Verrou TF Reduced.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c9eb32da",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import csv\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "import pickle\n",
    "from statistics import mean, stdev\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c90c0b4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Directory variables\n",
    "\n",
    "VPREC_IB_DIR = 'vprec_ib'\n",
    "VPREC_OB_DIR = 'vprec_ob'\n",
    "IEEE_DIR = '/home/ines/Documents/Thesis/Verrou_corrected'\n",
    "IEEE_PROTEIN_SCORE_REF = 'ieee_ref.pkl'\n",
    "THRESHOLD = 0.3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b837a0d",
   "metadata": {},
   "source": [
    "## Calculate protein stats"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b802fe7",
   "metadata": {},
   "source": [
    "### VPREC OB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "00041f85",
   "metadata": {},
   "outputs": [],
   "source": [
    "docker_pred = {}\n",
    "for f1 in [23,7]:\n",
    "    for f2 in [23,10,7,2]:\n",
    "        \n",
    "        docker_pred['%s_%s'%(f1,f2)] = {}\n",
    "        \n",
    "        if f1==23 and f2==2: continue\n",
    "        if f1==7 and f2==2: continue\n",
    "                \n",
    "        for i in range(0,646):\n",
    "\n",
    "            f = open(VPREC_OB_DIR + '/%s_%s_%s.pkl'%(f1,f2,i), 'rb')\n",
    "            temp = pickle.load(f)\n",
    "               \n",
    "            pkl_dict = {}\n",
    "            for prot in temp:\n",
    "                pkl_dict[prot] = {}\n",
    "                for go_id in temp[prot]:\n",
    "                    if temp[prot][go_id] >= 0.3:\n",
    "                        pkl_dict[prot][go_id] = np.float64(temp[prot][go_id])\n",
    "\n",
    "            for protein in pkl_dict.keys():\n",
    "\n",
    "                docker_pred['%s_%s'%(f1,f2)][protein] = {}\n",
    "                for go_id in pkl_dict[protein]:\n",
    "                    docker_pred['%s_%s'%(f1,f2)][protein][go_id] = np.array([pkl_dict[protein][go_id]])\n",
    "\n",
    "                    \n",
    "original_file = open(IEEE_DIR + IEEE_PROTEIN_SCORE_REF, 'rb')\n",
    "pkl_dict = pickle.load(original_file)\n",
    "original_results = {}\n",
    "\n",
    "for protein in pkl_dict:\n",
    "    original_results[protein] = pkl_dict[protein]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de32b68e",
   "metadata": {},
   "source": [
    "### VPREC IB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a98f5563",
   "metadata": {},
   "outputs": [],
   "source": [
    "docker_pred = {}\n",
    "for f1 in [23,7, 2]:\n",
    "    for f2 in [23,10,7,2]:\n",
    "        \n",
    "        docker_pred['%s_%s'%(f1,f2)] = {}\n",
    "        \n",
    "        if f1==23 and f2==2: continue\n",
