHh7OVVddxb/+9S/mzZtHdHQ0Dz30UKHnqFGjBosXL+aHH35g8ODB1KtXj/T0dFJTU6lTpw433HADb7/9dqErSAYHB7N27VrGjh1L/fr1SU9PJyQkhJtvvpmVK1fywAMP5Hvc0KFD+fzzz+natSs+Pj4cP36cw4cPF7oIQ1lZuXIlu3btAnIq14rC1vbnn3/Os+Jh7iFjLi4u9tVLC/P000+za9cuRo0aRZs2bfDy8uLcuXP4+flxxRVXMGbMGP7++2/uuuuuIvcxt6CgIP7++2+eeOIJGjRogKurK25ublx77bXMmTOH9957r9Dj/fz8WLJkCa+++ipt2rTBw8MDwzDo3r073333HS+++KJ9eGJB1WaleYwPPvggK1eu5OabbyYkJIT09HQiIyMZN24ca9euJTg4uETPS3FMmTKlVKvtduvWjV9++YVevXoRGBjIiRMnOHz4cInn7psyZQqzZ8+mU6dOeHt7k5mZSZMmTXj22WfZtGlToSthurm5sWTJEkaMGEGDBg1ITk6298VWvWjTu3dv9u3bxyuvvELXrl0JDAzk3LlzuLi40KJFC+6//35+/PFH3nrrrWI/hqioKDp16kRqairfffddge08PT1ZuHAhH374IV27dsXX15fMzEyaNm3KqFGj2LFjR4FVpOUlODiY1atX89prr9GhQwfc3d0Bs5rwhRdeYOvWrcVaxdUZvvzyS4CL/n8hIiLVg8UwnDjDsoiIiNCgQQMOHz7MrFmzKvRwKbl0kpKSCA0NJSMjg7/++otrrrnG2V2SSmL27NkMHz6cHj16XLLFL+TiDh06RKNGjfD39+fYsWOFDkkWEZHqQRVuIiIiIk72xhtvkJGRQUhICFdccYWzuyOVyN13302LFi1YtmxZoYsnyKU1depUDMNg3LhxCttERASo4IHbuXPneOyxx+jcuTPh4eF4enpSp04drrvuOubPn5/vsuEJCQmMHj2ayMhIPD09iYyMZPTo0SQkJDjhEYiIiIhAYmIid9xxB4sWLXJY2fLw4cM8/fTTTJw4EYAnnngCLy8v53RSKiVXV1emTZsGYH8dSfk6evQon3zyCfXr1+eJJ55wdndERKSCqNBDSvft20dUVBRXXXUVTZo0ISQkhJMnT/LTTz9x8uRJHnjgAT744AN7++TkZLp27crmzZvp3bs37du3Z8uWLSxatIioqChWrFiBr6+vEx+RiIhIXhpSWvWdO3fOYZ40WwVMYmKifdugQYOYO3cubm5u5d4/qfxmzpzJuXPnePLJJ/Hz83N2d6qVFStWsHjxYnr06KHVSUVExK5CB27Z2dkYhpHnD8/ExESuuuoqdu7cyfbt22nZsiUAEyZMYPLkyYwZM4apU6fa29u2v/DCC0yaNKlcH4OIiMjFKHCr+rKysnj//ff5/fff2b59O6dOnSI1NZUaNWrQsWNHhg0bxqBBg0q1qICIiIiIVBwVOnArzOjRo5k+fToLFizglltuwTAM6tatS0JCArGxsQ6VbGlpaURERODj48PRo0f1x6yIiIiIiIiIiFwyFXoOt4KkpaWxdOlSLBYLLVq0AGDv3r3ExMTQpUuXPMNGvby86NatG9HR0ezbt88ZXRYRERERERERkWqiUkwScu7cOWbMmIHVauXkyZP873//4+jRo0yYMIGmTZsCZuAG2O9fKHe7gtqkp6eTnp5uv2+1Wjlz5gyhoaGqihMRERERERERqcYMwyAxMZGIiAhcXAqvYas0gVvuudfc3d159dVXefLJJ+3b4uPjAQgMDMz3HAEBAQ7t8vPKK69ojjcRERERERERESnQ0aNHqVu3bqFtKkXg1qBBAwzDIDs7m6NHjzJ37lyee+45/v77b7755psyW81r3LhxjB492n4/Pj6e+vXrc/ToUXtgJyIiIiIiIiIi1U9CQgL16tWzrzhfmEoRuNm4urrSoEEDxo4di6urK2PGjOHDDz/kX//6l72yraAKtoSEBKDgCjgAT09PPD0982wPCAhQ4CYiIiIiIiIiIkWadqxSLpoA0KdPHwD++OMPgDxzuV3oYnO8iYiIiIiIiIiIlIVKG7jFxMQA2IeTNm3alIiICFauXElycrJD27S0NP766y8iIiJo0qRJufdVRERERERERESqjwoduG3evDnfIaJnzpzh2WefBeCGG24AzHK+ESNGkJSUxOTJkx3av/LKK5w9e5YRI0ZotVEREREREREREbmkLIZhGM7uREGeeOIJPvroI3r06EFkZCS+vr4cPnyYX375haSkJAYNGsQ333xjX4o1OTmZrl27snnzZnr37k2HDh3YsmULCxcuJCoqihUrVuDr61vk6yckJBAYGEh8fLzmcBMRERERERERqcaKkxNV6EUTBg8eTHx8PKtXr+avv/4iJSWFkJAQunbtyrBhw7jjjjscKtZ8fX35448/mDRpEvPmzeOPP/4gPDycUaNGMWHChGKFbSIiIiIiIiIiIiVRoSvcnE0VbiIiIiIiIiIiAsXLiSr0HG4iIiIiIiIiIiKVjQI3ERERERERERGRMqTATUREREREREREpAwpcBMRERERERERESlDCtxERERERERERETKkAI3ERERERERERGRMqTATUREREREREREpAwpcBMRERERERERESlDCtxERERERERERETKkAI3ERERERERERGRMqTATUREREREREREpAwpcBMRERERERERESlDCtxERERERERERETKkAI3ERERERERERGRMqTArRxNmjQJV1dXdu7cWeJzGIZBu3btaNOmDVartQx7JyIiIiIiIiIiZUGBWzk5ceIEr732GkOGDKFFixYlPo/FYuGFF15g27ZtfPrpp2XXQRERERERERERKRMK3MrJyy+/TFJSEuPGjSv1uQYMGEDz5s154YUXyMrKKoPeiYiIiIiIiIhIWVHgVg5SUlL47LPPaNOmDW3bti31+SwWC3fffTfR0dH8+OOPZdBDEREREREREREpKwrcysG3335LfHw8d999d777lyxZQrdu3fD19SU0NJRBgwaxd+9eJk6ciMViyXfo6F133QXAhx9+eCm7LiIiIiIiIiIixeTm7A5UBz///DMA1157bZ598+fP57bbbsNqtdKlSxfq1avH+vXr6dSpE/379y/wnI0aNaJevXosXbqUtLQ0vLy8LlX3RURERERERESkGFThVg5WrFiBu7t7nuGk8fHxPPjgg1itVr755htWrFjBnDlz2LVrF0OGDGH27NmFnrdTp05kZGSwZs2aS9l9EREREREREREpBgVul9jJkyeJjY2lQYMGeHp6Ouz79ttvOXPmDH379mXIkCH27a6urrz22mv4+/sXeu7mzZsDsGXLlrLvuIiIiIiIiIiIlIgCt0vs5MmTAAQHB+fZ9/fffwM4hG02AQEB9OnTp9Bzh4SEAHDq1KnSdlNERERERERERMqIArdLLD4+HiDfarWYmBgA6tWrl++x9evXL/TcAQEBDtcQERERERERERHnU+B2iQUGBgKQkJBQYBuLxZLvdsMwCj23LWizXUNERERERERERJxPgdslFhYWBsCZM2fy7KtduzYAR44cyffYo0ePFnrus2fPAlCzZs3SdFFERERERERERMqQArdLLCwsjPDwcA4fPkxqaqrDvquvvhqAefPm5TkuISGB33//vdBz//PPPwBERUWVTWdFRERERERERKTUFLiVg2uuuYasrCw2bdrksH3IkCEEBwezaNEi5s+fb99utVp55plnCh2GCrB27Vo8PDzo1KnTJem3iIiIiIiIiIgUnwK3ctCvXz8Ali1b5rA9KCiI9957DxcXFwYPHsw111zDXXfdRfPmzZkzZw5Dhw4FwMPDI8859+/fz7Fjx7juuuvw8vK69A9CRERERERERESKRIFbObjtttsIDAzkq6++ynffokWL6Nq1Kxs2bGDhwoW0aNGCNWvW2IO00NDQPMfZzvXAAw9c2s6LiIiIiIiIiEixWIyLLYVZjSUkJBAYGEh8fDwBAQGlOteoUaOYMWMGGzZsoH379hdtb7VaadOmDTt27OD48eOEh4fb9xmGweWXX05SUhKHDh3Czc2tVH0TEREREREREZHCFScnUoVbORk3bhx+fn5MmTLFYXt0dDQnT5502JaZmcm4cePYsWMH1113nUPYBrBgwQJ2797N5MmTFbaJiIiIiIiIiFQwqnArRFlWuAFMnjyZSZMmsW3bNlq0aAHA3LlzGTp0KO3btycyMpLk5GS2bNlCTEwMISEhLF++3N4WzOq29u3bk5WVxZYtW3BxuXhmejIhjZOJ6czbcIxVB+Lw9XDF18MNH09XfDzcCPP3JDzQC38vd/w83QjwcsPfyx1/Lzf8vNzw93LD08211I9fRERERERERKSyKk5OpMCtEGUduOVn7969vPzyyyxfvpwTJ06QkZFBREQEffr0Ydy4cTRo0KDU15j++x5mLtlbqnN4uLkQ4OWGn2dOGOd/PpjLP6QzvzaPMb/28XDFYrGU+vGIiIiIiIiIiJQ3BW5lpDwCt/KwMyaePSeSmL3qEBuPnHNaP1xdLPh52kI7NwIuqKKzB3kOoZ67Q3s/LzdcXRTaiYiIiIiIiEj5Kk5OpAnAqoFfd5wotMLt5ra16dm8FolpmSSkZZGUnkViWiaJaVkkpmWRlJZFgv1+JknpWVhLENNmWw3iUzOJT80sxaMBHw9Xh4DOrLDLqbqzVdQ5hHgXtPdy1xBZEREREREREbk0FLhVA3dfWZ/eLWoVuD/M35OwAK8in88wDFIysu0BXN6QLvN8SJflENLZvk5MyyIxPYuMLGuJHk9KRjYpGdmcSEgv0fEAHq4uOQGdlxv+nu75BHSOFXb+Xu7mENnzX/tqiKyIiIiIiIiI5EOBWzUQFuBVrEDtYiwWC76ebvh6uhEeWPLzpmdlO1TR2cK7ggK63Pdt7ZMzskt07YxsK3HJGcQlZ5S4/y4WCpzTLnd4h2FgNcDH01yswt/LjSAfD/w8zeGxxQ08RURERERERKRiU+AmTuPp5oqnnys1/DxLfI5sq2Ef8pp/SOdYdWcL+C5sX5IhslYDEs5X8pVGqJ8HzcP9qeHnSaivJ6F+HtT0M/8N9fOkhp8HNfw8NQxWREREREREKrwT8ansO5XMsbMpRJ9NJTPboF+b2vb91aXoRIsmFKKqLJoghbMNkbUNi024oOrOHuJdWGWX635CWsmHyBaVr4crNfw9CfV1DOJy7pvbQv08CfJ2x0WLS4iIiIiIiMglkpFl5ciZZPadTObA6SQOnErmwKkkdsYkkFbI++PHezZlVO/LyrGnZUeLJogUQ+4hsrVKkbKnZ2U7VNHZQrp5G47x+84TBR7narGQXYTcOzkjm+S4FA7HpVy0rauLhRBfD0J9PaiZK6QLPR/S1fDzINTX0x7gqXpORERERERELmQYBqeTMjhwKokDp5PZf9L898CpJI6eTSW7iMPF