PatchesAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/nfs/ghome/live/michaela/anaconda3/envs/test/lib/python3.7/site-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
      "  import pandas.util.testing as tm\n"
     ]
    }
   ],
   "source": [
    "import argparse\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import torch \n",
    "import torch.nn as nn\n",
    "import torchvision\n",
    "#import datasets in torchvision\n",
    "import torchvision.datasets as datasets\n",
    "\n",
    "#import model zoo in torchvision\n",
    "import torchvision.models as models\n",
    "import torchvision.transforms as transforms\n",
    "import analyze_patches as pa \n",
    "import matplotlib as mpl\n",
    "import os\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_topographical_image(patches, indices):\n",
    "    # normalize patches \n",
    "    min_i = torch.max(patches).item()\n",
    "    max_i = torch.min(patches).item()\n",
    "    copy_patches = 1.*patches\n",
    "    \n",
    "    copy_patches = (copy_patches - min_i)/((max_i-min_i))\n",
    "    copy_patches = copy_patches.cpu().numpy()\n",
    "    \n",
    "    M,N = indices.shape\n",
    "    K_size = patches.shape[2]\n",
    "    ws = 1\n",
    "    image = np.zeros([3,M*(K_size+ws)-ws,M*(K_size+ws)-ws])\n",
    "    \n",
    "    for i in range(M):\n",
    "        \n",
    "        for j in range(N):\n",
    "            start_x = i*ws + (i)*K_size\n",
    "            end_x = i*ws + (i+1)*K_size\n",
    "            start_y =  j*ws + (j)*K_size\n",
    "            end_y = j*ws+ (j+1)*K_size\n",
    "            image[:,start_x:end_x,start_y:end_y] = copy_patches[indices[i,j]]\n",
    "    return image\n",
    "    \n",
    "def plot_filters_multi_channel(t):\n",
    "    \n",
    "    #get the number of kernals\n",
    "    num_kernels = t.shape[0]    \n",
    "    \n",
    "    #define number of columns for subplots\n",
    "    num_cols = 12\n",
    "    #rows = num of kernels\n",
    "    num_rows = num_kernels\n",
    "    \n",
    "    #set the figure size\n",
    "    fig = plt.figure(figsize=(num_cols,num_rows))\n",
    "    min_i = torch.max(t).item()\n",
    "    max_i = torch.min(t).item()\n",
    "    \n",
    "    #looping through all the kernels\n",
    "    for i in range(t.shape[0]):\n",
    "        ax1 = fig.add_subplot(num_rows,num_cols,i+1)\n",
    "        \n",
    "        #for each kernel, we convert the tensor to numpy \n",
    "        npimg = np.array(t[i].numpy(), np.float32)\n",
    "        #standardize the numpy image\n",
    "        #npimg = (npimg - np.mean(npimg)) / np.std(npimg)\n",
    "        #npimg = np.minimum(1, np.maximum(0, (npimg + 0.5)))\n",
    "\n",
    "        npimg = (npimg - min_i)/(max_i-min_i)\n",
    "        \n",
    "        npimg = npimg.transpose((1, 2, 0))\n",
    "        ax1.imshow(npimg)\n",
    "        ax1.axis('off')\n",
    "        ax1.set_title(str(i))\n",
    "        ax1.set_xticklabels([])\n",
    "        ax1.set_yticklabels([])\n",
    "        \n",
    "    #plt.savefig('myimage.png', dpi=100)    \n",
    "    plt.tight_layout()\n",
    "    plt.show() \n",
    "\n",
    "    \n",
    "def load_K_nns(root,local_root, file_name  ):\n",
    "    save_file = os.path.join(local_root,file_name)\n",
    "    if not os.path.exists(save_file):\n",
    "        nn_dics  = get_nns_from_file(root, file_name)\n",
    "        nn_dics = compute_intrinsic_dims(nn_dics)\n",
    "        nn_dics = int_dims_largest_scale(nn_dics)\n",
    "        with open(save_file, 'wb') as f:\n",
    "            pickle.dump(nn_dics, f)\n",
    "    else:\n",
    "        with open(save_file, 'rb') as f:\n",
    "            nn_dics = pickle.load(f)\n",
    "    return nn_dics\n",
    "def get_nns_from_file(root,start_file_name ):\n",
    "    \n",
    "    files = [name for name in os.listdir(root) if name.startswith(start_file_name)]\n",
    "    all_dics = []\n",
    "    for file in files:\n",
    "        NN_dics = {}\n",
    "        patch_size = int(file.split('_')[-1].split('.')[0])\n",
    "        saved_dics = np.load(root+file)\n",
    "        NN_dics['patch_size'] = patch_size\n",
    "        NN_dics['K_nn_dist'] = saved_dics['K_nn_dist']\n",
    "        #NN_dics['K_nns'] = saved_dics['K_nns']\n",
    "        all_dics.append(NN_dics)\n",
    "    return all_dics\n",
    "\n",
    "\n",
    "def get_patches_nns_from_file(root,start_file_name ):\n",
    "    \n",
    "    files = [name for name in os.listdir(root) if name.startswith(start_file_name)]\n",
    "    all_dics = []\n",
    "    for file in files:\n",
    "        NN_dics = {}\n",
    "        patch_size = int(file.split('_')[-1].split('.')[0])\n",
    "        saved_dics = np.load(root+file)\n",
    "        NN_dics['patch_size'] = patch_size\n",
    "        NN_dics['K_nn_dist'] = saved_dics['K_nn_dist']\n",
    "        NN_dics['K_nns'] = saved_dics['K_nns']\n",
    "        NN_dics['patches'] = saved_dics['patches']\n",
    "        all_dics.append(NN_dics)\n",
    "    return all_dics\n",
    "\n",
    "\n",
    "def compute_intrinsic_dims(K_nn_dics):\n",
    "    all_out = []\n",
    "    for nn_dic in K_nn_dics:\n",
    "        K_NN_tensor = torch.from_numpy(nn_dic['K_nn_dist']).to(args.device)\n",
    "        Idim = pa.intrinsic_dim(K_NN_tensor, args.K_min, device= args.device)\n",
    "        mean_Idim = torch.mean(Idim, dim=0).cpu().numpy()\n",
    "        std_Idim = torch.std(Idim, dim=0).cpu().numpy()\n",
    "        out = {'Idim':mean_Idim, 'std_Idim':std_Idim, 'patch_size':nn_dic['patch_size']}\n",
    "        all_out.append(out)\n",
    "    return all_out\n",
    "\n",
    "def int_dims_largest_scale(int_dims_all_scales):\n",
    "    out = {'patch_size':[], 'Idim':[], 'std_Idim': [] }\n",
    "    for dic in int_dims_all_scales:\n",
    "        out['patch_size'].append(dic['patch_size'])\n",
    "        out['Idim'].append(dic['Idim'][-1])\n",
    "        out['std_Idim'].append(dic['std_Idim'][-1])\n",
    "    \n",
    "    out['patch_size'] = np.array(out['patch_size'])\n",
    "    indicies = np.argsort(out['patch_size'])\n",
    "    out['patch_size'] = out['patch_size'][indicies]\n",
    "    out['Idim'] = np.array(out['Idim'])[indicies]\n",
    "    out['std_Idim'] = np.array(out['std_Idim'])[indicies]\n",
    "    return out\n",
    "    \n",
    "def format_ax(ax, xlabel = '',ylabel = '', title= '', labelsize = 20, y_ticks_format='{:,.00%}', x_ticks_format=None):\n",
    "    vals = ax.get_yticks()\n",
    "    if y_ticks_format is not None:\n",
    "        ax.set_yticklabels([y_ticks_format.format(x) for x in vals])\n",
    "    vals = ax.get_xticks()\n",
    "    if x_ticks_format is not None:\n",
    "        if x_ticks_format =='int':\n",
    "            ax.set_xticklabels([int(x) for x in vals])\n",
    "        else:\n",
    "            ax.set_xticklabels([x_ticks_format.format(x) for x in vals])\n",
    "    ax.set_xlabel(xlabel, fontsize=labelsize)\n",
    "    ax.set_ylabel(ylabel, rotation=0,fontsize = 1.5*labelsize)\n",
    "    ax.yaxis.set_tick_params(labelsize=labelsize)\n",
    "    ax.xaxis.set_tick_params(labelsize=labelsize)\n",
    "    ax.set_title(title, size=labelsize)\n",
    "    ax.yaxis.set_label_coords(-0.15, 0.5)\n",
    "    #ax.legend()\n",
    "    \n",
    "dirname = 'figures/'\n",
    "#os.makedirs(dirname, exist_ok=True)\n",
    "save_figs = True\n",
    "def save(n, ext='.pdf', save_figs=True, **kwargs):\n",
    "    if save_figs==True:\n",
    "        kwargs.setdefault('bbox_inches', 'tight')\n",
    "        kwargs.setdefault('pad_inches', 0)\n",
    "        kwargs.setdefault('transparent', True)\n",
    "        plt.savefig(os.path.join(dirname, n + ext), **kwargs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting data loaders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# arguments\n",
    "root = '/nfs/gatsbystor/michaela/projects/nondeep/data/'\n",
    "class Struct:\n",
    "\tdef __init__(self, **entries):\n",
    "\t\tself.__dict__.update(entries)\n",
    "args = {'dataset':'imagenet32',\n",
    "        'no_padding':False,\n",
    "        'batchsize':512,\n",
    "        'num_workers':4,\n",
    "        'padding_mode':'constant',\n",
    "        'path_train': '/nfs/gatsbystor/michaela/projects/data/imagenet/imagenet32/out_data_train/',\n",
    "        'path_test': '/nfs/gatsbystor/michaela/projects/data/imagenet/imagenet32/out_data_val/',\n",
    "        'K_nn':2000,\n",
    "        'numpy_seed':0,\n",
    "        'n_channel_convolution':1000,\n",
    "        'K_min':10,\n",
    "        'normalize':False,\n",
    "        'device':'cuda',\n",
    "       }\n",
    "args = Struct(**args)\n",
    "# Getting data loaders\n",
    "trainset, testset, trainset_whitening, trainloader, testloader, trainloader_whitening = pa.load_data(args)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Computing Singular Values of patches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Computing singular values of \n",
    "save_file = 'data/eigvals_imagenet32.pickle'\n",
    "if not os.path.exists(save_file):\n",
    "    patch_sizes = [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]\n",
    "    whitening_regs = np.array([0.00001,0.0001,0.001,0.01,0.1,1.,10.])\n",
    "    imagenet32_eigvals = pa.eigvals_patches(trainloader_whitening,patch_sizes,whitening_regs)\n",
    "    \n",
    "    with open(save_file, 'wb') as f:\n",
    "        pickle.dump(all_eigvals, f)\n",
    "else:\n",
    "    with open(save_file, 'rb') as f:\n",
    "        imagenet32_eigvals = pickle.load(f)\n",
    "        \n",
    "# Computing singular values of \n",
    "save_file = 'data/eigvals.pickle'\n",
    "if not os.path.exists(save_file):\n",
    "    patch_sizes = [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]\n",
    "    whitening_regs = np.array([0.00001,0.0001,0.001,0.01,0.1,1.,10.])\n",
    "    cifar10_eigvals = pa.eigvals_patches(trainloader_whitening,patch_sizes,whitening_regs)\n",
    "    \n",
    "    with open(save_file, 'wb') as f:\n",
    "        pickle.dump(all_eigvals, f)\n",
    "else:\n",
    "    with open(save_file, 'rb') as f:\n",
    "        cifar10_eigvals = pickle.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Decay of singular values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n",
      "/nfs/ghome/live/michaela/anaconda3/envs/test/lib/python3.7/site-packages/ipykernel_launcher.py:44: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2, figsize=(12,5))\n",
    "max_id = 200\n",
    "id_start = 1\n",
    "raw_idx=0\n",
    "whitened_idx = 2\n",
    "linewidth = 5\n",
    "patch_sizes = [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]\n",
    "whitening_regs = np.array([0.00001,0.0001,0.001,0.01,0.1,1.,10.])\n",
    "colors = sns.color_palette(\"copper\", n_colors=len(patch_sizes) , desat=.7)\n",
    "for i in range(len(patch_sizes)):\n",
    "    if np.mod(i,2)==0:\n",
    "        ax[0].plot(np.sqrt(cifar10_eigvals[i][:,raw_idx]),  color= colors[i], linewidth=linewidth)\n",
    "        ax[1].plot(np.sqrt(imagenet32_eigvals[i][:,raw_idx]),  color= colors[i],  linewidth=linewidth)\n",
    "\n",
    "format_ax(ax[0],xlabel='$i$', ylabel= '$\\\\frac{\\lambda_i}{\\lambda_1}$', title = 'Cifar10 raw patches', labelsize=20, x_ticks_format = None)\n",
    "format_ax(ax[1],xlabel='$i$', ylabel= '', title = 'Imagenet raw patches', labelsize=20, x_ticks_format = None)\n",
    "\n",
    "#format_ax(ax[1],xlabel='$i$', ylabel= '$\\\\frac{\\lambda_i}{\\lambda_1}$', title = 'Whitened patches', labelsize=20, x_ticks_format = None)\n",
    "norm = mpl.colors.Normalize(vmin=2, vmax=patch_sizes[-1], clip=False)\n",
    "my_cmap = mpl.colors.ListedColormap(colors.as_hex())\n",
    "#plt.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap=my_cmap), ax = ax[1], loc=(1.4, 1.))\n",
    "fig.subplots_adjust(right=0.8)\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "#divider = make_axes_locatable(fig)\n",
    "#cax = divider.new_horizontal(size=\"5%\", pad=1, pack_start=False)\n",
    "#fig.add_axes(cax)\n",
    "#fig.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap=my_cmap), cax=cax)\n",
    "\n",
    "\n",
    "\n",
    "cbar_ax = fig.add_axes([1.02, 0.165, 0.02, 0.75])\n",
    "fig.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap=my_cmap), cax=cbar_ax)\n",
    "\n",
    "\n",
    "\n",
    "ax[0].set_yscale('log') \n",
    "ax[1].set_yscale('log') \n",
    "ax[0].set_ylim([2*1e-4,1])\n",
    "ax[1].set_ylim([2*1e-4,1])\n",
    "#ax[1].set_yticks([])\n",
    "ax[0].yaxis.set_label_coords(-0.25, 0.42)\n",
    "ax[0].legend()\n",
    "#ax[idx_M].legend(handles, labels, bbox_to_anchor=(1.4, 1.),frameon=False)\n",
    "plt.tight_layout()\n",
    "save('spectrum_patches')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Covariance dimension"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2, figsize=(12,5))\n",
    "# params\n",
    "max_id = 100\n",
    "raw_idx=0\n",
    "whitened_idx = 2\n",
    "linewidth = 5.\n",
    "thresh = 0.001\n",
    "colors = [ 'darkgreen', 'yellowgreen','darkblue', 'deepskyblue']\n",
    "# computing intrinc dims\n",
    "cifar10_all_dims = np.array([ pa.cov_dimension(cifar10_eigvals[i], thresh) for i in range(len(patch_sizes))])\n",
    "imagenet32_all_dims = np.array([ pa.cov_dimension(imagenet32_eigvals[i], thresh) for i in range(len(patch_sizes))])\n",
    "\n",
    "#cifar10_all_dims_t_min = np.array([ pa.cov_dimension(cifar10_eigvals[i], 0.05) for i in range(len(patch_sizes))])\n",
    "#imagenet32_all_dims_t_min = np.array([ pa.cov_dimension(imagenet32_eigvals[i], 0.01) for i in range(len(patch_sizes))])\n",
    "\n",
    "#cifar10_all_dims_t_max = np.array([ pa.cov_dimension(cifar10_eigvals[i], 0.05) for i in range(len(patch_sizes))])\n",
    "#imagenet32_all_dims_t_max = np.array([ pa.cov_dimension(imagenet32_eigvals[i], 0.1) for i in range(len(patch_sizes))])\n",
    "\n",
    "\n",
    "# plot\n",
    "\n",
    "ax[0].plot(np.array(patch_sizes),imagenet32_all_dims[:,whitened_idx],linewidth = linewidth, color = colors[1],label = 'whitened ImageNet (32x32)',)\n",
    "ax[0].plot(np.array(patch_sizes),imagenet32_all_dims[:,raw_idx], linewidth = linewidth , color = colors[0], label = 'ImageNet (32x32)',)\n",
    "\n",
    "#ax[1].plot(np.array(patch_sizes),imagenet32_all_dims_t_min[:,whitened_idx],label = str(patch_sizes[i]), linewidth = linewidth, color = colors[1], linestyle='--' )\n",
    "#ax[1].plot(np.array(patch_sizes),imagenet32_all_dims_t_max[:,whitened_idx],label = str(patch_sizes[i]), linewidth = linewidth, color = colors[1], linestyle='-.')\n",
    "\n",
    "ax[0].plot(np.array(patch_sizes),cifar10_all_dims[:,whitened_idx], linewidth = linewidth, color = colors[3],label = 'whitened Cifar10',)\n",
    "ax[0].plot(np.array(patch_sizes),cifar10_all_dims[:,raw_idx],linewidth = linewidth , color = colors[2],label = 'Cifar10')\n",
    "\n",
    "format_ax(ax[0],xlabel='patch size', ylabel= '$\\\\frac{d_{int}}{d_{ext}}$', title = 'Covariance dimension', labelsize=20, x_ticks_format=None )\n",
    "#format_ax(ax[1],xlabel='patch size', ylabel= '', title = 'Whitened patches', labelsize=20, x_ticks_format=None)\n",
    "ax[0].set_xlim([3,20])\n",
    "#ax.set_ylim([0,1.])\n",
    "#ax[1].set_xlim([3,20])\n",
    "ax[0].yaxis.set_label_coords(-0.23, 0.42)\n",
    "ax[0].yaxis.set_label_coords(-0.23, 0.35)\n",
    "#ax.legend(bbox_to_anchor=(1.4, 1.),frameon=False)\n",
    "ax[0].legend(fontsize = 15, bbox_to_anchor=(.10, .85))\n",
    "save('cov_intrinsic_dims')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Intrinsic dimension\n",
    "We use the estimator in https://www.stat.berkeley.edu/users/bickel/mldim.pdf\n",
    "\n",
    "$d_{int} =  \\frac{1}{N} \\sum_{n=1}^N  d_{loc}(X_i) $\n",
    "\n",
    "where $d_{loc}(X_i)$ is the local instrinsic dimension of patch $X_i$ based on the $K$ nearest neigbors.\n",
    "\n",
    "$d_{loc}(X_i) =   \\left(   \\frac{1}{K-1} \\sum_{m=1}^{K-1}\\log(\\frac{ dist_{NN_k}(X_i)  }{ dist_{NN_m}( X_i) }  )  \\right)^{-1} $\n",
    "\n",
    "$dist_{NN_m}(X_i)$ is the distance between $X_i$ and it's $m$-th nearest neigbor. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "        \n",
    "dataset = 'imagenet32'\n",
    "start_file_name = 'k_nns_'+dataset+'_patchsize'\n",
    "imagnet32_int_dims_LS  = load_K_nns(root, 'data', start_file_name)\n",
    "\n",
    "\n",
    "dataset = 'cifar10'\n",
    "whitening_reg = -1\n",
    "start_file_name = 'k_nns_'+dataset + '_whitening_reg_'+str(whitening_reg)\n",
    "cifar10_int_dims_LS  = load_K_nns(root, 'data', start_file_name)\n",
    "\n",
    "\n",
    "dataset = 'imagenet32'\n",
    "whitening_reg = 0.0001\n",
    "start_file_name = 'k_nns_'+dataset + '_whitening_reg_'+str(whitening_reg)\n",
    "reg_imagnet32_int_dims_LS  = load_K_nns(root, 'data', start_file_name)\n",
    "\n",
    "dataset = 'cifar10'\n",
    "whitening_reg = 0.0001\n",
    "start_file_name = 'k_nns_'+dataset + '_whitening_reg_'+str(whitening_reg)\n",
    "reg_cifar10_int_dims_LS  = load_K_nns(root, 'data', start_file_name)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2, figsize=(12,5))\n",
    "# params\n",
    "max_id = 100\n",
    "raw_idx=0\n",
    "whitened_idx = 2\n",
    "linewidth = 5.\n",
    "thresh = 0.001\n",
    "colors = [ 'darkgreen', 'yellowgreen','darkblue', 'deepskyblue']\n",
    "patch_sizes = [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]\n",
    "whitening_regs = np.array([0.00001,0.0001,0.001,0.01,0.1,1.,10.])\n",
    "# computing intrinc dims\n",
    "cifar10_all_dims = np.array([ pa.cov_dimension(cifar10_eigvals[i], thresh) for i in range(len(patch_sizes))])\n",
    "imagenet32_all_dims = np.array([ pa.cov_dimension(imagenet32_eigvals[i], thresh) for i in range(len(patch_sizes))])\n",
    "\n",
    "#cifar10_all_dims_t_min = np.array([ pa.cov_dimension(cifar10_eigvals[i], 0.05) for i in range(len(patch_sizes))])\n",
    "#imagenet32_all_dims_t_min = np.array([ pa.cov_dimension(imagenet32_eigvals[i], 0.01) for i in range(len(patch_sizes))])\n",
    "\n",
    "#cifar10_all_dims_t_max = np.array([ pa.cov_dimension(cifar10_eigvals[i], 0.05) for i in range(len(patch_sizes))])\n",
    "#imagenet32_all_dims_t_max = np.array([ pa.cov_dimension(imagenet32_eigvals[i], 0.1) for i in range(len(patch_sizes))])\n",
    "\n",
    "\n",
    "# plot\n",
    "\n",
    "ax[0].plot(np.array(patch_sizes),imagenet32_all_dims[:,whitened_idx],linewidth = linewidth, color = colors[1],label = 'whitened ImageNet (32x32)',)\n",
    "ax[0].plot(np.array(patch_sizes),imagenet32_all_dims[:,raw_idx], linewidth = linewidth , color = colors[0], label = 'ImageNet (32x32)',)\n",
    "\n",
    "#ax[1].plot(np.array(patch_sizes),imagenet32_all_dims_t_min[:,whitened_idx],label = str(patch_sizes[i]), linewidth = linewidth, color = colors[1], linestyle='--' )\n",
    "#ax[1].plot(np.array(patch_sizes),imagenet32_all_dims_t_max[:,whitened_idx],label = str(patch_sizes[i]), linewidth = linewidth, color = colors[1], linestyle='-.')\n",
    "\n",
    "ax[0].plot(np.array(patch_sizes),cifar10_all_dims[:,whitened_idx], linewidth = linewidth, color = colors[3],label = 'whitened Cifar10',)\n",
    "ax[0].plot(np.array(patch_sizes),cifar10_all_dims[:,raw_idx],linewidth = linewidth , color = colors[2],label = 'Cifar10')\n",
    "\n",
    "format_ax(ax[0],xlabel='patch size', ylabel= '$\\\\frac{d_{int}}{d_{ext}}$', title = 'Covariance dimension', labelsize=20, x_ticks_format=None )\n",
    "#format_ax(ax[1],xlabel='patch size', ylabel= '', title = 'Whitened patches', labelsize=20, x_ticks_format=None)\n",
    "ax[0].set_xlim([3,20])\n",
    "#ax.set_ylim([0,1.])\n",
    "#ax[1].set_xlim([3,20])\n",
    "ax[0].yaxis.set_label_coords(-0.23, 0.42)\n",
    "ax[0].yaxis.set_label_coords(-0.23, 0.35)\n",
    "#ax.legend(bbox_to_anchor=(1.4, 1.),frameon=False)\n",
    "#ax[0].legend(fontsize = 15, bbox_to_anchor=(.10, .85))\n",
    "#fig, ax = plt.subplots(1,1, figsize=(6,5))\n",
    "# params\n",
    "max_id = 100\n",
    "raw_idx=0\n",
    "whitened_idx = 3\n",
    "linewidth = 5.\n",
    "thresh = 0.2\n",
    "K_max = 2000\n",
    "# plot\n",
    "#patch_sizes = []\n",
    "\n",
    "colors = [ 'darkgreen', 'yellowgreen','darkblue', 'deepskyblue']\n",
    "ext_dims = reg_imagnet32_int_dims_LS['patch_size']**2*3\n",
    "ax[1].plot(reg_imagnet32_int_dims_LS['patch_size'],reg_imagnet32_int_dims_LS['Idim']/ext_dims, label = 'whitened imagenet32', color = colors[1], linewidth = linewidth)\n",
    "\n",
    "ext_dims = reg_cifar10_int_dims_LS['patch_size']**2*3\n",
    "ax[1].plot(reg_cifar10_int_dims_LS['patch_size'],reg_cifar10_int_dims_LS['Idim']/ext_dims, label='whitened cifar10', color = colors[3], linewidth = linewidth)\n",
    "\n",
    "ext_dims = imagnet32_int_dims_LS['patch_size']**2*3\n",
    "ax[1].plot(imagnet32_int_dims_LS['patch_size'],imagnet32_int_dims_LS['Idim']/ext_dims, label = 'imagenet32', color = colors[0], linewidth = linewidth)\n",
    "\n",
    "ext_dims = cifar10_int_dims_LS['patch_size']**2*3\n",
    "ax[1].plot(cifar10_int_dims_LS['patch_size'],cifar10_int_dims_LS['Idim']/ext_dims, label='cifar10', color = colors[2], linewidth = linewidth)\n",
    "\n",
    "\n",
    "format_ax(ax[1],xlabel='patch size', ylabel= '', title = ' Nearest neighbor dimension ', labelsize=20)\n",
    "ax[1].yaxis.set_label_coords(-0.23, 0.35)\n",
    "#legend(handles, labels, bbox_to_anchor=(1.4, 1.),frameon=False)\n",
    "ax[1].legend(fontsize = 15)\n",
    "save('intrinsic_dims')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Topographical ordering of patches\n",
    "\n",
    "Based on work in http://amsdottorato.unibo.it/9101/     page 78 figure 2.16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "dataset = 'imagenet32'\n",
    "device = 'cuda'\n",
    "whitening_reg = 0.001\n",
    "file_name = 'patches_k_nns_'+dataset+'_whitening_reg_'+str(whitening_reg)\n",
    "save_file = os.path.join('data', file_name)\n",
    "if not os.path.exists(save_file):\n",
    "    cifar10_patches  = get_patches_nns_from_file(root,file_name)\n",
    "    with open(save_file, 'wb') as f:\n",
    "        pickle.dump(cifar10_patches, f)\n",
    "else:\n",
    "    with open(save_file, 'rb') as f:\n",
    "        cifar10_patches = pickle.load(f)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [],
   "source": [
    "M = 41\n",
    "patches =  torch.from_numpy(cifar10_patches[0]['patches']).to(device)\n",
    "K_nns = torch.from_numpy(cifar10_patches[0]['K_nns']).to(device)\n",
    "K_nn_dist = torch.from_numpy(cifar10_patches[0]['K_nn_dist']).to(device)\n",
    "start_patch = 12\n",
    "indicies = pa.compute_topological_order(start_patch,K_nns,M, stride=1,NN=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = build_topographical_image(patches, indicies)\n",
    "image = image.transpose(1,2,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (40, 40))\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(image, interpolation = 'nearest')\n",
    "\n",
    "save('topographical_order_more_patches_imagenet32')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Topographical ordering of patches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAACIwAAAiMCAYAAAAn7O4cAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzcWbBs133f97Xnnk73me6584BLECBpgaNEa0pKtlKpVJxKlR0PlZRCS6I5QQQnjCQBkCAJAgQ4gQApTqLIWLbKZZfLsV6SPKSSYqLIsmiKFjGPdz73zKfn3mMe9Crs37+ILsWp/n4e0T+s3sNa/7X26n2PV1WVAwAAAAAAAAAAAAAAwOLw/78+AAAAAAAAAAAAAAAAAPz14oURAAAAAAAAAAAAAACABcMLIwAAAAAAAAAAAAAAAAuGF0YAAAAAAAAAAAAAAAAWDC+MAAAAAAAAAAAAAAAALJiw7sM//NYjlWqgv78nv2Q482TGiyKZaZWlzPizovbz933uYdnG1x7+uMxs7evjnYaJzLgolpFWpN/rSQL9VZ+853aZ+eo9t8pM5ev76buxzDTirPbzfW9dtnG50vfhiU8/KjOP3PkemQmipsykXv05Oedc4PTN8nJ9jcfRRGY+9bnvysy7f+c3aj9fWVqRbRRpW2b89oHMBEsDmXG+Pu9H7vjXMvPgbffLTLai71XmG+55keuMp/tyOq0vyQ8+8jnZxt0PvF9mkkIfS1jpPlpG+rwjT9f1ONL94s57/pnMPPCtH8tMvvcjmUm8Q5lpFPu1n/uhnF5dFOu+fttHvywzf/Cd35WZ/cO+zISBnouqqHZZ4ZxzbpLrMdNd0jXlPe/+HZm59ZufqP28E+i67grd19fDJZl5Ib4qM0+/Ts+dP/yVx2XmM5+9V2aC0ZrMpGO9jim9rv6uSq8Vu836/v6xL9wt2/j9+z8kM+NA1/XSsN4MLO0U9WtS55yLnM6874EnZOYff1CvXVsNPT6Daf15VaWeH6rOUGZmDT0efu8zP5CZez5ZP8adc873DM8hhkzldN22yAw18NGHHpGZ3/3sg7Wfeyu6vl18qSMzieXa9PW1WfH0HPLhb/8TmXnsw3pOq+JUZnxfj+E00Pcq2pjJTNLarf38/e/Vzyof+NBt+ntiPT7/Os1Sff1+92t6Trvtbj3Om3FDH1BVX9uLQPfjaaj7TTSZysxXP/95mfnAh/Q6J0n0XoKJqbzpWjCve/79T32t9vPDoZ47sx0953m5PvHyJv088/SSHnvf+5gew4/f/s9l5uLrX5CZ/XxTZuILGzJzYnBcZvy1+n7xiQffK9u488Hfk5lGpet6GhjmK8NeVmFYBzrDns6XPq7P/fvf1Ps1qWFv6HC/fu2VDvTYTBM9T6exPpaH7vuozNzz0U/JTDWrnzudcy5efbvMuBW95nR/fFpGRuf1uX/50XfJzCfvql+/BaH+HmfYQ3GlYTwY1mapoZ0vPHyPzDx6/50yk/u6bqu53DnnvErPEU7UgizX33Pf574kM+/7oJ7L2y29Zq/m8xhiYpnLv/HYYzLzkXv0vLcS6T2JSVpf36JEH2871XsW6bR+D8855+7/qn4uv+2D+veF5d6yzGSpfsbwDEMmLVsyU0313uOXDff8d79W/5tbbhiarZZ+Pp0ark3Y0Xt0R567KDN/7yG9z/6JT+oa6Bt+U8r0ktM1En1es+G12s+jQN/vz35e9/UP3/ERmWkk+hmtmleBM0yfs1SvJx979Csy89Cjei/eL0cyE4T1c01i2IffNTwXvXKg95q//0W9B3XbB/RvSl1DfZsa7kPkG34Pn+i+k2Z6jnjo2/XPns459xvfrL/n3T3Db2mhPqcy0/1m3/AiwEZb14ovv/89f+Wo4S+MAAAAAAAAAAAAAAAALBheGAEAAAAAAAAAAAAAAFgwvDACAAAAAAAAAAAAAACwYHhhBAAAAAAAAAAAAAAAYMHwwggAAAAAAAAAAAAAAMCC4YURAAAAAAAAAAAAAACABcMLIwAAAAAAAAAAAAAAAAuGF0YAAAAAAAAAAAAAAAAWTFj34c5kWzbQChOZGe5uycxy74huZ5LLjPNqT8nk0mhJZqpGJDOtJJCZ2C/0dxVjmWk2WjJjUenTclMvlpnSX5GZ/aj+y9qjkWzjlkEmMxZpXMlMoU/bBanOVJUnM3nD0C+imf4yg9XlZu3nzVj3rTLU754FrbbONHU9yYv53PN+3peZMtc3PWw1ZMb3dV3KC90Hg56+hkpouJ+J08dS5TrjRfr6+bkuOlU8n74eXv2fZKbnlzLTinVtH0f1fTkr9Xn7xXze6TwYDGVGn7VzVaD7cTbV9yqM9bkP+wPDEWkrW/X9/fRQ99Hh7oHMROu6Dpxf68rMSjmVmR/KhHNFqNcxWcew7sp1Xy8qPd+Xhr4cdSy9sN7A15Pw2NPXxgt0fYtyvSYtCn1OU0M9sWjmem7sTXV/z/L6a1jqadq51LBe9w0Zg8DXfSsMDP24MByP7hbOeToU+nodaFG647WfZ33DXB5fkpm9w32ZObbyRplJIl0rLMoV/Vzk6WW0GxzoUNTTtX1waUdmssaGPiChYZg7o/C1PwfP03x6unO9SPdlP9RjuCzr73mS6u9pHuq6vhvpfmPRiHU7kWFtZqPvlufpa+zNYS/GOedGYo9kmOu1rWVt1vX0uJp5ezJzZHVNZiym2URmvL6e75diveaMG4YJfaT7+2iij1lpZc/KTDDWtbYRGJ6VS0OtMMwho5HeS7DYGem+/NKzV2Um8uufeRJP94lqRz+HtMv5nHc10+0cXT4lM9Ox3ts4qPT47B7/icx01vSzk0UQ1ddbw7LVlYY9RcsaOcn0s/sgMGwSG0ydPjHDI5grSsOawJCJyvrjWZpaFv5ay1Bro9DwrJLrwuR581l5VYb9XYsNw35Dx1+Wma5Y6zRWdO1/zjBVvTHWx2IRJ/qZu6j0/BqXOjPJ9PgsYr1HEnrz2XMdT+rnkcIwv3qeHg9lZfgNZ6KfGXc69b+HWG3O9Bxr2a/xM33MoeH3v6bYb0jK+dSKODL87hnpZ4PSsG9mebC01EDP0HcsXhjpcb5m+C2oI/YVC6f3YmYzvZa88aazMmMRBXrMVIaFtKVfVJnhfka67/iG9YfFxqR+DLd1GXB5dkFmZqle/76po/e1d6d6Xf9q+AsjAAAAAAAAAAAAAAAAC4YXRgAAAAAAAAAAAAAAABYML4wAAAAAAAAAAAAAAAAsGF4YAQAAAAAAAAAAAAAAWDC8MAIAAAAAAAAAAAAAALBgeGEEAAAAAAAAAAAAAABgwfDCCAAAAAAAAAAAAAAAwILhhREAAAAAAAAAAAAAAIAFE9Z9+OJ+7cfOOecaRSAzVfeszBzsDGWm4zoyU3iRzChe2JaZOMxlJqhK/WWBvsYrvWXD8aT6uyzSSmeW9H2Ylvo+7M6S2s/PNjzZRreayIxF6Ovj9Xx9r8SQ+st2Kv1dfnwoM5Ol+Zz7bFbfTmLo67NU97/EZTJTVfqex736fmOV9Boyk7X1vdo4dVJm0kN9P2OvJTONzorMKL6n+03h6ftget2w1KHCK2QmnBm+y+Dk0bHMTKd6TvNmU/1lWf25W8qJ5TZYdJaWZObCpYsy02zpPhpU+n62Ez2HpIVh/jQ4HtaP87ypj9db0TVntLcjM+upvg9nJrqeWJwrXpGZPfe8zKyf0HVyqku7K2LdmXfzkW5ICFJdsxuxXufkuWFNFehaEYb6eALLdxmsJIbvCgzrj6C+dlWFoY2u7hStYF1mLDyn72eW6WscxPp+Bk7349JQA2epYQ4xOBwPaj8fz/qyjWhpS2a6G/qc/GBbZq7uvigzFn6kr18e63aabT0R+9G+bqit+8Xo35/W7QiWvu4MGc/Qjy0sR2M7Zq0V6jWB5wzrBrEs9QPd18u2rhV5ZXlm1KrcsNj2LBnDdxmewZxvWCNX+rnR4rBfv2avIn2NT5xalZn9HT3Gjyf6+euVA/2sZ5Lp65dM9NosyvT9DEtdKItcz+exYT9LqdxRHWoY1m+R3scbjfQccuLMcd2O4dnJ4tK1CzJz7JTug0Vef33Ge5dkG/6yvn6DJT2uLNorr9PfVRzITK+tz+tMpGvXT3X5d+cNazwLz4l2DFOnV+lzSqr6daJzzl3p6Pt59FDfB4sqNOwNGS5xEulnkdFI18BpVl/fOsV89lsta6HKsPcR+H99/97Xn9M+VJjrhizP3V5avyGYRXpefLow1H7D/qVF2/DMXRnWVGWs5+nY8htEpM8riudT39ZX6ve80szwrGzYbw0s619DQQnaPd2OwemTeh/Pm16VmcQwZpKWXitOJvWZ2cjwsGxQlYbfhEtd34pCn5NnqYGVrrdlOZ++Xhn2dCaG/clJWd9OGetrc/q43ltrzmkPKokMv+H4un9lhnvuG2pXnuk+mDXmc8/zvL6d/lT/eFVm+vcQw/a5Kwz1rXoN6wb+wggAAAAAAAAAAAAAAMCC4YURAAAAAAAAAAAAAACABcMLIwAAAAAAAAAAAAAAAAuGF0YAAAAAAAAAAAAAAAAWDC+MAAAAAAAAAAAAAAAALBheGAEAAAAAAAAAAAAAAFgwvDACAAAAAAAAAAAAAACwYHhhBAAAAAAAAAAAAAAAYMGEdR92wjXZwCTV75wcPX1CZvaiXZkZDVKZccVMZ4RuU59T1El0pqXb8dN9mTncui4zF597UWYsmlEsM3lU222cc87t7RzIzEHarv08agxlG6PGocxYzKalDk0rGQmCXGaKTF+/WRXITDvV98qikTRrP/c8Pe7ahvGQBobx6+n7EBSRbsfg/I03yMx2NpGZl154TmaCUp9XlNffB+ecG2ZXZEapSl2XKk9nAl+fk+fr8VA6T2d0xGQ/L2TGc7ovF3FDZsK8/hr6mZ6rPKdrjkV/0JeZ9bV1mal8fSMOru3o70p0O346n5s+3hrVfj7p6Frrb7RkJjzbkZnRRT0eLhzM6byHmcxkzfo52DnnDvf19clTnfEM9aLbeu3nHnq6jamhDrjSMvb0OVWVbqeqDMdjMPX1HNtIDPczF32n0nOwX+hjKXM9Hkw8fY0bTT2G+0O9bh3sD2QmCfV3Vd581m9pWn8NLeMh7eu1x7HTy/pg8hUZ2cyv6nYMYsP1m2Z6XGWhrpOFLpNu+Yy+zo3DZ3RDiqGe2JYN81lbmL7JcswGkeExLS113VFjIgv1F+0u6zqabG/LjIVvmDuryrDfYHiW83zdjufrcVXl87nnYVB/nRsd/T37qb4P+4eGczLsayyd1+toi6nTdama6GeVoKGfVYJS70kUgb4+safHhJJX+rmoKvR48CO9trCMq4uG5/u3/82flxmL5UTPaYdDvQeQFvX36uwNN8o2yrWezGwuzedZJUp0//O3uzJTLukxc2n2vMyMYz2uktFYZkxE+TJMec5Qsp0bTWXkRyd/TWb+QfSnhi8zyPS9Mizr3cCwd7t89LzMHA72aj/vT1/7bwvOOdv6zbA2m9OSymRe67cs1fc89vWzSDusrzt9Uf+cc65YWpKZ0ax+78gqywxr0kg/U+eGMRMa5r08M+yhp4b9eoPRuH5Omxn6hO/redE37H2Ume5bg0g/31ss+bqdcX9LZopc153Dge7v6ah+zJTNk7INC8uedVUZ1m+GSc1Sl3zDnnUwp1p6uqe/azbU66rxpP7cS8Nv1KFv2KPb1r+7W0zFbx3OOefrxxDTfcgN97xoWvYedd2xmKT14/PcMT2udjYvy0y5os/J8jtPO9Rr7VfDXxgBAAAAAAAAAAAAAABYMLwwAgAAAAAAAAAAAAAAsGB4YQQAAAAAAAAAAAAAAGDB8MIIAAAAAAAAAAAAAADAguGFEQAAAAAAAAAAAAAAgAXDCyMAAAAAAAAAAAAAAAALhhdGAAAAAAAAAAAAAAAAFgwvjAAAAAAAAAAAAAAAACyYsO7D5u5QNrA/msnM1V4uMydvPCUzW1vXZKbpN2RGiVdimamuPCUzu9vbMjOZVjJTBvp4ess3yoxF1vBkZu/CJZlpLS3LTKdR2/3ctKH7ze7qfN55Cpu633h+IDNVqY/Hj/TxRIUOjcYt3ZBB4NWfV1Umso0019cmjPU55XkmM8NsIjMWXlnKzPb16zIz7g9kZtUwHiKvfjw451w7NHQeQY9w58KykJnKM9SuQvedwOlxHgX6eCwKp+9DWun7kAd6nHdFP01Cff1cYcgY5FM9TwcNPYbzTN+r3tKKzIx2D2WmsbwkMya9+jHTaekx1Z/ptVAZ6+vnVvVcPq4M7RgMVrsys53pTGGYi7ygKTMrvq633p5eWyjTYCozoWFNlaZ6jFeGYmqpt/MS6+HpGi6Vmcqrv1ee03Vp5uszb2QdmbHICj0/XH7xRZk5srImM+98yztkxjesmaJIrzkflwnn+oP6fnq0sSHbCFNds/MtXZcOp/sys9Y5KTMWh4Xu7OttXXPyic6khmVX2dfrhv6V+Zy74hnWZqbiNafvmlsN9HVNDgLDc9pMrIeaui7tjPQ88+sNvc6xKEr9zNNq6atcFvraFKUeV57T7Vi6oEWZ1p/X2pGebOPa7ksyM5notdC55JjMvHx1LDMWXqrn6eZMzzPV1FADE8PaP9T9qzWHf4PmNQz1ZKQzWaaPd7h7IDM33qT31q4f9mXGIh3qcR629Fr7/BvfUPt533D9xpu6drWHum9ZRAM9ZvKlPZm5HurnXJfqcX7kP9Nrsz+7pPeqLEoxZkLDPJ0b9msm8XGZ+c+v/QuZ+RXvZZmxSHI9z2RO96/hVJ/70bUT+rv8+mfC5bO6DZNKj73AsM4pDPuXnmdYeRmOZ17rtzTX47zT0GuvWDxbjj09NhuV3l86sOzRGVSGve8w1M8PrjBkpoZNgKZeN8SRXn9Y5GIM54b1Zmj40cT39e8huWGfwDfslVrsXXhGZhqV3lcMOvrZfFLo/axpp35O83vnZRsWvmHh7xvqUlHp+uYb9pjiSK9tX7p0WWYsmpefk5m4PC0zxaS+Tq4F+ryDrn4uOui89t+TnHOuNBxPaPhtz7KaNPz04opSH09Wzmf9tiLmaks1ORnrevxkQ2caO7oGnhn/7L+l8RdGAAAAAAAAAAAAAAAAFgwvjAAAAAAAAAAAAAAAACwYXhgBAAAAAAAAAAAAAABYMLwwAgAAAAAAAAAAAAAAsGB4YQQAAAAAAAAAAAAAAGDB8MIIAAAAAAAAAAAAAADAguGFEQAAAAAAAAAAAAAAgAXDCyMAAAAAAAAAAAAAAAALJqz7MBjMZAOd1Vxm/LNHZGZ7vy8zLhnKyIXDo7odYbT1tMzklX7XJtw4LTOtaSwzSbwhM53uGZlx7jGZ6A8PZWZlSR9zOyxkporq7/nIq2Qbs8F83nmajXZkpmq0ZcZLM5kJPH3M+URGXJg2dcig6C/Vfh5EkW4j9/QXlbpWJP5UZoKO4bsMVpc6MnNsdV1mDg/3ZWZmqKVRmciMZ7gXUqU7V1XqsVfUzh5/yc9TnfF1vyjLgf4yg+ZE953Q6dpVOn1eUVjfl/NKX+PYN1xkgyNnV2Rmu6/n16qpr1+7DGQmXdbXz7V0LbU4OF/WB0a6b7Uyfd6RYcyEpR57NxjmPYvBvu47RaCvcZyMZWa5syUzuaEGnrjxpMwoWbUrM763phsKdV1ynu4XldP3syz1vGfhZXoucmn9fO+cc6kvxnAlxpRzLh7rTJ7Np69vbl6SmV/+hV+UmU6jKzM7W9dlZprq8wqi+axdj7+5fh249+cHso31ZV0r0kz3m9lEj71ecIPMWFzbWZWZK55hPe7rfnr2lH4u8i/otVlHrLUtpuORzFSJXks6Z1lHz2d8TmfzqW/9iV6jtJp6rZP69WNvONbn3dzWfeIf/aLuE78pE85FLb1e2h/pvh7mDf1liR4PnmEdnaZ6vrdY7tb35f3xnmyjDPV8v3JUn3eyoWvOxsEcntGcc95UP99Hvv6uNDM8gzX0/QzUmsA5FxX62UmZDvS6qzPVmaVY79dY9nTOvv6czPzkPz4nMxZZofvgibXzMlMe1t+rcqL3W1ue7luVfjQwyXPd0ORES2bSLb3+vcm7RWauvvQTmXGdd+iMQVHUz0Web5iDM13Xs0TvZblKP8f9r9P57MUkI33PDyZ6rXPkDW+XmV1Pr2//42b92uJcZNlj1yaG9ZtnWHcVhlrhGZ5PLWu86XQ+67dmQ88hzcSwR5fWz2mTwPD8ZdjA3GrOZ/+t3NHPjNlST2bChh7nE8P6LZ3qNVM10v3UYrVXP8cODPfKIjDUyenMsJe19Nqf0Zxzrir1+jdu6vXkINC/n27F+nfPvCH6V6y/x2I01LXC7+o+OpvqdWti+C3yyWdekpl/9HfeKzM/+P4fyMy01OuP0VSf+9Srz9z0Or2GCVu6H1+/Mp8FnG/4DSzv6udy5/SYyYa6JleFfnZqZnousqg69fVtbKj9oWEvMG/oPZ2gp39fmBwY9gBeBX9hBAAAAAAAAAAAAAAAYMHwwggAAAAAAAAAAAAAAMCC4YURAAAAAAAAAAAAAACABcMLIwAAAAAAAAAAAAAAAAuGF0YAAAAAAAAAAAAAAAAWDC+MAAAAAAAAAAAAAAAALBheGAEAAAAAAAAAAAAAAFgwXlVVr/6h5736hwAAAAAAAAAAAAAAAPhPWlVV3l/13/kLIwAAAAAAAAAAAAAAAAuGF0YAAAAAAAAAAAAAAAAWDC+MAAAAAAAAAAAAAAAALBheGAEAAAAAAAAAAAAAAFgwvDACAAAAAAAAAAAAAACwYHhhBAAAAAAAAAAAAAAAYMHwwggAAAAAAAAAAAAAAMCC4YURAAAAAAAAAAAAAACABRPWffju298jG7jp+FGZaSZNmXn24isy0zu2KjObV/drP//el74t27jvvntlxgWBjIRZLjN5w5OZYjSTmaj+VjrnnHvg4Ydk5nu/9V2ZGaxmMrMURzKznaa1nxdxJdto+zrz4Qc/KDNfv/c2mcnKhsw4r/6cnHMu9fR7WrHTfceLpjLz4U99R2YeuefDtZ8XoT5e3/LqWV7oiO7GruHra3z7p78pM9//+O0yM0r0PTd0Uzed6nvlSn19GuI6v+cLX5Vt3P6lr8tMmOqTKmJdu/LAcHEqXSuqdldmHnvvfy8z7/3grTLTbBjGueG05mEmaqRzzn3z8Sdk5rH7de1fOX5EZg5HQ5lJpyOZCWZ6TVAYhsztj35MZv75A3fWfj4rdD/2Sn3D06ZeE2S+njtbhlr6W3d/SWYe+pLOrOjb6fY2dWjzdFtmdhK9jmmN6k/+u/d/XLbxnX/6mMwMDWuzQA89V1WGCcvput5s6prz3t/Utev++35TZpa6es0+nkxqPw/1kHFBqft6o9R94iMPfE9mPv+d+2QmNIzzJNfzzHhPF6aWF8vMbKz74F0PfUJm7v9MfX1bTvQ5Nar6++2cc6lhrd0fGvp6rDN33qtr1+98QNcCL9bjM037MhOHurZ3l/TzaZbXj4lHH3lAtvH4Zx6Xmfa6XlMV+UBmdrM9mTl66oTMbF2SEXf3HfoZ7Bv3/R2ZScf6u7LkxtrPJ72bZRuFmKuccy5q6Xnx3nv+R5m585N6TyKISpnxY12T4wM9zmPDun66fCgzn7lb7zfc9rH6tWvYSGQbVajrQBbqexX2dB3wLz8pM1959FGZeezT75KZ0foxmbl8qDNvbes5bXOlpzP/y/9W+/k3/vB/lm3cflv9foRzzr3lF35OZv7vP/ljmTmyoa/N0W5HZnb3d2Xm05/9ssx8/ff/rsxMJ3qeKfL68Rk4vRYyPPI4L9Nz+R13fF9mvvF1vS/7zLN/ITOnTtwgM5vZSzLTSPUzT6takpl7P6fn6m88VP/8vj/VNXsyNdSuyYrMBIX+Ludvych9j39EZt5z6wdkpt1uyUyR63V0FOn1eC7WZlPDXsy3n/iGzDz4qd+UGc/Xfcs5fa88z/CgVul1Q+HrzL336b3m2z//RZlJZvp+qq3SKtLrX9/wbDAUz8HOOff4Z+6Rmfd94B/KzLljr9PHM9DPKsmynq8qw9rVb+i1zn2f+pzM3POx/6H28173pGxjNNZ7is2OroGjXf08U1a6/z38tR/IzBP/RP9+etDT92qmb4OL9fB0TbHX4hV6Lr/9sW/JzJ133CUzhp9VXN7UC5CWYb8hKg2133DP73tE164ffEyvY8qOfi66mlyr/TzYvyjbGIW/JDPVTbfIzOd++7+UmQ995vMyc+Pr9Lr16Z/+ucyEybLM3NDVv2Xkh7oW3PXAgzLztfvq+/uh0/2vU+nnL9/wzD0q9LyXp4YfVl7tGH7m/xMAAAAAAAAAAAAAAAD/v8QLIwAAAAAAAAAAAAAAAAuGF0YAAAAAAAAAAAAAAAAWDC+MAAAAAAAAAAAAAAAALBheGAEAAAAAAAAAAAAAAFgwvDACAAAAAAAAAAAAAACwYHhhBAAAAAAAAAAAAAAAYMHwwggAAAAAAAAAAAAAAMCCCes+7MWxbCBpHpeZ3cPrMrPeyGTGTSYy0j1zo25HCHxPZipXyoxX1F5e55xzrWEqM01Pv9eTNVoyYzE8pb9rv9Dnnk1mMtNt1V/nwzSXbQxDfa8scr/QoUjfq8JwbQLDIVe5IZQGOmPgNaP6Yyn0sZShrhXOcK9CT9+HqjB8l8GorGQmzXQfTCvdTtlsyIw3mcpM0ExkRilm+pyWRwcy4zk9HnJDLU0zPWa2DgcyY9HrdHTIcD993/CupWrHMMQtc5HFs7OnZObU4TmZWV5ak5mw0tc47ejzand6MmORBfX1bVLUf+6cc3Gg+/rUUE9cqNcEk9ywFjJ4ub8rM53GssystvRcHl7Wdbv9q6d1Oy9dlRkl7etjCce61nq+oa4Xuq5Xsb6fpTP0HYPCMDf2D4e6nar+GkZJW7aRGrrx0NO132L/om6nM9N9vdFdkpnRQNeCxkQfT6QfZ0yaUf2aYDDW47dvmc/E9zjnXNTU/bjVW9ffZXDijJ6Lzq2syMyBYW3Raernq9BQL2bTscwolw73ZOZI0pSZuKvn4Gao5/JxX/f12USPGYvRUB9PdvS/kZkqqu+D1ea/lG0kKydlxuXzeVZpWR7vS30/Y0ea0B0AACAASURBVF/3C39VZyaBfobYrHTdsei+of467+7qMdXt6LG54o1kJp3qdcPyzedkxiKITsnMNNN7AJVY/zrn3HSqJ6PZUM8RvYauyUqjoc9pu38oM2vHz8pMmuu6NDPsSYyG8+nrw5FeV1UzyzNhfd0pDA+f3tSwhonnswd1OdcFbtI+IzMDw9rs5p6+n5NEj5mw1DXQYi/fqf28arwi22g39bEMZnqMnzj6azJzMHntaxjnnOu09LNTM9FrzsLwTO15ur9HQX19axiOxaKs9JogCnWtzQ213zP8m+Cq0uM8FM+DVp1MH49nqLdhXN/OcKTnh2ysz7uaw3rdOedWlwx7YoUew4WeHtxspJ9n/FTXt9FQr4cs1tbq6/Z4rOtStKyf3UvDhsPq+hGZGY/1/oiF19D1rTTs7waGWuDnuu9kVX2dtNRRi2ZL97/I8OwZhbq+WX5LCw17a1E2n76+nb8iM4OxYa7uirmmqfvx2XFfZqbP/4nMWCz39Jx26dLTMpNXeuy1Yr1HdzjUfXC12ZUZi77Yw2z2dO3a270mM8uVYd8x0PdhmOg9sVfDXxgBAAAAAAAAAAAAAABYMLwwAgAAAAAAAAAAAAAAsGB4YQQAAAAAAAAAAAAAAGDB8MIIAAAAAAAAAAAAAADAguGFEQAAAAAAAAAAAAAAgAXDCyMAAAAAAAAAAAAAAAALhhdGAAAAAAAAAAAAAAAAFgwvjAAAAAAAAAAAAAAAACyYsO7DY0dXZQPX9w9kxisTmdne3peZ9Y1lmVlqrsmM4lWlzARlKjOz5AaZycZXZWZ/pZKZK61IZiyeP3hFZpJuU2a84VRm4kLcz1jfh4PdscxYeL7uo0UVGNrR31U5T39Xos890c2Y+LH4vNQnVZX6eEtP9+Oq0t9VqAM28gL9XZaMm+q+HgSGvhPVluO/NNPfpVROX7+job5XSaLHzLDQxxM09fGE475uyKAs9AH5vmFgVYa+7ERGN+Eqw1xkcZD+DZlZzvX9TDJ90GVjIjOVYU0wnOh2LLIir/28rPRcnoa635Sl7jeeZ6gDOmLSNNSll7u6nbCr1xa9A30Ne32dqbqGGqjacHrMFImuOZ6n28kyPT/4lb5+xXg+N73V0NcvipdkZjIZ1X5eGOahdqsjM6mhDli84fRZmbn4Y93/nnz5eZl58zvOyYw30ten1dP3wWK5mtV+3m/o56b9SX2NdM65stS1P0/rj8U557Y2X5AZi4PDPZlJLbUgzWTmwkivP4Jcn3s+e+1zWqur55lpNpQZv9I1sBW3ZeZgt75WOOdcPpzPXJ6e+AcyMzrYkpnQf6b2841Tt8g2Jhd+KDPl+kmZsZjNdP9rxC2Zyce6rxeGKfjF/V2Z6Zw5ohsyWJ7W75EEM702S/f1eR/s6n7TMcyvm3N4RnPOuWym1wR5Q9dkz7c88+jjGUz1/Hn+6GvffztzQu879geHMjO5rvvo+RvOyEyUNPR3begaaFEYnsHyStdkb1w/R5SGMR54ep6ZGdYNFlWhr1+8vK4zuT6eF69ckZmVU7oPBqneu7WYZPX3s5npuSiK9Vy+cVQP8mv7/0Fm1tf1PGORZ7omV4Y9Jsveo2cocJXY08kMx2vhB7oeF7mhrs9po8BybQqxh2I1rfQ1TAx7rruz+rV23NH9Zqmli+D59WMyYxH39LwYFob9t9wwUcf6Xln2JFba8xnn+/s7tZ8nTT2fpYb53k/1eYcd/cwdWPbhDXLDXnMY6t/SMmd4Nvf0MVdiT9+yp2ORNA1zua83Hie5foaNDL8XlYbf7fLGfOpb0DP84GH4Ow1pXF8Ljpx5k2zj8M9f1oeSzudHxFak5+B8avlNSffjtuFHVt837FW5+cyfU7H+OHPylGxje/eizJSG34KqQs+v3fXzMvNq+AsjAAAAAAAAAAAAAAAAC4YXRgAAAAAAAAAAAAAAABYML4wAAAAAAAAAAAAAAAAsGF4YAQAAAAAAAAAAAAAAWDC8MAIAAAAAAAAAAAAAALBgeGEEAAAAAAAAAAAAAABgwfDCCAAAAAAAAAAAAAAAwILhhREAAAAAAAAAAAAAAIAFE9Z92N++IhsIOqdkpl9EMtM+8Q6ZWT99UmYubW3KjGJ5i6ZMK5lJA30sKx39bVu3vFFmbtjMZcbi2PKKzFQulZmNE+dlZntzp/bzMPRkG721jsxYeG6mM1VTZnSvcK6qSpkJPd1SlOv7YBH49ffBDxLZRuU19BdVup2iqC1Jzjnnykx/lcU00Pfcefp4/NWWzORDPT5jQ+/JpyOZUfyGPqf+9S2Z2R1PZObUmZtkptPuycxk8oLM2FhGqK47pnZUxPA1XmU5Xq3TOGdI6b5VuaHMeJk+sSo1jL2i0BkD36+/hlGo63ox0TU7a+vCFI51O54/n/d4zzT0XL55oPvX6snjMnN47RmZmfzkZf1d622ZUUJLvyn0fXCebsef6bWtb5jLPd2MSZYZ+qBhXdXt1Nfk2WQs29g5HMjMINa136K/d11mvGBNZm655c0yE1YvycyF9EBmouayzFiEzfr7GZa6nuRTnSmmuva3vUBmmqtHZMai21ySmZahFowiPR5GsR7Dh7t6Tuu0XvvzihfqYpGGer253NLr1sKw/ghKXbOzqa4XFnmqx16jpWtgK6w/990dPT8kvb8lM4epXiNbNFt6fM4mlmeMWGb2t/dk5p3v/BWZWd7Qe0Pfcp+Wmf7Fa7WfJ+t6X8g7coPMlIb1UjEx1PX2fPYk/FDPV+NK969ZPtVfZqiB45neb4h7Xf1dQjbel5lWpNfszUBfm1ee+onM5Il+Xl5eXZUZC2+q70OU6VpQij0mP7c8Y+i5M5jPI5q7oXpRZq5mup6c7er15DNbuu9MDfs169V8NqLWw/rn7jLQ/W+SHcpMM9B7dEmu54cjq6dlxiIIdB+syvnsf3hz2GvxTHtHBoY1lWcYnqZrY9rKMhyP4RnW4tBQL1q+DjWW68fEWs+wbxvr9e+mYc6z2L+m1w29nl5/ZHlfZmapYe0a61pQpHq/3qLRrL8Xldifc865wDAHW+pJ4elrM53NZ83uO8MeU2UYEKUexF6gv0v9bhIE+tndoiz0/Dq2/IgTG8awoa8XhvlTdFGzNNd7XmWg606vVb+eHB7o69dYW5eZTkvvoViMxvoZY5bpNZXp945Kt9Ns6Po2nsxp8SoOZ29PP8+0Q11rB4f6ubxq6Pu50f3Zn1X4CyMAAAAAAAAAAAAAAAALhhdGAAAAAAAAAAAAAAAAFgwvjAAAAAAAAAAAAAAAACwYXhgBAAAAAAAAAAAAAABYMLwwAgAAAAAAAAAAAAAAsGB4YQQAAAAAAAAAAAAAAGDB8MIIAAAAAAAAAAAAAADAguGFEQAAAAAAAAAAAAAAgAUT1n0YBC3ZQH+YykxjZVlmOke7MrO5syszs8NDmVHSPJcZP1mRmdNt/T7O6MqLMrOze1ZmfvmnP5UZi06ypDOHI5kZ7+n7sHpkvfbzuFXINnYOpjJj4celzHhuNpfv8qpYZqpMH48f6LFnMb3667Wfl8WWbCNuTfQXtYYyErX3dDu9+dyHbq7vQxoHMpP1dT/tBPp+zpyuO9FSR2aUvqe/5+ZVXbNn3TWZ2c91DUxHY5nxW/W1wsqrKp1xOuOcN6d2/noc774iM61U19LmTI+ZPNXj3BmuTZlnhnY034mxV+k6GoW6DsRFQ2YSHXG5YU1lMTwSycy1Hz8nM63kmMwsndTrof7zek2wdLInM0oy0/W4NIzfotSZsNIZv9R9x2vKiEme63F1ONiWmahd+2jgmoZng6WePqlrV/oyY9EvL8lMUej7MLysj2f1Jj0HH79Jj+Fxfz717U/+ff15+et6vZQGuq6vNPSaoPD0d21n8/l3CtlAz1fJij6v7aFe3x52V2WmefyUzKS5rk2yDU9fv9DTfSsPdKbd1mM4u6wz45F+ZrSIGrre5hN9Xv6gvn61lvXzTD7VY7w1p3+SkxnqehLrxYXl2kS+PuiX/vQnMjOYzmdPIg7qz322d0W2Ma30uiJf0s8YVaz733A4n3V/ZLjnk52BzJzo6vPyKt0vvIY+nj3L0l/Yd0dlppzqOrpxwztkxtO302WG7wry+dQ3r9Rrdi/Qmbyof+aJDOvWstLrJcOWhUnT6Wu8ZNiXvfjSUzKzdlyPhy3D2mwz0vfBoozr1x+l4Zk7NDzPVDPDvnZb78MfDl77GsY555xhLybwDf1U9HXnnCtyw/6uKAa+pVgYeGo/whn3jjzdjmWfyrIXYzlmi2DpjM6EBzKzHDxZ38ZU/1a0s/NLMnPxun7OtQhCPWbCKJGZstI1p9Wsf3Z3zrko1ZlBez73vHD180ji62PxZjqz2tHXZmr4rquXXpAZi8Cw9g9KXZMrQ90pDHN1WYpzNxyLhTfRx7IU6fuQ6p8FXBUb5saxnsuzYj6/KbnSsFY0rL1WW/X7DQc7+7KNMNF1fXP3msxY9BK9N3S4dVFmhgP93L20bqilsa6lrm3IGERi7EWGfeR8X//uuXr0pMwUTb1XPxj87A9p/IURAAAAAAAAAAAAAACABcMLIwAAAAAAAAAAAAAAAAuGF0YAAAAAAAAAAAAAAAAWDC+MAAAAAAAAAAAAAAAALBheGAEAAAAAAAAAAAAAAFgwvDACAAAAAAAAAAAAAACwYHhhBAAAAAAAAAAAAAAAYMHwwggAAAAAAAAAAAAAAMCCCes+HKepbKBs6ndOkqiQmfH+BZnJx5nMnEhOyIxSlfp4nV/KyODqdf1dYawzUUdmjpw4JTMWxcGOzITLucz0m/peDb292s8H+VS2MfOPyoxFXOq+7nuVzJSVpzOevn6hp/tXKxvLjEWZ3VL7eeDvyja8XPf1yfiSPhanzyks6/uNVbev7+csNmRm+l6djA5l5sLGMZn5d6O+zCizmT4nr9Tj90ijITN9Qy0tDfPMqeOrMmMxnRj6V1g7LTrnnPM8y7uW+jor05mugRYr2U9lJje8PzoZ63MKfd1OWel5LxvMZMZiya/vX8VE1+xmZPgiX9+rSg8rt9rWx2OReLrmHG8b2jF0weHAUJcM897BzpZuRxivd2VmNtM3wst17Wo3dR/tVzoTLevxYLEc6GPOVgYyU0zr57RgoGt/t6HXZuc683lnfcUwdwa7icxcv6zvlbd3UmaWnO7rndGazFh0tuvveSsIZBupYb4frOh2rnT0NR4Xer1kUWQtnWnpwj2b6fk+S/UzWCfVhbLdMRRc4cSx4zKTek2Z8Rq6Zu/t6fXSYFt/V3fptZ+3c86VekpzvZa+V1cm9fV2f6Tr29+8aVtmLu/Mp65nMz2uysqw1q70+u3Uht5DyfQU4tbO6jr5Pd2My6v6OWJpSV/j1vhJmRkZtn1mqzfLTHO5pxsy6AW6Lr0h0fUtLPR6svB0/Z9F+nj67rX399aKftYrM32808Kwz2J41itjfY395nzGeTrW9db39fGU4p5PUj2Xe5lem2WGvQ+LrNRz+cq6Pp6o1PVtc6AnkaFY/zrn3JllXZMt4uabaj+fzPRclMT6WA6Gum+98ZyeO59+8ocyYzEz7MUEnq5dlWFOm4fUsE9l4RkmTz/U47OsdB+17SQYrl8xn32o2Ok1UzbSewC7Vf3vRRun/rZsY+u5G2TmrdGBzPxTmXAuTfVcNCr0Pruf6zs68/W4ysd6vvJGhs0qA39WX7c7hmPpjHXt37p+TWZWjq3LzN96/d+QmW+4fyszo1I/X1WlXivmmb7nntP1P6rq+0Uxm8g2LBqGfdDY08+DUanHTDDSx+wZaqkr5tPXy7E+dz/Ua53Btf3az3u+nqcbpZ5nVo6tyIzF2PC7wC/8/K/KzPNP6ee0RqDPfTDQ/aJ3RtcCi+VErM+uXZRtxJEeD50zb5WZzV19zz3vZ1/H8BdGAAAAAAAAAAAAAAAAFgwvjAAAAAAAAAAAAAAAACwYXhgBAAAAAAAAAAAAAABYMLwwAgAAAAAAAAAAAAAAsGB4YQQAAAAAAAAAAAAAAGDB8MIIAAAAAAAAAAAAAADAguGFEQAAAAAAAAAAAAAAgAXDCyMAAAAAAAAAAAAAAAALxquq6tU/9LxX/xAAAAAAAAAAAAAAAAD/Sauqyvur/jt/YQQAAAAAAAAAAAAAAGDB8MIIAAAAAAAAAAAAAADAguGFEQAAAAAAAAAAAAAAgAXDCyMAAAAAAAAAAAAAAAALhhdGAAAAAAAAAAAAAAAAFgwvjAAAAAAAAAAAAAAAACwYXhgBAAAAAAAAAAAAAABYMLwwAgAAAAAAAAAAAAAAsGDCug8fuP9O2UBj/LzMbCX/tczMyg2Z6R78kcx4vWO1nz/48IOyjQ9+9usy09+8KjOtTldmSufJzLmlKzLjnTkpMx9/110yc9dnPi8z+WopM0kW6XbKvD5Q1HZP55xzJ6/sycxHHvuCzHzlnn8oM1cb52Wmt7wmM/FU950yG8pM0mjLzEfv/KrMPHBX/fVpRB3Zxprufu75py/JzNGTR2TG7zZl5iO33iozT3zzazJTZDOZyQeZzHRifcwDbyAzQbt+THz0/Z+Qbdxx/3tlxpUNGYn8iczkuT7vw0CP8zKbysx3H/6GzDz6xXtlpproMTzMWjKTxvVzUdf7kWyjvf9TmfnwF/+1zNz68btlxq8KmckLUbOdc0vxisyUrWWZ+aWG/q6/f/vtMvPEgw/Xft4s9LirGqsykxZ6PKxWm7odX9fbd91Tf07OOXff379PZsrolMzc9NZDmckqPc6fflqvdd70+vpr+O579Zr0i7+lx/jKTfqeXwpOyMz66A0yMyz7MnPqhJ5Af+MDf1tm7rr/QzITBLq2OxfUfup7+l5WrpIZv9LtfO5Tek36j2/9sMy85U03y8zBVL9D73t6/esZ1vWel8jM/R/7bZl57N1/WP