    "        if f1==7 and f2==2: continue\n",
    "        if f1==2 and f2==2: continue\n",
    "                \n",
    "        for i in range(0,646):\n",
    "\n",
    "            f = open(VPREC_IB_DIR + '/%s_%s_%s.pkl'%(f1,f2,i), 'rb')\n",
    "            temp = pickle.load(f)\n",
    "               \n",
    "            pkl_dict = {}\n",
    "            for prot in temp:\n",
    "                pkl_dict[prot] = {}\n",
    "                for go_id in temp[prot]:\n",
    "                    if temp[prot][go_id] >= 0.3:\n",
    "                        pkl_dict[prot][go_id] = np.float64(temp[prot][go_id])\n",
    "\n",
    "            for protein in pkl_dict.keys():\n",
    "\n",
    "                docker_pred['%s_%s'%(f1,f2)][protein] = {}\n",
    "                for go_id in pkl_dict[protein]:\n",
    "                    docker_pred['%s_%s'%(f1,f2)][protein][go_id] = np.array([pkl_dict[protein][go_id]])\n",
    "\n",
    "                    \n",
    "original_file = open(IEEE_DIR + IEEE_PROTEIN_SCORE_REF, 'rb')\n",
    "pkl_dict = pickle.load(original_file)\n",
    "original_results = {}\n",
    "\n",
    "for protein in pkl_dict:\n",
    "    original_results[protein] = pkl_dict[protein]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "fc91518e",
   "metadata": {},
   "outputs": [],
   "source": [
    "missing = {}\n",
    "same = {}\n",
    "new = {}\n",
    "\n",
    "for f1 in [23,7]:\n",
    "    for f2 in [23,10,7,2]:\n",
    "        missing['%s_%s'%(f1,f2)] = {}\n",
    "        same['%s_%s'%(f1,f2)] = {}\n",
    "        new['%s_%s'%(f1,f2)] = {}\n",
    "        for prot in docker_pred['%s_%s'%(f1,f2)]:\n",
    "            \n",
    "            missing['%s_%s'%(f1,f2)][prot] = []\n",
    "            same['%s_%s'%(f1,f2)][prot] = []\n",
    "            new['%s_%s'%(f1,f2)][prot] = []\n",
    "            \n",
    "            for go_id in docker_pred['%s_%s'%(f1,f2)][prot]:\n",
    "                \n",
    "                if go_id not in original_results[prot].keys(): new['%s_%s'%(f1,f2)][prot].append(go_id)\n",
    "                else: same['%s_%s'%(f1,f2)][prot].append(go_id)\n",
    "                    \n",
    "            for go_id in original_results[prot]:\n",
    "                if go_id not in docker_pred['%s_%s'%(f1,f2)][prot].keys(): missing['%s_%s'%(f1,f2)][prot].append(go_id)\n",
    "\n",
    "\n",
    "missing_count = {}\n",
    "new_count = {}\n",
    "same_count = {}\n",
    "\n",
    "for f1 in [23,7]:\n",
    "    for f2 in [23,10,7,2]:\n",
    "        missing_count['%s_%s'%(f1,f2)] = 0\n",
    "        same_count['%s_%s'%(f1,f2)] = 0\n",
    "        new_count['%s_%s'%(f1,f2)] = 0\n",
    "        \n",
    "        for prot in missing['%s_%s'%(f1,f2)]:\n",
    "            missing_count['%s_%s'%(f1,f2)] += len(missing['%s_%s'%(f1,f2)][prot])\n",