/D1deXFAawAuq+V3KbtcYajCrRCqcJOycDIhjZOJBS/wUNPPA29PN+KSMjidlE5cUjqn7V9nEJeczunEDE4nm/dLu8prfvw83ezVcaG+HtTw96RGrso5M6gzQ7pAVc+JiIiIiIhUKWmZ2RyOS8kJ1k4lsf98xVpiMadR8vN0Iym94GNU4SZVx/Hj5q0gtWubN7kkirpoRYCXOw1r+F60XUaWlTPJ5wO55AxOJ6YTdz6MO3VBSBeXnE5m9sUz9aR0c4jsoSJUz7nZqucuGNZqq5arkSukC/XzwNNN1XMiIiIiIiLOZhgGpxLT2XfKNvwzZyjosbMpxZrb3NvdlUY1fWlU049GNXxpVNOXxjX9aFjDl+T0rEKLTsL8Sz6Pe2WiwK06eP99mDSp4P0TJsDEieXWHSkdDzcXwgO9irRCrGEYJKRl5VTLJaVz+oKQzrbvdFJ6kRaAyLIanExML/QXaG7+nm655p47H9DlMwddTT9PArzdsFhUPSciIiIiIlJSaZnZHDxtBmr7TyXZq9YOnEoutPIsP3WCvO1hWqOavjSqYf4bHuBV4MgnX0+3arEowsVoSGkhqsyQ0twVbr17w5kz4OUFt98Ovr4QHg5164K/v3nz8zP/bdEC3JTJVifpWdmcSc6wB3Cnz4d0tkq608nnQ7vzIV1WSZZ3LYS7q1k9Zw/lLgjpcq/gGuKr6jkREREREameDMMgNiHNvlDBfnu4lkxMfCrFSXp8PVzNSrULgrWGNXzx9tB7rtyKkxMpcCtElQnccqtZE06fLlrbuDgICcm5P306zJiRE8xdeLMFdY0awR13OJ7r0CGwWHLauruX1SMSJzEMg4TUrPPDWM1QLi4pnVO2kC4p17DXpPRij/svigAvt1xzzJ0fxuqbq3rOzxMLBtmG+Z9IftVz1WVJahERERERqXxSMrLOD/00g7Xcw0BTMrKLfB6LBeoGe9sr1BrV9KPx+YAtzN9TI42KSHO4ScGKk6/6+zveP3ECjhy5+HFdu+YN3IYMgfXrc+57euYN6vz94b774LbbctqlpcHHHxcc8tmOVyVeubNYLAT6uBPo406TsIuvMpOWeWH1XE5Id/qCoa1xyRlFWu0mIS2LhLQsDpxOLvHjqMwTdoqIiIiISOVntRocT0gzK9VO5gz/PHAqiZj4tGKdy9/TjUZhfjQ+P6+arXKtQagvXu7lVK2meeQBBW7Vj4eH+W/NmvD115CYmHNLSsr5OiUlbxWalxfUqpWzvyAXBnVgHpNberp5u7Darlcvx/tnzsC//33xx+XtDatXQ5s2OduWLjXnr8uvCi/3LTgY2rW7+DWkVLzcXYkI8iYiyPuiba1Wg4S0zFzDWnOt4JorpLNV0iUWcx4CgAeuachNbSKoXYS58EREREREREorKT2Lg+cr1HIPAT14Oom0TGuRz+NigXohPjSqYRsCaqta86WmXzlXq1mtEB0N+/bB3r3m7aefYPfugo+pJvPIFzlwO3v2LNu3b6d169YEBQVx5swZZs2aRXp6OoMGDaJZs2aXsp9SGrnT5axcwURgoHkraro8cWLOD0V2tmNAl/uWexiqzc03m2FYfuFeYqJZyQZ5w7oLg7qCpKaaoVtuu3bBN99c/Nh69fJW7t1zD/z++8Ur6zp3huuvdzx282bw8ckJ9xISzOrAglSTdL84XFwsBPl4EOTjQZOwi7dPy8zOVS2XE9LFJaVz7GwqJxLSOJeayaHTydjq5j5cfpDle08z8eYWGlIqIiIiIiJlIttqEHMu1R6m2YZ/7j+VxImEoi08ZxPo7e6wUIFtCGj9UB/nzmc9Ywb89ZcZru3fb74fz0/fvrBmDZw7B0FB8Pbb5vaWLcupo85VpDnc1q5dS9++fYmPjyckJITff/+dIUOG4OLigmEYREdHs2LFCtq3b18efS43VWYOt4kTK/4qpZmZZgjn6WmGVTbnzsEPPxQc1OW+LV1qVu7ZTJ0KY8de/NotWsCOHY7b+vaF3367+LH//je89VbOfcMwqwizilFxVRGe/yps+u97mLlkb4H7XS0WnujVlIevbYy7q0s59kxERERERCqrxLTMXKuA5gRrB08nk55V9Go1VxcLkSE+OcM/a+TMrxbi61F+1WqGATExZoiWu1rNMOD77x3bDhwICxaU/FqV+D1wmS+a0KtXLxo3bsxrr73G+++/z8yZM7nhhhv44IMPAHjggQc4deoUC0rzhFdAVSZwq67jp5OT4dSpwkO6xEQIDYWnnnI8duhQWL48p01BAdq4cfDyyzn309PNobdFMXasObddVX3+K4iTCWmcTHT8JGl7dDxvLt1LzLmc+RCah/vz6uC2tK4bWN5dFBERERGRCijbanDsbIo9WNt/fl61A6eTOZVYvGq1YB93e5CWO1irH+KDh5sTPvj/5x/47LOcgG3fvvynjvL0NLe75OrjmDHw6qtmsUnjxtCkCTRtat6aNDFH0gG4FlCFV4nfA5d54BYcHMyqVato3rw5mZmZeHt7s2rVKq644goANm/eTL9+/YiOji6bR1BBVJnATUrHMMwgLb/57ho0gObNc9qmpMDTTzu2PXPGrNRLSXEcWvrrr1CjRqX+ZVOZpWVmM3PJXj7464B9gQYXCzzQrRGjel1WfhOKioiIiIiIU8WnZLL/fIWabSXQ/aeSOByXQkZ20avV3FwsRIb62OdUa2wL2Gr4EezrcQkfQS6GYb7vvLBSbexY6NAhp93vv0OfPhc/n7s7HDoEERE522JiICPDnJ6poFCtiirzVUqzsrLw9PQEwN3dHW9vb0JDQ+37Q0JCOHPmTCm6LFKBWSxm1ZqXl+OQ1fz4+MB//+u4raAhvX37mv/aymmnTTMr8h59FOrXL4ueSyG83F155vrm3NiqNmPmb+Wf4wlYDXj/zwP8tuMEU25tzZWNQi9+IhERERERqVDyG+WSbTWITUjj2NkU4lMyOZmYbh8Kejopo1jnD/X1OL9Yga/DHGv1QnzKf5qaL7+EnTsdK9Xymwv9+usdA7emTXO+dnODRo1yKtRs1WpNm5qhmtsF0VHu8E0KVKTALTIykn379tGwYUMAFi5cSJ06dez7jx07RlhYEWY2F6mOHnoI+vcveH/t2mb127RpEBcH06ebQ01Hj4bzVaRy6bSuG8iP/+7CB38dYObivWRkWzl4OpnbP1jN0Kvq88z1zfH3cr/4iUREREREpEL4cs2RQudxLgoPV5fz1WqOK4E2ruFHoE85vD8wDLMgI3elWs2a8Pjjju0mTTL3XcyFberVg4ULzVAtMjJvqCalVqRn9MEHHyQl11jerl27Ouz/8ccf6d69e9n2TKSqKMqQ0T//NIepgrkC7Ny55q1rV3jySXOV12pWqlue3F1dGNmjCX1b1mLMvK1sPHIOgC9WH2HpPyf5z8DW9GiuDxVERERERCqy9Kxslu06ydZj53BzsZBlvegMWtT093RYqMBWuVY32AdXl3JasGD/fli5Mmf4py1gS0hwbNeuXd7ArUmTnDDN1RUaNsypUstdrRYZ6Xicq6tZ9SaXTJHmcKuuNIeblKuTJ+Hdd80hqadOOe5r3BieeALuvRf8/JzRu2oj22rw+apDTPt1NykZ2fbtA9vVYfxNLQgpr7kXRERERETkoqxWg3WHzrBgczS/bD1OQlr+C965Wixc1TiEukE+XF7bn6j6wTSq6UtAeYxmiYtzDNJGjYKgoJz906ebI5wuxs/PDOFyr1z655/mgoFNm5pzjLtrdM6lVOaLJlRXCtzEKdLS4Isv4I03zJVjcmvSBHbvdlwhRi6Jo2dSePb7bSzfe9q+LdTXg0m3tKRf69rltzy3iIiIiIjksedEIt9viubHzTFEn0st1rGP92zKqN6XlW2HsrJg48acKrXcAdvZs45tV62Cq67Kuf/zz+aoJhsXF7MiLb851Zo2dQzcpFyVS+Dm6urKwYMHqV+FJ3dX4CZOZbXCb7+Zwdvvv5vbnn8eXnzRuf2qRgzDYN6GY7z4806HT8p6t6jFSwNaUSvAy4m9ExERERGpXk4kpPHj5hi+3xTNzuMJefb7eLhyfctwujerSYNQ3wKHhIb5exJWkr/lz57NCdPq1YNu3XL2paWZi+gVJWL5/HMYOjTn/vHj5pRCtoCtYUM4v3ClVCzlEri5uLhw6NAhBW4i5WHrVpg5E156yXE+uNhYGDbMXNm0Xz9Vvl0iJxPSGP/Ddn7dccK+zd/Ljef7Xc5tHeup2k1ERERE5BJJTMtk0fZYFmyO5u/9cXnyLFcXC9c0rcHAdnXo3aIWPh6lnPw/Pt6xSi13tVpcXE67YcPgs88cj42MhCNHcu5bLFC/ft451a68EmrVKl0/xSkUuJURBW5S4Y0fb4ZwYP7iHjUKhg83P1mRMrdw23HG/7CD00k5S4xf3TiUKbe2oX6onnMRERERkbKQkWXlrz2nWLA5mt93niA9y5qnTdt6QQyMiuCmthHU8LugGuz4cfNWED8/SEyEw4fh1lsd940YAR9/fPFOdu4Mf//tuG3GDHMRPFuw1qgReGlUTFWiwK2MKHCTCs0w4JprzNVscgsJgYcfhn//++Kro0qxnUvJ4MWf/2H+xmP2bd7urjzVtxn3Xt2g/FYyEhERERGpQgzDYOORcyzYFM3PW2M4m5KZp01kqA+3RNVhQFQEjWoWspjcxIkwaVLRLpyQAP7+OfenTIFx4/K2q1s3Zw61Jk2gdWut8lkNKXArIwrcpMKzWmHhQnOet6VLHfe5u8Ndd5lVb23bOqd/Vdife07x7HfbHCZojaoXxLTBbbisln8hR4qIiIiIiM2BU0ks2BzDgk3RHDmTkmd/sI87N7eNYEC7OrSrF1S06Vz++guefRZWrzYrzgqzcSO0a+d47OefO4ZrjRtrFJEAVShwi46O5ttvv+V///sfu3btIjY2lpCQELp06cKYMWO48sor8xyTkJDAxIkTmT9/PrGxsYSHhzNo0CAmTpxY7NBMgZtUKps3m8tJz5kDmRd8GvT99zBggDN6VaUlpWfx6qJdfLbqsH2bu6uFR69rysPdG+Phpjn1REREREQudCoxnZ+3miHblmPxefZ7urnQp2U4A6Ii6HZZTdxdi/l39fHjUKdO/gsY1K7tGKYNHWpWr4kUQZUJ3MaOHcvUqVNp3Lgx3bt3JywsjL1797JgwQIMw2DOnDncdttt9vbJycl07dqVzZs307t3b9q3b8+WLVtYtGgRUVFRrFixAl9f3yJfX4GbVErR0fDf/8J775mr6ISGmhN36hOZS2bdoTM8M38rB04l27c1D/dn6qA2tK0X5LyOiYiIiIhUECkZWfy24wQLNkezfO9psq2OUYTFAl0a12BAuzr0bVkLfy/3wk+YlgaLFsHXX5sVaLa5rcEM3Pr3h2PHzEUQUlMhOBh++gm8vc3QTdPvSAlUmcDtu+++o2bNmlxzzTUO25cvX07Pnj3x9/cnJiYGz/PL5U6YMIHJkyczZswYpk6dam9v2/7CCy8wqajjuFHgJpVccrK5ao5hwMiRjvuefBJ8feGRRyA83Dn9q2LSMrN5c8le3v/rgP2PBxcLPHBNI57odRneHq5O7qGIiIiISPnKyraycn8cCzZF8+uOWFIy8g7vbBkRwMB2dbi5bQS1Ai6ywEBmJixZAnPnmqN4EhLM7RERcPQouJyvhLvYHG4TJphtRIqpXAK38ePH8/TTTzstiOrbty+//fYb69ato2PHjhiGQd26dUlISCA2Ntahki0tLY2IiAh8fHw4evRo0cZ8o8BNqqjjx83lqjMzwcMD7r4bRo+GVq2c3bMqYXt0PGPmbWXn8QT7tgahPkwZ1IarGoU6sWciIiIiIpeeYRhsi47n+03R/LTlOKeT0vO0qRPkzS1R5rxsF53/ODsbli83Q7Z58yAuLm+bkBBYs8YcIgoXX6VUFW5SQsXJidxKepEXX3yxpIeWCXd3s7zUzc18CHv37iUmJoa+ffvmGTbq5eVFt27d+OGHH9i3bx9NmzYt9/6KVBh//WUutgCQkQGzZpm3Pn3M4K1PH7OeW0qkVZ1Afvh3Fz746wAzl+wlI8vKobgU7vhgNXdfWZ+xNzS/eHm8iIiIiEglcyQuhR82R/P95miHqVZsArzc6NcmgoHt6tAxMhgXlyK859i9G3r0yD88Cwgw56m+4w7o1ctcNM5GgZpUACUO3JzpyJEjLF68mPDwcFq3bg2YgRtQYJhm2753794C26Snp5OenpO+JyQk5NtOpFK7/Xa4+mp46y344ANzTgOA334zby1bmsHbXXeB10VKuiVf7q4ujOzRhL4tw3lm/lY2HD4LwJdrjrB010n+M7AV1zWv5eReioiIiIiUztnkDH7edpwFm6Ltf/Pm5uHqQs/Lw7glqg49mtfE062QaVYMAxITzSDNplEjs0jAxtvbnJvtjjvg+uv1fkUqtDIJ3KxWK8eOHSM6OprMC1dHPK9bt25lcSkyMzO55557SE9PZ9q0abi6mj+w8edDg8DAwHyPs5X62drl55VXXinWHG8ilVa9ejBtGowfb1a3zZgBBw+a+3bsgPvvN+d/+/NPp3azsmsS5se3D3Xm89WHmbpoFykZ2RyPT+O+T9czICqCF25uSYivh7O7KSIiIiJSZGmZ2Sz+5wQLNsXwx+6TZFnzzlJ1ZcMQBrarww2tahPoc5HRHf/8Yw4XnTvXHBL6yy85+9zdzSlwDh82Q7abbgI/vzJ+RCKXRqkCN8MwmDJlCtOnTycuv3HUuWRn550csbisViv33Xcff/31Fw888AD33HNPqc+Z27hx4xg9erT9fkJCAvXq1SvTa4hUKP7+8Nhj5qIKP/wAb7wBK1ea++6+27l9qyJcXCwMv7oB1zUP49nvt7F872kAFmyO4a+9p5nYvyU3t6ld5LklRURERETKW7bVYM2BOL7fFM3C7bEkpWflaXNZLT8GtqtL/6gI6gR5F37CAwfM1UXnzoWtWx23x8VBaK65j2fM0JQ3UimVKnAbN24c06ZNIywsjP/7v/+jdu3a9jnVypphGDzwwAN88cUXDB06lPfee89hv62yraAKNtvw0IIq4AA8PT3tK56KVCuurnDrreZtzRp4/324MNDesgXGjTOHm/bsqf/0iqleiA+z7+vE/I3RvPjzTuJTMzmTnMFjczbx4+YYXhrQivBAlcSLiIiISMVgGAb/HE9kweZoftwcQ2xCWp42tQI8uSWqDgOi6nB5bf/CP0SOjoZvvjFDtrVr8+63WKBLFzh50jFw0/sOqaRKlY59+umnNGvWjHXr1uF3Ccs6rVYrI0aMYNasWdx55518+umnuNiW+z0v9xxt+bnYHG8ict6VV5q3C02fDgsXmrc2bczg7Y47QCF1kVksFgZ3qEu3y2ow4YcdLNweC8Dif06w5kAcz/a7nDuuqKdqNxERERFxmphzqfywOYYFm6LZfSIxz34/TzduaBXOwHZ1uLJRKK5FWfwgJsac1sbIO/yUq64y31cMGQIREWXwCEQqBoth5PeKLxo/Pz8efvhhXnvttbLsk4PcYdvtt9/Ol19+aZ+3LTfDMKhbty4JCQnExsY6rFSalpZGREQE3t7eHDt2rMhvZouz3KtIlZaZaS6mcGGgHR4O//43PPyw46dQUiQLtx1n/A87HJZK79wolCmDWhMZ6lvIkSIiIiIiZSc+NZOF247z/aZo1hw8k2e/m4uFa5uFMaBdBL0ur4WXeyGLH5w9a84P3b694/ZOnWDdOvPrqCgzZLvtNmjYsOweiMglVpycyKXQvRcRFRVFTExMaU5RKKvVyv3338+sWbMYMmQIX3zxRb5hG5iVIyNGjCApKYnJkyc77HvllVc4e/YsI0aMUOWISEm4u8POnWYJeO7qt9hYeP5589OqRx6BPXuc18dK6IbWtVk8uhuDO9S1b1t1II6+M/7io+UHyM5nAloRERERkbKQnpXNou2x/OuLDVzx0mLGfrctT9jWITKYFwe0Yu1zvfhoeEduahORf9iWlARffWWuIFqrlhmkXVjb89hjMGkS7NoFmzbBM88obJMqrVQVbosWLWLQoEEsX76c9hem12Vg4sSJTJo0CT8/Px5//PF854cbMGAAUVFRACQnJ9O1a1c2b95M79696dChA1u2bGHhwoVERUWxYsUKh8q3i1GFm0gB/v7bXGDh++/Bas3ZbrHA6tXmp1dSLH/tOcW477YRfS7Vvq1tvSCmDWpDs3B/J/ZMRERERKoKq9Vg/eGzfL8pml+2xpCQlnfxg0Y1fBnYrg63RNWhfqhPwSdLTTWnm5k7F37+2byf2/r10KFDGT8CEecqTk5UqsANYN68eYwcOZL+/fvTtm3bAi84bNiwYp/73nvv5bPPPiu0zaxZs7j33nvt9+Pj45k0aRLz5s0jNjaW8PBwBg8ezIQJEwpdMCE/CtxELuLAAXjzTfj4Y/NTrebNYccOcClV8Wy1lZyexau/7uazVYfsHwi6u1oY2aMJj1zbBA83Pa8iIiIiUnx7TyTy/aZoftgc4/ABr00NPw9ubhvBwHZ1aF0nsOCRYVlZ8NtvZsi2YAEk5p3jjYgIuP12c+qZRo3K9oGIOFm5BW7p6emMGDGCr776CttpLvzBNAwDi8VCdnZ2SS/jNArcRIro3Dn46CNzaOnttzvuGzYMWrSAhx6C4GCndK+yWX/oDGPmb+XAqWT7tma1/Jk2uA1t6wU5r2MiIiIiUmmcSEjjpy0xfL8pmh0xCXn2e7u7cn2rcAa0q0OXxqG4uRbhw93UVHPI6IVBW40a5qIHd9wBXbvqA3ipssotcBs5ciTvvvsubdq0YfDgwdSuXTvfYZ8Aw4cPL+llnEaBm0gpbdliTogK4OMD990Hjz8OTZo4tVuVQVpmNm8t3ct7f+bM5eZigfu7NmR072Z4exQyUa2IiIiIVEtJ6Vks2h7Lgk3R/L3/NBdOCezqYuGapjUYEFWH3i1q4euZ//t3rFZYtcqcb+3++x33DRsGn38OgYEwaJD5gft110EBWYBIVVJugVtYWBiRkZGsWrWqwKCtMlPgJlJKb71lBmy5f81YLHDLLTB6tPnplxYyKdSOmHjGzNvq8KlkZKgPU25tQ+fGWhlWREREpLrLzLby155TLNgcw+87Y0nLtOZp07ZuIAPa1eGmNhHU9PfM/0SGARs2mMNFv/kGjh4FLy84eRL8c80pvHEjREdDnz7gWcC5RKqocgvcAgICePjhh5k2bVpJT1GhKXATKQP79sHMmfDJJ5CS4rivY0czeBs82FwJVfKVmW3lw+UHmLF4LxlZOX9A3dmpPuNubE6Al547ERERkerEMAw2HT3Hgk3R/Lz1OGeSM/K0qR/iw4B2dRgQFUGjmn4Fn2z7djNkmzsX9u/Pu/+LL+Duu8uw9yKVV7kFbj169CA4OJjvvvuupKeo0BS4iZShs2fhgw/MRRZiYhz33XmnuYy4FGr/qSTGzt/KukNn7dvCA7z4z8BW9Ly8lhN7JiIiIiLl4eDpZBZsimbB5mgOx6Xk2R/s485NbSIY0K4O7esHFb74wZQpZsi2Y0fe/W5uZgXbHXeYo1P0flgEKMfAbdWqVfTs2ZNvvvmGm266qaSnqbAUuIlcAhkZZon666/D5s3mtl9+gRtvdGq3Kgur1eCLNYeZunAXyRk5i9H0bxvBhJtbEOqnsn4RERGRquR0Ujo/b4nh+80xbDl6Ls9+TzcXereoxcB2dbimac2ir2zfqpVj2ObiAj16mCHbwIEQqulLRC5UboHb5MmTWb16Nb/++is9evQgKioq3wtaLBbGjx9f0ss4jQI3kUvIMODPP+Hrr+G//3VcyWjRInPV09Gj4eqrndfHCuzY2RSe/X47f+05Zd8W4uvBhJtb0L9tRMGfZoqIiIhIhZeSkcXvO0+wYFM0f+09bV9Ey8ZigS6Na3BLVATXtwrHv6ApRmJj4dtvzbnZPv3Ucd9LL8H48dClixmyDR4M4eGX5gGJVBHlFri5FHGpX4vFQnZ29sUbVjAK3EScpGdPWLrU/Pqqq8zgbeBArXx0AcMw+G5jNJN/3kl8aqZ9e8/mYbw0sBW1A72d2DsRERERKY6sbCt/749jwaZoFu2IJSUj73voFrUDGNiuDje3jSA80Cv/E8XFwXffmcNF//jDXHEUzGq2Fi1y2p06BampUL9+2T8YkSqq3AK3P//8s8htu3fvXtLLOI0CNxEnOHMGWrY0P43LLTLSXPH0/vs1h8QFTiWmM+HH7fxvW85z5u/pxrgbL+eOK+rh4qJqNxEREZGKyDAMtkcn8P2maH7aGsOpxPQ8beoEeXNLlDkv22W1/PM5C5CQAD/8YIZsv/1mztF2oenT4YknyvYBiFQz5Ra4VXUK3EScJD3d/GPhjTdg61bHff7+8MAD8NhjZggndou2H2f8Dzsc/lC7qlEIU25tQ4Mavk7smYiIiIjkdvRMCj9sjub7TdHsP5WcZ3+Alxv92tRmQFQdrmgQUvAHqIYBQ4fC/Pnm39AXatLEHC56++3mnG0iUioK3MqIAjcRJzMMc2jp66/DwoWO+1xd4cABlcBfID4lk5d+2cm3G47Zt3m5u/Bk72bc17Uhrqp2ExEREbmkTiakcTKfSrWE1ExW7DvNyn2n2XIsPs9+D1cXrmsexoB2dejRvCaebq55T261Os59DDBokDmE1KZePTNgu+MOaN/enPBNRMqEArcyosBNpALZuRNmzIDZs81P73r2hMWLL37c8ePmrSC1a5u3Kmb53lOM+24bx86m2re1rRvItMFtaRZewFAEERERESm16b/vYeaSvUVu36lhCAPb1eHGVrUJ9Mln8YOsLPND6LlzzX937wbPXCvTf/ONOfrjttvMoK1z57yhnIiUCQVuZUSBm0gFdPIkvPeeuZpSz545261WuOkmuP56+L//M4eeAkycCJMmFXy+CRPMNlVQcnoWr/66m89WHcL2m97d1cIj1zZhZI8mRV8yXkRERESKzFbhtjs2kTHztpCdzzvupmF+DGxfh/5tI6gb7JO3gdUKK1aYIdu338Lp0zn7FiyAW27JuZ+VZVaxueZTESciZUqBWxlR4CZSifzyixm4AQQGwoMPwqOPmiub2ircrr/eXI2pZk1YtMjcVkUr3HLbcPgMY+ZtdZgf5LJafkwb3JaoekHO65iIiIhIFZSelc3MxXt578/9WHO9264V4MktUXW4JSqCFrUDsFw41NMwYN06M2T7+muIicl7cn9/mDIFHnnk0j4IEcmXArcyosBNpBJ59ll45RXHba6uZmn9k09Chw5Qty5ER0OdOnDsWP7nqaLSMrN5e+k+3vtzP1nn//JzscB9XRryZJ9meHvoE1ERERGR0toeHc8Tczez71SSw3Z/Lze+uP9KXF0shPl7Ehbglffgnj3NIaMX8vY2P1i+4w644Qbzvog4hQK3MqLATaSS2bbNnOftiy8gI8NxX7dusH07nDlTLQM3mx0x8TwzfyvboxPs2+qH+DBlUGuublzDiT0TERERqbwys638d9k+3l66z/7hpsUwqJl0hhrJZ8ldy3bL9R148Kq60KCB40nGjTOr1wDc3c1w7Y474Oabwc+vXB6HiBROgVsZUeAmUknFxsI775i3uLi8+6tx4AaQlW3lw+UHmb54DxlZVvv2OzvVY9yNlxPglc9kvSIiIiKSr92xiTz57WaHDzQvP3GA13+ZTotTB/O0zw6rhevJE3DwoGPotnUrPP20GbINGADBwZe+8yJSLArcyogCN5FKLjUVPv8c3njDXM3JppoHbjYHTiUxdv421h46Y99WK8CTlwa0pneLWk7smYiIiEjFl5Vt5YPlB5jx+14yss0PMV1dLIzsWIt/1wMPVwv06WN+AOzmZi5ukNvUqTBmjBN6LiIldUkDt0dKMDmjxWLhv//9b7GPczYFbiJVhNVqLpIwdCicPavALRer1eDLNYeZsnAXyRnZ9u03tanNxP4tqeHnWcjRIiIiItXT/lNJPPnNFjYfPWff1jTMj9dva0ubukFmuPbuu/D445DfW+5OneCJJ+DOO8uryyJSBi5p4Obi4lLktrlXXcnOzi6kZcWkwE2kirlw0YTsbHOxhccfh4gIZ/fOqaLPpfLsd9v4c88p+7ZgH3cm3NySW6Ii8q6iJSIiIlINWa0Gs/4+xLRFu0g/PzWHiwUe6NaIUb0uw8vdFf74Ax591Jw/OLe2beH2281bo0bl33kRKbXi5ERuxT35smXLitTuyJEjTJ48mf379+uNmohUTBMnwrRp8Nln5tLr3bs7u0dOUyfIm0//7wq+3xTN5J93ci4lk7MpmTzx9WZ+3BLDSwNaERGkFbFERESk+joSl8JT87aw9mDOdBwNa/jy2pC2dIjMNd/a5s15w7awMHO7iFQbZT6H29mzZ3n55Zf573//S1paGp07d2bq1Kl07dq1LC9TLlThJlLF5K5w27ULWrWCw4fNfa6u5jwao0dDNf+Q4FRiOhN/2sEvW4/bt/l5ujH2hubc1ak+Li7V+/kRERGR6sUwDL5Yc4RX/vcPKbmm4Lj36gY8c31zvD1cHQ/IzDSr2fz84NAhOHVKU5qIVBFOWTQhLS2NGTNmMG3aNM6dO0fz5s15+eWXGTBgQFmc3ikUuIlUAcePmzeA6683/+CpWdOc0+3sWZg8Gf76K6f94MHwySfg7++c/lYgv+6I5fkF2zmVmG7fdmXDEKYMakPDGr5O7JmIiIhI+Yg+l8oz87ayYt9p+7a6wd68OrgtnRuFwLffmh/kvvBCzkHHj8OWLVCjBtx4o+PfnwC1a5s3Eal0yjVwMwyDjz/+mEmTJhEdHU1ERAQTJ07kvvvuK9Z8bxWRAjeRKmDiRJg0qeD948ebiyr85z8525o3h+++g8svv+Tdq+jiUzJ5+X//8PX6o/Ztnm4ujO59Gfd3bYiba+G/508mpHEyV2B3oTB/T8ICvMqsvyIiIiJlwTAMvl1/jBd/3klies7qonddWZ9nb7wcv9074bHH4M8/wcUFNm40q9rg4n9/TphgthGRSqfcArcFCxbw7LPPsnv3bgICAnjmmWd44okn8PKqGm+eFLiJVAG5K9zyY/uE8ccf4Z57ICHB3O7nZ1a6DRlSPv2s4FbsPc3Y77Zy7GyqfVubuoFMHdSGy2sX/Ptx+u97mLlkb4H7H+/ZlFG9LyvTvoqIiIiUxomENMZ9t42lu07at9UO9GLqoDZ0C3UxP7B9/33zQ1ubZ5/N+QC3qH9/ikilc8kDtxUrVvDMM8+wevVqPDw8GDlyJM899xzBwcEXP7gSUeAmUs3s3QuDBsG2bTnb5s41V5ISUjKyeO3XPcz6+6B9dXs3FwuPXNuYkdc1wdPNNc8xuSvchn+ylrjkDEJ9Pfjsvk6AKtxERESk4jAMgx+3xPDCDzuIT820bx/coS7jr7+MwM9nwfPPm9OS2DRuDDNmQL9+1X4eYJHq4JKuUtq/f39++eUXXFxcGD58OJMnT6Zu3bol7qyISIXRtCmsWgUPPQRffglRUdC/v7N7VWH4eLjxws0t6NemNs/M38q+k0lkWQ3eXLqPhdtjmTq4De3rO37wEhbgZQ/U3M8PP3V3daFVncBy77+IiIhIQU4npfP899tZtCPWvq2mvyevDGxNr5P/QJcrHT+U9fU1K92eeAI8Pcu/wyJS4RW7ws3FxQWLxUKDBg1o1qxZ0S5isfDLL7+UqIPOpAo3kWrKMMxhAn36QKNGzu5NhZSelc1/l+7jnT/2k2U1/xuxWOD/rm7IU30vw8cj7+c5V728hNiENMIDvFj9bM/y7rKIiIhIvhZuO85zC7ZzJjnDvq1/2wgm9W9J8Mo/oG9fxwPuuQemTIGIiPLtqIg43SUdUlqShRAsFgvZ2dkXb1jBKHATEQd798Jvv8Ejj2jIwHk7YxJ4Zv5WtkXH27fVC/Fmyq1t6NKkhkNbBW4iIiJSkZxLyeCFH3bw45YY+7YQXw9eGtCKG1ufn2MtOxuuuAI2bYIOHeCtt6BzZyf1WESc7ZIOKT148GCJOyYiUmklJ+fM77ZyJXz4oTmUoJprERHA949czccrDvLG73tIz7Jy9Ewqd3+0hts71uPZfpcT6O3u7G6KiIiIOFjyzwnGfreNU7lWU+/bIoypkRkEtc61oIGrK7z9NvzzD/zf/5krkoqIFEGxA7fIyMhL0Q8RkYrt559z5u2YM8f8ev58uEwrbLq5uvBQ98b0blGLsd9tY+3BMwB8vf4oy3af5KUBrejTMtzJvRQRERGBhLRMXvxpJ99uOGbfFuDlxowWrvR47xksy5bB6tVw5ZU5B119tXkTESkGxfMiIkVx++0wbx74+Zn3t283hxcsWODUblUkjWr6MfeBq3hpQCv8PM3Pc04mpvPg5xsY+dVGsq3FXhRbREREpMz8tecUfaf/5RC23VTHg9XHF3DdnX3NsA3gscfAanVSL0WkqlDgJiJSVIMGwbp1cPnl5v2EBBg4EMaNg6ws5/atgnBxsTD0qkh+G9WNa5vVtG//ZetxTiebQzaKOXWoiIiISKkkp2fx3PfbGPbJWo7HpwEQ4G5hHlt4a9Kd+HzwXk7A1qgRPPus5usVkVJT4CYiUhzNm8PatXDbbTnbpkyB66+HU6ec168KJiLIm1n3XsGM26MI9jHncLPlbPGpmSSkZTqxdyIiIlJdrD4Qx/Uz/+LLNUfs2+63HmX9grF0nPoclrg4c6OPD/znP7BjB9xyiwI3ESm1Yq9SWp1olVIRKZBhwMyZ8NRT5upVAPXrm3+k2YadCgCnk9KZ+OMOft563L6tXog3b97Rjnb1g53YMxEREamqUjOymfbrLmatPGTfFmpkMH/jJzRY/LNj47vugqlToW7d8u2kiFQ6xcmJVOEmIlISFgs88QQsWwbh5xcEuO8+hW35qOHnydt3tSco12qlR8+kMuS9Vbzzxz6smttNREREytCGw2fp9+Zyh7CtU4MQvnuqFw2S43IatmsHy5fDl18qbBORMlfsVUpFRCSXa66BjRvN5eLHj3d2byo0L3dXSM3E3dVCZrZBltVg2qLd/L0vjjdua0tYgJezuygiIiKVWHpWNtN/38sHf+3H9nmep5sLT/dtxn1dGuLiYoE334R+/eCll8wPS11dndtpEamyVOEmIlJatWubc364XPArdc4c2L/fOX2qwEJ8PBjZo7F9apQV+05zw8zlLNt90rkdExERkUpr27F4bn5rBe/9aYZtl506xA8LJrC0vcGIaxqZYRtAx45w+DA88IDCNhG5pBS4iYhcCitXwrBh5h91v/zi7N5UKBaLhaf7NufL+68kzN8TgLjkDP5v1jpe+nknGVlWJ/dQREREKouMLCtv/L6HAe+sZM+JJALSkpi85H0Wffo4bXdvoM7EsXlXk/dSVb2IXHrFGlJ63333legiFouFjz/+uETHiohUSuPHm3/cnTsHN90EL7xg3vRJqt3VTWqw6IluPP3tFpbsMqvbPlpxkDUHz/Dmne1oWMPXyT0UERGRimxXbAKjv97CzuMJuFizuXPr74xd8TmByfE5jRITzYq2xo2d11ERqZaKtUqpy4XDpYp6EYuFbNsqfpWIVikVkRJLSIB774Xvv8/Z1revOSlvaKjTuuVMV728hNiENMIDvFj9bE/7dsMwmLXyEFMW7iIj26xu8/Vw5cUBrbi1vSYwFhEREUdZ2Vbe/+sAMxbvITPboOOxHUxa/AEtT+SaysPHB8aNgyefBG9v53VWRKqU4uRExapwO3jwYKk6JiJSbQQEwPz58NprMHYsWK3w66/QoYO5vUMHZ/ewwrBYLNzXtSGdGobw2JxNHDidTHJGNqO/2cLyvad5cUAr/Dy1xo+IiIjAvpNJPPntFrYcPUd4wmnG/TGLW/7507HRHXfAtGlQr55zOikiQjEr3KobVbiJSJlYutT8w+/UKfO+pyf8979w//3O7Vc5OJmQxsnEdACGf7KWuOQMQn09+Oy+TgCE+Xs6rE6anJ7FhB93MG/DMfu2BqE+vHVne1rXDSzfzouIiEiFkW01mLXyIK/+upv08/O9fjR/Mr32rc1p1LYtvPWWuYq8iMglUJycSIFbIRS4iUiZOXYMhgyB1atztr3wAkya5Lw+lYPpv+9h5pK9Be5/vGdTRvW+LM/2HzZH89z320lKNyc5dne1MKZvc+7v2jBnlTERERGpFg6dTubpeVtYd+isfVujGr68HeVBi+u7QVCQuWL8iBGaL1dELqlyD9z+/vtvPv30UzZv3my/aLt27Rg2bBhdu3Yt7emdRoGbiJSpjAwYPdqsbvPyMsO3tm2d3atLKneFW34urHDL7XBcMo/N2cSWYzkTH3e/rCavDWlLzfOrm4qIiEjVZbUafLHmMK/8bxd1jh/EPz2FzXWbc1+XhjzVpxneHq7mVB09ekBIiLO7KyLVQLkGbk899RTTp0/HdhoXFxesVrPE12Kx8Pjjj/PGG2+U5hJOo8BNRC6JL74AiwXuvtvZPanwMrKsvP77bt7/84B9Ww0/T6bf3pZrmtZ0Ys9ERETkUjp2NoUx87ayfcdhHl85h+EbfiImNILY5Wvp1Ly2s7snItVUcXKiki07et7s2bN54403aNasGXPmzOH48eNkZWURGxvL3Llzad68OTNnzmT27NmluYyISNUydGjesC0zEz75xFxcQew83FwYd8PlzL6vEzX8zKq200np3PPxWl5Z+A+Z2Xq+REREqhLDMJi79gg3vvEH9ed/ydIPH+L+9T/gZlipf/oYnRbPd3YXRUSKpFQVbp07dyYmJobt27fj7++fZ39CQgKtW7emdu3arM49b1EloQo3ESk3o0bBjBnQrx98/jkEBzu7RxXOqcR0nvx2C3/tOWXf1rZeEG/d0Y76oT5O7JmIiIiUhdj4NMZ+t5XEJX8ycfH7tD6xP2entzeMGwdPPWV+LSLiBOVW4bZ9+3YGDRqUb9gGEBAQwK233sqOHTtKcxkRkapt1y54803z619+gY4dYcsW5/apAqrp78mn917Bszc2x+38wglbjp6j35vL+XFLjJN7JyIiIiVlGAbfbzrG0EnzueW1Z5j/5RjHsO2228y/l8aPV9gmIpVGqQI3gIsVyFksWk1ORKRQzZvDwoUQGmreP3AArroKNBw/DxcXCw92a8z8f11N5PmqtsT0LB6bs4mnv91CSkaWk3soIiIixXEqMZ2HPt/Ar5Pf4Ye3RzBw5x85O9u0gT/+gK+/hvr1ndVFEZESKVXg1qpVK+bPn09SUlK++xMTE5k/fz4tW7YszWVERKq+Pn1gwwazug0gLQ2GD4dHHoH0glf5rK7a1gvi50e7MiAqwr7t2w3HuOmtFeyIiS/kSBEREakoftl6nD7T/+S3nSf4J6whblbzgzNrSAi88475t1H37k7upYhIyZQqcHv44Yc5duwYnTt3Zv78+Zw+fRqA06dPM2/ePK6++mqOHTvGv/71rzLprIhIlRYZCcuXw4MP5mx7913o1g2OHnVevyoofy93ZtzRjteHtMXHwxWAA6eSGfjfv5m18uBFK7BFRETEOc4mZ/DEZ6sZ+dVGzqZkApBUtwHH7hsJI0fisncv/Otf4Obm5J6KiJRcqRZNABg1ahQzZ860Dx11cXHBen6VPcMwePTRR5k5c2bpe+oEWjRBRJzmk08cq9tq1DCHVKhiOF8HTiXx6JxN7IhJsG/r2TyMV4e0JcTXw4k9ExERkdyWrdlL9OhxdPnnb67/v7dJd/fkhlbhvDSgFaG+HqApiUSkAitOTlTqwA1gxYoVzJo1i82bN5OQkEBAQADt2rVj+PDhXHPNNaU9vdMocBMRp9q4EQYNgkOHzDnd/vwTPBQeFSQ9K5tpi3bz8YqD9m21AjyZfnsUVzeu4cSeiYiISHxyOgufeoWes2dSM+UcAO9cew91pr9C/7YRmvtbRCqFcg/cqioFbiLidGfOwOOPwyuvQN26zu5NpbBs10me+nYLcckZgPlB+b97NOHxnk1xcy31WkEiIiJSTBu/WYjn6FG0jN5t35bh7knGs8/hN3G8E3smIlI8CtzKiAI3EamwduwAw4BWrZzdkwrpZEIao77ZzMp9cfZt7esHMfOOdtQL8XFiz0RERKqP5ENH2f1/I2n/x08O24/2vJG6H76NpWFDJ/VMRKRkyj1ws1qtHDt2jOjoaDIzM/Nt061bt9JeptwpcBORCik+Hq64AqKj4aOP4M47nd2jCslqNXjvr/28/tsesq3mf3X+Xm5MHdSGG1vXdnLvREREqrD0dA698DJhM17FJyPVvvloncZ4v/s2NW6+3omdExEpuXIL3AzDYMqUKUyfPp24uLhC22ZnZ5f0Mk6jwE1EKqQxY+DVV3PuP/64ed/d3Xl9qsA2HjnLY3M2cexszh/8d3aqzws3tcD7/OqmIiIiUjZSMrJ47/M/+NfDN+GdZS7+FO/lx56RT9PxlXFY9PeKiFRi5Ra4jR07lmnTphEWFsZNN91E7dq1cStg6eYJEyaU9DJOo8BNRCqk1FT417/gs89ytnXpAt9+C7VVuZWf+NRMnv1+G79sPW7f1jTMj7fuakfzcP1+FxERKQsbDp/hyW+2cCguhUdXzmHUiq9Y3G0ALT6cQd3L6ju7eyIipVZugVt4eDjBwcGsW7cOPz+/kp6mwlLgJiIVlmHABx/AY49Bhrk4ALVqwTffQCUcwl8eDMPgm/VHmfjjTlIzzaprTzcXnr+pBUOvrK/V0UREREoiIYGsaa8yI+oW/rvhBLZ3lwFGJpMv96D/sBtwcdH/sSJSNRQnJyrVcm1JSUn069evSoZtIiIVmsUCDz0EK1ZAvXrmthMn4LrrYPp00Ho4eVgsFm6/oj4/PdqF5uH+AKRnWRm/YDsPf7GBcykZTu6hiIhIJWK1wqefktmkKW7/eQnf16ba//xoVz+IBU/1YsC9NypsE5Fqq1SBW1RUFDExMWXVFxERKa4rroCNG6FXL/N+djaMHg1Dhyp0K0CTMH8WjOzCvVc3sG/7dccJbpi5nLUHzzivYyIiIpXF2rVYr+oM//d/uJ86CcDdm/5HcFYaY29ozryHr6ZRTRVliEj1VqrA7fnnn+eHH35g48aNZdUfEREprho1YNEiePbZnG3t25tVcJIvL3dXJvZvyYfDOhLkY07efDw+jTs+WMWMxTmrmoqIiEgusbHwf/8HV16Jy7q19s0LL7uaUeM+Ye5TfXi4e2NcVdUmIlK6OdwA5s2bx8iRI+nfvz9t27YtcAzrsGHDSnT+L774guXLl7Nhwwa2bdtGRkYGs2bN4t577823fUJCAhMnTmT+/PnExsYSHh7OoEGDmDhxYrHnYdMcbiJS6fzwA/z0E3z4oQK3Ijoen8oTczezJld1W6eGIcy4PYqIIG8n9kxERKSCyMiAN9/EmDwZS2KiffOe0Pq81PtBOtx/G4/0aIy7a6nqOUREKrxyWzQhPT2dESNG8NVXX2E7zYWTThuGgcViITs7u0TXaNCgAYcPH6ZGjRr4+vpy+PDhAgO35ORkunbtyubNm+nduzft27dny5YtLFq0iKioKFasWIGvr2+Rr63ATUSqjCVLoHt3KGAl6eou22rw32X7mLF4D7bitiAfd6YOakPfluHO7ZyIiIgzGQZceSWsW2ffFO/py/Sud7PuhtuZekcHWtUJdGIHRUTKT3FyolK98xo9ejRffvklbdq0YfDgwdSuXRu3Mn4z99FHH9G0aVMiIyOZMmUK48aNK7DttGnT2Lx5M2PGjGHq1Kn27RMmTGDy5MlMmzaNSZMmlWn/REQqvN9+g+uvN1cv/fprczVTceDqYuGxnk25unEoj8/dTPS5VM6lZPLQ5xu456pInut3OV7urs7upoiISLnLNmBth550XrcOKxbmtu3LG93v4fYb2/Ndz6Z4uun/RxGR/JSqwi0sLIzIyEhWrVpV5kFbfmyBW34VboZhULduXRISEoiNjXWoZEtLSyMiIgIfHx+OHj2apwqvIKpwE5FKLy0NGjWC48fN+xER8O23cPXVzu1XBRafkskz87eyaEesfVvzcH/eurMdTWv5O7FnIiIi5SAx0axqCwjg4Olknvp2C1sPnGTKwjf5pOMtpLVuy+u3RRFVL8jZPRURKXfFyYlKNcg+LS2NHj16lEvYdjF79+4lJiaGLl265Bk26uXlRbdu3YiOjmbfvn1O6qGIiBN4ecG8eWbQBhATYw4tffttrWJagEAfd94d2p7/DGyFp5v53+Su2ERufnsFc9YeoZRTn4qIiFRMVivMng2XXYbx3HN8uvIgN8z8iw2Hz5Lp6s5TNz/J1UN688tj1yhsExEpglIlZR06dKgwAdbevXsBaNq0ab77bdv37t1bYJv09HTS09Pt9xMSEsq4lyIiTnD11bBxI9xxB/zxB2RlwaOPwurV8P77UIy5LasLi8XC3VdG0jEyhEfnbGTPiSTSMq2M+24bK/ae5uVbWxPo7e7sboqIiOTv+PGc6vb81K5t3mzWrTP/NlizBgDrO+/yVUpz0mo2ACAy1IfXhrTligYhl7DTIiJVS6kq3F5++WUWLVrEzz//XFb9KbH4+HgAAgPzn7DTVupna5efV155hcDAQPutXr16Zd9RERFnqFULfv8dnn46Z9uXX8JVV8H5Dywkr2bh/vwwsit3X1nfvu2Xbce5ceZyNhw+U8iRIiIiTvT++9ChQ8G399832504AfffD5062cM2gCWNryDFw1ype1jnSBY+fo3CNhGRYipVhdvvv//Otddeyy233EKPHj2IiorKdwyrxWJh/PjxpblUuRg3bhyjR4+2309ISFDoJiJVh5sbTJtmrjR2772QlATbt0PHjuaw0969nd3DCsnbw5X/DGxN1yY1eGb+VhLSsog+l8pt769mVK+m/OvaJri6FG1uUBERkXLx0EPQv7/59fXXw6lTULMmLFpkbgsNhddfh8mTIdeonn0hdZnU60GWN2xPnSBvvhzchi5NajjhAYiIVH6lCtwmTpxo/3rp0qUsXbo033blEbjZKtsKqmCzDQ8tqAIOwNPTE09Pz7LvnIhIRTJoELRsCbfeCv/8Y87lpg8XLuqG1rVpUy+Ix+dsYv3hs2RbDV77bQ8r98Ux444oagV4ObuLIiIiptxDRj08cv5t3x6WLIG77oLdu+3NEz19mN7lbma370eWqxt3XFGP5/pdjr+Xpk8QESmpUgVuy5YtK6t+lFruOdryc7E53kREqpXmzWHtWhgxAoYMMe/LRdUJ8mbug1fx5pK9vLVsH4YBqw7Ecf2Mv3htSFt6Xl7L2V0UEREp3J499rDNarHwdevevNZtGHG+QdQK8GTKoDb0aBbm5E6KiFR+pQrcunfvXlb9KLWmTZsSERHBypUrSU5OdlipNC0tjb/++ouIiAiaNGnixF6KiFQgfn4wd27e7WlpZuVbu3bl36dKwM3VhdF9mtG5cQ1Gfb2Z2IQ0zqZkcv9n6/m/Lg0Ye0NzPN1cnd1NERGR/D34IPEz3uJQKjx33UNsDzffH93arg4Tbm5JoI+q2kREykKpAjcbq9XKsWPHiI6OJjMzM9823bp1K4tLFchisTBixAgmT57M5MmTmTp1qn3fK6+8wtmzZ3n00UexWDTPjohIoR59FGbPhpkzzTlg9HszX50bh/K/x69hzLytLP7nBACzVh5izYEzvHVXOxrX9HNyD0VEpLo6mZDGqZPnCPniEzxSszheqzGE1CR+32ne/WM/u/o8y2mfILBYqOHnwX8GtqZvy3Bnd1tEpEqxGIZhlPRgwzCYMmUK06dPJy4urtC22dnZJbrGRx99xIoVKwDYtm0bGzdupEuXLvZKtQEDBjBgwAAAkpOT6dq1K5s3b6Z379506NCBLVu2sHDhQqKiolixYoVD5dvFJCQkEBgYSHx8fL6LQYiIVDkLFsDAgTn3hw+Hd98Fb2+ndamiMwyD2asO85///UNGlhUAHw9XJvVvyeAOdfVBj4iIlK+MDJY89TItZ71FeJK5ovaN977JzlqN8jTt17o2Lw5oRYivR3n3UkSkUipOTlSqwG3s2LFMmzaNsLAwbrrpJmrXro2bW/5FcxMmTCjRNe69914+++yzAvdPmDDBYfGG+Ph4Jk2axLx584iNjSU8PJzBgwczYcKEQhdMyI8CNxGpdjIzYcwYmDEjZ1tUFMyfD43y/qEuOXbGJPDonI3sP5Vs39a/bQT/GdhKk06LiMill5UFn39urjx66JDDrrltejP2hsft9wO83fjPgNbc3DainDspIlK5lVvgFh4eTnBwMOvWrcPPr+oNnVHgJiLV1ty5cP/9kJJi3g8Kgi+/hBtvdGq3KrqUjCwm/biTr9cftW+rH+LDm3e2I6pekPM6JiIiVZfVCl9/DRMmwAULyO3s1INxzfqxJSJncaRel9fi5VtbEeav1bVFRIqrODmRS2kulJSURL9+/apk2CYiUq3dcYe5iulll5n3z52Dfv3MP+ZLOEVAdeDj4cbUwW146852+HuaFd9HzqQw+N2/ee/P/VitJf6MS0REJK8lS6BtW7jrLoewbVOLq+g/7A1u7PGkPWzzS0/h9SFt+XBYB4VtIiLloFSBW1RUFDExMWXVFxERqUhatoR16xzndJs8GW66CRISnNevSuDmthH87/FraFc/CIAsq8GUhbsYPmstJxPTnNs5ERGpOuLjYft2+90NDdow+O6pDLz5ebbWNj8088lI5Z6NPzPn6+cYpLlFRUTKTamGlC5atIhBgwaxfPly2rdvX5b9qhA0pFREBDAMeO01GDvWHLZy3XXw669QwJydkiMz28r03/fw7p/7sf1vW8PPg9dvi6L7ZTWd2zkREalcDAOSk+H86CLDMFi17zR1e1/D6UwLr10zlL8j29pXF28a5sc9nSPpevM1NIo7xsmAGoTFn3LmIxARqfTKbQ43gHnz5jFy5Ej69+9P27ZtC7zgsGHDSnMZp1DgJiKSy9Kl8PTTsHAhhIU5uzeVysp9p3ni682cSky3b3uwWyOe6tMMD7dSFZuLiEh1sGIFPP88+PiQ8N0PfLfhGJ+vPsz+U8kEp8Rz1jsALBZcXSz0bVmL/nU9aZxyGovFQsKIfxGQmkiCtz8BH70LQFCj+tS4rKGTH5SISOVTboFbeno6I0aM4KuvvsJ2mgtLlA3DwGKxkF0J5/xR4CYicgHDsH9ybrdvH9StC16aD6YwcUnpPPXtFpbtzqkuaFM3kDfvaEeDGr5O7JmIiFRY69bB+PFmZfl5d9/7GitrNXdoFubvyZ2d6nNnp/qEB3qx6p5H6fzF2wWedtXQf9P587cuWbdFRKqq4uREpRoPNHr0aL788kvatGnD4MGDqV27Nm4aYiQiUnVdGLadPg09e0LNmjB/PkRGOqdflUConycfD7+CT1YeZOqiXWRmG2w9Fk+/N5fzn4GtGdCujrO7KCIiFcXWrfDCC/DDDw6bDwbXhtScuUCvbBjCPZ0j6dsyHHfXnIrppuNHs+/uwQWevmmj+mXfZxERcVCqCrewsDAiIyNZtWpVlQzaVOEmInIRAwbkvBkICYE5c6BPH6d2qTLYHh3Po3M2cfB0sn3bre3r8OItrfD1rHr/n4qISBHt2gUTJ8LXXztsPhYQxswud/Jdq+vw8vJgYPs63HNVA5qF+zunnyIi1VRxcqJSTRyTlpZGjx49qmTYJiIiRTB5MjRubH595gxcfz385z/m4gpSoFZ1Avnp0a4Mal/Xvu27jdHc9NYKtkfHO7FnIiLiLMbLL2O0bOkQtsX6hfB8n0fo8eD7bOo1kAkD27D62Z68NKC1wjYRkQquVIFbhw4d2LdvX1n1RUREKps2bWD9erj5ZvO+YZiTOg8YAOfOObNnFZ6fpxuv39aWGbdH4evhCsDB08kMfGclHy0/QCnXNBIRkUoiMS2Tz/4+xLhD7ljOf2B1yieIydc9wHUPf0TcPffx2cNd+X1UN4Z1boC/l7uTeywiIkVRqiGlq1atomfPnnzzzTfcdNNNZdmvCkFDSkVEishqhVdeMSd2tv230rgxvP8+BAcXfFzt2uatmjt0OpnH5m5i67Gc6rYezWry6pC21PDzdGLPRETkkjh+nIP7YvjotAffb4omJSMbDIMPvv8PmyKa8Uu3QQy4phl3nV8EQUREKoZyW6V08uTJrF69ml9//ZUePXoQFRWV7wUtFgvjx48v6WWcRoGbiEgx/fYb3HmnObwUwM0NsrIKbj9hgjlXjZCRZeW133bzwV8H7Ntq+nsy4/YoujSp4cSeiYhIWck8cZIjz0yg7lez2FyrCbffNcVhQaJODUO45ypzEQQPt1INRhIRkUug3AI3F5ei/SdgsVjIzs4u6WWcRoGbiEgJHD4MgwebQ00Bnn0WBg0y53c7dcpc0XTRInOfKtzy+HPPKZ78ZjOnkzIA833Yv7o3ZlTvyxxWoBMRkcrjxOFYDj47mdbzPsU3I9W+/Z7bJrOh2RUMbFeHezpH0jxc7zlERCqycgvc/vzzzyK37d69e0kv4zQK3ERESigtDR57DDIz4ZNPzNSobl2IjoY6deDYMWf3sEI7mZjGk99sYfne0/Zt7eoH8eYd7agX4uPEnomISFEZhsGarYc58dI0rv15NoFpOStTp7u689PVt5A9Zgw39IoiQPOyiYhUCuUWuFV1CtxEREopK8scVgo5gZuXF0ybBr16QfPmDkNpJIfVavDh8gO8+utusqzmf9X+nm68fGtrbm4b4eTeiYhIQRLTMvlh1X6Spr/JkMVfEpqaYN+X4eLGqh4D8J0wng5dW2PR/4EiIpWKArcyosBNRKQM2QK33OrUMYO3Xr2gZ08NL83H5qPneGzOJo6cSbFvu71jPSb0b4GPh5sTeyYiIrntjk3k89WH+H5jNFO/+Q837V5h35dtceGf3gMIm/YSYW0vd2IvRUSkNBS4lREFbiIiZSi/wO1CLVua4dsNN0DfvuXTr0ogMS2T577fzo9bYuzbGtf05a0729MiQv8/iYg4S2a2lV93xDJ71WHWHjxj397x2A7mffkMVouFmOsHEPbay3i0aO7EnoqISFkoTk6kj8ZFRKR8hYXBmDGweDH8+Sek5kwezY4dObcLAzfDqLbDT/293Jl5RxTXNK3BhB93kJKRzf5TyQx4ZyXP3Xg5wzpHaliSiEg5io1PY87aI3y9+iBXrf0dF/9QqN8GAB8PVy4bdAMn6yYSNvR26rZq5eTeioiIMyhwExGRS+f4cfMGkGGuuolhQI8e5i0kxFzV9PffzQBu3TqwWs0qt9yys6FxY2jTJmcI6uWXV6sAzmKxMKRjPdpHBvPYnE3siEkgI8vKhB93sHzvaV4d3IZgXw9nd1NEpMoyDIPVB87w+epD/Lb9OH3+WcnnK76kadxRttVqzBNPfcg9nRtwa4e65iIIA1s7u8siIuJEGlJaCA0pFREppYkTYdKkgvdPmGC2sTl3Dv74A9q2hYYNc7avWwedOjkeW7t2TvjWqxdEVJ+FBNKzspmycBezVh6ybwsP8GL67VF0bhzqvI6JiFRBiWmZfL8pms9XHWbviUR67l/Lk8u/oMXJgw7tjKVLsfTo4aReiohIedAcbmVEgZuISCnlrnDLT+3aRVso4Ycf4MEH4eTJgtu0aGEGb6+8Aj4+xe9rJbTknxM8PW8rZ5LN6kGLBR7t0YTHejbFzdXFyb0TEanc9pxI5PNVh/lu4zGS07O45tAmnlz+BVHH9zg27NIFXnzRrNwWEZEqTYFbGVHgJiJSgRgGbNtmDj21zf+WkuLYpnZtc2GG3ENNjx2DWrXA3b18+1tOTiSk8cTczaw6EGff1jEymJl3tqNOkLcTeyYiUvlkZlv5bccJZq86xJrziyB0OrqdJ//6nCuP7XBs3LEjvPQS9OlTraY4EBGpzhS4lREFbiIiFVhGBqxebYZvv/8Oa9fC3XfD7NmO7bp0ga1boXt36N3brIJr0aJKvTnKthq89+d+3vh9D9lW87/1AC83nrvxclrWCSzwuDB/T8ICvMqrmyIiFdaJhDS+WnOEOWuPcDIx3WHfrO8m02Pv2pwNbdrA5MnQv3+V+r9EREQuToFbGVHgJiJSicTHQ2Ii1K2bsy0hwVyYITvbsW14uOP8b3XqlG9fL5ENh8/y2JxNRJ9LvXhj4PGeTRnV+7JL3CsRkYrJMAzWHDzD56sO8+uOWLKsjm+LGtX05Z6rIhniegq/zldCs2Zm0DZ4MLho2L6ISHWkwK2MKHATEankjh2DsWPNKrgTJwpud/nl8OWX0K5d+fXtEolPzeTZ77bxy7acufPqh/gQn5pBfGoWob4efHafuQCFKtxEpDpKSs/i+43H+Hz1YfacSLJvb3L6CKNXfMnR3jfT6vH7ubpxKBZbBduyZXDNNeDm5qRei4hIRaDArYwocBMRqSIMA3bsMIee2uZ/S07O2W+xmAsy1KiRs237djh7Fq68Ejw8yr/PpWAYBnPXHWXSTztIy7Q67Kvp58m653s5qWciIs6z90Qin68+zHcbo0lKz7Jvb3AmmjFrvuGGbUuxGIb5Icy2beDq6sTeiohIRaTArYwocBMRqaIyMmDNmpz537Kzzfu5PfQQfPAB+Pqa87/Zhp+2alVp5uzZeyKRR+dsYldsosP2eiHedIwMoUNkMB0bBHNZmD8uLpXjMYmIFEdmtpXfd5qLIKw+cMZhX534k0ze+h091izEJffUA7VqmR/MNGtWzr0VEZGKToFbGVHgJiJSTWRl5R0m1LgxHDiQt22tWo7zv+WeM64CSsvM5uX//cPsVYcLbOPv5Ub7+sF0jAymQ4NgouoF4eOhYVMiUnmdTEjjq7XmIggnEhwXQaifdo6pu3/mqiXzsWRm5uwIDYVnnoGRI8HHp5x7LCIilYECtzKiwE1EpJqyWuGLL3KGoMbGFtz2jTdg1Kjy61sJtZ/8O2dSMnB3teBisZCeZS2wrZuLhRYRAXSIDOaKBiF0jAzWXG8iUuHZF0FYfZhft+ezCEINH97c8BUtF3yBJS0tZ0dgIDz1FDz+OPj7l3OvRUSkMilOTqSPr0VERC7k4gLDhpk3w4CdO83gbfFi+OMPSMqZZJuOHR2P3b8fPv0UeveGq66qMPO/ebiZK+qF+nry15gebI+JZ8Ohs6w/fIYNh89yOinD3jbLarD1WDxbj8Uza+UhQMNQRaTiKmgRBAAXC/S6vBbDOjegS5NQLHe+D7awzc/PDNmefBKCg53QcxERqcpU4VYIVbiJiEgemZk5878tXw4LFzqGam++ab6BA3NIUu7531q3Ltf5304mpHEy0RxKNfyTtcQlZ+S7SqlhGByOS2H94bOsP3SG9YfPsu9kUmGn1jBUEXG6ghZBAKjh58GwFiEM7nYZETVyVa3t2gVXXAEPPwxjxkDNmuXcaxERqcw0pLSMKHATEZFi698ffvop/31hYdCzp1n91qsX1Kt3Sbsy/fc9zFyyt8D9j/dsyqjel+W771xKBhsOn2X94bNsOHSWLcfOFToM1dXFQsvzw1A7RobQsUEwtTQMVUTKWGGLIAB0jAzm3qiaXP/nfNxefRVefx3uvdexUWKiho6KiEiJKHArIwrcRESk2GJiYMmSnPnfjh/Pv92tt8L8+Ze0K7kr3PJjq3Ariowsa6HDUPNTN9j7fAWcOQ/cZbX8cdUwVBEpgZMJacxZe5Sv1h7OswiCt7srA9pFcE9ULVr8NBdeeQVOnDB3NmgAu3dXmOH9IiJSuSlwKyMK3EREpFQMA/75Jyd8yz3/2zvvwL/+ldM2LQ369IFu3czqt86dwdPTKd0uitzDUDccPsP6Q2fZe7FhqJ5utIs0h6F2jAwmqr6GoYpIwQzDYO3BM8wucBEEX4ZeFcmg1mEEzv0CXnwRoqNzGlgscPfdMHMmhISUc+9FRKQqUuBWRhS4iYhImcrMhLVrzQDu3nvNygubpUvN4aY2Pj454Vvv3tCqlbmYQwV2LiWDjUfOsv6QORR1y1ENQxWR4ktKz+L7TdF8seowu08kOuyzLYJwT+dIukQG4TLnK5g0CQ4edDzJkCEwcSK0aFF+HRcRkSpPgVsZUeAmIiLl5vXX4amnCt5vm/+tVy/4v/8r18UXSiojy8qOmHhzLrjzIdzppIKHuIKGoYpUZ/tOJvL5qsPMz2cRhFBfD+7oVI+7roykTpA3ZGRA+/awY4fjSfr3NwO4qKjy67iIiFQbCtzKiAI3EREpV8ePm/O/LV5sVsHFxORtc9ll5nxEuWVmgrt7+fSxFAzD4MiZFHv4tuHwGfac0DBUkaqoqHNIZtkXQTjMqgNxedp1iAxmWOdIrm8Vjqebq+POESPg44/Nr/v2hcmToVOnsnwYIiIiDhS4lREFbiIi4jSGAbt25YRvf/xhrqw3ciS8/bZj23btzAnBe/Uyb1dfbc7/dvx4wYs2ANSubd6cKD4lk41HzrLu0JkiD0NtUfv8MNQG5lDU8EANQxWpaC62SvKIrg3x93JnztojxCakOezzcndhQFQd7ukcScuIQPP34e+/Q/fujnNbHj5shm4vvADXXHOpHoqIiIidArcyosBNREQqjMxMWLcOgoPh8stztsfG5g3NvL3N+d+sVvNNakEmTDDnOKpASjIMtU6QN1c00DBUkYokd4Xb8E/WEpecQYiPO2Oub84v247z9/44si9YBKHh+UUQBneoS6D3+ardZcvg+efh77/hrbfg3/8u74ciIiJip8CtjChwExGRCm/DBhg+PO88RrkFB0NKCqSnQ82asGiRub0CVLhdjIahilRS5ytss60Gd326kSPZbiT4BZHs6uHQzMUCPS+vxbDOkXRpXAMXW1j+999m0LZsWU7j8HDYv99cVEZERMQJFLiVEQVuIiJSaRRl/jeAOnXg2DHz62nTzDezjRtDkyY5/zZsCF4Vd5imbRjq+sNnWH/oLFuOnSMtU8NQRZzBajU4lZTO0TMpHDubyrGzKRw9k8qxjds5FpdMTEBNMl3zzjEZSia3X9ucu66sT93gXAHahg0wfjwsXOh4QIsW5mIIt95a4VdsFhGRqkuBWxlR4CYiIpWSYZgLK/z+uxnALVtmVrdlZDgGbrfcAj/+mPd4iwXq1jUDuMaN4cYbzTe5FVRGlpWdxxNYf+iMORT18FlOFTJZO5jDUM3wLZgOkSE0C9cwVJH8GIYZqJlhWqpDsHbsbCrRZ1PJyC448L5Q+1B3hjXx5YaODfCsVydnx7Zt5jD37793PKBJE3Po+x13gOsFiyaIiIiUMwVuZUSBm4iIVAlZWVCvnjnfW+7ArVMnc164ixk9Gl5/Pee+YcC115qhXO7KuMaNISzMDOycyDAMjp5JNSvgDp9lw6Gz7D6RWOgx/p5uRNUPomNkCB0bBBNVLwhfTw1DlarPMAzOJGeYYdrZC6rUzt8vbCGTwvh5ulE32JuwVX/S/ORBrjmyhWv2b8jb8OxZ83dTamrOtvr1zQBu2DBw08+iiIhUDMXJifS/l4iISFWVe5XS7Gzz34wM2LjR/HrBArNiZP9+2Lcv779xcWa7Jk3ynvevv/K/pp+fYwD32GPmG+lyZLFYqB/qQ/1QH25tXxe4+DDUxPQslu89zfK9pwFzGOrltf3pGBliH4paO9C7XB+HSFkwDIP41EyHAC13sHbsbCopGdklOrePhyt1g72pF+xD3WBv6gb7UC/E/LdusDeB3u5YLBZOThhEWMJpTgbUyP9EwcHw4IMwc6Y5r+Tzz8P99zuuSCoiIlLJqMKtEKpwExGRSm3iRHPOo4JcbJXS+HgzfIuIMCcrt1m1Cq6+umh92LfPDN5sFiyAjz7KO29cgwbg4VHQWcpcZraVHTGXdhhq7lUa8xPm70lYgOaSk9KLT83MCdPsQz5zArWk9KwSndfL3cUenuUEa+b9eiE+BPuYgdrFnAysaQ/cwnZsgunTYfJk8PXNaXTiBHz5JfzrX+ZKyyIiIhWQhpSWEQVuIiJSqeWucMtPaVYpTU2FAwccq+JsXx86ZFbUubmZ7XIPB3vuOXj55bznc3Exh5DZ5o3r1MmscCkn+Q1D3XMykcL+SrrYMNTpv+9h5pK9BR7/eM+mjOp9WVk+DKmiktKz8sydlvt+QlrJAjUPNxfqBnlTNyQnVKsb7EO98//W8PMoUqCWn9yB85luPamZcBr/jFQi0uNxSU8naeKL+E14vkTnFhERcRYFbmVEgZuIiEgJZGbCkSMQHQ3dujnuGzrUrGK5mD594NdfHbc98IA5JPbCeeNCQi7JvHHxqeYw1A2HzKGom49efDXU3MNQG4T62MOK4Z+sJS45g1BfDz67rxOgCjfJkZKRle/cabahn+dSMkt0XndXC3WCvB2q0nJXq9Xw88SlrBcLiYmBNWtYsnQz2zfuoWbyWcKSznD1ka34ZOZUfMbXqkNg9GEthCAiIpWKArcyosBNRESkjBmGWXVX0Lxx586Z7f71L3jnHcdjg4Nz9ucWGJgTvjVuDHfdBa1alXnXM7Ot7IxJMCvgzs8FV9iQUTCHoXaIDGbZ7pMkpmUR6uvB9490wdvDFR8PV7zdXcs+8JAKJy0zO+/cabmCtbjkjBKd19XFQkSQF3WDHOdOswVrYf5epVt9NzsbTp40F1wp6PbOO9CyZc4xX39trihaAKuXN3H3PQRPP0XNBuU7v6OIiEhpKXArIwrcREREytmZM2b45u8PzZvnbD93zgzcimLBArjllpz727aZk7BfOG9c/frg7l7irhqGwbGz5jDUdYeKNgw1P97u58M3Wwjn4YbPBdt8PNzw9nDF17Y/V2Bn22ffdr69TzUP88pzDr30rGyi7fOm5V3t83RS4cFsQVwsUDvQO98FCeqF+FDL3xM3V5findQwICHBMTSLjISrrsppk5Fh/nycOgXWi6xQ+vPP0K9fzv0//zRXMc6Pr68ZrOeeE1JERKQS0SqlIiIiUjmFhJi3CwUFQWJiwfPGHTmSEwxcuKrq9u3w4495z+nqai7WYAvgmjSBJ54o8vBUi8VCvRAf6oX4MLDd+dVQizkMFSA1M5vUzGxILtJli8XL3cUM5NzzBnLeHq72YM/H0wzo7GGdQ9jnirf7+ZDP09V+vlJVTpWDL9ccKbM59DKyrByPT80zd9rR8/+eSChZoGaxQHiAV56VPuuGmPfDA71wL2qglpXlOF8imMO3V67MW5WWmurY7sEHHQM3Dw9IS7t42AZmKJdb8+bmPI3h4eYckeHhcMMN5nWDghS2iYhItaEKt0Kowk1ERKSSyMgwF2vYvx+uuw48PXP2/ec/ZoXbxUREmPPO5TZ1KuzenXfeuKCgInXLNgx16EdrSEzPwtvdlV4tapGakUVKRjYpGdmkZmSTkpll/nv+Vhl4urk4VN/lVNzlhHY+F1bkXRjgnd/m6xDyuZVJmJe7wu1ic+hlZVs5Hp+WqzItlWO5grXYhDSsJfyLOczfM8/cabYqtYggbzzcLhKoJSfDwYP5D+c8fjznaw+PvIukDB8Os2dfvJP9+8MPPzhuu+46SEoyA7LcN1uIFh4OtWqBj8/Fz1+3rvmzVacOHDt28fYiIiIVlCrcREREpHrx8IDLLjNvFxo7Fu65J//KuP37zco5yFsZB+ZwuRUr8m4PCXGcN+7666FLF8c2x4/jfvw4bYH2pw9yOjmdGr6evNUsDHCF2nXzXSXWajVIy8oVxmVkk5KRK5DLzCY1I4vkdLMyLuV8eJc7sEvNvHDb+fuZ2cUe8lqQ9Cwr6VlWzpZwQv/CeNjCPPcLKvLOh3PeuQM893wq8jzc8Ek4h0/8GXzcLDQ9cZCQlEx8/HzYvcabo8nZHLN6cCwdjp5JJTYhjewSJmo1/DzzXZDAFqh5ueezKEBKihmS7cknPHvqKWjWLKftokUwePDFO+LiYs65lnsRglq1HNuEhuYfnuWeg81m6dKiPQEiIiKSLwVuIiIiUrW5uprzUdWvDz16OO4zDHNI3P79+R9b0PYzZ2DtWvMG4OXlGLglJ5sVQrt2AfBZ7mNta0GMHQsTJ5phYa5hrC4ulvMVYmX/Z5phGKRlWh0CuNyBXnJGdt7qu1wBXs62nPsptmPKMMzLyLKSkWXlHGUU5vnVAT/zyyfXxhfr0BBfD+oF58ydVvd8sFYv2Js6QT54e5wPuLKzzdfS8eNgyYCaNXNOYrWar4eYGDNUs4W8+bn5ZsfA7WJDML29c8KzxETH6suHH4bbbjP3h4WZrzUREREpFwrcREREpPqyWMwgIiws//27duWtiLP9e+wY9oSpcWPH4w4csIdtBZoyxbydOeO4IMSMGTBzphmOeHoW/O/ll8P/t3d/IXGdeRjHn9GZOWODMyZjJVikxF1pihCwXoUKgQYibEPZi14YvZFS6F66uUvcdGoNhF63F01osZAlvfNil7LdtBjTlh0aaZurQBrcpGjSrLFmdWjqGceZXhyPnvmX0fYkbzx+P3DIzPnjvPxmLsLD+76/t98u/psffOAEPt77PK9D0agaLEsNHR1Kesecz0s//CDFo5L1VPFnbXJPu0KhIDuXL5uR97Pn9XpYt1IyIy+bWwv7VsvCQPfcb13SWUvTU5HyPdTWZqw909SgXZbnv8tffCF9/V3xUk738DYYeO016cMPN56rq3P2Evzpp9oDunu3+P2+fdLgYPlyTvdobKz+HbW3OwcAAHjsCNwAAACqicelri7nKLW87OytNT0tdXcXX6s2M66S0llH8/POfnS1vPhieeB27pw0NVX72bfeklKpjfdLS9WDmUikOID75BPphRc2rk9MSKOjCkWjilmWYpalPaXhoGU5tSzdS++rr5waWtZa2OcNCBvWny80NclOPr22392qHtg551jJV5