89Hd3XJxN9LJOJbmdpSdeB2b5e433iD/9bmfnSE5+Rmc0DPU/nWSoz5yI9hldLXbdHnfq1//s/ptcwD979LplxQSwjldP33Bn6cRDqa+OG9fXEOec+/uXfl5l77tO1/eDarsysnarvp4Zljqv0Kbk81X3rSw89ITPf/OrvyUwW6LrkQt0vrhzq55lqdl1mbjii10zvv/UDMvOe2+ozrZauOV6onzFaTl+bxkjfdD/Q9/zeLz0kM//mj74tMz/9Y/0MkVT6eOJK3yuv0uuGbFL/Xbc//qhs4+H79bWZOr3W9gJd37xC1+ywOZKZ3NeZ++/We48Pflqfe3tJn5df1D/L7U51jTy2elxmRnv6ufyO+/Wz512/o8976SY9l/sjfTxlMJaZdKprQdfVP98759ydn3q3zDx0d319ixPd19NUz9ObqV53JYFe/24b1oG//4TeQ//Bo5+TmXKsa1fY0fuglwvdd1bindrP92Z6PHzi7vfLzB236T2LtxmeVWYDPYa9WNeKwNeLnXasf8v4796vz/3uu/Te4+qKHlejg/p+EUb694dZqcdVq6Wv3yfv1XX9Kx/5jszsn3tRZobdLZmJPT1mylLP97mn+8WXf1s/r3z1C/X77FcuXJRtLB3Tvw9OlvT65NSa3pv8yf/5b2Xm27/3L3XmK/p55qUt/ZtI3tBri8jX69Jua73283Ss7/en7tO/Id768KdlZqWp99jzxjWZCfb0tSl3DHsxht8gHnrkizLzwffqPYnTx4/KTJjVrz8awb5sY5br5/LS02Pmjs/fIzOfvFuv3/JC99FW17CX4Bv2Hgu997g70tfw8Uf0OuZ9361/fj871s+n0wv6PYo41nPahtPzdP+oYePiVfAXRgAAAAAAAAAAAAAAABYML4wAAAAAAAAAAAAAAAAsGF4YAQAAAAAAAAAAAAAAWDC8MAIAAAAAAAAAAAAAALBgeGEEAAAAAAAAAAAAAABgwfDCCAAAAAAAAAAAAAAAwILhhREAAAAAAAAAAAAAAIAFwwsjAAAAAAAAAAAAAAAACyas+7BIaz92zjlXRhsyE2W7MrN+TL+7knilzOxNDmVGuTF7QR/LkZ7MFN5UZobpSGZmg1xmRj9+UWYsolkqM9WkkJnjFzZlJvTr7+fF5dfJNtJwIjMmcVNGOqurMlPtXNbfFelrPC312PNT3Y5F0Ky/hpNSX+PUj2Rm48SazOzs7snMse4RmbG48IK+V3mqa87J9VMyMxjodnZXdQ0cT4cyoyTBksz4YSAzVWHoo74nM72WPu981pAZi2ymr19Y6FrQ0Kfl0qJ+LqoSfY2dp4/FohXre7Xe1fVtc0vX9cH4QGa2xwOZectaV2YsLh3Uj/PXHdXfs93fkplnX3xJZt76Br1eyl0lMxaNM3r+bK9ek5mx0+uYK5f1XHTqZt3fu2cvyYyyu6y/ZxCckJlRou9Do7wgM7NA167DsZ73LOLAUJOdXk9Wblb7uefpaxNHicwU+lBMfu6dvy4z/R//K5nxwrbMNJr6fk7L+uvnnHNeNJ+T947X9520YVgj6yW9a1eZzPRWdR3oX9bXxiKfbMtM09e1vXOkIzPP/4XOnOrpZ8Klt+g5VvFKw7wYxDJSlHpN6jm90MlTva6v/Pn825Qw0fWtlxg682F9P60y3cYs1Jmyms9cvjXTa6rJvs50VtZlxlK386GuBcfbupZaNKL6Z8vYNzyrGLpflet2wlLf88TyZQbVpt4bWlrVNWdvpttplIZxPtTzyCR57bU9N1zjTJcu5wzzle/p/cIg0pnSvfZ9R+ecay/pPpgYnpd/9GfP137eOaqfK4OhricnVo/KjMXSEb0WKrqGTL4jM5Wnr3EW6j2S2cgwzxhUYf2cNs5WdBuGvcAlw37DTKz7nXNuvdmSGYu9WK+pSk/v1/ipPubdPf28F63X70ns7sxnL2btmG7HX9djPIt0O9Nc99Ei1f3iqb2xzFiUlV4rDvp6L/noyttqP792Xe8j9Nb0Nb68adjPN/Bbeh1Yhnq+8gwbj5VhKorHur4tRzpjMZ7WzyPdnn6eSQ2/k/mGx+lsqsfD2sp85rQLl1+RmZVVXUu9WPeLfqbr/3K3/n6+vH1FtmGRX74oM6fffKPMPPviMzKz7OvzPnte74N2N+bzm9KJ07omj/Z1Tbl+4Xrt52/+ufOyjWXDOY0O9XrJIgoNP4i09b3KC10no1DPD0Wk96x7Uz0XWdwU1/828MyfPyvb+MW3vVNmdrf0exR9p9fsr+z87Hvs/IURAAAAAAAAAAAAAACABcMLIwAAAAAAAAAAAAAAAAuGF0YAAAAAAAAAAAAAAAAWDC+MAAAAAAAAAAAAAAAALBheGAEAAAAAAAAAAAAAAFgwvDACAAAAAAAAAAAAAACwYHhhBAAAAAAAAAAAAAAAYMHwwggAAAAAAAAAAAAAAMCCCes+HHlT2UDROCEzg4NKH8nkqoy87Y1vk5nLf5Hq7xLK3hmZmbhIZjyvlJmVzlF9QFEgI0mgj8e5b8lEsKLbOTx5s8xE4TWZaU1GtZ/H3Y5sY7u/JjMW/vGfl5kjk5nMvDzekZljJ87KTHFdt9NZMfQdg95K/XXevL6vG/GbMpKN9XjoxvqeT2eH+ngMjhxZl5mdq/q7xvsT/WWFHsNdT4+99eay/i6hyvTx+mEiM3Gqa+2ood9JzKa67+SpHnsWlaczpZ/LTMMrZOZAZPK4J9uY+EOZsbi0rfvx8hE9760e0RfwMNXrhks7ug9u+oabZdA+slr7+czPZBvbh7syc/Mtb5SZ1rqer164ckVmLJZWL8vM2jnd1/ev6DHcW6u/xs45VwZbMjO8foPMKJNM19p2qjOtme4XldOZMtf9OF3Sx2Oxmus1gd9oy8xkfFD7+aAYyDaCRl9mWobrZ3F4qOtkVup+3Ojo8TkwPM4c+rHMRC1DQwblcv29iI/oubOc1j4K/mU7hjFzON2TmXGkv8uiMoyrXqTXVKVhvgpcS2ZywzPY//7jn8iMMmjqvrWS6fWJq3T/85y+xmWi1/VePp9x7nv6PnS6ugZ2l+vnqyzT8+Ioq39+dc656Ww+69bYUCrGsV6zezrixjN9Xkmo+8VuZXguMvDEuVtWib7h30aFhosclPpZJU3n83z6wv/xtMwUN2/ITGUot2lHd4ykodspp3p8Kr7hn7Gtreh5en+s70MQ670Nr36b1DnnXDF67eftnHNJQ/fmH//0z2Tm7A1vqf3cb+vjffKpH8lMfN4wzxj4TT2udvb1vTrSWpGZyUi30zDsub7y0nMyY7EzrJ8/k+6SbCMb6fVvq6nnYC/X9zNJXvseu3POxZledw0KPR4ST4/P5U7984xzzoVe/fVZaurjtXhWPwa7p/b0/m/p9Hy13NHjPHJ6nm44w8LBYLWr56srm3rfIi/q19GnTp+SbTz5jK5vN934JpmxyAx7rtFQ7wc2Q71n3a30RD3S21nOZfP59+T9cf3zaSvSxxs1df+bBbp2pSO9rg9Ky29p2mFfX+RZrmvK8Q1d/8tU969nLzxb+/l4MJ/1+sZp/RvOUy/8UGZuWNV7gVsXNmWmv6rnh+GL+vdni61rL8tMM9JrnZMn6n/n2drRc3D/kr42N96k67FFXuhx5RueqZNA15xgMtbftaTnvWe257PPvvvv6sfwf3X+v5BtXH9GH8vV812ZuTnUfb166gWZeTX8hREAAAAAAAAAAAAAAIAFwwsjAAAAAAAAAAAAAAAAC4YXRgAAAAAAAAAAAAAAABYML4wAAAAAAAAAAAAAAAAsGF4YAQAAAAAAAAAAAAAAWDC8MAIAAAAAAAAAAAAAALBgeGEEAAAAAAAAAAAAAABgwfDCCAAAAAAAAAAAAAAAwIIJ6z5cfsNJ2UC535KZs+u7MjMcBjLz/zyZykz71Gt/B2YyK2VmOh3KjDdpyMxLm9dlpt2JZCZoz+fdn/PjbZmpntX3yu/qe5WNe7Wf99wl2cbB2hGZsdg9uCIzy9WSzHRW68/JOeeq/pbMJF7t0HTOCAFe8QAAIABJREFUOVcWhcxYqK7caq3LNsajscz0+xOZufl152XGW9mXGYv14/p+9vcOdUOlHnutlv6uaDiQmW4a6+MR8lT3mzLUY7xwns5Uuh2vyGQm0F9lkjR1Hyxnum5PDbVdTK/O93S/Sfzjhu/RTvTaMvPUxVdk5paNozJzNNK1v7Gmj6fMdTsWYVA/f5bFSLZxbEPXwLjVlJmdnR2ZGQ2nMmORBXrsXblqGFj5TEb8TI/hpq9r1zW9rJKSUJ9TVeYyE4S6HrtSj4fGRF+bqn2gv8ugyHRdCp0eV8vD+nbOGOrAoHhGZjbzazJj4Zd6zd7b0GvFXT09uE5Tf9dqVcnMbE7rt7hXf9DTSt/vynVkZsfwzLPc1nW9F+vnGYu18ITMDCf63AeFHnvnDH1n1Nd1e9xekxmllfdlJit1Hagauo86Q8QSqhq63loEQz1A2x197jsH9XsS0VSPzeM3v05mDjY3Zcai1dJz59iwBVDo0uUanp4/kzXdj/+vP31Wf5lBs1F/P+NI15Oi1Pczn+k+eljovp5EpkEjHTum1/6vZLq+DUO9flve051nVup2XPO1r9mzXNfRdKQ7cul0O36l57RW/gsyE47084FzX5OJ3R29Huod1XsJLqqfz7e2dF9/4xveJjP713+kj8VgP9P7XbOGzuwM9Xmd627ITMvT65gXZ4bFokG8Wr+HXox0P54ZSk5i2IvJpnptERmujUWvretJkOkT63qGvSpP36sgqa8pycQweRq8padr7YphmTjx9TmlY/0MW2T6vLJiPnsxjVA/Z7zlzTfKzH948o9qPz+R6OP9pV/V67eXnr8gMxatOJGZ9FDX9Ws/1fvR8UndTmB4Jlw27GdZrB+p78zToT6WtDDU2lwfb1bptW0U6N80LTZWV2VmYJiHuxvHZObpqy/JzMrZ+jXKr/yaXud8++sy4gZ9/VtQo6XHQzPU18/Szv51PYekc6rtb3/922UmivU6psjq5/ytfb2n6Pb1XN7f1nvfFmWpx57XMvy23Nf3KlwyjKvnn5OZX3vTG2XmD2TCuZXT9fXtqRdflG1kK/p7Cqf3AJ6f6t9Gy1/9Zf1lr4K/MAIAAAAAAAAAAAAAALBgeGEEAAAAAAAAAAAAAABgwfDCCAAAAAAAAAAAAAAAwILhhREAAAAAAAAAAAAAAIAFwwsjAAAAAAAAAAAAAAAAC4YXRgAAAAAAAAAAAAAAABYML4wAAAAAAAAAAAAAAAAsmLDuw9aBJxs42EtlJukEMlOGscxUa6XM9OKxzCj/Lzt3Gmvbed/3/VnjnveZz51HzqIoUYNVI4kcpAmCui2aNoiDpkY9VtFI2ZIocZJJaqAoSpREkZKoSrWdtonrFgUCNDaQugUSQWrtVnE0cBBn8k7nnnvmffa8xr5wX5rr94e4IdjY389Lrh+fNT3zXvc0w22ZycKJvpZzx2QmbFS+Auecc4OLqcwELpMZi2v6dbrFySsyU/N03bnySlR5vHduLMsYn2/KjEU3vyozg3FfF3TmehkZbl+UmXau3+cg7+nrMSiSRuXxeqTbXRzXZaa1oOvE7nhHZl69+COZsdjY1PX41KnTMrO1MZCZSxuvyszNq6dkZuTr/kKZNHSbiX3dZ0+jmsz4ua47kV/KTFrocizyTH8jmRX6fWbFqszUo+p25dJ/L8uI0hMyY/GuhZbM/NtE9znRWPfJzakeG9uhfuejYjbfs/pOnCvR11ILdF33Sl1Hr7zwkszEi2syY1F4ug03W7pPDpyuO/uHhzLTivXzqTk911F8X19LUS7JzGQi2q9zrtXQfUUvWtTXE+s2Y1EP9mQmXtDvYSrmb5cSXcZecrPMbPt/R2ac+wOZmGa5zByd6rEzjI7KzKC4JjNBWD23dc45f/DG1yrOOTfdqh7Pdw90P7pyVD+/hZae400G+r7LcjZ1fTzS91V4bZlZbuo+p4z0mnBrqp/huZM3yYxS9/R5hobx1aWWMU2X46nx1TnnCj3OWFjq4Nmzeh79588+VXk8z3TbbHb0tUx7OmOxPx3KTKOmxytLP7lx4bLM3HD77TJTW71OZiz6BweVx+t1/YzrNV3X621D/+bpPuewr9ewFq8t6rmFF+l9s+Vc98mtyYI+l9P1onSbMiMZ1p5Joed4UV3367WoIzP9Vwz14sJs+reVlWWZGe1dkZnBQfW78ryzsozpVEZcVJtN/1Yf6/Z5qdCbk63MMP8wXHJvS8/x3npCj+X/oz6VC8fVfXJY0+3BLwzjtH7ELpzoc9Vj3edYfHfruMysBFsy0/V128szw75Fq/o9pK19WYbFZqLnv1vXdP8WhnoN5nv6XRWBYa1Szuadbx7qPa9j0S0yc2LlP6w8fnhN72VNDnQHlw702t1ibNgn2N7Xvws0juq9mIUTes3z2gW9H72xrduexWG/+t5zw75jbtgKbC7rfe1arjv/3DDHsxh5ev7Rz3W92NrW88mlZb0fffbMucrjlzZ0/bM4adj3aRZ6rdLb12uwqKGfcdjUbdhv6HZlMezpfntzb1dm1P5R3NZ7WWdu0HPbSxf0PMfC8/T61J8Y9gkaeizqT/RvtX5LX09tfTa/rYzy6vbZXOnKMgYNPZavbOnfn/1Yj2lxbngPr1f+T/1/AgAAAAAAAAAAAAAA4K8lPhgBAAAAAAAAAAAAAACYM3wwAgAAAAAAAAAAAAAAMGf4YAQAAAAAAAAAAAAAAGDO8MEIAAAAAAAAAAAAAADAnOGDEQAAAAAAAAAAAAAAgDnDByMAAAAAAAAAAAAAAABzhg9GAAAAAAAAAAAAAAAA5kxYdfCFS4EsoBkuyczeS/v6SlqljESBvp4yW9TnEiaTicwsrizLzM7WyzKzdOIGmSmmqzIzPXhOZizKTktmsmYhM41oQWYWu1nl8Y0T52QZ/VJfi8W0+lL+QtmXkWIykpm1uC4zWf+CzAReJDMWy7VO5fHNradkGSdvvElmDpMdmdnY3pCZ/lg/Y4vF+orMXPnxszLz1je/S2Zeq8cy88M/1fd+y5tulBklG/dkJq41ZabMdKPJS92vF57OjKezeedZ/1aZ8cvLuiAvl5H2UvV4Nb22LcsoE93nWESTRGaOeoZykqHM+KH+DrWf67E8L2fzPWs4rb7muqfr8Tgdy0xgGItuOXZMZrqGuYXF8WP6+Q239fvs9fV4VQv1vCGc6jrYbuqMMr2q52+Nru5z4qhyeuycc25i6Nfrnn42jak+l8VKR9flP9lek5ksPF55PBjo9tD09Lvstp+RGYuw3ZWZrUt6fB0v6TlKo7YuM8N9XQdbHd2uLIJu9Vi9Ehnab0uPM4FhLB8b5gTLner5ptVFX7eZ4yf0OO0N9btKDFPt7pru25eeMswthP2hYe4R6baXGNqn5/Q7TwI9zniT2cxjrvb2ZCa6pMtJxtX9l2Vuu3flmszsbOmMxWFT19FuqstZard1OSf02j0Z6L50aUGv3y1Kr/rGWrHe89nf1f16ORrIzGGk53hlptdXFq26roPp1NA+s6nM+LmuX1PD/LbXeeP7b2WoO9vlBT2n2u/pOtoub9HlbNRkpjOezZiWZ3o+6fr6fa53DyqP7011HR073Q+0fMP1GgQX9Fr4ur97SmbO1PVe6cVXn5aZuKXfebfWkBmLMhPjsK/bw6Cvn1+70G1mPNDrwXZNPxuL2qqeN7T39DN+daDn/r1iU2bOdqvr1yu5fjYWcU1vtMRNfd9FrvvjzOlzeYWeOGTlG1+XO+ecK3XftbWh54rLzbOVx3v71f2fc87Fi/pallu6zVhsjXT7XDimf0tLxvqdX9x/TWbyjmEvZnk2/dvB5k8qj9cneg4TrJ+VGa+j+/6B4beDxROz6d9ap/ScYOmU/g0im+h33q7pe79yWD3md9uzed/hqp43DHp6/lEs6rlFUdP1eJhe1eWEs9mLsfSTR4/p5zOZVu+P+w3dv00S3b8dPzmb3xD90vBb0ES3q7TQ78ql+hmvvv0fysy/eeqsPpdB3qyuO9O+XldafunwlnQdjcd6vO/19bro9fAXRgAAAAAAAAAAAAAAAOYMH4wAAAAAAAAAAAAAAADMGT4YAQAAAAAAAAAAAAAAmDN8MAIAAAAAAAAAAAAAADBn+GAEAAAAAAAAAAAAAABgzvDBCAAAAAAAAAAAAAAAwJzhgxEAAAAAAAAAAAAAAIA5wwcjAAAAAAAAAAAAAAAAc8Yry/L1D3re6x8EAAAAAAAAAAAAAADAX2llWXp/2X/nL4wAAAAAAAAAAAAAAADMGT4YAQAAAAAAAAAAAAAAmDN8MAIAAAAAAAAAAAAAADBn+GAEAAAAAAAAAAAAAABgzvDBCAAAAAAAAAAAAAAAwJzhgxEAAAAAAAAAAAAAAIA5wwcjAAAAAAAAAAAAAAAAc4YPRgAAAAAAAAAAAAAAAOZMWHXwiW/eIwuIyq7MbD5/RWaOHjshMxe3rsrMrW9/Z+XxX/7lX5Fl/C///I9l5srGts4c/lhmGp1CZtJaX2aSJJOZL3/iv5eZT9yl33kY5zLjPH1fXuFVHi/LyurpnHOuKFOZ+fznHpWZf/GtL8rMdJzITLehr+cHh0dlpgwjmWnV9Hu47/3/VGZ+5Y5/WHn8F978j2UZT//438vMdHdfZq4/c15mlhaWZeY37n2vzDxmaA+DQ12Pt/oXZOatb7lBZvY3RjIzGU0qj3/y23fIMn7rIx+RmVocy0xR6PrnuVKXU+pzTca6PXz965+WmXsf+KTMBJl+57ELZGY/GVYeb9T0PaW5fsZfeFj3b0/c/3WZ8RZfkJn+gb5mt3erzmQtGYm7l2XmY1/4qMx84eHPVx5Pguo25Zxz04Hu+1uF7vv9mh7T0kKP5fc9oMer935C1/XQ6fcZBlNDOboN54Y2MxpVt5lvfbX6XTrn3B13v19mFtodmanH+j3U3M0yk050OcePH5eZX/tv/nOZuef++2Qm1N2by0XfHlZP3ZxzzhW663dpoS/mkc9/QWbe/2E97tViQ9/1MzRNdH/x5ONPyMxHP3Bn5fG4qe+7mOq5RxHqF+rXdcUoJrovffQrT8rM49/6tszEY71m3ImXZObocFdmJrl+zo16dT/5m7/1cVnGJz/7v8qMl+/JzDTS1xsZ3lVsmCtujfS49/XP/dcy874Pf1BmukFDZkqvui7nnq7HueGf2yRT/fyefPxxmfndz+n1TFLU9AUZ/o1QGejxypW6L6j7um//jbt1O/+X/9s/qzz+4mt6f6lumHfVaoZ1yFTvxTTDNZl5z2/qOcoHPvIbMnP2hJ5/HOwfyEwY6Xqh5gTOOVeU1e/84c88Isv42O/o+17tnJGZyWgsM+urKzKz+cNFmSkSfa6H/ocPy8wDf6DXct4Lum8/m69WB/Z1G985q/uupLkuM/d+QO9Bfe1JvScxSXT/5hn6fs8wAe7r1+lORjr0mx/Sc9fPf766TYxTvT71Wvo9FANdzrGFtsy8+Oqfy8yXH/umzDz8xXtlprmsf1/Y7+l9xaBbl5na5er+7URfrxl/+Ut3yczXvnC3zIxDw96ad1pmLHOUcKLrcTrR89+7H9B9+yNP/if6ejy9Fs4n1e+zHMgiXDzVfUXm62fz8U/pNdqXHtL7NcNE/6ZURJbfgqr3UJxzbpzp+hV6es70xYf0HvqXH65u57sDfZ51p693v6Er+5W+XufeaJgTfPzjuu+6/2E9ptX9psx4qd5/8w3vc5RVlxM1dR/5yXu/LDMPPaDntp2OXnP3DnsyExl+JytK/WziWO9N3nnPYzLze1/V65msr+dV/qS6Lke+YZ/F0+3B8POz+0ef+YDM/FXbfzMsT12SGfbfvqr7dnXvfx33HV8Pf2EEAAAAAAAAAAAAAABgzvDBCAAAAAAAAAAAAAAAwJzhgxEAAAAAAAAAAAAAAIA5wwcjAAAAAAAAAAAAAAAAc4YPRgAAAAAAAAAAAAAAAOYMH4wAAAAAAAAAAAAAAADMGT4YAQAAAAAAAAAAAAAAmDN8MAIAAAAAAAAAAAAAADBnwqqDF1+5JAs4f+rnZGb59NtlZm94VWY6i12ZefWll2RG+cHFp2RmqR7LTKN+RGaCsCczkZ/LzKS2LzMWsQtkRiec8yzfIvnVzzAvdBFFpp+NxThNZSYp9AW1hjrj+0OZKfNIZorEkxmLW8+9pfJ4b0fX0XPHzspM57qbZebwYCAzF7dmU9f3p1syc/rceZlJd3VfcHVD96VFovu3uJvJjFLzdQsOna5bZc3WEyiFp9tMXI4N5zIo9PPz45rMtOstmdnvTSuPj6f6niKvlBmLcHFTZjb7l3U54YrM+C19Lpfruh52Z/M9687gSuXxBf0q3eLCssykh3WZ2Z5OZKbRXtUXZNBO9blaTd0+k6keG52hnjaaTV3M5I2/8zionNb+hUJfb5bo+w483YbTaXU/4Jxzhz09FllYeuTI8HzqTo1pus/OSl3/8sAwyTOox3q+FIWGevEzNJvZm3PLq2vV5/F0rai1jstMGus2MzG0h6iu24NFMdJzfz/X9z7c3ZWZckXXrzTXfVeZvPH5W+npdhXV9LsqpnquHUa6zUQTvT5oG/p+i9iw7q5Xb2s455xLxTzQCww9qaEBh63ZzGGmE33faaEznmGuXdYN12zotst0Nvd+8aBfeXznQLffuKmfTTfryExZ6slimc9mnClLXc6J1dMyEyT6PcR1PXfNEt3fxvU3fu9rJ/XaoKyuEs4557zshMw8/9IPZeb4qt6/dKNFnTEoBnr8bC60ZWZ3t3qM6Mb6PSUjfS0t37A2MJj4uv55ob7vPNVjkTNcc01fjpsUDR0y2HPV86HltmEOs3NBZo4unpWZV17+U5k5ffwmmbHID/V9JZlh/2Oi52Z5Zhisp9XX09+ZzVqln+j9JTfWfaBheepqXcOc3bAWXlq+Tp/MIJ3q8XO6d0qXM65+V7Gv+wHL/mVRWFbU2nCk5+yrK+dkpix1HUzqut+eFHruP8n2ZMYiPL5eefzw4oEs4+yZYzKzEOp+YPDcNZlJktm889wwD4xqel5q+NnJ1SN9zaPD6oKmkze+NnXOucCwdur1DL97RobfwAx9V2CpF/1DmbEwNHNXGObjkavu3BPL756WfdCprn8Wf9X238rSUC/82ezAqXv/md63M8yXDM/m9fAXRgAAAAAAAAAAAAAAAOYMH4wAAAAAAAAAAAAAAADMGT4YAQAAAAAAAAAAAAAAmDN8MAIAAAAAAAAAAAAAADBn+GAEAAAAAAAAAAAAAABgzvDBCAAAAAAAAAAAAAAAwJzhgxEAAAAAAAAAAAAAAIA5wwcjAAAAAAAAAAAAAAAAcyasOtiN12UBG9u7MrN8bEVm0jyTmdXOksyEo0JmpOlYRg6Socx0l5ZlJpg29eX4hzIzTiOZsUgGfZkpY/2uPEMmGyWVx8NY31OjXZMZiyzR5aSJ4Z78qcx4la3uLySeJzMNT1+Pxd5W9Ts/uXBElpGkezKzMwhkJgt0pr1meIAGrY7O7B3o+1paWtTlXNqXmVqg+4JO9433b2Wk61ZR122vmFa3X+ecy50+V9PpetwpdH9rkaT6mr1A33vixTLzrre9u/L4T576viyjv31FZiwubOhnPB3dKjPLa6syE3f19UwGup+8dnE2ffti1Ko83swbsoze4asyk457+lpWb9bnOtDzD4vV47qvaHr6m+Ei13X9cHwgM710IjMNPVWU0kTXrXqs61Yt1vc96et3FRrGNH9Gn25Hge5vB4f6mqeD6ndVr+k+cprr9+03ZjOWe640pHTGM4xXFparsV2z4Vz1vPJ4OtZjXpHpaxk43WbiRltm/HwGazTnXDEdyUwc6vuKxPjgnHP97S2ZCVf1PLnMUplRiky3q8KyNijqMpIb1nFTX9eLMNF9qUVuaJ65oV2VYXW/Exr2IwxdrfOT2azLS0O/5BsGkdw3lJPp9ukZui6vmE3/tvXcRvV5fF23Mt0FuoNDPW+wFFQWeg/FpNTPr9/Xe0ODob6eyHBfyVT3XeFIz3WUdGKYv5V6rTyZ6n69VdebAEurul1de2VHZiyWJ/pcvVjXi8SrbsP1UPdLtUJn8uZsxvJtp8fybl+fK4j0e/Ccnv/GNb2nM9aXbNIpqt/5QeOoLCPZ/j9lJjp6WmaGhrlFEMxgkeaca5V6o8AfVs9tnXPO5Xr+sTMayEwzq+4LivSN923OOVdbOS8zh5e/IzPNWO/FeFP9G86+HkLcsDebMS20bFkXej/GRdWNr76i9wv9UvcDhqW7SRTo/uTKa/qa65EuxzJXrHX1nOno2oLMWOy9WF13ji6ekGW89NRrMnNuXY/lR0J937u7s9lrrk11Zc8Dvf9R+ro97E702FiG1Zmo0L91mJT6WkKx/vqLcmazp2O5niicTUMPAl130oY+Vzisvi8/0PPErDDUv9lssc9sL2s2u2+2tXA6g70Y5yz3Ppt9x9LQHgLDfRdvYLOZvzACAAAAAAAAAAAAAAAwZ/hgBAAAAAAAAAAAAAAAYM7wwQgAAAAAAAAAAAAAAMCc4YMRAAAAAAAAAAAAAACAOcMHIwAAAAAAAAAAAAAAAHOGD0YAAAAAAAAAAAAAAADmDB+MAAAAAAAAAAAAAAAAzBk+GAEAAAAAAAAAAAAAAJgzYdXB1eWbZAHjfCgzg8llmWnW6zLjBTLitvqbOiQESzWZSZJtfS37hcysBysykw07MrO00JUZiyCOZSZeXpWZSZLIzOryQvW1yBKc+9EP/q0hpSVlJjOl4fOq3NehmhfJzKjQ5eSprqcW17ar28xNp26TZXh7+lryhn6jeTaVmSDOZcZicWlJZl5+Rbfz9abuu46cOCoz2xs9mcm8yi7bJA1KmYmnqS7IUE4Z6+uNh/qde57uTyx8z5OZwnDvvemuzPQXW5XHbzyt68TFVltmLOL0ZplptvT7DOOBzKSeHoPjpu4LjnTOyoxF2Kh+D1tDPYdJgl+UGT86ITM7r35PZs6uz6auH1vX7/Owfygz3YZuM+1Ej1eRqx7vnXNuODiQGSWZTmQmbzR1OYkeZ2qxYQzO9TwwCPQztujt6PHq/E16PO8PxpXHp7meL7Vq1e3OOecWxRzQrNR13RkixtBMlJZrNhjsVbfhxDAX9wztt72u+7drF/W46Kd6vLdIp4ax3OmxfGXpiMwML70kM93gmMwEvp77K209XLk40nXLL3Q/OSz09RZdPZZ7Tp/Lwi91X5obutJUlNPwdHsIDcN0kBrm0QaFp/tbS8b5ul5klgcY6PfgfMP1GJSHjcrjnbZefw17el6RO8MegGF8KGewRrMKI11P40jv6QSRbue+YW/DM+3aVOuUyzJTTPQ9NQO9VgnSUzIz2dP7b6U/m/lba6DnnHsLup520uqxutjbl2V0T1e3O+ec+7P1kcxYrC/ruaLX1/uOzjfMx6d7MjLs6fe5uDybPddiVH2uxYa+p8263svqT/oys7io50JlqtuehdfTY8jBRA+yCyu6ni4Zmqc/qu7f/HI2953u6DW3b1hfhXrYc15NP5v1jn7GpWeYdBoUma7LvtP1ImyK/suwh5cnizrjZnPfnmEe2GnpPjBN9Dzaj3RlX17X+4qX95+TGYter3qM6DT0OL22pvcJXnr5gsycPXOdzKyf1/MPi9iwf7Tf35GZsze/TWZyw/wjdtVz4NG1i7IMk1Lfd1kaOmTDGsyb0b5PWcxmrZKnulMOnH4+XlGdsWwX+oW+8fqs9rssxRjW7s7pG7Psm2WFPlcpnrGZuh7Ls/Fm8x4Kw33n2U+/J8FfGAEAAAAAAAAAAAAAAJgzfDACAAAAAAAAAAAAAAAwZ/hgBAAAAAAAAAAAAAAAYM7wwQgAAAAAAAAAAAAAAMCc4YMRAAAAAAAAAAAAAACAOcMHIwAAAAAAAAAAAAAAAHOGD0YAAAAAAAAAAAAAAADmDB+MAAAAAAAAAAAAAAAAzJmw6uA4mOgSykJGlseVp3HOOTdxDZkZ5vpc14YXZEapF5HMTItEZsJ2S2cOmjLT8nUm8zOZsVg8dkpmOitrMrN5bU9m/Gi18ng2TmUZv/AL/0hm/uAP/0hmYr+UmSzPZSZPdTnOEPFL/T6XF4a6IIObrrux8vjGxU1ZRrPl6RNlOlMmuo3ngT6VRZroNtxs6La3P9yXmbWOvq+wUZOZ8bAvM0ot03Uri/S3hMl0qk821nV0PzWU017UGYOgNDS+Qrfzwum+aW/ncuXxaO20Ps9iXWYs0uxVmTlySvfrW8PnZWZvUn3fzjlXj/V9DdJdmbG41KseixZ9Pd7XNjdkpqw/KzO33KD70na5IDMWu7tdmfG8WGa2e7rv8grdp2zXRjKz3OjIjNIw9KMdw9zMK8cykwx0P9BpGsaQPT1fsvAL/a72DvW5Tpx/U+Xxly5fkWUEhrVBkM9mDmPheZa5mWEeM6NzzeZMzl1/402Vx9PEMN6n+l11unpcvO6GIzKTO93Gn/y2jLhWV68ZtzZelplO45zMLK0el5mXL+u1583XXSczSlnTffbE6b4r9HQNnBj+SYll5elF+potPMP8zTe0vVDcemE4z8RwS5lhXWnhG/rS3PCuytzQLxnWV2VmCIX6mi1WsvXK40VP1/UgPCozudP9m+/0nliezOadO18/vyIzrNMSfV9xYGjFljpYzODeMz03G431XLLZ0muMyWAgM5uG+rW4dEJmLHqefp9xoNcrudjbCBr6PcWGuVkz1WsMi2Ffr6+6ZXU/4JxzfqHfeV7T84+Op9cQ2eRQZiyCqHoNseAMeyhqQHPObV/T85O1I/oZb09msy4PE93OFw2DUTHU7SEMdDlRVt2/dWv6ei2i2LAP6t4mM5c39D7LdPwjmfnFf/D3ZObPv/uvZMbC9/W9p3W9xxk1DyqPT0a6X6rl+nepopzN/ltdn8qNs57MdFZ0v+Q1dd++N70qM1d2npMZi+m4+p0oou1xAAAgAElEQVRPL16TZbz55/ReaaM8JjNZoOcwfjSb39KKjh7L24Wu65ef+b7MnHjzfyQz2/3qfrJ+7DZZhoVvmEc7wzzHxrIe1KUEnuGaDYpAzxV9y6JajXuG/dZRrPuKtDabul4a1ga+YZ+9NOxflpHO1GO9OC9Fe5gVz/KDr2E30PJswlDPc2o1XS9eD39hBAAAAAAAAAAAAAAAYM7wwQgAAAAAAAAAAAAAAMCc4YMRAAAAAAAAAAAAAACAOcMHIwAAAAAAAAAAAAAAAHOGD0YAAAAAAAAAAAAAAADmDB+MAAAAAAAAAAAAAAAAzBk+GAEAAAAAAAAAAAAAAJgzfDACAAAAAAAAAAAAAAAwZ8Kqg41GLAs43B7ITDdoycx0WMpMko9k5vbbb5IZpbu0qq9lcEVmeoNUZpYW12VmdBDJzEvbGzJjsX+wJTO15YbMjJ0upxlMKo+Xfi7LKMKuzFgkSVNm0qkux890plzQ7arT1u3BO7ajT2bQbFS3z95eIsto+IY27vQDbHZ0XQ+86npj1T8cykw7astMa+WUzAx627qcum5XLtR1R9kf7MrMkbUTMuPn+nvD9aVlmbm8pd/niyd/UWac+5JMdKKaLibTbc8PdDlXN/Yqjz/9on6XrdOnZcbihiNHZWZv81BmGjX9Ps+uLsrMwOmxcfPAkxmLjlddTlHq933uposyc+JUXWZ+clG3q+9c0O3T4viC7m+3Dnsys2Dok1utyqmkc865lVBnmsuFzCibV1+TmU7b0NfmYxnpdpZkZqAfset2DddjUAt0n3ztymWZ2fcWKo/3xnpO8K7rdT+wMH5VZiwmIz2WlzVD3+8sfY7uLywm09nMY0b5ZuXxaab72rCm5797o+rzOOdc/8o1mVnsrsmMxdJR3Vckhzpz7WBfZt62Ut0enHMubRom/3uGzkCZ6r6iaOh+IOvrur7Q0XW0mOr79g5ns06ztPN6pO8rzauvuTCMVUWk16fJRPeTFvFIj+VeqMfpstDtIY913Qmdrhf+6I2P5c45Nwir95g8w7tqdAKZKUe6bQYD/Yzz8Wz69fFY73fVm3oNEQX6miPDM8wy3c6jcAZzdsNeTK2ur3fZ0GdvDZ+XmXSxeh3nnHPX3GsyY9Fv6zlKK9b9jh9Uv6uooctodfR6xhvq/RGLKDgiM5lnaMOLet8xmOg1bCfSfeA01nteJq3q9rk/1evBm868VWaeee7/kZl+ptc8Q0O7spjkek3tarqdh5HO5IHuS71a9bx0r2/YADYIS8M80emx6Nbbz8nM5iU9H/9Xf/wDmWn4x2TGIhnr8SEs9LtKxtXv3B/p8ySh3u9yhjHPovT0nL1m6HM8w/g6MsxjNvuG34v82axz6+feVHk8T/X17u3pMbi7oK93Z6zXDy+/MJvf0gqn69fyor7mi5tXZebCa9+TmaX1d1QeH0/PyjIsgky/T9/TcwvLXoylhoaG3yny5MBQkhYY1mCNup6zT73qPrA11WPeqKOfX69r2RPTJiP9HYBX6vWgZY3RbOp5196OngfGtZ/NnoRl39HwE4QLDHu7k1TvN4wMeyivh78wAgAAAAAAAAAAAAAAMGf4YAQAAAAAAAAAAAAAAGDO8MEIAAAAAAAAAAAAAADAnOGDEQAAAAAAAAAAAAAAgDnDByMAAAAAAAAAAAAAAABzhg9GAAAAAAAAAAAAAAAA5gwfjAAAAAAAAAAAAAAAAMwZPhgBAAAAAAAAAAAAAACYM15Zlq9/0PNe/yAAAAAAAAAAAAAAAAD+SivL0vvL/jt/YQQAAAAAAAAAAAAAAGDO8MEIAAAAAAAAAAAAAADAnOGDEQAAAAAAAAAAAAAAgDnDByMAAAAAAAAAAAAAAABzhg9GAAAAAAAAAAAAAAAA5gwfjAAAAAAAAAAAAAAAAMwZPhgBAAAAAAAAAAAAAACYM3wwAgAAAAAAAAAAAAAAMGfCqoO//+SXZAH9USYz+d6mzBw7uSQz//pP/khmbjt5vvL4x574Q1nGfb9zr8wEpf7W5urWJZlZOHJEZm4+d7PMTIZDmfnQHXfIzN333i8znicjzvIt0mBcnen3E1nGf/H3I5n5B7/0gMx884E7ZaY4syIz/nJLZnobA5kJo0Bm2rF+xu/91Y/LzIc/W33vkW7ibsVbkJljE51xi6WMfH+yLTPfeOCzMvPYQ5+Xmad+ck1mFk7VZWbdm8rMMNTv/HCpur5/9SOfk2X8z3f+Y5m5cuaUzCw0lmVm55quPGlWyMyqn8rM+35H3/sXv/gFmdnd35GZMNT9TrNZ3Rf4vu5I+/2+zDz0GX3fD37g12Sm1tJ9lyv1u3K5jiRZTWayQvf/n/n6N2Tm937/icrjk7E+j2XQKwzjYmR45+2Jfsa//OGPyczj/9NXZOZgf19mJv2JzHht3Xc1J12Z6WbV7eqOu/Q4/eCDj8hMb6TfeZjp+3btVRkpa3qc9kPdaL5w10dl5tOf+4TMeIa6HNerx+HRaCTLSA/1uDhI9TN+/Mtfk5nPfUrP8Vyo513NuCMz00Hlssk551wR6Lqep3pu8cnPPCQz3/pn1XO8/FD3tbVC1z/DNND5hn+CEAd6jvcrH9Rzswcf/ozMhL4+13Ss+9u6p+tyHupy/E5cefyTH9b92yMP6nVcVurrzSzrOE+/UK/Uzzhwev5234N6vHrw/ntkZnlhUWb6k+r+a71+Qpaxvb0nM6NMr8s/+6iux/c+8lsyc2Wix6Jaqtv5rcdO63NduyIz+8OxzHz7S3ru+rH3Vb/z2in9rkZT3Qcud3SDGG7p+z5y49tk5qPv+c9k5p5PvE9mzh2/SWZcptvw3o4eGw8PDmUmCqvHxk99TY9nd3z0IzJTi/X6q8gNaxVDH1ga+rck1f3b1x97XGYeeb9+PkWh12ntjpijdAzjot6ycPmmrlt3/d4HZebTn9R7rkmun3FYqx5fnXOucLpelIbF3DQxzNk/r9ciH/po9XgeBXpt5VkqsqE5lJG+p0Gi107f/vI3ZeYTj+tns5q1Zaaut0jcdKTXGUsr1XP23Uv6d4y7nvgdmfn9b39dZiZTw57Ez1Dd0K5+/T26nT/0udnM2ftJdV/Qaeg+cmNP1/VmXde/hx/Qc7MnHniPzORRQ2a8zLAKM/1Ao59xWOpzffDBb8nMfffcV3n8+LE3yTIuPv+0zNTr+p2HHT1epaGe13/6k4/KzFfvfb/MuJb+TaQs9FzH5Xqdkam5f6b7nDsfeVJm/uBrD8vM1LDn3/X0eH/V179BjA113fd0Xf/Yh/Se6/s/rNfmlrnrz8pU9KPOOffk49X75845d/fd+ve20On7Lg19jhfoTH+g+/bC6T26Jx7X+zFf+0b1/uT3vvcdWcb152+QmVqs93TabT1epYa1yuvhL4wAAAAAAAAAAAAAAADMGT4YAQAAAAAAAAAAAAAAmDN8MAIAAAAAAAAAAAAAADBn+GAEAAAAAAAAAAAAAABgzvDBCAAAAAAAAAAAAAAAwJzhgxEAAAAAAAAAAAAAAIA5wwcjAAAAAAAAAAAAAAAAcyasOrjTn8gCMr8tM/X2MZnpFTLi3vo3/1OZ6UZ1kfhDWUbNy2XmcH9PZo4sHZWZ87feJjOXX31NZmqhum+bwPdkRiecC8JIZkbb48rjt926Isvo9182XI02OrkmM4P+VGb8/V3D2XRlr/ktmdkeVj8/qzNHjlce7x3qMjbzbZl5ua7bzHaqy/mbx9+hL8hgfxrLTHvlRplZXmvKzM7OSzIziROZyeM3/o1fcvydMtNIDmTmlWdKmWl39fjg1f+dzBTlrTJjEYaVQ55zzrk00e+h1TS0z63NyuNRpPvIojQMjAZ5XV9vFtVkJk117x/HevxM6/o9uCTVGYPxYVZ9Gq/6uHPOOV3VnZcbrtdvyMhgRp/x7l7WfWlZ6D4wmAa6nJbuA/1MP59oKCNSb6Db77GGHstfTnRdv/2Ursderse9bKqv2eK5p3syc+YWPR/f36yeW0TdVVlG1NAVuRgbGpbBeFe3q1pDj0VuWc+pWl19zfsD3a62r+r1lUUyqq6nWaavt5zoTG7ol8rQUI4hY1EGhrHR0+0zDPWN5b4up3S6fxvu6r5Aieq6rrc9/YwTw2swdNmuCPTz81LdHiyKqZ4z5aWex7iieo6S+oY2o1+D8y3XYlAb6fn4ek33yTVP7xNcfuaHMnPy9PUyc3xhSWYsmier5xadSD+bbmqo7CNdj5uLek4wvfKCPpdBoaddbur0PCYM9Nysu9KVmWZ3QWYCp9unEof6xiNDn+MM5Xim3SzLqQwvy+DkzWdkZndHz1H2hpcrj6/o5aBLCsNcaOW0LsggG45kxkv1HDku9IBVWv6dZKzrcWM2Q5qriT2JONInKnK95vYCXdfLUGcMw57Ja76+5lG/uh4759ypeFFmdlPdTz7fH1Qef9NZPeZZjMb6WtLUsCdh6LosvVtpGBqL2WxDuaim+8nrVvS84bvPVu+nNgz9ceQb5q2Z4T0YlKV+E2lquB7D7zPOm82YNqNX7mIxt9iYbMgyGuf03OPUEf170cQwj/YCPY+2aCzoOdV2X4+xQVOPRVGu63uYV7/RfEYD2sDp+06c/lFpb2L4DTGp7rOdcy6o6f6kns+mzdRrhndl+A1Cms0Wyqy6iuoPCf5/lq4ry3V/m5d63+yGG8/LzAvPv6YvyGDjypXK40fX9XcAt9yif9+6dPGizEymem5RvoHBnL8wAgAAAAAAAAAAAAAAMGf4YAQAAAAAAAAAAAAAAGDO8MEIAAAAAAAAAAAAAADAnOGDEQAAAAAAAAAAAAAAgDnDByMAAAAAAAAAAAAAAABzhg9GAAAAAAAAAAAAAAAA5gwfjAAAAAAAAAAAAAAAAMwZPhgBAAAAAAAAAAAAAACYM2HlwSCSBUzLQGYmk4nM9CJdTlqrvFznnHObk4HMKP3pSGaSspSZ2667TWYuXdqUmdDwbKajVGYs9F3ZvjKaJLqkWBS0tKDvqd/PDFejTTq6rnv5WBeU6fuOQn0uS5uptxv6egw6G9X31Rzo+nd9+5jMJNc6MrN96zWZcZuG92AwGO7LTL0ey0z/2gWZ8eu61USdJZnJU10vlCvbL8hMe+lmmWkteDKz3jmQmbBYlJmdxaHMWAS+fg++pzNxpNtwu11d39NkKstoNdsyY2EYrlyZ67reMPSBSWB4xoZzTSyDkUEjqx4jUk+PIWWsrzdIdSZx+lxBqvtbi/EokRnfcO9NQx1cWtBteDQ6lJmkeOPzmFqp+4pjNxyXmWZPX8vhru6PLx/o92npcyzWTuoxdqGu5w2RX9035TXdr/s1XScWF8/IjEU50v1xnutn08v1+qGxovvApfVTMpNNujJjklWPw16ZyyK8Utc/r9CX4hsGmjLR8waLwOlyikT3gZZxTwwhzjnn1k7oPuWlV36iCxKevqr7k/WWfp8dQ9/vp32ZSXLdTy4s6bmtRRHoPYA009czHFWv8ReX9Ji3N7oqM2G7KTMWtfE7ZOaFV3WffOqUbsSdru6Ts1iXs7O/LTMWB5Pqvr1RtmQZfqTrceHVZWZa6DbTr81mXT7Vl+PGsaENJ4Y1o6/7lNLXY2yW6TWN4hl2ocJC9wOJM/T9hT5XUeq6XhSGwdHghacuyUyzUZOZMl2rPJ4d6rGzmel5dL2YzVg+ePftMlNu6/VDtqf3dLyJHh/GhnlDOtbXYyPqoKH+zeI09sxsFua/MNT9SWdhQWb2dndk5nxtRWbOhtX99pUNPb7a6LlZ6XR/7Fnm2oa64xnO5Vsm/wYH+/q3lWC1uu9yzrlut3rttDfQbbMe6LlZYVgXWRSWd27YA/BS3fc7T/fJljHWFbO59+lWdd1ZPqnfw8H20zLz7GsvykzknZSZpWVd/yx6U72u9FO9lzC6dllmuomeAzea1X3pYWNGv6sY+orJUM/fglj3S8up7k/aNcP8zek9EhPTRrtl/BR7OpZLsbTxGY3lmel3T8NvaYd6jI0Nv9VGDb0OWT2u53gWcVx9PUuLus955hndv/UO9LM5f/46mUnTn36Pnb8wAgAAAAAAAAAAAAAAMGf4YAQAAAAAAAAAAAAAAGDO8MEIAAAAAAAAAAAAAADAnOGDEQAAAAAAAAAAAAAAgDnDByMAAAAAAAAAAAAAAABzhg9GAAAAAAAAAAAAAAAA5gwfjAAAAAAAAAAAAAAAAMwZPhgBAAAAAAAAAAAAAACYM2HVwSItZQHTIpWZpbglM0VbRty4rq8nXF3QBanz9Hsyc+MNb5WZwWQoM0WeyUxpeMa1oCEzFmWpn7EXBjLTH+r7OnKkXnk89LZlGfsjXbcsTrw00Odq6WeTt/X1BIH+Tms01Nfjp7peWPTz6vuaRJXdhHPOub29Q5lZyD2dmei6lSWzue/F6EBmCleTmaG7LDON2jmZGY2bMnPxhVdkRlns6Ge8sWWof4a+y9UKGdne0O8z6yb6XAajke6T80LfV57nMtNqVvcFg0KXMZmMZcYiMjSZoqHf1TiPZMbzdDt3he5TQsMztpiK/tb3dHuYGt6V5/R9B6V+xrVQP2OLI+snZebgYF9mWpGeU+3u6na1s3NNZlYi/S4Uv7MiM//H916TmZuv1/edexOZWW/HMjPtnpYZi/iIngcmYz2PycbV76Fo9GUZQaDHzqsXdTkWC611mTnc1++hZViH1OtXZObS/vdl5vybj+mTGXhFdZ/iT/R7KEo95nmZbpuFoX9zgSFjkBjWp3Gg++TEMLVYXFiSmf7mSzLjG+b+imXatTXW7/zlvn4P73jnrfpkiS7nmZ+88Xmrc86VkX7nOwd6LXLm9PWVx//s3/1rWcbPve0tMjPozWYsHxte+vHzqzJz9Kwe73sX9Zh2cU/32/lsmrnzxJwzdrpfKhP9/JKOrlujSPcn/VKv4yxiS59s6E6KQI97QU1f87inryeY6utRSsMYkni607asQ+KafjbOsCeWzWgvprum52+1VN/7YFI9d927otdfQTaSmbw9m0ZevPiqzCwd1XO8+vKyPplh/rtS1/UiN7RPE0P9MhQygzJs5XgzOlc01Hsbw0TX087qcZmpx/p99gd7lccPy9nsQXmBHl99036DzhSJnrdmbf17R2gZaAymU91PNgynuulM9Tv/0xcM91Qanp9hz9rC0sRDQygv9cOxXHE5s/5Cy9PqsejKVb2ebk02ZeZ850aZ2dnW+yxXLsxmLD/M9G9BN1x/g8zkhe4v9re3ZOaFyy9XHl8pZ7NWCQzzk+6iXp9OUz2ZzA2/CU8T3RcE/qwWK4Z2ZcnMoHnaxunZ9AOW35/7+3pd3qjrOvjWd56RmRcv/ERmLL/zW+zu7FQeD9b1+nShq/eaz541/IY41PvwA8Nvy6+HvzACAAAAAAAAAAAAAAAwZ/hgBAAAAAAAAAAAAAAAYM7wwQgAAAAAAAAAAAAAAMCc4YMRAAAAAAAAAAAAAACAOcMHIwAAAAAAAAAAAAAAAHOGD0YAAAAAAAAAAAAAAADmDB+MAAAAAAAAAAAAAAAAzBk+GAEAAAAAAAAAAAAAAJgzYdXBwC9kAfUgkpn+pK8z20OZcZ26jPhdfT1Ky3ky0+0uysyVrT2Z8b1SZ3z9XU9Z6Hdloi/HFWVltXHOOZekU5lZXa0uZ3DYk2WU2ZrMWFw93pCZvV39PhtZS2aapa5fQarf+WQtlhmLsBlUHm+UuSwjPejKzP5m9Xmcc67Z1O8hWdXXYzH1JzLTaehMGRgajafb5+JUP5+3nXpz5fE/1lfiwkZNZvJE33e3pd/VIEllxl8/LjPJjm57Fr6v214Y6v4tCPS7Go/HlccbDT2eXb50RWYsipp+n0XUlJlhaRiDDWNaI9ZzAi/IZMaiqFWXUyS6bZaG910z1K3pxPAeSt1mLDr1tszsZ7sykyZ6bnbx8iWZ6S7oudnZt9woM8r5Nf38jq2ckJnv/EDX0bPLuo7edqNuV888o5+fxWKm++Tnnr8qM+duqX4+o4Gemy2XicwMezsyYzHWTc+tnNZzqsPxlswcXN6UGb+t5yjFeDZjWij6i2lo+HcBueEBeoax3LCAiA3zSYtGrMcir9DX48V6Hl0Xc2TnnHv+u38iM9e98xdlRvm7f+tmmcmHA5mZTAzjlaGcTmNJZuIj+l1ZnDi/LjOHm7pP3tqsXp+eWT8ry3jp2Rdk5vypn5MZi+G+7ieP36DP9fQP/i+ZedPpd8nMINfPeGVd1wuL5W51fzH1D2UZ3pKe02+Wen6SHy7IzPq1H8qMRb0wrENS3S8lqe5vpyM9Vu9e03Uw7L3xvt0PdL9U93WfPRzreevQsK6cprqul4a9Uov4Jr3eS7d0Pa2vVM8Dp0N936tNvbe2e01GTN6c6b7i4o9flZnLPX1fR9ZOyszEsp/a0HNtk7L6XIaZmXOlYQ/KMDfznGEtPKP1ab3TkZmLuZ67XunrvmtSHshMXK+eE9Ru0vtmNob9fMO7ssy1E0+fKzLM652bTV1vt/XvJt977oLMZNPq9ed1N+k58isvviwzq+3Z9Othpt/V1DDu+YGu656hXpSlnjf45Wz239aOVY9XjSN6L2bjB3qfqmdYz6QdXc7Ro3rfzOL5C3q+NJ3oOV6ajGTmlrefkZn1xer3UNvWz8aiVdPzrvFE9zktXUXdwLC3kYR6/602m5/SXOkM+z6GPtlTo77lJydLyHC9Fns9vU8wmuox+B1vv01mDib6XLnhN+rF5qrMWKwsr1QeH410+z1981mZefbZp2WmNMwDjx3Tv7e9Hv7CCAAAAAAAAAAAAAAAwJzhgxEAAAAAAAAAAAAAAIA5wwcjAAAAAAAAAAAAAAAAc4YPRgAAAAAAAAAAAAAAAOYMH4wAAAAAAAAAAAAAAADMGT4YAQAAAAAAAAAAAAAAmDN8MAIAAAAAAAAAAAAAADBn+GAEAAAAAAAAAAAAAABgzoRVB7vtSBZwaacvM3GZy8xS3pCZcjeTmdH+gcwo59/yN2Rme1/ft/NLGYkKT2Zy/fjc1BlCBklWyEwx0t8ZLcf63jutceXxra26LMMz1C2LeC2RmTPVl+uccy7s7cvM+GAkM8H6EZmpN/S7skiD6veZD3U/EDb186ut6zqx39eZxrGazFhM4rbM5J2JzIx0xCXJrszUevoZ9vZ1OfJaDi/LzJmlt8hMUeh+4CANdDmBfuen45bMWERh5ZDnnHMu8HWfvLl5RWaWl5crjz//3E9kGb/56++VmSe/+W2ZGY51Je1EA5k5Mt6WmTQ0vPNCj+V5MpUZi27crDw+KVJZRr3Qfa3X1PdU6yzJTJTqcc8irZ7eOeecO9zWY9Fb3vEmmZle033X1tZFmXnmtUsyo+xNDmWm1l6QmXf/vH5Xz16sbuPOOff/vqT7E29fvweLrc1XZWale0pmruwMK4/f8Pa3yzKijWdlppbpZ2MRrun5eBG+KDNe+JLMrDT0WmWQVfc5zjnX39P9rUWrqC7Hi3TflRnm656hD4xSXU4tmM2cvRHoeenQMEdZXl2Tmc0X/0xmwkD3t/XuMZlRfvj9p3XI8K7imn5+ueHflKRZdV/hnHOr9dn0b3/+f/+JzNx+w9+XmSKpbsPLq7fIMn7S03sNw6Fh0WhQq+v57zPPGfr+1VWZ2bh6VWaWT+sx5LDfkxmLyKvuL7KWvqfJWLeH1kTX0RM7r8jMf3yLXht8RiacK5yeR7eCrswEhV4vT/b1WDTu6bo87em+QNnf29HX0tD3vRjp9f2ptZMy0zqtx4crgzc+b3XOucPXVmQm7ndkJomr5+NhXdetwYFez0x29TO2GHd0Gx7vXZCZo0f1u9ra03t0f/vdf1tmfvz0UzJjkU1Fuyr0fMlzhnl0adjbNczH04GeN1hs7BnO1dVz7WSg+5zOom4zi52jlcevHOi+36LZ1P2xP9Hrab/Uz6/09buKanreWvNm0853D7dk5vSy7gOPXbdYeXzU03s6QanXaDsj3U+aFLqO1nzdzg1dgfOcXoM5w7rIz2azTiuz6n5746Kee6wdfavMbO3p/aVwTc/Zx0t6/mFx+4l1mQkneiyq13Ub3vv+czIziavb+WGg24xFs67bVZbo9tCtxzJzWNd1ferreUyrMZv+ze0axmqxH+2ccw1X/Xz2Fwy/Gyd6nIkP9ThjkYe6Df/837teZgYDPT5sbeh1SDvS+7urrdnsPR49Wr2n8+JLL8gyXnzxeZmpG9rD7p7+fbBe++l/P+UvjAAAAAAAAAAAAAAAAMwZPhgBAAAAAAAAAAAAAACYM3wwAgAAAAAAAAAAAAAAMGf4YAQAAAAAAAAAAAAAAGDO8MEIAAAAAAAAAAAAAADAnOGDEQAAAAAAAAAAAAAAgDnDByMAAAAAAAAAAAAAAABzhg9GAAAAAAAAAAAAAAAA5oxXluXrH/S81z8IAAAAAAAAAAAAAACAv9LKsvT+sv/OXxgBAAAAAAAAAAAAAACYM3wwAgAAAAAAAAAAAAAAMGf4YAQAAAAAAAAAAAAAAGDO8MEIAAAAAAAAAAAAAADAnOGDEQAAAAAAAAAAAAAAgDnDByMAAAAAAAAAAAAAAABzhg9GAAAAAAAAAAAAAAAA5gwfjAAAAAAAAAAAAAAAAMyZsOrgHR/4oCzg2MlFmVleOiYzl1/ckJml5WWZmYwnlcfve+iTsowPvO8DMtPtdGQmyzKZsfB9/V3PdJrIzFe/9lWZefSLj8pMVOp3fvmVTZlJ86Ly+Jnzut5MpyOZufvB35KZr/3L35WZ/Su6jsa1QGaCYEFm8mH1s3HOuaCuz3Xne3Rd/vJd1fWi1shlGXmu63rsPJkJPH3fE1/3A3c8+B6Z+e1f+qcyc+PfuE1mpl19X5efuabPdfyUzFy9crHy+INf+aws49uf+bjMlKGuW+m0JzOX+qXMFO11mTlSH8jMx+75ssw89vXPyUxtpOvyJND35dcalcf3rleV67cAACAASURBVOq+q9Nuy8ydd98pM7/7BV0v0lyPM+GBfufXDO18EOn6VTP0BQ9+5mGZ+cjH7qo+T0ufpxBjlXPOOT+SkcPeUGaOn1mTmfs/dr/M3H3nP5GZWuc/0Blfj1dp/8cyc/XAcO/Hr6s8fv+D1e/SOecee/TrMlNEuq4P07HMXN3Rc4J2O5aZuqfnk5++7x6Z+dBvf1RmgkDfu8qUhaE9eIZ5a5LKzDe++hWZ+cideo5XlrrPrkd1mVlfPSozw5EerxqN6vHBOefu/Lgeq++7p7r/v9HXz/jikXfoTL0pM2cvf19mdkZ6rfKVR/U7f8+H3iczi13DXNuwTvM8PablhjaRpNXv4huPPSHL+N3/Tq/Rtvcuy0w81eOV19RzlCi6SWZGkV7LfeL9vyQzH//ct2Qm9fV7uHX4byqP9+K3yjIiMb9zzrl+Wb0f4Zxzn7xL9+sf/tS/kJnY6XZ1bVOPV812V2YarUOZmWR6PfPNz/6KzNzzYPXc1XO6XzdMSV1qKGfU0/f9zne+U2Z+/b/6L2XmsQfvkJlJvCozr27rNnyYV24FOuecO6eHPdcaTiuP3/eQ7rvu/9x/KzPlWM8lO6Wed3W6+r7LsvqenHNuc0fPFT/9xbtl5ltf02vYwLDOSMU4ExrGs76vM82Ofn7v/dUPycynHviEzBSefp8u1W049PV+VlDodz6d6nv/1KNflJkv3l+9J1Hr6Hn0aKD7/lb3uMykr+3JTNbUY9onHtHr09/+7V+VmbNnb5aZy5d3ZCaK9bxe9QW9Hd2PPmJ435+6X4/3UUfv++zv6vuueXqvvtXR85iy1Ndz7316r/nX7viUzJxu67XTicXdyuNeovuBrmFuW2Z6nPknd/2RzDx63+dlxp/ofsmvGSYyy3qdluzrNWG4rddFH/2Wrsv/+z+vbhM/Hut+9OlX9LM5XdPz/vUjer70cqnH8scMv40+YfitMS91vxRG+nrS1LCnI8bzmqef8XvveUhmPvoRve943Um931CGeh2ym+v9aN8Z1mkT3ed84V49f/s9w5w98fTed2lZsAiWdVHs9Dv/jQf0nsRnP6L3a4rSMNfOdL9UeIY5XkOXk57Uc7xPf/gBmXn489Xrlf3es7KMTqzbbxreLjN+qdtDs6nnDa9b/k/9fwIAAAAAAAAAAAAAAOCvJT4YAQAAAAAAAAAAAAAAmDN8MAIAAAAAAAAAAAAAADBn+GAEAAAAAAAAAAAAAABgzvDBCAAAAAAAAAAAAAAAwJzhgxEAAAAAAAAAAAAAAIA5wwcjAAAAAAAAAAAAAAAAc4YPRgAAAAAAAAAAAAAAAOZMWHUwqkWygCIvDafR36Usri7ITKvT0meqFYbrqRZHlY/FOeec5xnKifXzsygKfU9hMJtvf4rymswsrOn3sLa6LDOjSa3y+CSZyDKC9qHMWBS9gczkmX4PhaHulEUqM9k00+cqDZXQoNGsvq+9YU+WUW90ZKbW1W18Z/M5mUkTS5+jrZ1Yl5ki0+/hu9/5kcy849TbZObKhQ2ZOfumEzKjXB7r+rfcvl5mpqGhrz0SyEiUxTJTRrp9WvRKfc3LLV1PN69ekJm1EyuVx8tYt9+twVBmLJ7rG/qT5UWZ6a/oMe3Nqe63O9OpzISNJZmxqNWrrznydH+Se/r5+aGhrod1mZn2D2TGovCrx1fnnJvmR2SmHRv6i2O67iyuGcar1hufvzXSHZmZhPrZLHcaMlMv9Twn7es5ysqpXGYs4pZ+V81A31eaVs8nS1/PNz3f0GZm9Ml6vW5oVxPdL9Vqul6cOnVaZl555WWZsczrTUQ7H+gq4ZLxWGYiw/uMA32yItH9pEWzrucNlmWRH+pQEOhrLko9jgQzqPC7vX2Z6Swck5mNq5dl5mRLz5HDTN/TdKjXlRYdQzu/Zlh2H5R/q/J4aHjf/cFFmWkEI30xBmHWl5nAMEe56dxxmTFUY7ezp9t5nm7pggwir7p+FU5fS2BYl0939TO+4ZxeFz33wksyY5EG+pq/97zut08v6bX5m0/pZ7iU6nlp0kxkRpYx1ePiqUU9TtcNa6eL13RfOgr1fGlrfzbr0/FYr4siQ/+WptXvM3d6Ll4Y9lInY11HbfRNhaXuk5NMz/F2M10vQsOcYCHS8w+L6bi6w426+hlb9ugO+npddF29LTNJa0b7bytnZGaY6Xv3I9137e7odt5qnq08HtZns1ipJfoZ54Y9iYXumsw0Pb1Xv3nwisycOjmbvZiVhu5TskDP8V7Yrt4HnRr6k7Olbg/r0Wz2YnLPsPYsdJ+cpnp8zY90ZabX0XPFdjSbuevzl8UcpaHH19s6en/kyFT3gW6iz7U40H2Fhefpd+V5ekzLct0HZoY1mPOr5xa+ZT/foNnU/dvE0D4v7+r6t7Sk+8lJb1NmunVdLyzSTN9XaphblIb5meJZFnIzOI9zzhWGU/ml7nOcr6/HN2wfBYVhT2JGvyNubVT3Oyvrei9mvK/HmWhF19Gnf/RdmXn3z+v9y9fDXxgBAAAAAAAAAAAAAACYM3wwAgAAAAAAAAAAAAAAMGf4YAQAAAAAAAAAAAAAAGDO8MEIAAAAAAAAAAAAAADAnOGDEQAAAAAAAAAAAAAAgDnz/7FzpzGWpfd935+z3v3WXl29d8/0cDg9Qw6Hi0hJliwFCQwkQGArCGwkgGWRNmPJXESKy3BEkTOkRqS4eELZ3KwlZpQAjgO/CRzZQBxGNmUKMkWJ+0xzptl7dVXXeqvudva84FvO+f3BvggU3O/n5ZzfnPVZ/ue5p4sPRgAAAAAAAAAAAAAAAOYMH4wAAAAAAAAAAAAAAADMGT4YAQAAAAAAAAAAAAAAmDNh7Ua/drNzzrnKr2QmL3KZ2dq+JTOto4Y+Vj6VGcX3PZkJw0Bm0iSRGc/X3+z4hkwURTJjsbxwUmYGB/syE7daMjNNd2u3Z0Uq99FsxjJjkXiGe1zq/ege45w30jsqAn0+hlM2aYrmvtJflvvYNLSJqLciM0Gvr/dz3JEZi5OPn5WZrfGRzDz+8KMys5Ho/nm30GPX1sGOzCiNZX2+aaLb6Lg1lpmluCkzg71MZhKvKzMW49UFmZkMJzITOT3+T168Wbv9VP+U3Mdhfzbjm+/pkenKUM+vp0P9HPKq/rqdc25hQe/n+weFzFj4ol+Vhb5uV+r+61e6TQz3tmTmF37ub8rMs+4fy0wR6n7lyoGMBLmu8Y4ner5PK32fS0M9qSSJrhuKgR7fuif0M186tSQzt66OZOZwNJu2Xo71eDs11BZRLJ6DoSa10JW2TZbqZ76/vyczvmFcPzw8kJnpVM8hy8u6rrKoRFNODWN/Zmh+Uarn+zOG0uzcpVfJzGf0bpzv65MOQt3Pk6nhHbY0HEs3HZcZ3oWVJNXXlB0c6x2Vuta+u6XfYZcXdN8zvC6btA/+o8yslbpm6jXqG+rkrl6PiLu6hpnGusazqErdbsJYj6ZHR4cyExjmB1fpZ95tz+Y9zYm+VzQNjavSfbxX6XGyX/Vk5srxVX0+Bs1Yn8+FM3q+DwxrYoNtXSsGHd3e2+H9r795Hd22du7pMTAa62ua+rqNBt1VmVlb1+tmFmWg55nc8O/8gqp+LPAM/cGr9DgaGOYiiyDX+5lmQ5lpN3V/6F98WGYGx3r+PLr+A5mx6Lfrx5Qs17Wk8/QYuHFWz0XH378tM2VgeK806Hb1euA41G19raf7Z8+w5hqk9XNjc6DXOC0WlvU8/dJI98+NU3qcrPb0+LbY2ZCZg7v3/17unHOFr59Dbqjf/Gb9+QSG99OXRnrMvpLpNmrRCQ3r2k09dzaW9PP86vde0sda1fsZR4ZxxyAt6p9nK9FjV7Ol29+gq9drdg3TVRHrtSyL1NfnUxjWDGO9ROe8RT0WpHH9O8Q0ns0a1N6RXu9aX9IPYsPwW9BkeE9merF+Du1I1w0WpWFFqywMvxJ69ffHsm5WiRrQOecqN5txvenrdlyWuo16uX6/yjJ9XalhLHWpXtuwOPlI/RwxPdK/2bUMza8T6/r3Z990WWb2xj9+HcNfGAEAAAAAAAAAAAAAAJgzfDACAAAAAAAAAAAAAAAwZ/hgBAAAAAAAAAAAAAAAYM7wwQgAAAAAAAAAAAAAAMCc4YMRAAAAAAAAAAAAAACAOcMHIwAAAAAAAAAAAAAAAHOGD0YAAAAAAAAAAAAAAADmDB+MAAAAAAAAAAAAAAAAzJmwbmNRZXIHSeHJTDHR+1nsnZKZqB/JzPH+XZlRwjyXmbIoZcb39fc4ntP3L88KmclSfY8ttnem+li5Pp9ibyAz/Y2qdvvBYF/uY3A7lRmLLNT78aPa7uKcc6470u3iyPCZlufrdlE5fSyL8Wivdnt//YLcx/HtmzKzEdY/b+ecWzm1JjPPf+W6zFjs/GBHZ7q6P6wN9LMKs0RmOottmdl0gcwok0yPb6fPntX7uf6CzBxOxjJzttmUmaSpn5XFYqXnkEmmO2h6cCgzjW79sa4NdZ9J8/t/3s45d2lRt9GdQ31NN6uezNzwzslMf6jH20sd3Wcs/LD+2n3DHFxVhj4e6/F4ebUjM3/0778sMxaW6/IM3wz7lR63nafHSS/V+wnDWB9L2Mp0H3+ke1Fm9u+9KDP+kqH+WF2WkdGBrqksmrHun87T/SrL6sftqmrIfQSi3znnXDmby3btlu5Xr3vigswcHw9lZjQayUyr1ZKZJNF9xiLy6/tVlul+l0f6WbV0xN0Y6Ac6Hum6wSKuujKTHxj209Z1feTpTFboWqdZ6bYj+bpt5cWxzEQNvZ9GQ4/H3WVdv+1vzuC6nXO7rUWZWT7Q155GW7Xbi0U9njS7Z2SmSGczwJWVnqePRxOZSTPLmGOYpyPdLkbj2YxvWVTfvvJMz8HjsV4fafq6HQ8men7olbqOtugYnmc71u0rifQ4eeOuzlSBrhv87v3Xb6nT113l6zITxydkphPqY+WG+bNheD+w8EP9DhH4OpOINcygaVh3HOs5r2zqcdKicIa15ly3v9Prl2Tm+rYuCi5cuiAz37j+vMxYjMf1bbB0enzrLOq6fzDW82LL6TE7buq6weLIML55hheEtqHvJZcflplNsX1yWq9rWBRLuh2ngV6ja7T0OHDnBzrTX9H3b2F5NnVMp9TP3Hn6nCd5/TnHga6XVitdr0+bel60GBvWiFtLeu68c2xYdzTUMQ+efYXM3N3dlhmLKKpfw5wkuj80Yj3mdDr6/t29qY81WdB9z6IMDT/0THW/yvt6DbjpG36TG9bPsdPeityHRSPQz6oqDPNMpWuLUa7vcRHptaqjwWzeTz3DUqnv6WdlWW+W52LJzOYnRBeEul8FiV4HHRvWiKex/i0o7tX/pumcc9PijsxYNIqv1W7f29TPe72t58V403CPF/W4Xvj6d8aXw18YAQAAAAAAAAAAAAAAmDN8MAIAAAAAAAAAAAAAADBn+GAEAAAAAAAAAAAAAABgzvDBCAAAAAAAAAAAAAAAwJzhgxEAAAAAAAAAAAAAAIA5wwcjAAAAAAAAAAAAAAAAc4YPRgAAAAAAAAAAAAAAAOYMH4wAAAAAAAAAAAAAAADMmbBuYxlkcgdFM9JHKQMZafqxzFy89EqZ2d9f1ecj5J7+jqbl62uqvNrb65xzLstLmQnDQmaKQu/HoipGMhManlWrpY+1eX1Qu31x8ZTcx0/9/KMy87nnfk9mEv2oXCPRmarQbafydaaI9TOPQ90GLRqdldrtu4N9uY9mqB94aLjubKCvu0xlxKS1W8nMRr8nM2FTn9B0Sd+fQ183sEGq749y4+AFmSnLHZmpPM+Q0WNFu6Hv362dQ5mxOLij99PP9DnvD+rHLuecS+P6Z37pDa/W+wh1G7WIiiOZ+S+7+nnuZXqe2S+nMtP0jmVmudL7sfCi+nMuCl3nVJUeu/xCP6vA0/23v3xGZiy8Sp9PUennmeV6nvE8XQd6pb7PXnH/g/vDFx+SmaMbek6bOH1vlj09rkcH+rrL20OZsdgefF1m1tZ0++q2lmq3B4Y2Mcr1NXluNjXMZDqWmcOBHvvTRLe/XqcvM6Wh7/mG9wwLXxwrCvW4HgX6OQSevqZp2ZSZwVifj8V0kstMr6frtyQ19E+n20XkdBtsBV2ZUcK2Ppd+94TeT6Db3/a9ezIzcfqZx5GulywqQ79KT7xRZ9zt2u2+YV2jOjLUZoc/0BmLlm7rnUZDZhbvtWUmSXQ7rnTzcv7N2Yxvg8FB7fZGro/TN4wDyxv6ovZ369uNc87l2URmLFKna4um4f2qWer3ymBRZ/odvUhy41CPpcrhbf08Fwpdv0Wn9VjbL3WNkqaGGmU2r2muKPU9DgM9fxaiWRSVHt/Cxp7MuGQ2c7nz9fiWJ/p9cGRYfzu5ckHvZ0uPga964k0y49wfykSa1Pe97roes5dW6tfwnHPuxZfuyEzcsLQ/w2KpgVfqNtjIdN97aUmvWW8Mvi8z7X79e+PD9T+XmOX7+rrXlvQ4Gg06MrPR1/dvUuljJcPZ9PPMsAYcBfq9uyHWHvNCn29ieOfxDL+BWYSeHt/Wlhdl5saNTZlZOb8hM3v7uq4fD2dTs0dRfb85PtL9t1jS7xgu0s8qMIw5JwPDb5oG0ZGuP0YtPcd6bf0c+ge6vm1HD9duv+p0u7HwnW7rSa5r5FBPe67XrV+ncs65dKzXfXYN60cWgb50l0czqpkEw3KNXDuyKotlmTkqdc2enr4mMyvn9Lh9eKwzi33927FFcfRY7fZepBvFJNB9fKfQ67Z+cUtmWt6P/60Af2EEAAAAAAAAAAAAAABgzvDBCAAAAAAAAAAAAAAAwJzhgxEAAAAAAAAAAAAAAIA5wwcjAAAAAAAAAAAAAAAAc4YPRgAAAAAAAAAAAAAAAOYMH4wAAAAAAAAAAAAAAADMGT4YAQAAAAAAAAAAAAAAmDN8MAIAAAAAAAAAAAAAADBnwrqNRZrIHRRJ7S6cc851l5oys33njsz84Bvflpmkp4+lTIZjmYnbej9pVspMUKYyEzX1flp+pk/IIPT1hWWTid5PHMvMxsqjtdtH/oHcx59d+Q8yY9Fc0Ncd7hV6Py6XmczX32nlLpCZoKkzFseTRu32YTqS+1hq9/Rxbu3IzMpaV2fOPCwzFonh9g0D/ayK5fr755xzV0cDmakaus8sLOj7rPxnC5XMbB3flplmrPtnsrAiM7fu6vbl9S/JjEWW6PH21An9PJdf1ZGZg6XTtdv/YlPPea3VlsxY3D5a0MeK9dgV+FOZ8YuhzGSBbuu3J/oeWyTT+vk8jvQ9Lgt9bxp9PXbd3dqSmZPnXy0zFpPkUGaaDU9mgqa+P3Gs+0zp63EnCHRGuX31psy0V87JTJnpa9rePJKZ5Pu7MnOh9aDMWDx48g0yc3iox9vN4X7tdt8/lvtoNtdlJk30eGJxfKzn19FIn/OSYb7q9/sykxrenRqG+d4iz0Xtb6k3DS80YanrX9/T1x1Hul9ZDCf1bdQ556KmHk/GU/0+0wr1e2XDMI90H/pZkXhO7iPyF2UmGetnfnN7W2YuPfRKmVlo6Ou+EW/KjEVv5ZTM3Lyla7xH4/ox0Btc0yeTGurEbqT3Y1AM9P1LAj2XZ6FeS8g2lvT53NRjwdr52byfrrXr2/Lrz+i5c7Cv57w80nPR7UyPFcduNjV7FOj6bXWqjzVu62e1ZBjfWrnuVy9N9bGUw701mTl1Rr8bRE1dEyRDfY8bsa7rp4Y5xCJs6vf7INJjuzes7+dxW19TP74uMy3DeGJR6tcrt75oeL+68pcykya6Juj29fvyAz09F1mcXBPtva373Ze/8v/IzDTTa/VveONfl5m9ff0+Y1EY6sk9X7evfPlxmXn4B38sM9P9r9Ufp3VW7sMifEn38cXH9Bz8rd/X71eXH9H3uHdOd768uv9x3Tnbe5Hn9HuRajqep69pmOtxdDQ2DEwGeaXfPY8Guq3f292TmZXzul34E13rXD5xQmYsKlGX+rEel6JA1ydepPfTbusaeSWaTd26HOqaM+rqfn4U6f5QnNK/ifzpd+rXZb+yc0PuwyJyuhaqCj2nNQ2/q/z5N16QmbbheT54+TUyY9Gd6t9hw1L388rpdqr4hiE7thReBrveD2SmOn1VZi6/6jGZ2dzSz7Pl6+taDQw/4hvEy/VtOQv0Osu9XK8TbO7oPvPEQ3r9sti8JTMvh78wAgAAAAAAAAAAAAAAMGf4YAQAAAAAAAAAAAAAAGDO8MEIAAAAAAAAAAAAAADAnOGDEQAAAAAAAAAAAAAAgDnDByMAAAAAAAAAAAAAAABzhg9GAAAAAAAAAAAAAAAA5gwfjAAAAAAAAAAAAAAAAMwZr6qql9/oeS+/EQAAAAAAAAAAAAAAAH+lVVXl/aj/zl8YAQAAAAAAAAAAAAAAmDN8MAIAAAAAAAAAAAAAADBn+GAEAAAAAAAAAAAAAABgzvDBCAAAAAAAAAAAAAAAwJzhgxEAAAAAAAAAAAAAAIA5wwcjAAAAAAAAAAAAAAAAc4YPRgAAAAAAAAAAAAAAAOYMH4wAAAAAAAAAAAAAAADMmbBu41u+8E/lDh6/m8jMZHIgM15XRlyZlzITtpdrt7/nyffIfXzy4x+Smbtb2zLz2KVHZKa3vC4zV65fkZlmsycz73m3vvYvfV4/87ysZKYoMplJ0/rt/Z7+nqnIdeaX/tE7ZOaffehdMuOaDRkJFmKZyeKWzJSVvq6m08/hzW99Umb++XNfqt2e5fpZZol4mM45l+r+6y0VMjM9GcjMu/7O22Tmqb/9WZlpGZ5nUurrij19XXEZyUzqT2u3f+h33y738fnn/kBmpsWRzCz3dRu98+KLMlO1HtSZRkdmPvjr/0BmnvyND8hMI6idFn94Ppl+5u3mqD7g9+U+dg6PZebTn3xOZj7+23pcDyM9l0edUzIz3ntJZrK9r8vMQndDZt75zBdk5tnfqJ/30kyPXRsr9XWFc84duhWZubOnj1UVOvPZT+p2/JkPfkZmFk6sysx3b39DZvoLuv44f+6SzHzlq1+u3f67n/s9uY9/8jnd1m/fuiEzzWZTZvoLCzJzd+uuzDhPRz71sU/LzFNPfVzvqNDjdhXWj28dX4+RRa7n6TQVY6Rz7tlPf1Bmnjbcm4Zhnt7P9YMIg1xmXnG6LTOD7X2Z+dUnn5aZD3/gfbXbw0g/qyjV88zeUNeb5bru43lTz3ufed+bZebD79fvaX6g22BR6NrM8/R+XKXnz7ysr6Wf/eQn5T5+8/16XG+0dBsNO/p5JlM9F8WhbuvpwVhmnvzEUzLzyd+pb+vOOTco9GKCV9SfTyfQ9a/X1f1qONT376Pv0jXMr73//TLTjPX7aZbr8wlC3S4sE1Zu6Fef/C3d3j//+fqxPQoM79y57g9VZblurdXWdcMv/dKvyMy736fbepbpMcfz9LNK1WKMc+78+YuG86m/zx96Stetb/27f0dmHn5c1+PjxmmZiZ1+r1zs6H6elbqmettb9DP/yCeelhmv0ufTbdWPgaN0IvfhB3qd6soLem3yS1/8vMw8/exbZCZsGdZQdnXfKw3rLGXDMBZ49Wsxzjn31NP6feWf/3b9eszEMGZPRnp+DZZ1u3GRvm5vX5/PO555r8y85+lPyMye02P76oLue/lwIDOnuvXX/upQr4P+jbd/VGbe+8FflZnA13O5V+hnVVX6nadhmPcmmR4vPvGpz8nMr/66vvbcULsu+fU158XqIbmPTl+PJ88H+rerp39Fz2m/8f53y0yQ6z681NPj2zQ3zFe+3o9zuu188CO/JTNf+mL9eszU8tuBhWENxRl+M2k29Jjzi2/V6+y//sFfk5l2a1FmWrF+n9k70tcVif3kue7jv/nMO2XmqXf9dzLTEvWJc85NPMOzKg3vIblu616lx/ZnPqXrmF/6hP5NqW0Yk50ckw1jv9NrFkml2/rvf+CtMvOF39TvsPvJocwEpT7n6YFeqzrn6flz2NfX/vaP6TrmI+/6VO32u/v695DlM+d05kG9xr491MdabOs1/5fDXxgBAAAAAAAAAAAAAACYM3wwAgAAAAAAAAAAAAAAMGf4YAQAAAAAAAAAAAAAAGDO8MEIAAAAAAAAAAAAAADAnOGDEQAAAAAAAAAAAAAAgDnDByMAAAAAAAAAAAAAAABzhg9GAAAAAAAAAAAAAAAA5gwfjAAAAAAAAAAAAAAAAMyZsG7jer4vd5AuN2VmUnZlphXGMuPn+vuWwfVrMqOMjndk5tzigt5PmsjMjetXZSY92pOZ8TCTGYtpmsrMaDqVmTgKZKYo65/n/qHcheu0apuw2U7ZlxkvO5aZ3r2xzDT6ucxMPRlxkVfpkMEkHdVuzwt9vkVZyEwjiGTm0OljuelEZwyWlg2HCo9kJl7Q7aKa6n417OjrmoSlzChpW2dC15KZrV19b45SvZ9uS4+TWT6bft7x9P3zfZ0pGrqDekX9jZ6keowMfT13WmSJoc8Ueg5JC10TxN11fT4HeiwIAn1/LLz6MsdVhjaRl3qsTQ1zZ2y4pMqfzbjuN/WcdnXruzKT+HpOG6a6Nrv64vMys2EZlIXJRBcOJ0+ekpnbt27KTJ7r+WppYVFmqky3HYtGpvtnI9RjShjWj28Hhpq029QTTW+lIzMWQajnh6NKzzNRpvcTj/V+/uLL/0lm3vgzb5QZi8oTfc/Tg85gpPv45Vf9tMy8NNbz4nCg26hF5fQ4qd4xnHPOmWoCvZ+q1Nc+izktaepa22/r8SRP9NjleYY6J9Ztp3NGv99bGLqwO9zW76cPXKp/f08GenxLjvWz9LKezFhEgW5/zYa+x0VhqLUN6xbNlh7bixm9n+Z5ff+cTOrfX51zLrD038ownhgyaXn/72jOORcY1gBCwzO3jF2tRkNmbt+8LjPjGbybn7n8eplZeUjXiZM7ul3sbd6Rmf76hsykyWzW3wKn34vCln6nB58cywAAIABJREFUnog5P/P12HXv1g2ZefzBB2XGIj5YlZlgPNQ7Cg3jba7vsV/q5xkVs1mH2jq6Xn+cSNek40TPwc3SMGaPdE3QN4w5Fo/2dI3yDcMj/96eHru8xgm9n8P6cfvLua67LELDwO5V+pkHhn/v6xmWU0NP9wevnM0zf6Clx4vjdCAzkaij//Sufv9aXtZzyG4xm39TvfLAG2Rm+/tfl5mtgZ7Tlvt6fvAq3ZYt71cWo2n9WJpls+lXlvc4Q0nlKsNan8WZU6dlZrCr23qQ6OtaXdZrfXf3t2q3N2L9W65F4ek1naShjxVM9HUnpT5WWemn3ipns/7WNNT+DWc4lmyCuo2Whj4+K8VYn09g+E14kOjxbWFJ1zGV4X35qNQ1k8WJc/XzSFIuyX10DXVrZTjd/Tt67bt15sf/TYm/MAIAAAAAAAAAAAAAADBn+GAEAAAAAAAAAAAAAABgzvDBCAAAAAAAAAAAAAAAwJzhgxEAAAAAAAAAAAAAAIA5wwcjAAAAAAAAAAAAAAAAc4YPRgAAAAAAAAAAAAAAAOYMH4wAAAAAAAAAAAAAAADMGT4YAQAAAAAAAAAAAAAAmDNh3cYgzOQObt3VBxkvd2VmZ+zJTD+vPV3nnHMPNAN9QoIf9mSm7Ojj7OzvykxvcV3vZ+9IZn7+v3iDzFjkRS4znn5UrqxKw37Ejip9Lmka6ZMx6DQqHRrq76sGDX3di15DZlqG+5cWTZmx8MRlFXkh9xFGuj94pb7HDUMfnwRjmbE4DI5lxo/1GFhU+pzDdiwz5fGyzDQmej/yOC98TWamCy2ZKUJ93Z2NNZnxRrqtV8mBzFhUqrE75yrDd5R5rsempsiUTveHTkvPnRZFpY/VDvTzzJzuD0Gk589mqp/5kWEusii8+mPlpT6XINBtYmmxIzP3bh7KTCvQ462F5VmNq5HMLHX1uOQKfX8mk4nMtFv3P74dHAxl5sRaW2ZWV/XYlWX6Hh8d6fptacVwjw3iE3oePi50G4yi+hql7OvxZNrU/ffO8XWZsTg61H24KHXd5TJdWzzyCj0mr648JDN7E91Oberr6MpQrxeFDgWBfp6Npu5XR5ub+oQMPE+39dBQj2e5zjhnqFF8nYnc1HCseo/95KrM3HlxT2aSie7Dnq+f+fRYX3euS22T8cDw3r2p65jT4hb2O7qPHzvd1pNERkxGhrmz2dI1e5Lq2qLd1fXbZKLrBjEsmallAtNhDKE0M9T0hhq5VennYJGluvE0m3oNoCoMaxsGS4uLMtPJdQ2sBC/ty8ztAz2glInheTrdH25nt/SxppY5RKs8vZ5VTvVYcO3687Xbf+qnfkbuY//2lsxUwf2vtzrnnAt0W/d6qcwkU90uglj3h8jQZ3w3m2tvNOvbTmQY133DMmijtyAzWaLbljuazfpbOdT172sDfWFPhLpdHJa6XYyj+nfP0rDc+m90xHmGdR/fUG9GpR67LEsJ41TXOtNE32OLdqbb8p0D/btJv1ff986t6/fpTuOMzLwmvyAzvy8Tzu0autW5S5dl5t6dF2XmYEe/Xy0trchMPqN/T+4H4uILw28HlvevUtdmlve46WzKN5enuv44ee6izPzJv/uKzFx8RK83pHn9OtSZM325D4sw1Pc4tLxzR4Z1Wac7VlUZXsKms6mRxVLzDxl+L3Kuvu1UlZ4Xg8CwpmM4E4vhjp4fGicMv0H4+t702vod46XdazKz+opzMmMxDbZrt+8e3pP7WFjS57J/R/8GttE3XNORpf39aPyFEQAAAAAAAAAAAAAAgDnDByMAAAAAAAAAAAAAAABzhg9GAAAAAAAAAAAAAAAA5gwfjAAAAAAAAAAAAAAAAMwZPhgBAAAAAAAAAAAAAACYM3wwAgAAAAAAAAAAAAAAMGf4YAQAAAAAAAAAAAAAAGDO8MEIAAAAAAAAAAAAAADAnAnrNgaTptzBE51YZgp/IDO3W22ZOR7rY5WT+/8Gpmzqc9k5KGQmaJ2QmcKb6P1EDZnZvLUrMxZxbHieVSUzZZnLTENcV5LUNk/nnHNVpZ+DRTHYlpnQb+kdVbrPHA0ymTnR19eV+n19PgaFuIdxQ7eJ6US349Iz9M0kkJHmnXW9H4PK6XscerrvlUN97Wmgx5RWro8VerrvKePbN2Rm4eTPyUza0s8zS8Yy4y0vyUx+sCgzFr6vz7kyjG8u1s8qSevbV3dZH+c41ffPpNRt3XO672Wjqcz0OvpYvbWLMvOVUkZMKlc/fsWtSO5jnBzJTMcw35elJzNVdP993Dnn8lyfcxDraz860PXba594g8zcu3dPZr77whWZkXx9j5Nc1yeVp/vDyVP6md/d3pKZbz//vMxY7Cf6ujxDyZR79ftpRroWOkqPZeZ4qMcTi9UTukbZvL4vMydP6Hn6cKj3kxvajqFENpGt3TCO9npdmXnhW9+SmfjyT8pM9+wZfUIGhe7mrlkOZSby9Rg4LQzvPIbxNi30+Sh/+X98WmZGB4/IzMkLPyszcVfXtkWm702R6HrJItCvTm65tSYzz3/7bu321zyuO2cY6XZz7fYdmbHwDJ14+279NTlnqz/+2ht0H/63/9e/lZkg0GPyLISRXidI01RmPF+P2X6u27rv9LEsfE8/q8Bwznlu6DSGR5VM9FydWI4leKE+Tnqo34vahvs37ur1Glfq57mS6xrZYuu2rhVPLukapSvWCa5+65tyH6963RMyc3VTjzkzM9bPqhHp+WoS6D5TGNaqorHej0V/ebV2+4HhnXua63MZDwy1UFPPM1WZyIzFXqxrTmc4VJjquTpo6D687ImDzeC3Beec8wyFf1zp8x2let5rturblnPO7e7rdnH59XossLiZXJeZdFFf135RP96eNvyucpiNZObmvRdkxiLPDmTmVqr7+eIrHpOZ6qYeC4b39Li9aFiztlDrKJ5vWLMw1L9Vqetxyz+R97LZ9PPU1wst39r5nszkke6fy7GudbJW/fzpjWYzrudTXUwGnqHgrPQzLwpDze7reWYa6PHCojKsoTtnWfgRfcbT96Y0rPtUhjUUi+a6HrNzQ/PyIn1v7pU7MtN5YEFmdkM9JltUrcPa7RcfPi/30TGsp+4c63eMJW9FZsLCME6+DP7CCAAAAAAAAAAAAAAAwJzhgxEAAAAAAAAAAAAAAIA5wwcjAAAAAAAAAAAAAAAAc4YPRgAAAAAAAAAAAAAAAOYMH4wAAAAAAAAAAAAAAADMGT4YAQAAAAAAAAAAAAAAmDN8MAIAAAAAAAAAAAAAADBn+GAEAAAAAAAAAAAAAABgzoR1G4eHE7mD6eZYZibhSGZe+XgpM/eG2zKTNGRE8lwsM6F/KDONUO/n5h19j9c3LsjMKNPPwaIocpkpS/2s0izVB6tqm5+LIv09UyPy9HEMqsaCzEwK/awWqkhmpslQZkaFvvZsqS0zFmVZ1G6fTnXbajR0xyvz+uM451xc6UyY1Lcbq0a1IjPFpCMzC6Fu60lxV59PI5OZcdKVGaX16kdl5p7hOcSebn8rG8syMx0ey0yro/uehWcYLsKikpmy1OPkwlL9PVw9sSH38S//6OsyY+HpS3Kl0zen1dCZyDBOble6X+0c7siMxe7O7drtnY4+l6XlnsykztBnAj2uV4ZnZeEF+nwC3YxdZ0WPk9/81rdkJjJ8n/yay5f1CQnpdCAze4Z66URf988rV74tM2/4iTfJzHT3usxYnLi6JjNVrOfq1Kuf00aZ7uMdX9+/jYWHZMa5P5CJl777R/pYK/pYJxZXZeZ4rOf7yvIt/ow6ui8mNUuFHAe6bi19XfcfHev3oqw7m/rNd/r+VS6QmXSi66642ZSZ/UrXZlV0SmaUjQtvlJnktH6faS3q51Dm+pm7SGfiSM9FFuNcT1hJfiAzJ9fr5/xGrM93e6jXNc6eOiEzFq88+6DMjHM9Jkeh7ud3b9yQmQsnz8jMSUN9+wWZcM7z60ewyUiPA6Gh7vI93R+mgb7HcWsqMxaWcTt3euyqQsM4qZuFc56+h3F2/+sxSVefbzvu63PJ9bk0De0iNMx7YctyA7WlNV1rr60uysz6ifpx57svXJH7ODjSdfShYb638H1dj3uGd0bvWGfyrmFtzdd1w0a8JzMWd+/Uv0OUfkvuIzS09fXGlszcLHXb8stEZkxaup97gWE8MbzP5A29Fp9P68/Hm1ENExnWCQKn55mqf05mNg1rpYmv65it0b7MWEzauu2ce+ikzGSb9XPsmVj3Gber5+mjzmye+Uak5+l7E30+d3f0mtjaCd0umqEeJ3evvCAzJqKbV6ZKx3AYwyKn4W3GdcU4YLXrLeljbejMkrcuMy9870WZec1PPlG7/dbt+nVSq8wwT/ulHo9Ly29Bht8IPUs57utzNvEMC6qG9l7NYm3I8GOHpT9YnHylrhuu/tl1mTkK9W+j3VU93y9v6HU8F87mPW25W1+zHx7oNrH1g12Z8Rv6HSMd6z6TDCxt9GXO4cf+PwEAAAAAAAAAAAAAAPD/S3wwAgAAAAAAAAAAAAAAMGf4YAQAAAAAAAAAAAAAAGDO8MEIAAAAAAAAAAAAAADAnOGDEQAAAAAAAAAAAAAAgDnDByMAAAAAAAAAAAAAAABzhg9GAAAAAAAAAAAAAAAA5gwfjAAAAAAAAAAAAAAAAMyZsG7jUZDLHWz2VmXmRnpeZm5ubcrME2cWZCYJD2RGyYIVmZkM7sjM4xcrmQldKjPX9scy023IiEm305SZZksfbDz2ZCYK6+9PkVv2EciMxVonlpmXhnsyEx3oPtNo6Gce6kO5pYs6YxH69fd5ZXFJ7mM8mchMu9uTmWQ8lZnFZZ2xGHu3ZGapf1Jmkq1MZuKVQmbuHXdlpl/p9iX3cfIhmQkPbsuMv6/HwOk93a9GqW47cU+PBRbFdCgzfqMlM3qUdC5o1M9X//u//prcx3ESGY5kORk9Tnq6ibpWQ7e/vf0dfTrdEzJzuaWfwx/JhHN/6xd+oXb7f/jyv5P7mA51Hx9V+gYWpW7HSTabtp4WhvPJdSbN9Hx1nOv7c3ZVj6Ur3b7MyH30dZ144+ZNmVnq6XMJDY/qj//N/ykzr378st6RQXu8LDNDQ1sOxHVtdAzPSZe/Lrupa1uL9fXHZOaxi3reOzzWtcVwrPuDL2pb55zrdXQ9ZFHl9edTlYYaOdfXXVT6uivD3Fk0Z/PvFLKRLpLj2jfcHyoN896o1JmLT/xXMjMMXyUSvy73EXZfLzPlWD/z4wPD+0ykb06e6pogDGZTs3dP6fGitZ7ITKdbX8HtTw/lPqZ+W2a6nQdkxqLR0vd4sDuQmSzVE9Z6c1FmqrZuX9V0X2Ys2q36ZxX4elxypWEgcPqaEsNuwhOG8zGYjnVbb4T6TaQs9OBVZXpMbk31ftLJ/b+fVoG+yZNU9/HS0++e7aG+x2FTz+WbrXWZscgNk9GmYa10PD6u3R6LPuWcc4Pr+jivPXtOZizaaf35OudcOdVtdNI11GaGcqiR67YzTWdTu55cqD+hMtTXne7r+7fm6/N9ofGozKyv6bnRwkv1g7DUFkmpM1Gl11ECr/58vGg2dWt6tCszY6d/g8gX9HgcN/Va/WP/+V+XmZ3tLZmx6PU2ZGY00XXp7UF9rTNx+v10sq+fw+KKpW7Qkhtfl5nzl14nM7cMLyK7h7o/rPbOyMzSZV3fOvclmeiI31b8qR6zPafr1lGk+3h3qu/NeqLHfgt/75rMHJenZSZq6bXSi6/Qtf+1F1+oD/T0mGMxPh7JTCM3rGuXuu5KmrrtRJnuw1mif4OwGDvdZzxP166mxTO1B0/PV9MZ/c2I0Xevy8zWrv5N6dTlB2Vmavjx5cq39bEmC/e/1uycc7f+on49tTjQbavv67XxPNRtfefwusysG2r/l8NfGAEAAAAAAAAAAAAAAJgzfDACAAAAAAAAAAAAAAAwZ/hgBAAAAAAAAAAAAAAAYM7wwQgAAAAAAAAAAAAAAMCc4YMRAAAAAAAAAAAAAACAOcMHIwAAAAAAAAAAAAAAAHOGD0YAAAAAAAAAAAAAAADmDB+MAAAAAAAAAAAAAAAAzBmvqqqX3+h5L78RAAAAAAAAAAAAAAAAf6VVVeX9qP/OXxgBAAAAAAAAAAAAAACYM3wwAgAAAAAAAAAAAAAAMGf4YAQAAAAAAAAAAAAAAGDO8MEIAAAAAAAAAAAAAADAnOGDEQAAAAAAAAAAAAAAgDnDByMAAAAAAAAAAAAAAABzhg9GAAAAAAAAAAAAAAAA5gwfjAAAAAAAAAAAAAAAAMyZsG7juz/8NrmDy2UuM2USyMxo0tb7yfR+GqP67W/7w4/LfXz22X8oM1mpv7Upy0pmPM+TmUZU+5h+eD4uk5l3fuDzMvPBj/6WPtZwTWa8jngQzrmjYb92+4XlW3IfFxe+JzP/7S//bzLzt3/7CzLzN3s7MlPqx+AODBndq5wLQ90u3varH5CZ333274lzieQ+vEK3Yz/RfTyLEplp+FOZ+fsf+p9k5qPPfFKfTzWUmdPnzsjMC9/8jsysri/JzO52t3b7c7/zHrmP973vH8vMeq8nM37QlJnN7UOZWVo8kJmDe7HMfOrzT8rMFz6sx/a8flp0zjlXOd3eFc/p+SE0jAT/8Bk9dr3vo++TmUa4KDPtqpSZplvX+1nU8+eNq1dl5rc+/TGZeebJL9Zu7yxuy32MIv2sGo0VnYn1+HZ85Rsy86FP/6HM/Munf1dmRnkqM9lUn/Peju7nJ1aXZeZaUN++PvqJd8t9vPPvf1pmoljPaaWhtvU8ff8WeqdlZnP4A5n5wuc+LDNvfoce3/qNhsysrl6o3X50d0vuo1nUz1XOOXc80nP5c3/wrMy85wN6fDu7pse3yNfzTOrpMfDazRsy89ijPyEz/+DNvygzH3nqg7XbA8t8lut3qyDQc14r0s88G+ux9L2fepfM/K//9LdlZn9SyEzl6/vjTPO9YY6I64/1P7xdj2+f+vDflRkvqH+3cs65otTt2Fbl6Ov2K/3S82vP/J7M/MIzT8vMScPY7or65xCH+h33cDCWmczX/ep/efaXZeZ/flKPganhPS1LWjJT6iHZeZlhvWZoeD/9F3p8e+87/lHt9m88+nNyH+cPrsnM3zCsxRyV+pmH+T2Z+cXf+KzM/Ne//PdkptXT97ho6DomHujn6XI9XiRFfeZfffGfyX38zkf/e5kpI11Llr6uc6pMv4dMIn3dvmGkfOp9er3hze/5FzLzExcHMjM9rF+reuGm3odb0ONJFdyVmS9+TK/FvP/d75eZBx7SdfTd7Zdkprf+oMzcunpbZpql7nsff06/n/7e/1i/LjvY0nPnte/q2vby6/XzDNauyIxneH9461v0uuNnP6rHwOG+vsdeV6/LLhjGyfF0UrvdX9S17Tvf8V6Zef/b9PiWNDdkJjWsv6VTPZlfOHVeZjb3dD//3Cd0W3/Pu3Rd3wkMv62I7Xmh65wi0PPiUaHfH77wnB7XP/IhvebqjfQ8M/SPZSaOOjJTVvo9t5jqWufjzz0lMx9+8r+p3R5Guq37U/2O4SrD+GZ4V3FZ/TjgnHNPfkavrX3sLbrWafT1uHRQ7cpM5PTzPJ7UjwWdrm43T3/67TLztz6l2/raHV1vbizpcaDp6f4wdHrcnox1P3/uY7+iMx//lMxs39O1l++J90ZPt5s00f3h5JLue7/2Ef2O9tsf0r8bryzp37d2vrknM/m6flbFqr4/nZGumd77TP27p3POPfuRf1K7vb+ir6mY6nPZ39JjV1zozFKqn8PL4S+MAAAAAAAAAAAAAAAAzBk+GAEAAAAAAAAAAAAAAJgzfDACAAAAAAAAAAAAAAAwZ/hgBAAAAAAAAAAAAAAAYM7wwQgAAAAAAAAAAAAAAMCc4YMRAAAAAAAAAAAAAACAOcMHIwAAAAAAAAAAAAAAAHOGD0YAAAAAAAAAAAAAAADmTFi3cW0Yyx0Mso7OeHo/ZUNGnIsrGWnHE8OO6k0zfZzSD2QmjCKZ8T39zc40T2Wm8GTExHeZzAROn49XGjLetHZ7YrjHtw/XZMaiV+lndeXGnsxsnNbnE3d0n5kej2QmLXKZsZgkvdrtZaOU+wgMHbjK9T0u/NohyTnnnFfqdmExmui+t7K6LjMvXrslM+cvXJKZjZWWzGzeuiYzyuKSfg5buzdkph2sykwYGZ6nrwevxSXdZyyy+inPOedc7ulM5e5/wPWcnmcqHTG5tKJ3dO3uPZkZ5H29n4Fuo51buiY4e2pDZiyqor6f7yVNuQ+vodvEcFePJ77T9clic0lmLPZLPYccjcYyk5e67fTP6meVGKarcKznWKXt6fmqTOtrD+ecCzz9rMZjfW/S8abMxI3ZFHBLPT2HRIUe/+9cu127vbOs5+DjSo8naVOfi0ml69aDg6HMnFxd0YeqdD8fTnT9e7i3IzMW40lRu31tUY8n6ViPFf24KzOjRF932LK87GmpV3/dzjm33NLnM0gTmRkXer4qDHO1l+l2qqSloY+Hul9VhnHSGWoUS5EyozLG9Sd6T62Gnmi8qH5sT8Q7kXPOLVb6/u1VsxnX02U9T6ehrmOODnSmNKx/NDJ9Ps14NmN74Nc/iwttPQ6cPRzIzM193W6Gpa4b1vqzeVf56TOXZWbc1G0wivWYk7T0nBYZ5r2oUT+2/yu5B+dG4WmZqcb19YlzzkWlfp5BrOeifq5rAi/U7wcW652TMvPC88/LTE+sg66f0220KHS/8jJdE1gEhveig8O7MvPgpbMy8/Wv6/u3tnJeZpr69phkvfo6sBPpOeRcrN/LvVXdZwqna6HgeDbvp0nD0L7WDOvIwaLM7I/0+L+xUt/PE282646F4X16ZWFBZtJF/c59tqPr1uPRocx4O/dftzrnXNXQNUEeGGoU8TtFFuh5MTf0q3hGfXw3MdSthiq56+v5KjHMe16urz3QTcck8uqfZ+zpaypDfW+KVD+s1FuWmarS6wQWo1L3maMjXUfvr+sHcWakr32lrP9tajzW52Jx7khfd6tnWD+KDmQmDXXdcK7Q46TX0XW9RWdR14HnerrGG4/qz2cw1M+qv6CfQxnr364svLYeT75x+9sy88jj52Rmr6PbTnbHME7ems2qRLIn+t5pw9iV67rr3AU9dw4Hus94+5Z1nx+NvzACAAAAAAAAAAAAAAAwZ/hgBAAAAAAAAAAAAAAAYM7wwQgAAAAAAAAAAAAAAMCc4YMRAAAAAAAAAAAAAACAOcMHIwAAAAAAAAAAAAAAAHOGD0YAAAAAAAAAAAAAAADmDB+MAAAAAAAAAAAAAAAAzBk+GAEAAAAAAAAAAAAAAJgzYe3Wid5B7hUyU9Qf5YeHClKZqaJA78c3HExoNJoykxb6Wxvf0+frB3o/VWnITO//up1zLnQNfSzDd0aBr/fTbmS12y8uTeU+rnzL0EgNeqG+pkniycyNG/dkZnljTWY21nr6fMYDmTHJ66/dc/q6qzSSmTKPZSbw6tvED+ljWRyMDmWmtbwsM52lRZk5PhzJTDHelZkT67pdKLsHmzKzuHRSZpKBfp7J8Vhmyk4iM4FfyYxFZWjLf5XM5qqdG7cfkBm/uyMzw6OhzJx9RPcZbyeXmWq6LzMW/ZNbtduPMn0uUdWXmTtJV2ZONHV/yEs9VlhMMj2WpoU+nxMnT8vM+EDP1dNUz7HnljdkRskrXUsGUSkzcVPXga2evqYs0e3LTXS/sqgyPWL4LZ1ZXqhvy2VDP2+/o2tS78gy32tVqOeiSaqvO4h03ZpPdc3Z6XRkZndP14oWjWa7dnuQ6feQhuElraFf9dxUdyvnp7N55l/dq79u55zrB/q6zvd0/1wLdXuvKn2fW02dUeJS3+Sy0m29KvQDLSNDrV3p86mq2dRdXtmSmdQw3mZFfR3dqvS7VaWnB9dzsxnXBy1d96dO96tBwzAWdI5kptnQ7Suf6jrQIo3q66Fiouf7ZKjn6TTV7yFxW88P4xm19QXDGpNnqPEmU72fVm6YqxM9XkyS+69d88Zf0+fS1P0zMZxLmOp34Sx/QWYauWFyNEgMbXmhdUpmguRm7fbpUPffMNCZbDSbN1Q/1vXSyNC0wlyvxRSGth4Eup97vqHYMfDS+rYzNQwnYU/XkrnhXS+Z6nfYcEarErGhtBgN9fx56RWvkplbV/Va32RcX9fvGe6fRaOh21aS6HF9d1s/86PJgcxYWvFCX9ddFp6hLRe+4X1ZzLFRpMfjaWmof/dms8beNLyXLzUXZOY40vPDeKzb6bLhPTfLZvPvyfOi/totvw/6pkHQ8HubYZ4uI72WYLGwoJ/5MNPP4XRD36Cq0O2026qv6/2V2fyGeHKoJ+r9yPA8T+h1luOGfle5vv+izGSGecbi3r4ekyfHup2urtS/O3W6en4YpvXr3s45l2Szaet+Q0/mXlNn/Ev6OXQPDL87XdV1THR2NtfeGNW35XBB17YHA91nckP5cXJlXWZuTXUt9HL4CyMAAAAAAAAAAAAAAABzhg9GAAAAAAAAAAAAAAAA5gwfjAAAAAAAAAAAAAAAAMwZPhgBAAAAAAAAAAAAAACYM3wwAgAAAAAAAAAAAAAAMGf4YAQAAAAAAAAAAAAAAGDO8MEIAAAAAAAAAAAAAADAnOGDEQAAAAAAAAAAAAAAgDkT1m28E0/lDlbKrsz41a7MNJPaU3HOOZfmlcwcTAOZUfI8k5lWe0FmRuOxzFSpvibPFXo/Tb0fi9zLZaasUpkJPd12JuI2e7nex/pqU2YsgoYhE+pn7seRzFy/dSQz44ORzDzy0GmZsShzcfGeoY0amp/nSh0qdCbxZvOdWztsy8xwRz+rrNLnvNrv6WMletzpLq3IjLLQ12P2aLwvM+1Y94fE6fG42Vw0nI++NzaGNmg4Z+dmM97+f3WcP/+T52Xm/NklmVlb0M8qGyUy84rHXikzX/2T/1tmLJJwp3bH0kRrAAAgAElEQVR7s7Em9zE+1vNif0mPS8nRpsysrHkyY1LoumGxuywzR/t6Hi4LfX98F8vM7h19f5SVJT2uh3FLZsZTPQYWmX5WUVvXtr3g/sd155zLEn2P40iPgUV1XB/wDDXpRNeJ8Yyaeuzr664MY7/nDM/T1/284es5pAx0u7BY6da390mia0nvkq5PvndD981XrOuatHWsn5XFQqhr7dTwPI/yoT5WU+8nNbzLZYk+Z7kPQ58JDXWD7+sd5Yba1jdknCVjUelzDnx9j4Np/f1phbqGKT3df/N0Nn08KAxtfaLb8eRQn0+3o+dGP9JjSnIoIyZNv75G2cj1PB0Gei0m6ukxsNc1jF2ZvjcW9ya3ZCYZ63ew1LC20S50jeeVek5Livt/T0uPXpSZyLAEMKz0e27gv1pmuis/bTjYv9cZg974mg5FumOpVYu4ow9TTQ1j18Js6tapp+eHstDn88d/8V2ZWV3UfWZ/oGudaarnCIui6Ndu9w3vVlFT37/JRM+djdhQtzb0+VgM8j2Z6Z/Qz+rGTf3MVxbr77Fzzo0OJ7XbS0MbnRlPj6Oxp+fpdltftx/owTTLZlW/WWpFy28ioi0f6nfP1ZZeJ/Azff8sridbMpO39Pg2cnpOiwzru66tx667t2dTwMV5fe0aBIbxpKnvTWnoD0moa7PyUK9tWCy0dVvvG7rD9LZuy9VJ/TvYdvN67fZ2eEKfjMHZs2dlxhvpenwn0dedV7pdDHuGtaq+Xte26K3qsatlGFKORe3fXdTvg42pblxxMJvfF5qbuu89uPiIzBzduiMzwbFuO+M9fe3RI3r8t2h166/9YEdf02JT19EHlR67dpx+j6tWfvw1Cf7CCAAAAAAAAAAAAAAAwJzhgxEAAAAAAAAAAAAAAIA5wwcjAAAAAAAAAAAAAAAAc4YPRgAAAAAAAAAAAAAAAOYMH4wAAAAAAAAAAAAAAADMGT4YAQAAAAAAAAAAAAAAmDN8MAIAAAAAAAAAAAAAADBnwrqNi+eW5A56C6dkZjoeyUy33ZGZwg1lpj0sZUYJvEqfS57qHVX6XMoil5k4jmSm6RX6fAyqUF97GRh2FOrrKr312u23J/p7poWV7xtORqua+nlWZSIzgaef1eLyiswkx4cyc+36tsxYeHn9M6+82mHCOedcGej7FxvaepV5MnO8ou+xRT4ay8yrX/uYzHzlq38qM91GS2ZOnLskM5ub12RG+f63b8vMqy+flplWQz+Hm1c2ZebsQ/oej9IbMmPhO8OY7PQYOAu6pdvO1+KxR8/KzPbWXZlpt2KZsZzz17/5NZlZWb4gMxb9bn1bvnFd1x6TSUNm2m09nnSd3k8zflBmLIKmflYHhxO9n1D383ZnQWaO9o9kJq7uv+8NEl1vTrb03LmwoO9fGetMq2jLTDY9lhkL31C7+paRJ6if89NSHyf0dd3QjHVNYLF/sCszsaGOiYq+zDRjXZdWuaFWbPZkxqLRrN+ehfq6/3zzOzJTGNrN4NaOzLx2/XUyY9EwvIMtRnrsinP9Dvvdw0xmikDXeEmlxwLFN9QnvqGLWyqLINXtuAz1C6Ffzeb9tOjq+aqsDP8Opl8/7hyMdLvpVPq6A8O7u0U10W29cSwGAudcP9TtONbLPi6qdANL93TbsYiy+toiuX5V7iNuG95hfcu4rvueZ5j3TAzvV36on0NjrM95ZOifWUuPGJlh3UfptfU+wlS3Y6/U+0k8/S68l56RmeXS8janFf5AZtpd3c+zaf27SGBoo4mhJl08d0FmLBrxgQ4FutbuNAxzo6/f04JIt/VWV7dBizyrHyfzXPfN1FATTCZTmfGdntO8GfRx55wLQz2nhYE+1ur5ZZnZf0m/H+zcrq9dX/vzr5f7sNFtKzCMx1Gsa0nf8NuLKwxr/uls/m1xZXi/t2SceM9NA33/4kM9Drzp4hP6XAzaHd2vRocvycxK7yGZKQ3lx+hY359mqdfFLGJRBuZNPZ+NDL8LlL6uN5uxHrMXVroyY3HP6f45SQxj6ZKhxmsYau1p/bpiYqipLP7Tlq4blgy3OBrqdrFS6Zpg0NHzzH65qE/IYHBbr+lkuf4de/1E/Xr94baul6ajNZnp9h6QGYv0ruEdY6qfQzPQc3kj03XMYz+lG9j1QP/eYdEsVmu3b/5HvdacPLQnM6tn9fMcD3XfW+/rNc6Xw18YAQAAAAAAAAAAAAAAmDN8MAIAAAAAAAAAAAAAADBn+GAEAAAAAAAAAAAAAABgzvDBCAAAAAAAAAAAAAAAwJzhgxEAAAAAAAAAAAAAAIA5wwcjAAAAAAAAAAAAAAAAc4YPRgAAAAAAAAAAAAAAAOYMH4wAAAAAAAAAAAAAAADMmbBu42i71DsIj2VmOljXmaQhM6PjKzLzQLMtM0o7SGVmf3Ck99PpyUyz3ZSZdDqRmbChz9nCy/T9K9OW3tFUn0+ZdGq33x0cyH2cfTDX52IQN2KZySp9LC/T1527SmYavb7M7E1m88zjdFq7vfD0vfHzxHAcfd1pqccBJ87Xqr+0IjM7+7qfTxPdLoqpzty+uSkzXUO7UN508Wdk5uatv5SZtqfHikdPPiEzu3u6nxeTQmYsGoUeS31fH6ty3n2fi2cYB6JS9yuLvMhkZmv7jsycOnVCZnbu3JKZdvOszIySJZmx2NysH1Pu3NN9anVlQWaK4b+WmQureu6cDPWxLNL9gcycXNHPs0h0W58ej2Sm40cyc/rMeZlRvFU9P7RO6+cwmIxlJsuGMtP0DmWmvbIqMxbjkT7nMAxkphBDYJXosctr6bHWm1Hd+ron9DyztX1PZu6M9DjZ7+h5Lyv0u1PW2pAZC7+qf4e4+v3vyH20z+t3tFMr+ny3N2/IzJ+N78qMxdlL+jncu6n7w5ahxktD/W8rwsgwXhz8uczI4xT7MuNlun/6pc6ETV2PF6m+bq+YTc0+dbp/Jgt6fPMn9dce5fq6vVb9+6tzzk0M7+4Wi1M9d043dRtdOqvvX+kb2vGodunIOedcN5/Nv0dK/Pr3z9ydkvsYpvo5xLGeiypfX1MzmM0zd5VeW4v0q5NrF7otJ309FpSGuXo30+es5Jm+x0FsuKaJbutBqee0VcN7WlzsyoxF4um6YWqoOSu//py7ge6/w1KfSyeezXv5g6f1XD7J9DqUc3qdxfcNY7un23rg63to0e3Un89opJ9DEOjrbhvmct+yrqGXrE1a39HjdmdVr6HfW7opM/66vocPLp+r3X57W6/PWWQTPUZW0aLMjJxhHCj1GOg3dG3heXoMtJhOdW0RR7qfV836OeLWaE/u42fXH5WZ3UPDBGswmepxMm7qdZ+D4rrM+AO9n2Son3miIyaVqL2KxPBuUOk20TbUZo2xHtfvZfr9ymKa6bZz6ZyeQw4Pdd976Z7ez1pRv5a8MtZjrUW5qufycWr4fdDw+1Yr0tcdjPT9a3n6Xc7i3rf1Ot7q6WWZGYj306N9/dtV29e17c6Ls7lu/7ReQ8n7un/eMJTR55x+v2+e1HPj8vJs2vs0rV/PeuVl3R+Cc7qounZD94emoUQ+uI/f0vgLIwAAAAAAAAAAAAAAAHOGD0YAAAAAAAAAAAAAAADmDB+MAAAAAAAAAAAAAAAAzBk+GAEAAAAAAAAAAAAAAJgzfDACAAAAAAAAAAAAAAAwZ/hgBAAAAAAAAAAAAAAAYM7wwQgAAAAAAAAAAAAAAMCc4YMRAAAAAAAAAAAAAACAOeNVVfXyGz3v5TcCAAAAAAAAAAAAAADgr7Sqqrwf9d/5CyMAAAAAAAAAAAAAAABzhg9GAAAAAAAAAAAAAAAA5gwfjAAAAAAAAAAAAAAA/l927jzosru+7/zvbHe/99n76e6nN7W6BRKSAHvGjonteCq2J5OaynimKlPx2GHGDjEYYyQDQkJCSAKBhITYZLAxwfE64xnPTMpTFSdVsfGYCUTggBCb9lZLvTz7dvd71vnD/1rn8y36Viqu+379qfPR72y//Z5+AMwYPhgBAAAAAAAAAAAAAACYMXwwAgAAAAAAAAAAAAAAMGP4YAQAAAAAAAAAAAAAAGDG8MEIAAAAAAAAAAAAAADAjOGDEQAAAAAAAAAAAAAAgBkTlh18928/IgsYJInM3LJXehrnnHMLo1hmuvVCZjyvVnr8rXe9V5bxS7/yNpm5/vQZmZmfa8hMb3ciM0Gg7zuq6cw7brtTZn7nIx+Wmcr4UGZezE/JzAVRd37ipqos46+efFFmfv2Tj8nMFz73AZnxDpdl5sJl3R6iBV1Os7Ory6l9TWZu+5U/kpnb3/Pu8vOEuv1OS+F0PY6TVGY+/djHZebRhx6SmaF+nS51+zKzuDgnM8eWdZv5d396ufT4F37vfbKMu9/1qMzUvOMyM76q+67M25GZU7fq7xazPJCZd979azLz4Efvl5nr44sy8283FmSms3is9HirWpFlOE/X9YfueY/M3HvXP5WZer0tM1ms33kS6PuKQ8O9Dw5k5OGP/q7M3P54+Zh2/VDXv/hyJjOjPJIZL9L9WyPS5/q1R++RmTs+8C6ZmWvrfik2zPF8z5OZLM9lRhXzwbv1/OSdj39EZtKRflf/zU2vl5ngmb+UmTDoy8yX/Y7MPHDbh2Tm/nt0vRg3dN/lTcalx9vJSJaRpnr+1jPMJR99XM/fPvlJvVZZX9+QmR/54TfJzJe+/BcyM99ZlJmwovvbu9+n1yuf+JXy5zOq67YZe/p9RnoochWn1zw70Qsy89FHPiMzf/ibH5OZTcO60uvoa76y1ZWZnbQuM35W/px/+369Dvng/ffLTP9Aj69ZqPvjQajnttWqHh9yT49pj9+v3/nHP/mgzGSpvq+8V94mPN8wnhn6t2Ki38Pdj9wmM793v57j9fTUwrlQz6PDVLeZyHBfFcM7//mHdBt+5L3/U+lxr9WSZUwyfd+GaZdzE8OC0OnMnY/qeevHPqrremq4nHpNz/GGQ33zC/N7MrPZXi89ft8vfF6W8au/pMe8PNeDUbPRlBnDtNUNh0OZqVX1uR799Q/KzAfueYfMBJE+V5aL9znWa55KqPep9tM1mXnskZ+TmTe/9Q9k5tYVPRb1Lum57cjTc7PFM5dkpp9tysyDH9Lj+UMfLq8XDUM9TixrtMCyz6LHzs6CfsZvfctbZea2B98sM2Fq6JfcTTKzFJ6VmcFB+X6D5+t90Hc/8s9l5iMP63VcPtHvKjKMr6mvx+kk0eeqG/Z07vzA7TLzTx5+v8w0DnXfvtgsn2vvH+p9qsXlIzIzLsrXwc459/hdd8nM7Q99QWbm2nr9kKz/qcyE0arMuOWbZaQ9V/5bmnPO3fFPf1Zm3n73J0qPN0L9rq5f0QO1l+tMYRg79w/0Wu/uu/U++6O/8XaZyVPDvLTQE/ss1ZmgKJ/Xx7leB991x6dk5tN/oOetOy/LiGvHek9s3NX7FkFT95NRR497d7xX912f+vjj+lyRfuf7vUHpca/2vCxjY0/PT84e/ymZuf3tek56130PyMzN547KzN6WnuN1Pb13W4v1O2/U9Lj39tv1uvtDnymfv63WDfutz+o6ETf0uLjp63c+39bX82r4CyMAAAAAAAAAAAAAAAAzhg9GAAAAAAAAAAAAAAAAZgwfjAAAAAAAAAAAAAAAAMwYPhgBAAAAAAAAAAAAAACYMXwwAgAAAAAAAAAAAAAAMGP4YAQAAAAAAAAAAAAAAGDG8MEIAAAAAAAAAAAAAADAjOGDEQAAAAAAAAAAAAAAgBkTlh2sTQpZwOjyZZmp1q+XmYHhXFnFkxkX9HVGWJxfkJnxqCszPX8iM91BT2aC0rf016p5RYcMBn5TZjZ6uzITt/X7XGwHpce3t16SZZy5fl5mLPY29PObMzybJN2WmSx+RWZ2d4Yy85rzb5IZ5/5IJipReQULfP1dmaFlTo1X5FMpJ6pFMpMPdX+SB7qcYT/VF7SkM4e9F3Q5wtkT+jx7oy2ZyTLdBy4vLMnMwMUyEwSG52fQjQ3lpLo233RiVWbirLyc7v4VWUYz0P2ohe/pNhwbMqGnn41nyRhuK69UdchguHex9PjCkZtlGVcCfS1pqOtxbbKvy3F63mAxX2vJTMWvyUzol4/Tzhn7f8M8xjOMNcqcYcK0s6TP84dP/InM/KCh71+b13OUZDCSGQvf12Ojn+jGF+Tl/aQnjjvnXJLo9tBa0nMqiyzT923pl7o9Pd6Hoa5flnMV+XTmMZlXLz1+mB7KMjrHdD1+fbAiM3+ypc+11tLrK4tTJ/UY3L2q1yrffvaSzMwdXZaZak3P61u+7pOVQVffU+QflZl4nMjM4uKczFQbuj1srl+VGYvxJT1eFYaBJq+Wt70i0H1XxTI1G0+njY8S3d/Gfnk/4Jxz/jiTGS/Va2Hf6XLG3nTufexEv5Pp+06dfn6RYdrV2tH1zzndrix8X9fjotDjTK+v12lz8/oZDoe67wprp2RGaRr6kyzX9x1GuoF6hjVPu62fTZFPZ5026Q1kptHRY3Wl3igPeGNZRlLsycz86rW/b+ecc42LMlI7rvdKI39DZl65pOcxHT21cIfjizpkEEbl73M80R2TqfYVOlWp6f4tmei6YxFFoo4653xfjzOFHqpdnBjqu1h3+5ZNC4Narvu3Uarb+Dg3tAfDHufKiq7sfsXwkA1WDHsSXqH7wGRYXi/On9Hz33xL39PlZ/UencXC1ad0aO01MtI5c6PMdC/tyMzku9+QmaQ1nfoeNcp/yzh5XPcDu6/oe/rW0+syc9Ot+vmdProoMxaJoQ27iWEvwTC3yBK9R5cH5X175l37b6fOOdf9np7/1tSc3jnX3dd9/7Fjup3v93S9aHamU9e9ml47rW/rOUou5gTtQu9H1329dh/Hem5rEY903Xnhgv5NaWmtLTOjDX2uimWPzvLDusHc8pHS4899+euyjOV13ec0zulxOprX9c+Lvv89dv7CCAAAAAAAAAAAAAAAwIzhgxEAAAAAAAAAAAAAAIAZwwcjAAAAAAAAAAAAAAAAM4YPRgAAAAAAAAAAAAAAAGYMH4wAAAAAAAAAAAAAAADMGD4YAQAAAAAAAAAAAAAAmDF8MAIAAAAAAAAAAAAAADBj+GAEAAAAAAAAAAAAAABgxoRlB3uTWBbQaazqs+T6u5Qir+iMP5GZRiXX1yOEXiQze/s7MnN09fUyk6RLOhNlMjPwejJjsR/r5zeo6GvuNPQz3N94pfT43Nm2LCMJU5mxOH12Tma+9tWXZKZaPykzSfdQZo6v1mXG6117XXfOOa8oyo9byjBkckM/kBoKKrLpfOeWTsYyUwkMBenm6fJM92+TRNflU2ebhgsqt/HSd2Vm9Y0/JDP1xQWZuXJlW2aadX1Peb4vMxZRRVewzX7psOicc65R1/2b75XX07Ct6/FSU5/HYuLVZCZKdcYzNNC4qOoLCnU5maE9WBzvHCs9fvmyrlv94VGZyav6+R1bW5OZ2D+QGZOkvF93zjnnG8aQTGe8wtBxe/p6PN8ykpSr9ocys5zotndk5YTM7CWJzLwy1m3YqxnelUER6DbTmOgBqyjK3/nORM9hmkunZabS7siMhW+YEuS55b51Jgj0ybJM1wuveu113Tnnil639PiR1+h59Ea2LjMvbu3KzOG4vK91zrkfaep6YfGn33tOZiab+j0cdbpvz67q9nmso/uLOBnIjNJe1uvynUt63lWJdL2YDPW5MsMwPV87okMGfkXPzZJcj1dpWt6GvUTPSbNYt99gCuOZc6YtFBdZlkWhbg9xqOcxsdPPOMgsiyct9MorWOH0PTlP9+u5XnK7cV23B88zXI+BV9P7Xf2JPtecr/c20m09nmdNve9Tja/93uOJbuOV2rXPYZxzLjd0XpmhPwn96azTOiffIDMbVy/KTCvbKj2+XJ2XZRTJSGZ2Lj0hMxavO27oczw9dg5zPU7Prep77442Zca3rHMNPLFPUBg2mPxA97VFqss5sboiM9948j/KjIlhUPMMa0/DUGT7p7Fe+VjtGdZWFl6s+4pkqOcNK2t6vjnxdBt+6fJ3ZGb38JLMWGSGF9E0/BbkF+Xv4soLl/W1GPr+5ukbZMbi5lN6DH7i4jMyE/n697a6r/dll87o+e3Gtn6GFjc2yvud8Y7u11vtZZlZOtmQmQsvb8hMVdQtq4qh345zPV8qnG4PQVV3gpkYGivhdOYw0aauf95cS2ZGkd5veGFH90vVrv6dp5/qeb1FMtF7t1FVX09zsfx9vvId/WzOn7tZZsL6dPYdWy09f+sf6mfTXtH9ZLOir7nu6/lQbpgPWcRiP7Ue6XYVHNOLT39J75WGoa7HseUHy1e7hu/7/wQAAAAAAAAAAAAAAMDfSnwwAgAAAAAAAAAAAAAAMGP4YAQAAAAAAAAAAAAAAGDG8MEIAAAAAAAAAAAAAADAjOGDEQAAAAAAAAAAAAAAgBnDByMAAAAAAAAAAAAAAAAzhg9GAAAAAAAAAAAAAAAAZgwfjAAAAAAAAAAAAAAAAMyYsOxgxbVlAR1Pf3OSTUYyM65lMjMsdDlh2pAZJcv1tfhBIDN5qp9NOjmUmU69JTN7e/syY7E5TGQmqy7JjD88kJkTi0dLj1eyrizDeROdMTjob8hMZ3lBZmJdRV2zretoPu7LTM/r6ZMZFK4QAXHcOZerMpxzfuDJTEUmnOulY0NKywt9PamXy0yW60yQpzKzt6P7grPXv1ZmlGhZ9yfffuF5mTl9wxtlptnUdbRZOgr9tcv703nnvq/LiZsndaar2+fBuHwcKeq6rx0d6vNYZHlTZoJcj2m9sC4zkaGd+xP9HqJiOt+zLkzKrzms6nuKm/rZ7A4uyky2Wj7mOefc07tXZMYidvqa26nutyPdvbnC1+WMMl3fC0NfqoSBoUPJdH/cd4a5UKIzNd8wPnixzFiEsb6e+kTPb18e75Uen7tR95Fe/ZjM7O4b5ngGRR7JTBjojGHq7wJf16801e+86RnqqUH1bPnxw9aWLKOdVmVmvzaUmeuCIzKzvj+dtcqFsR5Djod6rh0ZphZFT/cX6UCPI17j2se0WqMmM635ZZnpJ3p8SArdPouJrjtVT7c9i9QwHWpdp9dyeW2n9Hgj1f3bzvp5mfGyizJjUTjL+GDpl3QHl+d6DIly/c79bDpr8yItv57Q1228MM099BxmaNhe8oprn8M451xs2ExYOLqqC9owvIdC14ui0B2l51/7PCZp6WsJDeO0b5iThoZ9vMlA33e9oft+k9q8jNzy+r8rM+uvPFF6/KCrx/K5TkdmlhvTWZc3anp8PcwsL92wgxRa+gJdTGAYPy2CsHxOIPfnnHOVmr7vNNbl/Ps//6rMHIyvyoxJrvcJctMewHT24j1RTuF0HbVIEv2uQsM9+YUejHqDl2XmsHdRZhYX9Z6hxdiw3qukul6EXnmm1dT7Xf6Czlx5eVdmLAaGAWt5WdeL9ef0HvGRNT2G9Hv6vhq+nuNZxGKPKTDMW12u5zB5rMe0EycNexIHm/p6LAx7WX6k67rz9b1nhe4viqJ83MuL6exHjHy91qtW9B5Aa758D8o55xaP6fsOu7rvGnb1etliY2NbZtot3e/U8vJrrvgrsgw/0e/zML4sMxah4Z27is5cfFpfzw+/8TqZ2d/Vvz8nU9qTqETl+zHdnqEenzxlOJEeQ7J9PUcJj1h+Zf2b8RdGAAAAAAAAAAAAAAAAZgwfjAAAAAAAAAAAAAAAAMwYPhgBAAAAAAAAAAAAAACYMXwwAgAAAAAAAAAAAAAAMGP4YAQAAAAAAAAAAAAAAGDG8MEIAAAAAAAAAAAAAADAjOGDEQAAAAAAAAAAAAAAgBnDByMAAAAAAAAAAAAAAAAzJiw7OFd0ZQHNWiQzQS+RmYqfy0xj7pjMPNvX55IKfS3NZlNmoiiQGc/vy0wjasnMeFL6Ks363XWZueHW62Rm6+IlmfG6k9LjI2d4xs2qzFj0Docys3NFv8/2kYrMhH4qM16iz9Vq6edj4XueuBhdRhjq+x6OdV3f39qTmcWlZX1BBq1WW2bGe7HMFEVhOJvuUzJDKaGznKvchZ0tmWnOnZAZz+l6bOkDd7Yuy4wLdTkWhafHq6sb2zITRfo9nDh3c+nxzb2rsox2fU5mLLz8UGZCf15m/FSPr16hOwzPMFyNJ7rtWXib4/LjLT2+ei19T9FYz5eu9MrHPOecG9anMIdxzkWJ7lHqvm5Xg76uO/t13f93GjWZWbEMNkIW6HvKE32emqfrX2aY/6aG95BNp3tzrVjf19VRT2Yax46WHq8u6bnH1Su6PfiGftTCM3z7Xhj6pSTRY1oQ6Hc+Hul2nmbTufcXvfIxIh0Z+v5oQWbqiS6n0y7va51z7mDLMtPRlg39SdvX64NqQ9edoFOXmV6s1xDRnC5H8ft6fjJXHcnMyfmGzESG5VV/oOtF7PSzsQhq+oLGu0dkprl4S+nxb7/8FVnGoPF1mfmH/+DHZMY9oiNBrCdMiaEv9Q3jvZcYJmeenqMEhe5LLWpqZZTqvjaLdXvwDP16UtXruMC0HtROHy9fPzjn3JULT8lMv6qvJ2jpdcZcrNteUVz7fsy8YQx2Ax3xGnpOmka6X2oaykkMfb/FsHcgM5d6eoydm7u+9PjF9a/KMoqqYR0XTGeN9r11PSfw2rrvOuvrOcHOvq48851FmamO92XGQu0f5YY9nyDQc5gw18+v1tJzgvn6dPbffMN9eWpv0jln2VvzDOdSw5UfXPva1DnnspEup3C6z9nd133F0Ok6uryq67o3nSHNVRPDezAsD44cXys9vn7lgixj9Iqety6tLOmLMVg37BM4w1ZfsKnnZiPDWHT2ulWZGW/pOZNFLPpkL9bzt2PLuo6Gr+h97WSi11+TdDrrU8u/x/c83XcVhX7nfmboU4ry6/H96TRyf0m3q55hzr7a0n3gypJ+Nrt9/R6uvDidecxrb7pBZtD7WAMAACAASURBVC6/tCMz8ah8T3p1+awso9fX+29eW/8GZpLrOXt/rNeMq6ePy8zYMIZ0Ono/68LVl2TGYrJbPsaeOXleljG8sikz3ob+/bS+1pGZZPf7X6vwF0YAAAAAAAAAAAAAAABmDB+MAAAAAAAAAAAAAAAAzBg+GAEAAAAAAAAAAAAAAJgxfDACAAAAAAAAAAAAAAAwY/hgBAAAAAAAAAAAAAAAYMbwwQgAAAAAAAAAAAAAAMCM4YMRAAAAAAAAAAAAAACAGcMHIwAAAAAAAAAAAAAAADMmLDt4slZ62Dnn3GQ0kRm/UpGZSr0pM08NhjLz1UpdZpTA92Rm0NuTmVq9KjNerSEzSXVBZp586dsyY/HDbzglM88995cyc+ToCZnJd8vr105X14mDSz2ZsVhb0vc92m3JzGGyLTPxZCwzK+15mWk2df2y6PW6pccrFX2e0eRQZmppKjP/3T/4aZkZHE7nnedFIjOeKywlycR4HMvMqRO6Dj5/8XnD9ZQ7e9PfkZnx9q7MDDdflplWdVFmvLbu304t6vZgkWS6T/nxH/tRmfmzL/6fMvPihWdLjy8fOyrLONjV/YnF4UBnck+3hzjWY2O1ottDHOtvVZNUX4/FwtxK6fGhV5NlbPevyMx1J8/IzGSo5zCtfl9mLNacPld/cU5m/ryq3/krP3yLzJx8Udflf/jVa+/f6l4kM4P6SGaCgb7vxOl+PQ91Xc8Tfc0Wg+1NmQmu/wGZKc4eKz3+vYluD96Srluer9ueRbut1xjb25nMBHrJ4+o1/a4O9/f1uQpdvyzWdsrnZ4urR2QZL1X0nKq3tyozC2N93zVPvyuLNNVzs9BQLza7O/pckW7nlY6u74fu2ueug4le41brus/ZHpXP+51zzh/pOhoaXqfn6TWPRVjoNUQ66MjM/rh8bnH6rO6XhrFuVy88q+uWRdTT9a8wrNNyw1rFmdZFui/Nx/pdWfTy8nICwz97ynNLn6PvqT3W+139UK+dLP74j/+1zLz5Z/4rmbna1/Ou3fm2vqAN3XdFpudcLtg2zKksddSwP9Ld19frZ3qcqVV13bFYmNPr5Wef0+uDnai8/zrxmjfJMpKhnkuOD/QYYtHJ9ZgWj/WcPYn0ODM/r/dZgljvZ4360/n3llWxT+xnegyu5/pa9rc3ZCZz+vlNDPvjFmmq63FomOP5hb73yLDOSL3y+uW56azRGlVDX2sZy5u6Pexu6D2Apq/7wDSbTl1Ph4Z+stBzlCQOSo9HHb1WGQ+3ZKY71m3GIs0NbTjSz7jl69+dRqm+969/44LM3HpyWWYsCtFucl/Xif1YZ1ZWy/f5nHPulXX9zleO6n1Zi3qq22dalNdj55zLxPzXOec8wzN0rrwc31BHLebP6TlyPdbP+MrTetP6wjf1fsORhfK9LOecW1nW78Hi+av/VmYWFs/KzHBUPgde7eg5zOa2fn6WPRSLfl/X0etP6fs+el7/FvS1P/8zfa4T52VmNJ7OPruaf0RDvZ6ZX9J7CVFT/wY28fX8Lcu//99V+AsjAAAAAAAAAAAAAAAAM4YPRgAAAAAAAAAAAAAAAGYMH4wAAAAAAAAAAAAAAADMGD4YAQAAAAAAAAAAAAAAmDF8MAIAAAAAAAAAAAAAADBj+GAEAAAAAAAAAAAAAABgxvDBCAAAAAAAAAAAAAAAwIzhgxEAAAAAAAAAAAAAAIAZ4xVF8eoHPe/VDwIAAAAAAAAAAAAAAOA/a0VReH/Tf+cvjAAAAAAAAAAAAAAAAMwYPhgBAAAAAAAAAAAAAACYMXwwAgAAAAAAAAAAAAAAMGP4YAQAAAAAAAAAAAAAAGDG8MEIAAAAAAAAAAAAAADAjOGDEQAAAAAAAAAAAAAAgBnDByMAAAAAAAAAAAAAAAAzhg9GAAAAAAAAAAAAAAAAZkxYdvDx3/mkLGB3fV1m8jSRmUo9kpnecF9mwnr58Q/f8VuyjA8//imZcXkuI/uHA5lJi0BmsnwoM+fOr8jMbT//Tpm56447ZSav6XeVeZ7MhBNx714my4gznfnEox+RmY994n0ykyf6nQfJRGa2KvMyE1dbMlMdXpGZh+/6hMz8xe88UHr8S9/V35XtpAsy05roepPENZnZr45l5gufeavM3P0Z3c5X5pv6er77nMyc9xdlZr17IDNeu7y/vePDvyvLeP97fk1m9nq6zwlqVZ3x9TuvVSoyk+epzDzy6KMy86EHPyozw1jXL+f0Nc81y+vy+tWLsozUFTLzmU99WmZue999MtPY1+08T7Zl5g0/+XqZeWlXn+vcQI9p/+Od/0hm7njX20qPnzinr3djfVNmVubnZGaUdGVmPOzJzIc++DGZeds7f0Vm6g0xYXLOJYUeY7OKnsc0DvT46cbl84bHPv+YLOKxRz4uM5Y5aWBoe4GvM2PDbS8uH5GZf/5L/0xm7rv3F/X1hHpuMQrKx73I13XUH+k2Pil0v/7pBz8rMx//8B0y08z0NR+MdXv45pH/WmaOrnVk5vA7T8jMbz/wLpn5Jz/3c6XHf/onf1qWsben+3WX6Ypc5Lqv8AJdL95jWIf88jt/VWaqhrnFf0qTOC49/hufflyW8fnbflNmNpuXZGZQKV3+O+ec6yysycyVZ/UeQCPX88BHfvNumfnkp8vXKs45F471fY03y/udSabXcWs/cFJmPvWc3rN48kF93//ysffIzCTV961HK+cyX4/lUaLnyLVI9xf/8x16ffqP7n5/6fE3LZ+TZcRbfZkZOn29WUP3k8OFm2TmM7/6szLzuw/cIzOJ4Zote1VjT/fJNUP9mpuUt6t//OhDsoyHP/6IzASGcSY13HfV0CDGQ32upcayzLz1zrfLzKMP672qKDVctGjDqWFvbW5FzxP/v5Gev/3er75bZv73+8rXaM45Nwr0foNL9X2NGuVjsHPOpZ5hfWDYz3r7B/R+88/c+aHS4ze29D0VQ91+NwM9J23Fet9nFOi93X/xkN5P/Zl36PnbDWdOycx4Q4+xbzynx4h6p/w5v/i83ue75z69B/XJ/1vPbScv6n1Q/1DvN+xsfk9mji3rvqtW6Of3toffIjN3fOC9MmP5Z8xpUv6uktSwVil0Gx9PdDlf+JRen/7BQ3p9mrb1jQ8m+p33tvU4fXn8gswsNfT1PPARvRa5594PlB7vp5Y9Yhlxqw39u8rl5/Va5dRrT8jM7e/RY/lnHvhXMhMkel56kIxkZnNV14vmuHwPc7mh+/7bb79LZu691/BbWqrrVhTqlz7RQ5Gr+Pp32CDW85gPfETvK77nc7petDK9x5TXNkqPV0K9jxz0lmQmTvTvdvfdrtdob3+3rhehYV0Z+vqFjse63z576qzMTAxr2Hvuuk1mHrqtvG+vGPbPr27qdeXKDedlpjLXkBl9Na+OvzACAAAAAAAAAAAAAAAwY/hgBAAAAAAAAAAAAAAAYMbwwQgAAAAAAAAAAAAAAMCM4YMRAAAAAAAAAAAAAACAGcMHIwAAAAAAAAAAAAAAADOGD0YAAAAAAAAAAAAAAABmDB+MAAAAAAAAAAAAAAAAzJiw7OD29q4s4NzJm2XmcGtPZja3LstMe3lZZrJKLDOKn4xlJkkzmTl1bElmsqyQmb29VGZeeUE/Y4uGp78hyg2fGRWG+/KD8nfl5YEsIwhyfTEGV/d1Zr61KDO5r99V5BkuaLAhI+1sZChI++L3SrsBNxw2ZBnNuaHMBLWJzMSFPlc1qsuMxdxBJDNJvfzZOOfc+qQvM57TdXk80fWr3tHPWVk7eVZmlg3td3NnU2aSSaIzie6z1y9dkhmLQW9HZtoLut8eplWZ8cJK6fETaydkGXuHum5ZdELdVyy1dF+6n+v28G8MY3k/1m0vTafTtxdFeYe739dtKgsMg56vrzcx3FOtM6fPZRC29TP2A52pxrrvsvRvtY7uU5LatfdveazHGX0lznmGcXpS6PfpVXSb2di4argirRKU9znOOZd4+nrCsLxPrg5rsoyBrhJuMbNMhrQ80+3zwFuQmXqo687N638iM1F0q8wkazfKjEWn1So9PhzoNpVmhr421WO5qV0VlpRWq+i+KwotfZc2nSt2znP6mpWdgb7itKHrcaul+4HADWSmVtPzt7rhXVlkiWE+6evn462Ut5krT+t60/m2npP+1Ot0G39SJpwbOL2uTAxrdy/T5WSeYd5Q6P2PdKwzFnP18ncxHmzLMqqNjsx4hnVIMzC8h80tmbEYG+ZduaVjCgzzrkL3BamhXaWRbp9KGOn77ie6X6rWdHuIU31Prfq8zETedPYkXG5oV4a5TiBGtdqibg/r3a6+lld6MmPRc/q+R4a5YmD4N5CjsZ4ju9AwR772pYpzzrl6vXxtXjHMSf26fjYNX+9ZzNf0PLA6pdnQwqLez18wbJYuLq3ITLGrf8tQw9WeoV+yWIz1HufLu7o9HKzrc62ce4PMDHw9fvrJdPahNgy/Kc1X9P6HWud2mrrehJFuDzvj6fyu8pzTa0+x5HbOOTdK9H1FlabMvP7ofykzl1/5ir4ggyAt798iw3hWiXV/fDg6kJmjp4/LzN7A8GOQweWdb8hMPdcvvVXVey1uU3cGofjt4KCrf3OyKALdd7Xbev5xuKv7nLCh63ql0M+v15vOPMb5eq6YdsvXns45V++X39dgTv/24ip6nPbcdPbYbznzWpk52NS/q4eG3xfSUM/9u+t6cjas6bWcRVgpnxfsXNbrwRt+/IdlZlDRa4ydgR5fa4Z9glfDXxgBAAAAAAAAAAAAAACYMXwwAgAAAAAAAAAAAAAAMGP4YAQAAAAAAAAAAAAAAGDG8MEIAAAAAAAAAAAAAADAjOGDEQAAAAAAAAAAAAAAgBnDByMAAAAAAAAAAAAAAAAzhg9GAAAAAAAAAAAAAAAAZgwfjAAAAAAAAAAAAAAAAMyYsOzgzsaWLCDbyWTmaOekziyflpmw7cnM1f0XZUbpGL6jiWoVmekf7MvMwnxLZrz2ssxc/Na137dzzh1O9DWnriYznm94hqkooyhkGcVE1wmLFT+WmUpxKDNRRZdzYTwvM+1JQ2Z+/LyugxaDolN6PKrqd5n5OzLjVQc6E8mIa/rTeeej9QOZCSLdv506flZmwq4uZ/HUKZkZG/odZb+7LjPLq6syc92cvt58MJaZXqwzCy3dZpz7P2Si8EuHPOecc2kuOibnXJjpilrE5f1Fq6rr8ZGz+j1YBIYmkyeJzFTnFmVmvqHHtPZE9wUb/VdkxiIR9avWaMsy4nEuM/2BbuONtn5++109zlhkhb4ev6rvK0z0ODya6DY89vX1eJm+HqUZ6Xq8n1ZlpqjPyczTW5dl5ofe8BqZ6T/1hMxYFH2daUS67+oUk9LjSaznBOkR3Y/GuyOZscgME4fMC2RmqCOu1dRzvGjzgsw0De3TIsvKn7NvmC/5hvm65WqnMzOzsZzL012X7VyWcgwXNI3nkw8N/87D0I92mrqYYU+3zxOLCzLjx7ovsEg8PX9zhSETlo8Ry009z959YSgz192g59oWuaH1FZ5+53mo605RGMpxOpMZrsfCF/sAnqEfLTI9PylEnXDOuXqs9z4mW8dkxiI3dDqJ0xm/0O/cNEaIccY557LM0PaE+kgPwjVPv4dsR7/PUaL7t4UjKzLzl3/+72TGwg/088sMo4hfLZ8PrW9uyjLGY91mfvxmvW/7v8qEc5Oavu9xru+7Euu5WerpgS8v9Lmymu7/LZZr5fso2a7e2w0jPQY3Ur2Hkg+3ZaZZs+zFaI2GXoNt7ul9xc6c3iNJx7qdD3fL6/veUO9ZWFx8Uj9jzx2RmWqu+7dJVr6Oc865zpzerwm96fzb4nPz+l2tLByVmXxSPubv9/dkGWdPXy8z51b13OKz7rdk5ql1PV41Iz2WV/XPAm4c6760+9KuzKwE05mzT/LyeWBnXj+b+Yaej8dj3fdv7uvfNI+fW5MZiyPn9TjTWdfPeH5Ot+FKpMfqQb38XINIn8fEME5XI933+5HeB63mus288sJVmTl169+VGYsk1WPEkmGON+yVv4u6p8cHz7B+yLzp7L+tb1+RmVxXUXd27bzM7B/qZzyadGWm1pnOblXcK58Hzi/p3+9Hi3WZef7ZF2Tm6JKem6n1dOn/+33/nwAAAAAAAAAAAAAAAPhbiQ9GAAAAAAAAAAAAAAAAZgwfjAAAAAAAAAAAAAAAAMwYPhgBAAAAAAAAAAAAAACYMXwwAgAAAAAAAAAAAAAAMGP4YAQAAAAAAAAAAAAAAGDG8MEIAAAAAAAAAAAAAADAjOGDEQAAAAAAAAAAAAAAgBkTlh1cmV+VBRTdQGauvnxVZtZOnpCZzYMtmTlx/jqZUUYjfb3+2mtk5tlnXpaZ6zr6+XUn+rueteUzMmNxeu6IzAy9Qmaq1ZrM5ElWerxWrcsyvHw63zytLM3JTJpOZGYS6kw7aMtMMTqQmQvPfU9mLMaJV34twViWUYkimfGr8zIT+aVd0l9fz3ggMyYV3fbi7UOZyUaJzKTlj9g559zB6kWZWTyr+2QlMzSZ3d6OzHhhR2aSjV2ZGQXl/YBzzp177Q/IjEWS5zLjp7p/67QrMjPXaZQeHw30s/naE1+SGQs/S2UmN3w/Gvv6vvPRSGaaTj/jrKPPZbG2Vj63uLKxKctYNNT1Wqif33Cox4fCa8qMheV9FkNdzmis+7dWVY9plVjXwSjQGSUzzE/CSD+bqh6KXDrRD/Bgd19mvvvdp/TJDKLc0M4NY1FyUN4nR75+xvO7scwEA8PFGKSFYVAr9Ll8PY1xG5NjMnO2rSvP0tWv65MZRGH5ffV7eg5jmb+NDX228wzvYTqv3LlcX09e1eO95bbyig55Yh7tnHNFYjiZkuhx8ej8osyMRn2ZGe7ruf/RtfMyEx/uyYyF5ekVhU5FUXm9aCzrejzY1+uZwcZ01iphYhjL9XLGTXSX7HxLG7YwvAeLIC6fDyWBnpsVvmEdZ6hdB6lef/lzeu1k4Xn6ZfmG9bJvmBOksS6n6ul5YDG69rrT6+p35ca67+rUdL2oV1syMxno9UywvCAzFpZpzDDVffLJlfJ6+syLz8oyllt6DMlGPZmxyA3dZBBYxnLdCXpOt6sstUz+9b6FhTeolh6fq53WZWT62ezl5fsRzjnnhXr/NzOMRRYL83p/d7er1+Yv7un9+qMNPTfLxH5z2NV72hZ7+8syc/Kk7k+uf5Mei17qviAz2109N1v09PreotbUDf1g8KLMjIbl6+65ul6j9ff02j1P9Jhn8fdWDeuHkc4Evv5d4KCj13JpU9evejGlfai8vN2srZ6UZXzzG0/IzFxb9ydhpvvsYqzHe4ttT/c53UW9hrg81PVizy8fQ5xz7kRyofT49RW9jrPI9Ban6/f1vKFi+P1v64ru3275gdfJzLC1JDMWVbEX45xzSabnH1GnfM6e5rqNJ4bfK7PGdPr1rND95CDR7eow07/xr16nr3n7uedlZmtHz6MthuI5nz61Jsu43NXrmUr55xrOOefivn7nzaZe87wa/sIIAAAAAAAAAAAAAADAjOGDEQAAAAAAAAAAAAAAgBnDByMAAAAAAAAAAAAAAAAzhg9GAAAAAAAAAAAAAAAAZgwfjAAAAAAAAAAAAAAAAMwYPhgBAAAAAAAAAAAAAACYMXwwAgAAAAAAAAAAAAAAMGP4YAQAAAAAAAAAAAAAAGDGhGUHK0UgC2jWFmXmcLevLyStyMyVi1dlprPakhnlcDyWmReevyQzi8evl5n9uKsvyPNkZG15XpdjcHbtpMx0R7EuqLRm/bXxJCs9nrpcnyYq9IkMdrcPZSabq8nMwbAtM/FIn2spGspMvb4kMxaeqO7NRlOWEeQTmYnjqswMuzoTJeX1xmqU9GSmGunrac7rdx76ug1f3bqsr+fYgswoQaUuM5WW7o/zQpfjCl3OKEtlZqO/q89lEE/0uZZP63aVj3Uf+OWv/FXp8fM3npVlnLnx9TLj3B/JRDXX/WRuGO/HYSQzlVj3BUGeyExqaDMW1Wp5v71c1W182dff1rZq+r4PDe/hmc3p9G/eWD/jsKbfedvQX+S+HvD1U3auObn2d557+p48T88tkrEeH46052SmHum68/pbb5WZ/+v/+fcy02/o/jb09dwini9/hl6i58i9TF9L1Z/O/M3Xr9M5p+uWl+uCGqmes+/29LlqZ66TGYtQ9MmZYXz1a5bxXr8r37BWcYZyTDxdTlDo9zkx/LuJwFAvvEKX40/h3nuxngtVU/3O5xp6LunP6/e53duWmf5I96UmhvHTGd55Jt6nv6jfZWVJz/u7l6czhwkM/WQa6/vWK1jnJr6ef6SW1+Cm1LeLYkZxQ5bRWdF9djTU84ZhofdZWnPfkhkLP9Xv0/f1HK+w7KMY3pWf6HlD1r72PYlhTbe9I4urMhPv6T4ny3X7PBjrvvSmn/pRmXFf+IyM5Ia+q9rSrfjSdvleQhjoZ3zTmXMys7+3JzMWhWHekDs9R/E9Q3uIdTmBZe2Z6v7ConCD0uORYX7ihVsyc1g3jCFNva/h1XV7sBju6HnDyeVjMtMdlD8/55zr5SOZqTTKfztYXdHjvcVrT/6gzFy4+oTMFAf6d5VkRY/lk4phfdDUbcYiD47IzFxbz0sb4lXUDftLgwPdZupNvfdtcXWs94aqmWEf2dPvoZbqcbowbDEl9em88yAqH9Mahv23SaL72mpFvyvf1/sWl55/QWYswpEeQ4aBZeNC33s90L97qrpzuK/bjEWeGdbBhvH1sKvr8dEz+p2fvWVZZr7ynQOZsagY6mnR0Zl+v/z51Or6XVUN+46DeDrr8rbht8j5lr6ew66eEzz17FMys7qo3/n502+QGYu0Un5ffcP+W72nO+Qi1/Um7+n+LWh+//MY/sIIAAAAAAAAAAAAAADAjOGDEQAAAAAAAAAAAAAAgBnDByMAAAAAAAAAAAAAAAAzhg9GAAAAAAAAAAAAAAAAZgwfjAAAAAAAAAAAAAAAAMwYPhgBAAAAAAAAAAAAAACYMXwwAgAAAAAAAAAAAAAAMGP4YAQAAAAAAAAAAAAAAGDGhGUH88CTBWxe2ZWZs6s3yMzW+rrMrM4vy0xyOJQZJT91Tmaaw6rMtBpNmdl58WWZ8ftXZaa60pIZi//32S/LTO4qMuP7OlOEeenxLIllGV6qMxZeVMjMTlqXmd1GTWbaow2ZOVPV1zPpbcmMxaRbfs3j6kSW0Q70t2dBRZdTM5xrvtORGYvlM4ZykkxGiiyVGc8v7Wqdc84d9xdl5uUvflNmlKSnr7fwytumc87VqnMyMxkFMhM1dN2pGZ6fRauu2/B/+NpXZOZHf+wnZOb0yZtKj/tO162guiQzFtlAP+MkaMjMsKnHPT89kJk81HOLJNN9oMX2fvn1rBw7Ksu48B+fkJm4e1Fmbvg7Pykzx47dLDMWySiRGb/Q73yS9GUmD3Rdbvd0n7LWvvb6Pir0tThD/9ap6jnM8aa+3v1tPUeuGNqDRTHclxm/oucozi/vLwaJHqcrvj7P2DC+mngDHSkimYkL3U/6TT2m1Xp6Xt/vn5cZi8PDw9LjZ86clWVUKrquh5Eegz3Dv0HwplPVXX+o33kr1+N9Y6jHGS/Q7zwJdJsYG9Y0SstQ/9qBXg/G8VifLNJtJvJ1X3ry6BF9LoPA0E/mue5T/LA8EzYMdWJJv4fJhenMW2tjXdcLp8fy1DBONyaGeVek5xb1zFC/DCrV8j6l39d9VyXXY1GqX6cr4vK+1jnnzp/VfY5FLdX9SVoxtIdYZ8JMnysf63l9ceq0zChrTV2Pq7nulyaZrhe7G3ov5vob9H7g7tPPyoxFLdT1dBLqMfap7zxVevw1J/Sc4LCv6/r3ruq9SYuhYVgsnN63yA0Zyw5xbugMcmfoMAy6SXk/OTKsg4vKSGZWE8P4sKPLmVR0vbCYi/W5nN+Wkfai/l3gyvoVmdneLf8N4oaz05nD7MXPycyJ03pPYm9Dr/Wypu4rJrluM0l9OnW9yE/JzOV1vV6eWy6vF7nTexbBnL6nUT6l3xd8w36Xr+dLgR723J5hTyeNFmSmtt7TJzPod8vXwi9d0mPeDa97rcz4hZ6TLrb0/uXmt74lMxbnGrp97o/12qm1otcQ24Y9Jq9dXt+3cr3GsPA9Pf8tDL8LVFPDvqOn28wXv/ivZaZzw9+XGQsv0u/TD/R9VRbK+ws/MeznZ7reVPTlmhzu6zlKs677wCDUHdwbbtF9wcGW7rcPNvXv8xb+ULzPiX7f9Tn9W+SwpvvswjBe9Qx9zqvhL4wAAAAAAAAAAAAAAADMGD4YAQAAAAAAAAAAAAAAmDF8MAIAAAAAAAAAAAAAADBj+GAEAAAAAAAAAAAAAABgxvDBCAAAAAAAAAAAAAAAwIzhgxEAAAAAAAAAAAAAAIAZwwcjAAAAAAAAAAAAAAAAM4YPRgAAAAAAAAAAAAAAAGaMVxTFqx/0vFc/CAAAAAAAAAAAAAAAgP+sFUXh/U3/nb8wAgAAAAAAAAAAAAAAMGP4YAQAAAAAAAAAAAAAAGDG8MEIAAAAAAAAAAAAAADAjOGDEQAAAAAAAAAAAAAAgBnDByMAAAAAAAAAAAAAAAAzhg9GAAAAAAAAAAAAAAAAZgwfjAAAAAAAAAAAAAAAAMwYPhgBAAAAAAAAAAAAAACYMWHZwV/+4BdkAT92/AWZ6caRzBz2mjLTS1oy0z6elB6/8xdvl2X89mc/KzPdXl9mPMPnOLmOuLzQmSjUJ3vnu94jM//mz35LZr7+5Isys783kpm11RtLj2/t9WQZLmrIyMP3vkNmPv/xX5OZNNfP2DO89DzXbz3wA5kJ62OZ+Wdv/7TMfOSej5VfS6ArYJrq+65lVZlJYt2uDlr6+T38obtl5l8+/LjMDNYvyMzi2jmZqUfLMvPSZFtmLiabpcc/fe+HZBl3P/SgzDz7ni2UEwAAIABJREFU7DMys7i0KjPdTPfZt7zmepmp7n9LZu64u7weO+fcY/c8LDPf29ZjWnN1XmaionR4dXE8lGUkmSczv/nYp2TmA29+SGZ6biIzy9fp68nO13Rmt3ycds652nYsM+978IMy8+j77i897gW670orug/sDa7KzMtFXWbqy8dl5vPvfa/MvP++98uMM8wtfMM8Jk70+9w9OJCZ68+cLT1+1x13yjIe+i3dB+YDPYZEhtlZRVdRV2R6jhLX9Iu48113ycxjD+vnU9QWZGY4Kb/3WpDKMlYnl2XmwvKazDzw1vtk5tGHfk9mGtlAZpqersfddT1OhxX9jMNQ9wW/9Mgvy8zbHinv//OBHmeCRF+L7+m+3/dXZCaNdbv6jY/+vMzc+973ycww0HPkoy09fzvc35WZIMtkZmXpaOnxd7xfv+933/12mQlD3ecUmX4PXqH7pTDVGe9Qrwcf/NznZOb973mzzMz39bkO6uVrkTA3dOxOr2eqhrHzfZ/4fZm59+5flJlKpOddueF9OqfbuWXiUBie4f0P6j2md3/wntLjR5t6bRV09T3tGeYwndXy9uucc8V4T2buvPM2mfnEL3xUZixzV8/pfskZ+oLcMBGM/PI1zzs+r/egHv/ffkdmugM9l2zW9JiW7us1z86W7vuPruhx7/Z36n2ojz2g5677Tu8NjcU+VBHq9hCMDeP9WPcDH31Ez0k/c79el48Mc7NosS0zm9/V67RTR/W8dHOo54H3PaL3Wh58oHwes7i6JMsYDLdkpt7R/aTb1ftvyY7uB37t0ftl5t736Xde9XRdzxJdB4PM8AzFmqeX7sgyfv1zek76sYd1v55MdL8UVXX/dsLQLx2OdN0ZdfRvOLe/We+h33ev3pMIDXvorXp5O19Z0XuTL17Re7t78b7MfOrDev/tve95l8xksV5Tr62ekZle39CGPT1HDup6/vbAvY/JzJ13lo97Wf2HZBlupOcwfvG8zEw6+r5vOqrb1Vvf8hGZ+ewD/0Jmttb1mLZ8St97tKT3Wpwrb8PVSUeW8L+88w6Z+dzHPykzmeG3tG89+5LM5HW9zl05rt/ncE/P8T7xyCdk5oF36b0qv2toeycXS49v/Yie52xvrcvMUqL79U//gr6nTzzyszKTRfo3fj/Vdd0zrLuTQj/jqqf729vu+EOZ+dRb3lJ6PJ0z7P8afmP1CsO63PKxQKr7nFfDXxgBAAAAAAAAAAAAAACYMXwwAgAAAAAAAAAAAAAAMGP4YAQAAAAAAAAAAAAAAGDG8MEIAAAAAAAAAAAAAADAjOGDEQAAAAAAAAAAAAAAgBnDByMAAAAAAAAAAAAAAAAzhg9GAAAAAAAAAAAAAAAAZgwfjAAAAAAAAAAAAAAAAMyYsOygV6SygNEwkZndSUdmkqwmM3nal5newURmlFHo6VClKiNZpp/N0A1kpmZ4NvEokxmLvau5zITDeZkJ4khmst6wPFCMZBnNuq4TFqkrZGaS6nrheYa64wLDufR7qBW6HIvEK7/3zOlriQNd14uJ/j4tb+l6fP3r2jJjUVR0uwqOnpGZzclYZrYufVVm9hqxzIyPXfu9P/2y7nNacysyc2LluMz4riIz4aAnM+NsOt82jv1dmVmcm5OZYV+PjWlR3iYalZYsI/R127NotZ+XmfHugszUkiWZmVzSfWle6MxOS78HizQof4aep+vWUAxVzjnXrK7qTKbfuQsNGQO/0PeVFrq/9X09zuwedGXmxhtukZkjjYbMKPlAt5kg0Zlxrp9fkejxvuYOZabT35cZE1/3t4OJbntJrXRp4KqG+aY/1ONiqKcNJvlEzwNDQ10fTfQFZVU9tw1run4NivJnbNXuls8JakldlhEnut35Tj+bqKLren947Ws055xLIt32OhW99nxm52sys9LW497Z4zfKzNef/KbMKFGo++PQ0HcFhqVK7vQ8J8p0QYf1k/pkBk3D+zx99maZaYj1e6uq20yW6T2AZk33x879vkyElq7C0Pd7+XTmk86wXna+IWOwuHys9Hg80P3SaPySPk9Lt6vRgR5nhqnlnWtJRbcrXy9hXWhYdxuWac6ys5H5ur9QqgNdb6JNvWZM2rpe+Ib52/5gS2aWTpfXUSvf8G/4lsq3bZ1zznlx+VwnyXdkGclYz3Mqjen0Jy9tvSIz59/wepk5KPTehmvqdz70dTvvrFz7WsU55+ai8rnF1WcM64clvSdrWcdVu3rcu2TYh7dIxP6Ic84VhnlpEuu+YJRflBnfK6/LN94ynX3HTueozPQP9mTGMrp2D/W6fKd7RWbivqX316KanjMlsWFRWC0vp9vVdaI5p+eSX//ec/paDNJA96XVhm57jbmmzAwS3T431vU+6Klzup6ajMsnF+mCnny0Gvp9xhM9Bq8axrQn/oOeK1r0I11O7fiyzEwqer2c57pddXfK9xUPL06njVvsbOj5x623vk5mXjzYlpnQMI+O2vr3DouirudDeaJ77mOt8nf19B9/SZbROq9/n9k5q+cNFn5f96Wu0GO5acWY61QtMqyFDXsbFnG7vE9JxVjlnG0uZNj2cYafap0Lv/91OX9hBAAAAAAAAAAAAAAAYMbwwQgAAAAAAAAAAAAAAMCM4YMRAAAAAAAAAAAAAACAGcMHIwAAAAAAAAAAAAAAADOGD0YAAAAAAAAAAAAAAABmDB+MAAAAAAAAAAAAAAAAzBg+GAEAAAAAAAAAAAAAAJgxfDACAAAAAAAAAAAAAAAwY8Kyg61KJAtoTQKZGe93ZCat12Xm7NKBzGxsxTKjXN2/IjMrtUWZ8Zx+No1wTmaKrC8zga/flUUYFjKTh/oZBzVDOVH584lyfU9+KiMmnqEee56nC9K3bYk4V9QMoYGlJCnwMpEo7Sacc85Vna7HeU2dx7libigzX/raX8iMRezrN3H5cFtm0lS3h3BF16/2gn6GDb8iM7KM1ZbMhIkuZ+D0fU8G+n2eWGzITObrumPRaLVlpr2k38N2/1BmnvnGU6XH/4f/9h/LMp586kmZsThx4wmZ2ftWLjPzSysyExs65cuDXZlJq7peWOReeTsvDD1yszrSmUBnVg19ae41ZcYiL/T79AyfDE/iicy0GnqOd3xO153L3/2WviDBr+lxOnR6blGkupya4Rm7QM9tk2I687c0rMpMZaTnk5G498LQr2cVPVZ1A329FmGk23C4q9tekehrLjpdmRlU9Roia+txxqKaPFd6PAwM5xnr/rhI9PNbMMyRO06PwRaWNU810f3Saxo3yMygpsf7rz/9VzJz+sRNMqP4E93nBFWdSSe6869XDG3G15mt2o0yYzFurMrMRmtZZq7s7ZUe97p6LI9jPUnOUsP4YJDnup/0DeuZ/6SmdDnR+mbp8daqXisvnNDrr4VMv6vnX9mSmV6ux3sLrzHWoUD3gYnhRfixvveKr/uL4RT2YyavrMvM+PKGzBSGddz+aF9m3vRjPygzT754UWYstg1jY2CYtFfr5fU9m+hxuu0dkZnN7WufrzvnXG2sr+dwW8+7iiXdHhri2TjnXL2i+5SdgaF9GuzvlM+9LHvEcU/vjxyKMc855xbr8zKzvzylObthfzwM9F6V39bzj7l5w35DXv4+w9Z03vfl7W/LTHR0SWY2ntZj0dljazIzCPVvGfVQvyuLZKLnTHNzur4Ph+XzsyDQ/cnqCb0fsbKsn41Fluk2kwR68IwTnYlCPZY36obrmUynneei6rQyyzpOnyc51HsShe5O3NJJvd9lkRnWp9GifleZYe0ZVnX/n+6W76fGhr0PizzXdfTU6ZMy8+0Xn5GZcU3X0bmaHsvr1QWZsWi29dw/mtd7EoNxeV1+3ZHX6oup6X3kqzs9XY5BnBs2kg3dSZHqumNZ53Zreryy/P5nMaqW33vg6XsKnGGv3vDzs+UHcS83dKavVvz3/X8CAAAAAAAAAAAAAADgbyU+GAEAAAAAAAAAAAAAAJgxfDACAAAAAAAAAAAAAAAwY/hgBAAAAAAAAAAAAAAAYMbwwQgAAAAAAAAAAAAAAMCM4YMRAAAAAAAAAAAAAACAGcMHIwAAAAAAAAAAAAAAADOGD0YAAAAAAAAAAAAAAABmTFh6MD6QBVTbnsz013OZGXs6k48zmVleWJYZZXNzQ2YWr5+TmaSfyEw0mZeZdq30NTnnnOvr12CSxPoZR7n+zshP9bmCoPyiwzzQZfjT+eapCPV9p5l+D1WnX0ThdL3InOEBFtN56XkRlR4PUn2eeLQlM0W9JzO9cU1m/os3/qjM/L77VzLz8t5LMuM1Le+8IjP9ZiEzI18/52XdJUuVYqTPs7wkM81Qt09X1Znd4Y4uZjSFG3fOpYV+V57uCtxCXdfTH3r9D5Ye7+5syjLi7r6+GIOXvZMyU5ydyMxT+dMy053oerzUWJWZ2rguMxZeUd6G/Vy/8IphmBkkVZm51O/ITO9A9xUWRaHLCULdv+13D2Xm7JnzMnO4tS0zVe/ax7TDTN93LdZ1vTDMc/Khzox93VckbT2ftEhS3d/WJnocrvrlz7BrqDeepzODZFFmLDxP37eX63HPBboN9w3XM87L51TOOedqhoHGoNUp70ubeSzLyBr6Wvq+nremma7rV9d1P2DRqepnnPX0vKHS0uPMxLDASjz9nHe8dZmRxgsyEgaWd2Xou8TawDnnhu1jMrOwoMc9i4HhffqGNpyMy/v/mmHeaqg2cm1l5ft6vHKGdYjFlLYSpqaXlM+BL7+k+5xGrSUzlypNmWmebMvM6zp63LOIDK88tVQvwzwmM4zn40jv0XkjnVEs6+C103q+uW9onxXDfkN/fyAznu5uTfzEMC/19Pw2npRXjOWqft+9RI9nV+vTmbe+7tyNMvPFb39HZv7+f/8TMvPdZy7KzMjpetFLp7NOmzsi+iZP9+uDnt5DWa7pPZ0rVb3veKk1lhmLZKjnnBPDWiXs6Ma3tqQ7ym6/fGZ/dbcry7AYDPSezlyg51SRYX3fbB+VGb9l+H3BsFdqsbSkf58ZDoe6oKB8TPMz3XelI72vMZ5MZ43mO31PoWGfoCj09ewc7OlzGeYESxU9Z7LI8/L7ahjGs8KwtvIaet6fBbp/m+wY9rUNJnt6AjI61H1K0NLvs3mqITPHjpW/85WKrn8WjaaeE3z9m1+Xmbyi3+dcW49pvmFDfzKlsbx/qOeK8bJeQ6ht0E5L75ut5nreUH1Bzxss9qt63u87PQbnht9nXG5YX2W6neduOn17KPaGvLq+76LQ/bFn2NPJA/1sivz7r+v8hREAAAAAAAAAAAAAAIAZwwcjAAAAAAAAAAAAAAAAM4YPRgAAAAAAAAAA+P/Zuc9gyc77zu/PSR1v981zJ2JmkAgCIAlQpCiKq9I6lHZrt3bLJZfWtix7tZIYQYJEIEGCGRAYwQQsGMC4UsmyzHXZLnnLVkn2llW2JK6YRBBEnjxz5+Z7O5/sF3wrnN/fRJdLqv5+XuL88PTp8+Snz1wAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZwwsjAAAAAAAAAAAAAAAAM4YXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMmLDqYrc1kgXkkX7npGjFMlObK2VmUurMcBjIjJIm+n43Ntdlph22Zabhr8lMloxlpra6KjMWZeHJTGHI1F0kM0lvUnndD3R9B4bPsUii6ntxzrmi1PU5CXSfCctMZjwv1ZmwkBmLOKkup13X/eHYTVdlZn/Uk5n20V+QmbXWdN5zSxq6HdcMbXCnvysz3sqyzJS6Cbpur6ZDwpGOvhd/pOu88BKZaYZNmYlz3R+Cua7MmAS67cSToS4nN/TzoFF5fftgW5Zx3ctO63sxuLKh2/FKV/eHJKv+Ts45FyaHZWauNS8zRV+PKRahWDf4qW5/RarnmWfilszUTh6TmVuCczLzb2XCOV2bzjmn20Wa5TLTqel20dvYkJlGVz9D5daaXi8thIb5fqzn12Ret/VhoufyMtRzo40et8P6nC4lG1ReL1u6vpvxnswUAz0OmJS6jfYN6665OT2/9g1NdOTrec/L+rogg2FypPJ6vHlFlhHX9LMpj+nvdKWjv1Ma6fZncb5/SWaWaisyczDUY8FiW7fTul+XmY09PQYqnmEJGMd6zLEUlCe6XURtvTYbb5/R92PQNExqzZo+A0iS6oJqnp4Xi1zPD55hvWnh62HdeU19z2Vp2DOaFg76szynx2SL09fdWHn96fP7sozBXvV85pxzSaDHgYtb52VmI9J9xqI+1mvOwtOZPKs85vtppqXrqogM++Whbhfyc0Ldf8eGuTwz7D39QI+B47FuO5FhvLBY9gxnrn2daYvz1FGi5851Ty90smtfITMWZ7f0/SwvLMjMMz94SmZakZ6nvVD3q+NHlmTGoiH61f7OZVnG6RMnZGZ3V08if3HpxzLzsv90OnVeM6yRc1/vM+JUn78V+YHMRLXqevDD6axbb7r+JpnZaetx6RU33SIzFzbOyUw51v08ms7w5tJMj9u1um4XO73qPf6RBd3Hxz29bgga06nzdq4f4Hik72fuGn1+tLio9zwbV/SesBPqdYNJvVN52asZ1mYHht9MAsPCNTf8lpZM57e0YqDrfK6zKDPeRO+vskuG38rq1Xvz1sJ0fk/aM/weMin1XHTTy/T4tr2lz5iSTH9W01APFs0l3fc8w+8mhVfdTpNUt/X13S2ZWZjSutV5hjVVXffh0Df04ULvqQPD/qAUZwBWXli9dypDw73E+jt5vuEswdKF85/9e/MXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZwwsjAAAAAAAAAAAAAAAAMyasutiZ82QBuavJTHdF38jEi2UmzZqGTKA/TKg1GjKzt38gM+vDDZm59ph+xofbczLTG9RlxmJlPpKZ7Y1SZpJY10NYr37Ojab+nJ3hnsxYzAcjmZl4uv05l8uEH+m27pyuz8jLDOVooVf9WeVIt4n9izfLjB8OZeb/efI7MuPd9jKZsciLVGaGrpCZ5nxXZkYD/VlHkgWZOVU/JDNKmer2FxleJYw83T9rTrfRsKXHt4ubF/QNGXi+HpeCQrfTsNT1mYuH6NV1v4qdZazQug39WaNcf1ZZHpWZtUlHZoINw/dKxjpjMJlMKq83XfV155zbHum2Hl5/vcy8/hY9X9XO7MuMRZrpNhqFev1h0W22ZGbf18/5yR29rlL+7OklmQkSPZ4EK3oO3m8OZCZN9WC6bFhHWzR83XbS9qLMRLvbldfDsHLr4Jxzziv0miqe12OtxUJHzyGTnmE8aes63xwkMuPN6XLa/nTqfN6r7jNLHb2u2NzTa9vdLT2X11qG/ddQz0UWLcPYVW/oucgL9Jr9/HM/lJmf++e/LjPFU/9BZpTepCczjUy3Lb+p+8Pikm4X8ZzuD8m84RDAQM/CzvmeHpucq26nRaDbsWUtmU9ni+ayUq8botQwlxd6P1MaivEMNVGk01m/7W5Uz0VdfVzjbnvlNTKTxvp+y8Yxmdnu6zWBRWxZmhV6bRF4up2mhrV/FvRlpl576edvRaDHrijS43ov0fVw0/K8zJx5/kmZWTx8QmYsfMO6anlpWWaSsHq8+PMtvV7v3PAKmakvHpcZi8U1PT8Uu7qNbq/rM9drVldlJqjr9eTTF8/LjMVQdOHGvB5znn1+V2ZST69zXrGsz7Ku6+k5xKI40OvANNH3PH+tHnPmO4Z1/aR6rbM3mM5eOTbMM/ulznQSvc/tzOtx8uzupsycXGzLjMXmjv6sQ/N6v3J0tToz3rmkb6am63NB/EZhdbyp+8xmodv65qWzMnPs9EmZKSe6ff3l9/5SZizGSXUbXA70OdXlXD+bWlvP5VcHepysNfX8ajFc0c84Nfy+kJd6D9a/ZNiDjavn/NjT9WBi2DuVhrPvqzvrMrM8p+tq2fD7aTGlv52wm+h6aPi6LedJ9f0sr+i2vju8KjNhazpnMX6s19phaNgbhPqMOPD1pjotdX0Ok+mM7Z44VwwKvaY3bMtdYVgLRb5hXx7rZ/xi+AsjAAAAAAAAAAAAAAAAM4YXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzxyrJ88Yue9+IXAQAAAAAAAAAAAAAA8HdaWZbe3/bf+QsjAAAAAAAAAAAAAAAAM4YXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZE1Zd/MLn3ioLKOJCZvIw0neii3FRqt9vaba9yutvetcXZBl3vfuDMtOo6e+U5DLixqNYZhZaqcykhgf46U88LDMPPPBpmfGToc6kgcy4Wqvy8mhc6iKSOZn50CNvkZkvfPgemUn17biyyHQm1wWV0bzMhM3K7uucc+6e931YZh59/29VXs/Lhiwjz3V9e0EiM76hHWeG53fvJ78mMw+9540y05rT9bDZH8nM/NqizGxvXpCZ9nKz8vpH73tclvHgez4mM52oum8659x+uiczXq7Him63IzNB2JaZO99/r8w8/MlPyUxeGCYjp9tgIN7HzA1lRJHu43ffq7/3Aw9+VGac0xNWWFbPr845VyZ6DAx8XU6S6n71oY9/VmZ++87q8X+xrecQ3zDmFKVhgtBf26WZfn5f+OwjMvPww/fJzNWLug9HjWWZefmtt8nMxpVzMtNtVj/DN9/5XlnGG992h/6cjh5zskyvu3xPr0lLQ7uIU/1ZX3pEr10fvkt/dxfVZCQR3z0wLO+KTD+bfk/PMx/7+idk5hu//69lpmcYl+q5rocs0504MDygWkPvIX7nX75dZh586IHqz6nr+i4MY05evV10zjkXGgY4r9R7nvve9yGZefdH9bq+yPScNteuy8ygp79XNlmRmYO9/crr3/rm52QZ97xH71Xqdd22Njauysztr7xdZhqG8WQyGcvM2995t8zc+c53yMwrbjklM+evbFZerze6soxzz16RmVZbjwOPPqrn8m9/Tmf2I/1Zz196Umau9Kv3GM45d9jQLpa39Ge99wMfl5kvP/p7lddH+8/KMq4OdP/dTvQ48PKTMuLmttZl5q0PPSYzn//cZ2SmVtP3fP7iWZlpNHU59ZpuF6euOVV5/df/6/9GlvHAu6rnM+ecaxjOCfxY92E/0O1ikhoO8gxnJPc/rufyT97xZZnJahN9P0X19/ITw78VTPR32i71mc5nvqHXpG9/pz6L6bT1PiTL9P14nmEPWxrOtQvdLj77sB637/rAb1ZeLwrd71YO6/1M1NPlNC5Zzn36MvORr/+uzDz0sF7HTGK9Hm8v6X6ebvdkxver1zFNT69b777/UZn50me+IjN/vX9JZhqTXZn5+aN6XL/qn5aZ0um1xfve+TaZ+eoHdD+P67qd+mIPUfMM+7hcn/uMJvp73/0JvWb/4KcekpmmYX+1v6HrfGV5SWZe+arrZOZ/+9//VGa+8Khuy3/wxerns9sz9E3D2jaN9DnL4rbeq1z+3kWZuf/f6fOGt9/1TpkJAj0PW86YnOGMSR3dJonuM1/8gh7f7njbfyszmWH9cfPL9Zni4ED3h9FYt69aU48FH35Az2kPfkyfR/uFfs6NsHr90TD87j6f6rZ+dU1/73vfod8D+Orn9RndeFuvG0YNPQZOxrqcbHIgM89dqD4DcM65P/r2H8vM+99bfQ7Vqev5tXlYr203nvtLmWm0dH32De8cvBj+wggAAAAAAAAAAAAAAMCM4YURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMaEVReL4bwsYGx45yQcV37MT0WljIySTGZ241h/llAYvpOnb8W5yUBGjix2ZOZQzZOZsr1luCFtczSRmaMrbZkZ7+oHlEzSyuuNuZosIxuty4xF4vT3HsSJzKyuHJeZPNftItvXn9UJcpmxyIp69fUokmXknqHP+HocCH1dD0Wm+4NFvLsmM+3wkMycKHRbz3f198r6SzLjavp+lHqtJTPDUn8nv6HLKT3ddsZFoTNbI5mxCDPdBr1cf/fS1+3dF+2iyKr7nXPOFd502np/S8+vC5F+NsNa9ZjtnHOhpz9rvtTPL8gaMmPREONXFOjvHWV6XZGGuhz9ZJybTo07l/l6/qw1mzIzb1ibeXFPZoJ8qMsZv/Q5rdUwfO8wkBnf6XHJN8x7paHWp9TNXRHo8TYztLBA9Iks1N+7lus+s7gwnS8+GOpxyRna3zDR/SFLdSaM9P3E6XS+e7NWPY/Eo74swwv0nOcZ9l+Fr9tf2FqRGYsgXZCZPNbrrr5hy1jXQ4Fznm5fzc5Lr/N6TT/jyDAXddpdmenv6X1Iz7B+y+vT2at0lnSdnzun94SFq97D9pLLsozrXqb3D16h5xmLxSO6rv703/+JzBw9vioz3VLv773Bjs5Eeh626Dar21e+pffTdcOadO3EDTLTiy1rKsvhkBaFup/HhvOupmGNt7u3LTOlYQzs9/Q6UPFD3dbDUO+d/FC30cywIPfX9GfFgWVlrwVzY5lJB3pMHop5OD+uy/A6+vnwyANkAAAgAElEQVTNdw9kxn1DR5oNvdcLDHvu0tPjbWBYu6ap7leRYQ9hEfWWK6+fPHlUljEZ6/oMxTrROefap/X8sH3hGZmxyAO9Lm3N63YxyvTZ96Lhu4dXq9dmZc3wO4bBRqif3+2nr5eZIDosM4P0OZnp5RsyM0r0Otoirv7J6acKvUbOXfWcNoh0H08M53xpOZ0+7iV6XC99wxjo6Ul4a0OvXa+s69+dXv3q18iMc1+RicGkuu0kmd4b+IZt08RQn52mXr/59emcO0aB4YzE8NvK/1+m9dcDbn25bje9vp6vFheOyMyVbb1GmRjGnKKv9xA2eh0YGtYxatTp53o8njup5/L/cespmbEY7OtxKWzPyUynpcfb+bb+3akRHpOZX3jVL8rMH337j2VmZbX6s0a7+tlsbO/KzOFjJ2Xm2eeel5lXv/YNMvNi+AsjAAAAAAAAAAAAAAAAM4YXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZE1ZdzIqOLmBSyExQ92QmH5Uys9I+KTNnJy/IjNKM9P16iX7Xplmbk5nJMJaZ9b1AZtJAf5bFvGvIzDg9kJlwRZfjjavbTtFr6TIynbGoN/T99sb6e/u1vsz093Wdl7WuzOTFvsxY5H51e88D3R+clxgikcwkQU1mglA/P4ubrrtBZi5vPi8z/bH+XrXKkfanvHZbZgbnz+qChMbwssz4NT2ue4UeA7Nhqm+oc0hGwnpdl2MwznU7LYpcZgKnx+TAq34+ZU0/vzw09D2DTk3fr1dkMhOGhn7e1e14yzAGWtqgRRRUfy+/1GuPSWjowL6uz9DQtnKn78ci7W3ITKMxLzOTAz3v7Qx1XaXtYzITRiOZUcpCPz/fN7Rj0X9/mjHcj6E6p9PLnTPcsqWZuky8S16Uur5zzzBGJi+9vp1zLsj1/RSJ7sORYVwv63qNFxjaYFBOZ82+u1Xdz7evXJRl3HT7dTIT+nrsOtjXz2ZrrJ+xxXinJzOLh4/ociZ7MhMGun21Aj2nZYZ1suJZRgtD/wwMU1psWC+1G02Z6e8P9YcZnFrVfSZrnZAZf3u78nrUvUWW8YOn1mWmszCdf5Pzg3MXZKY1vyIz9VDvl4PC0HZy3da9ut5TW/zgu39aeX2uqdcwq9frNnEhqW4Tzjm3faDPxOodvY62yDLD3smwViwMc2NoGAxqTb03bzVfep2XY32uMeroe2lYzvFS/b2DeCIzE8P5pcWop8vJnW7v7ZPVzzA/cVWWMdjRfXyhWJQZi3ys6yo1rNmdZ6kHfV4TGPqD50+nzpe7S5XXFzqHZRn93S2Z6eV6rZ3lek5rLU5nTluI9Lg00l3PtQ1nt7HhKMGPRLuIplPf59f12DUe63J21ndkpu70udm84bymNtF9xqIR6D48KPV6Up2/JZnh/NKwES6cZQ7WLPvyyHBG1+zq9W9vRz/jcWY4Q09e+l7FOX1WUFrWMIY1qR/qhzwpDN9pYTp17lsOh/4Omdbdbh7oQXulo9vx3o7e8+xt6rON1VP6bKMT6DHQoi7Omp1zLosN5wRB9XjbMPxOm+a6HbcPTWndWui5KBrqcb3Qx0euDAzjhaE1b1zSayaL0K8et7e29O9t177m52Um3XlaZnzDONk/MDzkFyv/Z/4/AQAAAAAAAAAAAAAA8PcSL4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZwwsjAAAAAAAAAAAAAAAAMyasuhiEkSwgCROZ8YOmzHitVGYOvB2Zubx7VmaUPB8aMvMyM8r1Zx06fFhmAn9OZtbP9PWHGUQT/Q7RJCxkptbVGV9EhhNZhKt7OmMxGvRkZnHxmMzs7g1kpuPr/hDUSpnxy5rMWAQuq/6cpHKYcM45F9d1fZd+oG8m1d+7zKfzntv5HT1WFMFYZtKuHruyQmcm+Uhm+mPdvpTRgm5/ZU13rMGgut0451ywqueQZqmfTTzZkhmL7rEVmckzfT++r9tpUVY/w9LT/arV1hmLI0frMpPFupzaakdmfrSrCxrXdRtcXtQZiyKrHi+ySNell+s2URSGcckzTFiFHkst2oG+n9FE30/p9Lh95uqmzDSOnpSZbPzS1zGB4Xunic6UpV7AGZZ4znOGZ1xYStIsxeShYW0hCipKPS55hvneKw5kxiJJ9VooL/T9+Ime08KWvp96pPtwVhgGXIPbb3tl5fXzi4dkGWc3rsrM6pKeO11bZyLDvGfRaupygkSvlyJd5c4Feh2TZoY1sHvpdV7o7uuK6q29c865ONf3e7KjH04912N20dB7aoumYW68cHldZp49e6Hy+u0vu0GW0TCsGzY3t2XG4sy+3p8utI7KTJoazmvqepxMU8OeJzTs9wwWV49UXl9b1GcoI0/XVdOwblhd1Ovf55/4rsxY7OzqPU+zqSejbkffc57rfn5wsCcz8x19LqY0fT3W5ob+MGjpdmH5J3ONiW7r3aE+m7TonNDP+OCq7sO7Z7qV14/U9P0uLeg5JEmmcwAXGlbSzZoe+yeFPkPxcz0uTQxbsDDWe2qLcxtXKq+fEdedc67e1PcS5PoZW9YWwXSGdTdJ9dgV1fS6fpjotUXN088nFPNVUJ9OfR89qvvMXKr3086wDxlv6v1VQw+3bpzoMcciN5zvuobufKmI+ElbluF5+nOCKa1hLGdDk4Fux36p76fW0g0jM6wDW9F0zt9qYrwdGurBlYbfnELdPy3Hb029XDKxnOmUhnbh+4abNnQrGTE8Y4tnz56RmcGSfsjXHV2Tmde+9lUyc+aiXuv4jelUul/qdbQfGs4nxXq83dZr20uXL8rMdQt6vfRnMuFc69iNMmM52/UMZxK+4bymXtNr14WmniMsevvVY+nxk6d0Gdv6nMBrLepMW8/3tfmffR3DXxgBAAAAAAAAAAAAAACYMbwwAgAAAAAAAAAAAAAAMGN4YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzhhdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMyYsOpiGXdkAeU4kJm00JlxbV9/Vm0sMze/7pbqwGOyCOeNS5kZ5JnMNJuLMtNZOiwz/dGGzJy4/pDMWNTDmswE+bLMbJ+7KjNLrZXK6/3Rlixj9aZcZiwaC7qth8GBzMSFfgfr8Kqu82efuqjvx41kxsILq5/hxC90GaNIZnyn66oMdMab0ntuZS2VmaxmGAN39NjlH27KzPLSqswcyuZkRjlf12PXONKfM77llMzU23osPfK//t8yM7fYlhmL8bgnM/u9PZmJJ4nMJHFceX1S6nrIx7ptWRz0zspMlOs637mqx8Atw7rh1te9QWY2L5+TGQvfVbfBwNNlxL4ecyJPF+Tp7uAMxZgkwbzMBA09bs+HOjOw3HRQl5Fz2wNdjlAWeg4JDfeS53rey7LKJbRzzrl6Y0oVauDpW3bexJAJq5+PZS7PCn0znVDvDSx8XQ0uSfVnlXW9x3ClbjtFYvjuTT3+W2ST6j6zduyILOPiUN/L5X09eLVquiLCyFBZBpFh4E4DPW5noS7Hz/RasRbqNYEhopWG9bghEyWG71R9RPDTTEtnjncXZMYiWDbU+Z5upwur1fvlwtfjW17o57e8oOdgi25HP7+ar8eleqnn8rDQY0Ga6HVpbWFNZkwa1d+rnw1lEb09/Z2CWldmorR6Te+cc7fe/GqZce4PZSKMdF31+n2ZWVzQ51DHjp6QmUZd72GbjZbMKGWqy2h0dSYa6DrvJ5dl5mpX74te3plOP4/7eu/Uqes5re1Xj5PJhj6DSuZ128rL6ZxB+YZlYFTXZ5OjA30/UaTnkLZh7Zp701m/3faqmyuvB6Gu7/5A78udYRuSGtpfYFgvWdTqutIzwx6s2dLjUmhZx4h1aVboecYidIbfQwyPeHhY94fDt56UmWRHf6/G/JK+IYOwob97ZFiz56I+40SXEYvzOeecSwznNRaNhm6jZarHk7inx7dkqM9QokiP/+NsGpsV58qiujF7paGuJnpfXma6P7Tqek01yqfzm5JllPTFPO2cc3lm+E3E8GGeCJWGOc/i+lOnZCYy/KZ0ccNwDp/rPnztddfLzHDfcO5jUFh+mzLUlZpit0vdx/OG/pxXG/aVFtG+/l0lszyalg7VQr0e393TbefsBf0btUWWV89pkWG9VKZ6rO3O6f30mY0nZWZraV1mXgx/YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzhhdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMbwwAgAAAAAAAAAAAAAAMGPCqou1UV0WUAz0h3hZW5eTlTJzdGlZZv7nv/hjfUPC9jiQmZorZGZpSX9vv68fYNuLZWZ1eV9mLHYGucyUw4bMzDdukJnhgXiGjXVZxi/+yrzMWMTFnswsdQ9kJrmi287eoCszi0dXZWbc08/HojjIKq+36oksI9fNxmXVw41zzjkv0P0qHen+YJEnE5npDfoys7Z6WGauJjsyU/R1+zo+GsmM0u5X17dzzgXX6LoaDHdlJlofy8xrThyRGbeox36LMz/+kcx0FvSYksW6DYZe9VjQrBs6Ta7bqMVy7slMWpuTmYtDfT+v++Vflpknn35CZjoNPZZajIfVc2wU6s9JU91nnNPPWK9ynIuT6YxvveZxmQm3tmSmG+txKcr1+BYdPiozB60FmVHGw6HMBL5+V7oc69qqdVOZicc6s7f/0sd155wLEj1fFTW9rg+S6nHbc4Y5JG/JzNUL01m/zbd03wsLw9q23pSZotRtp0j1mNKOpvO+/nf/w59VXj9y3c/LMpIskpms1Ov+znxHZlyg+4NFK9RzUeEb2kWm23Jp2IM5Qzm+YcpXvFSvqUJf32850uWcL/TabDh3SGbGG9PZq1y+2JOZ5EDXeXepeq1z8cplWUbpG9aJ6XTa+pGu7nvpSH9Ws1GTmV2nx67Bnp5nSrcoMxbzK9XPeXdHrz2cp89i6oUej7e2N2TmplfcrO/H4PTJUzLT6+t6GBv6ebOu29exo3o92ajr9iXL6Osy4pYeazuH9fd+Yl7PIeWNej9z6U+ekRmLONXzcD6nx/b2bvUaeHBB94fxpoy4I6+dzrp1b1f34RtuvV5mLl1+QWZqc3oSjgrdBtPJdPbmFy9V7099X39Omupzs9LQx719fR5dNPRnWSRbZ2Umbuk5NvR1G5yrnZSZfFy9z02L6ZyxZ75hvZnqs5gs12fWRazLGQwM97N/RWYs4pHem+9bTknS6kzq6X2cZ9h+eeF09mhlqc/QazXdP1ePLcnMmReelZk41vUwPz+dvXmQV48Xa4az3SzTa9JzVy7JTMswBq4n+kzMYjTUa7NGbhiTDeeKztOZQpx/xIYzbYu5Bd1GD/b0fL+0ekJmhkM9Bq6v673nquGeLcJIrxvyTM+fYVD9+0u7oce3INXt78wz+vcQi3GozxRroR4DvVKP/bnhN7DFtu5Xy9deIzMWfljd9yaG33CCpn5+/rauz9dco393Hxe6Hl70Hn7m/xMAAAAAAAAAAAAAAAB/L/HCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZwwsjAAAAAAAAAAAAAAAAM4YXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjvLIsX/yi5734RQAAAAAAAAAAAAAAAPydVpal97f9d/7CCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZwwsjAAAAAAAAAAAAAAAAM4YXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxoRVF7/18KdlAVcu6g9pHa7LzMZgW2ZWmgsyM74cVV7/wJfeIct4311vk5nVxmmZGW4lMrNw/LjMbHn62WwP9mTmi5/+XZl57BMfl5m9zXmZiScrMhMFReX11I1lGdcd0W3rN+//dZm56z13y0w9qslMUeQyU/qlzKTlRGbi+EBmvvSZ35eZj3/ozZXXi4VUlrGy+BqZ2d87LzPJIJaZI8tzMvM7d+i2/pZ3vF1mmo2GzBRFdTt2zjnPkxGTOKmuiy898qgs490PvEdmgqB6HHXOuWyyKzNpsSgzN954SmYmzz0hM/f8rv7uv/ep6rbunHPDoCkzqa/7RE10Yd/QKEJPf85v3fcVmfnDz35BZgap/qyso9vFj84/LTPDtn5XtdldlZmvvOsjMvP4B99UeT319HeyvFvrGcaB4ZxhfqjrenjPXV+XmX9136dkph7pOTZ0+p5rQz0mj5q6nPqJ6rnxC2+9X5bxe/c8IDOTUs/BZSAjLtNV7gzFuNDw6vbvfPrDMvOP7v4nMvMvbvznMrN4qXoe/vdLhjnvqH7Gt13W69bfuudBmfnou78oMx3DOiYrhzITlnrNmQz1mBJP9P7gw5+/V2be9O73V17vOH2/abIlM+PeSGbqof4sP+zLzCNf0uvWrz+i13ijWLfTzT29ju509X5mGOs1e3e+U3n9nnfp+n7HXbo/BHW97orSDZl51e26Ptc3db+qh7o/3HnnB2Tmo/fdIzN+S+/Tkrx6LspK3W6ahglir6/HwM99Qc/TX32rzrg5fc9pqMecg7Heg0Wxrs/mK9dk5o63vlVmHn74m5XXrzz/bVnGyvH/SmZ6mX42zaYeJ+NMr+s/9v77dOaNeo23k+u68lu6DU4M64+w0N8rHlYeKbovfrN6Le6cc+/58Htlphzr73Ts2JLMXL16RWbaTV1Omup19AMPfkJm7r9P781rYz1fuXp1/0yC6npyzrmo1PXtjfWa4COP6P3p2+68U2Zefv31MnP56rrMpFkmM82GPgMYDfV3/+xnHpaZj33wXZXXy6beW+WprqtOqte2paHOy1yPk/d8Qp/FPPTQ52TGL/X4VhjGLi9/6Qdwhac/6AMfeLfMfPBD+qw5MuwxcsMaJQn1GqUz0eu37q7OvP3xz8vMe+/X816e6XOCpcXlyuuZoY+3Wi2ZaRoybzOsYe774K/JTFj/BzKTXNLzXpDpM+vVl1U/P+ec8/wfyszd9zwkM1++659VXi98vZYMa/o77eZtXU6u92jz/kBm3vjp/0lmvvG5L8vMdqzXHxPDmPzDn/yVzASimNfdptvfvXd/UGbu/6jex9Uiw/jm67oqU50JQv38+qkeSz/7oc/KzOOP60wc6/nTuep79iw/KBkic3O6X/3mv9Rrs8e+qM8m9/f0mjOMdR8epTrT9HZkpj6n12933a/PmL766Ecrr1/e1HvG5bVDMpNt6vOa+aPHZOb7T3xHZl4Mf2EEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZwwsjAAAAAAAAAAAAAAAAM4YXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjwqqLZy4XsoDxaFVmepcPZGZpbUVmRv2ezNQbXZlRxvMtmcnGbZmJsqbMzLV0Od87+xcyc93xozJjMfH0O0TJ2rMyM1e7KjObFzcrr7evn5dlXD6n26hFFAQyEwSezHg64lwQy0iZ62IWopsNH6Z55X9Seb2drMsyrj79nMwkriYzR44dkZmNeEdmLJp1fT+1ULeLsrRUuiVjUJZTKMPwnQp9v3VXl5k00w15GCcy4xq6riz6sS4nCyqnReecc0Wmn88oqq4rz1CV4TTq2zl3dqsvM/VMj6X1pCMzr7/uDTLz/MZFmXnqBZ2x6E+qr+eG12Yt47plHEgm+hkXsbhho1u8TGYCw3ePAt3Pk4b+Xnmu2/Lm82N9Q0LQ0euucqjn4MwwdtU9PZa6XNdDrdBjjsXrTtwiM+HVgcxMJtV1tWJYt17c35CZkWHdZdFp6/EtK3QbTV0qM5NYZ5yn2+C1N5/U5Ri0o0uV1+NRpMuYX5SZa04fkpmlBb2Paxn2aI986fdl5sLVLZmpd/X9HD6i62F7e19mWm1d51cuVdeVxVxLj0tJ9dbeOedc0dPtIk11W4+zhsy4YKQzBkWo56KgMKzri+pn2HKGeciwNgs9/Ywtdup6ok5T3S7KiR5vm5M5mVkLdVv/ix/qPaFFllXPnwvtJVnGMB3KTLOh23F8oNtFq6Pvx6JWM/QrQztttPS85zf0eqiW6Lbcbb/0/UpY6s9JSn2/DcP+Pkt0v4pDva7P0un827tkou+5Y1ij7Ipmcej0DbKM3vmzMtMyjAMW7aZu6/t9fY4cRXp88w2bOc8ZxnbL5smgNl/dluNY94cw1fUQG841SsM5VVSfzprdNfU6MB7oM38v1uOb5+u5MRLnsp5hTWXRNszBgWHMyQ1H3y2nv3cc6vZ15dB0zt8CX3/3ua5efywvVc+xf/Wdv5JlnL72tMx89/t/LTMWfqHXrTWnf3dykd6HHL1W/yZ3of+MLmd5OufsF5eur7zebun7dYY+kw30OUve1H34x+mevh+DC2f0mcT8kcMyMx7r8/Ff/rlfk5k0qz73SUfTOWv2DcWkmV6/GaYr54d6XMpzvV5ajKbzO6LhyNAVht9W0rS6zi01Zfgp1xWl4SzLoDS00aDQezBX02eTrVCfVS0FepxMplXnc9XjzvF5vc4ZDBZk5sDXv416hZ5DFg7rcenF8BdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMbwwAgAAAAAAAAAAAAAAMGN4YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzJqy6GNQ9WUDDlTKT5LnMFGXlrTjnnGu2ZcR1OqkOCYcWD8tMsT+QGa9R0x+WjmXk9LUnZWawd6A/yyAYzclMa17fzyS6IjPeWvV3b4dHZRkb4abMWHiebsdFocspykRmSt0dXDBuyUyjeUgXZNArn6m8vli7KsvIDG1idW1VZjYvfl9mgu506tyVus71CGgqxnmGggpDQWEQGO5IKHVDDg1tNC/rMlPksc4UDZnxAsNDNvAzPc/4LtIFGZ5PKqrK8rZmMZ2v7fZG+nvPLzZl5tLVbZk5NNIP52ULKzJzw3H9hL4tE865TvU8XEa6/eWGPpP5upMv7OvP8jM9B1scRHouGmZ6vZQWhvVbqD8rMjTm7iHdTpWL0URmWgt67IoK3f7SRH+neqn7Va2YwrjunJtv6LXrwDAGumZ1fR6a6PpujPU4OjK0P4sDp9cEi029/qjnHZnZG+j2tXpkQWa+99T/KTMWt99YvfbKC93+klyPOUmqy7lyVa8Vk9GGzFhcHei903D9oszcfpPeWHa6uj6zIpOZk0dPyIySp3ouajX1uOTXDHt3w0LHd0OZyaf0b1N8w3hRGtbIgViQx4a5PPMN68QpLeC8Q/q8IUgN43pu2Igkus53opHM7AcvfS53zrk8r+7nc8t6zN68tC4zi0eO6JuJDXOaP505bcfX40nh6Uw5r9tg29PfK0r1eVYYGM68FMM+uO4b1lRO38so1euYVlOXk5e6Hiz8o3qN0jaMb71BdT8Pm11ZxmCk1zm1U9fIjEXgW9bahrHfcEhXGj7LN8xXRTqdOp9Pq5+zbzk/j/ZkZtfpNV5pGLNLz3D4YRCm+iyhu6z3M2mo62rU1/NnMhHfPZnOHm1bdz0X+ZYzOktb12NpZvjtJY0tJ6FaGE5nTfDkT35Sef1XfuUfyzKee/ZZmfmlN/ySzPzhH/z3MtOMlmVmEut+tXBIz3sTp8eC4Vj3h3qkf4OwCJZuqrx+aUvf7/Kc7jS1yY7MHHh6DvGWT8uMRairyo3H+zIjpgfnnHPbGz2Z6Xaqzx6zxPBBBp5hfVLmeu5sGH406RU64xnWgdlgOr+fJrFeTxp+MneRGCc9w/40yXSmcPoMxWIuMPzuGRrqKjDM04Ge7xcH+oyp5+nfICzO/KD6u6+u6XF00Nf9Ybunx4rdvb7MtA1nWS+GvzACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCM4YURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzJiw6mKrDHQBSxOZ2Yv7MnP10obMvO6W0zIT7/dkRpkLajJzMb0kM9efvk5mnjz3Q5nJ5lKZac7VZcYiTzOZSS8tyUxtYVtmjh8+VXn92bOyCFdb0G3Coij19/ZcbsiMZaZWdvX9hMsy0zCUYxFfuVJ5fTvT7a92XPffcVH9Oc45d+TECZnZv1I5bP1/UOpEqTOWcix8T2fiJHnJn9M0fCfPxTKT+brPOE+3ndwwz9T9lv4sgyzU3ysvdUX4vuEZptUZr25oN/lLr2/nnFtbbsvMJNL3E3Z13+sbxtIfn9uTmRNrTZmx6GfV43bm9P36mc7EgX5+cxO9tihGep6x2DYUExW6XxVOt8Ew7MhMWervvnB0JNQAACAASURBVLOp24Xy/GRXZg63FmWm4ev7bQSG/pDoMTDN9LrBYjwa6s9yeq0Y1qvH5KCn1/RRXshMEumx32J+5aTMDLd1Hw5TfT/JSLeLWhjJzKWNp2XG4uJu9Xq8yHXb8rNNmckn+juFNT13dhZ0ORara7rOs1jvB+ca+rOGmS6nP9LjZL370tfsDUPb2unrelj09QQReXp88wxrIT8xPGSDItD/xsU3rG8LsadJW3ocKGt6fNu6fFVmLLwdXZ+l4Z//5KGuh5phzXkl1d9rctt09ub1oHqNko/1/OrX9JhdjnXG9/Q6uiimsz8d9QYy075G9+Eg0G0nnhjONup63ImcfoZKb0+PtUudVZnxqo83nXPODQ70OqZW25KZeKL3lRZ519AGS73Wdn71Gm9rV6+R64f1M15vvPT6ds65otBjdl2sSZ1zbjgyrPEM5w2jVK+jd8e6f1o8P7i28vpi/UCW0Qp1Oz5U6DO6NDfUp6/HW4uLZ/4P/VGGfWWjrjPLa7fITHP+mupAZDigM+jrbuUMy2iXpXo8zlp6jTJ/oDOrg+l89/FoJDNlU69RlpYWKq+feeEFWUZ3fl5mzl84LzMWezt6D7Z0WJ93FZ6ei5KJHpeiSJ8BpPF09ubFC9Vz42pH1/f6xb+Rmetu1L9L3diYM3zWMzJj0T6k19GBYT/TMZybra/r+Xzl2Frl9WdfWJdlWOSFHk/qgW5bqdPluNzwu12o14F+1zAoG3hNfT9JT691Eq/6u+c1PfZ3I72mDwfT6eNlqftwGBr25aWhrgznshNf9/PQm86ZxOlDr6+8Pp7o9VujrueHG9b0sznIdLvwa/rZvOj/+zP/nwAAAAAAAAAAAAAAAPh7iRdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMbwwAgAAAAAAAAAAAAAAMGN4YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBkTVl0M4srLzjnnBsmOzJx8WVdmvNaCzDz955nMpJ15mVEuXLgsM4evPSIz25NNmUkaBzLTmZuTmTJMZcYij3IdSiIZKccTmYn3R5XXD536OVnGoL8lMyaeblsWQdaSmTRsykxU1+VEoe5XFrfcemPl9V4+lmWEkxWZ6W/+iczs1joykx+clBkLryxlxvd0Obkuxhk+yhQKgsBQULU4G+pb8XQfr4V6fhgNt/VnRYXMpIX+LIso0/08q+v7yQs9Tvp5dV0FhiHbC/S9WKytJDLz1IUrMrMSLcnMcmdZZp7bX5eZJGjIjIlf/Qwbvq7LoK37gx/o/puP9IBSiHZjtX9VrxuuP3lKZrYONmSm09SfdeWgJzNrjVWZUcqWrqu9ZCAzXqz7nh/r8cT3dLvYbU3n3W0/0O3Lj/VYEIsu0Qz0/foNPWZHtZrMWOSDWGaGXT3vdVJdn61cr7uGvT2Z+We/9F/KzL/97/4vmfGS6nuODIuYMtD14DV0Jgt0PZTZdOa0ONNtcNLXbbCll+PuoK/bTrNp2Ht6uu8ppdNt9GCox+POnJ5nfMvCtdQLmbo/nfWbM6y7nK+/V5ZX33O7oevyJ88+JzP/xT/9z2XmW49/U2aCpn7G/lh/73So245X6P3e2mHdvoYLei9n0RvvV14/ea1eb24/o793KNaJzjlX6+rBYmNdr5csvHl9z4FhfzAcG9YWhnVDOdRjQenpcx9lrqP3GPHIsJ955ozMvP7nXyszg4FeK2aGdYNFP+nLjN/WbXC8U30/lrbePLQoM3FuOCAxKA3zTGrYuweGNUGyXz2eOOdccEyX8x//6n8mM9/48uMys+tOV14flrr9FYZlRWBYe7Sc7r/deFd/mMHha14jM55hLk+G+n621r9j+KynK693Fo7JMixal6rPvZ1zztV1H2+Wei2U9HU7Dod6LCj2p/P7wvy8XlcNh3qtnYk18O6u3n8drx2XmYMDXY5Fw9dnWYfXDsnM888+ITOR4dis3VqTmXgwne++2Kxup1dGesw5evgGmdla1/dbLOh5JiymM6cNJ4axtK3XyKOeHrcbgT432z5XvTdv+XodbdE27NFqDd1IU8MZ3Vyk67Mo9LnjE0/r32otfMPvsH6gzyfnonbl9dFEt/Ulwzoxab7081bnnPMMXcbyE1gY6WczCg3n46Ge9zK/brgj7dzBn1de785X16VzzqWenoNDQ9uKcv2dWnX9W+2L4S+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCM4YURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmTFh1sbU21CXEbRnZXM9lZpDty8zFW1sys3+iqA58SxbhlprzMjMZ92RmkG3JTHetJjPleCIzw7gvMyZZU0bKvC4zfv2wzAT1Jyuvj3fOyzIWM0MbNRj2t2WmFi7JTD3RbafWXZWZQwtzMhOVF2XGIhlW98+R25RlpKnuD8vN22RmsFE5JDnnnOseEn3caDIeyUyR67HLOU8mglCXUxalzMTxS//u24nOHDt9s8wcdrrOL13ZkZlhMpCZueUFmbEI00xm6kUsM3mg69zl1XVVpHocjfSnmFzc13XVWV6RGW+sn02Z6rno9KlDMnMQ78mMxfpW9XOeC/WYk0c6M3G6j69MdPsrCr3OsfjVG/T9HCQ/lpmTh3RbL/OrMnNLK5CZmmW4FcLRWH9OoNddma5yF0T6nevc1L70Gs/CDw3jkqcfcpJU9/Oo0CPT6oJeL6XBdN5ZX9/9kcycvP16mdl+Xo+T7a4euzJDPVzd0Z9l4fvV84xlCVMYmo1vWecYqjP09DrHIs4NY6l4Ns45Fwb6Ac219L7o0obei3Qbel2v5Il+yJ6hj/uG8a1tmIrCUK9jnG9oYAZJrNfsntN1nqXVi+BwpJ9fXeybnHMuuXRZZiyKuh5vPUPna8aG+SrXDcM3rHXO/vhpmbEYedXffcdPZRn7PX2+FC6ekJn+QPfxQwtrMmOx5fQ6JunrNdWCjjjPsJ+ZNPRz9p3eH0iJHtdvvfUXZGb96lMy43t6MxxGuu8tLndkxiIf6DXB3FxDZpppdaXveHrPHUV6ripSwyRiMJ7otj7X1d+7N9L9syh0+7q5rs/ooh/o80mLhld9RhJlugPnhsl84umzycLpCX8c6jN/i9xQD67U81VR0/ezsHKN/qi0enzb23lelmHxj4a6HsZ9vaYaxwcyM9fRfWY/1mO/vzCdM4leT49vK4ZzqPG4ery45oSu7yd+/ITMnDiu1wQWfqTXpFfWDb9B+MuGD9Nr5MAw3xd9fUZi0qruN0cWjssi+rqpu6CnzxvKSI+lh5an872jht4zpoYz/6U1vbY48yND23HdyutFw7BQNNgrDWdZhnNQz9fltHb1uuGZln5+rd/6hMy4b/4PMhLl+hlOSr13yrLquWjNcIZSby3KzL/5M/0btUXkdF01Av1sylLvMVqx4Tff0nAmkU/n/O3o8eqxdFzoNpqNDe1GD+suquv912jygi7oRfAXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZwwsjAAAAAAAAAAAAAAAAM8Yry/LFL3rei18EAAAAAAAAAAAAAADA32llWXp/23/nL4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZwwsjAAAAAAAAAAAAAAAAM4YXRgAAAAAAAAAAAAAAAGZMWHXxm49/SRbwxPkdmcnb8zLT9zdkZjXdlploUqu8/rsPPSLLuPf998lMPk5lphHo93E8L5CZORfJTDqny/nwhz4qM3fef6fMZDsjmXnVDa+Smb+58Ezl9UnvQJbRbs/JzKOP6Xb87o98Vmb8pcsyExexLsc7KjODvLJrOuecy51+Pl+/+yGZefgjD1Re3+7VZRlz4wWZabjqvumcc6mn21bUaMvMvZ/9TZm55953ykw21vfzhn/wyzLjN3T//N7fPCEzg0H1uPPow5+WZTxwv24TrXZLZlauWZaZ/+Xf/YHM/Edv+IcyUw51G3zne++Wma9/TY//SZLJjCsNkaI6FAS6j4eRbje//ca3y8w/fdMdMvPK07pfNVbWZCYbeTITTvT8ubLUkJk73qj78Mfu+njl9dTXY3bLML9GDT1Pb/b6MpP09P08/NjDMvP+z+t+3hwUMtPqLsrMpNT3HEz0fBXm1W3nnvv1GuYbb/0jmbmcPykzk1jXebNxQmby9lBm2t09mbn3Ix+Sma+89b0yM2w3ZaYWi/r0dB/3DJkw1wPpm/+1bseffPRjMpMkicx0PX0/DcP8MEl1v6rV9Jz21vs+IjMferB6LCgMY22jrtdmQTGWmYui/zrnXG2ix/XPf/oemfnAxz4jM7tbhv2p0/WZG/ZgNx89JjMnOuuV13/tLQ/KMh58j+7jrn6DjAxdLjN+fVdmysa+zuzqvfsnPvY1mXn4E3pvvpvqfrXUOlQd2Nffu97UbSKaF5/jnHvLHb8tMw89VL1Hc865+fmuzIwmegxszum5yMv0M47GR2Tmze9+s8x85SvV49u1h2+UZfz1T74jM0Whx4Gj89fJzKCv28Wd7/tXMvMHX3xMZuJU70/zQt+PK/V8FRjOs2pR9Z7mN96m9yq/d8fXZaZ3o26judPz3sJFfTa5t63Xra1VvUZ+06ffIjOPfr16r+Kcc+cvXpSZ+eXqvVw21nPw6iU9h/S9nsy87wu6zh/52ldk5unv/Ehmjs7rcSlf0uvfKNKZtq/71Tvv0fPVpz6s1jp6H+LEWYNzzpWGfx7qFfqzglz3q3sMa7PfveM9MnPo+CtlZqf3E5lZmNPz8DCp7udBqZ/xXQ98RGa+ds+nZCYx7EO8RFdoYWg7hdPrt8Vcr/1/4zF99njXmz8sM0d0Vbn5peo5fzQy7Hmcnjufu3heZj775U/KzBc/+kGZSQxnipY9dWFop5axwPf0/uBdH9T77s89Vr1/v/KCvpkT1+pzlgub+vw87Ol1vTfSz+/jj+u9yrf+zedk5od/qc8DM30s637xtadk5ifPfb/y+lxDnwG899167Hrom78hM+VI71USfaTooqE+Q6/luqBBX7fBBz+jf0e851N6n3btNadl5vy56nEnDA1nUMFAZmJP1/lj79J9/L436zMJr6vX2qlhTiv1Es9lhvOacaAzX/34O2Tm/vdXr2NCX8/B8Ujvyw9fc0pmzp59QWZaLb22fTH8hREAAAAAAAAAAAAAAIAZwwsjAAAAAAAAAAAAAAAAM4YXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIwJqy6ub2/KAgZxoj8lasvI6ZU1mVkeFzKzOt/R9yOUeSYzcaq/96tve7XM9HsDfUNhTUYm5ViXY7DSWZKZdBDJTCdsyMzpG26svB7F+juFLpAZi9aFUmbqY922svoJmRnFupybarrOi61UZizi3YPK61H9lCxjZ1GPFSsLehyYyyuHJOecc70LuzJj0e10ZSZoNGXmb773fZkp6nWZiVPdBlcWl2VGiQzf6cyFszKzm2zLzK/9i1+VmQtPX5aZZqH7g8V4osftNNHzjOldy7I6U5Z6nqnVpjO+vf7GV8jMjUd0/3xqfUNmJn09p9U83dbPXZzIjIWXV9fnypruU+d2dH/Y39qXmWZHP+OTp47IjEXXMDeOLun6DI7otl4/Oq8/q6a/uxfrdqFcHZyTmeio7nvd9oL+sFKPFXldf9b61em09VhPn67mcplJI6/yehDqD8oSvT4ppvTKemdOt+M81fN9vj0nM7txrG9oRY+BcV3PnxZFVD2n1Ty99kgtzc9Q53VPP78blgx7HoMb1/T3KuevkZkrB3pNkNd0H/7uT56TGf9mPU4q587ozzl2vd6HNOrVfdw551LDPG3ZL9eaes1pkTtdTr3Q9RmKqWg71muCzmhPZsriisxYlKWuhyQZyozvG84SBnqeDkZ6D/vcj2TEJHPV3+v7z/1QltFq67VQGOnxZCe+KDOrK/r5WfQzPc+kue7DZan7QxkZ+vnEcEZSfaRoMlqqPo9wzrn9QH+nVqrXOUPDxBe+XJ9llfl01m/9nj7zyhr6GW9uVp/HXHuNnhcbw77+HMNZoMWF8xdkZn7pkMzcetvLZebM9iWZSUa67+0f6PHfIhfnBF6h69uyjg50d3BZrsfJsrCcj2hdQxs8d0XXVc03nMs29bx3eLl67bq3PpJlWOS5Xv/W23qdk7YN+/LM8FuG+3/Zuc9g2877vu/Pqrueffbp95xbcHHR2ECKEoukJCNL4yROxk7GmUmcsZU4ji2JskxStESCFEWwqbDApEiKlBCVKOZkRpnJ6IVnnIxiJ5qIImmaRSQhgMAFLoDbTy+7r54Xemus3z+8+4U8+/t5ifXDs9rT97pHt+G8Yag8BpfPXdahQLer2y/Xj8N5S9/3w1fOycxDK/fJjIVh6HS5r9+nb5gH5npK4LzSMpbPp52fDOvH85WufsZHN6/JjJfrecPF+x6RmYZhjmxxOtHtfHVL7zE1V/S8dHCsx+rZWX1m59wVWYZFddCWmXKs+5zYMKhNE72nM/F1PVZrDKtWR8/9rz37jMzEYq8lNUyzy7Fu4x1DX2HR9gz7gaEeQ0JDP5mVemwsQ53ZDHWfYuGLa/Z8PafKc/1s1gy//R3s3tXnMuxZvxL+wggAAAAAAAAAAAAAAMCC4YMRAAAAAAAAAAAAAACABcMHIwAAAAAAAAAAAAAAAAuGD0YAAAAAAAAAAAAAAAAWDB+MAAAAAAAAAAAAAAAALBg+GAEAAAAAAAAAAAAAAFgwfDACAAAAAAAAAAAAAACwYPhgBAAAAAAAAAAAAAAAYMGEdQcbUSALuLS9LDPHx6cyE5y1dSbalJlbuwcyo1RVabiWWGZyV8nM4cGJzERBU2ZKbyozFrvX9PVsLfVk5iybyMyxP649vubp+tfwaquw2dZkSWaigf6+aurp+17tDGSmnM5kpt+IZMYi2KxvVxv9QpZRGNpdfOmczNx4+lsys7Ixn+/cqiyRmVZTt/PZVPcX1Uy/q3hJ96VeQ1+Pcvvwqsy8+vUPykzs6Xt66k+/p8tp6P5kVJzJjIWX6brjBZ7MFGUmM74v+v/KUI/DVGcMJrf0GHzr9EgXVOhxejbT/cWFh3dk5vYtw/UYrHTq29ULN6/JMmYN/R6uvO51MnP+wpbM7F17WWYsOob6NRvocSZrjmTGO7+iryfV7ap68d7feRXp++72V2Wm0enKzN07xzKz3ddzi3Gs+34TXz9jP9JzpnxaX9+9Sp+ndLof0COnTTrWJZ35egxJxH0751ynrfvAxLVkZjXLZcaiGNfPJ6PGtixjUg1lxo90PZ6d3JCZs6W7MmPx8u6ezOy012SmNMwJnGGd8UNvfkhmnj/V7Ub5m//FfykzTz1fv7Zyzrm81O2zyg11NNTPxi/1XNtinOlzNRt6vNp78Su1x9fP/TVZxvL2W2SmFevx1aLb0X1Omuk5aenp+hc29DV3unru392az9zVTerXPL1Qrx+GuV5zn5zpPZTI8Gy8c/O57zLW+z5prq+5CPTY2PZ0/Sqbej9rmN57fU+XdRlRqfeG/KnuK8qRHqfzsX7GVa77UovpQPe3PcM+QXajvn02J/fJMu6Eeu0+u/+KzFhYdjWaS/pd/cmXvyozD1y5IDOpYdxrNBoyY1F49eXEhv3oaqTrqNfUfbYfG8Zyw16WRbOv+7ctX5/r6FDvWe8P9DqtbNY/59Oz+fTrgdPj9Hio+0DfsNZLLN2SoR4fVvOZx/TW9L0/9eIzMlNm9TcWt/RvRbcP9Jz05u5NmbHwDCtdrzTsj+gh2HmBDvmepaB7X6s451wnrp+fRZnu19OprjcXtvU699TQT4bBfMbyLNXryjjS9WLvtl7n7p7oerp+sX6ON54Y6oSBX+pyqsAwziS6/gWW9VWpzxUX89mLqSb6979eV+8rlml935QY9t+Kph5fo8l8fj8tG7p9tqd6XR429P7vNL8sM00xp3LOufbgjsxYlK7+XcSGOUxR6H7gzt5tmTE0K5fdw74jf2EEAAAAAAAAAAAAAABgwfDBCAAAAAAAAAAAAAAAwILhgxEAAAAAAAAAAAAAAIAFwwcjAAAAAAAAAAAAAAAAC4YPRgAAAAAAAAAAAAAAABYMH4wAAAAAAAAAAAAAAAAsGD4YAQAAAAAAAAAAAAAAWDB8MAIAAAAAAAAAAAAAALBgwrqDs1khCyi8kcw8cG5VZl5+9rbMTPs9mdnZ2JQZJc0zmVlp9WWmSlKZaVT6mx0vN2SiQGYsLm7eJzPNuJKZzMtlJg/r61da6fP4ExkxOekOZCYM9MnKxJMZ71S3q3R5SWaOxzJiMps2a4+PW8/KMlYvXpKZwfU9mWkmMuIuvf4tOuQ+LxOdWJdyMjiTmbxzXmbCuP4ZO+dcc7UrM/7kSGaU+y7rdzWb6H79cKD7yXOrOzLT7K/JzEs3rsmMhRfpa/Zz3T59X/ftKlOEuq/w49oh2qy93JCZypvKzNHevsy8/odfLzNPv/DnMhP7ery3mCT19xUU+j08+sCrZeb2nu7fTpJSZ27vyoxF1NFjyMbqisycZLov6Do93jcOdbsa7w1lRlnpL8tMT0fc3QPd1wZRW2aOj05k5mysn7GNrl+JaA/OOeeLKWdZ6ncZhoa+K9X9scXuLT2YzyYzmWm0jnU5lZ4HNnI93h/nen5rMquvO1ErkkX4LV1vBplum91Ql9PO9XhvcXtPt5nmtr73pZVzMnNnT9edg7M7MtNY1/2F8uWvfFlmwsbDMtPb0J3gzLA+rQJdjw3dhYnn6XO1Yj2muXb9BU2PviWLOB28IDMv39RrJws/0Ov7yUAvCKOmLqd0es0zK3Uf+Oof0OsMi6Kq71OSzLAmyvR8PUj1s1lb1mu92UzPhSwSX/elqWGfpcz0fY0Lw5on0GN1bFjnKtOOno9PT3VmZaL7rmFLP7+zCzqzmcznne8fHMrMzvARmXl05Ydrjx+c6jYz7OvxrNfsyIzF+S09Bk9Kw/u8oevo4Z5eX21srstMkes1tYVf1c8tpoZ5YtzTz6861vfdd3oftCjns/H4te9+RWZWOvq+rjyg96wrT69FTo5u1ZfRu/ffFpxzzl/R7zMsWzJTGCZVuaFfahg2XXuV7m8tEsMe+uplvT4426/vJ5uxbpuTqV4Hd/t6D8XCtNIzzG09w2uoAr1WyQu9DgkLw2a8QXFW/y6GZ7o/yZu6X29u6vYZ6VfuptP53Hc203sSnq/XsNsbej1zOtbv/PKl+r70W89el2VY5GM9by183XdVma7smeFPHuSG1lfFen1g0evq/mL3tv6te6lRv28RLOnfnw939Xj/6gt6X9tiuKPHmaOm3s/3c71W6Z3pPbrQ6XLSWP/eZiLqYOXpSpqXuo5uGfq3pw/1bxBxw/DD5yvgL4wAAAAAAAAAAAAAAAAsGD4YAQAAAAAAAAAAAAAAWDB8MAIAAAAAAAAAAAAAALBg+GAEAAAAAAAAAAAAAABgwfDBCAAAAAAAAAAAAAAAwILhgxEAAAAAAAAAAAAAAIAFwwcjAAAAAAAAAAAAAAAAC4YPRgAAAAAAAAAAAAAAABZMWHdwqR3JAqo8l5l+OJGZK696UGb++LnrMpNs92RGSbNMZjprLZmZzqYyU7UbOjPSzzj0a1+lWRBXMpMUqcw0XazLyeuf87QMZBktfz7fPPmxvt6qHMhMFK/ITFHOdDky4VwZ6rpjUSb1dafduSLLyCp9xeXhV2Tm0vbDMnM8OpQZi/FYt/Ms1/1JZ21Nn8vXfYErxjpz85rOSIZ3Veh+YKndlpnRmb7vo9FtmYkblhahlZXuLyrPUE6py8mjpjhRKcuIi/n0b821QmY2mrquH0z1WHT76JbMdJb19Zwezqed3z67W3v8NT+g+5zvPP1tmXnIMIdJjnV7KGf62ViMnG7D3U09XnlTXU4+GsrM4OREZpKuHoeVO7dvyMxsSZ/nbKbnOVWpx5Cdvp4r9s/fJzMmha47nmHO5Im64zndSZZifuecc+1Qz/EsRqd6bhZGerxaXdXjjOfrzMmRfg/HJ0cyY5EHYhwJdPstMr1+2D08lZn/5NVbMhNFc/p3CqXuu27ujWRmo6fnVK1An2tnY1VmDqJ7X6cNDH3txXU9lo9neh0SGvrJwNPvM4gNkyoDz+n+YjLW77yzcrH2+PhsX5ZRTHZl5oEt3edYJKneQ+kti/mmc26a6vlbJ7ggM3vPJDJzONyUGYtup378nBiWVmmqx4duV/fr06luM/lAt0+LPNfvvCz0zReGeWB/ZV1mxmPDg57DMq3j9LqorZu4q1b0uxq09B5K80yfq7c7n/23nY3LMlNMdDv/2smXa48v9zuyjNXOIzIzuKb7SYvxsV4bVKt6n6XZ7ctMOdbzLi/XzycvuzJjEU7rK7Pvn9NldOrHM+ecSzM9J90bvigz041Xy4zF6saSzKSGuc6zLzwtM1FLzxt2tuv3OZtb52UZFolhPZ063Xc5T4/BfqDr8SzT5/ImB/p6DG7d0OW0t3U7d3n9eB4t4i9eoAAAIABJREFU6X49n+n91m5zPvO3yrAGK0s97vmGsXyW6DXYRvSSzCy357MPVU3rJwWtUK9VBoY1xr/5+tdkZmdVP5uLly7JjMWdO3pMu/+ynjd4Z3ofqr90WWZeunOz9vhyU4+dFr7h7xBUM70erDK99vSauj1UoX5+zpvPPtTe7Fhm2su6byrD+md4NtRrz422Hq/Su4bfnAyS2LBXuq7XlYWhLzjt6mv2J7rvilrzWacVqbj3QO+DBoblw3iq14OpYU+nt/L9t3P+wggAAAAAAAAAAAAAAMCC4YMRAAAAAAAAAAAAAACABcMHIwAAAAAAAAAAAAAAAAuGD0YAAAAAAAAAAAAAAAAWDB+MAAAAAAAAAAAAAAAALBg+GAEAAAAAAAAAAAAAAFgwfDACAAAAAAAAAAAAAACwYPhgBAAAAAAAAAAAAAAAYMGEdQc3zu3IAr751S/LzFk3kJnGWikzr9rpyUyVnMmMMjwbyczaa9dkJksmMuNXnsyU4VRmgmhJZiye3/+uzPzAg28wlKTvqxW3a4+XZabPoquNycxwvd6KPlk1nMlMHMUyk5djmWkk8/neq92uv554fEuWcbx3R2Y6rb7MHIz0e0jOXpIZi3Sg69f6ed3OZ81UZpJc151Gru89n+l6oYSePs/ZVN9TUFQ64xoyk5a6f7u0c05mLNptw/Wkul44T9971ajPVK6QZXQqnbHw+vqeXt49lZlhqyMzS53aaYVzzrmt3rbMpJXhPRgsv3az9viBP5BlbL/mgszMGrnMZIHuB7Yu3yczFp6vz1X29Fg0neo66Be6v2i/Xs8n+8tijPg9WYTb3FiRmY0NPScNp/r57d3Wdaew9NnZfCYyzSzRoUD3/5NZ/TwmDPXzM3SRrhzp+ZJFf0n3OTNDvz6b6ndVVfreXanHmbUVPe5ZnB7erj2+uvJqWUZR6rWVV+p31e/ol35W6H7S4lzvosyUsV7LHQ313NVLdb1oBfr5nJV6Dqy8ZmNdZtJA90tlqyszg8rQiNOWjLS8E12OgRfosagZ6LY3HdfPdfxY9ycbvTfKjCss/fofykQY6euJxHzTOedKw/NrhTpz5Xz9nMo55/7iTwz9pEE6bdYe90f6er1KP784qd+PcM65YaHbVRzqZ2Oxf6T3sirDIHt4S6/fXwx131WVhjnT/r337Y1byzJTzvRYHh3o/m1tqvuKtldf/5xzrurMZ53mR3rPsGgdyczKRv01D4f7soxVf1VmGrHOWByP9Lz1/EXD/tHxMzLzyKuvyEwZ6/c5msznnU+PDmuPb527X5ax6+v28NL9WzLTap2XmaSp9wAsmobty96anluUue4Dk0w/nxee+07t8WZjPvuO8URfbx5GMlM6nYlLvdbzY70HsDKnMS3NdTtPj/ReQqsU9x7oZ3wy0uuvV63pfR+LRq7H19C3rKn1fLJd3pWZ1rIeZ37jX79PZpx7Uib8or4NZ4XuCJoN3edsbxn2FMd6Pfjtb39DZiy6XT2PaQa6rs8K3Xd1l/W59o5eqD3+wGXd91ukQ/2M41zPzapcP5vpTLfhZMVQznQ++1CDsV4fNPr6N6VRUr9e7vf1nLRvWJf/8f/7JZmxiJp6Hu29cE1mOoY9/0mg7730dX8x8eazD+WJvqkw9G+J4fe21b6ea/tNvc4d7h3IzCuW/33/nwAAAAAAAAAAAAAAAPj3Eh+MAAAAAAAAAAAAAAAALBg+GAEAAAAAAAAAAAAAAFgwfDACAAAAAAAAAAAAAACwYPhgBAAAAAAAAAAAAAAAYMHwwQgAAAAAAAAAAAAAAMCC4YMRAAAAAAAAAAAAAACABcMHIwAAAAAAAAAAAAAAAAvGq6rqlQ963isfBAAAAAAAAAAAAAAAwF9pVVV5/67/zl8YAQAAAAAAAAAAAAAAWDB8MAIAAAAAAAAAAAAAALBg+GAEAAAAAAAAAAAAAABgwfDBCAAAAAAAAAAAAAAAwILhgxEAAAAAAAAAAAAAAIAFwwcjAAAAAAAAAAAAAAAAC4YPRgAAAAAAAAAAAAAAABYMH4wAAAAAAAAAAAAAAAAsmLDu4N/7H98vC3jLG2KZCRqJzLTaKzJz9enrMuONDmuPf+zzfyjL+K3PfVpmslzfU1Xp73GqsvYVOOec8wzlNBu6nJ95xz+Rmc9/9rdkZru/LDMnt85kJu2c1B6PvEqWcXSWysxjH/iwzDzxqSdkpkoymUkTfT1eU7+rxBUy01nqysx7fu6fysynPlFf308Gd2UZ/fUNmblzdyAzm/1VmUnGpzLz+K/od/7u9/6azLSDpsyMBlOZSdo6s7K0JjNHR3nt8S98+t2yjI//wadkZpbPZCYsdD0OdMTlpe7fNiJPZn7mf/gFmfmdd/wNmRlf+o9lZlQ/dDrnnJvs7dWXMdNtfMXQrj78wV+UmX/6ub8pM21fj8H+QPf96W4kM1nRk5lxpPu33zbU98/8yj+qv5ZIt/HC6X59y9dt5s9PzslM3H5EZj75y/9QZj7+9n8sM61Qt72oGOpyvInMDNttmbketWqPP/GR35ZlvOcdf09mooYeZ2athswUM/3O00KXM6t05vc/pcert3/4vTLTMfS3lzr1Y1GQ6Hl/VT9UOeecC0PdV/yjD7xNZj76Pj1nP9fVffbeRM8tspaux64ayUg51eP9R39Nz9n//rt+uvb4WqD77EIPRc7z9RgcFqXMjHN9st/6Tf0+f1Xct3POed2OzBSFntdXhW4zcaLbcFbVz4E/8JknZRnvef97ZMb39LsqSv2uvFA/m9I3rO/dBZn56If0fsOH3qczln8GU4lbr/zAUIiux2muO8GPfeLjMvPE7+n2cO3PviUzb7z8Opk5OdFr91Zf94Gng7HMPP6pX5eZL/7B/1J7fDDS1/udv/hzmdnZPi8z3c6SzKSpniv+0i99QGY+9fnPyUxe6nNVma6noaHRVL6uy3G7vg98x0+/S5bx+Cd/U2YG+rZdx9d913pbz22T/dsys3ao578/9eQXZeaxX3qfzCw19Lvy8vp7952ed53M9POb5vpaPvfpj8nML/xtPbe9//4fl5ms9R2ZuT74Y5lZv/AqmTmY9GXmMx9+TGYee199Jgz1WFSUuo0fHxzJzEMP6rWn09uy7t2P6XX5k5/SfaAz7AGXkZ53VSNd369N69eeaa7HvM/96k/JzBe/qPuB57/9r2SmuX5FZvxQX/PJsd7fbbT0GuIjj39IZh5/XPdvFlVVXy8Kw4ImDPV6sDK0q4/+yidk5r99m24Pbzqv50t+V/fJZ7mu63Gm5/7xTPft7/7IF2TmyY/XZ26Mdf3rhrqNb53XexIv7t6UmZXVB2XmF372nTLz2b/zqzITv6W+z3HOud1TPf84e77+d0/nnFtere8vlt+8Lst41z/4OZn58Pv1mJdluu35pZ7XV029j7w/0W0mMuz1/eav/orMfPAD75CZ6YFu5xceqr+vU8O+Y9C8JDPDXP++8LHH6vfPnXPuNz7xt2TGy/XayQv1nth4qufs3abuAyeJ3rd47PF/LjP/8+/+Qe3xk1P9u+fT3zOsTy/qd1UYvicoS7039Er4CyMAAAAAAAAAAAAAAAALhg9GAAAAAAAAAAAAAAAAFgwfjAAAAAAAAAAAAAAAACwYPhgBAAAAAAAAAAAAAABYMHwwAgAAAAAAAAAAAAAAsGD4YAQAAAAAAAAAAAAAAGDB8MEIAAAAAAAAAAAAAADAggnrDnbiQBaQZPokQeDJzGD/QGYuPXBJZpbiCyLxh7KMWVrJTF7ob228xlRnfP1sijySmTQ0vAiDwfBMZoZn12UmGDVlZn3l/trjRye7sowiTWTGIpkZytHVwnkt/a7KQhfUbbdlpt3Uz9iiiPLa43mZyjLWI33fNyNd10eukJmo2ZAZizio7f6cc84FDX09yyv6XWVhS2aqTPcXjfje63vnRL8Hb6LvO+7q5xeXuo5OsqHMlBsyYnLyyN+VmYOrTxlKqm8zzjnXXd6qPb7z4HlZhlfqZ2PhNa7IjH/YkZnstu67mrEux1+KdTnj+dx7UNSPjUWpx/JOMZCZaaHnS+14VWYas5dlxiJs62c8i3UmqXTfdWIYHLuJfs6XhqXMKJ2tbZkZTvR5/MTQTxZLMhMEM51J92TG4jjVY8hBoN/DS3eeqT2+YpiT9n39bNY2dmTGohHoOcr+QD+b40rXizgcy8zrXqfv62t/oufRFmtl/TjcC3TbHBv6gSDX7SHydF2vWvpcFj2n+9uq0hnf0C+lLV2/ikivwaqJLkfxPf0egkDftzP0A1FTj3txvqzP5eazPs0K/fzC0LI+qJ/flpbFnq/7iqKaz31PDBstQaTbld/oykzhdP82nOq+NF6y1AttMp7UHp9OdZ/TNKyVi1KvecpS1wvfm8+/wwrFfTvnXOV0HSx9w36Wr/uLzFAHW0t9mZFl6Crqmnr55Xq+nqOM7+r9Lnei69esuPd5q3POZak+V2ttU2ZG+/XzycrXdb3Qw4zLivnsv3Xfol/688f/t8zEgW7n/Us/IjPTkR5nqol+Vxa+2AMOQ73Pcnp4IjMPPviwzKytrsvM8fGRzFh4hvnbbqXb8N6+Hu+zgc5sb9W/T+/0tizDYjzRnVe7vSIzg7HucyaVHqfbke6zi9wwnzS4dPE+mdm9q/f9w6i+Tcxm+r4jw3wpy+59vu6cc0tO76F4iX6fVUfvrQUdXdfTUz3H84P5jGnjSf085sJ59Zudc1fvviwzu3s6E3p6vCpP92XGwt/U93Uz0XsAiWE5s/nIQzLTbNb37Udnx/pEBh3vVGYOyp7M9A3Pb9rR/eSWYT24Oaff0mLLPHpJ/15087B+zh6u6H604en+zfBzpcm0ekBm/Eo/45NjPekMW/qdh4GeT47n9NvxYFC/hohCfd9rq3pOX4jfMZxzzhm+tTAsB1/5//3+/1cAAAAAAAAAAAAAAAD8+4gPRgAAAAAAAAAAAAAAABYMH4wAAAAAAAAAAAAAAAAsGD4YAQAAAAAAAAAAAAAAWDB8MAIAAAAAAAAAAAAAALBg+GAEAAAAAAAAAAAAAABgwfDBCAAAAAAAAAAAAAAAwILhgxEAAAAAAAAAAAAAAIAFE9Yd9DxdgFdV+iSloSAXy8To8ERn4tJwrnpeEsiM7xe6nCqXmarS3+x4kb6eIJ7JjMWtu8/KzOXL2zJz38VzMnOQ1h/fHYxkGQ89+KDMWETNSGYK0/s0nKzQdefC+Qsy84Xf+ZzhZFrl17dPP9BtM57qelzMdNscu6nMPNzT12MxS/T7bLX0uYKuLmc01n1gHNZ2x8455xr+ocwoxUFbZryxfp/pqT7X8CyRmaXtZZm5Vt7WJzO49tQ3ZebC5csy0+vrPrDdOK49fufWt2UZrUDXLYuo25KZyVV9rpViVWayTPels9FQZrrVkcxYTIb1dTDvnJdlNGd6DE6bDZnxW7of6Ja6HIthPpGZcSUGYedc5vT19A3t4TjV47l/cktmlLvHut4sdzdlphM1ZSaZ6f4tbPV1Zkn3/Rabke5L223DmLa0Vnu8JeYMzjmXTHQbv3rz6zJjsdzRdfRgaliHZGMZmc3OdDHJQGa88N7XKs4556r6/nYW67rlFYaJq2HalYhrcc65Ms10QQalr+coVaIzeanbcFbocjJDv12VehxWyko/P9/p91l5erxfNvRdyW29Bts6N5/+7Wyo21441e/BE5eTlvr5BYZnnKZ6fLUICt13BZGuW6lhTpB4eg0WVR2Z8Uo9Z7LwxFjTiOczXyoM6/I8123Gt2ycGQS5pe/SY0jcNqzlnL6vpZ6eDxXFve9D3b7zosycW1+Xmf09wxh8pOv6clvPbf1zSzJjEYZ6/EzHug1PxLw0bus9gP5ST2Zmme6PLargrsy0enrDIfIfkJnjQ91vNyLdZu5b13Nti0psGlaGNu4b5kLdTldmDo/02ilN5rPXnJT6mieBrqcrK3pucVzoe++G9b8vbD8kizApA329RaUzkdPraWeYC+WBzuyf3NTnMpjOdN3Z3tb7MarNJIme01s26xuN+cwt/Nywh97Q86W9gf4N7OxU9xd9w3o5q/R8yCKa1s+By6Fec59/zWWZeeklw++DB3oMeWB7Pv+OPs32ZGb73IbMXH1et/OXZnqu88ha/Zx9eqqfn4V43c4557pNvVbZ3tqRmd0zPV7FTtfj8lg/P4s41m24uaTnDctb9YPN1TsHsoz923dkZntlPm18dnZFZnJDfxK29X5DbNhCSQxba3FzPuvToqyv8FWu5/RZpservNJrldbSiswE4fc/pvEXRgAAAAAAAAAAAAAAABYMH4wAAAAAAAAAAAAAAAAsGD4YAQAAAAAAAAAAAAAAWDB8MAIAAAAAAAAAAAAAALBg+GAEAAAAAAAAAAAAAABgwfDBCAAAAAAAAAAAAAAAwILhgxEAAAAAAAAAAAAAAIAFwwcjAAAAAAAAAAAAAAAACyasO+iVhhIq/c1J5TxdjuFkQSPWxYSGcwl+cyIzxbglM1W+LDNeUPsK/tIsl5FG1dTlGOzsXJCZMtfv6tvP/bnMFHH9uaZ+JMuYZqnMWEyrRGaqQt93YXg2K+0lmbl57QWZedWVB2TmS+7LMuPKovZwEQSyCN/wGkbHU5lZ29btarn+cs2iWLfPUXosM81YP59pot95EOu+a+NcR2aUxD+SmXErk5leS7+r9XWd6XT0s7l+dUdmLF77xrfKTJXuyUx39i2ZuXWjfhxJSz2e7Wz3ZMYi8fsyE/u6D0yKmcxUvm7nvViXk/c2ZMaif+FHa49fnV6UZQzaul+vQt1m2sWhzEzykcxYRLGeE3ScYU7lGcbh4xOdaevnc/roiswovUBfr5/oZ3w8OZOZtqf742mlB8d5vfMfbOr5ZDEcyMyoVd/vFIY5/Wapx8UffOh+mfkdmXCuqPR9jzNd/9xMv3OvqmRmMtX9xbmde6/rzjlX+OJ6DO/Bq/SzqQzzrsDX68HC6ednUQW6DiaRvi8v0uurKtHPsDKM59G0KzOKF+jn5xsyoeHZpMf6em/8ue4Dm2/Qz9jizW/9EZnJDe08E2u5RtyQZUxmer7Ubuv572//lu7hmqXuTyKnz+XFuhFHXT1eBYVeO3UN925RinsPQt33h4Z9ljw3tIdMv/NO697buHPOVb7u3zxDf5vlui9IDZ372uamzHznqasyozQC3Y/eunFTZja7azLz8KM/IDNpqevOtD2fdVqW6n5yUOg6uLy8Wnt8bfu8LCNotGWmvWmYUxn4J3qfpevr9zDc12t3r6n3G7qXdP/WjOdz756YSxeFbpuBr+cn7Y5+n0mi7ynP57Pnmrb1+xxc12uVDcPe7WpDj0VBVT/mPz3QeygWpWEf2VU6s9rScxTLHl1hGBvbzfr+xOroRO9/jCLDWriqbzPLPd0fZ7nua1vBfOYwkdPvc2bITDI9lpt+bxvpe/fC+azTIlffN53c0XUiNeytXerr30PWl18rM76bz1ql8PSYNsv0uVYN++NnbT0PDBr1/faSoY+0qBp6X+PkSLfxzdFQn+uOYb5peMYHx3o/2iTR15x5+l3tndXvoe8d6Oe31dD7oBcubcuMxVp7S2Zmpf5dYDgby8wk3dcXZGjCjUC3KwuvrO8n41CvBzf6l2Tm9vGzMrMU6TEknervG14Jf2EEAAAAAAAAAAAAAABgwfDBCAAAAAAAAAAAAAAAwILhgxEAAAAAAAAAAAAAAIAFwwcjAAAAAAAAAAAAAAAAC4YPRgAAAAAAAAAAAAAAABYMH4wAAAAAAAAAAAAAAAAsGD4YAQAAAAAAAAAAAAAAWDB8MAIAAAAAAAAAAAAAALBgwrqDpStlAVVWyUzQ9mQmr3Q5pY44l+trVorGRJ/GBTLjTZsy4xdjmWn3DmSmn79OZiw6pb5m11yRke5aS2bOBknt8WgwlWUc78/nmydTrTFUwMrT11N6hcxMkpnMrK+vyYxFKC65jPU9FZVu434VyUwv1vUmGI5kxqL09fscTnRfcPn++2RmNq2v6845t3f7hsycf8OqzCgrD6Yy08j1swlL/R7S/ERmpuktmfmBV6/LjEU+/J7MHJ3ofufA6bpcVFu1x6NYt3Ev0O/KJNf9ehXo63FRJiNLHd2Gp8WpzIzbO/p6DI7UnCDT7S4MdHvwS90HBqV+fkXVkBmLIjfMUUJdL4JmLDNZottMGHRkplflMiPL6Oj5ie/rMdiVuu3FpR4bvVD3FX6qxxmL0UBfs1fq6ymr+jZTGNrDrND15u6e4T0YHIx1vWnGSzKTnOjxodHS/dJ0bGh73nz6dt/Vv4sy18/GN0yjg0DfU57r9xn4uhyL8VjPP6Jl3RdMp3rci8NlmfELPccrwntfn1rW3M6wDsmj2uW/c865OOrJzGsf0O0qOx3KjMXpQL/zLNPt6vbN+jnn5uamLKPdbsvM0clAZkwMa8bxWI8hjc4DMjO487zMrG7Vz22dc+7OnRdkxqIoxL17et4Vhrquh6Hul5JEt/G1lfmsVQy35QJDx50a6s5SS9fl3d07MrO3uyczynJTr3FXu7rP6bW6MvO9Gy/KTOH0fDxr6jWPRVXo9UHY1vPoi/dfqT0+GOl+dDDRa/eZod5YFKVun5PkksyEa7oN339evys/1P327RtXZcZCtXPf0MZbbX1PX/7Kl2TmLW/6YZnpdnX9s2jrV+4GB4cy0+9ekJl8pOd4+/sv1R6/+OgbZRkWpdNjyCzR/UAU63Vc7s5kpt/Wz2+lOZ999qrS97W8vCEzpyf193V8ciTLiGO9Pp0ezGdd7kf6d5401fPWYEmPe25mWION9f5bb2U+7zwT/y69Hei1VfiSXsNGTk+YJqnep6rie9+Dcs65Zluvnb75lN5v+NHX/5jMJLu6vmfj+rbX7en3YJEHul+qPN0vHRzq+ceSYY6XF7qczoZe71lEhv5tZtgDHs3qMzvnt2UZZ3f1/GT3SPdLFjPD/uW00r9jV5Wedy339Pg5OjPsec3p72VU4tuF8Ug/47VVXf+uHzwjM3Kt7Jwry++/f+MvjAAAAAAAAAAAAAAAACwYPhgBAAAAAAAAAAAAAABYMHwwAgAAAAAAAAAAAAAAsGD4YAQAAAAAAAAAAAAAAGDB8MEIAAAAAAAAAAAAAADAguGDEQAAAAAAAAAAAAAAgAXDByMAAAAAAAAAAAAAAAALhg9GAAAAAAAAAAAAAAAAFkxYd3CcFbKAPGnKTDsOZKYsZzqTlTITNnVGaTd6MhNERzLjNVdlJvf1fW9c3JCZ/+0LHZkxyXU5t18eyUwWD2XmgZ3l2uOHxViW0QkTmbEITiuZ8dq6rpehJzMnvv5Oa+jpevHIxQsyY9FsRvXXkuhnM8r1efyqtrtxzjm3VMa6nNP5vPPCcD1V57zMfPVb35WZv/Of/7DM/On/822ZWe7uyIwyjVsyk1W6759FOuMauq43O/X1zznnXj7WGYvhIJOZTtSVGd0inJvG9fUrN/S1lTcwnEnL9XDlwlS/Tz/RbW/odN9fdnU77470u7I4mdS/z3ZzKssoc/1sqkxfb+LreuzHDZmx6BnGzyzWNblM9fW0dZfiegN9PWuze3/nfn4oM1lQP/dwzrnQMJX0cl13/FzfdyPUGYtBS885vUrPx31XP6DPnO4HRtGSzLjYkDEYj3Q9ftWjfZlZW1mXmavPvSwz15/T/Vurq+eTFsn0rPZ40NLXkhW63QWhrjdVqRvNbKbnthYXNvU4Pe7oZ9yZ6Hv3PF2/gkT3BZGh3SjJUJ/HW9LjTNTUbS/t6nN1X3tDZpoz/a4ssnQ+72rnwnbt8fFkIstoZPoZN7z5/Jscv9LPL/Iuy0w603sJUecBmcliPc601uazJxGG9c+w0dSTj067LTMHh/sy0+3oNuMb6p9Fu6XnXUmp20MZ6DrY6+t3NclO9LmcYU0ohL6+lrA6lpnTo5syk1epzDQi/T4bqV7zWExG+nryXI+fg8FW7fHU6XE6iXS9GZV6v8ti5Om+NDaM5Y0V/fwmsxdlppjqPc7llfn0b2rOVHn6GUeBnpv1evp6v/pvviQzb3j9D8qMRd/T89Kf+NHLMnPtWd32irbut4tws/b4zRe+IcuwWGrq3xcO9Nak80IdSs4Mc23DHO+rB7q/tfj2t/+tzNx//8Myc26zfh+039fr++MjvSm2uqrnORaDXI+d57t6vPdW9LmWDvV4tZ7rTJXoa7bI8/o1jy/2SZ1zrmH47SWa6R8hGh3dl572dF9qcTLSa70ffOsbZObsQO8BL8X6+VRlfTsvp3rNYzE7OZCZ7Z1LMtPorsnM6Fj3b82O/s3E9+Yzlj9r2Ic6f+k1MtO/fa32+MTT8/7zF/R9V4ZyLBrndMd0/dp3ZGanr59fu6nnpcf7ui+4fPlBmbGIovq562yk93ZbbV3XN9fr5/TOOXd6qtew7cb3X9f5CyMAAAAAAAAAAAAAAAALhg9GAAAAAAAAAAAAAAAAFgwfjAAAAAAAAAAAAAAAACwYPhgBAAAAAAAAAAAAAABYMHwwAgAAAAAAAAAAAAAAsGD4YAQAAAAAAAAAAAAAAGDB8MEIAAAAAAAAAAAAAADAguGDEQAAAAAAAAAAAAAAgAXjVVX1ygc975UPAgAAAAAAAAAAAAAA4K+0qqq8f9d/5y+MAAAAAAAAAAAAAAAALBg+GAEAAAAAAAAAAAAAAFgwfDACAAAAAAAAAAAAAACwYPhgBAAAAAAAAAAAAAAAYMHwwQgAAAAAAAAAAAAAAMCC4YMRAAAAAAAAAAAAAACABcMHIwAAAAAAAAAAAAAAAAuGD0YAAAAAAAAAAAAAAAAWTFh38G0//9uygHPn78pMt1nKTDmREddut2QmKM9qj//sOz8uy/jwk4/LzGQ4lpnNeEVm7gYHMuOH+r5bfiUzH/4pfe+//J4PyMxy72GZGZS3ZKbRyWqPT05jWUZErkzOAAAgAElEQVQ+rS/DOec+8YS+p1//jV+XmbjpyUw50dfjxbocv4xkJvD0917vfPu7ZebJ3/987fE00e3XL/W1FKW+74ahr+h0arst55xzP/l33yYz7/yZfygz8eqqzOThksy0Q/18Om1dzu44qT3+2Q+9R5bx+PvfKzMtr5CZqshlpuHpd57G+lzH6TmZ+eSvvU9mHn/vfyMzYbMjM424KTOzrFt7vKh0GWGZyszjH9H9+u998nMyc2dNn2sY6WvOU913velMzxu+sbIjM5/6Bz8lMz/9c/+49ni3q993Weh+yVDVXaWHaZdmegz5wmc+KzPvfu/Py0zHMLconG7nVa7HalfofjvP6x/Qxz79EVnGP/voP9HnqXQdzSp9vX6g24yrDHOCciYz7/vg78vMez7zz/T1NPT7dJ3651Pt6v44jUcyUzZ03/+5t/2szPzK//6kzJz9qxOZufD68zJz7ZmvyUx7dV1m3vLwmsz8V//d22Xm3U/W9+3l0FBHh/o93DrRi7QfW9Md3Papbg9/+9O/JjO//slPyEw21fe1vd6WmcrX/cV4ouv73d3btcc/8YnPyDJ+5nM/LTP/2ZVNmfnGv66fnzjnXNPX9ThuH8tM5Onx4V0f0ePVf/3f6zleL9RzlMDVj+dFqutxI5ARlxja1e/90a/KzAcf0/P6MNYXVJZ6HlNVhnIM+w0u12PaRz72aZn5nz5fP9c5LOrXRM45t7bek5nDG9dl5rvffFFm1s8/KjOf/433y8z/+rmPycwzd/T7fEY3B7e0rt/5lVLPGx483K89/pMf1v3bz39Ir1USwzqkcabf5/2rupyb13S/7tp6P/CJz+j7+tjb9Z6r8xs6IxYaaTGVRXhN3cb7a0OZefsv6T77/b+s92uCsa5/2xf/U5nZLQ5l5uz4eZlZaep7/+AHf0dmPv7EJ2uPp4nu3yz9ehTqOYzln5Deun1TZr7w2S/IzNt+7hdkpt027AHLhHOhp1OzrL4PnBT64fzBZ/W89dOffkJmkhPDnn9Dz6NngX5+g7NvyUyjqfcmH/+gHsvf9c9/UWauNPW+T3xa/3z2nh3IMoKBnveHiZ6/PfZFPW/9zMf1O9871P1SYdhnjyN9zUuG/Y+krfc/PvDBD8nML7+//jeI5oq+b7ev1yp+/pMys1fVr7+cc251Ra/vP/i43nN9z3v1by+FYQ99NtX9/3/41v9AZm7eqv9Nzm/pecUv/ryu64997KMy0/V021td0pkbd1+SmXak76vf033OO39e70N94BfeJTPHB3qsLpbq59EPX9F9//19fb0vHz8tM+969ztk5onH3ikzuWH+ERimKJNc92+zSm/GH9zWc/bf/QO9r/juX65fy61t6rXns1f1fLO7vCwzF9a2ZSY7NXxs8Qr4CyMAAAAAAAAAAAAAAAALhg9GAAAAAAAAAAAAAAAAFgwfjAAAAAAAAAAAAAAAACwYPhgBAAAAAAAAAAAAAABYMHwwAgAAAAAAAAAAAAAAsGD4YAQAAAAAAAAAAAAAAGDB8MEIAAAAAAAAAAAAAADAguGDEQAAAAAAAAAAAAAAgAUT1h3c3ChkAavtoczkVSIz3bb+dmX3xZ7MnN7OZUbJjicyMz4+kxnv/IbMNDKdGQ70M/a7bZmxSLNKZsbJiczMilRm4mBQe/zH3/xDsox/8S+/JDMWYarvO41KmSn9QGa8Up8rTzKZiatIZixeePaF2uOtRleW4Ye1XclfZqpYZlpdT2b+5f/5pzJj8Tf+1o/LzFNP/4XMvPjSvszc/9CmzJztPiszr9rQ70Lx9KtyRanfQ9gwvPNUl+PnOnOnvSMzFmsbPyEzu3tPycwsncrMcrP+uF/qNp463Z9YDAo9Bocz3b/NZvq+vcqQKXRmIxnJjEW72ag9Hvm6/lWe5dtaQzmVfsaBr/tJi3Gux5nIcKpwqueBRan7gnFhqO/evc/furGuN9OsJTMtwysvA329nqFehE4/G4vCMG8IDPXdG9XP36LoWJbh62rjZlNdRy1myVhmokC3vclEz+s7nSWZ2T+on9s659ydZX09Fo3ZrPZ4Ueo6Wsa6TrRDw1hk6N+q6t7buHPOVbkYYJ1zldNzsyTTDX1vf09fkKfr8oULl3Q5QpzphvXcn12QmdDwruKuXuvFDX09J3fm829T3nzRsK5s6bociPXKbKL70bCp20Po6Wtxf6QjsWH+4RnqXxBY5pOWfklfTxkYFhoGd6/frT2etvU9FWO9p7MeLMvMX3vjj8hM6VZlxiLL9TN+dKcjM95wV2ZGme5LR039fL46PZAZxTesDdqhoT34uj1UhWHO3tL1qxHXrzHM2ob5ZGZon1V92wsCPfEvDRO42Xg+69Mo1vsaZarneONEt3PP0317x9BPhoFuMxY3brxUe3y5p9tdWeh3lYf6nc8S3fYMyweT88t6nZZEeq49TAx9oGFN3ezWt5lxqH9/sDjYO5KZc6sPysz4TM9Jp2FfZjrr+jeI2VC3K4sHnd7H2/uS3tfO7tSv07rRqSwjX9K/q2Rz+l1l4A5lZtnwm8nQMJ8cp/r5de87JzMv6mphMmvXt6t2pNvVONL3tGL4PaRn+J0iLOaz7xhZzhUY5tGFYd9iqvvtLK+fWwTZfDr23pL+rSM5MOwfdXW96DR0v94z/E5xuKv7ZItW92GZ2Wob6ldwsfZw/z49h3l5/6sy0+yv6Gsx2K30fmqjoTNlpecxx6d6T2K9uS4zP/TIm2Tmd92TMtPo1s/9T0/0nmLTMKlqT3Qb39nS8+iipedUr4S/MAIAAAAAAAAAAAAAALBg+GAEAAAAAAAAAAAAAABgwfDBCAAAAAAAAAAAAAAAwILhgxEAAAAAAAAAAAAAAIAFwwcjAAAAAAAAAAAAAAAAC4YPRgAAAAAAAAAAAAAAABYMH4wAAAAAAAAAAAAAAAAsGD4YAQAAAAAAAAAAAAAAWDBh3cHx7oEs4L5eJTN3i57MtBv625XxbE9mNndkRJqW+lo2N7ZlpnITmQlPV2VmdKDLCaYrMmNx4eEtmXnhma/LzCOP/nWZ+fY3vlZ7vBXp992+8EMyY5EOPZlJJrpe+AN9rrhd2+ycc871XUdmsizSJzOIyrL2eDmd6WvR3YCbpbnMnB3rzBte/6jM/Is/+j9k5s+eCmTm4HohM70l/a6GUxlx0ZruvF4+GuuCBK+p32cxa8lMkOt3laSZzKRnQ5npvfG1MmMxTi/KzOpqfXtwzrlRdkNnTm/WHu83dT8QxrpuWURO1/VurBtxmulrnqW6st/wlmQmG+k+2aQS79PQd1nYrlanqlL3ORbdrn7GTdeQGS/W1+yXscwEjabMzPJ9mVHaS5syU031My5Lfd9FoPu3stD9iefr9mmRhfpcgTNkovp3FaapLCOJdabhzWcOMzzQc8XtDT2+Hh/elpmHH35EZpZHes7uRYbJokEh3qdn6HMahrbpFXreEM/0uaJCzxssBpluM8u+ruuHQ93nbO9ckZmlpbbMPP/CczKjbBrqcXItkZm18/p9pk5njk/0ffd3dDkWq009V0y9M5kp8vp+J2pb+my9Hswrfb0WSa6vJzYMIYVhblEZxodKrBmdcy7NdP9v0Yvq1yIbl+6TZXz3madk5my4KzOXNx6QmTS99zmMc85VoWE+PtLXvFbqNWNimGsfZjoz7a/JjBIGul1Vhsl2aBhnIs9Qjw1jo5vTnD3NdT9ZGdZgYSDuyzOsK8d6bTCZ6WuxKD3DC/UNc4vQsA6p9DWPxyOZMXSBJo24fiwKA0PHblg/xA39PhtN/fzyY73mMZnpcvxKt6ul3LDPbljDTqr63yma5Xzmrfft6PXp6US/h3hNz7vGR8/KzPRYV+TS13sJFsPn9VgUJ/r5LPfq63Lc0feUGDJFOJ91+UlL97fdu4b11YV1mRk29dx/0NTtqjU5lhmLOK9v58nEMBYFek/Rb3xDZpYL/T6zqW5781JVhs1HQ8QzjJ8qM6dtUHfyUv2+t3PO3Xj+ezKTv+FVMhP29FwxXNLvs5XOZx/KnxkmBb4e9xqd+t9zd1++LsuoDHsfZwfzees7y/qeJoWed2Wl7gM3+npdub21ITPJcD57Et12v/b4yUyv0eLS8Jvwuh4XC8OcajTQ48Mr4S+MAAAAAAAAAAAAAAAALBg+GAEAAAAAAAAAAAAAAFgwfDACAAAAAAAAAAAAAACwYPhgBAAAAAAAAAAAAAAAYMHwwQgAAAAAAAAAAAAAAMCC4YMRAAAAAAAAAAAAAACABcMHIwAAAAAAAAAAAAAAAAuGD0YAAAAAAAAAAAAAAAAWTFh3MIhbsoDKG8tMkpYyczydysz9j9ZernPOubW+JzNKP16RmVZTn+fm967JzPYjmzKzHPb19VQzmbGYJfobogtb2zLz8tXrMrO+9VDt8XyayDK8RGcswmRJn2tD1+OwNZCZZqMhM1df/o7MnF96UGYsVlc3ao+XuS4jLTKZWSpjmdk+vyUzZZXqCzJY81+QmY1Xn5OZuzd2ZSZylcyk00JmttZ1PVWC1PCdYKYzeamvt7Gk+66Nvq4XT+/rd2UxLO/KzOZSU2Y60wsyU60v1x6/e/ySLKOb6v7Eokh0I969rceQQHeBbtMPZObM0/1FI5jPmKb4vh7Li0K3X+fpTFnpBxj48/mOt5zpsTEJ9L03Up3JYv0+J1P9PpvJmcwoLx7oPicMLM9YZ4pA37fzDPOGXM9tLfK2vubM0IgLV9+G485QluHlep6TZZHMWGytXpSZZF+XE7X0WHQ6vCEzfqjbzGwyn/7NV/XUME6XmZ5TBYZ5YNDSY2doKchgOtVj41pbv4eV9Usyc3hyKDNPPX1HZrod3SaUI8M88f5N3a5mk5HOlHoPoNvT415VzWedNvD0/Hdo6G/lkFbpe/Iiwxy5uvf9COec81v6fZaGeVdV6OuJAsO9+3rcS6fz6dtbnXbt8eeevyrL2Nk8LzP+sq6jUanfeX+5IzMWY8P79Jr6XF1fZ+470vt469M9mZld1M9ZSRNdt4JAjzOFYZzJSsP8rdRzs5lpPqn5nm4zVaTbcCn2G7xKj51+R59nHJ/IjMVkOpGZwLCeGef6fea5LmdtSY8zzS29N2TRiOvnBL6n38N0ZplL6nJ8w3qw1dRtz6Lf1HV9YmhXE2dow073Bd5M3HtjPuPZ7evPyMz2lZ+QmeOZ7rObbT1XDEo9J+0tz2evObujn2FnXa9Fxq6+/wrOrckypgd6PIvS+cxbjw3z1teee1hmjuJjmekv69+dwulNmXlTouuORSDGtGLWlWWMU10nVtt6XV6c6PV91unJzF81huWKofefj6WWXn+dv7QjM2Wm+/WjEz03CzK9zu13638DsxqmhnlMqNtVJcpJDnR7iGM9709H86kVsyP9rjLDqaJQj9Obm/XrQeecOx4fyEwxnc+9Hx+K35QMP1e+9U3/kcy88PJzMnNqmNsWsaGzeAX8hREAAAAAAAAAAAAAAIAFwwcjAAAAAAAAAAAAAAAAC4YPRgAAAAAAAAAAAAAAABYMH4wAAAAAAAAAAAAAAAAsGD4YAQAAAAAAAAAAAAAAWDB8MAIAAAAAAAAAAAAAALBg+GAEAAAAAAAAAAAAAABgwfDBCAAAAAAAAAAAAAAAwIIJ6w4maS4LyHOdaTQ6MhOkmT5XKiPupZdOdUg4vDmUmUsXLsrM/l4pMxcfncnMyuZUZk5Oz2TG4mRfn2uzd05mvETfV7Ac11/L8VVZxgMPvV5mLJavejq0OpCR4v6uzHz9/3pOX89l3R7Crfl87xW3mrXHB4OJLCOIGzKTpJXMTE50PR6cHsuMhefV1z/nnLtzc19mkrE+1ygsZGY80G1muLerTyZUqX5XVRXITBTq+jdr63NlB3dkZuOBkcxYePEtmRmO2zKz3LggM2dZfV+wct+mLGPw4pdlxqKhT+WWp7oPTMeJznh6TtBrtGRmtbskMxaBL+pppfulstD3FEaRzFh67LLUfYWF7+n32fD0HCUZ6jnBdFk/n6PTPZn5+z/2ptrjv+5+X5ZxWOj5SdPpZ5ymesIZVIY5siEzK+rHYKuw0PMGv6nn456oF/lI15sg0/WvSHXdsghyfa67Ez1/217Sz6apb9053U06l1pCWuDq772o9LOpMt0eoqbuvb7X1uP01ca9r9Gccy70dV1verpdzfb1es+L9Et/0xv1WsRr6nFPmd7U86WT62+Rme5FXf8Kw7gXxbp+nd7Vc22LNNbPL8z0u/Jd/ZjvFfqevJluD1U5n37di3s6FOk5e5Drdj480+urfKbbjGus6YzB8Wl9f9FeMewvdXX9Gw/1+HA2PpEZ3zCPtjg6O5KZMNTrq5avr6fZ0M+nlepyskw/Q6W/tiEzhV+7demcc67tL8vMakuXs5/reX0Y63IsgkKXUxa63/HEnLMqDZOYXGfihmUypG1ubutzGfqu05leyxm2oVw/0O/89g09DlvEcf25DJfrOh29Z1Ea3nlV6Wf8/FW9L2uReXr+UVX6vnxPt4eg1P1bKubJQa7nmxYzw/I+T/SzaTu9zj1IdX88HOpx5vbRyzJj0W5vyUxwTrcrP6pfN17buyvL2HK6TsTxfPZi4obeQz8KDfOPQO9HPxDqfeRMR1zh7n2t4pxzUVLfv81C3S9NYz23zQz9W9jQ89aqNZ/7tvAMe3Rief//Q/3zqQz7oBbnz+u1yvaO7ge+9vXvykzeXNfXs7wiM2lmWM8YZPU/qf9lptQvtNeuXzdGx6uyDC83rD2L+bzzpGvY+zbM2W/vH8rMLNL1a6f/oMycufn8prSy3K89vnv1pixjcqL3xKpKz3NunhzIzMHB9//7KX9hBAAAAAAAAAAAAAAAYMHwwQgAAAAAAAAAAAAAAMCC4YMRAAAAAAAAAAAAAACABcMHIwAAAAAAAAAAAAAAAAuGD0YAAAAAAAAAAAAAAAAWDB+MAAAAAAAAAAAAAAAALBg+GAEAAAAAAAAAAAAAAFgwfDACAAAAAAAAAAAAAACwYMK6g0u9WBbguURmGlEkM3E+k5lk/5zOjFZlRrl8+WGZSZOBzLz5zW+VmWd3vykzG1dkxLW9+Xz7E9bWiL90NhzKzEq/KTPjalR7fBLksoxbsyOZsfAv6XNNL7Zk5sXn9LO57/IbZGb7yrLMfPkr35MZi0mU1h4vO54sI6sKfaJWV0ZmA/38VpsNfS6DUXBXZlYu6HNl8YrMFPmBPlesG9/1nR8RiSdlGVGl++wyqmQm1N26u7an21Un13129ZWv65MZNAtdB7OklJndia477Wb9ufxpIMvYuvxGmbGIDHVrqdLt3O/pa/YNFeP67lhmnh/oMdZiPDyrD3SWZBllqfu3Itd13TndrpJEt0+LKr8jM0XRlpmNlY7MeBu6XTXb4j045/LZscwoSabrsVfWj3nOOdcIDO2h0s+mmeo2E1g6U4NmpN9no1iTmcNRVnvcn+m1gWvrul5Gp7ocg5ODWzLT6qzLTNHQ1+zrauFCX8/HJ8OJLsigiMW5Cj2eeYWuo41C90u5Yewc+/pcFlvrekzb7Oh2NSl1Oc1Sv/TRRI9p3/m39z6P6TT0M17eMYxXcX0bd865JcN4f3Y6lZmNLd0vWYwb+pq9SL+ruKq/ryI3LIQzPd4XwXz69fTl52QmbOkxbRjofmll64dk5tylizKzvXVeZp544qMy0zrXrz2et/RYNMl122yt6XWcZ+i6VuZU1y+d1/tdk6neN8snepwZFXpvw/N1fU+O9TisHB08IzP5VLfPxDDuPZ/oftIb63oxaennZxGUev7hVfo9eGKMLQxjXjSpb3fOORemOzJjcbqv13pnZ7sy88iVCzJTeHrO/uKz35WZ+x56jcxY3Lp5vfb46qqerzunx7zKsIY9+v/Yuc9g2877vu/PqrufXm4v6CBImiI5kiwriiyNxrFlaTyiM55YY8kiKVosYEMhCIIgAIIgWFAIEAC7MqNw7ESZjBMpzoytsZJYpihTEntBx70Xt5xzT9919bxgXgrr9x/ePRll9vfz8u4fnrX2evqzF8623n/92q/+usz84R/+W5nZ2NRnfWVXj6XjUs9pntPzcBLUry3a+kjW5PgN18tMkehxICj1/JrvvCQzh3q6D5e+Ps+32JrT/bwq9Vw9X9aPt0fF+s4555rLehw4l+pzPovm2V2ZKdZP6oxhfzrY1Jnhvv7u3aOGNbCF2Ft6TT0uhYke37YN+9Om4ey7qPTzs8gzvVcpSj2XZ6le13eaev3hi99hy2g69T0x7Ivmuro+rzqtfxfYG+k1XjPQdT6t87dyxXB+ZFiXblebtZ+vt+f0zYz1Mw7j6bT1cbohM6NM72dWjqnft5wrhy/JTDvVk/VA/O5pNdyur6vjHb2OTnb1vURtvQ7sLOhMtfSTvyPBXxgBAAAAAAAAAAAAAACYMbwwAgAAAAAAAAAAAAAAMGN4YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzhhdGAAAAAAAAAAAAAAAAZoxXVdUrf+h5r/whAAAAAAAAAAAAAAAA/larqsr7m/6dvzACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCM4YURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxYd2Ht93yO7KAqIpkptWovYxzzrkkT2RmmN0gM8XKWu3nj93127KMW+/6gsxEiSczpdOZnXRRZq4/9k2ZWW2el5nfvvn3ZeaLTz0hM66odCQtdDm9+o/HxVAWMRrvy8yH3vcJmXnXx+6RmVctZDJz7mJLZrYSXc5CW3/33c36tu6cc1966naZefSBB2s/L8pcllH4gcwkiW4TS109VizE+j2333yP/t5PfvZ+mbk0kBHXaM/JTLsay0wzSWXmG3/1F7Wff+V//GNZxtvef4/M/NfdczLz4nheZhoN3S42Btsyc/L618rMzW9/r8w89fGbZSbz9ZxWVXoMDIr67x5WpSwj9HTmrR96VGa+/N7HZSbVw5KrYn0/Tj8a5xkyUanbzlsff5fMPHL7V2o/z1M9h8SdhiGj73ec78rM6rJeE/yLd/4rmXnkEx+TmcqwRilKXedeYCgn1+U02/Xz53vee6ss44t/8KTMXDi4JDPHG6dkZm+wKTNpT7eLsNWUmVv/uR67br3/Dpkprtfr6NP/55/Ufl4eWpdl/Omrr5OZuYt6XvyDd+hx/b4P/y8yM5zoOh95WzLTmNeD13Ks+0O3o9dVN7/jPpl5/NGHaz/PMn2dbqcjMxsvnZWZoGnY89z00zLz6X/2GzLzyEe+JDPpZE9m4lz3z2YZy4wuxblwUj+2v/mpfy7LuPV9uo+vruv5yu+clJlLX/+fZWb5NW+QmTPhVTLz+Vv1ecNdH/lNmQkzsbF0zjX8+j4cRLq+00jvZ9JUj2/33aP35ffff5fM3LB+jcz8+6e/LzO9Jb2fObKk97lxqTdPN7/jHpn5+Mc+X/v57qUVfS9Leo23MdJ1dbih5+mg1PPDRx54q8x87IsflhnnDmQiqnRbdp4etxPDOUAc1veJD7zlM7KMTz/0RZkZD3VdtfWU5iYTfc6in4xzUWdJZm57r16z/97Nej/Tauo2WIo1u2eob8tGLjFsGp96TO897/vYUzJzkOtrdWN9z1mqx6VmT58xDVOdefCOD8jMh+68pfbzsaEFNluHZeaFF/X67Q2vOy4zVy8vyMxv/KYe3x7/pG4X8bo+Dzyz+UOZ2U10OeP+sdrPT3R3ZBn3fVifKf7ee/VvEO1Iz8GmkcnTY3ZmWP+Wk5HMPPHkl2XmbXe/WWZ6ra7MVGJsGhvGrrkDnTl0Sc8z7/v9+vMl55z70Nv/qcwEIz2+DQO9737Nr/yMzOxv6voMDeeg77z592Tmjg/dWft54E/p/1s3nMla+kyR6z7z4IP1v5k459ytN+t9WiNelpmF4/p7bW09KzPHj9Z/r+q83pfffP/bZeaj99TXt3POlfU/PTvnnGuEuh68QrfjkWH9m/n6fh64+wGZeeg+/btTUem9eZHWt9Om35dlVPv67OMbr9Jjxb/+Pd3Hf/v2d8jMmmFBnhjWVG1P12e0P9HXMvTzT37uEZn5yJ317T00nCXsGd5/OLyg113f/+G3ZeZnfv4XZeaV8BdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMbwwAgAAAAAAAAAAAAAAMGN4YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzJqz7cH3+iCygSj2ZaTRbMrM3KGTm/HYiM/PLE5lRkgN9v36zLzNVrp9N6eUyk+aBzIzrq9JsPB7LzDDXdZVNMpmJ8/rvXjRLWcbZ58/IjIWvL+Vyp0OlX8lMx3CxZtiVmV7LcNMGnU59O90e6jbhO91nFpuxzOxu6P7w0khnLEYj/b5cWeh+FUxG+lqevlbq5mTm2hv/jkj8sSwjivW95H4kM2Wsn03q9Fix0F2QmWx45eO6c85ViaHODXVlGNrlN0/1UOGiKb3Smfi6z2RNXU7l6THHc4aHY/juVWEIGQSNtPbzg2ogy2iIMdI554pYZ3xfz+XnLr0sMxaTSl+rKnT/dKGhPjPDdy/0+B9UhkYoFLmer/ID3Y73e/sy4xUNmZkMDnQ5iV7bWsylesAontZrpqC7Vvt5fFGPx6ea+nuvdY/KjEXe+rrMHDl1Qmay9JDM7Br2Ibsv60w2r8cdi6yqb8tJrsdRb6Lvt+ro/ruy3NPX2r0kM9vsfEgAACAASURBVBY7Y70Hs0zUVVU/PzjnXJDq+XO1asvMuDLcs9A27MsP9s7JzHpLj5OHr1XrTee29oYy0zus94MW7Vjvi0alXkcfjOr7TFXq8S33dH0vjKazL59kHZk5u6vXDYtdPRZcf1qPgfvjizKzs3flbd0557riTCIN9TgaRLqNRoZ16/HDer5//ulNmbFoFvMyU411fwgDw7lFaTiTiPX47wxnQ0qW6rFi2NfXac7rtWTa1uslr9Lj5Mgwf1q0GvoZx6FhXV+ptmxY0xtMpxTn9ko9v3r5ts4Euh5OrOs+0+ro86xzF/T+wGJFVPn5Pb1eOr6i57zTP3ujzHzvhZdkZuOF52XGYr/UdbW4p/t5uaXnmbV1vfZvLZ+uv86l6YzrC06PS3Gox4E012uLqmE4h/cNY3akxxyLZcORdVEafjcR85Vf6fFkPtT14Id63WXRvPEXZCaa6H1Iv6/rYWdjV9/QZE9GstZ0zt/CoH6O9Txd37Z5ZjrnjtP63+ibbb1WbBl+C7pw5oLMDLt6T3gsrj9nr3I951notYdzUaDHJb9v+F3FcN7VXNb7tEaur2WRpfoZeobxNojr15xRop/fwdqSzDTzKz9vdc65RafHyYav20UQGs4vU/3b1MSwjq6a06lz9UvP7o5eN6yeOikzvWM684br6tcwzjl35uxZmXkl/IURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCMCes+TMrKUERDJpKqJTM/vPiczNz42lfLTHvxyt+BWVrfkJkwGstMp9DXCkaBvpbTGeeahoxWTvZkxpvoZ7xU37R+bC6u/XjQ1+3vxmOv19dx/0YmIl/fb1VMZCbw9T37jURmiryjM8GBzFhc2Kqvz8XlniyjTHVjH2c6M7eix4pzo1xmLC6O52Umy/oyczjQmUFLX2v3oJSZRmYZk+tVle6/pdPXKQ19vGkYu3pD3R92zj4vMxZFpZ+xCzwZCQ1zYyWKKfVlDLVgUxnGJZcbbqh+yP7xtQzP2HP6WqZ7Nhglo9rPs7Fuf+Ga7r9ekMlMFOn10qSYzvgWGlpPblgu+Z4OWe55fX5RZi5uvqxvSPBSPS4tLrZlZrg3kJlu1JWZRqDvJ2zodmEReXq8nd/V64aDXn1HXyz0dzp0/rLM+Id1PVgkF16UmbMHl2Sm2zkuM4cWr5eZakV/r0sbep9hUYj3/sOGHo/Dhh7YF5qrMjM27B/Gm5syY5Eu6j2Yr2/HRYYxMO7p+Wq/0M+5G+zoiwll8yWZCbwjMrNz+ZzMNEL9cLqrJ2RmbzydOg8Ma5Qo0GNg3Kn/XoVh714lej9YGu7FotWdk5lnLz8jMzeePCYz+3t6P5Olqcw0O9M5k5jbq19b9GM9DmRNPZeHu5HMlJ5eK3bjKe1Pv6n7p5+ty0xY6XrISt2W/UB/L8+yqREG+3qMbHb1OUE6MvTPTI/Zga/n8sK/8u/tnHOumtKOTxTjmfae+l68Ke1QPcOecbmn56LVtQWZ2T+v7+f8s/V7Rueci9sruiCDuFu/rjre02N/Yth/BYZn3Ir1fub0qWtkxsI3nLlu7ug18tqqntOy4VBmzp7969rPf+UGvaaymBT6GVeVXo9b1kJuZDnL0nPa0NP3bNFN9LgdlbpdRFF9OYXTbX1g+N7jw3oOsZgL9LVcqMecYyt6DPRG+rtXgV7geoazPgs1j9jmEN2OS8P+Kwr0Gm881vVgEVb6vCts7ctMXOm6Sg3d8+UX68fAE/PT6eN+YFhTDfT+4aX1ozJzqtLnNdH2szKz40+nn5exrqsi0/uVMK5vg+lQn+FdOP4Gmeme0b+7W5SGuWg81ANKM9b1kPl6P9Ns6DlkMDT8Rm3QDOvPbuNFfbab9fX65Ln/+Ocy0430M772tdfKzCvhL4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZwwsjAAAAAAAAAAAAAAAAM4YXRgAAAAAAAAAAAAAAAGZMWPdhOtEFlMVYZirDaynXXHdCZpbX52VmkOzqiwm+X8lMWXRk5tKwITMv76/JTLc9kJmDwWWZsVhsr8iM3w1kxhvoSi+jYX2g3ZZlbL2wLTMWqaczVaXbhUv0966iQmbyULevolHq+zG4dLn+flbmdR9f6ug28VcbqcxUTf2d/CiSGYuLhe6fvVjXVen0mBNmBzIzF+j2npb6nhXP6WfsOd3WLZnUkNk3tJ3mnO4PFmVl6HuGfh4VOpPVT6/ORYYyCsPAhFpeUD8mHzqu1x4/eu47MnPy2BGZ6SzpvreyrNc5Jr5hLsp1f/CcboOeYY3Xm2vJzF9+42ldkJBlep7xY8N4Uuhxvbmk56KNQSIzoRgqrPKWbjuTcl9mUr9+TO7P6RueHPRlJrry6cw559z8/KtkJvN1PUz2RzLz0tbXZKazpufyheWrZMbi0Opi7ee7m3uyjL3LmzKzm4r1unNusaX7uJcbNpYGywt63TBSewznXLPS91xWucwE4Y7MbA50n1B6jcMys+/r63SascyMNy/JTHvhqC5n/8r35c455ye6Hjod3Yc7Yo8/8fT4VhrmmaKYzh4tT3Tbanb1nLa1o5/N4Tl9BlA4fa2NC1fe1p1zLmrULy78Of2diiyTmSDQdb6zYdjHNaYzqR05dLXMZJt6vk8SPd+vrq3LTDrSzzBLr3whc2lxVWaihmHPONLzzEpLr98mYi3knHP7hmdsYzhjmlpmGpeZwnWcc51Ar1GOdPU8PdnVfS8p9J7nzLmzMnPDjfrs1iJt1q/f/EDfb39fj7W7F/UzXl+qvxfnnLt0Ua8VLdqF7p+Fr8eTce/VMrP7wn+WmdXT9d/9B09PZw3jGc50olBnksJwDh/qjGVuLCK9xrNIPcPZY6S/+1j8OGU55wsbeuxPx/q3F4vQsB5PA72ebDq9/k09/b2K0LAuzadzzh6IW/ZCfZ3cUJ+tpp4fhntbMpNN6fcFzzA1Vi19cGb5HfZQV4/tq836cXJ4cTr78qzUbdTt6/rc+uXXy8zJF3Sf8Z7Xv42O1vUYaFEUupwquUZmJqP6xuN1dTveHevz6NcVeu9kEU30frAX9WQmzPR5TenpZ5wYqrPVNLRTg0ScA1iuMhzq7x1fp899Jrt6H/Ktv/i6vqHf/d2/8Z/5CyMAAAAAAAAAAAAAAAAzhhdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMbwwAgAAAAAAAAAAAAAAMGN4YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBkT1n3YbbcNBZQy4xveS9ne3ZKZC0Wkr9Wr/UomjfJlmSkKfZ21tn42Cw19rarQ5WwnV/69nXNukqcys5dkMtMpPJnJ0/prVYZnvLA4JzMWvh/ITFXodhx1KpkZ502Z2b28LTNFdCAzFr/4M/XPcHekv/dWoOv75EpPZoaFbn+lS2TGIqj08wst3SrUzyc1jJOHl5dk5tsbG4Ybqud5uo36uf5OfqW/kxcVMjMxtJ3JRN+zRWMQy0zUymUmLicyU7Tq+3lS6HtpZHpcsjBUuXOBIaSr3HlO16czXMp0zwbHjtbX5/ZgJMs4tHZKZgaGPvO9P/uWvtbh6czlnqEafF/fc1HqSl9ZPSQz58+dkZkLly7IjFIUuv+Whnkmbetns5nty8x8U8/3k1KPkxZp2pIZv9RrplZWP8cGDX2/la/bTcsyVhhUsb6fbKTbRaul67wV6/Xv7pnLMnPVz75GZiz+0x/9H7WfHzqk+6Yl0+nq9dueYSzNQ91GLU409Tg5CHVbL5y+59LQTveGY5k5fnxRZpSt7x+RmaXX/0BmRhu6z/gNvf7wU90fFhenU+cbpe6fPcNeOJvUlxM29ViRN/UcEo67MmNx8lXrMuNv6P1MdUnXZ3+zr6/V1WN7UOrzI4vkVH19trM9WUZu6L/zgR7f4r7efy3OrciMxUGm9xidUJ+Jted2ZKYM9TomyXWfCBrLMqM0Kl1X2aau8wM9LLmsrcelMNR9Jk/13t3CM2yMLCumaWydLPcyLUe7uh17id4v/+n/9W2ZeeMvXC8zr/u718nMxQt6jWdx9uX6M+CF3rwsY6y7uEsSPd9vXnhBZiaeHgcsqkTPn4eWF2TmW1sXZeb0tbp/bkzq14HREb3ushgvHZaZbqEHr2qi53u/pftM7nSmGA5kxsL39LohFfXgnHPNRv2eOk11W/cM81kzmM752yg37E8N56m5M6zHKz2WNnzd9yaFXg9ZeGX9jOWVep6x1MJkpNdLL2zpgfJX/8mbDFd7SCY8Q9vJfT2+5YEe39ZbazIzfLZ+PX7xzEuyDIsy1nu0+RW9R1v99/+bzPgNvX47mNO/F7Wz6azZl2J9rTLUY0EQ1tfns6OhLGNhqH9DXIv02G/hVbrOG5Eec/a39JicLep+tdXQY2m5P51z9lFUP36FXX0GcPjIUZnJSv1sNgu9P127+pjMvBL+wggAAAAAAAAAAAAAAMCM4YURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMaEdR9e2nxGFtDz52Wm1erpTP2tOOecOxvFMlNFCzKjhO2GzBxsJzKzsDYnM9Ekl5m9SSAzvXhZZizm9KVco9uSmaDU5WyN+rWfRx1PltGc6+gLGbQGuzKTGK7Vz3W7OH/2QGb+8WtWZOaGk7pffeUhGXF/9b1v1H7+0v66LMMvxzKz3I5kphulMlOUhsZl8FNrI5kZJJXMRC3daYpct+WG089nY2MiM0o+1GNO0NHfO6j0vUSF7g/RSI8nXp7JjIXndN8rAz0X9du6vcde/fjWzXU7jr1CZiyapW6jvuERV7FuF67SGa/S/SGqDJORybD202alx9FGQ7fRtNTfe/4NPyszSXlRZkz0I3ZRpNt6Yfheg8G+zDQDPb79019/U+3n/+5PvibL6Ky1ZWY00v13vanXVOf7uq7W2rqcPJrOu9sTT3/3TnyVzJTZD2s/r4r6PuWcc21ft5tk94LMWAw8vTfw23q8zSOdCdwhmYmLwzLz/R/oedji1T/1utrPl5fXZBl7O9sys3lxU2b8lu7jBxPd9yziH+i1xcTpax2EeuKbtPVgOvH12nX5Rl0Xyv4l3daPFDrjLen+uber54f03DGZ6S7Xr4WsRulAX6vQ+/dgUl/nZWBYDJV6/zBKprN+u6iHW/edi7qN/sxRvYft9vVeuFrUZxvDQVdmLL53vr5fnTqq+1RztCEzxbxeb3rjpsxk09meOs8wTqaG+2m2dJ1Pcj12NQNd58nkytcxUanHnE5Tr9mTWI8D/X1dWYZltMuWFg0pbTzUHd0z7K+Kov57eZ7lW+nrTJIrP49wzrm+nsqd39Jj6fyaPv/1At0uhob9wcqh6dT54YX69p6mem8VV7odLy8tyUzi6zEwDSxtR2t29F6l0TCcxRvG9r1Cr12Pr72q9vMX9/Xa1iJdfq3MjLf/s8xUDcNZjOEsK3S6X4Wt6UxqQabHt2pet9NRWj9gNDp6XBqNdH02m3q9abHg6fXk0HAm5unqdO1A7yujhh5wz7y4pS9mMEnEWJrrMafydPvb292RmTe96b+VmYM9fUZsUQZ6zzMYG9pFodvp6JLegxUb9fuVV/284be0f60jRarb8bbhd4HrnT5zHbf172TR0fpx3Tnn8gvTmdO2B4aNWvJNGcm79WdMwYI+gzrd1GuYfn9PZix8w+9FT595UWbahvPokWFYmu8Z9p7RdPanC+36dWAU6j3aeFfvudd7+l2LONZr0sCwv3ol/IURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCM8aqqeuUPPe+VPwQAAAAAAAAAAAAAAMDfalVVeX/Tv/MXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZwwsjAAAAAAAAAAAAAAAAMyas+/Dehz8qCyjSTGaCQL+XsnHxZZn5b/7+b8jMH/7p12s//4OH75NlPHnnB2XmOT+RGdeck5F8Z0lm5gdnZOa3/u6ezFz7O1+WmXt/91/KTNhty4xfVrqcoL6cC8G8LCNvNWXm8ftul5n3fPZemVnMa7uLc865dq77Q16UMjMKWzLTaHZl5sPvvFlm/uh3P1X7+X+4aleWkbhcZl5TrshMMZ7IzLPdscx89o6Py8wXPvUWmUnbkcwU2bbMjIPjMhOUV8vMJDlR+/mHb/81WcbdTz4iM9GgLzOuoce3xNNjRddPZebZb78kM1/+4qdl5olPfl5msrEeS/cH35SZuDxW+7nXOC3LGM/pfnXvHe+RmbueeFxmzhnqvO/r+7km8mTGS/S1kmYsM4++536ZufXND9d+vjyvx9HB+EBm/La+3zTW40mW6P7w8CO6zj/7B3q+v7ypx65ibBkLdLsoDWsCP69vO/d/SI/rTz2ux7dsXOiMp9d4nq/XBOMDXU6SjGTmvgcflJm7P6Dn+zjS7TT369coiafL8Ar9vQvDK+ufuO9Rmfnqp98qMzsukJmDse6fSarLcb2GoRzdZz5xV/3Y5Zxz73p//VgQBXqN7BnG9dLpcT0w9PHCML49+pier977qffKzLF1vebsfkc3Qi/Xa87o6mWZ2dmvX1vcetc9soyHPqHHwGRi2JfHuh1Xpa5zV+g1+1JL7+XedtstMnPH3Xfq+7n0vIxE86Kf+3pfXs5fKzNLx26SmVt+65dk5v673iYzve5JmamGeh2TLnRkZreh10ypYSx46N26zj/1wU/Wfj7y9Fw+vKz33Idu0nXu5jZk5GBzR2buueMxmXniHt3P5z3dP7cLPXa9sKWfT29F1/nWwWbt55979CFZxu133i0zzun7jQznjg3DVO4ZnnGW6zntvo/q+nzsTj2nuXnDOrpXP5+nY71unRvty8zJBX1u+ys3/4nMvOeW98lMq6nXMWWp24VFVRnWMYZrPfxJfSbx6EP1Y8HYMJeHpV6/VZlhLjf0h0al7+c993xIZh68910yU+R6nxGWes0eJHqOuBzV1/n6SLe/93/mYzLz4bufkJnQUFeeYX868A3r1tWezGyM9Zz2pTs+IjPveOjdMhPX/yz1Y6J7FoYxuzPRmX5T78ufuOVJmXn3m39fZprtczITzA11Obt6ni7beq2zX+qx/dFH9Jx210fqxwLfsK/0PMPAFOg5uPB0f+gbzn8/87H/XmYeu+1WmXGhHksPPD3PtHUzdS6of87JcCCL+ODnviIzj9//OZmJGvp7Rz093g539X4mKnT7ikM95rzlDj123fn2fyEz3RN6T7g5qG/LXcOz2T6r2/rK1fW/Jznn3Edv+R2Z+fiDep3TaevfNHO97HKu0ucN3/j612Tm9W/8WZm57dbbZOYtb64/c13s6N/JfEMfL2PDut8wdyal4d2FVywfAAAAAAAAAAAAAAAAM4UXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZE9Z9WGWlLKDICplpRLG+kSCSmc398zJzcj6QGSVYrH0szjnn5i/2ZaYYjGRmN6lk5mIxLzN//PSVf2/nnHv51f+VzHiBvuew0G0nmtRnxp5+xtl0vrbLN9syM0h1fS4fasjMtpfLTBLpcvp7OzJjkVfiIRqecbfdlJmNsX5+ZejJjOdN5z231F0tM2Wm62rS1+NFWunv3uq+JDO98JLMKGWa6ZCh/4alrqthmepL7e/LTGM0kBmLZE+PKe2WbstVeZPM7Ir5qnet7r9lZywzFvMDXQ/Lfd0uXjjQbT05vSYz6VJXZopc9xmLTrf+WkU0kWV4vl6f5KV+fulEt+PAtWTG4ptf/w8yc8NV18tMPzc8n0D3GX+k23KnqdeKimHocvtjPebkha7PdrtnyHRkJoymM6d5lZ6vnGHcVplCLwFdUek1jO/pccniq989IjM/dUzf9I1ru/pivl4rPnNWt52J08/HohHVL9CiQC/gPM/QaQzNJjS0i9SbzqK9Sg1r9l095ix6x2Tm4rlEZkLPUOf5lffzLNV77jjW42jpdJ2XTl+r15qTmT9LDP3KoBHrtjM5oueiSVpfzrG2nhcPKt0hdgbPyozF5PjPyUyxqc9HgpHuoMXqosxcLA39Ibzyudw554q0fk5binV9Lxvaze7ZDZnpXK/LmV88KjMW/YleaxuWXS7N9bg02NNr7dOn9Ry7N7jyfVoj1GuYdqznTssyZ2IYSwNDQYE/nfVb7vR6skoM57Je/fcaXDbsKz3duL49OKzLMYhD3a/CQD/j0unxzXJ+5Hm6zpNUj4EWk3H9GrgyLM3yUO8x/Mqwn3EHMrPl9Pxg0TSsA5NIj4FFquuq8PW1WvP17SLIDYtbg0mm55mltj5DmYz1ODnq63H98MqSzMwFCzJjYRjaXWzYr1RlfV34hv4b6aHfNarpjOvzhd6rrPv6GfcbeswZG86s84Fuy4ePHJcZC0/0c9/XdZX7ezIzGelyDD9BuNfe8Dodsgh1XY1iXVfxRK8J0pauzyCrH//D9nTOHb2RfsiZYVKrDIcJleH30wPDsB1ZBgODQWNdZsKm/j13WfTzrNL32z2mz9i91nTWMMNMn+P1L+szgEmmz5pfffW1MvP6m26Qmbm2HpMtjhyrX6OMDHtuZ3iPIjUclfqh4fe28U++juEvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMbwwAgAAAAAAAAAAAAAAMGN4YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzhhdGAAAAAAAAAAAAAAAAZkxY/3GlCwhEEc65zEunUk45lhEXxy0dEs5eLGXGj5dkZn3liMxERSIz+xv7MtObn5cZi2L3oswEHf2eUTLRGa8qaj+fj/SzSfxcZiyapb7fuPRkJproa0WZLudo2JCZ5uUX9MUMsqj+flJPjwOl0/WgS3Gu0l3P+f503nMbF3qsqAa6nKpxTGaiYkNm4nJbZkrvgr4hwasCmWnEuv0NMt3Yo/aCLmegx7fjh1ZlxsILM5kZG/p5c/6QzOxf/l7t53O9FVmGC/T9Wjwb6Gd8VU9f68a1a2TmT59+TmaiYz2ZOdTRawKLKqwfLyaZYZ6Z6GfTW+zKTGAYBAOvqUMGrzp2lcykhR63u3EkM4Fh4O4bvlbWufL5PAx1u4kN41sz0DdcpXouypxuO1k2nX7uhbpf5ZFuhLFog2Wl507fsCYIwzmZsVhZ1N97LxvKzHd29f3sXNb3c81pPceuFge6IAPPqb6n5zNnWBO4sn697pxzaab7zFgXY9I5odvX0Ndj+6WJrodsRz+fYbInM6F35WtXL9BlFJVhHC30vtw3tItyrJ/xelevlyyKrC8zQVOP/5OD+u/uOb22LX09h0wWdmXGYn+oDz9WDePt0VfdJDMXz+t9yPJYP58wjmXGImyI9Vuh587S0+uT5opev13ceFFm1uaPyoxFfFq3r4NE17mf6bOqq+JFmSk93ff8/MrXb01Du7GsWyvDWNtqGsY3w/7g/KVNmbFIM91Os9LwjAf1Y2Av7MgiJvt6vbTf0GecFoFhTvMM65iyNJzdGqbgwHAenad6/rQoAlFOrm84THRdjQrd1hdiXc4L1UmZsdjY0f0qb+ixoD/R41Le0mOpG9XPI9nIcoKprXb1Grkd6D5+clmfO/67//sHMpN5us5PX//3ZMbCsMtwnqEPq8Nkyyrbb+j69LIp/T/VgW7r5XgkM76nx8DY0L7Ghj2PC/Se2qLy6r97WulnkyZ6vdlpn5CZaw7rsSvdnc6+vMr12OWFhh4hfif7f0syZOr7VWXpdwZFT/cZy5WaoW4XB4YRJTQ848Dwm5zF8VOnZeZ7L56Vmdecqv9t4GhPr08Kp9vN8899W2YsDq3qPcbOlq7Pua7eh3z3e9+VGa/UY/ukasuMxTGxBE4muh7yVPeIoWG5mRnGipFn+JH6FfAXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZE15pAVVZykxUxDJTVrqcsixkJguu/B2YcdqRmatPH5WZs1svyUzU1PfbXGjIzOZgLDMWraZ+xs2WvmfP6fqs0qj286RoyjJyr5IZi2E+kZkw0OV0Wi2ZyQPd7ZJA20E9EAAAIABJREFU95n55kDfkMHIr6/zbqnrodjT7e+wr/tVNdTtr9Voy4xF2R7KTJHp+wmCFX2xQLeLINZtuT+54iHbeS6XGcso6uc6FbbnZObyRLfj3oIux8LT1ekmYSozwaIuZ271WO3nmxs7soy0rduNxbWGcsKhbn/NZENmfvaQHijPtfT4llgqy2BUjuqvk+ixq9nsykzq6e+9NKfr4dLGvsxYtDv6Wmef+aHMrK6uyUwy0GNK0ZMRt5foeViZjHV9BoFhMneJTHgNPTf6hR6zK1e/FrIa947ITGxYI2diPRT0M1lG4nRdFpV+fhbtSo+lXqHX0WGl2/Hc/ILMjA90H15oTqfOPVc/bnuJYRwt9b1Uvl535ZV+xpWn51eLa8N1mdncvyQzsWU5eVivP3q+/l5VeeX7laIy1Kfn6UhnWWa6LT3vuaIvI8v96dS5RZDqiebIkfrvde77Z2UZc4f1GUB2oPcYFqtOj283HtJt9FtnL8tMWegxcLmtx+2DVJ8BWOyF9fO5Z9grL3f13vP57R/IzFap17/XX/tqmbG48P3zMjP29NqitaLXb+227p+N+fp1tHPOLa5e+ZxmOQv0An0dNS8659ywvyczFy/qvvdLv/yrMvPUk1+SGdfUz7gV6vWHWsaUhjnEi/Q46ufTWb9ZzpErw/lvaFjX+4b178G+Xr9l6ZTmNHGGaekPvjjDc865wLD+bYu9snPObXh63WXhB/My02rpTLWg+0O6ali/NerroevrccDismH5Nm8YuwYbF2Xm+uuulZkfbr4oM8/tvSAzFkWh16WBqAfnnMvT+n4eBIb9aabvxXC7JmFXnyWke3od3WgZDh7n9fjWWDA8n/Z0flPyxPptPNZr5OXuTTIz11ySmdGuHtfPP7MtMxZFYGjHhoP2qKHryiV63suj+jVTmE6nvvNc32+np9etRaQzvq+fcZTreTo2jAUWS21dDz/32utlZvPl+vF2b6wbzvblTZkpDGffFvt7us9sb+u953xXryfn5/SBzURvYV23O53fEf20fvyKAr1+C7t63eU39bMJxG/qzjlXLP/kvynxF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCM4YURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADMmrPuwqkpdgqcjpnIMgiCQmai48muFXkNmBuOxzAwPJjKzvLygr3VhIDO+15YZi0lSycyo1N8rznXDiMqi9vOkiGQZRarv16J9ZFVmokTXw9PnnpOZLJjT11o7IjNH5qfTrwauvh4OTZqyjGau+4w/TGQmLmNdznYqMxZR45zO+F2ZyZMtfbHmvoxU2bzMdHqn9LXUdaraYd8559zE13WVBZnMlMOhzHiFfjZLh66XGYuwpd+RTA3fazvdlplrTp+o/fzbz31LlnHqmhtlxqKT6rkzcR2Z8Qf62Rzz9LjdLPR4cbB9RmYs8qp+/Dq6dlKWMTF8p7R/WWZ2kj2ZKQvdPy2aC3ptsXTouMzEDT3++74ek7Owfp5xzrmyqdugcvq6q2Tmz//8L2RmqafHfj/U6w/TujW68u/tnHP7l1+WmRNzSzLzrUs/qv38ulPLsoz28BqZ+dGFSzJjcfyInmeGeppxc03djtvhgczsjPQ4Ocym08+rsn6tHUX6Olll2MiNdaZ0uzIzSvQ4aXHwtR2Z6e/r8XZuTc9FmZfrchZ7MtNoXXk/bzT1eGwYlty40uPxH/2v/0Zmbji+JjMTS/uyMJSTjPW+aKlZv9ZeXtNjfz/VY06Q6b2yxeT5v5aZ8LrrZMb39D6339FrnYPQMN9PZ0pzw6J+zd7p6765296UmVM36DnteLkiM3mq78fi6tfpcSna7ctMmj4vM5WnB4zJoCUza6d0v5H3Uuk9Wlbo/WlgyOzu6HO8v//L/0hm+gd6LDDp6jkt8HU97G3Uf/c81m1rbVGfKcaGM04LzzPMD5aIoZzRSNdVp60Hr+PXvkrfkEE0rl+fJb6ez7xM7zE8zzBmG/YqG4U+p7JY6Oi5aPXYMZl5JtF9Zq+lzxVDcaYfG878LTrzuu+lI11OFeq6ClqGutrT96OejVUY6LZcFrrvVaWaYw31XernN2jpM3+Lg1yvP3qRvudRoe/Zb+j1R7en5/tBpfe5FgeD+rPSxaVrZRmNQp9ZRJke1/cuG86am/q3F4siNPwG5utMPtHr8U6ux3a13RuH0/n7Ab6n22ia6PORbKDXtl6p98KupTNz67p9WTz99Pdk5urTep92+UL9b0qjJb0PyRqGM7qF6bT13R09Bzd1s3Bh/SsJzjnnjp7Q54p7Wxsyk2bT+f30pd36NUpmmaebep6JDeeXjT19rbD9k89p/IURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCMCes+9ENPFpDmmcw0gtrLOOecy4tUZopGITN+tyMzylJvV2bSvb7MLDZaMtOatGVmNBnJTBLrZ2PR1lXuWl39vYpJIDNRVn/Pc8u6bY33dcaiiGOZyatIF+TreigNbf3Sd56RmZ860dP3Y1AG9XXV2dH365WVzCSRbhOu0u+whZEeTyw8d05mqnBZZnotXQ+DTD/DSaLbYCPfkxl5nbIhM9Wcvpcq0n3PTw5kpjHUmbSaTj/3Pd0GvSCXmdIvZSZw9ffcC/R48v2n/1pmLLb3DX24qeeiRkO39b10KDPpYFNmqkRnLPJJ/XPePdB1meQTmQkKPXa123rsasRdmbF4YV+PyZ1D18hMMUpk5tiJkzKzNdmSGS/UfU/53FMPy8w//PU3yUxV6cVQNdTz/ai/LzNLS4syY3Gko9vg0W5TZr6W15fjL6/IMtZS3dZfLL4jMxbpjp4f2ob6PDvUmZVA1/mqYRtSJrpdWAwO6semalHfb5bpfuc3dX32Fndk5qbTev3x5c/LiJuUus8sH1qTGb+l69x3evy/dF6vJ0+cOiEzSp7r+kxLXZ+NSO/j/tmv/5rMjDO9fmuHesz5gvsfZGayq+eiw4f1nJaM68e3uKHXid1M919votdCFlff+GqZ2c+3ZSZaPywzk4Fu64d7eixYTKdzJnHTaLU+YNgzPte/IDPZSLfRxcUFmfnuX+prWcxd/q7MXHZ63eW19Lq+8vX+oNHX42TrWd0GleFA96tuT9fVy+f1Od4v/fI/lpnLW3pO29rUY79Ft6HnxtFQnwd2Fur7Z1/sTZ1zbmTILHvTGd8Swxln5hvOFA1nQ+fOviQzv/D3fklm1lbXZcbCE+dvQabrIQv0eY1zej84SfUz/rXyv8jMtw134yV6nplc3JCZ1pw+R/ENa6ZmVX8OMJfqtYdFe6zH0WFfr6lyX4+BzYY+S3j98dfqaxl+57EYpXqe8RtjmZlk9ZmF+XlZxkvnn5aZq//RL8qMxcHoZZm5au60zGx7emPZq/Q5SzvW+4Oo0PVg0WnWj5NLretkGZPLei7f3dG/yQUDvWeM3ZX/huicc3N7ek7rz+txqeXp88mi0uN2VdWP/1Eynbn88Jqei4pY328Z6XV9+rLht8gVvf792sFzMmNR+Xr98fQz+re91cNHaj/Pct22Ymf4LTLR47HF9VfpPffg8gsyU0R6/fsf//ovZeY1y7rtHDj9257FeOdY7efpWNeVH+p2PDL8LNAs9ZgdDn7yfTl/YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzhhdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMbwwAgAAAAAAAAAAAAAAMGO8qqpe+UPPe+UPAQAAAAAAAAAAAAAA8LdaVVXe3/Tv/IURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCMCes+vPMtD8gCgmsrmdl/eSAzXrksM+snmjKztbNf+/nDn/yQLOORO94hMxNP30tpeR/Hj2UkGuhy2t5IZt716MMy89Z3v19m/sHxrsz0tzZkxnm92o93u4UsompOZObWW5+SmXse0M+mGep66Nb2qB/LfN1nSt/QvoIFmbntnf+dzNx75+21nzc6x2UZXqDruz98XmZS74jMHGoOZeb9d35OZj54530yU5W5zDin2+naqv5eaar7cNjNaj+/9eY7ZRmP3qvHwKLS41LDT2Smm27JzF5Syky1OC8z77vzIZn5wAfeJzNZmsrM0uoxmRkk9W2nN7coyxim+tk88MF3y8yjn/iozGzkuj5XG/qeu/ubMhNmBzKztaTXBLfffr/MvOvDX6wPxBdkGUEUyUwv13W1axgrAm9NZh770Ntl5qF36f6Q1S8Bf6zU81U63JOZo69ry8zLSX05H7lDr0nfc/O/lJlOt37t4ZxzqWEcCMPpPL8s09d66NEvycwHbtXrtzCyrF3r55nM19+7qHR/aIW6Xz1wn+7j73vfLTKztLIiM4OhYa9S1D8b55xzuspdI9CZez/+SZl54l/dUfv5wYpu608Huj6PrjRkZqUay8xzF/X67YkHdZ3/k7s+KzM/XbwsM1e7XZm5mOuxK6x0hXp5fdt556OfkWV84XOfkpk01W104nsy0x4b9qeZbuzBnF5bvPldel16+4d1xnf6e0VqK5fptfgo1e04Msz3D35aj+tv++iDMjNnmIuywlBXnp6LKv14XOJ0nT/5Mb0H+8xTn6j9/IUX9b5ydXVVZtJE329R6HEgL/Se8RP36XXMLbfrOW15Uc9pnXZHZp597mmZGY91pXfFuuozjz4my/jER/SzeeFFvWb/6X/4czLzZ9/6LzKz1tF1vtLS895ttz0iM48+/KjMzM3pvXB/WL+/euHMc7KMqtJjRWLoM59/Uuy/nHNfeaB+DeOcc0/39fojCPQZXVDqubH09LUavj57vPujH5OZu977RO3n576v98GLa3rM8UOdyTLDfsbT6/rHv/pbMvP2d98sM41Y7w/+v5IY1lRPPfa4zNz6gVtlRq9gbPNMnuvMjdfcJDPzPX3W/Ju/rc+a3/dBPbbH7R2ZGW3V38/yckuW0TLM5Wee25aZJ796l8y8691vlZky0euu173xH8jM3p4+W0smhkyl2/v9d+vv/j99qn6Nd3GsW/tOXz+b9pz+XWrB6XKOeXoM/NW7Pigzd9/9OzLj+3qe8X1dD5XhwCHP6udG39N7lXvv+32ZeeBevYZJJobfwAx1FUU6M0712aTl99xHPq7n8s98Ro//yflzMrN89FT953pJ4P7tX7wkM3FPn+d/4QHd1j91m57v44bun0Nf7zE6hrOY1HC24Ze67dzygF67PvZEfbsY53o8Wb4sI640vE6wc1h/73jR0HheAX9hBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCM4YURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY8K6D5evPiwL2G4MZeb0Desys3OmkJn+Xl9mynIgM0qQVTrT1u/aeLnhfZxKX2volmQmLWqr0qxX6ntOilJmMsO7SEHl1QdK/WzKMJcZi96C4Tvp5ue2+pkuJ2jITBHo717k5/UNGSTjdu3n83NNWUY6PiMz3eY1MtMvj8pMUvyVzFikhaFCU90u4ljX52igx6W8GMlMlo5lRqlK/Z2cZ2jHhe57m4keB9LWvMw0Dt8kMxZhrNtypxnLzHBP973zZzdrP7/hjT8vy5hr6bZlkdRP9c4556o4kJm+oY3OD/WaYD7S17o0ms6cNk7r6+GaY/Xjn3PObV7Q32nl+GmZCeJEZrJGS2YsJoVhHWN4xI1KjxcHK12Z+WZ8IDOHji7qGxK6nY7MNBt6HGj1dWYc6fHYC/QYWFW6P1iEhmtFnlh3OeecVz8GlpVer/fm5mQmMYwVFuuHjsiMZxgD24bhdjzekRnD8s11vOnUuVur3x+srOnxZG9zV2Yuv6i/98kbT8jM8uiSzFj0nH7IhmpwwzCSmbTSbaesDHvCwLD2EvKR7jOp020rCPRcVOqIG4X6KTfLK1+3OudcZKjR0LDt9qr69W2a6i++flyvSS+99LS+GYP5qicz+UjPr5a9SpHo9W8U63acl9NZvw3y+roKPb1+yye6UUzGus/ETT0GRrFhfjXwnS5nZ3dbZhbmF2TmjW/4aZkZGebq4RTm80mmy7jhphtk5oVvn5WZVqbH/iDSGRfp9a9FYhh3Dvb3dUGiKff7hrX4IX3+e/SwPq+xaDl9FnNjT99zf6zHnJ1c94fU25OZY/OpzFis33Sh9vNTr9NnDZXT91LmenwrDOfRsaU/fFVHmrEuJwqnM4dMw3RGdecakZ5fLReLDGvSoWGt2B/rvjceTPQNGfRSvTfPnR4DjyxdVfv5mYPnZBnd+LLMnLzhpMxYtFr6e2e+7p+TiR7701TXZ2E43y2L6ezNL4l99//e1XuD9rJe4/2dic5MSn1m/cOyfjy2qmLdz0tPj4GlMxxKGMbtvFO/Bo4smz2DqKPn6SDW/WGoj5pdGeg6b3b12sxLpzPPFBP9O4+/vCwzSVbfJ/pb+vytNOzROoa9u8Uo0L/hJKU+2514ep7xDG09M5x/eE6PgRZ5Wj+mFIbfyTxPnzX7nv7eUai/94svPyMzr3gPP/F/CQAAAAAAAAAAAAAAgP9f4oURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMaEdR++vPWfZAHNkydl5vzOpsxEwWmZOXL0iMwM04bMKHmnKTNJoctpNWofr3POuTKMZeZc87LMhN22viGDLF2WmXRS6kyo62EQd2o/H3uyCOcl8zpk0KkimbmYpTIzKiqZKQyvabV83cA65VldkMH8Qn3fGx4Y+lR5nYyMPd2vXLStM+05nTHodnTfSyPd1g3N1AVBLjOjLJOZduvK+3mlm6jznb7fYjzS5cyvykxrfl1mNkpD2zEoCl2fvq9rNE30WHDNddfU30uqywgrXQ8WjaEux4t1PUyaOzKz09N1NUpa+lrta2XGYv10/Xgxb5jvl2/Qa4/xnl7nFKOhzPSz6dR5t2F4xp4ec0qn56LU04NKY06Pt/uXL8mMkhv6VR7otVne0fUQGcopDQNuGEzn3e2G/uou19XgnFdf55XT4+gkSfS9ZDpj0fS7MlOMJjLj64grM90fIl/XZ1BM57vvtuor/fKzZ2QZV12rx9rdgd6HDAztYu30cZmx8EQbdc4537A6K0OdsazZK8MYaBhKpbjSzzirLOOJnveKUj8bP9VfKgin8MWdc4FhbgwMfW+c1K9j/M4Nsoxk/o0yU6yuyIxzT8jExNd13oz0fJ/lY5lpNPV+rxjoscv39NxoEWf15WSGOcT3e4Yr6f7r+4HM5MV02nqzpftnZljr/OiZH8hMMtblnDxxSmYOH9brZGV+dVFm9vt7MlOMdD1cdUrPRZt9va7v59PZn1aVYU4zrBXzon5dbzmz6HX0mmrj0oahJO3PC10PPV/386bTa5Ssqfc8TcMieX+ix1uLna36MaU0zPee4Ry5zHStW/YhvmEusvAM461lTPZMrdlypfpr2e7Xch2D0jAXBXou8jzD+tcw5izNW9YxWrlv2Dut6vPdixv147/X1ePx/KqlrU9nLi8NXcYzhMJI12fU0t+rMqwbgmA67T1P69fsR07otpXkesze3jyQmTA29KtDJ2TGJDS0r8SwT/N0xvP0wYWXiN+4vOmcRyR9PQdHLd2vLPuQyUi3Yz/S60mvmM4csrGtf786depqmQnz+ro4d3lLltE0nPOFht9DTEpdn2VHZ4qhYbyN9W9g4cTQHyznNQYj0XaqwPA7o+F3Ht/pcnzD6iIrfvJ9OX9hBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCM4YURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY8K6D5ejOVlANujIzEKly7lcbsrM8xuXZaYdL8qMcuAHMhP19PcejlN9rWRbZgZt/V6Pf2RVZiyKINPXqm01P5ZXpcwEYV5/nVLXgz/W92uR5/oZp+NCFxTHMhKV+zIT9HVbjyudsZhb+F7t5xe3r5JlBPkbZKYRviQzyeRZmckrQz0Y7Gzr59dsNnVBoaFDBA0diXU5zbilryU0qrHMlLm+32ZH3+/mxPBslvSYnQ62dDkmelw6mNSPS845l5aRzKwevbr28739oSyjFyQyY9Hw9fjWGOs6zwM9dnldw/PL9LWKsR7/LXyvqv18P9HX2br4Q5lZNPTNstLXKifTmdOSdCAzQ8tcHuv6jDzdvjrOkxmvre9HCUP9jC2ZItf1UJZ6PHGe/t5lMZ05bZSNZKbd1pUeBvXPJ8n1uBTFuo/Hnl4vWUSTHZ3RzdjtbV+SmTg29OFG/ZjjnHPj5QV9Qwadbrf28+76CVlGaWjrq4f0Pu5HP/yuzFx//WtlxiJwug1WnmEPYRmXAt1nqv+HnTsNluy86zz/nDX3zHvr3lv33irVotVasC0bL+0hCIiZ4NXsQcx0wDSBWRtjMBa2tdmSJcu2NlvyAtgeNhtwMNDN9EwMPc0MRBsaY3rcBi8tIamkWlTr3ZfcM882L7pfovP7hyuDICK/n5d1fnHynDzP8n+ePHUNpaKbGhqhMNGX6/xEj0sTX7fRltNzWpHosd/L9VrYpNA37/t6TAkm5Znqgr6ng8svysxCOJtxPR/p9hfUdGaa6u9vOtX3Hnh6/8Pz9fhv4QfldUzh6ZrUOb3GEFPef6b71XCo+5VFYagtfF8/zyzRY/stN5evVZxzrmJYC589q9fvSprrPhN3DCfq6fsuxnr/7UinfH51zrkrL83m/95lmWHfzDAXjSfldWClovvm/v6+zCwvLcuMxeqNLZnx+/qafcNecyfXY1d+WWdahjraIhB9OA71taSG+T4M9LgUWNYqhjHQpDCMk6ahdDbjrSwDLdc7g49xzjnPsF9jmR8qhv3oK1cuy8yxu26QGYteotdpS7keUwLxf53bi3ojod/blJnujPZiPLEH5ZxzRaHXBr6v63E/1+fxDG2nGugx2aI9Lv+s068eyHN4HV17dBuGcWms+1W+pfd2LeKe7ulBqNdFhdPjv2+oCaaT8jZoaVsWDaf73rCr975Dw/KhVdXfzSgdy0y091f6wwzWVvU42T3QdVVH7J1tTQy/0zYNY0U6m/23fqyfeTPTe5NHJ7od7yzrPbr+Md0u4ouzGd/SvPw7DA31SdzU15JO9TOfTA2/b+1893sx/IURAAAAAAAAAAAAAACAOcMLIwAAAAAAAAAAAAAAAHOGF0YAAAAAAAAAAAAAAADmDC+MAAAAAAAAAAAAAAAAzBleGAEAAAAAAAAAAAAAAJgzvDACAAAAAAAAAAAAAAAwZ3hhBAAAAAAAAAAAAAAAYM7wwggAAAAAAAAAAAAAAMCcCcsO3nrzW+UJvv53mzKzsZ3JzLE7jsrMMN2VGZfrz1LSuCIz2/2e4VoCGanFR2RmdbQjM93D2bz7k0e5zEyricwUeSozk8q49Lg30M+hkU5kxqKf6Gc1qi/LTKPelZna1qsyk2VDmcmDtsxY5EV5W15eOi/PMTjQ/aHe0G1rb3BVZgL/uMxY3HzbzTKTF4XMjIYjmVlaWpKZO9f0ff3FV/5aZpQ4K+93zjmXuqrMbA31OBCtNWVmlExlZsGQsfA9nenuD2TmrjfeLTO1Rq30+OWr1+Q5Ck+3LYvDXPe9dqD7cOwdyEwn0fPVeKzHt8NUz40Wo53y++rl+jtu1/RcdHDtksw0ltZkZvXETTJjUYn0nFZYygZPd5p0W/fPpUSPKdupHlOUxHAOb6qv1/f19+cFOhP3+jIzbej2ZTEOSkt655xzk66u2b2RaBht/SxH422ZGRvmEItvnv+WzCzWWjITNPV9VRt6TutHeh0yqOq2Y7H/8l7p8YW4Ic+RV/RAsLSk69+N8xdlJvV1TWXhFbHM+L5uX+lUz42JYVnpj/V9Tb3rX6d5aV1maqme06rH9Hw1HOl7ahX6evqh7lcWY1+vK30vkpnDfvn3s3iD/pwld1lmKqmuJS0mgZ4fKoZnPjU05LbhWSW5bseFP5tnPhqXz2lZWl5nO+dclut2XDi9LnKeoW7wZjO+5YaafTzW+x9rq8dkZmFhUWbOnjsrM42GHgsUr6K/v6ii++eRY3ocSKe6z2ROz5/ecDb1W2HYbyicbhfDUfn6qlbTfaZe18/S82ez7xif3ZeZfKyfeW2in9V4qteeO6mu2ScNXd9a+F55HZgY+rgz7Gv4hv8fatk9n9EjN/EsY2lhuHlDxBn63ixYLsWw5HaF4b4t/Xzp6HASAAAgAElEQVRvt3z94Jxz42Q2+1CZXoK5RC9hXeaXz9Wxr+fpuq/XcVcN+xoWnqfH7CDU89VwpMeC3FCbuUxnBoZ9bYuGuK/1kR51xqEe+weBPk9hWHu2q7MZ4KqRPk9q2IArCssaVt9XoO49m81vaa909b5tJdZjV3dTz8Ger595Eujv+Gd/+Ptl5pHP/Sv9WYnu503Dfown9i0mhlkkCvR4kqt9PqNmT1/PWqAzXqZ/gzh0hnWuYf+tFs3m99NTefl99VLdJrqG/bdDw/g2yfV+w9gw9r8W/sIIAAAAAAAAAAAAAADAnOGFEQAAAAAAAAAAAAAAgDnDCyMAAAAAAAAAAAAAAABzhhdGAAAAAAAAAAAAAAAA5gwvjAAAAAAAAAAAAAAAAMwZXhgBAAAAAAAAAAAAAACYM7wwAgAAAAAAAAAAAAAAMGd4YQQAAAAAAAAAAAAAAGDOhGUHv/b8v5AnWD32gzLTXH+LzKTdHZlJBrsyU2uPZEa5fDiVGT9uyczY9/R5RqWPwDnn3E2DBZn51qU9mbHoF2OZifxAZopwIDNJUC09HsaG55DmMmMRLq7LTGPvUGY6vQ2ZmSZdmcm9SGa6A/39WGzs3Fl6vBr05DmKfiwzsd+RGX/8NpnZOrhDZpz7gkwENf2+XD5IZCZJJjKzeFTf+7e/8zcys7NzVWaUKNXtZj/X952fOC4zk6Mr+oK2dPtaqyzp8xgkUz2+FYW+90FXjwXX9srntGqkx/5O56jMWCxGuq17Ez1mTzM9vw4CPTf2q6dlZrt9g8xY1OrN0uM7u5vyHL5Xl5mFFT1PTxLd/sZD3bYsUl8/8yzJZKZeVGSmkunxf+P5A5lp3a3HSeWGWNcnUagz+5b6LdDnadT1d9P19XOwePNb/2uZGXYvykz/SvlYsGwY+3f292VmZKi1LZZ/+L+SmaKn+56fpDIzdTrjeXpsz8OazFgs18v7zKCr+12R6Da65Ovx7diqHrMvX7giMxa9se57WVXPV5Hu5q6S6xqv4gqZmRS67Sj1SNcncaHb37XesswUHd1nJrmeZ5ayvsxYBPFQZuJIf9bK8fJ1426g2/HuRH83lVyv9SxGke6ffqSvJ2gckZmdse4zlbB87e6cc7uZoWMZVKblbXmyq9tEEuj+MOzrvYTpop6nh0O9T2UxHOh6fGVlVWZaTV2Pnz37iszEFb0nkefXX8e8fPVlmbl57RaZ2cz0ODndPyYzk2u69m/nuh6yiA1rwtBQc4aivu339Jo7M9RCx9Zns0ZLLuj1fWAYTwYNfc3dW3T/HK3oOe0w0vO9RSHWGZ7hv3V6hpBv+P+hhaGGsVyPxXiox7eioteezul2URT6vgLRr0aG67VIUz0uqWtxzrk002Ot5+k5LTPs9aXJbNZpq7eW78U459xqXe8Znv3Tb5cej9r6ntZrem9tuaNrZIvC8LuK7+v14IWzF2Rm5YgeSxuBnsv7W/q3DIvdYXk93q3ra0nihsxEkWGsqBvqt0jPjRaTkeE3uUg/89jwE9dopGv29dOnS49fvXRWf5BBXDkpM5Gn19OrS7odh4Z6aWeg+97vf2U2exLtqr6v0PDML++U95lhovtMJ9UT9b5//b+XO+dcbFjnbkR6XJ9Eeq0S7t4sM8ev6T2A08P/T2YsPPE4x0M95iRt/ayGmW7rV6/p3w7ysd7Hey38hREAAAAAAAAAAAAAAIA5wwsjAAAAAAAAAAAAAAAAc4YXRgAAAAAAAAAAAAAAAOYML4wAAAAAAAAAAAAAAADMGV4YAQAAAAAAAAAAAAAAmDO8MAIAAAAAAAAAAAAAADBneGEEAAAAAAAAAAAAAABgzvDCCAAAAAAAAAAAAAAAwJzxiqJ47YOe99oHAQAAAAAAAAAAAAAA8I9aURTe3/fv/IURAAAAAAAAAAAAAACAOcMLIwAAAAAAAAAAAAAAAHOGF0YAAAAAAAAAAAAAAADmDC+MAAAAAAAAAAAAAAAAzBleGAEAAAAAAAAAAAAAAJgzvDACAAAAAAAAAAAAAAAwZ3hhBAAAAAAAAAAAAAAAYM7wwggAAAAAAAAAAAAAAMCcCcsOvufBn5QnaFWqMjMdt2UmzUsvxTnnXBCPZGY0HpYe/9WnPyfP8ewXf01mtp4/JzPxdCwzU6+QGdfUkcmgLzPPPPslmfn8Jz8qM16sn9XlnYHMvG6lvF0EcSrPcW03kJlffuBemfnSb/+KzIxHU5kxPE3nG555lul3uWqVhsy882d+Vmbe/a4/LD3+trd+TZ5jZ7cuM0FQk5mLqW5bDUO7eOy9D8nMJz76GZlZuFaRmSutXZk5spbIzGirJTNpUv4dPvj0u+Q5PvToB2Wm5usx2zl9T7Gnz9JP9XlyL5eZxz78mMz88r0fkJk40m2wyC09XZzDkEkS/d08+4lPyswHP/7jMhP6un9WDPN9MtXjZBDqcTvN9fz5yAd+XWaeeOip0uNRVbetqT+RmWZ9QWYST7et81cuycxnn3xCZh7/qP5u9nvXZKZmmO8bR/RcFCRHZSYRj/z+h39EnuP99+rxbdA/kJl2Td/TDTedlBm/0PPVuXObMvPJZx6XmZ9/36dk5qieZlxUlI9Oqb4lFw719zcc6fb3sc9/WGZ+8cFfkpk4imTGMigXhjnNie/POeeSoR53PvuJZ2XmU4/8ROnxoND9d+L0TdXzWGb6htosKnoyc8/DX5aZjzzysMxkhgeap3qtUtRXZWY81p+11i6fP9///vfKczz94WdkZpToa5mOdW3bry3KTL2i18LN3r+SmQef/luZ+a3fKp/LnbOt00LRLjzD2uqwovtM09d97+f+l1+UmQfu1WOg7+vxJPB13RUEeu05TA1j6UDXrk9+Rvfhd//C/1x6vNHRa0+v0NebFrrdVCq6Rk5HulZ86snflpkHf+rzMrO4oK953NXtNIz1WDB12zKTDspr4Me++G55ji/+pmEvZqzv+x9Starnxnf+1C/IzL333y8zQajbYDEpH9/yXI8Dfly+l+qcc1mayczTT+sx+4mPPygzjYUTMnN1T19PM9I1SiPW8+f29p7MfOzjek/iqafK6/rDQ702KHzdx9fWdA2T5oY5xNNt55d+4T6Z+ckf+59k5vv/m/9BZnYu6zWE7+k5bbNbXgd2GnqM/OAH9F7zffe/T2YaCx2ZGR7qPf+hYU+niHTbGUz0XsxvPa73JP7gD35DZq5dfFVmDkblvwWtHNXf32CwLzOt1rLMvOtn9dj18KeelJnbdvR3/H/fpH8MumOk1zMXY10PHUv1WPDou/Rey7Mf+UjpcW+qr7fl6+sdTXRNEBn2sv6vLV2//fEX9J7rZz6tM6ORYb1c1ePtcO9QZhZa5Wu5tKLHyPe+R69PP/1A+X6Ec87lFV2zu0w/z2Sq24Xv6z1rL9G1zvs+oevxh+59p8y4lZv09XRuLz3e3dY1gZ/p36XiTN/3E4/q+u3XHta/pU1y3b6KkX6eyVTPaUldj+2Dtt5nf/yDn5CZ33+2fI9ulBg2Sw1r7lwPSy7Mdf3bqOk65rXwF0YAAAAAAAAAAAAAAADmDC+MAAAAAAAAAAAAAAAAzBleGAEAAAAAAAAAAAAAAJgzvDACAAAAAAAAAAAAAAAwZ3hhBAAAAAAAAAAAAAAAYM7wwggAAAAAAAAAAAAAAMCc4YURAAAAAAAAAAAAAACAOROWHRwMTsgTDLOp/pDJUZkZF2OZ8ab6/Zak0NesjNKezKRNfS2VXiQzXlWf58AvZCZo6O/PIpxmMpMFnsyMo6bMfOXS1dLjJ+4+Jc9xcGlPZiwGA/39JYn+biw8Tz/PLNXfcZ6Vdl+z0E/LryUpP+6cc8OiIjPpKJCZLNX9oRbpMcekMpCRaaavOW53ZOYb3/ljmfknb/4fZeby1q7MKLVmS2aSw4nMRLqJuk5Dt4vFOJeZaljVH2YQh/p5hr5ug4XTfdiJ78dwBhd4eg6xqAQ1mfG8WGaSsR4Lcv04nSv03ZvOYxGUf1ZimF9bC7qGubJzIDO7Vy7JzPGjKzJjUTHM0xVDJ643dbsYDkcyM9r4DzLTbFz/nJZO+zLz/d/3dpnJDfPe1c1tmRmM92Vm/fiCzFjUDXWpC/XYnmXlfSI3dM6Jpz+nqadOk+XlJZkJMsN34+n+UAS6/vBi3Y6zfcsMoE0L0T8Nc6fv6e+mN9Y18n7NMOYkem1g4Vv+v4Oh1s7jhszsXHlZZm694SaZObF8/f287uvxeJrr8bgW6nYc9fX4lgS6703Xf0hmnPtbmZgM9BpsOtaZSVBeB8aG/YhioJ/DqDabdbmniknnXLuu6/o003PaZKKvuRrrMSVq1WXGYnWhfK7e2b0izxFW9fdXrepae+/aNZnJDHtiFmuGrawr+7p/tlZ17Zr2dmSms6C/H792/bXrcKTrhsRQm5kWWBaGdW5uWM+YVPR3nBeGCxLL3CDQ9Ztlfh0keq/UIi30HLy/05WZINBtZ9HQMM5/S8/3tVN3y4xF5Mqf+fr6bfIc25u6/549e15mVtaPyMzp47rOsWh39Gdtb+jxLUv1WOAb+mcQle+RJLmh3xlko6HMVAxr7sCwNbQY6XXItND10iA2jLcGLz13QWbyWD+rY8vlvw2MB/p6B3uGdfBQjzkWWW6YHzL9HCr6kl1tYNhPNex5GS7HxB+Ur0V8wz7VYc2w/2v5PSTTX+CPnNRzkd7Nd25sGZcM+2+JYa8ljnWtPRTjzs7e9f+24JxzU8Pz9MWc55xzntP3PW7oduHluo7xDb8LWLRbep+9u3VZZib75d/h6olb5DlGI90m9nfKf4O16vX1d5yHesypiL1655xrdPSzGjnd9zo3H5cZC7UvlpiGfkN94vSAnBa6X437333Nzl8YAQAAAAAAAAAAAAAAmDO8MAIAAAAAAAAAAAAAADBneGEEAAAAAAAAAAAAAABgzvDCCAAAAAAAAAAAAAAAwJzhhREAAAAAAAAAAAAAAIA5wwsjAAAAAAAAAAAAAAAAc4YXRgAAAAAAAAAAAAAAAOYML4wAAAAAAAAAAAAAAADMmbDsYJYvyBOsjoYyczzU76WMJw2ZGXgtmUlkQhtkezITVsYyE40HMjPyK/qz4rrMpMNIZiwyL9OZVJ+n0jgqM41uUXq8v6HbVnxUf46JN5tMkZffk3POFYXOhJbH6RkehEWRlx/29fWmme7jnqczi5H+LG8ym7be6+vvb6ESyExkuK9jyydkZjjoy4wXXf8z37u6KTPLzUWZCRt6zO5NuzITB6XTkHPOuXNXt2VmZgz9M/cN7T0vH0t9wzl6Az2HWPiebseWsStP9fzgeXqg9A2ZwpCxKMStexU9nuz39Fy0/erzMvODb7pVZnqjkcxYpIVuO9VYt8FK3JSZST7RF1TVdVXUuP5n7hn61ZmXXpCZ4+vHZaZW1d+Nb5g/J+PZPPNQd3NXjA1Vsug0QdXQZ7pXZeaGU+v6WgyyRH/HLi+vc/7TiQz1b0N/f/s7WzJT7Vf19RgUvpg/J/p6p6Geg536HOfckcQwL44MY4VFNpWRPIz1eQzzTNVQkB9dOyYzO7p5SYbH6SLDfXe7ujbrhHrtuZfqZz5MazJjUbF81lSPBbVK+Xn8XH9OlOrP8ceGAdkgM1xP5vReQuEb1k6B7g/D8YHMtOp6fWDRapWvncJKR56jZhhq603dRpePnpSZzDLPuN+XiYPuoczU6vrGlhb0fe0eGK7Z0C4Oo6/r8/xDmc3y4R+Ul+iLDj2995jl5ZPEcKLP4RvWwQt1vSdrUXh6rIgN950cnJGZvRN3y0x++ztkJohnU79N0vJnNe325DkWO3qvfnFVr1W6A73P8qUv/qbMWKSJrgMXOrp9HYjvzznn+od6vqp1ytcifjGLXxecW6jrmqrI9Dztpbq2yMa6z8S+fg6hYQ1rccNxXSNPE70WHg/L9xKqxao8x1p8o76W4qLMWEwNexJjS21meQy5oeY0rEOmgaWO0Uai/gg3L8tzRE63UT/UY+BgrL9jfzibmt339Vze7+k9/0pN129xrK85HZb/dnDDDTfJc1hUDeuiqaG28Au9vq8Y/uZBP9bfXyWbTVsfJLomqBp+Nyl2y/fOhmf13u6xO96iM8t6nLTwCl1bhG1dWxz2L+jzpHpOO5zo/Te3Y9gbMqjGYt2d6LqhKPTvepVMX29uWKMF0Xd/3/yFEQAAAAAAAAAAAAAAgDnDCyMAAAAAAAAAAAAAAABzhhdGAAAAAAAAAAAAAAAA5gwvjAAAAAAAAAAAAAAAAMwZXhgBAAAAAAAAAAAAAACYM7wwAgAAAAAAAAAAAAAAMGd4YQQAAAAAAAAAAAAAAGDO8MIIAAAAAAAAAAAAAADAnAnLDr4pTuUJFupHZGaaXpCZIKzITJgHMtPplN6SyXScy4zf9/R50khmgnhRZhrVqswUzZrMWIxdR2aS4URmjtV2Zeb02lLp8X/74jflOW75vttlxqTQkTzT7SIIdBu1yDJ9QWFlNJPP8sVrY6a3yjxDyhvrSKZPM0r1WGER+LHMDBPdjpOsITMnlm7WnzXSz7zwr398W2wvyMzqkh7X/+W/+zOZqVfqMrPQWpGZ77lNf38WRa77sPN1H/YLwxwhxoI81409MFyLhe8Z2pan57Q41n0mTXXdYHkOheH7MfHKPyvw9D1tX/2OzPyXb3+TzPzV+R2ZOSz0fG+S6eeQJ7pd9Pb1NTcWy+dy55zrG4auIDZMxEK9rWuq7b19mTnoXpWZu153k8wkeU9mGnV9zRaWfp4aMkFQ3vfGo6k+R0fXieu36nnGIk11LZQYKpnCUMckg4HMhF19nrtvfpvMWBRivPVjPQdnY12bVat6jVEN9RySDIcyY+FF+jsOQp0ZGMaC20/qdcaLl3SfGBfXZEYZGebXxaNtmdnp6vseGsZsP9R9L3a6fVmMp7rtRFU9n2diDExz3Y4rhjEwNOxrWHhOzyEvnr8iM0eXj8lMvaqvOTXUZn50/WsV55wbdS+VHs98fS2HY/2sNjd0v2ouLMtMJZ7R+rS1JzMTw97axiU9di3X75SZrcPy5+Ccc0VFjyna9deA//Bmc835VK+Lrm5dlJm3fO/dpccXjuj5ob/bl5kwnM2+48GeXmMsd/S6KE4TmQmnhzIzCPVYEA2elxmLvCj/rNAwjo4n+llZ2tba6mmZef1db5CZP/1//73M1Ft6r/lwqO9rb1+POa2a3qNLxHeYu9nsR4QV/btAYVi7m6bXia7NFhb0fuBwrOsPi96+3k/d3Nc13tJCedsZDHQfb1SbMjOZ0bi+NNLP0891jbI40WNgY6KvuVnTbXnBMJZaZDfeVXp81NZ7R0uXL8iMf3AgM/WOHgcsv71YmPZTK7pWHBvW5rVIt4tpVv7MR4PZ/J40ivSedW7oV5nT31+e6vV9lOt9KL+Yzdg+jXT7Cgy/I3aOtEqPD7t6PP7OX/2fMvO6d/ygzFjkhj0JN9D3XQ30XNTu6P2sdrAmMzuD2exD9YLy/pkY6oZJpmuC1Ol23Bjq8SSJvvtxnb8wAgAAAAAAAAAAAAAAMGd4YQQAAAAAAAAAAAAAAGDO8MIIAAAAAAAAAAAAAADAnOGFEQAAAAAAAAAAAAAAgDnDCyMAAAAAAAAAAAAAAABzhhdGAAAAAAAAAAAAAAAA5gwvjAAAAAAAAAAAAAAAAMwZXhgBAAAAAAAAAAAAAACYM2HZwd5oJE9wGExkpldkMnM0qsuMG3sysrGX6POoaxm1ZeZc0ZOZw8YRmQkz/Vnetoy4wxv1d2xRyfoyE7ipzLSTVGauhXHp8eWTx+U5an3d/iwKl8tMEAYyk2f6PM7pdpzHOjP1LZ9lUf5ZueG78Q193MWlw41zzrmR0+epRLN55l6hryfzdTtuGu6re3ZfZsbVlsws3ab7hFIUuv9OJwOZ+f63vFVmVo+uycw3v31OZsZ7GzJj4elu5TzDa5RFVshMMi1vpxsb+p7ecNeb9MUYBHrocs7XNz4ej2XGM5wnTfU87fuzmdOqtUp5YKg/58DXc/n/c+ZAZo6VT3nOOefecYOuhX5Pn8bFkX7o00K348gwvrUXxHfsnLt8TX/WqKjJjJIb5qLlI/p59g70GHjulef0BYV6Dnn9G96sz2NQeHqujupVfZ6s/JoPu115jhtONmSmNzQUtwZ5Yaj7Pd22pobabLA9lJm7jt4lM5VCfz8WsehWhaH9NeNIZkaZ7lc1w5DtZbr9WSSJnmcCPXQ53zAXddq6NrsS6L43vXxWX5DQH+vnmXf12FU31GbdVH+BjbbuD/5E178WWaznNM/XfTgVc0Ql12uMuK/bX1Y1TPgGP/R9b5eZb7+s29biwqLMnHnp72Tm9Pq6zFx69YrMWETV8udZ5HrQqdc7MtMwrN0PB7rG8/ymzFhEFX0966vHZObwkr731DB/9kf63u+4Uc97kmGNVjhdS5pOZGL4rBl91KVXz8vMm7/39TKzsFi+r/jqxTPyHIGn57zAm81ezNFF3WcaHZ25sqVri7sM9cdBXz/zNzVOyoyJ6OZZose3MNBzUTLWc+fupt7/veXU62TGIpnotrO7tyszQazXnt2+Xq+0Wwulx1NDTWAxner9t1ZF1+ON0DBmO93Wv/7c38hMfX1ZZiySqq5LW4u6Rtm+XH588UY9dtVO6MzVS7OpWxtTw/rUN+yJGT5rEumxq2fY0ymy2Uxqu+deKj2etnR94m6/Q0bqFy7JzMLOoczkNd33LPy+fp61huF3TwPDT6PuQLSed9w6g9rNOTcxrL88X89FaaDXTqGnM4FhfeByywa55qWG3wgN3880Ly8K2m39u3G8qPeXzrzwVZmxCAo9rk8n+nrifElmelP9PDPD+wS1aDb9PMjLzzP29PX6sR4rwp5hzK7qsb8afvf3zV8YAQAAAAAAAAAAAAAAmDO8MAIAAAAAAAAAAAAAADBneGEEAAAAAAAAAAAAAABgzvDCCAAAAAAAAAAAAAAAwJzhhREAAAAAAAAAAAAAAIA5wwsjAAAAAAAAAAAAAAAAc4YXRgAAAAAAAAAAAAAAAOYML4wAAAAAAAAAAAAAAADMmbDsYGNtKk8wdWOZaS3UZMbbG8rMYhHITC9IZUaZDnsyE+f6u8lKv93/pH+Qy0x9sSUzUZHpDzOo6o9yXa8pMwdBITMv9svbzvGlo/Ic8f5lmbGo1WKZmU512ypyyztYuh2Hoe4PQUOfx2IqGmoR6oZcN1xKL4lkxtKM6+Fs7rvS1OcZjvW9H+nqMXDpiL736W36erbO/IHMKLXyYd8551yv25WZ3b4eA6uVhsy8/pjue92e/o4thoO+zFQqVX2eoe6fK8vLpceXjpQfd865N939FpmxCNxIZrIikZmKflQuz/V5wlh39MlEz8MWeVDe3jf7V+U5WpHuD3fdeEpfzEh/N7t9nbFotnTfqwW6rSdj3da/+ud/KjPHb1yQmUnqyYzi69LDudxQdzUNdavho3qHhzJz/sVXDGfSgqqhg/YnMjIStVllrO/85Iqu3xYqs2nro0TfU8XXtdmgr9v6antJZk6fvklmvv6d52XGInPl83Da13VFEujn4Af6PP29XZlxteM6Y6I7euH0PJP7+r72Pd12osiwJiyuf326sLwmMxc29Zx24ri+lk5yTmaSzS2ZiXxdf1isRnq+GqfX/8wnXf0sg6Eec2p5RWYsfveP9fx66+13yMyZ556TmeOrui49tt6Rmbo/mz2JUV7eTtNUz+XJSNf9fqDXaH5VZyaxpQDRsm1dT4aVVZmJmrq2OBz+pcysHG/LzIYedqRGXdcwhqnc2aqz2agZ2oXFnW98o8xUDXX9tc290uNRrPuvbxhrh/3Z9PH1dV0TvHjpVZnZNZSThaGO2Ql1Hz7TXNQfZlBplrfT4UDPRbVIt4lJocfJINR9pj/Ra2GLumGYvPLKGZm5803fKzPekmHPevNK6fEknc0e1MBQI7dXV2Tm6tVtmTkIda149w/9U5kpDPt4zv2WTCSG4aIW6MG9slY+NjWP6Mb11b/6P2TmbW/9Ppmx2OroH1bWDeu0jY7hu6nq/d29tu7nuaGusmg0yq+519Xrh57TNen4tKVe2pCZowc7MmORp7oNBoZ5JnJ6DWHoMu4Nx8q/w9/9/Uf0SQySQ72HElcN92T4bdmbGm7c0Iwn+UCHDGqG86SevvexJ9anmR4rPMP6q7OgazwLz/DbXmx4EOlU7xP4lvXVWLedtDKb9cHasPx7HoV1eY4w03sxfcNv6mGsx/7QUAe+Fv7CCAAAAAAAAAAAAAAAwJzhhREAAAAAAAAAAAAAAIA5wwsjAAAAAAAAAAAAAAAAc4YXRgAAAAAAAAAAAAAAAOYML4wAAAAAAAAAAAAAAADMGV4YAQAAAAAAAAAAAAAAmDO8MAIAAAAAAAAAAAAAADBneGEEAAAAAAAAAAAAAABgznhFUbz2Qc977YMAAAAAAAAAAAAAAAD4R60oCu/v+3f+wggAAAAAAAAAAAAAAMCc4YURAAAAAAAAAAAAAACAOcMLIwAAAAAAAAAAAAAAAHOGF0YAAAAAAAAAAAAAAADmDC+MAAAAAAAAAAAAAAAAzBleGAEAAAAAAAAAAAAAAJgzvDACAAAAAAAAAAAAAAAwZ3hhBAAAAAAAAAAAAAAAYM6EZQd//Dc+KU/QGuoPaXd7MnM61O+upEkqM3G7XXr8p3/p/fIcT733GZm54XT55zjn3Dc2XpWZ4eKBzLhxLCPvWDwhMz/+nvfKzIce/bDMBGFVZpJhJjO3LiyXHj/Y25Pn6Db053z4Qw/JzM9+6ldkptUKZGbiV2Tm6IFux7tnLsvMt7cOZebP/+jTMvPJhz5aevzywXl5jtVGR2aGsf5uMt+TGVfkMvKxR5+Qmfff989lJop0Ww+C0mH0P7Pcl27LyaQ88+STn5HneOKxB2RmEui2XhhuKcx0W/cmY/1ZFd+2oC8AACAASURBVD0GfuhDT8nMJ+//mMwM1/RcVM/0NQ8vlbedJNXPu73YlJn3P6bH9Xvv0eNA1LkkM5VGQ2aCQveH/v5IZjrtNZm5/4H3yMzHH/7D0uO5r8fRpBbJzMrlqcz4PT12TXWXce/9vZ+Tmc/e84jMRJ5+DiNf94ftqm4Xa7eclpn+N/+i9PiDn/51eY5//Ru/IzMXD3dkZifUdatX6HYRV3StmAaFzDz4s78oM/d98F6ZCQw1iudEO/X04F8U+p4Kpxv74489KTO//IHyGsY55zq1RGay6UBmKpFu67cHun57ob8kMx/6hJ7Tnvlo+fjfC7vyHOFQz6/T/LjMRIvlNb1zzk37+zLzkQ8/KDM/ff+XZGY50Pd+uqrXGaMF/cxf6Omx4I5O+b3f8+5H5Dm+/CVd237la/o7DqorMtMy1PWtUM+fi8v6O37Pez4uM089ofvDpKuvZ5SXjztRpPtD7vT41my1ZOa+e++TmYfv1f0hKAz//2eia5Ti9qMy89ySntPu3t6VmQ/9gl6LvO9e8cx9vQnV7NRlZjqeyIyf6XVRtaLbxUMPfVBmHn30EzKTG9bLnmWujnQm07flClFafOyee+Q5/uTpj8jMXxzoOvpcU7fjo1U939dD/Vku1X3vyXs+IDP336Of+fodeu2Z+uWZZLgoz3Ek1t/fhZf+RGY+/uyXZebx+/Wc1hvqfh56eu1Zr+t5euTrcXJnR89pv/oFve7+7KefLT3+nee/Jc9x/PhJmUn0LblKbNjbTXQd/dhHH5GZz39e/77w7/+tnkPe8ea3ysyFl7dkZu1U+Zx/+UDv1T/9jB7fPvzRz8rMpcuvyMxKW485vmHQLib6PGFT95mPPqHXaU88oNfv46nek6jXyuu3pK4bez7R3/Etq8/LzI/8/F/LzCce1m29iA0bP4Hue6H4bpxzbpDqPQA/19/hg/fq34s+/dnHSo/3+npc7zQWZGaS6/rN01uubrGja9uf/Gm953r/k4bfT/f0+Fap69ps0tuUmTwsn88nukm4jz6q12if+Iheow0Mc8iJNV13+TVdC124rOfpO264Q2b+6U/qveZPfeZxmRmMdb+KvfJ1hmVvzbPU657+ju819PEv/s6/kJnJRM/Bia/rcS/Unfgw1XVM3fC73Xvfqfdcf+axh0uPNwx7u7fV9fq0PtFrz03Db0oLDf3dvBb+wggAAAAAAAAAAAAAAMCc4YURAAAAAAAAAAAAAACAOcMLIwAAAAAAAAAAAAAAAHOGF0YAAAAAAAAAAAAAAADmDC+MAAAAAAAAAAAAAAAAzBleGAEAAAAAAAAAAAAAAJgzvDACAAAAAAAAAAAAAAAwZ3hhBAAAAAAAAAAAAAAAYM6E5QczeYKiUuhMWPoxzjnnRn397sp4kstMpRrIjOJV+jJzuKPvez1ekJmXC31PzYqMuAv7F3XIoBZHMtMbTmUmbunP+rvGZunx27JVeY7NyXn9QQaFP5KZac/Q/jJPZvJN3a9uv+12mTl1Qj/zP/8jGXHderX0eHz87fIcB+e+KTM1fSmuyGKd8fT3ZzHq9mQmjyYyE1b1nfmeHi+iUI9dfqjbl5I4fQ7f0I4DfUvOpamMjL2GzFQy3T8tKk09MPXHevwvcj1fVRrlzzNPEnmOre6GzFgcXViTmWn7isyME90ueoeWttORmUZ9RWYsPLdbejxL9XzWqB2RmW4+lplWXfeH0cgw4Rv0x7qNtlrlY79zzqWGyzm/fyAzq/UlmQmXTusPE0a7+zKzZZhDvLq+8d41PS51FoYyE1R13WXh+XpQTtOB4TzlbafIdS3kGaaqyVT3PYvVqm5/RaDXIUW7KTNpoOfpQVfXMa1Yj/8WWVY+7vQ3/3t5jmrl72SmvnpVZtLUUPg7PU5atA1rz0FX96uhV9eZqa4Jag197+c2dK2j9IeHMnPqmG7Hl1/VY1c6aMvMqLosM5Pu9d+3c85tb+k1T62q192tRvl9hRXdfwPD+NYf6bHfwosM31+m23qlqp95+I2XZGb9ja/TnxXO5v8jxVF5zaRHdeeiQtddg7Eel4qBrpeC+mzmchfpedo3zMPOsP/m53osta339Pej7E/0vLi2rNfcl0d67R5Ehk5c6BqlOpsyxt14s97z2tj9msxU4/Lx3zOsDRJf94e1lRtlxmKvr9e5t9x8q8xMEz2+XXr5jMysnNZz2srbbpAZ9wUdabUWyz9nWV/L7u6OzBzpGNbThe7knqfHUoveph7ffuDtJ2Rm4+I5mTl5XM+fXqt8P7pZ0eOJRS3Xg8Ubbr1FZoaDbZkpDM9zc0vvg65Ur39cd865aWKY06Z6vsrz8vot6xt+l3K6xstX9T6Vc38tE4bh1hWGeSY0TMJZptupn+p5LwwtO/YG4/L1sjfS17LbK9/Dc865fk+340pDjwPTA91GLaJCz0XVWLf14UCvZ9K27p/R+OXS48VIrxktWjU9P0ynukY+6Ovv79qOzmxv6P2aejqb3xdqFf2svEKvCSej8rGgYlif7uzomqDRmk0f39u4LDNJaOkPuvYPDb/xHxjW3bnhdzuL9Ub5sxhM9eD/wqEe+1uGDdUo19/N4nXM5fyFEQAAAAAAAAAAAAAAgDnDCyMAAAAAAAAAAAAAAABzhhdGAAAAAAAAAAAAAAAA5gwvjAAAAAAAAAAAAAAAAMwZXhgBAAAAAAAAAAAAAACYM7wwAgAAAAAAAAAAAAAAMGd4YQQAAAAAAAAAAAAAAGDO8MIIAAAAAAAAAAAAAADAnAnLDjb7U3mCuB7LzGFvV2ZuXblFZo6GVZn56+98XWaUolORmWm3LzOn1k7LzN9ePpSZzmn9HeeG79hiPB7KzFLnuMzs7F6UmfTM2dLjvTety3McjY/IjEUa6Xen6hOdice6z4RxQ2YuXLkkM2vH6zJjsTeOSo834xV9kranM8NUZ4KWjPjxWJ/H4K5b3yYzB90Dmel2uzJTFIXM5LrpuM3ulg4Jnr4UZ3iaznd6DJwY7ql+038hM/2z/9pwRVruDWSmkZZOi8455yrpRGZGrvxZJYZudeOSHissrl7T43En1g3jymU9Lt1++h0yMxrvy8y1vW/JjEWSiPnT1+PJeKjbTVhNZCablI+1zjkXNwwd1GDxpG6j06GuP44axuQbOoHM7F94XmaOt2oyo+SVTGaCUI9wcarHda9tmIOHIxlJW7OZy/Nct51mUz/PJClvy1Gg23GR6zbRauix1qIW6nk6jRZkpjfak5mdQl9zM9SDe+wb6iEDX5ynFr1OnqPfvywznZXyet0557xCt/WiNptnPhrq+qPZ1J/VOKLXe2mix4Kq08/Tb+o1rDLs6XF9eVX38SDTfXhrc0dmRlP9/fnumMxYtNf12jOs6XEnScvHt+5AjwNuTxe3+Yz+S04YGAppy2cN9PreeXq/Ieh0ZOZysmm4IC0TC5akMNRdhW4TzbauPY6e0PP0C89/R2YshnV9X/5UP/S2oV1Evu7DkWFV6Pu69lKmiT6HYVh3Ya7HySLVX04e6LYTJ7Pp6Ic9Pe4sdXRtEebt0uPbl3XbGhnWRUVNn8fi6JtOyczeVNcWXlU/hyMn75SZkWE/cOyuv60759zeXvkzP33jzfIcL595RWaGg57M1Bt6v8H3c5mxCEe6Fjp3Wdcf9Zaer0aGeS8T6/cksuyKaTV9uW5tfU1mnvvbczITxfrD3vjm18tMf1s/B4tKVa9Pp4YhJRNdL5/oNlqJ9Xpwe8tQBxrUU12/FZ6e1CaprlGmTj9zz9f9wYv1mtqid2G79PgRQ01fb+n6pHJcj13jkV4zDgy/7VnksR4v+nv6s6Kxfp7Jqbfrz7pW3veqzevfe3POubqhOHv5gh5PTh/XNcFKR4+Toaefw+7BbMa35174O5nxPF1Pdurl6/fxSI8n9caizGxtzWaNloSGSS3X9eTIMAZ6Uz22L3i6LVf7s9l/mybl11MzLMzrVX29qa/bcejrz9rYeFVmXgt/YQQAAAAAAAAAAAAAAGDO8MIIAAAAAAAAAAAAAADAnOGFEQAAAAAAAAAAAAAAgDnDCyMAAAAAAAAAAAAAAABzhhdGAAAAAAAAAAAAAAAA5gwvjAAAAAAAAAAAAAAAAMwZXhgBAAAAAAAAAAAAAACYM7wwAgAAAAAAAAAAAAAAMGfCsoNrUUWe4CDLZWYwHcnMlf1rMtP26jITFDIitZpNmTkYTWVm99yLMnObpz/r4qQhM6cqqcxY5Kk+T3+7JzOnVu+Umc2dc6XHd9v6WnadbqMWzYF+dypKPJkZTCOZKaKJzCy4QGauBrpdmHTL+1W0MZanyPIVmdnZvyAzjc5QZvxpJjMWkTsqM51qW2YWG7pdeJ7OFIbbWj+elB7/LfdlfS2F7ldZoNtfOim/Fuecy6MFmYli3XamhZ5DLMZtPW4fXFyUmZFhLOjfUt6WM0+POe0r+losAk83roXaCZmp37YsM9lQf8dFrp9nWuiawCLwyz+r8A1tfar7jBfVZCYq9Ng/7M2giHHOjQpdmzlP33uRlJaJzjnnFg2vHu8b2uB/GOzoEwmtRT3mZNv7MjPu6udQq+vvZpQMZKZjGfwNVpZPysza0jGZORx0S4+Hof5uslSPA3EllhmLpt+Xmf2wo09U1/V4xfCstgy1ReVQt0ELv3pYerzf+W15jiB5q8yMrtwkM80bDOO6r2tkizDS54krezJTqej6dnJtU2ZaR47IzDTV1yOvJdVrnvHIcL3r+noN5Zvb2tLrwd1Nw1xkMJnqfj7o67k6F3NjkujxbaWu119Lx9ZkxsJzutaOfF2T5iNdf2zdoeeQYaDPsziYTR3TiMs/yw90Iy0M6+mFharMrJzUn/X8pTMyY9Gu6FrbRbqtW9Zpw75ed4exbl9JNoN1WqzH9elQ31M21rVFsKyfefewvBZyzrlGNps57cp5PT90lnW/OnlD+bqxEunvL67p7+bi3oHMWPR2LsvMdKDbeq2iFyJhpjNZR9dv/b6eiyzSpHwu6h3o9cMdt98lMy+/rPejByM9l3fauka2aCzpPlNfNDyHnr7m4VC304rYo1tst+Q5LDadHiO/ceZbMvM6w3i8duq0zFzc1WPOSqA/y8TwO0U+0rViIy7fsw58XZ9UGnrt3hvNZn2ahnotnEZ6Dp5U9JqxYtiHCiP9PBt1fR6LeLV8D31qqCWvbOj54ciiXs+EVT2n1ZZnc9/uyJKMpBt6DqkOXpKZek//TjEOyuvJ4f6WPIfF9tZ5mYmW9V7My1u6RnGZ3ovxQ12/LZ6Yzf7btY1XZeb0qVtlJhVzxMtnLshz/MD3/YDMdBb0no7F1LAf6DI9lua+HvtDp8fJpUTXeBM3m9/MI6fuS383fq7vW3+OcwuLem/ozHe++/Upf2EEAAAAAAAAAAAAAABgzvDCCAAAAAAAAAAAAAAAwJzhhREAAAAAAAAAAAAAAIA5wwsjAAAAAAAAAAAAAAAAc4YXRgAAAAAAAAAAAAAAAOYML4wAAAAAAAAAAAAAAADMGV4YAQAAAAAAAAAAAAAAmDO8MAIAAAAAAAAAAAAAADBnwrKD+TCVJ4jqkczcfPMtMrN/7rLMTMd9mVlaWpYZpTgYyUzkxzKT+4nM3HZKf387hX6vZ9vp81hU6g2ZmUwLmUnqE5npt1qlx4/29PN2f3tGZwwCw/dXyYb6PHkmM5Ncf9bI19+xvyMjJica3dLjR8KBPMdunsvM2h13y8xy05OZl771isxYbOxuyIxn6MNe+TDqnHMuL/TzDDx979V2RWb05+hrKXz9PCeGeyqc4b4Hhn4eXv99O+fcUcP3175tS2b6mb7mvdZi6fEi78lzBHuzGddjX5/n4ivbMnPXPzklM9986WWZOXWTnmemk6nMWPheef9MMz1X7e3p7+bGlaMyszsdy0y4XJcZi5Eett1ia11mhhuG/pnpZ1VfOSEz3sqC/ixh/0Df+DDQfW9p2TBPj3WN7LeOyMy1vm4XFq++8oLMXPqPZ2UmD8rH7TTW84Pz9byYprrWtsgTPa5XDf28WdHPc93T5zk31n14VJvN+OYqN5Qerrd0TZpl+zIzHug1Ty039IcZ3XYWrMpML9NjwV6q11deTfdhL9Wf5ef6e1bSVPerMNP9oTvalZlaVY+Bx040ZSbP9HhrkRhqgmZDX09cLf9+El32u8nWgcycOzebtUro6b6XTvS45Ac1mSmO65ogHOsaeVDo9YxFlu6VHu/u6vsOPN3HNy7oe/qPL1RlZhTo2tZiIdO10MWrl2Tm/NXz+sOqekzxPD22H047+rOENNO1RSXUz3OpojO9HT1mLzQN93Qwm/qt3WrLTG/visxs5uXrlWqs76mo6ns6dsv177c651z3JZ15/fe8RWa2N3R/mI70HPzyWM9Xty/fLjMWntjfnU71+DYe6Tp6eW1FZs6+8qLMtJuzGd96Iz1P725clZnMMDcureprTl35fF50ZzOfVQzronqzfG/cOecaYz2+XZrqdnx+qtvO4ZauFU08Xb95fiAzmVe+J1EE5XvazjnnN/RYWzHMwRbFEV2PLx017Inleiwo9nQmOdR1/d5F3T8taoviPKHuV2lf1wSXD/VviGFX3/fhoa7rLSa+3jer3HyjzPSH+t6rL/yZzCze+d+WHk8N9Z3F7tYdMhMs6n61e8lS4+l92ZVVw2LuQP+2Z/GG179BZo4s6prJd+VjYLWm95f2BrrOuXxZ10smmf6ODd3cuVCPXVGo5/u9rq5dq4b1gYX6hSvy9HyWGL6/zqKeH0aH12TGjfR+4GvhL4wAAAAAAAAAAAAAAADMGV4YAQAAAAAAAAAAAAAAmDO8MAIAAAAAAAAAAAAAADBneGEEAAAAAAAAAAAAAABgzvDCCAAAAAAAAAAAAAAAwJzhhREAAAAAAAAAAAAAAIA5wwsjAAAAAAAAAAAAAAAAc4YXRgAAAAAAAAAAAAAAAOZMWHYwSEsPO+ecO+Y3ZObq/qa+ktFURsJ6S58mH+rPEjYnPZnJhonMhK1FmTlM9Hne0Nbv9XyjOC0zFuNpJjPpZCIzq1FTZi4ur5Yen7x8Xp6jcuqIzFjEg1xmJiPdH7KskJmw7cmMn+m27ndGMmOxsFbeviYD/bynmf5uhgf6WV26qNt67s/mmTc6+lklhW4XRT6WmcgPZKZSqcpMnulnoSSpvqfccE/ZUGduvPMumRlN9HlqzVtkxmL7zzo61F6SkdFQ9714d630eHhDX56jH3dlxmJxKZaZl87q9jccDWTmpjtXZGbcP5SZ207rtmORTsr7ebWma5jjyzWZ2ejr51mL9bwYt3T7s2g29ViaZbpeinNdmx3X05W7dPVVmWnlMxjbm3ouqvcjmUmdznSdrpfiSNeTjc6NMmOx2Nbj25JhfMuS8nkmD/R9JxP9/Y2D65/PnHNuu1Y+1jrnXMfT/aEWbMlM1TBf3Rzoe28Zan+L6ah83PbCijxHFm/ITLuqO/l4YugPhuux6O7oOXh9Tbf1Szt6Lor0bbnB/p7MvPkNJ/WJhFGiLybq6XnGq+j6d2hY64X5gcycPrkgMxbVmm47YaRr7VcvXSg9vr64Ls/xjne8Q2Y+97lnZMaiHuh76hf6eeaF7jOVc3rd7bd1PbnTqcuMRXu5vD7r6EtxRyqpzBxd0nPwcy/qPh63jsrM78mEc8mVczJzsqH7wx1vfqPM5L7ekwgNmUFRnvmT35SncGldz521QtekbzTU7H9zTa+F/S39WW3Dvo9Fe1E/z0ZdzyH9w+3S4/sjPd831/V6cOmYnjstjt2sa4vDsR6XvFivZxaWdI2cHe7IzIkTeky28LzyNhhZxv6hnoNP3ajHt53NqzJz+ZJex1l09/RzaGV6TR1XdJ/JU90/l1fKa8Xz5/T4Z7Hi6XFpkOq6q1Zty8w3zul+vnDqdTITRPqzLKqZ/k1knOk9L/XzQuIZ1laG7XN/dzZ7zZFhLXzu3+hrnvT09+cnup0Whv4w7ul9FIt/d2639PibXvc98hyJYU8nz/S6aGSoG1prb5AZ574sE31DGywaev48fpvun+Mzht9NJqIGHhkWuQbhUd1npt2LMmPZc22Ghra+r8euumFMtlju6L3v/QM9V+fiN5pGrK+3EHWFc87dddvNMmMR1fT1xKHh97ZY95m4qscCP9Tn6Rwx/BZkkAflC1DP02008PX6dGFR/07xN1/7lsx8zx3f/e8q/IURAAAAAAAAAAAAAACAOcMLIwAAAAAAAAAAAAAAAHOGF0YAAAAAAAAAAAAAAADmDC+MAAAAAAAAAAAAAAAAzBleGAEAAAAAAAAAAAAAAJgzvDACAAAAAAAAAAAAAAAwZ3hhBAAAAAAAAAAAAAAAYM54RVG89kHPe+2DAAAAAAAAAAAAAAAA+EetKArv7/t3/sIIAAAAAAAAAAAAAADAnOGFEQAAAAAAAAAAAAAAgDnDCyMAAAAAAAAAAAAAAABzhhdGAAAAAAAAAAAAAAAA5gwvjAAAAAAAAAAAAAAAAMwZXhgBAAAAAAAAAAAAAACYM7wwAgAAAAAAAAAAAAAAMGd4YQQAAAAAAAAAAAAAAGDOhGUHf/cLvyNPcPnVPZlpdCKZeWXvBZlZuvGUzMTVVunxB975c/Icjz72kMxcPHdFZk6fOi0zjUZTZlwYyEiWpTLzgfe/T2Z+4T3vkZmbjx+XmbPnzstM7chC6fHBSN9TNdDvPD3zyadk5p73/brMtGP9WWmYyUzueTLT9PRn9XcOZObxX9XP/IPv/WTp8WKxK88xGF6VGcuzmkwKmYmLW2TmqWfulZlf+fSnZGY8TmQmikuHUeecc0k6lpm19XWZ+cuv/JvS41/4zT+Q53jPu/9XmXGF7nthUz+rcbwtM831ib6c8KLMPP3PvywzDzz4fpkJDO00dPqad7dfLT1+xxv/O3mOVy7q7/iZx39KZh546BGZ6Y52ZOa20zfJTODqMuP0bbm9nXMy8/Cjemz/1Q98ofT44UC30TzSbcL3cpmp5Q2ZmV4dycx9//JBmfnwhz8sM16m56K8vEx0zjmX5fre/VjXOrVaef324H0/I89x3yP6vn1vKjPtypLMXO7p+cHTEffW1+va9sd/7Edl5skHnpGZ9b2qzCT18pqzd1J/f9+YfltmKkf1ePKbP6Hb+sP3/bLM1Oq67+3v6fWMH+n1zJGFRZnZ7elx58knf0VmPvjQh0qP+74eu4pC99/CULe6Qg/se71Dmfncs5+VmQef0rXtpHFaZvqG/zexGO7LTDDU57ni1UqPf/G998hz/LP7npaZH6zcIDP+Qvn6yznnXt58TmbWT+i27nm6JvjFd+vx7aEn9HxfGNpgrV0+F+1f/Bt5jklQ/iydc+5450aZuf8+XZP+xmfK12jOOZfmuiYNDPO0ZSwIcr3Oremywf3oPY/KzP2//IulxysNPR5PMj1fjcb6+2vXdTtOc71f8/jH9Tz97Jf0nsTed/QcMnS6nkxyXRPUnP6evYXyz3rCUJN+5IH7ZCaJKzoTGfrDJJaZycSwPljS4+0z95XP08459+yDPyEzqaEed2LO9zzDAswS6epr+cBnfk1mnnrX52UmbQ5kZmLYf1te1/1hsKnnxu0X9TP/5B/9sMz8/AfL99ljwwLCc/q+PcMDtYz942n5Gs055z739D+TmQcf1nV9qLu586eG/ZqxzlTj8j26JND17wOPPCkzX/7fyvcjnHNueNCTmZ1dvS87Gg1lZqGzKjNeoR/EPffq3w4+9fi7ZSad9mUmG58sPR4de7M8x/MbL8nMnVWded9Dvy0zT3xW/5bmcl2jTEK9579x8RWZiXp6fzfQQ4p79gu/ITOP/Fh5HRMt6/Vge1GPXf6ruh27ZV0TnHnjX8rMp39UP8/3/NwfykzN0/ceremas5jo9WlUK6/fEk/38Y996J0y8/Sjuk3Uj+h6c2P7jMxk4y2ZCQz7FqeX3ygzP/UB/dvxQ/fp8a3q6Y41ysuvedLQv8GGmaFumOr54eNP6P2GZ/93/ZvSq1/5qswcXb1NZgYDPRakuR7fvFj3qyce02uRp579aOnxNU/PZ8/1OjKTTHRtdmNH1+N7h7q2eC38hREAAAAAAAAAAAAAAIA5wwsjAAAAAAAAAAAAAAAAc4YXRgAAAAAAAAAAAAAAAOYML4wAAAAAAAAAAAAAAADMGV4YAQAAAAAAAAAAAAAAmDO8MAIAAAAAAAAAAAAAADBneGEEAAAAAAAAAAAAAABgzvDCCAAAAAAAAAAAAAAAwJwJyw5+9etflSc4fuJmmfFrTZk51unITKt3KDPV/p7MKJub+hyvu/1WmVlc/P/Zuc9Y29L7vu/Pqrvvs0+/de7cKfdOYwtJOxRoWTaEKDHgwEEKEMuxFUElCimKFCFSnGERSbGKYpElkYpsSY4QJAZtATYU2FIS2bRNW2YTyww55d65vZ1+dl89L/TWs35/8O4XNvb385Lrx7VXecr/ec6auyozo9lUZpK5zjSi2ldpVhb6G6Lh6LbMPPDomswc3Kt/n+e31+U5dvZ2ZcYiCjKZmeZjmWlFbZkJA/2Mx9NUZrwgkBmLuDmoPT7PZ/Ic6+03yYzhtt0sOpSZdBjrExmUnn7nlV/JTJbOZSatPJkZjnX7OrXdkRllazCRmflMv6zZsX5+mxt6HJjeMoyBoydkxsL39H3FUUtmRvt7MvPgg2+sPX4w0s+vbOqMxWhPX+/5Rx+QmdWOfja3L39ZZl6+q+fYxvqrZcZi56D+3hsruk+t9+vHSOecG2W6/xa667nu2oYOGTScrqm8Zi4zWaXH/7UNXevkY92Wd25elRmlDPR7GB3dkZnEUBM8/NonZebl79yQmXu3jmTGIt/U89WNUM9X21Gv9vjuCy/Ic5x9le4zg1i3G4u4rWuCrNJtffOkrjlTQ00wTXVHb63oudHC8+prC3XcOed8X9eSeab7w9Ghvu/Tp7dkzFEQgAAAIABJREFUxiKa6nF7XOj7mhvqrnmUyEyZGmqLdiEzyuvm+hkP06syc32qr6U8vS8zV+ZXZGY+033P4rjS15yner46GTVrj4/n+n1vNE/KzJvuLGZ8ywo9ZmeJ7p+RYc0zL3WN16l0zT5zi3nnK6s/VHu8aVgS3d7RbfTsQ3o8HqZ6v+Ho5o6+IIPsit7vunnVMN6eMbzPuL4/OOdc1pcRFzV0zalsxbqtzyI9B5eG2tYVOuP7esw5Tkf6twwKX9cxpWfY6/Pr5yLPK+UpvLmeO73GYvp4HhneQ0uPyWEZyczwWD/j1DBfra0vpmZv+/V9ODL8d51lqvuDaxj2u0rdtqpA701aNAL9HqJMzzNhqe+r3dTPcCetn0iu5bptWYwnelwfHxv2/GM9rq+vbcrMZKLr33JqaF8Gu7leE3YN+9q5qx+Tg3yof8ew5vEmhknPoEp0TVrkenzzDeNkO9L9KmgZMuX9r1Wcc27lyfo1RDbR93R4TffxRqX7eNDR76Fq6L9XWrQbul+FLX095Uy/h9jwJ5FKjJPeYv6c5MpS7+3muX7nlaEPe5ner+kP9Pt87oVnZcaia3iGTUP5Ni3E2H7yojzH4VTPIXFm2JA2aM90TbDu6b+Njqa69vc7ek1djvS9t1t6LrIY7tTPjSPXkOcIYt0oTm3psSIc6X3t9Vb93m4d/oURAAAAAAAAAAAAAACAJcMHIwAAAAAAAAAAAAAAAEuGD0YAAAAAAAAAAAAAAACWDB+MAAAAAAAAAAAAAAAALBk+GAEAAAAAAAAAAAAAAFgyfDACAAAAAAAAAAAAAACwZPhgBAAAAAAAAAAAAAAAYMnwwQgAAAAAAAAAAAAAAMCSCesOxu2OPME4OdA/Mq/9GeeccweTVGZWNrZl5tK3vi4zSq8d6UyrLzPjyVxm7uzty0zs6+96kiiWGYtZMpSZld5jMnNwMJGZZrP+Gc5miTxHq9eWGROv0r/VbMqMH+ifKouZzERVQ2bSULdTi5lX3/fObj0iz3Ht2qHMPPrwisw0Ohdl5rkXb8iMRVLp/lkZ2kWjqcfJclbKTOjrcfJonMmMkkeGMTvS9zTo68aepLoPN4KBzKysLqatW5SVvmav0G2n1z5Te/yWYewP2/paLDqGdzVv6Hbxle9dl5kTa3q8OPfqlszM0sWM7c12/bgdRLpv5r7ud7PJscystNZkZv/uHZmxmKR6nsmbenzb3NR118HRjszsXbsqM95cX7MS5Xo8ubB9QmaOMt33ymu3ZGbF07XQizdHMmMxqS7JjL+h5+Hrh9dqj288aKhPmromndyu/x2ruJzKzNGRHrNPnX9QZiZO18j3hnps78U9mbEoKzF+6S7uqkqHDvb1PT3+yJMysz3Q/dNiNtHjtgv02qnn6bYczA2FfTCWkarUbVA50dG10KSXy8yppiczsa/HCj/Xc2Oyff/37ZxzvbHeJwgy/c6Le/Vj+/raa+U5Tuju4J7tXtUhi1y/Kz/SfTgsDOsHX9f+RWZYzzQNfcZgOLpce9z3dS352KN6vr90+QWZORjrOiedFTJjcdNQ+nc2NmVm8JCuP+5NdfvaHOh+tX/vnswohWFP0Q/0uJSO9Xto5LpGiWZ6LB2c0e/Bwk/1HlNRGf47P1+8T8O+RmGYXqvUEDLInJ7TTvT0+5yO9Pvc39PjW6+r33mVHsmMRVDUv4vI13PevGF4D4UeJ53T970owVzX7B3DFFKEus/cTPRvDcP6OvDJR/XepEVp6FitwarMZGM9DswNe+i+px+y31nMWiWvdD8vDf8dcyX+JlL5eqzwYsvemm43FqXYY3fOucDwxwMxVDjnnPM8PQaWhnXIov5r8um0fj5vDU7Kc7R3dfsbBbpucL4e33q5/tuexTzQ/XzD8PerIjG05UJnElffvsLmYubyzRNdmXnpxr+VmXSix4pzW6+WmSLQfc+Feh/PYjrRtbahe7pE9PPpoV58jgx/Q4wa+l1Z3N3V66K80mvP2NfvfJro91nFui2Pc33NFt24vp4clXpt1W3pPcWXd/W4VMxPyUy/pdvoK+FfGAEAAAAAAAAAAAAAAFgyfDACAAAAAAAAAAAAAACwZPhgBAAAAAAAAAAAAAAAYMnwwQgAAAAAAAAAAAAAAMCS4YMRAAAAAAAAAAAAAACAJcMHIwAAAAAAAAAAAAAAAEuGD0YAAAAAAAAAAAAAAACWDB+MAAAAAAAAAAAAAAAALJmw7mC73ZUnWFtvyMzuwT2ZmeS5zJSxvp7+xsMyowS+vqdOX1/L5edflJnN9Z7M7O/sycx4NJQZizzQ76G3ou99OJzJTBR2ao9XfibPUVSlzFgEDf3Oj/IjmTnR68tMOtPXXHX0M55MFnPvrld/X7cOdf9tr67LzLW9XZlJ774gM87b1xmDJDuWmXSqv6lLwkJm2qFuX1VVOxw755zLsoHMKFEey0zpVfpa5vq+Qz+SmXQ0lZkk9mTGInD6vvJEX09nsCUzx67+OVeFHms76URmLPrbun9mpX5Xg82LMnPr5bv6PB19X9ubMmKycqJ+LD2cHMpzHO9fkZnQ1/3BM/SHxx4/LzMW3oru5/2eYd471PXHzWd1rXP2lH6hQX9VZpQ40nPw3t6OzMxiXX/4flNfj6cz21v6XVm0jvX7DNZ1Gxy164+Pu/W1m3POBUkiM41qLDMW+2kgM15nTWaOSv38Do50TdDM9W95B7oesqjK+jowDPWzubOna6qLjzwqMxvrep65c+l5mbHwPd2+5vO5zFSBfj4Np38rjnVtkYb338+nhrXy0FA3lJWuc4pD3R+yUo8FxfFi2vr5NcPYVbVk5jirf4bDjp7Lf+Cmrtf/5SOLGdeDQLc/l+saeW6otV1X92Hf088n8lP9WwZeY1R7fGSo30bXdPuLYz2uP3T6nMx4oW6jFt6Kzrz6nF7DlrEe33ZKvX9U5Xp8O0r0voUSh7oGnBn26OaVHvsDw5oniPRv5eGGzFikhi4TtnU/L6v6d+V5eu8o9HW78Z3ev7Q43NW/Fa8axv4DPRd5pWGfJdT96uyFA5kx8erv3bInW4R67PIDQ+NK9LNpVPp6LNYN49LQsMd0aV+PXauPv1pmHj29XXt89ytfluewyHLd98qJrt+CwNDWAz12RYa2s3NvMW191VCze4WhRqnq66rhuL5mcM6547lh3zFczB675+k+EzndH0pDxvKfgfu+DlW53v+wKG7W71nPZ3oPoJzoPZTOw4a98X09vlX5/e+xO+dMk3lViY0W51w60fN91DC89KD+PEFDj7UW333x2zKzva33R3YMY6DX0OurItf31VvX12PR33pQZrxUt/eeGC7aleHvq6Uec44PFzOXr5w+ITMvvfiSzJw2/D3XN6zvEz3tubTSf8+1iBr17zMv9D2dbet68yDT8/2dTC8aM0Nd/0r4F0YAAAAAAAAAAAAAAACWDB+MAAAAAAAAAAAAAAAALBk+GAEAAAAAAAAAAAAAAFgyfDACAAAAAAAAAAAAAACwZPhgBAAAAAAAAAAAAAAAYMnwwQgAAAAAAAAAAAAAAMCS4YMRAAAAAAAAAAAAAACAJcMHIwAAAAAAAAAAAAAAAEsmrDt47szD8gQ7w5dkpvAifSHhTGaC5FhmqiKTGWV8PJaZNC1kJm7o+375pedl5vVvfLPMXL92WWYsms6TmWKeyIzv6efj0nn977j6484554cr+ncM8uNdmWmH+p6mN3UmSVOZOerq9+Cli7l3V9X3vaIs5SnyaiQzR6OJzMSVfjZB7ahllwf6vlysI41GYPixXEbmSSUzfuOk/i2hOWzITOnrhxxV+nvD+Vi/z07Qk5nDfCozFr6v+9V8rMf//qlzMjOe1V9zkelxtNPty4yFX63KzP4VPQe7/JaMDNr6PJubLZnpDnR/sMiH+7XHO7Huv1Fbt1GvrfvD7m1dw8zLxbT1ua/Ht1Vf1yg3L1+RmY2+fj5+oZ/PcGZog0JvpSkz+yM9LpW5riV3Sz1BPHjqAZm5e3cx9Vuwr39rdqTHnWa7XXs8PdRty9NDrRvE2zpksL1xQmb6KwOZeemlF2VmNtdt56mnXiszK/kjMuPc78lE5erHydLwHgpD3b/e35CZ25evysxkptufRRLo/tlo6swk0W05i/VaJPD0b80TQ0EplKWhNou6MlMF+p0nJ/VYWhX6nlrFKZmxOMr0/DnxdWYoavbmbf2M0xU9dt08viEzFrlhnnGBYV0e69rfr4YyU8W6fkuG99/WnXMunVyvv5ZK/063p+vo3LCeyQvdLhqNjsxYtCP9Hi729b3/+zu6P+Qzva6MgyOZ2dzS445yPddtq2NYn643Lety3WeqdV03/PHVxdRvjVDXFnmha3ZPFF++p9dWWaLnh3iu93QsVtb0vlk21vVHWer32V/Re1XHM33vVVPvE5gkYmyK9d6kC3S7qZL6mt4555yhX6WGOsfi8r5hz7Cv9y0u/OAbZCbfP5CZ3T/557XHt1p6XLIIQl1vFk3dPwvf0PcS3R+yXM+NJ04u5t5dofdBk0zXnC6on/dObW7KU0xu6Wezu6/nPIuq0uObZQ1W5Xrs90tdx5Slfg+BoR6y8Dfr23vPsP82XNe/k8/0PaWTezLTqRaz5xr5utb2Ir3Xlxreedwy1DpF/ZgSG/7eZrG1rtdFvUI/m3Gk69ap05kjw3pm9aSuLSzivh53/EzvlTbFeJHN9Ls66en7Drq6z/yeTDgXRLr9dTv675WZYc81TfS4VKW6D8fRYv6+0GvUzyNzX/9O01BTPX5Cj13Vka4t9m9//3sx/AsjAAAAAAAAAAAAAAAAS4YPRgAAAAAAAAAAAAAAAJYMH4wAAAAAAAAAAAAAAAAsGT4YAQAAAAAAAAAAAAAAWDJ8MAIAAAAAAAAAAAAAALBk+GAEAAAAAAAAAAAAAABgyfDBCAAAAAAAAAAAAAAAwJLhgxEAAAAAAAAAAAAAAIAlE9YdTFwhTxAE+puTdjfSF5J4MlOO7sjMiZNrMqNsn1mRmXmaycxsmsjMExcuyMyz3/m2zAzWmzJjsbXyhMysrG7JzJ35scy0m4/UHg+LPXmOaTqWGYv5RLf1rf6mzBwc6+tpBasy00wqmVkrvyIzFvOda7XHW42B4SyHMtH39VgRxTozy0vD9WjdsC0z07Huw+ubuj+MDndkxvdzmfGcHpvkOfK+zBwPRzLTaHdkJjS09bKonYb+/Lci/a4s0okel6pK973exkMyc+vl+nceN2J5jtRryYxF6nTbaoZzmXnqoQ2ZOZzpZ5zH+p3fPRjKjEW4e7f2eNnR9zQO9LtK5rrO2Tz1KpmZ7OzLjMWJdX1f2b17MlMY6pjBo9syc3ysx5RepyszyvPXL8lMN9J9/JHtB2XmhWu3ZObZF74lM3/1B/+CzFi0kobMNCLd9/Lj+vq2cro/+LmeF7NEjzkW/fy2zIyu35CZ1z2gr3lneiQz/+7b/0Jm4r6eQyzKsr52TRK9VmkHev3V7eq56MWJHruyWLcdk+hARkaRfp9VS49vVaLr+qzSteuwuv/6reXpd5Vmqcw0wpnMzCLddiaG6/Gmi1mfukCvwbz6bQ3nnHP9qr622NLLGffsOV3TPx7f//t2zrlerN9DWep1UWBYX+XJRF9Qtycj7SDQ5zFYP/VU7fE41jXD8Y6ep0eHeuyqGrqO3s8WU789tKrXPC+8bOjnK3q8nU/0PNw/r/vwbH9XZuS1+PqeqgPDvk+g23FZ6DaaNh+VmcfPPy4zfywTzvkz3Ycjw/RZiJrA8/TvNC3j+oLqN7+l6/Gg1O1ita/XjL0tPd9PdvXeRu4WszbPOtPa416pf8dLdN9senrsSj39bKbxYu47fPC8zLxqTe/n733rqzITT/VYsDGo/625r+sKi1bL0IEr3T/9wDDfB3pu9DzDWs4wFljMM90GR2OdWR2IcbvQ5zi1qmvJ9TOnZca535SJRkPvDZUz/R7aPcP+eKrb6cTwfJLRYv62MmjX7zfnQ8Pf/rq6rvAmeuxqPKDr1vGh/luQRdXWtYVn2NcufL1v5iI9/qdin73T0GsMi4nhffaiB2Sm29Ttb9LS7WIUGM6TLOadzzJDzWnon1FZ38+jQNdCYajfQ5Eu5m9p47l+fqOJvp6Goc/MPL0439jQ6+4oNKxzDXZd/TX3Sj3WfvdQ10LXdvU9bXb18+vH339b518YAQAAAAAAAAAAAAAAWDJ8MAIAAAAAAAAAAAAAALBk+GAEAAAAAAAAAAAAAABgyfDBCAAAAAAAAAAAAAAAwJLhgxEAAAAAAAAAAAAAAIAlwwcjAAAAAAAAAAAAAAAAS4YPRgAAAAAAAAAAAAAAAJYMH4wAAAAAAAAAAAAAAAAsGa+qqlc+6HmvfBAAAAAAAAAAAAAAAAD/UauqyvsP/e/8CyMAAAAAAAAAAAAAAABLhg9GAAAAAAAAAAAAAAAAlgwfjAAAAAAAAAAAAAAAACwZPhgBAAAAAAAAAAAAAABYMnwwAgAAAAAAAAAAAAAAsGT4YAQAAAAAAAAAAAAAAGDJ8MEIAAAAAAAAAAAAAADAkuGDEQAAAAAAAAAAAAAAgCUT1h389Gd/XZ4gKnOZmaQ7MtNbXZWZL/3Jd2VmbW299vgXPv8peY4PPP0LMhMGnsxkWSIzw8lEZtZPbMlMFZ+Wmff/wltk5r/7+XfIzKPNDZnZ7m3KTNgra4/vTCN5jivfe1Zmfv93PyMz/9OP/7zM/JdvPi8ze3duy4wftGRmEtR2Teecc/NgT2Z+6ec/LTMfff8ztceDuCnPsZMNZWYQVzLT9Noy02ro5/fWd75HZj7/wd+RmaNiJDO5r+9rLdDf5k2SuczsjYva45/8rL7vZz7wcZnZXtXtzy/1GFiM9bM5PDyUmZNn9Jjz0+/UY9d7RVt3zjnf1++qKuvHLuecm8/rx//HLz4hz/Gd574tM5/59Gdl5r3ve5/MmO670u/T8mwqp89TGs7zsY9+TGa++PG31x4flfq+PU+39aqq75vOOReGul8181Rm/oenf01mPv6ZX5GZ2bmTMrOZ6hrvxsu7MhPeuSYzUaf+XfzSx/V9//0P/E2ZGXkNmfHXzspMUOhnU4z3ZSYOdRv8X97zeZn5B+/6n2XGebquKkTfC2J9vWXSM/yOnu9/4tMflplf/vDPykx3cEpmDg6nMvPsV74nM3/z7/yIzLzw8jdk5pl363f+ng99ovb4g2f0uBTMY5n51392JDPr3a7+rUq3nV/57Ltk5un3f1Rm1norMnN4rGu8MNOZrXMn9G8dHNcef+973yvP8da3/KTMNCM9X/UC3S7i9YdlJjCsZ753W4/9v/s5Xcc8/czTMmOZY/Oi/t7DKJDnONjX4/rJTT3mPPM+XZN+/JM/KjN+elFm0sOOzESreg1bFPXt2DnnXvyqri1+7w/12P6z7/qp2uONSM/llrrVUuPphHNZnsnMZz/xBZn5g3+l55l/9vu6z/RbemyPKr3G91q6T6iK/ROf1GvPv/Vj75aZsyt6DokM6+mjpt6jy9uG9Uypn/HnDbXr5z7xGzIzMuxJdFv197W9otfch5len/7O/6vP87Uv6vf5oV/8iMy0VvQ84zVmMjMtxjIzn+o12MCwD/qud+v9mN/8wAfqr0XMVc45F4R6DCx93R8CX49dgdPjwFveq9flz7zlbTKTGMbtoKnHglx3T5eJ/37WS3W/+9yn/57MfOyTPy0zt6/qWnKl15eZ3UDP5a85q/t5sq/rt3e890My89aP6n4e6fLNpWL9GQ31GnfN1z80rO7IzKfeV7/+cs65X3qPXp/OE93PT55+g8yMjvRcvhHq53Pt8I9l5mOf/W2ZefczP1d73A/19YYzw7jU0LXteK7nh4bhby8f+biuY575Bb0+zQx/Pz2aHMjMX/+vXyczL3z3Zu3xpNBt4pl363X5L71H//10dTCQmeNd/Xfj04/q9dWLe7rt/Omf6fXMl/6R3k995if035dbhn3tkZjP81DvU0UzXS+NDvT+yG/8E72n+JFPfk5mbr+s665eQ19PI9J9xvl6rl6N9Ljz9o/otvzr/+M/rD2+98b6fuecc+lMfwewZdivmRn2U7tX9L7sK+FfGAEAAAAAAAAAAAAAAFgyfDACAAAAAAAAAAAAAACwZPhgBAAAAAAAAAAAAAAAYMnwwQgAAAAAAAAAAAAAAMCS4YMRAAAAAAAAAAAAAACAJcMHIwAAAAAAAAAAAAAAAEuGD0YAAAAAAAAAAAAAAACWDB+MAAAAAAAAAAAAAAAALJmw7uBsMpYnmFelzLQ6KzJz594lmflv/tu/IjN/8A//RGYU3690JvBkZjopZObUmQsyMxnr62nEfZmxiIqezDyyuS0zB3evy8w8SWuPz7JInuNNTzwsM78vE86FcW1XcM45d3Q0kplZbnhXvm47UaW/5ZrN9HlMGvXPuePpcaCzsikzWWoYKwzfsPV6GzJjcbu6KjNFkMtM5uv7msYDmRn0V2VmoxPLjBIYrnc8n8lMmOvzNCI9VkzKY5m5Od2TmUXxPcN3lIbxvyzqx/9UjH/OOdfrdvW1GPiGMccymniG84SRbqNlqdtOLp6f1UGn/jxJpsd+5/S47pyer1yiM3FgOI9Baeif+XPfk5n5k4/LzIOv05kbh3dlphnp+kM5DJ6QmdZc1yfTA/38PENtm3q67cRuMW19N2rpUNnUGTEEhqW+p7SjM0Gi5xmLzc4ZmZmNGzKz4uv3+djFEzLzwncSmTme65rJYjisf4Zpose3bHQoM0+9Stfal557XmY2eou579GBHk8ePq3f1b1bOzITGdrytJrLTNWwzDX1VnonZaYZ6baeGNb3Oy/flJk41HXMhZOnZcYiDPXz8zxLrVOfsZSASaL7+Nlt/a4sKk/XgTO3KzPxtq6js0DfV7/Vlpnzj09lxv2hjqi27Blelqm2NbUbzQ8Xsy7/+p/+3zLTiHTf29zQ68rJRF+P39Z1aTI2vHNhcE6/zyrU63I/6MjMaUOmaajNJoa9Potxqt9nUuj6bRAGtcd3j3Qf90I9L/7tH9bj0te+KCNusKXr1sN9PV/FhV57tjunZKbf0e/h6EjXHxaTqP59jkvd1sNKz/dRpd+5YXnvFjS8yX1H55wLAt2vLLVOarj3pijxCsNYYbG6vSUzqdP1UiPR7SJ1eqyYzo5kZnf/lsxYdAz7Pis9vVd6b16/Z7ixru97PrTUv3qfwCKMdb3kl3oSvrGn11dv+AG9/7Fz85rMpLM1mbFY69a/iyDW/dc3bHu32nouWknr50XnnIubixngqlCvB9uG/fxxptvypZf0XN3p1P+NcLh/R57Domfov3f39X7DoKv/pvncFd0/G51zMvPX3qz7zJf+kYy4vKnb1zzU7zxQe7eR/p2o0vNDy7AetHisqffxHnq1Hk+u7wxlJsl1/xzNdd0QG96VxfxUfR04behraWX6Wlqn9NpqeEPvj0SP6/n+lfAvjAAAAAAAAAAAAAAAACwZPhgBAAAAAAAAAAAAAABYMnwwAgAAAAAAAAAAAAAAsGT4YAQAAAAAAAAAAAAAAGDJ8MEIAAAAAAAAAAAAAADAkuGDEQAAAAAAAAAAAAAAgCXDByMAAAAAAAAAAAAAAABLhg9GAAAAAAAAAAAAAAAAlkxYd7AsUn0GT39zkueezEReLDMvXPqGzPzlH3pT7fEv/uPfk+fwAn1Pw9mRzLQ7KzITt/syMxoWMuNmM50xiCL9HvL5UGaaDf0MZ2Ft83OB0+0mm+r3YBEFhkysn03mDO8qz2QkmCUys3nyhP4tg9tZ/TU3V/V9Dw+OZaYXdWVmY3tdZr75rZdlxuJmcFtmVjs9mZnP9Ti5O5zKTH7rusw81NqUGaXT1uNStxXJzHR0KDNplcvMxoZ+xuGK7jMWvqfHlKqqDBlDP3f15zFcistSwxxs4Bl+zPd1pixLmdnd3ZOZynAe5+n3YFP/rjzDmG15V67S76oIGzJT5ou577jUc/D+jSsyMxnpuejI13NEv9OSmdFc/5YSrj0hM4m7qDPjieHHdDuOgoHMVKUeAy0mDT1uWxpz4Ne3Hb/S5ygiwzjamcuMxe17esyJG/oZ54a+t7mxJjOjkb6vXncx9VuZ1b+rwDXlOabFWGYahvfZG7RlZjLRtaLF6ukzMvP8FV0rNnt6XNpe25CZXcOasFrR70KJnF5/zQ3Ta9XWY8VGX9eKnqfb+osvXtIXZGCpPyxzdRDUh+YTfU+dTsfwO4bx2KCa67oh7upnUxrajqEMdEcT/VuNjcX890hq1LGUZpaMbyi7csPaPQoNmwkGx4d6Pbh+Qs9Fk0xfc9bU45Jf6racG/bxlE2nx5y7t/V8f2DYx9tq63rT90YykxaLqdm9Y71e9kLdmu9O6tvgxrlteY5spp9xPzBMNAZJqJ+x19LPJqt03/Onuq6vDGvPweYDMmMRiT30lqf7byvWbT3y6vdbnXOuLHTbaob338edcy43TDSWuSg17JFEhmsui/q2XLjF7EEdz3RtMTXsm/Vaej+1XelxvdnU4/p8ZlgLG3iG9nX1ey/JTLRav5Y77OjrzQI99j/2mtfKjHP/p0yU+nW6dlvvE8wnes/18O6uzOwc6LErKx6WGYvhvP6+yrkea9tOt/WbO3r9ZegyrjTsd1kEsnJ1rsz0WNCI9bh94/o9mXnNa+v3vOKx/h2LTsuwxvV03Xpw+67MbJzW5zma7MjM3jVd61g0Kt12QsO+bJaLZ+jrucg31ASB5c8YBi9cvSozGw/q/Zr1bb2mnsz1Ra+Wer/mrmV/16D06995sqf3xKJA179lpMcKvzLsI0ff/7cC/AsjAAAAAAAAAAAAAAAAS4YPRgAAAAAAAAAAAAAAAJYMH4wAAAAAAAAAAAAAAAAsGT4YAQAAAAAAAAAAAAAAWDJ8MAIAAAAAAAAAAAAAALBk+GAEAAAp1K+IAAAgAElEQVQAAAAAAAAAAABgyfDBCAAAAAAAAAAAAAAAwJIJ6w7GjUCeoCo9mZlMcpnZWHtIZq7sfFtmOq0bMqNUZapDZawzfk9Grl0fysxjjzwsM8Ojr+vrMfD6+huiqKmfz+HBgcyU8Xrt8Vbc0eeYj2TGoiwrmalC3dbDQD+/RrMlM14+k5nd3SOZsdgI+7XHp3vH8hwnBl2ZWem0ZebG3esykzQWc99xv779OefcwUEiM2HVlJknVzdkprcpI24jbuiQkLmpzNy8q/tvMtLnScY7MjNo6Xbx2vNvkhmLLM9kphnr9+kHevwfj+/WHi9KPS963mK+6cwzfd+V02NgkRcy87rXvF5mVgYDmfn2d74hMxZpVd9nkqC2DHLOOec5PeeVlW4Tsa/Pk8f6PViUhu+BS8Mc6zUimQkNz9C19PX0O7rvKfmtfywz80iP/a1Y17/l2HDfTp/H7+v506KY6+fnNfX1FFl9G2yU+neKYCwzabiYtr59Tk+eaTGXmTwz9PP8JX1BTV03HM4Xc+95Wj/uZPq2XRTo2vZwdE9mzjx0Rmae/cqz+oIMGi1DPT7Xc2wR6znt1lTX4+OJfp/lnn6GyuYpPc/Mc30tSaafzWyu+3AZ6fM89qRew9oY1mmGbhWIddrBoa5/X/Oq18rM3PCMLUpf128u0/0h9vV8lWZ6fRoY5rSiMgw8BoGo2SNDLZ4aGoUX6/P4nj5PWhjelUGnNNQWhV4PVoZrNuxmubLQc1rk6Tao7Ozckpl1w/phahj755Ue+7NQ12a5ZdAxCA1z2kMnVmXmK3/2Yu3x1gldL6209NogSxfT1qvC0EZDPeZkU309Zahr10r/lMsSPTdajJP6/azVWO+zhJlhHIh0ZjrSfaayLHkMAqfHk9Lw94Ug0OtTy15LLMb/dDGv2zUN40mj0vVmWeixazbVf1+YGva1O33D5qRBt63fQ17q95nM69dpxaZ+fmmg65NRbpkZNc8z7DEZps5+S/fh69+7pH/L12Ngt3VBX5BBO66/sZsvX5HnKNZ0+/Nbeg7JDX+fKSx/2zPwK/1bQV7KzGpH94ebt3U/T5L6vhd5i7nvoyO9dmo09N9GL1y4KDP/4qv/n8z8xR98s8zMp4vZZw9iPafNAz3+B2X99bQDPb7NDPN9MV7MfR80H5CZZ5/7psxcfESfZ7uzJjP+XM+NVar7noXv1decazuGvydt6PeZ5LooDY/1b00N49Ir4V8YAQAAAAAAAAAAAAAAWDJ8MAIAAAAAAAAAAAAAALBk+GAEAAAAAAAAAAAAAABgyfDBCAAAAAAAAAAAAAAAwJLhgxEAAAAAAAAAAAAAAIAlwwcjAAAAAAAAAAAAAAAAS4YPRgAAAAAAAAAAAAAAAJYMH4wAAAAAAAAAAAAAAAAsmbDuYFHk8gSe78lMFLZlZj5uyMz2+imZ2Tm4IjNKOhnJTNTckplzZ18lM5euHMrM1Ws3ZCafH8mMRdXT79x5mYx09et0Xnel9vjBTLetMjVcr0VQycjqYFVmJkP9HrIilZnQL2RmsL4uMxa+n9Qe72yuyXOEsX5+s1Lf0/5EP5sii2TGYuf6WGZetf6AzKxtdmVmfnkiM5l+PO5WcKBDwu2978rMSkOP2acfPCEzVanHyWQ4l5kbd/W7ssgy3b7iKJaZc2cflJl79+7WHt/f0+/yqaf0HLIoQRDITJbq53fp6iWZ2dzclpk3veFNMmMR+J36QKbHLpc2ZcT39VxURbqt+61SX49BI9DjZH/ttMyM57oeSubH+rdWezLTahkKB3WOfl9mQqfbelXp76mDQPeHqtLtonWgazyLqNBtJzSUTFlePxlFpX5+eaTrxHapn5/Fy8/qMTsODWuVWIwVzrlm94zMlE7/VmNB/dzz6/t5lhmuJdRjRVXU14nOOXc81fXvmYfOy4yFZ6j9+4F+xnecbjsH9Utl55xzA08/w4uG+kOZ+3qM9A1zWq/QbX3Q0bVtGen5IV1Q/VaV+r6CQI/b41H99Qz69WtT55w7eULPnXfv1teAVoGnFwdlpufXpNB1fVDq51cYJpEoWtD45sQ7r3Rt1jS00Zmhjxualssjw0LOIPD0j5WGGqWqdJ8x/JRznuF96qlGigwPWbYJ59yg05KZ41zXMXuVnvdCp9ugRdbVD/C5q9+Rmde8pn6vdH+q56G9Iz2XnzuxITMW3qGl7+l5r9HR52k3dDueFfo9FJ6uGyxW/frrabX0/tu/3tXXu1Xo+uTNF2XEfeeaHkstcsPfDgLDfG84jbMMTJUYU4JwMWsVl+t76rZ0bdZ3uj8EHV2j+IYHOM/vyYxFMp7KzKCj65jGoL4ufan8njxHf1M/49uX9d9nLCrP8LcM036Dvua1Vf1b44NvyEy3oec9i3arfo598vGH5Tninp5nvvHc12RmozGQmapcTN3qDH+mqDK9R+LHurYona455/P6vhcZ9gAsglCPS0lq2EsY6f7wuje8UWbu3tNj10MPPCozFv5M98+oafi7elZ/71Wk20Qy1/Vv4Ov9aIsTDV13dbp6LmqOdBvcHen3eeqBkzLjQv18THr141u0r9cYzdQwBzs9LrUC3bZm3ve/VuFfGAEAAAAAAAAAAAAAAFgyfDACAAAAAAAAAAAAAACwZPhgBAAAAAAAAAAAAAAAYMnwwQgAAAAAAAAAAAAAAMCS4YMRAAAAAAAAAAAAAACAJcMHIwAAAAAAAAAAAAAAAEuGD0YAAAAAAAAAAAAAAACWDB+MAAAAAAAAAAAAAAAALJmw7mAQ5PIEWeXJjO9VMjNNMplZ6W3JTLczlBklS3XmzPmzMvPS9e/JzPmLD8jM175+U2a21x+TGYuovSkz371+TWZWGxsy8/K1q7XH+2sDeY7els5YzFPd/g6P9mTmeLQvM61GT2aajbbMXN67KzMW3/rys7XH/6sf+SF5juF0LDOzUSkz02v6Pax3t2XG4uKW7sOni4bMHF6rf37OOddq92WmrCKZqYJCZpSVpn5+r7/4hMzcujuRmUtHejANC90f9q7rOcSiKnX72t25IzNlrufGRx95tPb42mBdnuOF5/UcYuF5lnlafz/abDVlJssSmfnWt78uMwe39bxnEgS1h+NSt62qb8i4WGb8orbkcs45F/l6nLQoKz1WdFpdnVnRmcww/g+PRzIzmegxRV7LXF9v3tTvyivnOtPSz7hVrsrMPF7MnPawdywzXq7vvSjrM81Qv6dppuezoNLvymK9Xd/HnXPON3weX+ihyxW7ug83fN3WVzv6XVnMxfvc3TuS53jkbEtmokL3h2mm58Uw1vO9xdxbk5k01/3zwOk22M70ed7Q0fX4ueBPZUbxmydkJqoM9VKia4IknMlMFesaeeVsR1+PQVXq95AZ7t1r1PeZE2t6/fqtb35FZg6Hi+njXjmVGb/S43plqD9coQfKyOm6Pqjufy53zrlkVj+WRi39vnM9dLm8rdtWnusJIp0bJhGDotBjqcv1e/AMdX1uGS8KXZf66f2v0ypDPZ4a9guPJ3ovsLui+8yG0+1ilOj+aRF4eiztdPVewryoH9sttVm3pWvS2XAxbT0b63ce9PV81VzR+2bPfuOfy8zl6y/KzN/4Gz8nMxbbSf2eYbSq1w83+rr+vTfVbb28tiMzN49XZMaiONLzg2FKc6Wvx8DYUKOo9cFs1zCJGNy+ofc1jvb1+qEf6ro1jfW4tDrQe+inNhazPg0yXbMfTfV4e3tUX1c9Yrin5GBXZgadh2XGpNRjl2V+rQzz9NTXbb3Z0X/nSUZXZcZiIuqhtbZeD26dPCkzo39jmO9bekDJ88XsNReGtadf6XdeGtaevqfr+tGkfo/u5Cm9rrTwDfuOvtiTdc65dK7nh8Lwrvo9w98X9m7JjMW8pcfbhqV5iXZRHes+Xgx0jdxYUP028HS/2lrVY+lwpufYyjDvJZWuA188PJQZi9m4fq5pTvW7MmxfusoZ9jhbes04u6m/o3jF83/f/08AAAAAAAAAAAAAAAD8J4kPRgAAAAAAAAAAAAAAAJYMH4wAAAAAAAAAAAAAAAAsGT4YAQAAAAAAAAAAAAAAWDJ8MAIAAAAAAAAAAAAAALBk+GAEAAAAAAAAAAAAAABgyfDBCAAAAAAAAAAAAAAAwJLhgxEAAAAAAAAAAAAAAIAl41VV9coHPe+VDwIAAAAAAAAAAAAAAOA/alVVef+h/51/YQQAAAAAAAAAAAAAAGDJ8MEIAAAAAAAAAAAAAADAkuGDEQAAAAAAAAAAAAAAgCXDByMAAAAAAAAAAAAAAABLhg9GAAAAAAAAAAAAAAAAlgwfjAAAAAAAAAAAAAAAACwZPhgBAAAAAAAAAAAAAABYMnwwAgAAAAAAAAAAAAAAsGTCuoM/9sVflSfwwlJmHn25kpmT+zqTRDqzn05qjz/zsQ/Lc3zms5+XmUY3kpkb967JzPFsJDNrK7WvyTnn3KUXvyMz/9dv/5HMfPJjvyYzpZ/ITCvyZObmnfrn84Y3vVGe4/jgjsz81E+8W2Y++799UGbmiW5/8Vxn8jiQmbLMZKYb92TmrW95l8z86N95X+3xlb5+l6Wfykyz0M9mvVXIjD8/lJln/u7fl5kPfPCXZGazNZCZzOl3dTA6lplBb01mGpOj2uNv/eCH5Dl+/dc+LjNeod9DanifUdCWmdjVj9nOORd6+hn/+Nv1vX/8b/8DmRlGucwUgf7W0u/VX3PRvSnPcf6pmcz8zH//KzLzs2/R8153Td/TyfN67E/KVZm5dL0hMxvVt2XmIx/+gsx8+P/4p7XHp8/9S3kOd+qijIwOdB9vD6/IzBMPXpCZH3vrO2TmPW/9azJz6sJfkpk/e173vcHJjsycSaYyE7j6zM/98sfkOT76rmdkpvGkbqONVM+vVXJbZoKwKzP5XD/jt739aZl557vfIjPNRlNmfL++5pwner4PGgcy4031s/nYJ39DZp7+6Z+SGdfUc1Hk9JyWtVsyU4Q6E+T7MvNRQz3+MTGfF8N7+loCfd+3bur32Tv5Fwy/pceBX36Prls//ImflRmv1O2rLHTfc6WeGwPDWjjI6/vNL75fv+9PPfM5mZmXel3ZaOt1ZRTqde6s1O2i09N9721v0+P2b37qF2Xm2bGeq8Pj+nVj21CTzpt9mTm7pceBd77jbTLzkaf/V5nJDPV4o6nrrsrwnxHlvu7DK7cfkJmf+/x7ZebzH/mJ+mup9D0Vnl7DhpY+XulnHFZ6/fCTH9B7TL/ya3oMXF3Ta8bRga7ZZ8f6vs6mul9941r9euUz//uPy3O88xd/UmYasa43i1SPx1Gg65gs1e/TVfq3PvGp35GZX/2CrnXGh3q8rar69l5W9fsIzjnXH+j6NxnrOeSZd+tx/dOf/qjM3Cn09eSl3reYTHV/iOJYZpxhvP2N9/+8zLzjrT9We/yJN79JnuObl8cyczbQY6A/uyUzk7Fufx/81d+VmV/7kN5z3cj1e7g31f2zZZirE/EIE39DnuNdn/5RmfnwO39dZkYTPafFsb7vyjCZV5Xuw3mir+eTv/23ZObXP6T7+b1c73ndG9ff+8bWQ/Icd27ptXsjWJGZL3z27TLzjo9/SmbWUt2vHnjkcZl56Zb+m8hQD5MuGenx4rc+8gsy89FP/93a41mmx+N0rNdoK5snZObWV/9AZrb/ot43e/qtPyMzn37Hb8lM6esX0evrvxfdvKnXK6dP1a+Fq0LXQj/zy2+Vmc9/5gMy84dt3a/eZKhbVxM9VoSRXsPe1k3dffDp+r+TOefcLz+t+0Onpa/5cFxf1/ebev3lZ3rf527n9TLzyWf0+Pa5p3XmoH9aZvZP63l646be2+jM7sqMH+j29c4P1I9dzjn39Afr17ChLhNd5HSdkxrWIbGn9xvGvn42r4R/YQQAAAAAAAAAAAAAAGDJ8MEIAAAAAAAAAAAAAADAkuGDEQAAAAAAAAAAAAAAgCXDByMAAAAAAAAAAAAAAABLhg9GAAAAAAAAAAAAAAAAlgwfjAAAAAAAAAAAAAAAACwZPhgBAAAAAAAAAAAAAABYMnwwAgAAAAAAAAAAAAAAsGTCuoPro1KeYJzPZaY8zmVmmkUyc5xnMpNGhczIc3j6d6YHxzJz7/oNmTn72BmZGVeJzDz4n/9VmXG//UcykkZjmSn163Rh2JOZPGjUHv/Sl78jz/Ejf/kN+mIM0iKQGa+t22iR64eTJ7p9NZu1XdM551zY6suMxeDkrPZ4L/bkObqlvt5Gps+TZbr/FlFXZiz6vn5X+9MDmQl93XaasX4+fjqVmUtJU2aU/+eevqdB2JKZzDAOeOWRzLTySmZm81T/mEExmMhMuzSMBXrac8G4fv4svA15juObh/qHDM6e18/v2ottmSkKPa5PnR4nu9EdmdlYrx+XrI5e+krt8c1Sv8zk5rMyM/bq5zPnnFt74JzMpJ5+fhYnLz4lM8djPeY0DP2h5fSctrG9LTPXr8uIvpa1VZkJEt2OX/q3L8vMhdfp39o90s84P9DPzyL09RxblbquD6P684R6OnNB0JGZtKGv1yLu6fNEsZ5nXGqoP4KRzDRaeuzKjvR4azGb1X/336z0y+q39djVeETXXZNTJ2Xm1vWrMmPhefq/dwgNr9wSSgzLypnuVq7p3//6tKpftv95xnBPRWiZXw1zUaHfw/BI110WfqL7Xsfy0v36NXW3qceTeaF/ZzzUdbRJoN95YBj7s1Jfc2BYqwSJ3pMI81hmLGZl/ThZenpNVPh6fo0zXSNnhb6nuaEOtAicvq+7t/U+VNfXtU6/uSYzs5lei8w3d2RGiXJ934FhTqsivUCdR4Z9loa+nrJYzPh26YV7MtMw1F7r6/W1divSa56De1dkpt85rS/G4DF/X2ZuT3S/KgLdP/uGfbympyfz2f1P5c4558Kovn1NhnrO6zX1s8lGuv+OSr0n8cDDF2TGud+VCb+hz3O70u10NtBj+6WZ3teO1+vnxsS/Ks9hUTq9nvZ9w36hof4tnaEWqnTdYNjiNGmtGfpnqa9n5tfvYZ55QPff1VXd1i99T+9TWbQNe+jTka6prl/TY7If6PGt5en2NZtYFk/a7LB+DzgsDO2vMtRUma6Fwpbek9jqL2Zd3jT8eWY40XXD4Vjf+6lzOnPtWv3zOXNyIM9hcd3Xz/ixxLDvmOj2dxTpgWmQ67Gg6ixmrWKpJzdDPRe5lfq9ltywJ9ts6/ewlt9/ve6cc2GpG3s50f18cqhrnfb+rsycaOv3MK4WU8D5J5+oPT6f6X2WJNdzuRcY9kpDPQ4cR+v6PK+Af2EEAAAAAAAAAAAAAABgyfDBCAAAAAAAAAAAAAAAwJLhgxEAAAAAAAAAAAAAAIAlwwcjAAAAAAAAAAAAAAAAS4YPRgAAAAAAAAAAAAAAAJYMH4wAAAAAAAAAAAAAAAAsGT4YAQAAAAAAAAAAAAAAWDJ8MAIAAAAAAAAAAAAAALBkwtqDeSlP0B9GMhNlY5k59nOZydo9mQm8WGaUotT3HXv6W5sHTpyUmX6jKzN51pAZrzGQGZNWJiNh3pKZZDqUmQtnL9Qef/HSNXmOf/KH/15mLPYO5jJTxYXMnG6ty8z8YCIz7ZZu61997msyY3FedD1/pu87a+rM1A9kpvJ13ysLT2YsikJfT2C45tLpsasqKpm5vXtFZk6c/0GZUR6qdBttZrVTw58r9H37vh4nR7GhXcSL+bYxa+i5yKW6fXmRnmeysn5uzIumPIc/0/3BIuzo+x6casvMQaLnolZbjwVd767MZIFupxYrjfpnmMYb8hxelspMlOvM0SSRmbWtNZmxSFPdr7KpbhdtQ03VC/V9JeFMZvz2EzKj7FZTHbqm5+DVUL+HKjHMD3PdLsL8YZmx8Jyhfgv0+BZF9Zm80M/PM9TIgWF+sIhT3f6CStetua+fTewdy4xf6HGyTHVNYDGZ1p+nMrS/zRW9fjga78rMS9/6ssw88tgbZMYk0/NMkep7n3m69k90qeP67VWZGQ51/1T8UPeZ0JBxhtIi9fT1eg39Ww3fUE8aFIYXMVjXexKzWb/2+GSi27rfNqxD8o7OGJTO0NYNlxOGer5KMj1/RpWuXcfjQ31BBn5R/z4zTzfk0DAvzg3PZlbqGrkq7n8PyjnnJoa9NVfodpEH+l0ND/TzaUz0vLfyqvuf06KZPkfDsB70cv38ytDSh/X1pJVuOxYXT9ePS8451yh17fXyXv19tYIz8hydph6zD6vF1DC+Lt/cVlOHXpjq91mUus/MUt0fen09Flg0RT1eGq7FMD24Vqzf5zjckplLd+7pHzP4N+m3ZKbh6fcZhnr8b2zpfhVE9XN1VC2mhskKXZNmhv1C5xteuoFnWA9WTq/dLYZ7+t6PE8P6Pax/F1/72r+Tp3j4Qb3m/uEfekhmfuuzMuKq0rCAMBTk+4Y12Hiu58bzZ/U+SxrqecbCE2sRv6X7VX9D78VMbj4vM1FT1+O7ByOZsdjZ0evK8xd0bfbSZX09Uayfz5mz9XXpzp3F9PHDff23qye2r8tM29dj4HdjXeOtV4Z9qLGh1jYIW4a/Yzf03tC9O/Vrp5mn98YDw9+3huN9mbEoGnpcD5zuD2e7J/SPefq3rib67wsnTy+mZveef7b2eNPT7dir9JrRC3T96xv+lrY10s/vFc//ff8/AQAAAAAAAAAAAAAA8J8kPhgBAAAAAAAAAAAAAABYMnwwAgAAAAAAAAAAAAAAsGT4YAQAAAAAAAAAAAAAAGDJ8MEIAAAAAAAAAAAAAADAkuGDEQAAAAAAAAAAAAAAgCXDByMAAAAAAAAAAAAAAABLhg9GAAAAAAAAAAAAAAAAlkxYe7TdkCfIDmcy08n1dylzz5OZcZHKjF9kMqNUSS4z0+lEZvrNFZnxhvq3Wp5+D8d7Y5mx6GctmRkbHnFueJ93Dg5rjz90/ry+lrF+DxbJvs7cKHZl5oH1tsxsTPWzSY7mMnP7cEdmLGYuqT3eaNUPE845l6VdmUlj/a7iQLf1KNfjgMVsFshMe6Az83wkM8P9uzLz+h+8IDNFWsqM8qr1gczs7+oOEXv6Wjo9Pfbfm+o5pNXVY6lFkuvxNoz1NQfO8h7qB8q4rdtx4i9mfBvPdTvundADux/p+/YuX5WZjqGfu8N1nTGYTurfedTQz8YPIpmpRvr59VqxzESz++/jzjnnlYZnHOix3fmGGi86ra8nn8pMEt7Q1yNE+nW63oaeX1c29bOZZEOZCcdrMpOMDQWIQdPXY1fi63YRTqra41Wu53s3NLSt+p8xyyNdd5VBU2Y8T88PrtD3nqW6ER4U+qcsoqB+nKwq3baOp3rs6nb7MnNuXF/TO+dcfvm2zFh4hrmo4/Q7P5zqcen0uVMyM7+tG/N680mZURpNQ02Q6fEt9PRYkRb62WROZ8KgIzMWfqlr7Vbjlszcc/VtuQg35Tl6vp6rJqUelyyCTNcNVan7Q5XrOrrT1O9zXunfmm/qmskizMQ7D/R4HBR6zb0T63m6H+hn00uPZcaiGOp3XlR6npkY9kg67kGZ8fL6fQLnnEuqA5lRJg09LvmhHmsLQyar9CTsG2oUL9ftyyItjmRmdKDHnVbvXO3xaqL77/r6SZkJW4Zi22Bq+G8XY6drs/Mdwx5xpevSo1Lf1+FYz7EmZX2/6g50vT6sdPvzh3rsOtk17GVVej1o0e/q97Bi2EduNnsyM93T9W0Z1rfBQrwnK8vas2HYp4ob+tkUhvGtLA1rnnIxi5XJke5Xg/6WzPid+ntfaei2de/KNZmJy8Xsv+Vz3XbKuf4bzmyu38Pr/tIPy8z+Fb0f3fIWszhf6dePX+Op7g/JRI856VDXHq2VbZlxwWL+O/rBQNdvl6/p+7p4QY9v331O15ynTtXv+6+vL2Y+Cyrd1m829N7uhZ6+pxMtPQZGc8MfLA3rXIsq133mdqL/xhqG9X/7bBR6bVU0dVvfWjHsERuUK/pdtTKdmV7WY+Dq2lMy853IUtfrfQKL1zxWv8afFvpaKl+3Yy/TewlRU2fGYz32vxL+hREAAAAAAAAAAAAAAIAlwwcjAAAAAAAAAAAAAAAAS4YPRgAAAAAAAAAAAAAAAJYMH4wAAAAAAAAAAAAAAAAsGT4YAQAAAAAAAAAAAAAAWDJ8MAIAAAAAAAAAAAAAALBk+GAEAAAAAAAAAAAAAABgyfDBCAAAAAAAAAAAAAAAwJIJ6w4mDf09Sd6qPYVzzrlymshMs9mWmdDPZSaoKplRNtZWZebq3j2ZWW01ZMabBTITBbHMtEtPZizKiX7n02ImM3lHt4sors/sHR/Jc3Tai/nmac3fkpnm+imZKSYTmcnKSGaODjOZ+c/Ov1Fm/pn7pzKThPVt59Dpa3GFbn/ltCkzaaT77yzVz88ijQuZifJDmSmPp/rHkv9CRuaeHt/+6Eu67ymHxb7MFG09Znsd/c4Dw/ywUaUy0/b0e7AI2rotV4b2VUb6XTXEvc+aenw7dFdkxmJW6HEyCvV8Vfh3ZKY71G2003lIZtKRbjsWnaBfe3xW6XfpNfUc7IeGvpnq9nf61Gl9HoMs1/3z6GCsz1OU+sfCdX2esb6e5kDPn0pr2JWZo0K39Xuenot67YHMVE09vg02779udc65pKt/yx2vych8WP98ptGGPMfq8Uhm4uz+5zPnnBvlhrVBS/e9QJcErm8YS0tfzyFhZ0X/mEEvqq+rJoa6Ym98TWaaM92vyql+xmu9nsxYfPfSrsycPaXH7cfOPykza/2OzFw51O099O//nXdW9TmCkR6zC09n1mK9Fs6crmPitj6PRVYZ5uFyLjP9Rv16b5zo+jds6PcwTHWbsNgwXM+0pddXgWF9mjo9h6zO9JiygK0Y55xzXiTaaaEH7TLRzyby9di1Veh6fKUayoxFXOm9IS/VNXLu6efTiHSfGbcN67SBrquUwOlzWOZXL9HjW/2PCA0AACAASURBVJQb5vJAv4cqMxQOBn5keH4dXXP6Qf0af+MBXb+N57odP/+S3kuwGAd6sDgudB/OEj0urRrqwNW+rlFGI0OtbdDp1ddVN6/qMWd3ali7z/V9N471ejBsGNaDBsGBYd3d1+10OtN78bGv2061Uv/OjyeL2Y9w3dsyEnt6fJvN9bvyI33Nga/Ht1ak6y6LqNJriJ0b+n2eOlNfT8a5Ho9PnXpCZo7KxbT1ean756OP/4DM5FNdTx5cviwz05me7+8G9z+XO+fc6Lh+3EnneuzvG+ZgV+rxLVzZlJkiv/89KOec8yJds0epvvcrl3RbfvTxlsy89OJO7fFzm9vyHBZRQ6/LL4+ekpk7t3Tfe3Bbzw+d+fMy0x8sZi4fJYZ6PNd9r13Ur6kvPHRRnmPvWL+HdtPQrwxmiZ4fwljv/3b7OjOZXpeZiwPdvp7/7mLGtz+5XN9OPUNN6gzPxnN6PMmqY5npGvZuXwn/wggAAAAAAAAAAAAAAMCS4YMRAAAAAAAAAAAAAACAJcMHIwAAAAAAAAAAAAAAAEuGD0YAAAAAAAAAAAAAAACWDB+MAAAAAAAAAAAAAAAALBk+GAEAAAAAAAAAAAAAAFgyfDACAAAAAAAAAAAAAACwZPhgBAAAAAAAAAAAAAAAYMmEtUf9+sPOOeed7MjM8MWbMtNPx/q3ZoHM+J6MSN+89K9kJlzdkJlO4/9n506DLDvv+74/Z7n70n1775npmcFgJSjuWm1JSVVKjiuW7CqVnIrjMkVLoimKpLiIBLiAWAgQC0EBJMFNkiVbVJy4FCmuKE4ULZZohxHFRSQBkNgGwOwzvXff/Z57tryQX4rn9y9OV0rJ/X5e4vxw7rnnPM//We6ZnpOZyTCWmVFLv9eTlo7m3Z9+rSkzu9OpzHgul5ksywqPV4KyPMcw1m3UYrWpz7Pd25GZcKEqM71KKjPTsW4XN3QWZcaif624X1XqJXmOsNSVGX0W5+Kxvjd+rDMWlZJux9FoIjO15itkJqzrepFuPyUzr76tUnj838ozOPeNq5HMNNuGp9XT96820nWgFLdkJur29fUYxHlxzXHOOd8Z+qen708pGBefo7Irz9FqHcGA5pxzNR2JIl3f+oNtmTlePiUz9V3D/Yt1DbRI4+L6Vm/o9jcIdJuory7LzM6Ovsf/6xf/D5mxaAa67Zxc78jMwb6em5X94rbunHPllq47m7vXX9vDF/W8q1bSdaliyAS5Hvey3oLMJIYx1qK/rZ9DtdyTmcAvnteXU12Pe/OXZCZqXpQZi6ikn/lcpueTlrmtP9TtolXSfe/SRD8ri3gwLDzeXtJz+qU1w9oqqcvMeEF/1ksXi6/X6if+i5+TmYtXnpSZZ7/zksw0G/p7xZ4eZL1Y9z3lD778FzIz39HX6yW6HaexHq8Cw6J7PH5ZZiwahnVuMjyUmcXgWOHxodO14tKe7r+vPHM0c5itqq63fll/VjJMZCYLdObU990qM7tf25QZi34m2mmi96CyrHjd5JxzyVCv9S41j8vMk5PbZMa5P5KJlq/nQvsHek7Vntd1u3ZMf9bVqa5dJ+eufz9mt2eYa1f0dwp9XSu8XN+/LNHfKZoczTqtN9DttDq/ITP1vLh+/eEX/0ye4+SN3yczleqrZMaiVdH1djTW4+ukrJ/DbqT7eW9Hz1E6c7oNWsR58dwr6utr2WjoupRFeh3S39PfKUn1msciNdy/SazbxTjRc505p8fPyf754kBb9zuLzLA2cJ6uXYFhUycw1EA/1/PAkWFOZZFWdd/rVHQ7LYvfBvyp3offfUnP36KmblsWw7GeU40T3S7iiR6vBn29rxgY9i8rnaNp765c/KyqLX2PA0/PCeKprku1QI+vY0/3B4uqoZ/nNd1OY8O/6z/c0f3qxpPFeyRb+mdak6A+LzOvuPq0zGQD3T+/ka/KzE0r+neyUyW9/2FRXtVz/4Nzz8rMJCke8/NQ15N0pPdt+1Pdbixyp/fQx/FIZuo1fT2j/Rdk5qae7nsHx18tMxYrjeLPWlnT9WSqH6c7jHVbn6/q+uZt6/b33fAXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZwwsjAAAAAAAAAAAAAAAAM8bL8/y7H/S8734QAAAAAAAAAAAAAAAAf6vlee79Tf+dvzACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCM4YURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxYdHB3/6FR+QJpqknM6VpWWb8pcJLcc45942TL8qMV5kvPP742++V5/jMZz4hM4eHhzLTbrdkZnv7mszUk1WZGQQDmfnoA/fJzBf+9e/LzOaWvuZB/5LMONcrPOoluTzDYVO3v0/e9TmZedObf05mTp/akJmT66dk5sLFczLT8HWf8aq6z7zvzg/IzOPverzw+EFHX2++0ZCZelVn0q2pzOxMOjLzyQ+8W2Ye+MUHZCYsG+pbVpKZ/m5ff9ZNkcz4K5XC4x/85fvlOT7zsc/KTJRMZObaxedlptFclJkrZZ1x3S0Z+Y3PfExmPn+/ztRbuu8NU50Jo6TweN7VNTsKY5l5x0fvkZkPvu/9MlOu6HacZLp/lmo1mTG9qeplMvLhuz4iM5//7TcVHg9Ht8lzXPxGW2ZGOydkprao+3iw/g2ZufeBh2Tm0fe8TWb6Jf2s8nZdZtKebqd5rp96OhkXHv/Ypx6T5/jYXbqtXzXUt9ppPd6PDf0h7esxZC85IzP/44f+W5l503t+XmbaJ35cZk4vFdeCbPSUPEfVNWXmuW09Ln76br0O+eAjep5Tm+r5R1I29PNDS93Wc5TaQfH81znnHvn0nTLzi+94e/HnVKvyHFmma63n6XbsnJ6zR1NdKz73qSdk5tP/Qq9nqhU9TidN/d17uW7Lhz3dllcaxXP2dz2qa9cXfvW9MuMmeiyfdotrrXPOtZp6fNiLA5n5q9fMycxv/sz7ZOaBR3UtaA90e9/yLxceP7a6IM+RntX1ZL+5JzP33qfb8T94/FGZudUwqzo5HslMZVS8xnDOuZ2yXnvOVXS/euedui1/9CN3Fx5P4lSeIyjrOjAe67lZp6HHh9W2Xs/8s3e8WWbu+bl3yEz1uG6DXl33zzDTzzMI9GeV5oufxdt/UY/Tb337B2Wm3i7e53POuW3dLFzLsG/2j0/q771nWKv8zFv0d//lD7xVZho1w3w8K/7ySfHWr3POuWmgv1N4ICPuE4/pOfsH77pLZizTjyzV15wkev4RBLqWep7OPPSgXqe9790fLjy+sm6Yt+pliBtN9TPPsl2ZWVnTc6F3vl0/zwee+KTM+KWhzPQm+pq9qR7TVlaOFx6vL+ra/5afeqPMfPIeXddPrOt7HKfP6oyn96N7h5bxU0bcL7730zJz3326XZRS3T9LohYc+rpvdnv7MuP7ej3zqUd/XWYevutXZKbq6zY6dboI+oaxyPOL9yadcy7UEffO+/W89L7Hi/cnU8O1eJllDqP7jDfRY6cb6Xt810f13tpdP/sumWm/cl1mLi7JiEsG+vfINbU81VMhd+9Dejx75B49p/faen3Vqunx6vx3npSZRl3X7Wpd79fccd+DMvPrDxevVZxz7tJOV2b6aXGfOMgMnTPU84bq/JrM/Nrdd8jMZx78qMxsbuu+N3F67V5f0HOClRO605z/hv5N6VHD/ttDdxX3iaysx5DyWLf1SV23m2Cia6Bf09fzXf/f7/n/BAAAAAAAAAAAAAAAwP8n8cIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzhhdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMWHRwZ2lvjxBudSUmdE0kZlpPpSZZDyVmfX5eZlRer3ekWQ68x2ZOTwcyEw+V5KZ8vJEZiz6/UOZmUSR4Uy5THhB8ffKKxV5jrVIf47FD/3gD8vMl774ZzJzan1DZrzAcM1BKiOD8dE88+xCufD4av4KeY7D/LLMHGSXZKYZ6j5Tqes+Y1FY/P4zP9R9L8t1f6iv6Gc+mY9lpnri+utbnB7ITBDqtnXydE1/lhfIzLfObclMmu/IjIVf1+9IHka6tntOf3ffKx738rYeF6PeWGYsao26zEwi/VnVkq7JeaxrVzbRGb90NLV9tHtj4fHLzy7Jc1QM/eHEa1+Uma2ublv1lm5bFuXWCZlp6O7poqmuS2lVt2WX6/O4gZ4HylMY5h5nTp2WmfN7ezLT6DRkxq9lMnO2fzT9fLlRPJY751xjqsergZiXHuS6P9QMj7KcH9Mhg9DTfcbzDW001f2zNNb1Yj/Ws4ubjutx2KJWKX7m5VB38jz3DJ9kyfy/dRbn6mf0M09Gul8dZno+mTndh0+u6LlFK9BrWOXy1FC0J7qtl0u6dl2s637e2DTMFZ8/mqeeDPT36l/V92daK15njJv6HIFhBZGNjubf5NxY15/l9fT4OhJzUuecK1f0syqnev62n+q5ooUczQN9vbWm3qfaP9iXmUbFsOaJr7+PO+dcbV2v9byKbqdxahj3fL3OnRjmVa2pnn8ot52akxl/WWcWDTVwqpuxe7Kn29dubKjJBuVQ37/A07Ug94vrTj3X17vc1/PEPD2auh74+jx5rsdgl+sH2mzoWhCI++ecc2lmuB6DUl4tPH64r/fEak09lwwNa/e0fFJmnvrqH8mMRZ5d06FIz1GWSmv6NJmeo5x7/unC49Uj+G3BOed2K3rNc2AYy/P0lTIzTpZlZjLRn1VKDGOIgWeYN4RTvXDs+qL+n3yVPEfQ2JSZZHo0fTzLdM1ODDXZIvV0LfUM/1bc8qxMxO88Y1/PqfJcX29mmebEeq23VDua57Bxi65LyUA/q6lv2Ac17EONo27h8Wq1eByyCp2em0UT/b3HmeH3kAX9WYmh7QQTve9jMegb2qmn949ac8X79a1SS57D0K1cuXo0vyFOy4Z1+VD/tjy/siozmeGzdncuykwSHM2eq5cX1/bcsA6JDWsrVzLs440Nv1fuf+9jGn9hBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCM4YURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY8Kig4e3leQJgjyVmTiKZGayN5aZpXheZtJRJjPyWsYjmSmVCm+dc865SqUqM83GnMysHdOf5fy6zpgY7l+mn3ka62eeeV7h8STRnxONdLuxKHuBzDSbDZnxfP0OVhJN9XnaFZnJYn1/LMLV4u9+aWFTnmM+bMnMxsGCzOR+LjMH+SWZsWjXdJ8Zebrv9af7MjPXSWQmbehn3o/1eZTcn8iM5+laWzbUgX1DHZhv6zqZjHTGotfR/Twd6vvjoqGM9P3i+lZv6vbXOl3T12Kw19Vt1A917QoM40O72pSZ2oLuVzVDO7XI0uJ+lZb0GOItX5OZUW1HZvyoIzOhvyozFgepvn+ZYdxzTp+nVNO1K0gMY9rC9b/DvB7oezzt6tp1pr4iM6M9Xd8WlvT9e7H1ksxYLK+ekJlrV3XtaojuWa2U9cUExfXPOedqk+sfz5xzLo309fgVw7gX6bo02ddtp9QZyMzihu4PJrmeM+lz6IiYrv/n0+gTeZYPMxhOtmWmXNFjrO8b5v4lvRZODnW/ioMjaO8dXSO9ur7eLNYfNWnq+rahp/5ucuWKDlkcdGVkyVuWmTQrbhfjnb48R1nfGhf5R7NGaxrmXSWnH+jQsCcRBrou1UJdDMKSngdalIbietp6Xb4d67lZ4Ot1+bTfkxmvui4zFlFN18myYb+h5ulnPjasc3PDVLHTaOuQ0I/0s5peMzwHw9wizXSd3Pd1R/ebhj06g8DX/Tx3uu95YkzLDcU/zPXnZMn177c655zn6bbe6+qaPN/R+6nxVPfzLNSN3Rfre6vaXPG8NHf6esuG6fjWQN8/Z6gnP/U6vcb4zS/oj6p6ep02muq1ecWwF1+u6jFi7djxwuNPPf0teQ6Lw31dTzp1PYfxEv29fUPRrhvmpN7RTGNclul+Po71Oq22fEPh8bSsn7ff1PssgeH3GYvc6edgybhM19vUsJ7JDcsQ37AXb5GKMSIJ9Rgcpvpa6obfQzpVPe6ttw5kxuLC9lWZuaV1SmbOTPX9OWuY68Sl4nl0KTQsCA38kr6WUqI/q97S42sQ6LExneq2s9I6mt9PY8N2fZTpul0V+6mVXJ+jHuhJQXj+rMxYpBO9Lq/W9Hhfres+PMj13L/R0b81zg0NkyaDVKwbw1C3vyTRmTTV15tnuj+0K997XecvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMbwwAgAAAAAAAAAAAAAAMGN4YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzhhdGAAAAAAAAAAAAAAAAZkxYdPDq5WvyBO1SQ2Zyw4XUvbLM1KaFl+ucc24YTw2fJj6nXpWZySSSmaef/pbMVGtNmTl1+jaZ+faXz8qMhec8mZkGY32iin4XKUyywuNVryLPsXJmWV+LQbd7KDMLnQWZuXzlosy0m3MyU6nqtp72hzJjsXPiXOHx5A2GfvdMSWZqk5bMtNuBzMyHuuZY9KeJzMT6clwS6D7TWNX9PF7Q93A/slTTYuOqvt58pDODoe4PQaCvdz3X37s/nsiMxWgy0J811f2qGeq2HFaL788LqTyF29qJdcigOdHj4s2vfKXMZAd9mWlkuu30Iz2GbInxwcorFT/zYHlPniNrXJGZODohM7V8RWYGO0dT18O2YQwJdCOcpHos97u6X0WeLqbThr5mZevCBZlZPn5SZkoT3f6yVH+ndPeyzLzilK6lFpmhlkaZ/l61rPh7HfZ1Hcj0lMrddHJNhwzyVLcbz+m27sUdmekd6npx63+lP+tgcP1rlb+mxljLnOH65xX2jzqizwp1n4n6et6QtPQ64+LWgcysNGoy0wyv/5n7h3qtPDbMYUqGNUYr0euri0539BNn2jJjES3oOXtQHslMSUxRvLFuE0sbeg448gxrZYP61a4OlXS7cB29DqkP9Wf1Jj39WbHeI7FIxLMKAsP6oafHqxNtva48uKzvTbCu245F2TD/DQ37LHGkx6KSYa7YWdT19uWzz8mMkpT03Cwo62deLunvHeW6nqSJntum3tHM33xPr508w/iZJ+J7+fr+DQPDWNUx1ByDQ8P+26233iIz+3v7MpMZ1t29Q13fRuOjWadNVZ0MdB1ol/WedTfW53nFol7PXLqqa6mFX9OflRm2fcaGPZ3A8NDzSXGf+bEf+Al5jn/76/+LzFTqSzLjonkZmQwNa56qYc0T6j2m6Gi2oZzz9DVnoR4/h2lxW97oP62vpav3dLJQ79VbpIGeC2WZYb8mNOyJ+Xp8CJx+oOXppv4sAz8tXhfluZ7DlD39nY7N6Rq4lOt1XDN5UmZMMt2Oo5Kef6zm+lldHhr21qrF6xW/uivPYRE09bzhyo5eo7m+Xk/nPd12Dse6XQymel1kMTH8fpUmlj3X4naRpfoez410pnr+vMxYTA37yNWarm+hWpg75y5d0vu733/quMzsR0dT34JYzIEN67hqottoe6jvTXlqmLNH3/u8lb8wAgAAAAAAAAAAAAAAMGN4YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzhhdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMWHRwcWDVXmCStmTmSwvyUw+mcrModuWmXbrFplRfC+XmeGwLzOLi/MyM9fpyMzXv/5VmYn7dZmxCAL93Z2X6ojhVaR0nBUej5KhPMezF3b0BxlME93+mu2GzGSpvjdlryIz/e6h4XraMmNxen6t8Pju85E8x86zE5mJ1/R59kcjmZkPl2TGouwNZMYPdO0KVwrLqHPOucu+bqeddFFmSuNEZpQo0/c4cLqNOqfbesnTdalU0cWi0W4arkfb6Y9l5vjSjTJTNfThMCq+P1Gq29/WSPcZixNzunZdGezKzH5ZP6vDmu4ze+2WzLj2cZ0xmI6L22BQqspzVGu6Hmd9XQfCSM+XSi6QGYteX7cd34tlJjb083JV988g0ee5fPmqzCjVVX0th0lXZpbahvmv/kqu5PQcz7tqmHcZbB4cyEx77laZGUbFz6HV0PWvc0qP07vdo6lvkaf7TDnS/fya4Tk0TuhaWnE9mRlNj+Z9fc8VX7OuOE6cwU5dy1FKIz2WVzt6TuVduSYzZ5r6mU9CXQyaN56SGaU80X2mVtFtfTrV84/RWH9WJ9UtzPeuf97qnHNXnF5nLBmWRaOX9wuP1wzznN2GXjOW5yzzaO2V88sy82yun4NX0XOUvqj9zjm3vaX3YvKG7jMWo7B4jrKQ6/XMrR09Fp197jmZmW+syExQPZq6HlT12inP9DNvtvX8Y25JP6tnzj4pM1cvPCsz8hwv6HNkHV3fcqdrTrlUk5mGYW4bGfYDLbzcsLeW6zE2FM3Cy/W9GYT6c7pdvWa0mMa6lna7ek61tqrXjKVQ1+RKqayvp6/XEM79hkx4Yn98WtF9/PKBrtmd+mtlJhjr80wN44zFNNLP3LI+nTfsyzrD7xTnnituX9nhnv4cg2pdj8FxpttW2NI1MKjqe5wY5lS1ht7TsQgMv63kge5747C4bu/Fej24d03PG1rVo9mLyVVBds45p9u6pfY3xb6jc841k02ZOSzpOadFUi5u703DknFedxn34stPy8xmrNeMJcNvOBYlX48zsaE/9Ax7Oq84pse9r8fFY3XaPJo99ulQ14rdTf0cdqu6z7TnzugLmiv+fcs55wbto2nrTct+vaH+j7PiZx4ZPqZb1nW0der69yOcc84fFP+W65xz+0P9zGtrJ2TmZFNfcxDr7z4ZH82cvVwu7ud5rNtxVCvej3DOuf9Y1pnhzSdlplrRbf1nv8t/5y+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCM4YURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmTFh0cGG6Lk/gJ7nMJLF+L8UrjWWmX92RmWqzJDPKNOrLzOrKvMwkSarPs9yUmf1zOtM9V5YZi1JJn8fLA5nZ3dqXmVfe+rrC4/1xJM8Rt3T7s2i1WjKztXUoM5Xck5naXFVmru5dkJlTqydkxqL73KjweKWn782x79Nt1Gv3ZCb5T/r+NVd1+7PIh7p/llsVmYmq+prDZX2e7kDXnSC4/vpWnuo+M1fRz3Nr76rM9LpDmZn6bZnx80xmLG7t3Cgz3ehAZrau6e9+Oi9+5otBIs/xd0/dIDO/LxPOff3WFZnxDe+PBlsDmWkP9bOqpTqTvvyXMmPREmPa7tW6PEeYLclM2ddzmMNoT2baLd0fLIJhcV13zrlyWdcll+o+PJnqecOLF7dl5hfe9M8Lj//uZ35TniNZ0OPrYGAYi+JrMlMu6T7TTvX1zJd0P7eoJ7pfNTd0e79wMS48PldZlecYH+j65uVTmbFIQsM6xOn2tzinr+f2m3X/TPb1/LdUPpr39cfD4v7p5frepIZ67Hl6nuOc/qxJNDGcR2t29GftjvWcfWNR1/bpWLeLl53O/O9//h9lRjnu12Rmu6vr28lj+nsfXNVzoWNVXfv39vS4Z5Gt63nMFcNUcSNfKDz+1ef/VJ7jxp94lcw063qfwOK57zwlM/6JV8tMLd+UmXNbep/lxtf+PZnJN/X4aRHUiuvOQq14rHLOuZ3zl2RmY764TTjn3FgvGZ0fHk1dL2W6IVcaczIzGul6+80v/ZnMLB/T85jXvqp4HvPb8gzOvf4Hb5OZ3LC3FhrGtIlh/3LqG/YJYj3XsYgj3ZZTz7AGaxbvkTz3vN5f+i9/5o0y88zFszJjkaV67EwNmTjWbT0y3ONnL1yUmVtuvVVmLEZZ8Z5OmurrXZzX4/RiqGtg+vLXZWZjeVlmLEplPZ+MEl1z9p1h36ym5yjBevGe1/ObW/IcFpNcj6+VhmGOHBoGo0TvF3rOsBfjH9E6LdZ7CUmiv7tXKt63GBnWKidP3ywz9SP6J9WZYU/MGba1w0zvMfUMz+ov5v6BzFwo/aC+IPeYTATV4jY4l+jrHR3ouWSzpvey2ounZcaPf1hmnPsTmSgb5oHtekNmNg17zbf5un1tTov7xEtiv9qq5vRc6A2vfYPMTLd3ZcYLdA1MknMyc+nq0zJjcdLT48yup+/PQPyO3e/oawkD/RtOdVmvHyyquiy5yNNj0fbVrszc1DomM6NNve8THep5lcVu7YXC41PDnuzJef1AfzI07H3sXJaZP17/3n8z5y+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCM4+ux8QAAIABJREFU4YURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmjJfn+Xc/6Hnf/SAAAAAAAAAAAAAAAAD+Vsvz3Pub/jt/YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzhhdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMbwwAgAAAAAAAAAAAAAAMGPCooMffPxX5Qn86LzMVLxAZiZ5WWaCuCozN6bFn/Wz994jz/G5TzwqM+evXpWZemddZuIokplqUJKZznxbZt72jl+SmY/83idlxh+OZaaUFTYt55xzqVd8vNXP5TnWxw2Z+Zk79Pd+9zv+qcy84tafkplx5ZrMZPuZzFQC/b16vZHMvP8j75GZT93xocLjiS8elHPO8w3PO01kJtARV8309bz18ftl5iOffkJmxoOpzBxOdH8IXUVmDg56MvN9P3Ki8Pj7/7u3yHM8/pju40msH0QY6mc+TGOZOXX6Zpn58v/0aZn57L/7E5l56JE7ZMZlun/mujS5ijcsPH4tOSPPUc4XZObBu39eZp747AdkplJqyky3q++Nf6jPM430u6rRQI/3935Ot/df+KV3Fx6f0x/jqlXd1p2vG0W7sSgz83PzMvOWX3qrzPz379S1//Vrx2QmG2zLjOeK27pzzjWWbpGZi2LMf/jud8lzPPiv/lBmti68JDPu8pdkpFxJZaZx/PtlZrB7KDMff+whmfm1f/M/yMy1i1syM18unn9sbw7kOdp1XbtqXk1m3nnvP5GZ97//PpkJLfOYUM+189BQAz093oe5roF336378De//NnC47/27/SctN04KTPJzjmZifIVmSlner70+Of0eHXv/frebF7ZlZkf/qH/WmZ29/Q1v3zlqzJTLxe3r48/8hl5jgfvf1hmomxZZvY3n5KZ42t67X7i9IbMHCR6rfKOny9ehzjn3B2f0N89MKwPyv6k8Pgkq8tzVHK9NphU9eTiY2/7FZn59CMPyExe1fOGr5zdkZkfv0nXrqt9GXHnRnpP4rcfervM/M4Xiuf+33pSj+XHXvUqmfnW174mMzed0W39UDcL9/gHPigz7/3f/oPMTDf1dw97ugY2RnofquR0pibmwO/70CPyHL/zxMdlZlDSc+39WM/NKg39nTKn5wThop5Hv+cfvUlmnviQ7uc9Qy3Ng+K6PW3p/dYrW8U10jnnLh3oPv7Hv32nzHziQV37w5KupbW63jeLDe0iDPR6rxzq+dsb3/pOmXn4obuLA9FpeY7dwabM3LCuC1Olqefjl8a67933rvfLzMNv+2mZqc4tyczcwprM9Cd63Fs/Xbxe+cof/K48x8d/96zM3Pmwrm9+rvffSqleh2SWjKGtZ55u6w9/SO+tPXLXF2SmlzwpM6Ppy4XHX/mGH5XnePpJvebeCPU8+r0P/rLMfOiBD8tMKdJ9L0j0czh9Sq+7nz/7vMy0O3pMu+MuPXf96P1iLz7We8RpWdf+ftiSmWag+0P3UM+XHvuo/n3hfXfqca/k6XE4z/R45QW6XQzG3cLj88f08/7IHXpd/u73/bnMRFO9l9Bu67oU1vT8LXZ6vIrGun194v43yswD935CZtoLen3qsuJaUK/qc0ydbusXLl2QmUc++qDM/NMH9L1ZGuu6ND8y/MbfvEFmJjX9zL9yTe/X/OYTvyUzX/hE8Zomvarrer2n64A/1XXS8idADhcNv2V876cHAAAAAAAAAAAAAADA/5/wwggAAAAAAAAAAAAAAMCM4YURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY8Kig41xRZ4gtnxKPZeRJElkZpqmMrMVZ5YrKhT5kczEgX7XZrvXk5nbjm/ITJBOZObyhXMyY5EOxzKTj/Q99gzPKk6Ln/m2p9vNYE5nLBrNuv6swbbM+OWRzOztH8jM6uLNMlMql2TGInfFz8q33OJM91/L1Ua65LjD0tG855brS3ZVQzmpxmWZ8Sr621cqVZkZvnRRX5AwTXV9S3Pdf12mb04c63rSHer6ttRZ0ddj4Hs6k+WBzKSZ4UR+cTv1Rb/764vRz8rE8KwGfd2O4y3dRv1QzwoqFX2Ps2gqMxbepLh9tVcX5DmWV1ZlJvB18UpiSzE9mvrm5/qZN6s1mRlNDEXZ18X0cH9PZqqGGqhcfOovZWZ5aUmfaP0GGZkPdZ8JKh2ZueH2hr4eg8OenqOMu32Z6SwUt4uWp+vSqLcpM3GlKTMWYaBrae7pmlN2OpMY2vo0GshMJdN9z+L3f++lwuOd9rI8xyTSNTtwQ5mZW5QRN294DhbjqZ5TveG1PyAzW5ev6c9KC5fKzjnnmnV9PZaxUSml+v71+nrteeuZ0zJTbei52ZUDvZ65cu2qzFgkoe57tbEeP/NpcSYxrDHCektm6k3D2GlQmtNj+bW9LZl53c265gwMtSCvzclMONFrYYvnLh8WHo+cvjejw32ZWVrU88C4ZpizH+jab3Hy4nMykw52ZMbLiu+fc855Vd3PM1/Xt4OJYVEt7I30mtEzzBvKZcPaSU+FXNrW1/PVg0v6RAbllp5Prk31RQ/FMsMz7NxOc33/SnNHs1apNedlJjXsxfRHes0YGvaIo5L+7kPDnMAiqBRf82hg2P+9/LTM3PS6W2Tm5R1du1aOv0pmLDq3/rjMjGPDOsMZxti5toxs9Yo7zdKr/77+nN89qzNjQxs17L9lZV0rXKj7ZxDrmp2ERzOP8eu6di0bxuEr54v78MG2vn8lw95kkF7/foRzzpVzvV/oezozGes51Zf+7+/IzKte/XqZ2drS+zUW40nxWDNfN+yhdPR8MzZMu7av6nHa8wz9yiAM9PjgB3ot5xmmVJNE15RGs7gGTsZHs9fs+X8oM6c31mXm2hU9t40SPZbXavo5lKOj+R2xXtP1olrXtWki5jHPnDWMM4Y9f2f4HdviZqf3xxfX9J5rNNT3JjJc8oWdF2RmaUnvy1okg+J6sdvS/Wq8rPdQTLPNieE3nMr3vu/IXxgBAAAAAAAAAAAAAACYMbwwAgAAAAAAAAAAAAAAMGN4YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzhhdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMyYsOjgXHCDPMHB+AWZ8auJzJRyT2YyL5CZa2EmM8qV89sys3LslMzMtxZk5ttnvyozZzY2ZKa80pYZi8VSVWb80lRmEk+/ixQUNz+XePpz4npNZizCdElmAk9/1qCvP6vV1P3hYHxZZpZX5vWHGVw72Sk8nkX6OThf918vyGUmS3S7iYPidmPlB4b2NYlkJqiUZGYS6O+VD0cy09loyYziOcOz0o/K5ZmutYGnP2s4NnzvE7oGWrQCfT2jxPC9ShWZ8bPi8coL9Xg2Ndxji+m4bkjpexOsbslMNTqUmYO0KTPJ8PtlxkQ05pXV4vrnnHPO1/132B/IzMjQ1pNUjw8WgeGaXWao7XkqI/W6fp7ZRH9UMh3rkFBxu/papnMyM+nq73T69Xq+tBPr7/Ttl3WfsTi8pOeuJ46tycylsxcLj99wwxl5jqWRHhejqW5bFqvHV2QmN9S3ay8Uf2/nnFs9vSwzXlPX9uzgaOYx1fpNhccPRrr9pdMXZWZusSEz07oer9KxoRAYxE63L+fpezyN93Smrp/nwWQoM2FWlhmlXtLfqR/ruu7F+jt1B7p/nr1yTWZec1NxG7Wqx4b5m6/bYK1dPObXDXP60oEe75OnnpcZi8Dwb3vSiX7mB5meB3YjPR9ar+m2fkPtaOYx07y4vW9s6PHMxfpajpX0M9/u6j5TM8yFLM5+44sy01xZlBk/1PsWaVnvH1Wqhj7R0fMhyTDfDAI9hmS5vpYgNMzHD2TEHWsfzb+9y31dUyZOf/dBUvzdo64eQ+otPUfO8uufrzvnXG2s799B1JOZaq7nKJ7elnVRovd9nK/bjkUaF49XXh7Lc9x0+jaZiQyPqu7pPjM4p/cmLbpjw1wx0e30INJjUa2qa6Cn5lXzR7MHVSnrtp45w7rIs6yd9EaeV9LPIXa6DVoksd4gbxr2xbJB8VwnK+k6sLF8s8zEU11zLLJcP3M/1XPb9fV1mQkCPYYMenpQW+0Y5lUGtXpxTTnoduU51hb0nHQy1XO8Wl3/ZtI37ONZeIbfryz9M9RbzS4IDPVN1NIgNox5Bn73nMxUlvSXOr2h59EvXdb7Fn5dz1vnGkczj2nU9HN46pn/S58oLd4nqBs+p17T9zg3/NZhsWGYa+9sGSbS8/qZX/H1fs1upvdTb6iv6usxSMUwXDPss7SHev01jQ2/jRqWX6OF733/jb8wAgAAAAAAAAAAAAAAMGN4YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzhhdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMWHRwf2dTJ5gfmVRZrrDCzJT8wOZGeQy4qJ6WYeE+aUNmTm2uC4zZ198QWaa5YnMRJWBzBz2ZMRktLUjM35UkplKWT+sbCIygf6cRnwgMxad+Y7MRNFIZvK4JjPjVD/zG8/oNvjs87p9WVxeL77PpUifI8/1u2dTQ/9d6iUys2A5kYHnT2Um9fWX91xVZnKnPyvyUpmpteoyoy/maO5fZjiN7sHO5an+3sMsNpxJe2Z0RmayXD+r0NDey95C8eeUG/IcpUTXHAvf19cbGjr6dDKUmWHVMG/orsjMYKRrgUWr3S48vr2/Kc+xs9mXGUsdKFcNncbTEYs8130myPWzqtcqMjOYGupkrudmS63rn7+tdk7ITLev51TtJV296g093l/4ykWZOdHW8w+L0xv6u+epboNrJ5cLj187q79TZ/WYzHiRrrUWu1Ndl9xEP/MTp/VzaLX1M798Tc9Lo1iPexYHw+LP8kJdl+Yauk2kpcLl4l8r6ZqdHdH3rlf0+Lm1syszcwtz+sOmezKyUV+TmfXlG/RnCfX5lsxMzuu1Qamu++e1oa7rx0/dLDPDvaNZp0Wpfub1df08y/vFz7P3wjP6Ygzzk4XsaP5NzuG+/qwobcrM5lCvH+YM8w8xpXLOOXdprDMmfvEF7Xd126pWdO06NVc8X3fOuRcuXZOZk/OGm2Nw0+t1rTg41PO3bKrnMclAZ3q7+h52e/p6lHpVj8E9X6+LoqHeFCvN6flmOtXf6XU9XfstfF+PM1NPz+vTSnEtqIz18w4zPTeblg3zLoOpr+ubX9fXHDi9VjkcbMtMuabnKNkR/XvLNCv+LN/T92Z+fklmji/recNTmy/LzMEVXQMtAsOeTpbp+Ucl1PfHGxv2o+PicSb2jmbfbDuZl5mJpwfhitN1yTdcc1zSv7348dF891JN95lvf0vPvW45earweOjre9Pb1/OG8fVvRzjnnGs09LxrsaPn46WSbhdXNvU9rlb19XzzyW/KjEWedwuPH/R12zqR6FrhOT3hXBb7Gs451yi+XLM8188qCHXfm8Z6HL568ZLMzM0Vz0tXWnptZXGi9ndlZucl3ffWTuo51Q0NPdc+OND7u6OG5ZcKLc31vCEa6rnrsfXiduoZfn8IPMtvctc/X3fOuem83hNzu/oeT7v6mqNIr0MWvZtkZrJ3NL8v5F7xPUydrm++IZN6ulZ4Yg7jnHPt63hXgL8wAgAAAAAAAAAAAAAAMGN4YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzhhdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMWHRwRf3uvIEP7R8Rn/KOJaRvKYzpbK+nuN+pK9H6PX2ZCZdW5aZnb1Nmbn9lpMyc/WqJzPN6jGZsaiORjJTLjVkxvMrMpMGxc+85PXkOcLxgcxYrK3Py8yL53T7m1vpyMzubiozTz39HZlZbOlrtljaHxceb3b19c6NdBttxbpNZDritlb1Z1mU8prMdF2iT+Tr9+6CJJOZsDSVmVb7KL57fgTncC7I9XnSTGfGyURmFtYXTdek1A/2ZaZU1tfsh/pZ1bzisSiZ6tqVlasyYxF4hnaT60yW6bbeitoy0x/oOjmsXZIZi/WV4rZTbevv1Gmt6Q/y9Hkyp2tplhpqjkHJlWRmdXlJZp55YVtmtsdDmVmut2SmUb7++hbrcuKOrel6cmlH14qvf/mqzDQNcyHP1+3CYpoWj+XOOZf2dX1b6DQLj7fXC5cOzjnneiPdjof7ek5lkcS6bc019HNIJrodf/lLX5SZM7e/VmaeOfuMzFiE9eLnGWV6nMmz4zJTS/Szikd6njOo6mdlsTavz7O9rZ/n5Qu7MvPKFf1Zwz39WdmWrhfK81fP6c8xrIOziu7DWabXenNtPYb0zh3NWJ7esqJDTz0nI5Ozxc9hfX5OniNaLsvM3hH9k5wrfd2vTq6uy8xcpGvBy1f0GNJo6Dne7TU9R7YoRcX7MadP6O/95Hndx9eO6fV0+MxZmUmWjmZdvrc/kJnJRPfzSqDnOhVfzxWzUM/Nyvo0Ui8wzGEyPbeYb9RlZjrV865arvv5lfLRtPXGVM9RJp7ue+Oo+Fmt1PUkOc31d5ofH833TtqGvYSx4d6UdbuoGPZ9ap5uF5PJ0czZnV98zUFFf87Fcxf053h6LK/k+h53FvR4bxEY1iphoPteNNG/HVT08OkiUUuT4GjW5WstPY9ejfVvB6NUz992PD0WRYl+5v0skBmLONd1p9vTNSV3IlPaMVyLbjdBU6+LLIZdw/xjY0NmnvrWN2Wm09Hjngv1QL1s+C3DojFXXHe2ntFt/TWebn/NTP92FfUOZeZY2/AjhEGa6aJjmb/1e3pd+YbX3SIzC2JNU60czWIlNexZ1yr699PNA/07bL34J2znnHMVw2+j/enR1PY012N1s6bH4XqteNw7ODT8Tmt4Drlhz9/i/FCvK0tj/b0XfL1WaQ30/O0w6svMsduPpr75fvE4Eugm6pJYP4fcMBcKDb8dVAbfez/nL4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDG8MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZwwsjAAAAAAAAAAAAAAAAMyYsOpjnmTxBNq7LTK20KjNDf1NmypWyPs+Ovmal0dCfc/7CWZlZWmzKzM6lPZk5fvL7ZeZqviYzFsGgLzMTP5KZUkW3i1S9r5QO5DnGfk9mLM5dfl5mSq0VmekNdmRmfW1JZi6cm8jMxg1nZMZi43Jxnxl7njzHYTmQmW4plpld3WXcS3P6syy8UltmxrHuD3m5JDNxlMrMYrkmMxcujGRGCcOKzOR+IjO+p983LI30964vt2Tm2eefkRmLH4m/JTOToCozSaa/V9krbu9eqyHPca16NHXdd/p5VgztL0kLpwzOOediQz+fXtO1/Uf/kaGt/5aOeK74We1uHchzJImux5mhTgZlff+iyfX3ceecazd0XTrY3ZaZLNRj+bFXvU5mJhd1Hw59fQ+VXqzbVk13X9ea1/2hVtNjSCnV86WDgW5fJkPdz9sNXW/Tw+LaftgfynPUwwWZKVf1/bPolPXcLMj2Zebpr39FZlodPX5G6VhmbrjhmMxYHPS6hcfnG3qcaRQvBZ1zzi2mum9OEt3Wn2wczZiWlqY6FOoa2Fo6ITPbw+J77Jxz9bauk9e6l2RGyQz/zqPW1GtYw/DgsqluF71Ej/cri7qWWrQuX5WZ/MUXZKZzrHjtdJjra8kj3R8qE12PLXLDM3/2kp43nDkxJzOdZb2++qO/eFlm/uGP3yAzFtW8+LsnoW7rgx3df+OT+lmlx/Tavb+zJTMWFU8vhqeeYS1c1nML31BLG3O6UzRPXH8/9+r6OYSx7ntJputS6On9wlZDj/dpS7dBixMlff/iyLBPsF+8plm8RdeT/UO9N1kPjmYsd0uG79017Ad6elDr6GbhOol+nmlHj40WVb/4PL5hb211TT+H7QvnZabe1vVtcgRrNOecS/S01KWR/u7joCMz6h4751w7La6BQW5oOAbTrUOZmZT1ArXh6bn2mdJlmalnul9NSroG/kuZcO5wqucor3/dj8lM/7B4v75h2MOrVfV8/dlNvV9oEUf6e+/t6XlDxTfss+/ruU4y1WPs2qr+3c6iNCp+FvlQf6dJpK93vaPHkKsDPd43S0fz+8JkrPcADg90LXjVq39QZpYXDXvJe8V7fZPR0ew7XvX0byaZ4feFUkuP5T3DZ6Wxfg7lSNcCi8DT8+hKqOdeQVg8104T/Z2Ckh7zUsMc2aI60b/D1su6JlfGei8+jPS4F67q7355789lxqIWFLedZKrHckNZd4lhu6tkmP8Gw+99r5m/MAIAAAAAAAAAAAAAADBjeGEEAAAAAAAAAAAAAABgxvDCCAAAAAAAAAAAAAAAwIzhhREAAAAAAAAAAAAAAIAZwwsjAAAAAAAAAAAAAAAAM4YXRgAAAAAAAAAAAAAAAGYML4wAAAAAAAAAAAAAAADMGF4YAQAAAAAAAAAAAAAAmDFenuff/aDnffeDAAAAAAAAAAAAAAAA+Fstz3Pvb/rv/IURAAAAAAAAAAAAAACAGcMLIwAAAAAAAAAAAAAAADOGF0YAAAAAAAAAAAAAAABmDC+MAAAAAAAAAAAAAAAAzBheGAEAAAAAAAAAAAAAAJgxvDACAAAAAAAAAAAAAAAwY3hhBAAAAAAAAAAAAAAAYMbwwggAAAAAAAAAAAAAAMCMCYsO3vHBB+QJvu/2M/pTUk9Gut2xzFweb8pMNi3OPPrhT8lz3H/vr8pMOCm8dc455/xMf6dRFslMNS3JTD2py8w7n3iXzPzGpz8mM9nI8N19/b3yVrvweDfflucI5nTbes8/uVdmPnn3HTLTa1ZkZtDPZGY6KsvMqU5VZob5MZn50If/mcx85rOfLDyeprk8x8mNkzLzB//+f5aZenlRZhaWT8vMR+57r8x8/gO6rUdLhzJT2z0uMzuGdpGmus9U9orPc+fv6nb80J26BsZBLDOLx6Yy4+3XZGbfUEuzlq6ld3/gfTrzyIMyszbXl5nShXWZuXRQfLxbHclz/OiPpzLzj3/6QzLznz7+92Xm6fGtMvNX/TfIzFJ9V2Ymse4P/lSPe5949J0yc//bf7nweNhsynOM+gOZCecbMnPhwosy85N/7ydl5qff+LMyc9/Dev7m9GNw2UTX/8pQ14vlYxsyc3V8pfD4PXfdK8/xiYcNdX2ir9dLdLsY9mTELRzT/Xwy3pGZO+97TGZ+47F/ITP7mz8mM618q/B4zevKc/zphp6b+Y1lmfmdn3uHzHz4gx+XGZclMrKypmtOnunMZndfZhr6NO5Dhvb+qfcVr1cmnh4700A/q2a9JTNZru9x3XCeN7/3zTJzx6NvlZkg1/PoyvCEzDSGunY9/7Vvyszf+eHThcd/7pG3yHM8/qk7ZSbJA5mJcj23mEwmMtMM9Zw9SXQbvOv9D8nMfffpMa3f10U5SYsHvo1Tuk14TveZF156QWY+/8RnZOZ9n9X3ZqdmaOu+fuZnDPsN4699S2bytdMyc98998jMYx8vrm9Zpucn852OzNTqeq3y7WeelJm9fT3//fXP/abM/MvPPiIzWabbYJbpSV6e63vo+/rfl9WqxXsbb3zzu+U57rn7CZkZDfX4unyseH/JOeeOH1uQmS99+YsyM1/X+28PPaz7+b0f0HOddqjH2NGkeG0+crpWHOhlsGu1VmXmY4/eLTPv+dVfl5mT25dk5pqhP9RO6tpemuo+PF/T+4Fv+6VfkZmPPFR8f7KK3hdyod6LCdOhzOzt6H51682vlZlf/Od3ycyDH/iwzDin65KX6bVcZGgXSVBc37pTvQfwxGN6b+3T9+j16Tg07CM7PcerL+pMta7r+tbeVZm591f093r7m94kMzfd/t/IzMtXi+faiw39vOvemswMDfsa9z6u+/id79d7dI263j+6+biea28e6Dl7JTTsNYd6rvjzb/+AzDx+f/F3jw3t2DesKyupYT/a8G/kq4Y58i/co38jfPi9ur7Fxwz1beO0zBzGeo/pZrE+ePLf6N9nPvt7fyIzn3/kt2Rmc/OyzIxGeryKavq3g1JZ/952wy1LMvO2X3ibzDzwS2+XmaCq9xVLrzhVeLwe6f7QG+nx6tJm8X6rc8595rFPy8xH7niTzKytnJaZXk//3pbX9Pp0MNX9oRTqenvXh/SYds+/vq/weJDrschL9VplZ6zHolpLr0N2JsV7u0X4CyMAAAAAAAAAAAAAAAAzhhdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMbwwAgAAAAAAAAAAAAAAMGN4YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBkTFh082H9enuDpJy/JTDJOZWbYj2SmvjYvM1nclRll7F2UmVIn0ScabMhIZdKUmSzR92+/NNTXYzCcDmSmUmrITJIXNi3nnHO988XXPDQ8yoVXV3XIIMxjmWmU9HPwK/reTGI5vBwGAAAgAElEQVR9b7yajDh/sK1DBokLCo8PuwfyHFeT8zKzvLQqM2mi32HzwlxmLPJU9+HL5ycy00ymMjPOdf9s1HX7qm9cf3tvRbqNer2SzIz3d2QmT/T9q9fLMrO9pe+NRVary8zT3xnLzImK/l6rCwvqauQ5/vg7+zJjcSU/JjNjV5GZdtiXmXSs28XGKd2Ody4axliDvFxcbycT/bzbrZbMZGX9PBdXdQ18+tlvy4xFJzKMM5mupaOGbhfTXH/3xPBZF6/oOaeSe3oMSXLdfxtzem427us2OjYMVysL6zpkkJR0LY0jT2b67eL708315Kzh6e80f6j7nsXSon7m+109x9u+pse99pKeIw/GmzKz0D4uMxaLC8W1aVxuy3OkjeI5oHPOPfv8U/o8I90fTi2ekhmLTkmNr87FemrmJtUXZaZueOavqb5GZp76km4Xys4lPRZ5oW7Hcai/04njuvbvvawXK1mo+55FLdb9PCjrOV65VTwHjsYjeY4vf+UvZOb2V79aZiws/So13OPjqR6MssOezLRO3CQzw6pupzbF41WjoZ/3YKjnrV/7q7+UmWiq5w2nT5+WGYvxRBcvz9NzvCzTczPLitrz9HmOht4L9FKdOb2i9wv//M/+T5lZPaHHK0+0UavVW18hM3/5p/9eZl55W3HdyWI9T1z1ddtaFnXUajTSa8b6Mb2GnTz3rMys+nredRjpvpca5toWYan4PueZHvOmA8M6bmBYwxr2fVreLTJj4uk5Z57rfZ801n0vKOl7mPvFmaB8NHvNo1N6bpEm+t6UEl2Ph4Z+9e2XX5KZhXW9Fra4pX2zzPg9PUdejIrvYZrOyXPsZocys7p4WmYsponuV/uXtmTmppv0ec49fU1mOvP6ec519D20iNLifpUbxs5U/EbhnHOlwFKP9Wft6SmeSWX1hMzMTXQbfOmPvi4zr73tdv1Zx4rnTBde+yPyHO73/kRGRpH+rWP9xIrMeJ5u65uG+fhe74rM/NF/0HMqi2mix+GqYd4QimFve0vX9ZXjer60ND2a340vtgz7DRV9b/pzer9hPtTj8MjyPkFJrxstomnxNc9leu0+5+n16WKma/b5rt7TqVc6MvPd8BdGAAAAAAAAAAAAAAAAZgwvjAAAAAAAAAAAAAAAAMwYXhgBAAAAAAAAAAAAAACYMbwwAgAAAAAAAAAAAAAAMGN4YQQAAAAAAAAAAAAAAGDG8MIIAAAAAAAAAAAAAADAjOGFEQAAAAAAAAAAAAAAgBnDCyMAAAAAAAAAAAAAAAAzJiw6uNCp6TP4+p2Talln2ktz+rPiQEYS39PnEdK4JDOlUkNmsrQqM2Uvlhmvrq8nns9kxqJZbctMb9CXmXGin1VruFB8LXFTniO5pO+fxVxTt/Ur8VBmesOKzJSr+zIzDXXbOahclRmLPBDtazSV59jZ68lMua2/0yiLZCYvpTJjsR3r8yw1T8jMeKC/e7Wi68XY29bnaa/IjLIzf15mgmV9vXuRbscNT1/v3LRwGHLOObfQasmMxfC8fub1ZFVmurkeZ7Z6lwuPn15flue4cJjIjMWl5LTMDA3jXsPp+9cd6OtZX9b11tvu6hMZBGnxGFFu6Lblx/o5HA50pj2nx9f9rS2ZsZhM9Zyg5NVlJh/r79VYWpKZw+ElfZ5GWWYU39dzgoke0pw/0vdvvqbnOVlD37+8q+dUFtM8l5nM02NsUCuub5NI17+k3pGZlaEeOy22dyYyU6saak5bn2e+fUpmzl18WWa2t67JjMWVbnGdjHQTdcP9XZmZbxfP151zrmqob9HBWF+Qwaira0U01c+zOq9r4LXuczJz60m9Xjn1I6INflGewpVjPafKproOjEu6CNYM69y9q/o5dE7qe2xRKenPCgI9n0zF7RmPRvIcP/Ajf0dm5uZ1DbSYu6rnBOUtvc+ysapr14VY1/bMMP8NtvX6wKJSKV5Tp7mek165qucex48fl5k41n1mPDqa+haGunDHhjWsYUrgcmcIOf3Mc8uHCbFhrr2ysiYzz77wrMx0VvQaLAx1zUnio9mHunKo9wBe8/0/JDOBX3zNUd+wbxvrZ+m7o9l3dInuM/2yruvtlh6v8qluX75hi+n6W/pf85LiZxFlem0QiTWuc851Wrq+veH2MzJz/vzRrE+9xLAOaej2FRvWsM4wXo0GVwqPz6//P+zceYyk6WHf9+c96+6q6mu6p2d6Znb25pIr8bat2H84UgAHdpAgSOA4sRUpFCWTocRrucsll8v7WpKiaDGSbCGSYURxoCRGECcwAilAIieyKS7JJXf24s5M9/QxfXfdVW+9R/7Qv9rn94BTCATU9/PnvD+853PXM33va2/GGDP09DrydKDbnLjnMFeO9bz8HctXZaaIXNq335eJ8oZu324NXpGZCw++03r85FDXzuWRfqZgRrW8qOi2Kx3p/r5IWzLz6BV9nvqi/p3ie6/pMZMLbxb/Lz3Ua5OnicNE19N1Zurrb+ViONVzzzjUc8Yg1mOdH93Ra6UbE/vcPE902XKROPTlwzO9SBzGus1uxfp7Xt54WGbeefXdMvO//MH/LjMLVzdlJiv0+GM6tL+fmsPvIUcH9t8fjDGmtaH7exd54PA7hcP4Lcj1wCsZ6PLVbOr9BKOBrp8uRuJ3/nqoy/HR+bnM1Eq6ztTsWzqMMcZ4yU/++yl/YQQAAAAAAAAAAAAAAGDOsGEEAAAAAAAAAAAAAABgzrBhBAAAAAAAAAAAAAAAYM6wYQQAAAAAAAAAAAAAAGDOsGEEAAAAAAAAAAAAAABgzrBhBAAAAAAAAAAAAAAAYM6wYQQAAAAAAAAAAAAAAGDOsGEEAAAAAAAAAAAAAABgzoS2g+36m+QJ8jSVGS/S+1LyPJOZ0CtkpohzmVHiZFFm/KF+ptR3yIQDfUPVmowMGok+j4MstxYJY4wxpcqKzPQP78pM0y9bjxdBJM+xs7UlMy52siWZSYKhzISRzpRHyzKzbPT3PC4dyoyLwaBnPd7rd+U5Lq2vy8zxqCMzvq7iJs8dQg68WNfPibG/G2OMMaluc+rNisy8dqTb0oWGzihx1JaZ0qb+VplD2z9q67JThPp7dm46fAcH1xb0t6pcHslM36GdDMsi82P9jn9qsSUzvy8TxtzqLMhMxaGf9kKdabZXZeaF7+7JzFqtKTMuosjejwRhIM+RDHWZKFU9mfESXf5KJV22XCT5WGYK3cUahy7NeJW+zNztHMjMxsZ9+mJC6PBQ5agkM/lU98F5ob9502H89r9u35YZF6HR9xMtxzJT1O3tTiPT7ya+cywzfn7v/ZkxxoQl/UxLF3S9euXWj2SmVNNjnUZVl8FKxaHyOQjEPCNJdd0cJLqfvnZtU2Z6+7qfLkqzGb9lE/3NI4f+KptOZcbL9Zjpbl+X9+XrdZlRwrJ+f3mg69VyVJWZbKTnpwsL+jzVkm4DXfRS3RmNx7pt8kTR2b57R57jvtr9MjOcTGTGRRTqccPmyprM5J6unystXb6SMz339FfuvawbY0y1Zi9fL76k2+yi0OtLuuc0xvcc/o/VbJo3J0Ggx66Fw/0UDjftefoNuYylJV9/q0pDj9/2D09lprWs1/qmicMap0y4yY50PY9W9Jxw98629Xjq0Oct1PX86zSbzZM3Kvp7Hgz1fGa91JCZ7tm5zFSX9XqNP53N2DU39s4odehCklR/z6ily9b+ge73wkjXTxexWP81xpjzib6f855uuxZjXb4WF+xl5+RclxsX9Vd1m1NMdd3zAr0mceDQ70UnDvPcgX5/Lm44rLMv1C/JjFeyP5cf6bW19uZVmdk+fUlmXCxUXdaYdObFl2/LzGWH9bfMYTn1+gV9Hhd5bG8n6w7j9VJXz5WPdPdg+lM9FzYzateTrr6ho0jX4fam7osyh7HZ7tA+d4pGs2nfjO8wL48cxlSpHmsPe/o8/bMdmTGZXv9wkdd1O+k5/J0GT/weXm/qd/z8D38gM5ezGYzXjTEX9fDDNAYOv5+Odf3MJ7q/r8T69w7Pm81v5ou+fVwVpg7rNQ6/daSZbk/STNeHdusnn5fzF0YAAAAAAAAAAAAAAADmDBtGAAAAAAAAAAAAAAAA5gwbRgAAAAAAAAAAAAAAAOYMG0YAAAAAAAAAAAAAAADmDBtGAAAAAAAAAAAAAAAA5gwbRgAAAAAAAAAAAAAAAOYMG0YAAAAAAAAAAAAAAADmDBtGAAAAAAAAAAAAAAAA5kxoOzhNS/IEXh7ITNJPZCaIrLfy59fy9f4WL9fnUcr9tswE+pGM3+rLjLcxlpmzNJWZk9FA35CD8dmpzEymVZmJvKbMnHo96/FpOJXnKN/vyYyLpLsoM1nlNZmJorrMrIxr+jzVSGaSdCgzLkql2Hp8FNuPG2NMkWYyk7vcjKe/Z1EULmeSzk90Wd+8T5eLSaLr5+K4LDOry0v6WoM7MqOUDnX9TXu6/EUO2w2zSkVmdrq6ZFzJFvTFHAw2d2Tm6FjXz5OzVZlplibW4w9e0vUqWtDlxkU5ashMxXRkxst1PxMY/c2HyYrMJJXZtG+dib2gBoEuyFmg318t1+U4MHrgUA10H+JkUZfjxarLmEpfKi10G3h6cFdmLq9s6IsJ/VPdF9UW9DvudM5kxivptnR03NXnece7ZMaY35WJyGEcfTw4lJmib3/2tkNvfjHV47f+ZDZ1vN3S9erOgX28aYwxleBNMjPs6+eq+brsFAN7/+Dq7PDcHmjpOv7wIw/KzMRhjpEt6LrX92czVwlKeu45GY9kplrXYx1vuikzZ4d6Lld4BzKj7Cd63BrHuoymA/0dljb1PO7uZF9mzrqz6dNOxnqMsnZZ9yEnd+190eqqHt81FloyE0S6bLloVvRY8daJPs+5d1FmlhZ0u7Tv6fF4cDKbMfvRsb3OlEr6Hfu+XssaT3T99Rz+j9XS4rLMuAhD3b4NR7rf84zLnFr3536g76codPuvVKt6/jAa6TIaOfQPXqi/Z5Ho9QaHpUknTV/PM4yYzxhjzH1XHrYeH/fFmMEY01zR66C7B3sy46KxqucPP97T/dWDDnVv7+b3ZSZYuC4zcTCbdagotNe9alX3nV6q28BpqMce2Vh/8ySbTZ82EHMMY4wpdBdrWi3dzxxu63Wftzx+n/1ejO4fXMSZHlOlY90epw7t8SWHWz6s6vNc7+n+08Xi9IrMZH190zuH9n6v2tLleGv/pswMaq/IjIsw0W3X5rpuu867ej7zysGxzGSp7j9bi7Op50ViX5PIEj0+OS7reylWdDnu9nS9aq7osb8LhyJohrke16eenst1h/p7VsRcJIxmU8dN6jCmyvQ3zxzWmMJIv7/AIRP5s/kdsTD6O3i5fj9Jx16WJ0b/LvDY42+RmaOde/89yRhj/IleB2009Hq019drdN6yrp9noZ5DhGcOE2YHF8Tv2Gee/t5jo+teIMaJxhhzdq77mdHU6ZfYvxB/YQQAAAAAAAAAAAAAAGDOsGEEAAAAAAAAAAAAAABgzrBhBAAAAAAAAAAAAAAAYM6wYQQAAAAAAAAAAAAAAGDOsGEEAAAAAAAAAAAAAABgzrBhBAAAAAAAAAAAAAAAYM6wYQQAAAAAAAAAAAAAAGDOsGEEAAAAAAAAAAAAAABgzoTWo0FXniDzUpkplfSN5HkhM8OR/XaNMSac1vXFhOhQn2NtoSEzweodmflu+WWZGTfulxlvJ5cZF42yfq5yoDOF0d+zF3WsxxfXAnmO40pfZlzE/WOZGYWezAxaY5k5H/VkpproSlOOYplx0Wg0rcc72S15jqLQ5c8rdFsxGev3Fy7osuViNWzLTC0qy8xociYzd8e7MrN++T6Z+dff/5HMSMFURiaJvW4aY0xU6Pd3va/bimmqv2e/SGTGRWlHv+NhP5OZaXYuM+01ez9ylOpn2to/lBkXcaLPUynp+hkWun4OdTdtxt6yzEw9Pf5wMemfWo83He638HWoGI9kJil02TKJ/g4u7rb1tY5Sfc9L4ZLMZLt6rFP19P7ksBzJjFJMdRkt+bp/bVd129+uVWSm2zuQmZ1pTWZcJGYiM2mmy8XFqv39FBVdH+Jcf8vMLMiMizjWdWbY1+XiYmtDZpqNgcw8v/+YzGQX3iEzxvzPMnGh0bIe71V0mbh7vC0zhz09bj3N9Zh9Up9NXz719BjFxLqcJplul7xcj/HqJfs42hhjOif3Pj+tDNdkJkz1N48S/T0rhW4DK57+5ouiPXHVWtFjzq07N2WmFNjv5+Lly/IceaDLVjmazf/JKUVXZGbvxN4OGGNMnumxdtPbl5mH2rq/TyYXZcbFwaH9fvJc92f1usM8JNHtUq2q628YOgwoHVTLDuMlUY6NcVtb8zy9tuHynhu1e6/nrbYeb1ZCvd6wtaX7h1ZTjz8yT39Pz2Vc72Bl/ZrM7N15XWaKU/u6WKOqx62nh0cyc7in14ZchOt6HnK8o8fIw0iXv1JN91d5oeteUNZ9o4tkYB9blBuL8hwTh7ln//Q1mXnwvr8tM2fD2fTlw1yXr3f/jB4jD4erMvOnZ/paeyKTVWez7thf1WuB/qQqM3lf14f2sT7PdYcl9NP2bNYkVgI95jzJ9fxqpWSvw4Gv+/vdob6Xxfv+qswY8z/JROTQT/dP9f2EDu1braHn3Z2uXgPu9fWYwMXq6dB6/MTo9vjg8U2ZySI955k2rsvMzdK9r0EZY0x3siUzSabLaRjrvihO9Rgln9i/Q1rM5vekUH9OUziMqYJCt7eFU0aX49RhbOsiMg7X0j81mvKhfS4XObzkg3O95l9vzWb97cdD3Z40Qz2OmRa6DezW9Dz3j27ay7oxxry9NJs112lkf4cdh3Xv/Y7+rWOzrsebG/fpvQK7I/3b1RvhL4wAAAAAAAAAAAAAAADMGTaMAAAAAAAAAAAAAAAAzBk2jAAAAAAAAAAAAAAAAMwZNowAAAAAAAAAAAAAAADMGTaMAAAAAAAAAAAAAAAAzBk2jAAAAAAAAAAAAAAAAMwZNowAAAAAAAAAAAAAAADMGTaMAAAAAAAAAAAAAAAAzBmvKIo3Puh5b3wQAAAAAAAAAAAAAAAAf6kVReH9Rf/OXxgBAAAAAAAAAAAAAACYM2wYAQAAAAAAAAAAAAAAmDNsGAEAAAAAAAAAAAAAAJgzbBgBAAAAAAAAAAAAAACYM2wYAQAAAAAAAAAAAAAAmDNsGAEAAAAAAAAAAAAAAJgzbBgBAAAAAAAAAAAAAACYM2wYAQAAAAAAAAAAAAAAmDOh7eBvvO/D8gRRuykzNwbnMtMMKzLTMqnMTNcj6/GnPvQ5eY5f+LUvykyzru8lDjKZaWQjmSmCXGYS05GZz376d2TmmS98QmYqo4HMTI6tRcsYY0yzUbYeLzX0OzYlvefpHz7xeZn5xif0N++NpjIT+WOZCaNEZsz6ZRk5THS5+OqHPygzz3ziWevxcFKX50hTXX9zsywzYVqSGc8/kplPffM9MvPNX39GZgIzlJnC3owaY4xZa+hyeme7ITM3povW4//kC++V5/j0Jz8gM8NxV2Z8ryYzKxcflJnTI09m6nX9bp586r+Umc898ysy4wX6e3q+rnvTJLYeL+WBPsdYl79Pfu3bMvPBb/9zmancviEz/lT3V2Gky05jaU1mSvau3BhjzPs/9KzMfPSZj1iPX43a8hx3tk9k5vLVDZkZjfT7izNd/j7wxSdl5rkv/YLMeGV7H2yMMWnfoT54un0LA53Jgon1+Ec/+pvyHF/4su7LS4Mdmaks6O85KBwKaeEwxhvq9uSJZ5/VmV/W3/zKQ2+SmYOjA+vx+uo1eY7BWI9/2wu6v/+1f6j78t986qsyM+npa03SQma8jh7/Fo/oZ08f1u3kJ/8T/VzPffXXrcejVI8303pLZl6+8ccys1nV9eHM6Dbn61/7xzLzq8/pNjCIdL0amjOZqddW9LWmei68ULG3b0//vB6TfvZTvysz3dGhzATGfi/GGLO8or9V7unyNdzTY51nv/60zDz9lH4/Yai/eW7EPfv6fk2mrxOX9bzok2L+ZYwxH//0+2Rmra37q9zTc+qqr8dDo6muMz2HuveJ9z0rM9/6uH1Oc+bQv7Y3L8hMYfQ3z0q6Dzk80WPFL370H8nM1z7zIZnJPd3e5kb3aQ5Vxhij+7RpZF8jefLjvyHP8UtPf0xmaqF+7r5MGFNK9TOVcj0/9YZ6TPDcN78pM09/6lmZiQN9Pya1ZyZlXSYaWU9mgpF9jmuMMU984Qsy84XPPyczma56plbX7e327rbMXHrgiszc3Nf1/Nsf+6TMfOAZ+xpdHOhnMrledywK/QKzVNerxGHN+ttf1uPWrzzxcZnxHdbWxl09ji5t6Hd4ulq1HneY6ZnPvFd/7y9/9r+SGc/XVyt0FXbj6RP5hR43fPQT/0Rmnvq8XouvVPSY8/zc/ptSu2lfJzXGmMG5bgeGVV2vfuOp/0ZmfvWDemzr8FOGqYvfTIwx5vapnoc8esk+vzfGmEcf+L7M/K3/8F/KzC/+C/v7eeCmXuPMT/VviLmvy3HuMIYxRreTz3zmWZn5b5/8RZkpcr2GfurQDxcXrsvMsGr/TanI9G+Iz/6q/u3gyacc5uWhHmvPqn3zPD1eSid6Lvzlr+g+7VNf1s+eOrS3V6/Yv9XO8a48x8aybgOP9vRzP/1B/Zvw3/uCHttWHda+W8u6PlwMHdqLs7sy48X6Wh96Qu8X+N3/TLT/Jf17Zf+qHsP0Ny7KTG9PT+Quid8QbfgLIwAAAAAAAAAAAAAAAHOGDSMAAAAAAAAAAAAAAABzhg0jAAAAAAAAAAAAAAAAc4YNIwAAAAAAAAAAAAAAAHOGDSMAAAAAAAAAAAAAAABzhg0jAAAAAAAAAAAAAAAAc4YNIwAAAAAAAAAAAAAAAHOGDSMAAAAAAAAAAAAAAABzJrQdTKOyPEEx9WSm3WjJzO3uocy03vKQzASFvh95nXIqMyVfZ+KgkJnI03t20kBnhmeJzLgYTSsy0w31tU6Tqcw82ly2Hk/jvjyHX+Qy4+K0fy4z00yXrSwZyMzjjz8oM9uZw/cMZ7Pfq/CtzYCZhIE+icO78YKuzIRlh2uF+lu58JJMZqI4kpkiiGXm9TPdXpwZ3U6WOmOZ0Ry+lVeTmbiyIjM7u0OZeeC++2Sm2/mBzLjwAofv6Tm8n0lJZlQXMY11mcga+n6dTE9k5MHlM5kZLzRkpt3S3/MHr3RkZiXQfYiLsLxmPX5prS3PcXN7X2amnu7vxw7d1TiYTZ829fX4Lcjsbf+fn0fXh8Bh3GCM7tNyz6H9F+6e6ed+6MolmTk/12W0Wl2QmYMt3c+0a/Yy6ur6A2+Wma0T3RYUouoN0pE+R1mX44FDmXDRH+j7aYS6nkdl/a32p7otWNu8IDM7DudxkWQT6/EotR83xpjjke6LisvvlJlo/49kJrzwN2XGxZtzXWf6Y/1co0lVZtKhHmufjvVY52h07+U9Hx/JzKVFPX4rR7ovHwz1mD1N9Ttebrv0D9pSW4+7glxfa+/owHq8tOAwt9LdvfFy3Z64uPOaXh85q+k2cLFel5lORc+7F2r6HV/K9djCxeF403p8kuj7Pfmuvk6R6bmV51DWs8psynrq8P+5CodM7jsU1ETPM3yHeWNe3dXXEiq+HgMGgcPcPdKZxY4eK8Yd/c2nZjb1PDT62WuJ7kOmuf175hM9NitinZlkDmXLQRg5zKd9/Y5v/OCGzFx99JrMnJ3oNaZmPJt6Xs7sdTjy9HfwjF6D8jyH9jjS10od6qeLO3d121UOXN6xrp+LbX3PSWx/P5XebJ7bOLTHeeGwTlW4DEAcfg9xOc+MXD7VczDj63HMmm+fv59v6bWsC2v696T9fDZrMY2Krp9hSbeBqcOnapZ0/1Bt6cydw/v1xRxsbtvnn8M7d+U5ogX9boxoR40xZupQ1svFbH5fSH19z+dTfc/jRb3Obtp6HSo5sb/njVDPB124/FzkOawpeg7fKndpAh26Pc/hd2wXfrIqM0sV3bYfvmIvg82qvs5Lf/qazGw8/A6ZcVHXXbAJB3p9ZHNN14eTYz1PK5f0GC9Ui5yOjvw96/Fa1eGZCj227aY9fTMO7WRn/JOvQfEXRgAAAAAAAAAAAAAAAOYMG0YAAAAAAAAAAAAAAADmDBtGAAAAAAAAAAAAAAAA5gwbRgAAAAAAAAAAAAAAAOYMG0YAAAAAAAAAAAAAAADmDBtGAAAAAAAAAAAAAAAA5gwbRgAAAAAAAAAAAAAAAOYMG0YAAAAAAAAAAAAAAADmTGg9Wi7kCaJkJDMrRUlmBgsLMvPazVsyk47vfQ9MHE11xk9kJvdyh4vpzOlJX2be9OBP62uZ35OJ1UDfT68SyEz1+qLMhMFYJCbyHElYkxkX9daSzKwsXpCZF288LzNH5x2ZqSzHMnM40O/HxXhkf64osTcTxhiTFLrchPWhzPilVGYio+uDi0rsycworcrM/t1IZnqRbi/iin7PzfK9t2/JSL+/KF6WmcuXHpWZm1tdmdm+syMz2eRcZlzoL25MXmQyUxQVmQlDe51IMv29XdpAF1NPt5Odsa57Z2Ndh4OJfsv5QNeH81R/Bxc7r9vLzqjWlOeIKvp7e7luA0uBQ/2d6nGXC3+i359X0WOziudwz7oJNC6f06EbkbodXa+OR3q86flHMhOX9FixUtXX2ts9lRkXcU33V6ev/4nMbKzcbz1eHznU8Yluc7KyjDiJWw2ZmQ70efZGWzLTeETXmWKqC3s4dKg0DjxjrzSFwzwkTnW7XmptyEx3R88Nktk06yY90X1IGuiLLbT0XKU3OpGZSxXdjzTiex+/rdR1HR/19bghjfS3yoa6fcsd2oJeXa8TuOgNdJtcjdZkphTY67DnMA8ucod+2uEdu/jpx94lM92uHmunZ3rs30t12ck93cd2f/AjmXExEHOwaKLHZo/Bo6IAACAASURBVBWHZ6qFutyEC/qbB2Y2Zd339LXSQrcnLuNSL9DvJw70/CAb3fuz+/oyJnKYu1cTfaK8o+uDl+pBSmtB9yFu9LdKHfrzRAwtqg4Dr3JPf8u00OMuF6OxLn/lil4Ti2t6bDYNdb0aOQxSypPZzNOqvr0Ou6xZTB3KejLtyYzn8H9Ik0Kt27p567+j11PTqX6u3ql+Q2OHvjoS3zwZ6fGmi6Jw+aIuGZeLzehSsynqph/oSVi3p9fHV6/Y59S1lm7fzof6OmF9XWZc1MoO5Xioy5dnHDKq8TfGfP9VPS5Nz/W4ykVrzz4u7dYd1lI9h3nlRPchoe5CTKna1iEHLmsAo0B/q3xRj0snE12+lmL7OxyN9VzPyVT3IWHmML9yaJj8UF/Ld1jPHzrMD1xsdfRvGWuh/m1lr3tmPf5X79O/vRQOawC9s9n8rhJPdLtU93T5evyiHkf/H7v6HR857AO4XHdoDBwEF+2dYzJ0mKtE12XmaHwsM6UF/Y7Pk7sy80b4CyMAAAAAAAAAAAAAAABzhg0jAAAAAAAAAAAAAAAAc4YNIwAAAAAAAAAAAAAAAHOGDSMAAAAAAAAAAAAAAABzhg0jAAAAAAAAAAAAAAAAc4YNIwAAAAAAAAAAAAAAAHOGDSMAAAAAAAAAAAAAAABzJrQdnPpDeYKK/RTGGGOCqb6Rq35ZZpKoITOdtYq+mOKwjSYIc5nx8onMFIV+Od5UZ6KgKTMuWp5++GbzkswkSUlm/KJnPT4NHN5fpK/j4s7hnsycD0cyM9HVwUxCT2bWokhmjvJUX8xBNLRfy8/0dYKyfqZKmMhMOQhkxg8ymXHhV/Rz3bjTlpk8XZSZyoVDmWnlY30tT2fkOTL9jheXVmTm5vYNmbl49aLM3HhR173l1jWZcTFNdRkMo5rM5A51rzD2PiIq6T4kSXXGRZDp+hl7OjMexDKzN9Zl9Oo13V+dHt17WTfGmL/yzjdZj995/cf6JKUFGYk83S5VqzqTTQp9Py4KXc9NrjuscarLhe8wxvMDh7460f2eUi3r62zt6rHt2+9rycze9h2Z8Sq6DWxens033z7ckZnlZT2OznL7Nw893f6N++cy48drMuNiLzuTmajQ47cz/1hmllubMpN2dDsZhasy42IytJflJNN9iF8cyMxmsyozxxfeKjPjfDZj9tpEnyeq6Tbw7LAjM83mksxM+3ru5A3ufcw+znTZyh3msN3E4V5y3QY2HcrF1NPtrYvLK/p+zu86zM0Te4eVTXVbEetu0cQz+j85B/u6Xao3dLvevqgz/bQvM0VZP9fS5oMy4yKMB9bjq01dJuK8LjNZrsdmRa7LVh7ofs+Jw9A/CHQodZi/x3r5zfQO7d/BGGNKlbeIxH8nz+FleiwUnOsB57Sj25zGqp7nxr4ek/qxw1jbQTR1WNuo6mt1MvvcadzR76/R7+p7WdLzIjcOjanR5WJpZVlmtvYdxjrXLstM1b586axzum89Hvt6PaIo9PsrN3Qljxzmp2FnNutvL37P/tzGGFPy9Py029HrxA+9W69Z52IO0YtmsxbjUo5N4TIfnNU6wf9/19qr6jWdWl2P6793619bj/u+w0J8qutVamZTyWvLGzJTSvU9hw6DTs+hv08cxqXJgV6XdbGfnlqPtxf13Kp7rsfjjbqeh+Q93fYn7ftlxkUg5hjGGBMvO8xnYv0bRPVU99Xl3D6uPwz0dVxMPT0/9UNd/oqpLsd+oetMr6/X/OtlPQ50sXL/uszUKrofLrr2dcU/ed3e/hljzNWrep0q29ZrHy6yrm4r2iv6d7K7d09kxvf1+GPBYaxzdKLXbl1sPGJf3z14Sfch01y3XY2pnsOujXSbc3znSGbeCH9hBAAAAAAAAAAAAAAAYM6wYQQAAAAAAAAAAAAAAGDOsGEEAAAAAAAAAAAAAABgzrBhBAAAAAAAAAAAAAAAYM6wYQQAAAAAAAAAAAAAAGDOsGEEAAAAAAAAAAAAAABgzrBhBAAAAAAAAAAAAAAAYM6wYQQAAAAAAAAAAAAAAGDOhNajRSRPkDrsORmHhcx4va7MmHJJRm7s3dLnUZcp+i4pmYjTRGYyh/c3reUyszrW13Lx8o/vyszo1kBmqosTmfHM1Ho8Dzx5jkmm79dFq7UoM7kuxmaSpDITBQ5lZ2J/N8YYU04cbsiBb+z3nJfH8hxBSZfRcuhwnki/mzDX53ExKTIdygIZWYh0HQ51U2q8TH/z+lTXK8UPdDta+DpjAv0dfKPvt1zW7y8z+ju4aLcWZObutm5TlpevyMxoaO9HxoWuM4E3mzpejnSb3R3r75BMdJu8vHJBZvbvnsvMeDSber61+4L1+EpJt/2H27sy45tlmSlVqzJTCWbTl5vaSEbykq5Xga/7NFPR58l9XXaamcM4UHC4jCkKHao6tNnLy5dkZuTrE4X+vT+3McZMHPqHIFySmUhkRr6uv+femcy0vA2ZcaPb0tTXbeDmFd12VSJdHzqZQx0O9T27iAP7NC4uOfTlqUNbcbQnM2uNpszsdyr6fhzEvh4rjqd6Lhd6scx4U90PFwP9zct5XWaUvZ7+VjXPXiaMMSZ1aNZDT7eTw2Ndr3pjnXGxfXwkM2965J0yM339pvV4Wui+/GhPt4HLaw6diIMrl3WbPRjrtn+U6PqwlOny5VV0OT4+n83/R2rnx9bj/XNdN+O6HneZUM8H/dJQZlrLs3lur9AVNC/0uCss9LwyGzmsVQW6Tixc+zsi8aQ8RzzU38Gb6Pt9bP2qzJz5+nuOwp7MBFPdF7mIU/3sva5uSytt+5ym++9dl+e4U7oqM8PIoV59WUcmZf3cg0zXh6yvz/Pu+x6TmaOenns+//y2zLhYEOuBjz3+uDzH6alus0sNnYnEWNIYY4qL974GZYwxtbglM1Gox2b5WM+dIk+3F4Wx9yN+NJtxq+8wV8kd1n28YjZrQ8bpWrOZq4wCfa1Jocvptbe/1Xr85EyPzSYO85DwdDbrjnvbuq0IIocyGuhxVzLS/UO9uS4zCy2HeaODZrVmPT7KHdZBHa4TOtQrMz2Vkd1iNmsSvsPvM3nZof90+F2gNNAZX/Sx/dJs5mjnka6/ZYcvOkn0/SzWHdbzD05k5rF2W2ZcDHcOdSjW97wU2Od76yu6jHp6aGv63dmssS9W9LgrMXot4fVjPT9ttPWcujB6naB+YTZz8xe+95r1eHOg67jvUCaiQs8r04GuV63Uoc15A/yFEQAAAAAAAAAAAAAAgDnDhhEAAAAAAAAAAAAAAIA5w4YRAAAAAAAAAAAAAACAOcOGEQAAAAAAAAAAAAAAgDnDhhEAAAAAAAAAAAAAAIA5w4YRAAAAAAAAAAAAAACAOcOGEQAAAAAAAAAAAAAAgDnDhhEAAAAAAAAAAAAAAIA5E9oOliZTeYJJ7snMaakqMxtv3ZSZG6++IjPv/Jl3WY//4e/+jjxHPO3ITOoVMhNME5npjnKZ8Y1+f8f+ksy4WL/0UzKTFIsys5f8gcwshPZ79vsteY4oPZEZF+lYf6tyW79j70zfTznQ+7SCiq57S6OKzLiY+rH1eOxl8hxBoDONWiQz1dZIZrK+rnsuRqF+f3EtkJmFJJWZ84G+51JdtwX180OZUQJrq//nyvGyzEwG+pu//J09mXngwWsy00/1tVzc/tF3ZOatf+0/lpnv/F9/JDPr19asxyuJbgfGaU9mXAwK3U/fv96QmWZnIDNR+a7M2FucP5dcveKQ0h66JOp5VpLnWDrV5c/LdR3vnuv2rT/V38pFkXZlJtbNmxmnE32ekm5UuqluJ1djfS2l5+nxSRz+WGaiqh4TnB7oPiQZ6m/+puu67rmoVeoyUyT6W7UWVq3Hf/TCn8pz3P/QIzITlNoy42Sqy1aa6LIVObQFrUC/49Oybrf9WPf3LnLP/uxTl8tE+rmL6VBmVs2pzNSbs/nmqa/7z2GoG7ioqnujJHF4iS7NtqfH9crqLd2e+JF+prTQ7y+yLxEYY4wpHB6pWpnN/LSTlmXmn/+r/1Fmllv2Ory+/NfkOd7+1r8lM//mhf9NZlzcONiWmcuLTZnp93X9bK7qefdwoNdIgtk0b2Zl2d5e7O7qtjZxmKskkcN5HNZ0TmuzGb/Fhe6vssJhHarQ95xn+ns2r27IzL/aelVmpLu6rJdWdB+ysmkfwxhjzPnRlswsVHS98jM9/nCS6G+VZTqztGqfv2ev9+U5Gg7jpXOH9sRF3qrJzCRxqMPHuj6Mdo9k5vVbep1l5YJ9rdnVgxv2NdfjLf0dRg5lon+m2yVfjCWNMSb29Xq0E4clndShXqUj/eyLVT2/2u2MrceLymzmaH6m657v6bFZ4dD2O41JHc7j5/Z346pypOvewoputwdb9j5ipaTnaJ7D7zy1dT3edLEQ3SczdYd1s57D99x0mF+dZvq5dg9m89vKecVe0VdjPccYJvpbeYUuo4mvnzt74H6ZcdEr6987wgW9zl4a6DpTcfjtYFS2r1XVzGzq+PWKLqRerPv7YEOPN8/v3pGZC03dbv/s3/ibMvMxmTBmbfmyzGRdh7LctI85jw5v6+v4+jtcWH5AZlz4Jd1f+Z4uo6/f3JGZd/31t8tMv6PbLj/S9dPFw5tvth4vdvQY+air7ze7qPu0nZH+5qsX1mXmjfAXRgAAAAAAAAAAAAAAAOYMG0YAAAAAAAAAAAAAAADmDBtGAAAAAAAAAAAAAAAA5gwbRgAAAAAAAAAAAAAAAOYMG0YAAAAAAAAAAAAAAADmDBtGAAAAAAAAAAAAAAAA5gwbRgAAAAAAAAAAAAAAAOYMG0YAAAAAAAAAAAAAAADmjFcUxRsf9Lw3PggAAAAAAAAAAAAAAIC/1Iqi8P6if+cvjAAAAAAAAAAAAAAAAMwZNowAAAAAAAAAAAAAAADMGTaMAAAAAAAAAAAAAAAAzBk2jAAAAAAAAAAAAAAAAMwZNowAAAAAAAAAAAAAAADMGTaMAAAAAAAAAAAAAAAAzBk2jAAAAAAAAAAAAAAAAMwZNowAAAAAAAAAAAAAAADMmdB28HNPPaPPMNiUkUo5kZn2Y4XMlNtjmTndO7Ief/97vyTP8dl//EGZaVZKMjPoVmWmyIcyk2VtmYkO9Hd48gt/V2a+/MXPyUwYezKT5vqbR7nYr+TpMlFEucx8+IOfkZn3PPe0zCx6gcwk6UBmRtOyzJy+viQz//7VU5n5B5/S3/OJp5+0Ho8Dfb+e/gwm863NjTHGmDTXJ8om+lpf+6puu77+FV0u9k+7MtOsN2RmqdGUmf54JDOlMLIe/8CHPyLP8eVP/ZLMBO0HZcavpzJTPdRtxXGnIjMVT7eBH/7SfyEzX/riF2SmKBzanULvtSxV7N/cj3V9CGLdz3zgl/6BzHz1o1+WGe9I173yRLeBE6P7tOklGTGNn7sgM+/72V+RmW888ZvW49XI4TvU6zJzvqPbY5e2tOvQmH7im++Vmd/5vW/LzHis++mw0PeTG13PXSKlcmw9/p6ff588x0ee/LTMFGPdTy8u6hu+dv2azOwf6g5rPO7LzNNP6THKL7/3PTJTr+j2dndv23r8XT/z1+U5wtKCzBz09Jj+sx95v8z8D//9H8hMr6vfsefpdj2MdBv46usvy0ynfyYz3/rGb8vMb33j69bjJV/3Z6fHJzJz6C3KTFHSbcVmbVdm3v9r35SZL/7Xun0LHOYq/sQ+pjLGmMLX5+k1b8rMtmefn/7eZ35HnuPXP/RbMpN6emzmO4zZPYfxeJDp8mWmDuOY3/5lmfmF//znZWZl46LMDPs96/E41m3kyGGOmxd6bPFbv/GczHzqc78mM0mqxxaFr+85neiyXqS6fCWJznzrG/axmTHGPPXsh63HS5UNeY6Kw9gjSfSY4GKs52iv1N4uM195338kM+/5iF6HerSqy/rUoQ00Vf2tUoexYpDZ6/nHPvkxeY73/Iqex13ceJfMLDVXZGYyeVVmfE/XYeOQ+fCHPiozTzzzlMyUHG4nyOzjKj+fynMUqZ7H5VNdbj793D+VmX/2W/9MZl7c1v3r2gW95pqVddt+uPW6zCxG+jxPfPrzMvPtj9jb/35Z98HLmX7u3f2OzFQDPedeKely8fe//QGZ+fwzX9P309LtrWnpMXta6HlG+iN7xboz1Ot83/5t3WZ/87NfkZmmw9jCH+h3szfVbX9nbU1mskTPeb7ySb0W861/pOcz2Zq+5xd++B3r8Ytt/a16J/a1BmOMaQwymfnc178qM89+/JMyEzmsQyU13W6bkR5rX5rquXl6Z19mfuX39e9pHxRr0nGs+5CVxrrMDCf6PAcH9vmXMcY8dPEBmfnAM3od6rlf0muu1V+sycyf/d/nMrO2o9v/1Rft89zBf2CfExljzNPv/7jMfPZLukxErT2ZiUt6zTXt6bn7itHj8X/5xedl5g/3PyUzn/+k/bc0Y4yJ6w7ztJG93Rn7uh2YxrpfLApdZz73lO6vPv7kEzKTh7qMPnz/wzLz4g/+rcyEVf3s00y37c996Rsy88zftbcFtZZuj6cOc/fAYQHdK+v60Js6jKneAH9hBAAAAAAAAAAAAAAAYM6wYQQAAAAAAAAAAAAAAGDOsGEEAAAAAAAAAAAAAABgzrBhBAAAAAAAAAAAAAAAYM6wYQQAAAAAAAAAAAAAAGDOsGEEAAAAAAAAAAAAAABgzrBhBAAAAAAAAAAAAAAAYM6wYQQAAAAAAAAAAAAAAGDOhLaDJW9RnmAcTGVmFJ3JzPnOazJTPm7ITGO6ITNK/1A/U2fckplyVMhMrdaWmSIbyUy6+rLMuChSfc8TL5OZMApkJvCr1uN+6Mlz1BYrMuNiqa/fcbQUy0w80XuwarH9uY0xJhiUZaZzNpv9XrU8FTeTyHNkma4zgUNbUanqb16PSjLjYrWm6/DpaCAzw1S8P2PM5UJnMqPLYGD0t1B6rYdlZiXV32GwfyQz42ZTZl4c/b8yMy3p+3HhebrOpFkuM+3VdZk5Pz2wHu/t3pHn8Ard1rporuu+vDc4lJmopNvAcnZBZs729Jjg4F/sy4yLbnloPd4LdNkadk5k5s0P6r6839XPXQt1O+likOi2a5rpdslPrcNEY4wxQaHHDYVDFc4LXfeU1opu11vhRZlpNHTde+mHr8jMOKvJzMbmssy4aC/q7xAF+puvrq9Yj49H+jpBMZaZ6aAvMy5eevmGzCwv2Z/JGGM8X49bi0SX0WpVj/FG49k8+3du29uUcqyfqVrRZXRarsvMSXqur9WYzZjda92VmdzT36o/0v2Vpx/dJPdty0wzuvf5aVjS5Wba12PkLNDlwosm+jwO8zTP122Bi1pL97G+0fdTiu19RBjq9q0U6ndTFHpM7yJ1aCq8sh43JGP9zWOHOtOd6ne83tqUGRdh5ar1uDfR60LJyD4WN8aYicv/nxotyMigp8uFi2sX9RhlLVySmZPcPv41xpjtjh77l0Jddi609bdQNlp6LHR69wcyU6v9uzJTCvV8ptvT4+hSWff3LioObWkx1HOIorCvE/hVPR+c5Dozbegyasw/lYlOf09mLm44lItTvSYxHOvx79X1B2Rm58cvyIyL6f32PuL2WUeeo9y+IjNFEclMnus+pFs/lRkX1SWH8ceJHiumJ/qeWxt63HDbt9fzejybdcdRotfwXH47KPu67RrE+t0UV/Ua3dkPdf100Te6LyoO9LN7FfuzJw79UHBbj0kb3my+eVlXPZM51L24q99N5unydd7Ta4+LK/o3CBdXLl+3Hn/tte/Ic1Q83Q70fN13Tpf0GG+smwono6Fu3/b/WK8rLurm37QdFtcm6/YTpQ29PuIicJg/TLq67epM9LirEekxSre0IzMP/5w+j/l9HfEcfu8Yp3pdsdO1T/gaDvPgzp5+7o37Z/PNF5p6zfX2rl6veeEHz8vMxuqqzJwNujLTXppNRa9ee5v1eKmm2+PJQP/WEYd6ESBr6P6qM/jJf0PkL4wAAAAAAAAAAAAAAADMGTaMAAAAAAAAAAAAAAAAzBk2jAAAAAAAAAAAAAAAAMwZNowAAAAAAAAAAAAAAADMGTaMAAAAAAAAAAAAAAAAzBk2jAAAAAAAAAAAAAAAAMwZNowAAAAAAAAAAAAAAADMGTaMAAAAAAAAAAAAAAAAzJnQdnDcGckTVMuxzCRBXWZWVq/KzOn5nsyMkrHMKPm4JjO1eKLPkyUyc3Z6KjNBaP1Mf07fjpMw9GTGi6oyU61XZKZ7ai9f2TCV5zjt92XGxWl+UWZWz3RZH1WGMuMPdblYeFjv5fperM/jYuDby7vv6ef2SrrcpIluT4JJLjPHkUN9cJAPdKW543dlplluyMz5SNeZ0VSXnWp278/enhYyE4c6s2f0czcdMm9e3pSZ86XZ7G3MC/1cjcVFmTk+1H3R7u0XrcevX1mW5wgms2nYt6bHMrNwvSQz3YGun0FXl+N2U5eL0rgsMy6WM/s37yW6HQ1z/R1OzjOZycr6mTJxv64849CXFw4Zp6u53POsrmV3eUn3V6/8WNeHV76zJTP3X78mM4uBbruGnROZcVFfuCAz455+rnrVPiYITCDP4SW6rJe82bTrWTaVmcOjA5mpVnU/fWd3W2aCUD9X4FAuXCxuLliPx75usz2Hucri5K7MVPRnMCXvsg45GHq6DGZGt8lxqG86Hug2pZE9IjPJwr3X8zzQrWTu6/bYcygXge/Qp031dyj0aZz4Dh1E6FCvMt/enxcm0teJ9HMnySx6NGMi/anMKNffvOQw/s1yPccICv2OD0/03MnJ+Mh6OC7p++2d92TGb+tbOejr86xN9ZqOi4mv17L+7Q/+jcycD/Q9tzf1OGZa6DHwatuhoAqpr8cNQTyQmZPOTZm52NqQmdjbkZnZ1HJjgqHuH+JQr60Nosesxw/Gev5VjfR6zTjRa7sutm/dlpnGqh7bLi2uyMw01f19Guu2PY50H+FiW9xOtrEuz3Gz67BuNtHt0puvNWXm9O6hzLg42dVl/f7yJZm5s6PL6eBc38/KVfu6z8mebkddjKcOYypfr8WMRroNjFu6n04X9Ni/7M1mHSpyWL8sPP0912v2znpwrn8XSFI9FkpD3Q64qI10X547zIW9hi47hctzbegea2dGPyrVSvb+vNmwz1+NMWaQ6O9ZSvUcLXT4nsGMfl8oV3Q/3ero37giT7c7UVV/q0Fqb//zfFWew4Xn6fJX8fUae7mizxPFug/uj3dlpv2I7mNd7NxyWFur67HX2kX7OKYu2j9jjFlZ0pm7R/bfKFy1Wy2ZORvofmZzTf8Oe7R7W2YCh/7z5LAjMy6Ssb1Nzh3m5SbX76+xoOvnSUePx4Pho/p+3gB/YQQAAAAAAAAAAAAAAGDOsGEEAAAAAAAAAAAAAABgzrBhBAAAAAAAAAAAAAAAYM6wYQQAAAAAAAAAAAAAAGDOsGEEAAAAAAAAAAAAAABgzrBhBAAAAAAAAAAAAAAAYM6wYQQAAAAAAAAAAAAAAGDOsGEEAAAAAAAAAAAAAABgzoS2g17RkidIJosyM+3flZm9aV9mFlqxzFSWCpmR8omMBF5ZZjrdpswsr+hr9UcjmRkOdMZFKfJkptzW5eLFGy/LzMH+kfX4Qq0mz2G8TGccBEkuM0PvTGbGp/p7pudTmVm/rN/xdDibb/7wor1eJdNUnsP3dbmZlPQ7fnDzssz8Py/vyIyLM29BZhqx3lMXGf0dtsf6e2YOnzM1Ax0S4qkux0Wq29rygn6m3lEgM+tBQ2ai/mzKuueXZEYnjNm/+SOZWd68aj0+iHT5a/k9h7vRjkL9zTu5dThgjDFm48Kqvlhdf6ujI30/0YLuP11Mzuv261R0u1Tx7Ocwxpjjo2OZ2biuv3lWRDKDN/bSK6/KTJLrsvU33v0OmQl93d/f2dqWGRNUdMZBs6brZzrQ5TSO7GOvNNd1ZjwZyoxnZjBeN8Y0GrpeVSpVmen2ujKzvr4uM8OB7qcLT79DJ1HbejhzmM/4of4Ok0yP8ZoN3ZcX+ycy46IY6LFZpay/ebWq29vBkR6z57d1H5H5N2RGShIZ8QM9igkC/UxJrudXQXpRZjKHMbILz9NzkaLQ9xyKYakf6Lo5neh3nOe6DXRRjnT97Ex0PTcO7W091vPuItd15nSk21IXa+aW9fjZ2GFdaHlZZhpLun0zqe6nJ5f02NbFudHf89pPPyIzj+X6nu/e2ZeZ/UOd6dVdZk92ntHfoV3Tbe354UsyM2xfk5mk0Gt9zWgsMy7Knq4z8dqjMnMytI9vSyO9Jtts6P51KdJ9kYufevRBmblxU6/7DBt6/Nsd6Dn1cqjrTJzqvsjF1S17e3tW6L6oafT9RoWe8+yc6Hf8YFOPf130bum24iDSY5R6XY857yZ7MrNRto+jh4uzWYupVPS38o0ew4wdyoXX1+tvzanuy/up/g4u4lSPP84y3abU2/b2f3Cmx10LDuXGOIx/XbQ2HMaKZ/paXl+v0VUCPR7aDXU/01lwGA85OBrY+8aNq1fkObZu/VBmiky/m8vLD8nM+Hg27fpk/Y7M5J7+VsOSvp8s1WPFofiJNZjOpo5Pxnrto+w7zJU9hzWJsS7HQV2PzbLgXGZcLC3Z+xBjjHngfoexzkv28n7rZV223vrut8nM1taBzLgYDHV7Gzi0pf1+R2aSQpeL8UCfZ+PSVZlxEdfs/dVoote74pIem+2fnMrMUD+2Cbo/eZ/GXxgBAAAAAAAAAAAAAACYM2wYAQAAAAAAAAAAAAAAmDNsGAEAAAAAAAAAAAAAAJgzbBgBAAAAAAAAAAAAAACYM2wYAQAAAAAAAAAAAAAAmDNsGAEAAAAAAAAAAAAAAJgzbBgBAAAAAAAAAAAAAACYM2wYAQAAAAAAAAAAAAAAmDOh7eBwkMgTLCxkMlNul3WmsiQzmX8mM/3jU5lRRvqxTRRZX50xxpjCYpfbhQAAIABJREFUO5KZzAxlJi9WZCYu7cqMiyJPZWZne19mjs8GMvO2v/Ju6/HD3TvyHGnq8LEc+OZEZuKwLjPD4VRmKqsVmQmNfn+VIJYZF2cde9mZlvRzV87HMtNe0m3FH/9Qv7/tYS4zLl5KV2VmdTKSmYVYv5+dUklmRkaXi+VWITPKSabv1+vr7/DIYk9m/mx0IDO9mt63uNi4JDMuPOPJTDpyqHst3V+1ltetx8e7r8tzBFP9/lxcKOvyl6W6PTnb68hM5Os+rV7RZf2sfu9l3RhjvKBqPZ6MuvIcQaTrQxTpcrx1sCczq+0FmXFRePr9FZ5uS3MvkBmnncdO9+NyIrss1O9vfUWPqRZj3Q7cfu27MlOq29sBY4w57Mxm73b/TI8DW/E1mfGqDevxw5Eei+eh7jvLsxnCmOUl/T2PjvR4PE31+Hc81s+1uLgoM3fubMmMi8mh/SWWHIZLua7i5nbJXiaMMWat2pSZ0qv/p76Yg4ZDn1ak+uHHhZ5DRHU9hx0f68KcVXTdU3Jfzz29XDekRRHJTBDodinJ9Tiwsjibsu7X9DzDVPT7SSf242Gg2wFvot9fHOky6mJhbUNmKg7zorNEv7/RoR7jDQJdZ4KSfj8uhu23WI9HYz2fGRzod9O+pNc1dkKdidZ1O+nCcxgSbPX1usVapPuipU09F44XdSextXVLZpSqw5g0cqhXXlW3gYNTPQeLGrrNTjN9Hhe9oa578ZGuw41lMSZoigbQGDNI7fMmY4xJh32ZcXF8di4z9WZbZsoNXWlqRo9ROv1DmVlZvSAzLvyyva8Zd/RYe6Gu29rWSL+baaLbrl5Vj4VcrF7R7UngsL57PDyWGb+t5+99z75u4Td0nXEROoy1+0M9x6jXajLTuaPvudnR49a11ozWJHK9BhA5rCacHtn7vSjSbX/c0u3JeF/PGV0c9XT75tV1P91t6LHtzqlu3x5PX5aZR071GNjF9rZ9zeudb7suz7F56UGZSQq97phM9XjJ5XdPF15Fv7+wouuDl+q2y9MRU4/sdXh0PJu+PAod5sGe7kNGI30/rZoeo0x93RacZ3o92sWSw7rPa6+9IjO+by8XjzxunxMZY8xL39dj8YcfepPMGPOHMrG2qtffzs70OOaso3+/X1zWc5VarDvZ+qL+DcdFNLG3OxPjMA8e6HF/5un2ZKmi+/sg2db38wb4CyMAAAAAAAAAAAAAAABzhg0jAAAAAAAAAAAAAAAAc4YNIwAAAAAAAAAAAAAAAHOGDSMAAAAAAAAAAAAAAABzhg0jAAAAAAAAAAAAAAAAc4YNIwAAAAAAAAAAAAAAAHOGDSMAAAAAAAAAAAAAAABzhg0jAAAAAAAAAAAAAAAAcya0HWzUM3mCoLYlM6enXZlpxssyMzwsyUwtHMuMUll4WWaq9abMpHldZiZTvWenMLsyMxpNZMbF6mpbZrq3z2VmZfGCzCSJ/XjuFfIccZDLjIvDTJ8nTKYyU11oyUw919faGepyXKnXZMZFrVS2Hp+U9f0W40Bf58JPy8zNGy/IjF/X13Jx2duWmXJJv+OKr+/ngfEfyczQ6LpXTe3fyoWfr8tMke7JTDs/k5m49GaZmUa6fTs9uikzLmoV3YcUhWiYjDHHE91u13viPF4kz7HXviozLtqmoq/V6ctMq96QmVppQWequhzv3r0lMy421j3r8bOJ7mf8YiQzlbKuvyenDmXr4FBmXNTLuu0aFXrcEIb6/eTGoU22fwZjjDGlSqxDQnNRjyUHvZ7M9HxdZ+or98nMwdlQZtYuLMmMi6TrUHaC+2Wkd27/5uElXX8DX48T40C3gS5GI912haFus2uh/uam0POiIteZC6sr+loOLjdOrce9RL8bz9P3m5d0+1YZ67lefF3PnVx0B/q5arG+58RhDlbJdMbv63Hyenjv3zxMdUNaODxTnuu6F5Z125We6b5x+e16XuQi7et2OypVZSbwU+vxzNd9Xqmi24q7t2fTl3/vxusyE091f18OHb65WZSZpSU9P9062ZEZF4Wxj9m3ugN5jgtlhzHBue6vJlccxr8L+v25KOe6Dg8rui3ox3psdndfr+M1K7rsXL5+TWaUyOgx8nRiXbo0xhhTqer1t/7+8/p+KldkpqiuyoyL5oLuG6eRLhdnXXv7NRzqcpyIemeMMQ2H8udiYXVDZp7/zp/IzKVItwWLDmucRU+Xr91DfS0Xw5K9vGdNPdbuOQxbo1D3wSd9e79ojDEv7ev66aL8qH7HcarXXMtdXQYbq/rZT7v2Pq25PJt2PXKYh+inNmbsMA6MA13Wd2/q9beLM6rnudFrQxdXdKaztW89fnqi1y9rbT3n8S/ojIsi0OPoQV+vfdyZ6vqZXrguM36m1y3ygZ7LuUj69nd443k99li5oH9PCuu6PRk7tCdeNJt67u/rPq2o6LbUj/Q9F6luU+KJvc9Pb+sy6qJZ1d/h1qkea5fKuj74uV6/jB3qzNXWbH4/PT3V8z0/0N9qc/Oy9firL+j5oO+wfrlY0fXKxZ89/2cyE8d6/lBv6Xlao6HnuXduvSozez/8vsy4aIq1viztyHPkDt3rYuxQH6YnMrNU+snHrfyFEQAAAAAAAAAAAAAAgDnDhhEAAAAAAAAAAAAAAIA5w4YRAAAAAAAAAAAAAACAOcOGEQAAAAAAAAAAAAAAgDnDhhEAAAAAAAAAAAAAAIA5w4YRAAAAAAAAAAAAAACAOcOGEQAAAAAAAAAAAAAAgDnDhhEAAAAAAAAAAAAAAIA54xVF8cYHPe+NDwIAAAAAAAAAAAAAAOAvtaIovL/o3/kLIwAAAAAAAAAAAAAAAHOGDSMAAAAAAAAAAAAAAABzhg0jAAAAAAAAAAAAAAAAc4YNIwAAAAAAAAAAAAAAAHOGDSMAAAAAAAAAAAAAAABzhg0jAAAAAAAAAAAAAAAAc4YNIwAAAAAAAAAAAAAAAHOGDSMAAAAAAAAAAAAAAABzJrQd/MSnnpYn8L1cZvJxWWZqTeutGGOMKfyRzHhZbD3+1Mefkef4e3//P5WZn/vZR2Xm1taZzNRbmzKTDHoykw36MvPJz3xVZr702Q/KjO8dycxk8naZuXv2Nuvx1N+R56gU35WZX//Wc/8fO3caLdt513f+2WPNdeqM99z56mqWZYFtHIKBThiyvMLqkJXViwy9aOyAMQYTPEjyjCXbkizZwsZ2CAZjG4iTbuiQ7vSr7k4IzlpNmI2xja1ZuvM9556h6tS8x37BW7R//8WtF8mq7+el9k+79q79PP9nqH2PzDz+U5+WmTyfyUzR9GTGRdVt1DnnOobTlNdTmXnHlx6Qmcc++kTl8dmNK/IcXqmvpRkHMpPl+h22r33X98rMb/1PPyIzT37+F2Vm98YzMnNq82/JzPBgIjP1RPfhVlFdb9/y8++R5/j0l/6VzOxduiQzgd+Umfk8k5kT3Ttl5vLT+vt7/JffJDOffeRxmbn+gh6vzuhH7vKNncrjVw9zeY6VxjGZefuP3i8z73jkXTKT5TWZaXQ2ZCYd6bG809TPc9DXfe9Tj3xOZr7wa9XtfT6dy3OUsZ7nWHiZrm/NQD+HN7zlZ2TmsQ8+KjO50/1zZbUnM16kv5+XLrwgM5vrW5XH3/Oen5fneOuD75WZrZZuf+s1/axmmf7+Doa6rhdeJDOPP/GrMvMT79a1PZjp9n5is/p6uit6grK395zMuHwgI4898gWZefhLPyUzbe+szKQTPccr53oek8xKmemsNGTm/p98t8y86+PV8/q7cn0tX2uuyEz01B/KTG9rVWZ2b+hn/qlf+rzM/MavVs9bnXPu6y/ptdOZ8+dkZveibsteoucN06B6zvTko3qc/vg/+hcys/Jqva50q7oPFz1dA/cHel2+FqzLzE+/5S0y85EP6fW7pSaX4t/KeJHum87T39+1l56VmS98/osy86EP6r2YuJbIzHBf94dbTtwhM5NBX2auTPX6/WNP6tr+sY9W9wk/1s9qYlhb7e3ptr61dlpmikT3hw9+SNf1z3/yMZmZ1/R41c1PyMzkil6/t7u6fWWt6r2hH3ubXn99+L0Pyozv675Xlnrc8wx92JLJMr2We+hxvQ/1C5/4hMw4fVuu1WxVHn/uBV2XGk09nvX7ug585lP/Umbe/CG9F5POjmTmdLMjM3Gk52+lr7/kbqIzb/vA22Xm4098rPJ4ahjPLP/yswz0unx1pSszL128KDOPf1TXrvc+ptv68FDPu/zgmsys+Lr+tze+u/L49f7d8hyf/LD+7eCT79LfjVfovpdWd/G/Uuq6FHR0primr+eBT+i2/s8f1Ht0K77e88rFEras6XtKQz2ezWf6S/71X/iIzPzGr+i1+2Si9yTmvh7v257elx1FhjEt1PXtgZ/8OZl57N1vqDwe1vT1lpn+biaZbjeZpytlOB/LzId+8TMy8z9/6GGZ+fZjx2Xmdq96H9k5567s6z2dvFa9rxj7eg/qp9+h99Z+6THdx12pPyswtNFET1tdnuuQX+ha8LaHf0NmHnybrv+3nH2dzIRh9Xr5qRd/T56jt67vuzRMHB5632/KzG/9sh7Lj3y9R5waHuis0OsrP9JznWmneq/ZOefe+7/oPYkff/NPVh6/99teKc/x//3X35eZs1v6t5fXv/71MnP9uq4nL4e/MAIAAAAAAAAAAAAAALBkeGEEAAAAAAAAAAAAAABgyfDCCAAAAAAAAAAAAAAAwJLhhREAAAAAAAAAAAAAAIAlwwsjAAAAAAAAAAAAAAAAS4YXRgAAAAAAAAAAAAAAAJYML4wAAAAAAAAAAAAAAAAsmbDqYNwo9Bn8mowcTWYy078ykZl6M5aZw8MbMqO0t79TZvLZQGZaTl/L9KApM0WRyUwjzWXGIqqNZCaM9WfNvLnM5MVfVh6/5Yz+nOleXWYsyriUmcILZCZoV3Yp55xz45YnM+F+IjPtsCEzFnl9pfJ47/YT8hzJsC8z5eC6zEwPL8rM8cFVmbGY7Q1lJvJ1/4xDnWlVl1rnnHOXLr0gM3eePCMzSm2q23pY1/3q0o5+npvd4zJzff+rMnPrfdsyYzEr9DizevxIZib7+pkH9bPV55hckee4M0llxqIdrctMnutxJpnqOUGnpsfpZKLbTnelui5ZpZNp5fEiNdx3qmu2Z3j91ksNcyr99ZmstPWJro/0PObFkZ4TzEs9FnmGTK3syIw8R6Sfp9/SD6uf65o9m/RkZmv9Hpm52r8mMxb/42sNdfsFPTfb3a+euz5/XdfRWlfXnGa4ITMWw4meE9QC3R8GY11vQz+SmbbT38/hjh5nLPyi+pqTsX7eyUx/N3/rPr0u+tOn9Fh++133yYzF0UjPY7bXdc157qmvycywr2vKq+6+VWYu7et5spKs6TX36hk9Z79yQ8+1iwN9PXGg+0OW6THEIi/0Mw88PVbnQXX9jwK9/rr+0mWZ+YFXf4/MfOHzX5SZIND3Pdclx8XxSZnpH+k2evqkHqf/YL6YueskqB5H5iPdSNul3ktYG+k6uXlCt61ka0Hz1kLPCUY7+t7Tlp7HRKf0PObpyY7MtJKbr28H+abMNGNDH890zRZboM4550oxvjrnXLagSfvly4aaXOg1xPlbbqs83u3o/jubV6+bnHNutafbjcWJI/39bd2l+9XBZd1GZ2NdS7ubet5wePNLFeecc/Okuu54hoVlkuo22tvQ39+VXb0uzw39wcLL9DPvNfX6IIt0f+jVujIz9kVbLhfTx6eG30yyuf7NJDQsH+pN3Y79Uj/PueE8Fs2avve6088zy6rrdlDTfWYcGvZBs8X8m+qh02PRyNCvCsP1JKGhf2aGz6q19XkM0rC6X2WGMTh3LZkpPT3Hi3w9byhifT0WGz39/R0N9Pxt2tW/O2Webl9puFZ5/OJgQXW9rP4c55xLDPPxNNPrSsueq5/rfu4K/VuQRT1YlZnS6Xaxl1QX943j+neVw4MLMuOHum1ZXN/Vme6WHsv7E/2beb2tz+OFuu3EF/dlxuKeW6v3fQa7+sv5e9/1vTJzNNR79f/+t/9PmYmb+rt5wxve9Nf+d/7CCAAAAAAAAAAAAAAAwJLhhREAAAAAAAAAAAAAAIAlwwsjAAAAAAAAAAAAAAAAS4YXRgAAAAAAAAAAAAAAAJYML4wAAAAAAAAAAAAAAAAsGV4YAQAAAAAAAAAAAAAAWDK8MAIAAAAAAAAAAAAAALBkeGEEAAAAAAAAAAAAAABgyYRVB6dJJE8Q1ypP4ZxzrllPZOaWE7fJzEuXLsvMPXffIzNKq74iM8NBLjO1+pbMeGVdZsqklJm6v5h3fyajtswE9a4+z+CKzGysBZXHV7d0u0mnLZkxKWcykumvxh3MxzLTjvSzGgUbMnM4r+kLMphf/vPK45NI33i9fUJmatt3ycza6hmZyfsDmbE4vNaXmVfcp+/rxacvyMzkUF/PK29/hczsXNGfpdw4OpCZyDVk5mTnuMx4Mz0+zGLdjl8YviQzFn4jlpl8VsjMZKTbYEvUpmZD3/eL6ZrMWMymupaudU/KTD/VtWs61P3KC1OZ2bmuxxCL0qs+noT6nnz99Tmnm43pFd3S0+O9xaC/KzMn13RtH0V6jvK7f/K0zLzqbl3fopWbb++BN9efE3dkZv9wJDNnN07LzGZP96srR4YBwqCY7cvMIJ7qTDmpPL7d1N/fuNDP4SjLZMYiva6/4/mKHq/yge7EWa5rVzNtykyaLGbuGrvq7zmJ9DouDPRzGEz1midP9PfnB3puYXFwpO/rtjN6jE2G+npWO3pNOMmHMhMsYJ3mn+jJzO5gT2aKQj+rmho8nXPz4khmsngxbd3Tl+Myw/DpiYH4xmU997jj9lv1BwV6/msR5rp/jqe6Lh3f1usZb6bXsMN9/VnJCb2Ws4jFfkMQ6nZ8+Lyen9x68pzMBC39PG/MFzOWjzP9Wa1QP8+jw+p9Fuec2zLsVdVyw35MePPjeezr9pfNLZNtXQjK0pLRnxQHlgWCtrmh930GA732jMLqtlMW+qYyw9wsXFB9y2t6/233sp63eoXuD01Pr3n8ke7DfzS9+b0YC8uz2trS/fdgpOcnVwz7S+vrmzJjkYR63lDzDeNMpOcWE0/PFQuxbvRri1mXF6k+T21FT3T8Qn83NU9n9krddubHdU228A3XkyZ6vIrEODOdGX6f0Us0l4f6Wiz2+nrPtdXUdSmc6zo5nehn1THs6bebhi/I4ED8ftWN9OfMQ33fcaD3dl2m+1WSLWYsH+7oNdjZ1VMyMy902/E8Q3svqsfqwUjv81nMDH0vNyzSopphLmlYEE4m+jzxgvq57+nfRqdjXQPDuPq+5jO9j9DxDWu9fDF7Mc2WHl/HUz2nKma6n+8PdX/Ia7pdeIvp5m4uanLdsH9+5ap+tyGu6/PcfvcdMpOluv29HP7CCAAAAAAAAAAAAAAAwJLhhREAAAAAAAAAAAAAAIAlwwsjAAAAAAAAAAAAAAAAS4YXRgAAAAAAAAAAAAAAAJYML4wAAAAAAAAAAAAAAAAsGV4YAQAAAAAAAAAAAAAAWDK8MAIAAAAAAAAAAAAAALBkeGEEAAAAAAAAAAAAAABgyYRVB7e2TskTrK00ZeaPf/c/yswt26dlJkumC7keZdp/UWbG4e0yU2vV9IcF+p4CP5KZdtTQn2WQzuoyM8s8mfG9XGZOnVqvPD6YflOeI/E3ZcZiNB/LjF9ryUze78vMfh7ITFDT15OdWcz7Xu3eduXxPJnJc+RHF2RmMtAZv7kmMyfaHZmxmBm+vsFhKTOdeCQz3qY+z/N5KjPtu3VGKUp9LXVf93EvqBw+nHPO+Q1dj2ux7ld/efWGzFjkeSEz9ZqugdOJrm/TwUHlcW9Tf85+oOuARSvsykw6q75e55wr00xmZvNEZo51dN0eTHZkxsJX/Xym+4Nn6A+l0+dxlvMs6DXeJNDzhmxf15NgpNvgP7r9Vpkp27pe7JW6DcrPKfTnlJmuS1mp63o+OpSZaaLbRTLdlxmLwMUyszPX1+zH1W1nNtBtol439KuengtZBBPdaboNnUkNz3yW6TFkmuu+Vzc8K4skqa63Xl239bLQNXuW6fVMZCiB82SuQwb9kZ6X9vd0fbv1TPX81znnvvKM7p/9yZHMtLo9mZHahj7j63Hahbo/TJ1hrZfo+VtgqMkWaaHnXWWsr3nUr35WZzbOy3PccfYVMvPixRdkxsZQS0PD3CzdM3ySrkvzuW6D9+S3ycy/lwnnkmn1s2p1dV0qNnQfP5rpvZj2zDAfn010xiAb6O+4eUzfe2kYi65efkp/1rYe9+Ls5sfz5vCazIRNPaZ5gf5uanV9vWWu+9XR3hWZsTAszd1spsc9tcYvDPWkLPXzrhnWyhaR3vZxox1dl2qBflbNUN/XitPtqwgWM3eNo+r78jz9ObO5nlN941vfkJl7771XZmrRYp65H+s9ncLTfbiZ6O+nqOvzhGH13GKW6n5nUQv1OOOO6e94r6/nOWuG+WYR6vXg6NnfkxmL0lDgPE/fV56JMc3T8/6ypj/HDXXEYm1FP4dG3fDMU93Py5qea88Ne0yTi9d1yCAKqvfri1DPTwrDcsY/0mvYsq3XD84tpp+7uf6sUV/Xgu21FZkpJvo89Xl1n1gzPAeLeaYbV5nrOpDODL+ThYb5m9wAdq4wrHMt2sf177Cl0/U2FQ2+btjPHx8afusIF7Af4ZzpT0/c2NP7+U3DXlXQ1N9xFOh7L3o3/66Ac85lSfV6L6zreWsj1l+g7+u2vneg21ZD7O1WXsPf+P8EAAAAAAAAAAAAAADAf5d4YQQAAAAAAAAAAAAAAGDJ8MIIAAAAAAAAAAAAAADAkuGFEQAAAAAAAAAAAAAAgCXDCyMAAAAAAAAAAAAAAABLhhdGAAAAAAAAAAAAAAAAlgwvjAAAAAAAAAAAAAAAACwZXhgBAAAAAAAAAAAAAABYMmHVweFoJk8wGezLTLdRk5nDwZ7M3HbHeZnZ3d+VGaXl6XMczE7JzPUbqcxsrE5kJnINmbmS5TJjUavp82RBLDPpvLJpOeecGwyqv+fm+oo8x6xZlxmLpNuWmVowl5lz336nzAyPBjKzWxQy06ldlxmL4WH19TTDUp4j8vXzjnz9ftr+gb6n4rAvMxZZ9xaZubx3KDPrxzsyM76i62Sj1ZKZWaKfhbJ3sCMzyUB/Thzquu50M3ZnbtV1/eTWOX0ig5rzZGZe6H5e6+q6091aqzx+3T+Q5+h5i2nrXqTbVpbovheHunZtbJ+Rmaefuywz3/X3vk9mfsV9UWbGRfU4bOpRga5vphOluv3FN9/FnXPO7R8NZWb7Nj1ejW7odprt6eeZHRneT27rcVjKAxmZjfXcLCj0PCewlEBff1YY6nZhcf2Gnk+uFrp2HSajyuNZuynPERnmZoGhP1jUG3remkb6uwlrur5FkW7Hfqbnrq7Q6yuLwKu+nmSeyXP4sW7IkaEGFp5+nl5pmBQY1Hq6VgxSXQNPhfp5zqZH+oIM6yLfv/l1ml/Tz3NeRDKTl/q+y1TXUt8wyWvOF/PMA8P8rTB8xaFYi/iGdvzSc8/KzHpjMetT5wx9uK6/43Gi9zaOn9Nzgmmu284pT+9bWOxcv1B9LdcTeY67Tt0uM+0jXY/j/bHM9IrF/DuseFXf18FM1+2ipucfNcOks93S1zO+UT1vsLj3zLrMjCa6P3ixrl2RYa6dBTp09kRXn8igXtP1ojQsNFT9ylLdJkrDOD2fLWYO4/f1eNVr6OcZN3X7OxroOV5rWz/PTnBOZixms+q2fO7sljzHl7/8/8jM7bffLTPDo6nMPL/7jMxYlLmeT3qGcTg37CvGqf6sROyhF07XfotkU88TJzO9BzXoHpeZ3Nd9pvbs78vMmbXqvSwrL9U1pdYwzG/FtD40FHY/020ri/W1WPR6ej340osvysxsruttXuprjtq6P3RXFjOmHY2frjxej/QcpmH5faaj2+hcl37Xn5/TIYMTJ/Q+6OyK3t+dzPRYnZb6eTb96vp1W3cxG49rNT2WTw1ttDRsDZWG84SeroGh/opN+tMbMnPqtG4XR4fV+w1hpufIXqbbhG/4XcDCN6wfVtZPyEyvree/w4nei/Hr+t5rJ/R3aBHG1bXJ0o4L37CeEft8zjnXaek6WRrG4JfDXxgBAAAAAAAAAAAAAABYMrwwAgAAAAAAAAAAAAAAsGR4YQQAAAAAAAAAAAAAAGDJ8MIIAAAAAAAAAAAAAADAkuGFEQAAAAAAAAAAAAAAgCXDCyMAAAAAAAAAAAAAAABLhhdGAAAAAAAAAAAAAAAAlgwvjAAAAAAAAAAAAAAAACyZsOrgYH9PnmB7c1VmRsNMZtbSXGbKeEVmomwmM8q9923LzIv9VGbWOy2ZaQaJzDT8msykExkxmSf6WXlxIDP5fCozO5evVh7fKs/Jc8zSpsxYzFqFzGRlJDOj5y/qD/N0ZPvs98tMcvAX+kQG3vETlcdnfmWZcM45l+elzBS+fj8tPqv7TLqg99xu1PV9zXzdvvam+nrOr+qa0hjrThwPdS1Qbj93TmZ6nS2Z6R/qPn50fUdmXnj6gswUq+dkxqIR6e8vz3UNzEJdt+tedZ3sHshTuCg+p0MG/dGRzHhOj8E3+vsyc8e56nrinHP3vvYemenPhjJjsdasnjfknm7HplmFoa6HkR5nmlHD8mlS3DspMxeaur5Fr9Dzro29WF/Q/kBG/APdTpUi0Q+i19L1LT/S15Kkuvavresxbbaj+57FjYm+92zH0Jrj6rlOcmJDnmJimCP7s5sfz5xzzq9Z5q26n3t6GuOCmW7HedTXnxUupp/7outFXkeeI830YORN9PwkDPScKg4XM387mOk+c5DqentXrs9zalP34frqMZnp929+oba1vi4zo4HhWRnWca40ZCJDPakt5pkblhDOc7oTd1vV4961uZ57LemyAAAgAElEQVR7TCZjmYmu3fx+hHPO+YkeX1uiZjvn3Hiox7T+5Usyk890vyqzxYxpG+u9yuOX+rp2PfXiCzLzQ6/7QZm58rQ+T63blRmLqPMKmdk/vCwzPUM/X23ouj3w9Nx/44Suk8o00vfke/pzPD0EuzLU7XhsmI+nK3X9YQb1uj7PaKhrkyfqZFnq+z48OJSZV33fa2XGouzo9fRwrNtfx9P70TdSvUd3pqtraXBV9xmLzY3jlcf/+Kt/Is/RO7EmM3Gh5+NhrtvFd959p8x8Xiacm87mMuPFbZmpxbrtRLEeP72kepxpFIYFvsG0retJMtP1bbOmryd/6j/IzEpbr8Fmvu5XFjO9BHO+Zd6gpjE9vb6fD3dlpox027K4caA/K8n1Z73iXj0nOBjoul3ODfv1yWLmb5vR6yuPR3M9qd81zEl3u3qvuRnoPuPni+nn/elIZlYCPTerNXXtigtdS7Nx9fNsGva0LTbren4yzwz7VDN9PWVsWIcYfi9qBItZp7liU0b2dvS6cbVZvXd7+bKe3Da80zKTZ4aCbNAb63Y8n+t9s2Gm9y2SXD+rfKTb12BVX49FruZVuok639fXO5/q+/YNe2t+8Dffi+EvjAAAAAAAAAAAAAAAACwZXhgBAAAAAAAAAAAAAABYMrwwAgAAAAAAAAAAAAAAsGR4YQQAAAAAAAAAAAAAAGDJ8MIIAAAAAAAAAAAAAADAkuGFEQAAAAAAAAAAAAAAgCXDCyMAAAAAAAAAAAAAAABLhhdGAAAAAAAAAAAAAAAAloxXluXLH/S8lz8IAAAAAAAAAAAAAACA/6aVZen9df+dvzACAAAAAAAAAAAAAACwZHhhBAAAAAAAAAAAAAAAYMnwwggAAAAAAAAAAAAAAMCS4YURAAAAAAAAAAAAAACAJcMLIwAAAAAAAAAAAAAAAEuGF0YAAAAAAAAAAAAAAACWDC+MAAAAAAAAAAAAAAAALBleGAEAAAAAAAAAAAAAAFgyYdXBX3ji5wynaMlElnsyEwVTmSn8Qmbq/qTy+M/e/zl5js/++i/IzB/87jdk5sSZW2XmlrNnZKa/95LMjJKBzHz4YX1fn/nIozIThisyM/NmMhNllc3PpWEiz3Hy+AmZ+cdv+FGZec/73yszga/fryplwjlfdweXZXN9HteUmcce+7DMvO/hN1YeP99+jTzHzlD3zSDRmSiVETfxGzLz8x97i8x88IH3yUxa6mseHeq2vnlS9/NJcywzp89tVR5/6z/7KXmOn/6hH5OZ+MQxmQm71f3XOefiqLoeO+dc1tDfX2kYQ578yGdl5pP/5kdkJhmvysz+pUBmZv1a5fHjW+flOZrtrsy87R1vlJl3P/izMhO3ejIzPRzJzPHt6jbqnHP9w6HMlIGu/498VI9pj3/gocrjeUvX0bKmn3fc0HOhZy/1ZaZX02Paxx96g8w88av/WmaKRNecNI9kJix04S5003F5q115/KF36rH8Qx/U81Yv1M+z29HznKLUI36rsSkza611mfmRH/tnMvPo/R+XmcaRbqexmEfXYl37L+ohxF2uX5GZLz6g7+nTb75fZtJYP3O/ekn0V3LDJMXASzOZefuvfVJmfukt1fOY/MwNeY7JVLe/1aNYZg5W9DquU+zLzM8+8gWZuf+JX5OZIv26zHS7HZk5DKvHcuecW3FnZWZ2UN12Pv6Bn5Dn+Jl/8e9kptv6NzLj0tfKSBToNU8SfEV/Vqk/64nHH5SZD//wr8hMfFa399Yrqtv7wVOX5TnmhvmJd99xmXn0De+UmXe/+WMyc09Dt+P6eE9mpk1dly5sG2rBls586k36mb/z/Z+oPD4dG+ZUK3osH4/0BKW3oufjh5PqOYxzzn3m8Z+UmX/9a5+SmeEwl5lnLr4kM9snTstMs6PvK3fV6+V3vOWt8hwfeKfORB29Vjka6T2Usqbn/r5hbhs7nXns8Sdl5u0f0PtvLcO/8zvW3qg8fjTR8/5JT9eTgw09p/rsj71RZn744Y/IzMmR7ufDQLeL1VK34yTR7WJe6nv/9U+9SWYe+Z2/qDw++P3flOfYWtW1dudQz7tWumsyUw/rMvPgBx6WmU8/UF3XnXNu9W5d38a+XoMV1/T8rZhW14u4o/vdm9/1gMw89oge75NE39Paql5gtWPd1g/7ul3s9vW84YmPf0ZmfvEX9TOfpvqZr3Sq19Sz4bPyHE9f1GvPV7/q9TLzUz+u1+Wf/rSub8WhjLjZoX6eE9GOnXOudZdep0Udvef6zjc9LDPve/yN1Z8T6trVnOn+e31H166gfVJm1mb6et73yTfKzKP3PyIz0/aRzOx6OtNt6j6zcfGpyuN7bb1+ffLxL8nM/Q8+JjOvulevi77+jerrdc65RqTb+p0n9dx/ONBj+Zvf90GZ+eyjT8iMC3T7SrvV7f3//dYfyXO8+lV6zd25qn83fuAD75eZD73v3TKTFLqNOl+vPUNfzz98X3/HrtTX85Dh9/C3P1i99xiGek9xluh2HHj6el91+70yM7yh59Evh78wAgAAAAAAAAAAAAAAsGR4YQQAAAAAAAAAAAAAAGDJ8MIIAAAAAAAAAAAAAADAkuGFEQAAAAAAAAAAAAAAgCXDCyMAAAAAAAAAAAAAAABLhhdGAAAAAAAAAAAAAAAAlgwvjAAAAAAAAAAAAAAAACwZXhgBAAAAAAAAAAAAAABYMmHlUa8hTzCbezLj+aXM+GVXnyebyEzaLGRGyY70OeJOS2eiSGam4yOZmWeZzLhURyx2M309HcN7RivdWGaee+GpyuOjXN/UM888LTMWoa/vyTdkylK3ded0n7G8yRV41d3XajQbVF/Lpu4P6dFUf5Cv+0MWGeqJt5jGXjh9zbO57nvrxzdkplkLZKbR6clMPs1lRjnxal1ri2BNZuZj/f1Fvm6jUaTHmdzdfF13zrl00paZvcuGdjrS38+tt5yvPB6Gum1dvLSY+rba1Jn5bCwzx9Y6MjMZH8pMXNfjQ5Eu5pnvzavnDZ1QX0v/al9mwri6jjrn3OkTmzKz98KBzJik+nlOjmYyUxgGo7ZnGCOmOjML9fxD2R3qflUzjDM7u1dlZpzqetzw9XnKxDB+GjTP6zboLujxM65V95mrTT2GPOfp5/Ada7qOWhQ1w9ysrsei3DK85oZ5l25eztAETQ7TeeXxMtM3NZ3qZ9XOdZ3MPT3/zRM93lvMW3qc6eWJzERTfV9hsi8zR4Ven67Fd8mMPEdmmJsN7pOZ1ophHRJWty3nnJsn2zIT+jWZsfBvuy4z3bv1/O2pwYuVx287uyXPEXm65vzxJV37LY6v63mrd+WGzISl7ufDk7o/jNf0d1z2FzN/a69W33tU6vpWb9dlJvf0Gm04M+yPtPUcz2I41vO3vmHasLZhaMuBfp7Dib73OLTsf4jPyfW1rId6HdJdX5GZuKHbRamHEJcbaoHF2RX9Yd5cf9b86ELl8fM9XU+e6V/RmaerP8fqfHRMZqJ13T9rc8NC16DV0XPkmr+YCdypfvU+aLut2/peNpIZb1XvL40MtzQNFrP/5kV6LJpO9Vp44lZlJp3p9UpZr17jd3s3vzZ1zrlGoMeHvNTzrrDU9/2VP/szmTl320mZ6a2vy4xFkhjaTqb7+f5+9bzq3Ll75DkOx3q+dP36H8iMRbqjM51Qt9HhXPdz/7QeQ/y6Hvemlj19gzCorsme08/bN6wfwppelxelfuajQl+PxTzS31+c6bl2L9b1P8oMexKd11QeXqktZi9mc0PP365e0Ou4sDSsT1d0Lf1PX9Vr99TyG6vB3PDbVJrrdtHJqvvn9xy7U57j6o4eQ9qeblsWA8Nv85vbuiZHgZ6XZnO97zOf6rVTYvh92aImfuf3DfPE0LAOGRzp+UcU6721ld7ffN7KXxgBAAAAAAAAAAAAAABYMrwwAgAAAAAAAAAAAAAAsGR4YQQAAAAAAAAAAAAAAGDJ8MIIAAAAAAAAAAAAAADAkuGFEQAAAAAAAAAAAAAAgCXDCyMAAAAAAAAAAAAAAABLhhdGAAAAAAAAAAAAAAAAlgwvjAAAAAAAAAAAAAAAACyZsOqglwbyBHFZyEyRRTITlLnMuDyVkdJwPYqfevpSXCkzQajfxymLmcyE+nJckutnZZFH+lkV7cpm45xzbj/Tz2Hz1jsqjwf9K/Ic660NmVmUUj9yVxraRej0syqymsxEXZ2x8ON25fF5aLjxLJGRImzJTOkymQlKnbHwW/q+2g19zWu9jsxknu4PfqbbxcWvPy8zymHtSGbiQrctP9ffTRDre8oMtT/PF/PMp4e6ds0PdQ28987bZOZoMqg8Pp5M5DlKzzAuGpSevqckH8tMkI1kZpTHhgvS9cItaEwry17l8clUX8upW7dk5srVl2TGnzdlZmu9+nqt9lL9rNqx7g+54bXig309N+sE+rOcZ5jsCN3OtsxY6kl9Xc8ttntrMpMc6HnMyfXqMdhq8HRXZlqprttHeaPy+GhD15NWf0dm9r/VlxmL0tfjq6mWenpO4AeGOXJh+Cz/5tu6c85ltep+1esZ2pan61KZ6HrccCv6POVUX49BFOrrqTd0Jr2gn8Oa4TscHF6SGdfS44iSxE/pkK/HtLip5x9+WF0HnHNueqAHiGPbuk5adNb0GJKNdKbrb1YeTw8M88ThXGZeeea0zFgEcz2Wzw3rwWKq+0NuGKdTQx+u+XqcsTi8flB9LTPd1tNM9/EkHcqM5+vvb2fwnMxYvHR5V2ZObJ+Smdgwzozm+t63N0/IzFe+/lWZUU7depfMdDq6bT3z1Ddk5uClPZlZMczx+jPDHolBkOi1eVHUZSaOqvtwvnNZnuPWrp4TnPnuH5CZ//wrvy0ztUjXk3ymx5lWXbf1rNTr3MLTGT/Sz8Hif/+/f6fy+D943XfLc8QjvZ7xDPPfyFD7R+PFzN+Knm5fo0z3h3ph6Xt6n70sqtewvqH2W4RNPZdsOj2Wx7Fuf2vrunYVhV7P+NGC/m2xZS851+201ape5169fkGeY6V9VmZ2jr4mMxbhhl6fXrhUPc9xzrm4p5/V+ildA8c39Nw/XFB9C8TvabVYt3Uv1/fdv3ZNZjpn9N5atqD7DhM9p3I9fT3lTO+nlrmupdNkvfJ4Hui9I4um4XeVl57Ve0O9teo1mnPOrXZ02xmv699nem3dviwK37A+NZTA4bC67XS7x+U5vrmjv+PNVnWbsFpfOykz9ZpeLz/3oq7bTcPPC6O+7nuZ4b0EC7W8CnzL2KnHh3pT9/E/+LOvyMytJ88Zruevx18YAQAAAAAAAAAAAAAAWDK8MAIAAAAAAAAAAAAAALBkeGEEAAAAAAAAAAAAAABgyfDCCAAAAAAAAAAAAAAAwJLhhREAAAAAAAAAAAAAAIAlwwsjAAAAAAAAAAAAAAAAS4YXRgAAAAAAAAAAAAAAAJYML4wAAAAAAAAAAAAAAAAsmbDqYOFN5QmyRuUpnHPONRv6PHFel5ky7chM0JjJjPycMJcZL/d0JrB8mj5Pmhf6NKUhYzCf6O8vDJsyU++tycxsXt0uWqX+nEZ3VWYWpSxLmQkj3R+SyVWZaW3o7+/Zb/65zFgEfvU1B4b7DgxtPS8zmfE9Q78yXI9FJtqfc86NDP1ho7chM4Zy4dqRroGbqz19IiFO2zLTcCsyMyv1