    "            new_count['%s_%s'%(f1,f2)] += len(new['%s_%s'%(f1,f2)][prot])\n",
    "            same_count['%s_%s'%(f1,f2)] += len(same['%s_%s'%(f1,f2)][prot])\n",
    "\n",
    "del same_count['23_2']\n",
    "del missing_count['23_2']\n",
    "del new_count['23_2']\n",
    "del same_count['7_2']\n",
    "del missing_count['7_2']\n",
    "del new_count['7_2']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50c68f41",
   "metadata": {},
   "source": [
    "### Metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "295330f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#to avoid duplicate cells point METRICS_DIR to vprec_ob or vprec_ib results\n",
    "METRICS_DIR = VPREC_OB_DIR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "790de201",
   "metadata": {},
   "outputs": [],
   "source": [
    "#metric stats\n",
    "metrics = {}\n",
    "metric_stats = {}\n",
    "df_metric = {}\n",
    "\n",
    "for category in ['bp', 'cc', 'mf']:\n",
    "\n",
    "    df_metric[category] = {}\n",
    "    metrics[category] = {}\n",
    "    metric_stats[category] = {}\n",
    "        \n",
    "    for f1 in [23,7,2]:\n",
    "        for f2 in [23,10,7]:\n",
    "            if f1 == 2: continue #uncomment for VPREC OB\n",
    "            \n",
    "            df_metric[category]['%s_%s'%(f1,f2)] = {}\n",
    "            metrics[category]['%s_%s'%(f1,f2)] = {'threshold':[], 'Smin':[], 'Fmax':[], 'AUPR':[]}\n",
    "            metric_stats[category]['%s_%s'%(f1,f2)] = {'threshold':{}, 'Smin':{}, 'Fmax':{}, 'AUPR':{}}\n",
    "\n",
    "            metrics_file = open(METRICS_DIR + \"/%s_%s_%s.txt\"%(category,f1,f2)) #verrou_formats4\n",
    "            read_file = csv.reader(metrics_file)\n",
    "\n",
    "            next(read_file)\n",
    "            for row in read_file: \n",
    "#                 if 'Smin threshold' in row[0] or 'Precision' in row[0] or 'Recall' in row[0] or 'Positive' in row[0] or 'Negative' in row[0] : continue\n",
    "                metric, score = row[0].split(': ')\n",
    "                metrics[category]['%s_%s'%(f1,f2)][metric].append(np.float64(score))\n",
    "\n",
    "            metrics_file = csv.reader(open(IEEE_DIR + \"/%s.txt\"%category))\n",
    "            next(metrics_file)\n",
    "            for row in metrics_file:\n",
    "#                 if 'Smin threshold' in row[0] or 'Precision' in row[0] or 'Recall' in row[0] or 'Positive' in row[0] or 'Negative' in row[0] : continue\n",
    "                term, score = row[0].split(': ')\n",
    "                metric_stats[category]['%s_%s'%(f1,f2)][term]['Original Result'] = [np.float64(score)]\n",
    "\n",
    "            for i in metrics[category]['%s_%s'%(f1,f2)]: \n",
    "                    \n",
    "                metric_stats[category]['%s_%s'%(f1,f2)][i]['VPREC Results'] = metrics[category]['%s_%s'%(f1,f2)][i]\n",