h955mlt3bv/fF/KrZia/dyRs/97a9q2xXWs7mMWpcXtWvhnnT3lvTfkgDNtqVvvike70cfSWNjtetbGppJTji2slI9OHOP0u+htXVznwkAAJ4oBG4AAAC/RSzmzDJ7/vnya0ePauHzy/rlypQid24r8vfzqn/wQKFoRKEDBxTKrSgSrlc0XF/c4EFylgi2tDiNIGzb+Xe1QiOFSssD7U12yyz9zGy2+r0rK87xc5U2qnfuSJOTtT8zmSwP3M6dk86fr/loqK9PsY8/VixSr/W5gHv3OjPGHjYLMBqV3nxTc/9+Vy1L85qLN6vl/71Sz9Ha45WcunjrXGl5ZyRSHpp5A0nXt9/urCWdP/640cTB/X1ls04dJCd0rLCHIQAAQUHgBgAA4LdwWHu+nJBGRorPZyX950vndSrlzDQrNTzsHF6rq8UBnG0Xb47vev99Z4lq6b2lr3t6ysarvr7y5yr9W9qV8mFhnZefAaH7bC7nHNXCQEkz07d1s/lZzTUktLCrSZl8TH+oerdHMunU0huyvfqq02DAG67t2bO5Zbc7KWyTpLNny3//9+5tzAat9vsHACAgQoWCX9vbBs9W2r0CAAAU8c7wqSQoM3zy+erhnvdcXV150PfZZ9L339d+vqdHev314mdfeklaXKwaDK4u26pfzekvfz6hT5/baGixd2le7/3jHSX2tanjwB8rd+2kwcDvt1N+/wCAHWUrORGB20MQuAEAAGxPc0vLmlv8xXnz8p+kuXtSy9PSvz6VJLU0WmqJxwyOEAAAbDdbyYlYUgoAAIDAaYnHNgK1hRnpf7el8LL0TMLswAAAwI5QZ3oAAAAAAAAAQJAwww0AAADBQ5dMAABgEDPcAAAAEDxnzzodMbu7ne6Y0kaXzO5u5zoAAMAjEsgZblNTU0qlUkqn08pms+rs7NTQ0JD6+/tNDw0AAACPwxtvSK+8Uv06s9sAAMAjFLjAbXJyUr29vYpGo+rr61MikdD4+LgGBgZ069YtnTx50vQQAQAA8KixZBQAABgUKhQKBdOD8Esul9P+/fs1OzurdDqtrq4uSVImk9HBgwd1/fp1Xbt2TR0dHZv6e1tp9woAAAAAAIDg2kpOFKg93CYmJjQ9Pa3+/v71sE2SGhsbderUKeVyOY2NjRkcIQAAAAAAAIIuUIHb5OSkJOnIkSNl19xzly9ffpxDAgAAAAAAwA4TqD3cbty4IUkVl4zu3r1bzc3N6/dUYtu2bNtef7+4uCjJmTIIAAAAAACAncvNhzazO1ugAjc3IEskEhWvx+Nxzc7OVn3+zJkzGhkZKTvf1tbmzwABAAAAAACwrWUymarZkytQgdvvdeLECR0/fnz9fT6f18LCgpLJpEKhkMGR+WdpaUltbW2amZmhEYQB1N8s6m8W9TeL+ptF/c2i/mZRf7Oov1nU3zy+A7OCVv9CoaBMJqPW1taa9wYqcHPTRXemWym3m0Q1lmXJsqyic01NTb6N70kSj8cD8WPfrqi/WdTfLOpvFvU3i/qbRf3Nov5mUX+zqL95fAdmBan+tWa2uQLVNMHdu63SPm3379/X/Px8xf3dAAAAAAAAAL8EKnA7dOiQJOnixYtl19xz7j0AAAAAAADAoxCowO3w4cNqb2/XhQsXdPXq1fXzmUxGo6OjCofDGhwcNDa+J4FlWUqlUmVLZ/F4UH+zqL9Z1N8s6m8W9TeL+ptF/c2i/mZRf/P4DszayfUPFTbTy3QbuXTpknp7e2VZlo4dO6Z4PK7x8XHdvHlTp0+f1vDwsOkhAgAAAAAAIMACF7hJ0pUrV5RKpZROp5XNZtXZ2amhoSENDAyYHhoAAAAAAAACLpCBGwAAAAAAAGBKoPZwAwAAAAAAAEwjcAMAAAAAAAB8ROAGAAAAAAAA+IjADQAAAAAAAPARgRsAAAAAAADgIwI3AAAAAAAAwEcEbgAAAAAAAICPCNwAAAAAAAAAHxG4AQAAAAAAAD4icAMAAAAAAAB8ROAGAAAAAAAA+IjADQAAAAAAAPDRr8dzTSdUxOp3AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Preliminary Figure 4g\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", "border = 0.25\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('Depth Averaged Nitrate (0-10 m)',fontsize=18)\n", "ax.legend((),frameon=False)\n", "ax.set_ylim(0,30)\n", "ax.set_ylabel('mmol N m$^{-3}$',fontsize=14)\n", "ax.xaxis.set_tick_params(labelsize=14)\n", "ax.yaxis.set_tick_params(labelsize=14)\n", "ax.set_xticklabels([])\n", "a=2\n", "b=5\n", "c=5\n", "d=8\n", "\n", "ax.text(-.4, 25, '(g)', fontsize=15, color='k')\n", "\n", "#plt.fill([a, a, b, b], [0, 25, 25, 0], color = 'lightgreen', alpha = 0.1)\n", "#plt.fill([c, c, d, d], [0, 25, 25, 0], color = 'wheat', alpha = 0.2)\n", "\n", "#plt.savefig('Fig3g_Nitrate.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": 20, "metadata": {}, "outputs": [], "source": [ "Spring_C=(((monthly_array_nitrate_depthint_slicemean[(1,3,4,5),2]+\n", " monthly_array_nitrate_depthint_slicemean[(1,3,4,5),3]+monthly_array_nitrate_depthint_slicemean[(1,3,4,5),4]))/3) #" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "Spring_W=(((monthly_array_nitrate_depthint_slicemean[(8,11,12,13),2]+\n", " monthly_array_nitrate_depthint_slicemean[(8,11,12,13),3]+monthly_array_nitrate_depthint_slicemean[(8,11,12,13),4]))/3) #" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "Summer_C=(((monthly_array_nitrate_depthint_slicemean[(1,3,4,5),5]+\n", " monthly_array_nitrate_depthint_slicemean[(1,3,4,5),6]+monthly_array_nitrate_depthint_slicemean[(1,3,4,5),7]))/3) #" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "Summer_W=(((monthly_array_nitrate_depthint_slicemean[(8,11,12,13),5]+\n", " monthly_array_nitrate_depthint_slicemean[(8,11,12,13),6]+monthly_array_nitrate_depthint_slicemean[(8,11,12,13),7]))/3) #" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([3.48006453, 3.20434749, 1.67761007, 2.34410947])" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Summer_C" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([3.69164181, 1.13548262, 1.43987888, 1.86403363])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Summer_W" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Preliminary figure 4g\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(0,30)\n", "ax.set_ylabel('mmol N m$^{-3}$')\n", "#ax.legend([bp1[\"boxes\"], bp2[\"boxes\"], ['A', 'B'], loc='upper right')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "14.155200137737731" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Spring_C.mean()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9.039775058401927" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Spring_W.mean()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.676532890033181" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Summer_C.mean()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.0327592345167007" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Summer_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": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ttest_indResult(statistic=5.614525894310908, pvalue=0.0013625490765860285)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.ttest_ind(a=Spring_C, b=Spring_W, equal_var=True)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ttest_indResult(statistic=0.9127505297995592, pvalue=0.39656649233682384)" ] }, "execution_count": 32, "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 }