TRX5XGayVLeLIk9lxmL/iq6TJzfukpnZTLedNB1XHh9Nh/IctVosMxbzmR7T6m1dS9NUP88g031mfUvX9pn+ekxmmShOw+rn5JxzW1u6Hp/ZPiMzf/lnumavHTstMxZeqt8HjlwiM4P+RGY2a+sykxb6e26uLKC+1XR9CwyvSu9e25WZtc2zMjNK9Xi1u7enL8iglxnuPdD9c9ysHosmB3oOc9LTzzu+bVtmTAxTAs8w117UZ1lkC5qzR0H1GDHs67HqcKozvbQhM7Oprif1VM+RLWqpHkN8w7PKZ/p6GokehxuBbl95oWuKtPGnMtL0ajIzLXQRzEZ6vO+0dc2eFwcyY5FN9TUf7OjxqnGiejwfTPX1hqNIZjauLabm+A09/z1s6EVYEOvvbxrruhSG+jx+sZhCmYt/17S6odvfarMlM5f39DqkU9PnyfzLMmNx7NgJmYkiXZfGEz0Or3f1d3jx6iWZaRnOo8xnI5kZ7u/IzKljem5x/qyev5WGPYm4q/cmf0MmnEt9/TxDw37gtF7dlvciXbuCXLeb9NI3ZMairN6Kds45F/h6TMszfV+RoU6WgZ5blLHer7H4ge/8tsrj+0d6bZAb1jO+2OdzzrnRWI+dnaZeY1iMDNfcNYwzxcDwPBN9HjVlynO9h2IRB0cyM533ZeYw0XPJE4Z9i5ke9lwa6H5lURj2bqNC7z0GfvVFX957UZ7jznOvkZm00OODxTN/odtfOtXt+NR36XlgrdBjyMDX1xNYfncyiLLq8dMzrINbga4562v6uxkUem7RaC7m39EnLf08W4bxvmEY9xqFXpv3o+rvMAoXM565TF9vt62vN8n0XkI60/MuzzB+uvFi9tldpoupYUhzzqseq5sdfb3DC3oNm3YWM5anhgnIM3/xhzJz6vR5menvDWTm+177OpkZFrp/fu5XZUTvKxqWwaWhBrZbuq3vjvQzH891DXw5/IURAAAAAAAAAAAAAACAJcMLIwAAAAAAAAAAAAAAAEuGF0YAAAAAAAAAAAAAAACWDC+MAAAAAAAAAAAAAAAALBleGAEAAAAAAAAAAAAAAFgyvDACAAAAAAAAAAAAAACwZHhhBAAAAAAAAAAAAAAAYMnwwggAAAAAAAAAAAAAAMCSCasOdvJteYJvXhjLTO9sS2aCbCgzZZLLzJrXlhnJ05/jlYXMlJ6nz6MjLggCmckNGYt7T5yWmdkslZmer6/n8sG08riXzOQ5RhcvyYxFWepn7vv6/aoim8vMbKrbaDd+pcx82z0bMuPc/yYToXhUXqi/G+frTJDp05SF7hBlsZj33FJXk5lTp3R/8Jv6OTz39Ldk5mTvUGbuue2MzCirBzozb+t6HG7pZ5XnE5lpRLqepEerMmOx1jsnM+sbmzJzffc5mRnNq59nFEXyHH6wmLYe1mOZaTj9HZehvp6pv6szs+ra75xzzz+nz2NRBNVj9enTJ+Q5koGub71mT2Zqsa45ne1EZiyOTTsyMxLfjXPO+Z6+nlf2dA186kh/1izalxklLg1zoVTXnPWe7g+He32ZGY9GMnPstG47FkWhB9kg1m15FhxVHh/P9+Q5XnFHV2b6rpQZC7/U58kLnfEM53GG84SerpOlr/uDxXws5pxresBvd/S8orlvmP9Od2Rmu7GYMW02GsjMRqDHmWZ3XWaCUPerxobuw3s3bn69EtT1+iHXZclF4YoOFbpOBk09j9mfLGadNjvQNaVlKP9He9X1a+WUbqOtjp4nDp/Ttd+iaOuac7mu157rhWFOkOg+400M9fZAr98tpqno52O9VpmoczjnilSPi1cm1eOic861VxdT3+JYz9nzQl9zGOv+WWvUZebaVd2H73nlq2RG2azrdeW4NNyTZXw17DFlqe5X+US3L4us1PceGfZIcjGvn/n6ecdO79t2nB4fLKaFvp562JCZItftIq7rPYnc0HaO5oup7TWv+jvcn+t6nIf6vtfaeryfT/RnTQ0Zi3GsB+peQ9/X9Bn9G8R4pudvK6uVP4e43DAXsji4cU1mdmpNmZlGOrPt6/s+Ldqfc84NF9TPi6z6O3bOuZWeHvcuXH2h8nivpefIo4neb80zXZcsVufHZSbL9T5LK9LXPEz0s0rmur6dXtNzRYtC3peeLyWGec6R4Xep2ob+rNqKrjkWtViPn0Wu21c51G05a+mxcb5a/f14vp7nWKSJXhsMnR6Dy7ph/rava+nt992pr2fnsv4sC8PvsJ76wc0557nqTJHr/rC1pvcjglDXWou19TWZObii+57hZ0RXlrrPPPXsUzIzNvweaSKm45bf+J1hv7BI9QWv93TNObhy1XBBfz3+wggAAAAAAAAAAAAAAMCS4YURAAAAAAAAAAAAAACAJcMLIwAAAAAAAAAAAAAAAEuGF0YAAAAAAAAAAAAAAACWDC+MAAAAAAAAAAAAAAAALBleGAEAAAAAAAAAAAAAAFgyvDACAAAAAAAAAAAAAACwZMKqgyuhJ0/w7ZvfITNf/687MpOfHMnMLL4sM9+6pDOKF1V+Lc455/z0QGbi4HZ9nkB/loVX5As5z/VSP4ej6ZHMTFv6s7K1uPJ4Pd+Q59g4vaU/yGA2HcpMvVl9vc45t3fposx8+30/LDNfu6bbxT/4nlfIjEW/X91n6ufvkOfoNvS7Z0eDQGZ8V9MZr5AZi+nBocx0T+k+fPnqJZlptRsyk0a6D//5sy/KjNLIMpmZOV0H0kSfx6WljJSJHmfGxUR/lsGxYydl5vkLX9Un8hIZiWuiXuivxpXFYtp6Pr8uMzcKPXb682Myk+X6WZ3dasrMD//9fyIzX/y3vy0zp26rHiP6L9yQ5/CPdF3qD/W4eNxQS2edb8qMRVHX42et2JOZI0O9GBpq6bBIZSYvuzKjjCa6dhW65LjjG/r7mwynMhN2dNvxAp2xyEo9Rwlm+ua7g+ridGr1nDzHfLYrM/3RYuatUTKXGd/yeryh3BapvmbfUNy9RI8hFvV2dd1Ji/PyHNNhXWZ2Et3W846ek17p6zppMc90O05j/RwGu9f0h7X097N6TrfBshfpzxKSQ31PfqKv1010hyiqtwj+6nqKfZmJDHNbi+FY95m5089z5a7qervS0OvKS9/U84azq9syYxF7uq3v+TOZ6TQ6MuMbxoeZocvUZzff1p1zLoyq55zNUI+d46Fe3/u+Xp+ud1ZkZlrqcc8ijvT1zGa6Jl8xrE+btbP6egI9txjuD2RG2b/yjMx4kX7mkwM9b80M/appmBMEY137LWqerpOWWlBz1XPteK73I2oj3f4iy4TJ4ExH1/Wpr+cNZaFrThDrca/jdD/fbOj+YPH0TvX++MqabuvFTLebI8O0a219TWbGY72+shjluu10apsy04x1Dcwy/czbjep+FTQXM57tDfWcKrr9+2Tmwg29z+Knupbeaagnvm/YrDJY29TzoRs735CZWXq1+nO27pTnGI/1nKDZMMyjDUae/r2oufaCzLTDW2VmaKhLm4Z/K37564sZ0woxLa01ddvqGfr4vcd1zf6LG3ofdGd/Mf+OPiz0NXvFqsy0a3psLOr6mTc6Yu82XMwarVnXe7tRpr+b9WZPZq5e1f1qvGr4DeKY3uuziEPDnKmpx/PnLz5befz683qPePOO22SmW7v5/VbnnNu7ekVmgli39VnZlplwRf+4PA11++qsLebek3l1gQsM66bS6bXKPNPzLn+u2/rf+R9eJzMve/6/8f8JAAAAAAAAAAAAAACA/y7xwggAAAAAAAAAAAAAAMCS4YURAAAAAAAAAAAAAACAJcMLIwAAAAAAAAAAAAAAAEuGF0YAAAAAAAAAAAAAAACWDC+MAAAAAAAAAAAAAAAALBleGAEAAAAAAAAAAAAAAFgyvDACAAAAAAAAAAAAAACwZLyyLF/+oOe9/EEAAAAAAAAAAAAAAAD8N60sS++v++/8hREAAAAAAAAAAAAAAIAlwwsjAAAAAAAAAAAAAAAAS4YXRgAAAAAAAAAAAAAAAJYML4wAAAAAAAAAAAAAAAAsGV4YAQAAAAAAAAAAAAAAWDK8MAIAAAAAAAAAAAAAALBkeGEEAAAAAAAAAAAAAABgyfDCCAAAAAAAAAAAAAAAwJIJqw5+9ImPyxOMZ1OZqddLmWkU+t2V+TyTmWY2qzz+9keekOd44OE3yUwc1mWmdLnOzBoy4xle60mzucw8+dgvycyX/o/fkZkv/wedue3E3TIz86rbTlLodpNkqcw8+fEnZeYXP/agzGTzQmbWWy2Z+eaF6zJTtG6VmXrvlTLz6Lt+SGY+8PD7Ko9Hif6Og1ksM+u9jszM10cys9Fal5kffeM7ZOajj/2MzBRlU2a8XLeLadGVmcjX7b1b7lcef/tD/1Ke460PPyYzKy39PINada11zrlBf1dmmpl+5uNV3XY+845PycxHHtPtwk/0Z3m5LsqXkqTy+OnjbXmOxnQoM+9470dl5sMf1ONeUurncHB4Q2aObR6TmbXVbZkJY933fvotb5CZTz/5C5XHZzM9dnp59bN0zrlMlwG3lo1l5ot3n5SZP/zRt8vMx97/SZlpeIHMzFsDmfF06XLzo5rMhEF13XnXo/q+73//h2QmcKsyM23oZ366qcfGrh/JTJ7pz3rrA9XjtHPO/fi7vyQzNV9f83BwWHk8KXS72TLUgRtXdmTmt77wNpl538/9rMysHT8jM2ldrzGSQz3u9Q3rolqzcvnlnHPu8Yd1bX/vu++vPB7Gut8Vue7AZanXM3v9A5n5/r//epn5pz/8IzLzzx/4iMx872nd9567qu8rrOn5UHhO96veM9Vjzc89rmvX5z//WZmZzo9kxjV0Wy/8iT7NTM+Fuv6KzPyTn6xux8459/5H9L1vFXq8ahTV/XN1c02e4y+ffU5mDnM97//UZx6Rmc98UNfA1NP9vHS6n/ulYTD39GQnKHS/+rmP6Dn7W37ixyqP/+3v+X55jst7eh3Sn+r+sN3Va4P82osy8+4nPiEzH/xXj8vMaurJzOWh3m9YCw3rvboez4ei6Tz6jnfKc/zIP/2HMvMdr/5OmclT3f7mqZ53BYb+kBrmbx959GMy8+hD+vtxgR7T0mn1OBMY9taaHT2e7Wd6HffYwx+UmXc9ovfoWk29Xh5P9HiVGJ65V+p+FRvm9U88rJ/nL//mhyuP71/Sdck5PV55uWFcNMxJs0yP9+96z3tl5iM/r/eh3LreHx/v6T3XVafrf7tV3Sdm1/Tn3P9p/bwfelTPW4tMP/OuYa/54rPPynN9g3UAACAASURBVMzKSd2HO+f1XvO7f/Qfy8w7P6LXacOR3iOZT6rb4MbJU/Icd2zpfeT/8gd/KDP/6+f+rcx84K2fkZky032vsabXlWm8JzNeS8/f6q/Wn/WeH9Tzt4cefqjyeBQZ9kdyPZYXhoxzuq5bIh96WK/TnvjEB2TmcFfXZN/w+0LUMPy+EFX/Ztmf6v3fJx/Tvwn/7CN6brsS6XsqR/p65qnei/FEXXfOuWSqr+fThnt/54Pvkpl6TY+fiZi7xrG+J8ueYl7o+37yCf2b0v3/8Msyk9Wrf7tyzrn1e/9UZqKGYb/e6bmiYZXr3vtA9dzMOec+9/D7K48nsX7eeazn2on4vdw559qGdyTq+VmZeTn8hREAAAAAAAAAAAAAAIAlwwsjAAAAAAAAAAAAAAAAS4YXRgAAAAAAAAAAAAAAAJYML4wAAAAAAAAAAAAAAAAsGV4YAQAAAAAAAAAAAAAAWDK8MAIAAAAAAAAAAAAAALBkeGEEAAAAAAAAAAAAAABgyfDCCAAAAAAAAAAAAAAAwJIJqw5GSV+eYMWLZCby9HmKaSoz4SyQmaxZlxklcPocgVf51TnnnCstH+bre3Ke4TyBvh6L3aMDmUkN17N+ZlNmJpNR5fEiy/QHRaZvWVrpdmTm+sGOzAzH+svpNNsyk7USmbkxvSAzFmlcVB6Po5Y8R6/bkJnJrPpznHMuGpyVmf2xjJgUZSwzgVfTmVjXwBtHc5lZ6+nveVbodqqcOPO0zMTJSZmZprp/Nia6npw51pWZF46uyIzFfJbLTOjrsWizq/vw089Xt51LTtf+2245JjMWQW54VpFux7ed1v1zd+eyzDy7c01m7njN35EZi1Tcu65Kznmh/m4add1/m2FPZr5/ZyYzfygTzo3m35CZ8UTPG/xQ95lgps9TZLqfvzQ4lBl5LW3d1vPxnsysN/X4EJX6vudTPZaXoaUVaqPZszoU62turVRnar4e7xt1XbNvOT+VGYve1rbMzKZ6DE42mvrDBnrOeXpFj9ONeDHv64euepwJPD3O+KEe8wKnxzw/0c/zm195SmYszh3Tz2F/UL3GcM657ildl6YD3ZbD+b0ys3fhz2RGmWVDmZnn+r7L1LB2CvTzzDNdC4rJza/LnXPuSq7nk009ZXcN0SeevvaMPMfTB3r99be/5wf1xRjMMj0WlYY9gLLUz9zzdcYvDZsAhR73LOrt6roT7O7Kc3TrutYeZvqernm6P3Q3N2TGYr6r5111w9rzTFuPjeuRbjtPXTPsDa3oWiCvZXVVZnLD2jMzZDzf0I5zw75FaNjHM0g83U4tY/WorO572+u3yXOsr+nnUEsWs++Y57qtZ9N9mQkKPX+La3pu5ucTmQkT/RwsLn6r+pnXgxV5jslUt/Vmb01mrt6QETcZLKatbxm2Ng4yXW8HE309HUNbzhpHlce9+mKed21uWE/XdB3NBvp3lWSux+CtU7fIzMXreoy1mOutDVdL9T7Kffe8svL45YtX5TkGc70HsBEYJpMGcarnb3mqx/Kyr5+nP71dnyfU/aq/refAFuNR9VrEUvtbbd0mWk2dsUjTBdX1i3p90Ir072QNw33NDXUyTar3P5rNxexBhYa95rDUezGrq3osv7yjf5OrOf39BZHunxaWaaBX6lAjEnUn0s+qVjfsTc4X8/tp5nRd2r7j6zITrOp9i3ymJw6WcS/NF3Pve2n1XHE60XP6zrpeM+pdKufahuXXfzzUa543vMx/5y+MAAAAAAAAAAAAAAAALBleGAEAAAAAAAAAAAAAAFgyvDACAAAAAAAAAAAAAACwZHhhBAAAAAAAAAAAAAAAYMnwwggAAAAAAAAAAAAAAMCS4YURAAAAAAAAAAAAAACAJcMLIwAAAAAAAAAAAAAAAEuGF0YAAAAAAAAAAAAAAACWTFh1MAmn8gQ7nXMyc3yQy8xoOpGZ1ZN3ysx4+KLMKEWe6lBYlxHPy2SmNFyPZ8gsyrf+6Pdl5uypUzJzNJ3LTP9wXHk8y3W7WVmJZcbiypWZzKxtr8nMfDSUmVpZk5nhkb6eZk+fx2KeVX/PzVD3h6Mskpl2WFlunHPOeVkiM6HXkBmLuNRtZ5zpHtqo61rg/Oq27pxzSan7zGRsqRjVouyEzOSl4Z7GV2Skfe6czFz3dD8/Frb09ViUTRkJDO19mOt+fn7rjsrjg/G+PMe1/b7MmBS6baVjXXPKue7Da52OzDRbhcx8+fe+LDMWuWhf87muOceOH5eZ/cGOzCSGun5286TMWAxffZ/MNAe6bo+GRzJzexLIzPikfubp3evVgV+Wp3ADw9yjU+h23GzrmlPs6TlymOqak9b1d2PRbet5dOTp98TjqLr+T0s9Kw1D3W7qoR4XLeaJnmsfHupaGjb0WFTXj9y5mp6bHea67ljMJtVtpxnqOYMX6Lq0d1m3rfPbeo0WxIb1lcHaVLedw2hDZoJEP4fM78pMGeoaeOaGnjMpvn5UrlYa5sgTXQPzQo8PmeGzfMMcz+K8r/uwP9G16SiorslPX9JfcvfEa2QmDI/JjIVX6ufgMt3+fE+PjWGpn1XhdN/zLPsoBmVWfZ7D+UieY+raMrPa1HUyCnWtmMwXM5Z/K+vJzOX+ocwEa7p/btZXZMYvdP0/17j5/Zgw0O049HUfLwz/HM5SlQxTHZd4i3nmQaYv2mvoNqjWPONE31Sv0G0iMYydFmFNj0UTyzidGdb3qZ7AxbGuk8NcX7PJvHpfMSl1rQ2crrXJkZ6PNyKx/nLOzf3F7L/lY937ooHeh4qP9LPay/V43upWt4vYUEctDFucrm7Y2j08PJCZla1tmUlKQ701/VKhRYa+d8v5u2Wm3aiuX2tdXQc6hvG+Xeg9f4s40m3d0q0mMz0PjA3rvTLR65npC4tp76959Wsrj1va8bXr12Tm8uXLMhMa1mgdw/6lxd133C4zQaHneP1dPcfLC71XNTgaVB6fTC0bG1qU6XFxnumxqHtCfzetI/1Zs0SPjXmq948swkDP34JAz736B9V9oqbLmysMc9KiWMy8tazpOUptTbev8dTwu3qprzlJdQ1stQ2/cRmsHKueJ5cHum09/+yuzPQS/R2fvHVTZuI79e9/L4e/MAIAAAAAAAAAAAAAALBkeGEEAAAAAAAAAAAAAABgyfDCCAAAAAAAAAAAAAAAwJLhhREAAAAAAAAAAAAAAIAlwwsjAAAAAAAAAAAAAAAAS4YXRgAAAAAAAAAAAAAAAJYML4wAAAAAAAAAAAAAAAAsGV4YAQAAAAAAAAAAAAAAWDJh1cHY68gTlBeekZlafSwzUVTIjLv6pzKykh/p8wh1L9AhL5eRxOl7ilwpM6WOGENa7Joy0/BrMjOZTGSm2c4qjw+OpvIcoWvLjMWNHd1uTt5+Rmb6gxsyU4/095dlc5nxXfX3Z7V25lTl8WSo+68b6/6wM9H9IZ4fysz52yvLltmoP5CZ3YnuV4XT7bTe099PNtSZ8ejm7/2pFy/KzDF/Q2bapSczXjeWmUmu73tUNmTGwkt13ws6+r5KQ99bbR1UHj+5fVye40+++S2Zscg9fb2t1VWZ8T3dHw77fZl5xX2vlJmNs/p91n/3pc/JTDmvvuZWtyfPcen6dZnZ2flLmWmVLZm5sKvHEIsbe0OZ6Q7rMtOY6WsezHX7Gs/1GJsPUpmRMn1P52+5Q2au7D4lM92prl29zqbM3Ej2ZMai09b1rR3rOV5WVo8zfmD4nFDPG2ppJDMWpadrxantEzLjhfp6dn1d31yg62TQ1e3UouOtVR4/uqLrwFRPN932rVsy09rW951kus9YJIY1WBno+dJ4pOel7Vh/1t7Ojsy0/u7rqgP/6f+S5/BzvT7NEkP78/V5ykLXCr9IZMa1DGtqg7Cux6JRqseiul99X+fP6/Gh0dZrz/6ebhMWeW5YC0d6jjwvRjJTOv2swtq6zLh0MWNaLazuw8mqXqtcnc1k5kSon+dsouvA5OpVmbF4zSm9Fu4Yape/rtdg13ZfkJlmpMfYfHzz/TzJDXPATD/PTC/jXGBYewaGf1aXzBcwb3XOtQtDTZ7qMS2uV9e32X712tQ55772oqFNHLtVZiyKQt+T378kM9ubuhbMnJ537RrGtO7mtsxY1Kunb84L9PUWha79W4a95nlT15yV03oMscg9fV/hQNeu7UjPUQ7ifZlprVVfzyS6+d8WnHPObxjmb75+VpOZ3r/cMqxz+2P9PINiMXvNrciwn5ro2n79cvU11wy/4RwM9bqo0dPtzyLb0J+VJ/qag7ph/zLX69Mjw9QsWtDa/Pf+y3+uPH7csA96+rT+7eWuu+6WmcMDPe69YBj3LG5c12NIraXXB71TXZlZ9XQ7PTVfqTx+eWD4nccgKfRc6NyxYzLzp1/9usysr+nfqANPTwSbHT2GWOS5rpOJYbNla716fZUF+nNKw++Mi/rduHNC/6YUNQ3X3NfPM030nD0KdO3KDPsEFkNRU/xIr5XvueOczJRz3cdf2L0gM7mvf6d4OfyFEQAAAAAAAAAAAAAAgCXDCyMAAAAAAAAAAAAAAABLhhdGAAAAAAAAAAAAAAAAlgwvjAAAAAAAAAAAAAAAACwZXhgBAAAAAAAAAAAAAABYMrwwAgAAAAAAAAAAAAAAsGR4YeT/Z+fOgi277jrPrz2debhz3pwHKaXUZMuyZGPjMFBUMVR3R1VHvxTtBpqhARtblm3ZsizL1uxZlo0NBQZsioouGqKj+qGiopsGmsYzWICtWUop58x7845nHvbUD/2K9u8f1n0g4nw/j7l/sc4+e6/5rLwAAAAAAAAAAAAAAAAzhgMjAAAAAAAAAAAAAAAAMyYsvLi7KQu4IfRk5txEn0uZO3ZKZpJRLDPOlcT1P5ElbF7tyMz+w0syEwX6e0+8VGZ8L5AZl2c6Y3Dw0BGZGXZ2ZKbRmJOZIJwUXl9YaMoy1tbWZMbC83Q9HnTGMlMKGzLTKrdkZmk+kZmzXf0eLMYX1guvT3Z3ZRmHjp6UmVEwkpn2YV3XL3SelhmLo8d0Xc/X9DsfOV1PvWBDZupBTWY2O32ZUdoLQ5lZDPfLTG2qn835S6o/dm7gdF9Rrg5kxqLd1p8V1vU4E/r6u+c75wuvv/zsU7KM/npFZiw2B7rtHWi1ZabT1XVnnOYy862/fVJmqm09xlqE5ajw+lJdlzGKqzKzevxHZaZa1f1bNtHvyuItTt9zt9+VmWis72d4ZEFmqqn+7m8/Xzxn+g+yBOdKTt/Ls889JzPXHNMVYzzuycwg0P1J4MoyY5FPlmUmS/TcIhqJ/k1Pl5znFbc755zzDesHi9zpeXQ60H12XNdz9t3jev5Weaq473fOuWxFl2Nx7Lbid37xvG53aa7nrauH9di5ubslM563N/9PoV/W7/zggm57mxM9XsVrU5kJIz1/uxK89nlMXNb1eJLpdlWOdL0ol3W/FA/0M56Ge7M+TXt6LGqGetxzWXE5aaa/U62qP6fT1+/KIqzrvnR3pMfyal2PaeeH+rN6G/tk5uB+PQ5beKJvb+a6/e4v6ba59aLeS+hN9Wctr+7R9+7quUWUrsjMlUu6LxhO9Jzg4L5DMtM3zCeVsF64Lemcc25a0evKJNHtc3/fsH/U1fsfaft6XY7B2LAfmBnmVS4prqeBM8xJQ73X4Ie6jloETT3/qJ7W+z7+xLBfc/xfykwW6Gcc9M/IjMUwLG4zhq1Jt9vV85P2ou6XmnVd1zv95/UNGawP9D2fOqHnH+fP6r21vFy81+ycc9/8XvH15UXdL1lkTUP/NtXznLSi1w9pWe9N9vp6H7lV2pv1abWi++Qk0X1gkBXPJ+NUN5qgqp9Ns6bnDRYjX6+Lmst6v2tk2P9dKes9w7yi20M/3Zu9x2NHi/fZBwO9Jnrqqe/LjO/rdeXKyqrM3HHHm2TGYq61KDN+Wd/zKy+/LDOVQM+HVpeKv/v+uXlZhkWa6X69VNbP5rpTN8rMuZefNdyRHss31/UYYjEZ69+O2w29drr9DbcVXv+vf/OXsoz5g7p/y8d7sz4tNQ2/S+V6DEljvSeRGNYq5apuV1NDORaLzeL9t67hc3Y3T8vMpKr33/Yd0G34WPTDj+X8hREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGcOBEQAAAAAAAAAAAAAAgBnDgREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGcOBEQAAAAAAAAAAAAAAgBnDgREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGRMWXfTzdVnAtLoqM43j/0Zm1q5e0eU0ZMTVXUWHhB/56X8lM9/5P/5vmVmcn5eZrDKUmTTwdCaZyIzF5oZ+561yVWYa1ZLMXLkyLbwehvo80+GDB2TG4vjxIzKTZfoZl4J9MnPuuadkZvX662Um7wUyY1HZ6hVef9Ntb5ZlbA53ZaZWLcvMcHpRZrY7OmOxOy7s/pxzzp248XaZGexsy0wzWJaZrK/r1w1vrBde/8pXZRFuX+U6mdnq63LSBV3X00zXi3D7ssx49VzfkMEk0+/q3EtbMjOMdb89Vy6+58W5mizj5tUbZcb9mY7MtxZlphQU1y3nnGvUdJup1vQY3Jpvy8xzzz8vMxbz9eKJw/NbeszbGqUyc3Q6kJlED4uu1tZ9hcVkqO8nLxePwc4515zXE69+NdH3c6kjM8luLDPKxdN6fCjX9b38+Ft137/tdL2YxPo91CLdriyysR5DfMO7qpaL5xblQH9vb2w4j+7pOYFFyc90aKzr1ijSdX146yGZufCf/y+ZueMNel1kcbFXPH5mDT12Ntr6Xe3012TGy/Sc1AsM78ogeEbP2Te7ui+o/5R+5+lCS2aGw+J5tHPOBbXXPo/xg0hmyhX9jBNDm0nzscyUynp96lX3Zq1S7+nvHue6f8u84u8+coa13mHdd3nR3tT1M9v6PUQl/b1vPHWLzPQ39Lvq78zJzKRlWEQYTCajwutRpO930NH1ZlDS7/O6JT1fchXDRpVBua2f8dVYz7W//eQZmbnjkJ77Lxi21rJEr4uUvmEParOs99biUN/w1Ol+vVbTa5U43pv526Zh/uFHehHR6RSP1TcdPSHLuHl5v8xsXdL7thbpYFNmwhv0vuxgU/e3wcY/yMy+5JLMLEd63LOYTIrnXr6n+/WoqvuKH5zTezGH6y/IzL9+u257Fi+f0fs+1/+E3mNaqel3vi/U93zmdPEYEW7qfW+LA/t0vzS+pNcq3Xm9j9cx9IGJr+vXINubup7kun8LJnqMzV3xu5qb0/td44l+xttX9D6BRTltysx0W68Nwol+ft1t/T7HbcM+wVj3KRajUfH8rWSYd62u6r3SLNP9QK+n+8DvfvdbMmNx+iU9zoShfp9RpNfmV7b1vvZkVLyG8Ct7877zQPc5T7/wtMzceMNxmYljXY9vvOEGmalUdf36vd/9I5nJDNuXNcNvo3/7nW8UXu8MdmQZ+aZhzdPfmzXaoK/f+YJhLyHPdd9fr+txODP8Hu57e/P3Mvxx8fdqlvXaYPGw7gd2sq7M9M+cl5ntqZ43vBr+wggAAAAAAAAAAAAAAMCM4cAIAAAAAAAAAAAAAADAjOHACAAAAAAAAAAAAAAAwIzhwAgAAAAAAAAAAAAAAMCM4cAIAAAAAAAAAAAAAADAjOHACAAAAAAAAAAAAAAAwIzhwAgAAAAAAAAAAAAAAMCM4cAIAAAAAAAAAAAAAADAjPHyPH/1i5736hcBAAAAAAAAAAAAAADwz1qe594/9e/8hREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGcOBEQAAAAAAAAAAAAAAgBnDgREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGcOBEQAAAAAAAAAAAAAAgBnDgREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGRMWXbzrPe+TBezft09m0kTfyOFjR2Xmu3/3FzJzZH9xOR/66MdkGZ959LMyk3k/kJlW45TMJOmczKwn52VmqXJMZu56z2/IzIOPfUlmjtaGMjNKRjKzNt5feP273/+6LOMd//b1MvPz77hbZh76A10vSrslmcnDTZkZx4s60yvLzPH2QGZ+4/0PyswX/uBDhdcTQ/v1E/1ssjCSmWQ8lZlmS9/Qu37pUzLzmS88LDNxqu+n4hu+VxbIzNWruzLTKhef8fvYg/p7f+ze+2XmtjeuysyTz12QmUlwTGZGXiwzrZr+rEff+2mZ+dzdj8lMsKA/q2+oy81+o/D6ifafyzL+OH+3zPzp3f+zzNz5/jtlxuU6sry8IjPra2sy02w2ZWZxfllm7r77/TLzxO8U94GT8USWEU9120xiPYcJO7ofqNT1Od67H9Df+/57dV13+nZcUtJ9e5RlMhOHut/Op8Xzhk8+pPvsX/hZPW+98Xbdvx1Z1ON074yu6/26Hss7kX7nDz34AZn54/d/Wd/PRM/fSrlXHFhtyTLObpyTmQNzuj9558PvlZmvPfFVmRm7ns6o7+2c83xd1yuGvjSb6rn/Oz/0izLzyIPF/ZsX6LEqm+q2WSsXLhedc86lhvmSl+lyPvjAR2XmgXt1e1g4dK3MbO/oehFkus1cWLskM7fd8fbC67/xSz8vy/jC3Y/LTLehK2A40Zko1gNEVtJ1p1zqy8x7HzCsVT6r53j9qa6DQVhcB+M4lWVcu6r77KfWdeaxj9wjM1/7/AMyc+aS3icozb9VZq6srcvMG/br9/l3jZrM/Ps79Vrk079VPJ4347EsI8x1n52JOuGcc87X40Pk6Xb1y+/W4/SDP/frMrNy83UyMzDMb0tjfc9rHd1PHjh1c+H1d7//f5Jl3HffB2Vmmup+qbl6jcxMrp6WmTDUdaezpfd9nviynqM8/PF7ZSbwdD0NsuK9oSTQ9ThO9bwhyroyc98jvy0zDz/2hMz0+lsy0831Ou3GlbbMTDf03GwS63Z132fuk5n77y3ee+z7um2Wyvp9ukTvF7aj4j0L55wLPL2eueejH5GZJ770iMxMUt23T/XUzCWG+Xjoitt56ut5zgMf1vOTX3uX3mueqxj2mmXCOcNyxqWGzNjwAH/nCT2Wf+aJz+kPq+r+7cr6xcLrZ1/S/frP/sS/kpm1y8Wf45xz939U77M8Yvjd6dD+wzJz7rJeU290dT+5XNftvGzYi//wE1+QmU89XrwnvfX8vCyjsavrRKvWkRmXVWRkuqCL+dAT75SZP/zw78rMoKT7tzQz9P+pfj6ZV9x/JYbfMe565Ddl5v6H75KZMNF7/nNLem/o4mBbZur6a7nEkHnkTl3X3/27+veXPNLv6nJWPMbe7On2e+j5V2Rmc/S8zNz3pT+VmQ9+/FGZCXZ0XzqJ9WC0cviEzOxb0O28v63XEHd+RLfzT3+i+LtngWFPbKrHe2+i640X6L7CM+z5vxr+wggAAAAAAAAAAAAAAMCM4cAIAAAAAAAAAAAAAADAjOHACAAAAAAAAAAAAAAAwIzhwAgAAAAAAAAAAAAAAMCM4cAIAAAAAAAAAAAAAADAjOHACAAAAAAAAAAAAAAAwIzhwAgAAAAAAAAAAAAAAMCM4cAIAAAAAAAAAAAAAADAjAmLLr71zQdkAZ1OT2aG/Vxmrl78O5l54603yUw2jmVGqc8FMjPc0feyuRHJTO3AQGbKpVdkZqvztMxY9IcjmclKqcyM+rqchdXC6udOnjgsy3jxqS2ZsXj6xZbMtLrzMtOsV2Qmd7syE0SZzPzg/IbMWAyH5cLrXu7JMtJsKDPNii6nVNbtdzDU7crizKbOhJ5+n36m20NrQX9WNdDlVJoruiDhlmv3ycxzT78gM7v9OZkZhroexzWdaTT2y4xF2DonM0nclplqrO954k0Lrz+7/nOyjB8vPSUzfyoTzoW+PhtaKhX3A8451+92ZebgAT1vuHjxgsxcd831MmOxu1N8z4Gvx/tDh4/KzJVLfZlJ8rrMbG1ty4xFUNbvPAh1nzwa6++V9nW9CA3ddjRNdEg4cfKgzOw/oZ/N+Rcvy0wr1+VsNvWYdvrEosxYTEd6DHFNXd+3NornVeFYz+kbcw2ZSZzhfg28nq5/w0z32b6r6kw0lplxpuvxtPfa67pzzuWuJK7r9+0FxXNx55wbT/W7SmLdHlptPW+wqNd1/eoP9bw0N8xRllf1/OPMZT2mfeNb35AZpbHveZnJyrqzLff1+/RSXXfyXPcFYWVv2nmS6DYTOj2mBWLOXguK527OOdef6mfzyroe7y2+7RvGtIq+5/nymsxk1XV9Q15NRvo7ep1hsXaueB/gotPzVkMVdSVP9+uWueIw0f2SxbCpx6JnJ7rPycrF44Nzzi019JonXNT99vpU34/iGeYEjbJel8e7uq4Penr/rbmgF+9Lx2+VGYuxr9tVM9XzyYorrvBbsR7vvVw/45LTawOL8lS/h6lhTnXNkSMyk/U6MjPJdV86cfqeLV5/+w2F1//y//2mLKNa0nuTQajrVm+k+8DOzt7suW5u6+d36IgePwe5YR5T/FOHc865aq24v92MJ7IMi6ii7yUI9Tx6Ghl+60j0eKXvxrma6E+sgonhnkd6zn6oVjwWnfyJn5Zl+KH+5mtXDHMhg/FkR2ZeOKP70uWDem9t6Yj+3eTc0y/KzLT/2n9Lc865yfT7hdeXbnqDLOPiGd13TXb1PLA10XMYf03/pmmRpIY1z1C388zw//oT/XhcIppwYNjTtshKupygrN/V0NDn+IZ79ixz/0jfj4l6yM65kmENq36NzHM9p59M9Fhebi7LjEVk6EsDw55EY0nPtddf0b+H75zVvz+/7pa3yYxF7BfvN3iprltRquebpbquW5Y5ctn/4X8/5S+MAAAAAAAAAAAAAAAAzBgOjAAAAAAAAAAAAAAAAMwYDowAAAAAAAAAAAAAAADMGA6MAAAAHljQuAAAIABJREFUAAAAAAAAAAAAzBgOjAAAAAAAAAAAAAAAAMwYDowAAAAAAAAAAAAAAADMGA6MAAAAAAAAAAAAAAAAzBgOjAAAAAAAAAAAAAAAAMyYsOjipXNLsoDhpCUzjVokM/W6JzNnLw1lZm6+ITNK97y+39FOJjNRVpEZvzrRN+S/Xkd6gS7H/ReZqDZymRn7OhNU53Q58SuF1286eVSW8Z2/eE5mLO44uSUzV5++LDMtrykzJafrepzp91mqXiczFn5Y3K68vCTLKNdHMjPttmXm5X+sykwrWpYZi/1V3c49XdVdMNbn7qZjXU6pqftSf6j7QCUo6TIubutMqX1QZipO929LLd1PjrtTmbFInf6szBleuqENO7+4XgRzp/W9JHvzvfNcf6coKpwOOOec63V7MtNu6XZ+Mb8gM2fPnZEZi5V9K4XXkziRZXzjG1+XmRPHb5OZWrWmMzpiMsxSmSn7uh63lnS/tJnu6nIMY1ottcxjijXruv71u2syk3m6X88j/fyaV3T9OhQNZMYia+p5aWqoFzVXXAl7se7XKzU9lscDw/zXYFjW7ypI9PeexvqzUqfnQ2Gmx0+/ePllloTF3ys3zNe9RGfq5bLMLC0X97XOOXf5YvG83ypJ9dhoGffiqW6fvW5XZg4e0uuVzau6n1QSMa9wzrlUfyU3qem+K3e6PzF0666U6L7AwjNMyINI37OXFbe9INCfk4g+0jnnhv29mb9tevqzjvX0S/cDvRDxQv2uRoZ3nvX1OGyRpwuF18uBft/O6b4/N8w9kkS3mWRqWBsYHDtyXGYuVPW+RblZl5lKqt95KdLj3t//4Hsyo8SGQTgK9TvvTXTmR97+szLzrW/9lcxcu3BAZiw8X9fTwDfstUyL9zZiT++heLmek+be3tT1g5Huu5KKrsdXdzZlJo91H7g0r5/PMLPsE2jPP3+u8PrhfYdlGZOJvpfRSNebzNBPHjup+yULX9RR55y78A/bMlOZ179TBJW+zIw3i+dm/XBvFuZpTa95xiXL/ENnSp7hd4qRziSZZYzV8ky/85KhDoZiH+/SS1dlGcNE9wN+Q+/nWywGhjmVr5/x9vlLMpNnuk9+25vfKjPPPvuCzFhU64uF1/NwQ5Zx6Dr9u153R/dv/Z7+rFGveL5pNYkNc0Wn1weBYQ1m2UUZZcVj7GKi26ZFEOh9gpFhD2rc089mQdQt55wbjXTf3zP8nmuS6ndeFmtP55xrincVGsaHvn4Nzjfsd1nkuX5+1apuw5a156F9ery/ekHvMe32X/tejHPOVUVVjg3v21nmv5b9aMPvWxPDb5Gvhr8wAgAAAAAAAAAAAAAAMGM4MAIAAAAAAAAAAAAAADBjODACAAAAAAAAAAAAAAAwYzgwAgAAAAAAAAAAAAAAMGM4MAIAAAAAAAAAAAAAADBjODACAAAAAAAAAAAAAAAwYzgwAgAAAAAAAAAAAAAAMGPCoosXOl+XBbQqNZlZ3xnJTOp5MhP4Vf1ZVyKZUZKNWGaa4aLMeNMdnRnqz9q90JKZI/M6Y5G5QGbS6URmhi6RmSBJiz9n0pdlHDt+QmYs5ld1ptuZl5nx5mGZSYubnXPOuWmYy0ye12XGolIvbp/JVN+LX9L1Josuysw11+sXEXtnZcYimug66kX6e1ky8Vh/VnWs+8BKostRLlzZlpmorPuTyHDcMMj0/ebbU12O08/GItdVec944sNSV5FlJN5rH8+cc27Q78lMtaLvZzrRff+FC+dkZnVVt/Mg0P2kxfmt9cLrqaFNnbz19TKTxbrN9Dd1PZ5r6HmOxTjX36vml2SmUdb9W39+TmbmdzOZ2Rpdlhkl7XVlxj+gx84s13V9FOr3WYp1Gz7wvJ7rWJQi/T5drjvuSb34u1fKuq9IU13/puOhzFgMDf16pquf83w9FrlYz9njTLfhibc3g1Eo3mdmmG8eXNZz2+2tLZl55u+flJlKeSwzFqNEl1M2TBtC37D2NKyLltp6TTgxrPeU1Ol646WG+Xii+4os1I3GS3V/kid7U9eHqX5XdU/X93hc3L+V5/Xz2zLM1/2SoT82iAL9jMdNfc/JgSWZia/qfYs41M94dfmCzFgk/vnC61FUvI/gnHN+YGgzhmccGfY1Wnv037CGHT2POTDXlpnLV3S/vW9V9//Pv3RaZhbndTlKZJhbDId63nDgiN4bWr96RX9Wb1Nmdi/vzTymnBnGxoquF93RgcLrcfmILKNWWpOZ3auvfb7unHNfnw5k5nJelpn6gl6D3d7SfeDOad1mLPNoi5dfLF4vH1zR84rUML4OBnqNUW/qfn15YUFmLKpV/dvBdqbXTnFJf/dapPulklh3t8sNWYbFyFBtSoa1QZrqcW9QNjwbvcx1uWdYPBnoO3YuCA0PSMzZt3Z1+y019Rqt0dqbup4Ndf9Wqej7SWI9/1ie13OCF194TmY2R/p3O4txT/S3gR7zwrIeX6vLet4QV/VnLVy7ITMWFV/Px0cVw+8LhjZsWMq5cFLct4fTvRnP8upBmbm6rZ/x4YN3yMzWSP+W4Qx7YnFN1x3nHpeJdqz7ybLlN5yguBx/rNvm8j49z7l0Qc8lLRLDdxqNdBsOMsO6e2NXZt72L35GZl7u6Hm9Sbe43SS7ht/CS7rtTQ1bR57h97ZR+sOP5fyFEQAAAAAAAAAAAAAAgBnDgREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGcOBEQAAAAAAAAAAAAAAgBnDgREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGcOBEQAAAAAAAAAAAAAAgBnDgREAAAAAAAAAAAAAAIAZExZdXGjeIgtIslhmKm1PZvw4k5maV5KZ8eiizCiNJZ0ZjIYy09ynz+P4jam+n8WJzKQrPZmxGOuPcn5DZ9JpKjPRpFV4fdTXzzhoB/pmDJLuSGaaY10x1kb6fuJWX2aqXldmxlEkMxbZYKHw+rRTkWWkA30vlYr+3kFJV65SuCIzFlFgaJ++7rumnu676rqbdGmuy3l+X2GXbXL+ciIzi4v7ZGY6yWXG8PhcZOj7E6c/y8J3+rPyPfos5xWXk2Z6PEtj3Y9aHD1yTGa6Hd3nLC0uy0wc6zGt2+nITKvVlhmLo+Na4fXRRDfOSH8lVw50vQkODGTm0pZuexa54Z7zYCwz9UZZZlpV3W/XOrou/2BRjzVSoicxk65hEpPp+81C/c7TSHeCtUg/Y4tBV4+xXlmP1XlWPDb6np7nTFJdAaNwb+YwE8P9ZL5+n62JHl+nY/3Ok1h/r7C6N3PXul8tvN6u6XHmuaeflJkg0O3q4KlFmZm0DAssg9TpdhVG+n32d/XaqTanx6K//4d/lJnlQ4dkRklF23TOOWeoWpGhfVo+KtXTSeeVDIORQSXUbThNdfsMq8V1JzSsrc5d1mNnu7o3df3wcE1mQsN4demqHh9y/bXcxlS/z0pu2EwwOHlDcf+WWeqxZ6mkem0QGMaZsr9H6/LEsC7q6X2LYyv7Zabf0/PSwUBnbr7+ZplRPMO6PEj0nH000P365aFuDzfe/mMyc+XMSzJjEfiGtYihLvdGxc8wq83LMqq5ft9RZW/2YvKWno+fOnxKZjbWL8jM97/+dzLz1hNvkBlDj2JyxxtOFl73UkOfbVhjjBO9xhgO9Xxp0Nubfv3yVNf1pcO67wrdrsxsretBLR4W97db578ty7Co9nW/Xmka9s9TXc7E0/Xi2RVdk6PNpsxYTAL9WZVcZ4Lin67cwsqcLGNqGGeyfG/+T/XcvO4n+4Y51cqKXl91trdlJpwrnlM559yJG18vMxZZWjxnipyhbk11n1POdd+V7NRlZnf8jL4fg8jTbbhX0XW939J7pSVPr0/b3eLnM833Zt7a3boqM9VEj2mdeEdm/PEVmYlC/c6z8Wv/XcU551qG30Qsvy8kfnHGMgecGObrWbI3v3VUDPt4jarehxpO9G8Q+w/o/fFvvfi8/qzq3rzzUljc3142/HjQaOo6moR6b7zm688K67rvfzX8hREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGcOBEQAAAAAAAAAAAAAAgBnDgREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGcOBEQAAAAAAAAAAAAAAgBnDgREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGRMWXsyasoDETWQmzXKZ8Sb67Eo3qMiM36jKjCyj8Kn8/5aOD2RmuzOVGW8S6c/ap28oWdmRGYtxHstMraaf8TDXzyec1AqvRxV9L2lrS2YsfvCcfg/LWSYzQVu/h6A50jeU6M/Kq3tz3mt0tvh9+vF+WcY07cpM11C3SrqrcJ3gSR0y8D3DhyW6DdfykszMZbqf/D+v1e38L96yUBy4RxbhAn+fzKQDQ103PL4s7ciM7+mMNx3rDzMIc/0ePOfJjOGrO0+kokSXEnq6/ln0urp9Li4syczRIydkZnPzqszkhic4GPRlxqLiiutyWC7LMvxAZxq1V2Sm39LvobFPtweLaq7HtO76eZlp9vUYm80vy8xc7ajMtP71bcWBT39JltHYPyczwziRmXKu+0BvquvxdKrHvSTV78qinA1lplEVY4hzbpoWX5+M9fOLwrrMBFX9bCyGC3pOWt7S42tsOEMfjA3z36meE4RRQ2Ys2mK4evr5b8syvDfotpk2FmXmmapuM9OKYYFlEGeGsdHTY3mtpPv2ybZez9xy6vUy09o3LzNKMNHr4MDQn/iRYU411c/Pj/Q7r6S6PViUSrruTJ3+7tNp8RqsVNJtPPD1XNLt/KPOGMwPLsnM0lJLZi4b+u1mW48PHcN8cllXU5Pt9YuF1wPf8EFiPHPOuTTV9Tgz7GVN1eBp1Nqn99/OXnxOlzPR8/pSXWeOX6vn/vH0ta9XkoFuV1FDj52xYR1XM8z9L549KzMHjt0kMxbhRM/fSpnuA9NpcR9Yaev5+nPf033XG48dlBmL/Yb11fxacT/gnHPzI1136quvk5lL59ZkZt8NB2TG4tmzlwuvv/56/a6yyabMtCuG9Uyox5As3Zt1+dKR4zITnTsjM9sX9Lo7tMw5xeP51bfpZ/O//onhY7Z13zXO9HxpMNJ9RRYEMvOWrHgf3jnnNs/reYNFkuuxsVbW87eoXDzmjzt6D6Uf67Vn1bCGtRhHej4ZR/qzLm5vy8x8U9fTzkS/z9Zwb/ZcS2HxnCDL9DjtGX47CA3T8fq6XsMGjTfqgtzXZKLd1N9rZ1V/rwtlvf9240jXncVJcb+z3dibCfvxtp4TNPxdmfmbVNe/pZLu39KppZ/UfaDFKND9dmzY+x6K79Wb6va7augHmjt63mCRGX4nG/X0944Ne9bru7oPvObGm2XmjFhXWo1Xitdpp1+v93ymNT0/afT1b8vzUz3ubb+GPVf+wggAAAAAAAAAAAAAAMCM4cAIAAAAAAAAAAAAAADAjOHACAAAAAAAAAAAAAAAwIzhwAgAAAAAAAAAAAAAAMCM4cAIAAAAAAAAAAAAAADAjOHACAAAAAAAAAAAAAAAwIzhwAgAAAAAAAAAAAAAAMCM4cAIAAAAAAAAAAAAAADAjPHyPH/1i5736hcBAAAAAAAAAAAAAADwz1qe594/9e/8hREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGcOBEQAAAAAAAAAAAAAAgBnDgREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGcOBEQAAAAAAAAAAAAAAgBnDgREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGRMWXXz0Ix+TBey/5lqZefLJZ2TmwOKCzFxzw36ZOXPuQuH1e++9T5Zxz0c+KzPtYEdmqnOFj9c559zlq7H+rPlIZly5JCMffZ/+7h/79V+QmcVb3igzWZbqcqLie/77b39TllGptGTmk7/3uzLzpXs+IzNxnshMGJRlpje6JDOXD83JzLip28zv//pvyswXv/yHhdfX444sozvalZk3rB6UmXPPrctMz1uSmcc/9U6ZeegLH5KZQ42hzFw905SZXlqTmUpNt5lKEhRe/+CD98sy3vfj18tM9ac/IDOlmu4D89iTmYluVi4wHG189EP6fX7qM5+Qme2tbZmplHU7H49HxZ+zoz/nJ37sX8rM//iOd8jMV377QZnpDQYyk6YTmZmfW5WZi+c3ZCbwdcW4/5Evysxjn3q48PrStV1Zxpn/elhm5o4a6vrZ4vbrnHPtxUxm3vuZd8vMR3/vIZnxN/X4mXRzmdkJdF0ulfsyE+xOC68//viXZRnvuesu/Tm+7lCCUL+rXD8aFyR6jreb6Xf+lS/ouv7e+3X/73I9L/W84v7tcFV/8YW6bg9PXdHj6+Of1PX4q7//WzIzner3YHmfnq/fVRLr+Xgj1GPIL77r12XmA3/46eLAVPejkWH9sN3TffYbD71OZl7+Tz+QmU//2adk5qFHHpCZ3PBC9ypj6FJct1c8l/7cp3Ub//IXP6c/p6/7Wj/U79wP9NoziXW7apZ1n/Pu931QZt7x8/9OZn7qJ39GZs6dP194vV7T8/XptHiscs4531Ap7vnwh2XmTx5/RGZ2B3o+nvX1HkoQGfpJpz/r4JKeB/53d71fZn7tzjsLr994Su9BbVy+IjMu1u9zeU2vc5954zUy85U7PyIzv/KrxfNW55yr58/KzIkbD8lMY06vqbc2ezLjJ+PC6x+8T++t3XWvXrtXKxWZyQxrtDDVY2Ps9Hhf3db924OfE+O0c+7h975HZrpTfT95tXhP4vY3/6Qs44U13WZO7+px5o8//i6ZeegRvT5tzen3ubVWXP+cc+7EdfMy8/KZ52UmHbVl5hOf/KTMfOiB9xVe90LdNoOhnmuXPd2/BYkuZ2usy/n8Fx6VmS9+XvcFYVy8h+Kcc57YR3bOubCix/MnL6wVXt/O9Of86Sc/LjMfvfMemZlv6flm19dzsyDW5QzEWs8559xY75F86nE9L/33X9Dz+mqtLjOjSfE+lBfptXuW6350Euv+5K736LH84Q9b5m+6XdWW9LjXWtXPr39Rz/GWy7p+vfuj75WZT3+yeK+qtHRMlvG981dl5sip22Xm8vqmzPi53uP8w/cX99nOOfc7n9D70fqNOzfJ9RqiL34XcM65sugvVgL9u9T/cu9XZObhu4vn6845Vy4tykwt1OPr5ZLOdCZnZWY5fVlmHnjsP8rMw5/R65lprOdMDVf8+98Vw28UB1f177TT8IDM3Pe+fyMzT3xcnxUYjvVeX7Wq32c81s9voan363d3dF9w92cfkJknvvb1wuvJ+mlZRpoXzz2cc25jdEZmEqf79XSkx/JXw18YAQAAAAAAAAAAAAAAmDEcGAEAAAAAAAAAAAAAAJgxHBgBAAAAAAAAAAAAAACYMRwYAQAAAAAAAAAAAAAAmDEcGAEAAAAAAAAAAAAAAJgxHBgBAAAAAAAAAAAAAACYMRwYAQAAAAAAAAAAAAAAmDEcGAEAAAAAAAAAAAAAAJgxYdHFqevJAi5uXJSZn/xv/nuZ+eOvfE1mptWpzCRZKjPKcHBAZvYd6stMkEYyk6UdmYnSusycXxvKjMWJk9fLzHenscwMEv0ebi6VCq8fPHaTLKPmL8iMRZ5mOpTq81XNoLBJOeecixYqMtMp6+c37m3KjMXWuFt4Pd0svu6ccyv+osyMLtVkJs31s/Gre1PX4y2dSUu6fnnl4nrsnHPtSi4zvhvITJI2ZUYpHfsRmfEO7JeZ4dkrMtMo6b6r4iYyk0wN7dMgTXW7ardaMlOr6u/VbDYKr3/vyb+TZezs7MiMRZp7MtPr63aVJDqzu63b8OKCfsaj4a7MWGSd4n5n62U9nlXmEv1Bhkh4w4bM5KEeQyzSoa7r+UjPY6aZnqOkI92GJ4Y5QdfX9UKplPS8K0n0yyoFgczElnIM77ORGiqPwTjU33001vdz8/7i91DuXpJlnF7X73uY7c33Ho312iCODe3B6XHa8yxjkf6s0dhQjEEyKG57c64sy4iHuv1WxHzdOefOX9brwdUDqzJjkeeGOZWn5+yJoQ6GgS5nMtF10DPcs5LFuuKEhv8LYnl+c3N6zn5h47y+n66ef1jc+rrbZGZ3V49XlUq18Lrn674/jHRfqz7HahgUzyWdc668otcGQ0/3BVd3r8rMwv5lmdn1dd2xCEVVnvR1exjHun9bnV+Rmfmq/k7XjnS9sHj9LSdlJtdLRpc5PV6tbxkGI09/92r9ta9PQ9eWmelIj6/Zlt6/HBu6pTzSfWm2oduVRV7W5bRqehze6hRXjJee+p4sI6jpvuumg7rNWMSJflfTWNfj7b7u++d7ui+dTHTm2iM3yoxFOypuM5NYj0WpYZ7jUj3eZxVdt0rlvRnTxlPDvMuwX5MbMlXDmrDdmiu8Hoz1e7AYVHQf6Rs2E7YN+9F1T+9tdDu6HC/em3VabZ/+7q+cOSczrarYbx6NZBmJYVysN/amrvcta5VMrx9qFb235nxdztTXE4eerjomy42Dhde//g8vyjKOXaP72mD9rMwcyvR+V2TY27Wo5LrNBIFhApLpTGxYw9ZEfS8FezNvTXM9h5lUdfsMQ90+047+Dex1Bw7JzMUN/RuXRWbYh1puzMvMhfNrhdfnVq7V9xLqvdRLV/RvOCaeYb3c1PP6wOn5R1zR65BLHf0+a1VDX2qwcf504fW2Yf98nOr+2Ev1/Vbn9Piahz/8PIa/MAIAAAAAAAAAAAAAADBjODACAAAAAAAAAAAAAAAwYzgwAgAAAAAAAAAAAAAAMGM4MAIAAAAAAAAAAAAAADBjODACAAAAAAAAAAAAAAAwYzgwAgAAAAAAAAAAAAAAMGM4MAIAAAAAAAAAAAAAADBjODACAAAAAAAAAAAAAAAwY8Lii6ksYNzbkJlnvvfXMvOjtx+XmVG2LTNZPJUZpVTS3zutRzIzmlR1OVmsbyjzZKQe1HQ5BlG1LjNbp1+SmWqzJTODfFB4fbk2J8sY9/S7skj163RhUJKZzPA+1zo9mYnnD8tMfY/Oe0VhYTfgdnP9ndplnclLOuOHmc7ke/O9q5Gu6zuJble6V3IuSnQF8zydCcOK4dOKTWtLMhNdeUFnnL6XsaE7Tr1cZuYWyrogg8uXL8pMs6H7rsAvbjPOOTcYFPdv15w4Kcvo9boyY5Hn+hnXaro9lMsNmTn7ymWZCXz93QNDvbCodoq/16hS/J6cc65+si8zu0/qvqKd62c8au1N/5bGuo6GTj/j2NCIF1ZXZWaa6p5ye+u1f/fQC2QmCPWcyqV6buHnOmOY4TkvTQwprd/RY8htJ3X/Vh5vFl4fG/r+wVTXm2PLizJjkWV7Mw/cK2mi2165rDMW7Wpxv+NN9bOZTHUtLUe6bU4S/c57lb15V4YW7LLcMJ/0DSV5+rtfubImM2+94+36s4RJT/cV5UivPdevrstMrabnXV6kn182MCywDIJQ9+2Wdx4E4n0a5h6hWDc551xiaA8Wz525IDNzc4Z31dNz/6GhPQx6Q5nJR3szd/XD4nfhZfp9Lxn2Eqp1vb6/WNHzwOZwb+ZviWFOsLCs511b25dkJjC0mYmhDxxaFnxCatjT8Txd16NI9xWxYZyOAt0eGtWJzFhkhj2daqC/+5wYY0edLVlG3tftYWVer2csFvfpetzv6Hox19RrMMvU37DV5/7xlW/qkMFwt/h7ZYZpou90+40nhnlgotdom329f2lhaFbOs7wIw7w090YyM7xwpjgw3Zu6XumIz3HOBU09X2rX2jJTNuwfLS2uyEzTsN6z+N7zz8rM6gG9951Ni/vb3tVdWUZjXq+Dd7Z1P2kxrel+qRrq9lmt686gs61/k4sGuvFVLAssg0lcPH8bOz0nLXm67TUMY1rJsBuzHus9Tottw/6br6coLsl0/xYEer2STIq/+0vbe7PfWlnR/clza9+VmdUjes4+P9H9UnZJz82yUPcFFmtD3c77SVNmhnFxxVhu6f3z6Vj3A7W6/j3EwjfMxyeG3z37cUdmGmU9Nua+fuenu3uzPm22it9VtqPXcaOeXjfNLRnW7pn+LWPsfvg1Gn9hBAAAAAAAAAAAAAAAYMZwYAQAAAAAAAAAAAAAAGDGcGAEAAAAAAAAAAAAAABgxnBgBAAAAAAAAAAAAAAAYMZwYAQAAAAAAAAAAAAAAGDGcGAEAAAAAAAAAAAAAABgxnBgBAAAAAAAAAAAAAAAYMZwYAQAAAAAAAAAAAAAAGDGhEUX6/WqLMB3qcyMhxsy44WB/ixff9ZCrSUzysHaczITbfZkpl89KDOJK8lML41lZnllVWYsNrv6ex09dEgX5OcyUikVn1ca9jNZxmgy0fdiEOiPckmm699GNJWZXlXX0Txalpl4pD/LollfKLy+Hl+RZUwCXUcbNX2/QU/XmzzRGYu19YsyU520ZWbf0kmZ6Rrq6cTzZGbqXnt9L7eOyEyeDGTGciflSJ9JXGhVZCZOdP2yWF5akpkw1H1yGBYOnc4555IkKby+uLgoy+h0dmXGYnPLMKZFegwZ9Iu/k3POLS+tyEwy0X3B7sbe9G+TuLgul+u6Xw8XdXtovk4/m+mLB2Sm51+VGYtyarifUA98c+15mRnGXZ0Zj2TG34MjzJnuRl2ej2XGqzRlxp/ofsA5PV6lnmECYvDTN+t35We6fr1ycbPwelI5LstoHtDttz/RdXSvBIGuXKrPtooCXS86mW4PFqrmTHxd11NDH5jqYlx1PpKZ7JilzeyNPNftKjfM669cWZOZYwd1m1iY2y8zSiXYJzPlWD/jOU+3h45hDD5w3bUyUy3vzTt/5ZWXZCYMdR30xUCTGeqNy3W/PjKMeRb1Bf3OdzuXZSbe3pKZzDAf9xoy4nZGe/Pdk0HxSqN9TV2Wsb7Wl5n+eCgzV+f1+FCJ92a8pxKlAAAgAElEQVR9+hd//ecy86ZbddsLMt2GVw7o/YarfT3Hq9b0u1DSSNebpmG/MMv0e8iq+p0nhnX5ZtUwOBp4ge673ESPV3Wxhi1FuoytbkdmNtcuyIyFX1uXmWam57bNUL+rmmFd5MV6jrx40LDQMCiFxeuMpKw/Z3uzeL7unHORp/uBMNdt79prr5cZC8/XY+wk1vU07ut7rhrq+75mcdt7+fTe7MXcdFTX4yjUfddWqudvraoeqMtV3edU/b0Zy9u1msxkU73XNx4W99sHD+rfXq5u69+lsj1alzcMc+19i3qvudvR91zSQ6PzVnVoX13veVmMOsW/KZ04dbMso7uj119+rHeka5FhT2y8N/36ONPvvDw2zBVz3XcFnv5ek0FxOd7RW/W9GFTq+vndcOgtMrNh2FOc+jv6fiI9N6t4uk+2aNT0b+aB4begdqu47rQruh995rxuM+0F/VuHxYWLeh5Yruh6sbCg90dSwzrtyMGjMvOXf/W/yYxFUi6uX7GhHs+19DidOz1OTw39Sep++H6dvzACAAAAAAAAAAAAAAAwYzgwAgAAAAAAAAAAAAAAMGM4MAIAAAAAAAAAAAAAADBjODACAAAAAAAAAAAAAAAwYzgwAgAAAAAAAAAAAAAAMGM4MAIAAAAAAAAAAAAAADBjODACAAAAAAAAAAAAAAAwYzgwAgAAAAAAAAAAAAAAMGPCoovj1HCeJEpkpNLS5YROl5NMC2/XOedcvz+QGaXirshMfaq/U1rXn9Urt2SmG2/KTGM60h9msJnq91Ar1WRmHMcyc3mnW3h9MWjKMqrlQGYswrQqM2l1IjOb6QWZ6QYNmWkant9CWWcsLmwU169yVb/v4WQsM0uhrluZfg3OdfbmnNvWzpbM3HbkuMy0cn0/iaFdpVEmM3nptdf3/mQqM+2m7msXFvT3DrJUZrKRvp/pyJMZi60t3ZeGUSQzBw8clplarbgyP/Ps07KMhfl5mbHI4kWZicq6nQ+GfZmZjs7KzMKp22Wmq7sUk+qp4joYp7pudb++LDOtm3sy4y/rcXo6GcqMTS4TSarbZxjpTnka63mXF5ZkZrGrn6G8l1TfS2roj4OBruvxVPfZsWG4ClNdjsWfP3dWZm68blVmWu3i/v/0uYuyjFtv02PnaFQ8B7Tyfd2G9+gRO+f0Z/lOj2njPTqvn4vxvOTr8cwZIv5Yf+/JUHfaQa7HGQtLG7YYDnWffMOp62Xm2NFrZGbtom43ynBXv4ehYQjxfT0nSOKOzGxd0XX94tMv6RsyqNcMi2rDVDGK1Fikx87pVK8HB4YxxKLVbstMs6L7k9L8gsxcnOp7DhcqMlNrH5IZi2lePBZt7uo+J/f1HGY40e/8cFdXrsDpNmNxyy23yMzueFdm5iLLOk3fT5TpfjLVXYFUisoykxv2PtJEz219/cpduaQHx/4eTS68qZ4jp4Z7zlzx/eSGF37o0AGZefbiM/pmDKbr+rPGlw19f2IYG2O9pm6U9VjuGeqXc1+Tic3dtcLrXU/3b4sLeh/5jltvkJnhtt4f6To9FllkhnHaD/R+V9nXY1GprOtOZW5/4fVppfg9WW0neiyKDJOYoWFeX6rrDnlttCMzS6GlrmuNhn4P1abe9z/3UvE+e3W/7kcvXb4kM9ef0v2ARXuk5wRBxVDXEz3udSd6jvfSQO+/XQy2Zca5L8hEWcxLt9Y3ZBmLTb1mDFP9/Cpzuv6VRnrv2yKIdZuJDGvhwVTviXVGeh6YJMVtYnn/MVmGxZk1/T69df2Mbzql91wvGX5TeuHSOZk5fMNJmbEwbKO4qWF9UA2Lx7TtnauyjH2rR2Rma1c/G4vlBf2uSuL3EOecW7SsT9cvy8yV8zrzM3e8XWa+/p//UmZCr/hdJaEezxLDHG/a13MzF+i+Ii/pd/Vq+AsjAAAAAAAAAAAAAAAAM4YDIwAAAAAAAAAAAAAAADOGAyMAAAAAAAAAAAAAAAAzhgMjAAAAAAAAAAAAAAAAM4YDIwAAAAAAAAAAAAAAADOGAyMAAAAAAAAAAAAAAAAzhgMjAAAAAAAAAAAAAAAAM4YDIwAAAAAAAAAAAAAAADMmLLqY+5ksIM89/SlJrsvJCm/FOeecl0cyE4aJvh9hu31KZna6XZlp+22ZmfSuysxmsi0zb7nlR2XGImstyMzm1rrMRBXDWaR2vfBynJdkEYuDkf4cC68pI3lJt4eoFMtM29+VmdLVJ/Vn9bdkxuLC5rjw+r940xtkGc+++F2Z8dv6+fl93Z9MJro/sRgNJjIz31yUmfWXL8lMo17VmXJNZnZGA5lR5o63ZKZZ0e2qvzOUmTTW7yorGfr1ckVmLI4cOiQzL7z4vMyci6cyU60Uv8/Dhw7IMjod3VdYLGe6Px5NUpmJUv2u6gdWZObFC38tM/Nzuu1Z9LLiZ1hplWUZ9c3DMrP153osv/l/kBH38saODhl0Mj0XaqR6jB3Gup2PM92XTpxhHhjo8VMZ9PTcrFEvnns451wU6rrejvTz8yo6M+3q52dRWj4hMy899YLMvP5wcRteruvv9MrLep54/VE9R7aISrp/i/JAZrJIZzxDPW5UdF+6G+/NOw/F3GIw6Mgy4qmed1UNz9ir6TbT39Fjp0UY6neV5/pdNZsNmbGMw9/41l/JTLf72udvw/MXZKZc0fOlkVc873fOuWRO98cXz+h2fuBWPddxf6Qj7faczEynun55XnF9T1PdfislPad/y5tvkpmv/N7XZObMpTWZaUZ6/dB2eizv93Rd9xM9fsbD1z6WO+dcKPrtF06/KMu4/U1vkpndXd1PVg0Zr637JYvc6TF2HOv+1lX1/SRD/c6D2JAJ9RpfSdMNmRmP9H5hVNLzel/0A845V4p0Jtuj+Zs31P2OC/T9pOJ7jSb6PQVtPd6vHtR7pRYDw16CN9XtoVEzjGkVvT4InWHvO3vtdd0555oLxX3pyWPXyTIqdV3/NruvyEy3Y1g7rei1sEVgmJsZmqfzAl1PB92ezOzbv7/w+urma5+7Oedc7nSfvS/Se/5Xnd7He6mvPyupH5GZbbc3c/bMUM7Fy2dlZuFw8X59PNDv6m1v0XOC7/ztN2TGIqrqfqlR1/W4Y2gzw1iP92Gi+4tern8TsQiy4nden9NjeZLqjqBS1Zn+9kX9WeWTMmMxmeh3vjvS7zxoLcvMwtFbZSZsFK8JJ309t7VYXLhdZuIrP5CZ6OVnZGb1pmtk5vTqMZnZ2tK/4VhMcz0nmMZ6LFo5UDzXyUO9/tq8qvcJFpaKxzyrdqj3G7Y6fZnpbOlxL5jqPrDq6bV5uWFYOxlkVy8XXvcN65BOX9ebxOn9/HptXmZK/qrMvBr+wggAAAAAAAAAAAAAAMCM4cAIAAAAAAAAAAAAAADAjOHACAAAAAAAAAAAAAAAwIzhwAgAAAAAAAAAAAAAAMCM4cAIAAAAAAAAAAAAAADAjOHACAAAAAAAAAAAAAAAwIzhwAgAAAAAAAAAAAAAAMCM4cAIAAAAAAAAAAAAAADAjPHyPH/1i5736hcBAAAAAAAAAAAAAADwz1qe594/9e/8hREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGcOBEQAAAAAAAAAAAAAAgBnDgREAAAAAAAAAAAAAAIAZw4ERAAAAAAAAAAAAAACAGcOBEQAAAAAAAAAAAAAAgBnDgREAAAAAAAAAAAAAAIAZExZd/PznHpcFZFkmM7mOuPrcnMxcWXtJZsJq8Yd97EOfkWV88cufkpnTz27JzPHrjsvMJD4rM17xa3LOOecHVZn54Ps+KjNfflRndr7fk5m1g12ZyW69rfB6OK7LMvZfuiAz9z70cZn53F13ysyBrCkzG6WyzFT8AzITlfU73x6PZOYDn3mnzHz1D75ceH08nsoy8iyXmTAMZCaOE5mp1XVd/6VfeZfM3HfvIzJTivT9uFR/9zhZlpnE1895ySu+n7sf+5As448ef1Rmnqq3ZSa5sisz7W3dV0zCSGbChj7b+MhDD8nMPY/eLzOlqq5f4ysy4k7tTgqvt+vrsoxvXne7zHz+Xb8qMx//TcNYPmnJjOddlZnWW2TEbSQdmQlj3a4e/c1Py8zXPvX5wuuXE93u0jndD3iZJzNz05LMzCcNmXnHPb8hM/e/930yszyv2/nl6bbMVFPdt/ueHhu3RR/4+cd0Pf6Pv/URmfnelp5vjie6XtQiPU5ndZ2Z9vVY/tsP677rw4/8gcyMff2uXDIuvJylhvYw1Z+zm8cy80ef1HOz++7X73y7N5SZekm34ZVWTWZOHr9OZnY6eo78y+96j8x84IHPFV5PvOJ36Zxz6XRTZvbt13OYLNLPput05nO//msy86536XoxN6f7t1pN19Mzz+rn06yvyszhg9cWXv/AA/9OlvHIh39TZoKaflfDcEFmtlI9F/IHun75gV7LffHRX5aZTz7+KzITG+YNpaB4ztnMiuduzjlXy3V/krtUZn7pnv9dZu7+Db2eufkteq7YH+j5+Kirv5fz9ZiWpH2ZuffeB2Xmd+58rPB6Pa/IMi5UdR19al5vVK0u6DlMLdPrmcfeeZfM/Mqv/AeZOXjgrMyEga7L/ZqeD0Ul/b1668ULoy9+Qu+t3fdr75WZm48dlZnvNvT8LQt1XzE/1HOdQUm3h8/eea/M/NYTD8tMd6TXTs3avsLrW1d1PzBI9Pue1vT4+sWP63H6gx/WzyYKdduLDPvRnqffedLQ7aGX6XrxhfvukZnf/twDhdcj/bXdeKzXjGef0ZsWx6+/XmbOD/V68NMPfVhm7vvYB2VmzrA3ZNh6dL2SnuNVh8VjdaOj1wbv/aLeW/uz335CZrqpXhd1PZ0ZTHVf0R/qB7ha1XPbuz7wfpl57BP6+Vh+UxoNBoXXc0/vF9bbek66dVXv0T3+2S/KzDt/4Rdl5va3vl1m1nf1/XihrqeZHhpNvzt95CO6DT/4kZ8vvpfqz8oy+msbMtNa1PVmmOovPtDTJfelz+p+/fc/9XMyE6f6N6Us0Wswl+t+MvWL2/m4ot/3hz6o52/f+Zv/R2a++c3vy8y3/+G7MvOmH3uzzGxcel5maiW9L/vgA7qd/7f36XHvl8f6fcZin30r0/1beOptMvPkBb2v8bsP6/2GB9+tfzdOa3q8qhrGmaGhfSY7xeODc85Vp3rO9LGv6nXaxx8p3nvcWVmRZXgTvU/gDfV6Oiwb5jm+Xi+/Gv7CCAAAAAAAAAAAAAAAwIzhwAgAAAAAAAAAAAAAAMCM4cAIAAAAAAAAAAAAAADAjOHACAAAAAAAAAAAAAAAwIzhwAgAAAAAAAAAAAAAAMCM4cAIAAAAAAAAAAAAAADAjOHACAAAAAAAAAAAAAAAwIzhwAgAAAAAAAAAAAAAAMCMCYsuJmkiC8izTGayNNd3oj/Kec6TmdMvvqgLEuJYf06S6e+U5WP9YXldRkKvavisgf4sg56bysz6wrrMzFdPyMyJpf2F1zfOXZJlXO7syIzFbktnlpNUZiK/JDOd9Q2ZqS62ZSapjWTGYjgsrqdxbGicBnGiy/E9fYZt0B/uxe24UVt/1jTRba/v68oT92syU/Evy0w503VHuXJlV2bSo7oeV0PdB0aRHh/8iv6sSar7JQv/4lEdmtf3k1dekJlwpV94fb13nSwjKO/Nmc4w0uXkuX5XuWEoz2NdTjrWfUEt1G3GYrNX3G83+pEso7ReOFVyzjkXRmWZSRd1Pb640pEZi9JKU2Ze7Hd1QUcPysjCRNevzlCPV8HJw/p+hP9yRo/TpZZ+5z91aFtmtnZimXlhuk9moprucywiT99P4ixjSKPwapbrzymHuq5PM92uLCol3fYWm7rzCn1dzlnD+HnoGl1OVtqb/i0Ry4x4rJ9x5JZl5tIrul9PSno+3hDjotX83LzMlMu6nQe+rheHrz2u76eyKDNxbOhvhf+vnTv5cePMzzj+1koWl2aTvaql1uKRLMuWE2eQATLBIEBu+WOTSw6BD74ETgZJrDGszIwljyTLWrrdO7ubW7FYSw5zdj0/xERy4Pdz7Qe1vu/vXVhSc02/q5OJnrdenOj1qWGK57b7up/7O7qWWsxGn+mMZaro1feJo1KPIaGn9wnmvu4zzv2TTNy6qceQ//rP/5CZ+48+lplmp772O+fc5ZXeb4hD3R8s5kn9u1os9LvaLfRcqHOua9ebSp9rmhg6jUEcBTLTMMwbsoker/yFHouyqX7nOz1dk5WoocfOuWHfMTPs0YW+fp+ep9cqhlJgMir1Ow99/a7SvP7eO9ub8hj5lZ6vZ5cnMmMRGB6gH+g1ht/S9+WH+hkXo+9lZj9czv5bltbfe2loW6fXum9+8MtP9bVM9fxk0NFzKot1Z+ifM/3Oc8MD6qb6nffm9bXAW85tu6+LM5mJfX29lplFq9mUmUZX39hJYfgtw8KwD3VxqGtK0qqvga2mHkPO3hl+x+jpfXiLRmLYR56NZKYw/AZRFnptHjh9Pc5bzjzGa9fPUaalvu8w1n184ev523Wu1yFbt+/KjMVh+khmitJS3wzjntN9eDavrymHr3W7sfjnL/5FZqZTPad6/Ej/hhg6fc2bm3pOMBstZ0+ibfgt4zLT7zP16+fRs0TXgfF3T2Tm0x39jC22tj6SmWfHX8pMvK6f30asa3KQ6PXecLacvcfNfv069+hM15yNWF/v/tYtmfn2909lJgn1nOCn8D+MAAAAAAAAAAAAAAAArBg+GAEAAAAAAAAAAAAAAFgxfDACAAAAAAAAAAAAAACwYvhgBAAAAAAAAAAAAAAAYMXwwQgAAAAAAAAAAAAAAMCK4YMRAAAAAAAAAAAAAACAFcMHIwAAAAAAAAAAAAAAACuGD0YAAAAAAAAAAAAAAABWTFj3R89VhkPob06iQB9lPL2Wmf07d2Tmzbvn+mRCZbin6WwqM0mn9vE655wbv/VkJohimentFTJjsd4dyMz0nr7mfKjP9cfP/632770dfS29Nf2MLcpCt/WDUS4zvYbhmjcimVkEun115su5d9/X71OxVArLWYpSt+NGo2E4ktYYbspMFhiKV6jbxYfhU5lpJ2cy4/stfT3CzTv7MnPm6/eQl/pcJ+dXMrN/f0dmbiW39ckMwstjmWl3dB9OnX7nZWev9u+L6kQeY3i8nLqeewuZCQJ9T/O5fulr9dMK55xzTU9nllCWnHPOFaLLeLk+UaNqysx1msrMzNNzi6teW2Yspmd6EL71iwf6OLu7MjP66o8yszC0wWJhGUnq/fqTX8jM6dmPMvPbFzOZaTW7MrPe03348lpfj0VR6n4Vefqavar+Xc19/Z7msa4VjXwkMxZRqOdU2SKTmbzUmf5Az8e/+NcvZOZXn/1SZizam/X3PhrrY6SZnue0ezrT8RJ9HH8587cbu/Xjq3POvTt4IzNTw9rz7//mH2TmyZP/lpmimMuMZCiRcVM/4+Jcjw/dRI9XnbauJ2lzOYN5Ote1NEv1udQwXDjdx3Ndctwk02PeskyHumG8faHnnA8+uSkz3bZ+Ptl4Ofeex/V9xg/0mJca2vqjvp7/5oW+7x/K5fw7rLAytONCr69agc4Uga7bUaQb/HRuGGyEMjDsKYb62SwSPY8+ifQc5drTc4JxtJy9mKrS955O9Bhy62Z9H059fZ63B6cyM7vUGYv+QK+5R6mub7OxnrMnvn5+mz293mtVul1YhH5932vGut8NJwcys3FPv/Mvv/mdzNzb1Ps1FvNK973MMG3wnZ6XBoU+0ESsV04Genyw2M30XtZkrGt2ZdgrbSZ6v7AR6nZxcqr3Ji2aa7omR8e6lr57/br27/t39W9Ff/Grv5YZv2GY5BmUnmFfu6nvu1HqeX1e6rY+G+m9qiRezjpNVe1mpOv62LBuqgx7k71tvZfVHvRlxiLofaQzhl9F4sBQBAP9DFtVfRv02rrmWJSV7uOJoWk1m3qubWnHseEH6LJcTm0PA93P00DXlJnY/J4b5pvdRN/T+OytzFhcDfW8v9vR+wTXMz1/64ZrMjMf6n3FytIIDV58+23t3z/927+Txzh69kpmnj7Ve+y//s1vZOb4jd4T+yn8DyMAAAAAAAAAAAAAAAArhg9GAAAAAAAAAAAAAAAAVgwfjAAAAAAAAAAAAAAAAKwYPhgBAAAAAAAAAAAAAABYMXwwAgAAAAAAAAAAAAAAsGL4YAQAAAAAAAAAAAAAAGDF8MEIAAAAAAAAAAAAAADAiuGDEQAAAAAAAAAAAAAAgBUT1v2x8AJ5gMLlMhN4tadxzjmXpjOZ6bs1mWkl6zKjFFkpM2t9/WySriczw8uJzBxfzWXmVtmVGYui0tfsso6MxC39PpNQvM+8ksdYZInMWLRDfZxybSoz4+pAZprhlsxkuT7XINfvwSIv6vuw5+s2UZW6z/im4+hM4Ov+YOHNdN/zQ11P1sPXMnNn+0xmJoU+18gZ+qdw+OaFzCzu7stMnun3MGj39XGKpsyUUSYzFtlfjmQmMpwrGjVk5qzTq/378+GP8hh7vZbMWHi+7p8u1GP5YqZrchLHMhPN9XF8t5AZC+9WfU3OUn0t5009hyku9fXGcX2bcM65nes9mbFICv09cHUylplOT/eHGzd0vZikul4cnhUyo0RvfjCk9H3v7m7IzKM1/T6PL05k5l5fty+LhqHPTKaRPk5Q/x4aXiqPcTHTz29ZFrmuXVFo6A9Oz+vjWNdk78dTmSlzQ002SBr1c4L5tT7PYFO/q3Gq2/HBSN/3wdmxzFi8/v6VzCRtPbcIQ90fvnn+tcysD/Sc4Gio5/XK5FLX0aqja3bS17V2/65eY1yd6znp2z/9/Pt2zrlW41pmwkBfjyfeuVfpWrHwdK1tFcu57wvDHsD2tl5Xzhf6OC+/fSYzHz58KDNuOUtz5yb1z7Ab67Gz3dfP5qtEzwm+negauBftyIxFFOl2PLrS9XZHjA/OOTcudC0oUl0nyyWsT/PYsG82+l5mPp5vy0wRtWWmadiHcpF+Nv+oj+LySu9JxLE+l9prmc91W7+61nsW3pLmMGcXFzIz9/Rewq7T9fbBQF/P1z8cykzQ0/vRFmppfmWo/f2efjavf3wjMzt39Npz0FrOfXtdvd+Vz3VtDw01x0t1v5oM6s/15vFyBrSzP+m5WWhYh1SR3mc5L3Vd9w37eP3Y0GkMXn73XGburOs2uLddP8ZGDf1sXg71Xv3YX86+Y57ruaLnGfbHnX6fm5t6rnMy0/OGaqHX1BaV2OvLKv1s+lu6/S3mhuvVw4x79/adDhlUw89lpqj0XkJu+B22MswV40b9Wm67tZzfk7odPe8anup5dN7U85zIsG2WZbr2e2458xjL9DcP9bkWohYsPH2MhuG/g4gCw9zWII719cxSwx5doPdTw1DXgn5XX891eSkzFoHaK5jq38I7hm8knGG+dHx8pI9j6Fc/hf9hBAAAAAAAAAAAAAAAYMXwwQgAAAAAAAAAAAAAAMCK4YMRAAAAAAAAAAAAAACAFcMHIwAAAAAAAAAAAAAAACuGD0YAAAAAAAAAAAAAAABWDB+MAAAAAAAAAAAAAAAArBg+GAEAAAAAAAAAAAAAAFgxfDACAAAAAAAAAAAAAACwYsK6P3qukAcoi9xwGv1dStwMZCZfLGTGK37+NzBl5snMxnYiM+kilZlGpI+zsTmQmfcvrmXG4mJ4KTNJZ1dmpqf6esJ2t/bvw+uhPEYQ1TZhs3Qyl5luovuDi0YyMp/qa+502zKTeZa+p/l+fXsvy1Ifw6tkpsgtfVNnJk73K4usZXh+1WsZCaILmbnq7svM4lJfT5j//H6+vveBzHyX6md8x9+UmQcP12Xm7dX3MvPq1UuZsVivGjITL3TGlbpeuEl9LW1kM3mI++uxPo9BZRgXizKTmbLQNXAx088mSfT1zOaGemsQndfX0kWkx/ug0tcSRrpml4bS1bqY6pBBY133vcuzI5mZXelM1uvJzKC9LTO713ocUar1OzIzG/+gjzPW7fi9r9vx+VT34f3eDZmxmHi6LXuh7udFWf8e0kjXyFao2191fSYzNrrdzGb6vn3D+xTTJeecc42GfueV0/MqiyK9qv27V+jznBy+kJntvQ2Z2Vrb08fp6/XM5zLhXJLomlOWeoxd6+rjpKmedxWFbhjtloxI81SPRYN9fU+xr9to4ek12IlhShr4es1osdfW/Xye60yZT2r/vqj0XHw+123r8Ye3ZcZibBiLBhuGeauv91mmY10DTw7fy8zmHb3OsLjfrB9H3ol36Zxz/97X+xplqO9709dzvG4UyYxF7nT/7IZ6L2FumLsGhnW3Z3g+2dwwOApF1NTnsazdJwcyEhr2YlLDOB1Uy3nn1VzfVxDqPqz2dKZTfZ6tvp6v56Xe77Io8ocy0+89lZm9G7re/vbFjzJzUa3JzKO9z2TGJKgfr+bnej24vqHH+2uxH+Gcc/NCj50jT9dbC9/ry0xlmI8vKv18Ek/34dmk/veFK8OerEXT18+4inUdjZu6di0M+zVN37An1tA1x+KmoX9eH+o14dG0/p0PtvQaI7ih+/jGmj6ORRDodnxh+L3jaqwn25nTtX2wVv/bi3POnZ+cyoxFJMbPWarX5VGi38Pllb7vpNJzqo2WXudarCf6t72y0H3PtE9g+C2onNbv4zV8/R4s/Au9VolaupYWnu4zwUzXyTLWz88L9ZzTIjBMS8NKX3Mo9t9yT9f+0lCyK8OehYUf63acn+v30E/02Pj8h9/LzOOHfyUzLu3ojMHHn9af68nTb+Qxbrd0fbt9+67MHE/1GJL/jH7O/zACAAAAAAAAAAAAAACwYvhgBAAAAAAAAAAAAAAAYMXwwQgAAAAAAAAAAAAAAMCK4YMRAAAAAAAAAAAAAACAFcMHIwAAAAAAAAAAAAAAACuGD0YAAAAAAAAAAAAAAABWDB+MAAAAAAAAAAAAAImQWMkAAASPSURBVAAArBg+GAEAAAAAAAAAAAAAAFgxYe1fy1weoNuIZSYvC5mJ4khmXr58JjMPHjyQGSXwmjIzG1cyUyxaMuPnmcxU+VxmenH9q7TquJnMtG5syszh9y9lZrNZf++djuGeoobOGPQX6zLjJyOZKWf6+YWFPo53vicz8fp9mbFoter7cJbpOuC5UmayNNEXo7uV6w0WOmRwPtH989HeVGbSoe7D+VQ/w+vWXZkJSn0u5fLqRGa2gy2Z+SDZkJlnB7+TmdlC94f+hr4ei8uJzjQiw3eUvm6oF9P6+/KirjzG0z+80ddi4E17MhPFum15qa7Jx28uZebGZ3qMzZzuMxbJaX1tjxPdx0PLMOPpdtyM9X23GsupbyNDud3Y7cvMZKrf51k4lpks9fQFvTzVGSFq6flm+v5YZnZ2P5aZZtKRmc1IzwkuRobCZBCHuqaMslRmAq9+PJ/Het7v0lcysjl9oo9jUel3Hga6roeRrm9lqec67ZYuGGmq647F+cFh7d+zUs9zupsDmZleXMvMrLySmfmpbn8Wk/G5zDQTXXPOhvo93Lv7WGYOX+uasr21LTNKFOma4yWGdblhXVk0dFtfJHrtPj9fzvr0+WVbZvIykJkwqM+Y/iVNpcfpr14tp61v7Oh60tfTcZdneiy6OdBjyPGVYU4wfKcvyOAPzfq38dKwv5Qk+vklhmlXEup6Ui6WM29dFLoPZ4b1csOwJ1H4um43GrpfTXKdUWZjvQ4pt/TeR+brNhoYxnLPMLew7JVahIE+V57quWIoym2oS7brruk9sTwzzOkNzof6+X18s36e45xzzZFeg62HutN8dF8X0/ToS5mxCL36wrPT13OzqtL39GD3jsw8e3cgM4enRzJjMTvSbb0KDAXO6flbP9LHWRzXj9Wd2XL2mhcDvadTOP1sZpWuXXPDHOXmlt5be/JU7+NZzEf6XT3+5FOZOXz3vvbv00LPu/KjoczMjvVeqUUU6Hd1/P6tzNz75KHMnF7odVF7Z19mRtd6vWeRTerH866n5/RBU69hgzVdJ9NLPbdYTwwbZwZHY73n6oufYP+c0W0njHS98F19/cqWNIcJDHUpM8y7Al/PLRLLvo+njxNsGBZPBou5bl9Bruf1YVW/5vFnhtpvGENC3zARNHj/Xq/1bqzvyMz+ln4P6109Lx0aatfZoa7/FudX9XPO/kBfb+x0mzi+1tdrWDK63cH/fg+K/2EEAAAAAAAAAAAAAABgxfDBCAAAAAAAAAAAAAAAwIrhgxEAAAAAAAAAAAAAAIAVwwcjAAAAAAAAAAAAAAAAK4YPRgAAAAAAAAAAAAAAAFYMH4wAAAAAAAAAAAAAAACsGD4YAQAAAAAAAAAAAAAAWDF8MAIAAAAAAAAAAAAAALBivKqq/r+vAQAAAAAAAAAAAAAAAP+H+B9GAAAAAAAAAAAAAAAAVgwfjAAAAAAAAAAAAAAAAKwYPhgBAAAAAAAAAAAAAABYMXwwAgAAAAAAAAAAAAAAsGL4YAQAAAAAAAAAAAAAAGDF8MEIAAAAAAAAAAAAAADAivkfVFQVKyxNGfQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ran_indicies = np.array(range(M**2)).reshape(M,M)\n",
    "image = build_topographical_image(patches, ran_indicies)\n",
    "image = image.transpose(1,2,0)\n",
    "\n",
    "\n",
    "plt.figure(figsize = (40, 40))\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(image, interpolation = 'nearest')\n",
    "\n",
    "save('random_order_more_patches')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Littlewood-paley"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {},
   "outputs": [],
   "source": [
    "complex_patches = patches.unsqueeze(-1)\n",
    "complex_patches = torch.cat([complex_patches,torch.zeros_like(complex_patches)], dim=-1)\n",
    "\n",
    "LP_patches = torch.sum(torch.norm(torch.fft(complex_patches,2), dim=-1), dim=1).unsqueeze(1)\n",
    "LP_patches = LP_patches\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "M = 21\n",
    "ran_indicies = np.array(range(M**2)).reshape(M,M)\n",
    "image = build_topographical_image(LP_patches, ran_indicies)\n",
    "image = image.transpose(1,2,0)\n",
    "\n",
    "\n",
    "plt.figure(figsize = (40, 40))\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(image, interpolation = 'nearest')\n",
    "\n",
    "save('Littlewood_paley')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}