    "                df_metric[category]['%s_%s'%(f1,f2)]['%s'%i] = pd.DataFrame(metric_stats[category]['%s_%s'%(f1,f2)][i])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7351dc9",
   "metadata": {},
   "source": [
    "# Graphics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb4a5cb1",
   "metadata": {},
   "source": [
    "### VPREC OB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "33c1b9e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_width = 0.3\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "b1 = ax.bar(np.arange(6), list(missing_count.values()), width=bar_width, label='Missing Classes')\n",
    "b2 = ax.bar(np.arange(6) + bar_width, list(new_count.values()), width=bar_width, label='New Classes')\n",
    "b3 = ax.bar(np.arange(6) + 2*bar_width, list(same_count.values()), width=bar_width, label='Same Classes')\n",
    "ax.set_xticks(np.arange(6) + bar_width/3), ax.legend(), ax.set_title('Changes in Protein Classes Across Numerical Formats', fontsize=15)\n",
    "ax.set_xticklabels(['float32\\nfloat32', 'float32\\nfloat16', 'float32\\nbfloat16', 'bfloat16\\nfloat32', 'bfloat16\\nfloat16', 'bfloat16\\nbfloat16']);\n",
    "ax.set_xlabel('Numerical Formats', fontsize=15), ax.set_ylabel('# of Protein Classes', fontsize=15);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8cb54f2f",
   "metadata": {},
   "source": [
    "### VPREC IB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f850cd8d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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T4NN82HN8O8XQlNsj4hyKGYyWoZitqGdmfntu+6gXET0pzuWVmXlPM+uvBg4ug+srKN4Lt0UxLd6zFDNyrJuZLfZuZ+atEfEgcHVEnETRK3w8RcD1v+10bhqSmWMi4haKmUNq0ydGcd+AH0TE2xSdZifT+i8/bdnvXN/jbSxybm3R9OXgVxFxSbmf4/no0JL28D3g1oj4FcV1AQMoZoP5RX44c0t7e4bic+JHEXEqsDTFDDOTmsm3ahR3Rx5H8dpZhuLC06spbqK3PMXMO49lZru0t7qI9rxa1YePrvKgmBLwbopxoe8Bf6f4UP54ub4PdbOjlOmXAaNqllel6NV7g2KM5Q+Br1Ez+wcNzh5Rph1J8Y/lbYrxuHuV2w6qyRMUd9p7kqK3aApwL+XMDRRTi11HcWHUu2V5I4AVWjkfHzleii8u59blO6j22Fooq5E8Hzn2Mn1xin+kE8p2eQo4oC7PSuU5f63cz2k16z5H0Yv6VtkmYymuIehWrj+N5meDmWvbtHAcPSgCm7Flm71NMavPsRRBcbPng2IGjAllPe+gCDgTOKJcP5TiArt/UQy7+CfFz+89yvWfp+gxnVKuf5YiGI26un2f4iK89yjG3f4Z2KWRfbTwnkngUy2s37xcv0+5vCLF9ISvlOU/AxxVk3/28daVszJFgPkfitlO7gU2q1k/3+emmX229Dr4VJmedenrlK+Rt8ryd6t/zVD3WdHKa6EPH33vtfoen8t76DRqXuMNtsV/U1yY/g7FjC1DqHv/t7S/1j4fW8izD8VFwu9RfDadyZwzTn3kHLXl3DX32UUxRv3h8vjGl2XNUVeKL0S/Ks9RlutXAX5NEajPoHgP/Q5Yc26fDT581D4is72GdUmqmog4BfgORaDd2Xd3lCRJbeQwGGkRUV4M922KHv+3KS5mOhG4xEBdkqSFk8G6tOh4j2Ls/IEUN/aYTHGXxlM7s1KSJGneOQxGkiRJqiinbpQkSZIqymEwrVhppZWyT58+nV0NSZIkLeJGjx79amZ+5C7QBuut6NOnD6NGfeT+H5IkSVK7iogXm0t3GIwkSZJUUQbrkiRJUkUZrEuSJEkV5Zj1Nnr//feZOHEiM2bM6OyqaB717NmT3r170717986uiiRJUqsM1tto4sSJLL300vTp04eI6OzqqI0yk6lTpzJx4kTWXnvtzq6OJElSqxwG00YzZsxgxRVXNFBfSEUEK664or+MSJKkhYLB+jwwUF+42X6SJGlhYbAuSZIkVZRj1udTn5NuatfyXjh7l7nmiQgOOOAAfvOb3wAwc+ZMVlttNYYMGcKNN97I9ddfz1NPPcVJJ53Upn1/6lOf4sEHH5ynetd7+OGHOf7443n55ZdZYokl2HTTTTn//PO55pprGDVqFBdeeGG77EeSJGlRZrC+EFpyySUZN24c77zzDr169eL2229n9dVXn71+1113Zdddd21zue0VqL/88svstddeXHXVVQwdOhSA6667jjfffLNdypckSeoqHAazkNp555256aaiV/93v/sd++233+x1l112GUcccQQA1157LRtttBEbb7wx22yzDQBPPvkkm2++OYMGDWLgwIGMHz8egKWWWgqAe+65h2HDhrHnnnuy/vrrc8ABB5CZANx8882sv/76bLrpphx11FF8/vOf/0jdLrroIoYPHz47UAfYc889WXXVVefId8MNNzBkyBA22WQTPvOZz/Dyyy8DcO+99zJo0CAGDRrEJptswptvvsnkyZPZZpttGDRoEBtttBH3338/ALfddhtDhw7lk5/8JHvttRfTp08H4KSTTmLDDTdk4MCBHH/88fN5tiVJkjqHwfpCat999+Wqq65ixowZPP744wwZMqTZfKeffjq33norjz32GNdffz0AI0aM4Oijj2bs2LGMGjWK3r17f2S7Rx99lJ/85Cc89dRTPP/88zzwwAPMmDGDQw89lFtuuYXRo0czZcqUZvc5btw4Nt1007kew1ZbbcVDDz3Eo48+yr777ssPf/hDAM4991wuuugixo4dy/3330+vXr248sor2XHHHRk7diyPPfYYgwYN4tVXX+WMM87gjjvuYMyYMQwePJjzzjuPqVOn8sc//pEnn3ySxx9/nFNOOaXR0ypJklQpDoNZSA0cOJAXXniB3/3ud+y8884t5ttyyy056KCD2Hvvvdljjz0AGDp0KGeeeSYTJ05kjz32oF+/fh/ZbvPNN58dxA8aNIgXXniBpZZair59+86en3y//fZj5MiR83wMEydOZJ999mHy5Mm89957s8vdcsst+eY3v8kBBxzAHnvsQe/evdlss804+OCDef/999l9990ZNGgQ9957L0899RRbbrklAO+99x5Dhw5l2WWXpWfPnnz1q1/l85//fLO9/5IkSQsDe9YXYrvuuivHH3/8HENg6o0YMYIzzjiDCRMmsOmmmzJ16lT2339/rr/+enr16sXOO+/MXXfd9ZHtevToMfv54osvzsyZMxuuV//+/Rk9evRc8x155JEcccQRPPHEE1x88cWz5z4/6aST+OUvf8k777zDlltuyTPPPMM222zDfffdx+qrr85BBx3EFVdcQWby2c9+lrFjxzJ27FieeuopLrnkErp168bDDz/MnnvuyY033shOO+3UcN0lSZKqxJ71hdjBBx/Mcsstx4ABA7jnnnuazfOPf/yDIUOGMGTIEG655RYmTJjAtGnT6Nu3L0cddRQvvfQSjz/+ONttt91c97feeuvx/PPP88ILL9CnTx+uvvrqZvMdccQRbL755uyyyy6zh+f84Q9/mN0D3mTatGmzL4y9/PLL56jzgAEDGDBgAI888gjPPPMMvXr1onfv3nzta1/j3XffZcyYMXznO9/h8MMP57nnnmOdddbhrbfeYtKkSXziE5/g7bffZuedd2bLLbekb9++jZxOSZKkyjFYn0+NTLXYUXr37s1RRx3Vap4TTjiB8ePHk5lsv/32bLzxxpxzzjn8+te/pnv37nz84x/n5JNPbmh/vXr14mc/+xk77bQTSy65JJtttlmz+VZddVWuuuoqjj/+eF555RUWW2wxttlmm4/0cJ922mnstddeLL/88my33Xb885//BOAnP/kJd999N4stthj9+/fnc5/7HFdddRX/+7//S/fu3VlqqaW44oorWHnllbnsssvYb7/9ePfddwE444wzWHrppdltt92YMWMGmcl5553X0PFJkiRVTTTN8qGPGjx4cI4aNWqOtKeffpoNNtigk2rU+aZPn85SSy1FZnL44YfTr18/jj322M6uVpt19XaUJEnVEhGjM3Nwfbpj1tUmv/jFLxg0aBD9+/dn2rRpHHrooZ1dJUmSpEWWw2DUJscee+xC2ZMuSZK0MDJYl6T2cNqynbjvaZ23b0lSh3IYjCRJklRRBuuSJElSRRmsS5IkSRXlmPX51d7jVBsYexoRfPOb3+RHP/oRAOeeey7Tp0/ntNNOa7dq/P3vf+eYY45h/PjxLL300qyzzjpccMEFPP3005x77rnceOON7bYvSZIkNc+e9YVQjx49+MMf/sCrr77aIeXPmDGDXXbZhW984xuMHz+eMWPGcNhhhzFlypQO2Z8kSZKaZ7C+EOrWrRuHHHIIP/7xjz+ybsqUKXzpS19is802Y7PNNuOBBx4AYMCAAbz++utkJiuuuCJXXHEFAAceeCC33377HGVceeWVDB06lC984Quz04YNG8ZGG200R76HH36YoUOHsskmm/CpT32KZ599FoAnn3ySzTffnEGDBjFw4EDGjx/PW2+9xS677MLGG2/MRhttxNVXXw3A6NGj+fSnP82mm27KjjvuyOTJkwE4//zz2XDDDRk4cCD77rtvO505SZKkhYvDYBZShx9+OAMHDuRb3/rWHOlHH300xx57LFtttRUvvfQSO+64I08//TRbbrklDzzwAGuttRZ9+/bl/vvv58ADD+Svf/0rP//5z+coY9y4cWy66aZzrcP666/P/fffT7du3bjjjjs4+eST+f3vf8+IESM4+uijOeCAA3jvvff44IMPuPnmm/nEJz7BTTfdBMC0adN4//33OfLII/nTn/7EyiuvzNVXX813vvMdLr30Us4++2z++c9/0qNHD15//fV2O2+SJEkLE4P1hdQyyyzDgQceyPnnn0+vXr1mp99xxx089dRTs5ffeOMNpk+fztZbb819993HWmutxTe+8Q1GjhzJpEmTWH755VlyySXnqQ7Tpk1j+PDhjB8/nojg/fffB2Do0KGceeaZTJw4kT322IN+/foxYMAAjjvuOE488UQ+//nPs/XWWzNu3DjGjRvHZz/7WQA++OADVlttNQAGDhzIAQccwO67787uu+8+j2dJkiRp4eYwmIXYMcccwyWXXMJbb701O23WrFk89NBDjB07lrFjxzJp0iSWWmopttlmG+6//37uv/9+hg0bxsorr8x1113H1ltv/ZFy+/fvz+jRo+e6/1NPPZVtt92WcePGccMNNzBjxgwA9t9/f66//np69erFzjvvzF133cW6667LmDFjGDBgAKeccgqnn346mUn//v1n1/WJJ57gtttuA+Cmm27i8MMPZ8yYMWy22WbMnDmznc6aJEnSwsNgfSG2wgorsPfee3PJJZfMTtthhx244IILZi+PHTsWgDXWWINXX32V8ePH07dvX7baaivOPfdcttlmm4+Uu//++/Pggw/OHrICcN999zFu3Lg58k2bNo3VV18dgMsuu2x2+vPPP0/fvn056qij2G233Xj88cf517/+xRJLLMGXv/xlTjjhBMaMGcN6663HlClT+Otf/wrA+++/z5NPPsmsWbOYMGEC2267Leeccw7Tpk1j+vTp832+JEmSFjYOg5lfnXyb7+OOO44LL7xw9vL5558/ezz7zJkz2WabbRgxYgQAQ4YM4YMPPgBg66235tvf/jZbbbXVR8rs1asXN954I8cccwzHHHMM3bt3Z+DAgfz0pz+dYwaab33rWwwfPpwzzjiDXXbZZXb6Nddcw69//Wu6d+/Oxz/+cU4++WQeeeQRTjjhBBZbbDG6d+/Oz3/+cz72sY9x3XXXcdRRRzFt2jRmzpzJMcccw7rrrsuXv/xlpk2bRmZy1FFHsdxyy3XQGZQkSaquyMzOrkNlDR48OEeNGjVH2tNPP80GG2zQSTVSe7Ed1e7a+54Lbdp353YaSJLmX0SMzszB9ekOg5EkSZIqymBdkiRJqiiDdUmSJKmiDNYlSZKkijJYlyRJkirKYF2SJEmqKOdZn08DLh/QruU9MfyJueY588wzufLKK1l88cVZbLHFuPjiixkyZEi71qMl77//Pqeeeiq///3vWXrppenRowff/e53+dznPkefPn0YNWoUK6200gKpiyRJ6iBOR1sZBusLmb/+9a/ceOONjBkzhh49evDqq6/y3nvvLbD9n3rqqUyePJlx48bRo0cPXn75Ze69994Ftn9JkqSuxGEwC5nJkyez0kor0aNHDwBWWmklPvGJTwBw+umns9lmm7HRRhtxyCGH0HTDq2HDhnHssccyePBgNthgAx555BH22GMP+vXrxymnnDK77N/85jdsvvnmDBo0iEMPPXT23U6bvP322/ziF7/gggsumL3/VVddlb333vsj9dx9993ZdNNN6d+/PyNHjgTggw8+4KCDDmKjjTZiwIAB/PjHPwaKu65uuOGGDBw4kH333ReAt956i4MPPpjNN9+cTTbZhD/96U8APPnkk7PrOHDgQMaPH99u51aSJKlqDNYXMjvssAMTJkxg3XXX5bDDDpujV/uII47gkUceYdy4cbzzzjvceOONs9d97GMfY9SoUXz9619nt91246KLLmLcuHFcdtllTJ06laeffpqrr76aBx54gLFjx7L44ovz29/+do59P/fcc6y55poss8wyc63npZdeyujRoxk1ahTnn38+U6dOZezYsUyaNIlx48bxxBNP8JWvfAWAs88+m0cffZTHH3+cESNGAMVQn+22246HH36Yu+++mxNOOIG33nqLESNGcPTRRzN27FhGjRpF79692+O0SpIkVZLB+kJmqaWWYvTo0YwcOZKVV16ZffbZh8suuwyAu+++myFDhjBgwADuuusunnzyydnb7brrrgAMGDCA/v37s9pqq9GjRw/69u3LhAkTuPPOOxk9ejSbbbYZgwYN4s477+T555+f53qef/75bLzxxmyxxRZMmDCB8ePH07dvX55//nmOPPJI/vznP88O+gcOHMgBBxzAb37zG7p1K0Zm3XbbbZx99tkMGjSIYcOGMWPGDF566SWGDh3K//zP/3DOOefw4osv0qtXr3muoyRJUtU5Zn0htPjiizNs2DCGDRvGgAEDuPzyy9l333057LDDGDVqFGussQannXYaM2bMmL1N07CVxRZbbPbzpuWZM2eSmQwfPpyzzjqrxf2us846vPTSS7zxxhut9q7fc8893HHHHfz1r39liSWWmB1sL7/88jz22GPceuutjBgxgmuuuYZLL72Um266ifvuu48bbriBM888kyeeeILM5Pe//z3rrbfeHGVvsMEGDBkyhJtuuomdd96Ziy++mO22225eT6UkSVKl2bO+kHn22WfnGKc9duxY1lprrdmB+UorrcT06dO57rrr2lTu9ttvz3XXXccrr7wCwGuvvcaLL744R54llliCr371qxx99NGzL2qdMmUK11577Rz5pk2bxvLLL88SSyzBM888w0MPPQTAq6++yqxZs/jSl77EGWecwZgxY5g1axYTJkxg22235ZxzzmHatGlMnz6dHXfckQsuuGD2uPtHH30UgOeff56+ffty1FFHsdtuu/H444+36TglSZIWJvasz6dGplpsT9OnT+fII4/k9ddfp1u3bqyzzjqMHDmS5ZZbjq997WtstNFGfPzjH2ezzTZrU7kbbrghZ5xxBjvssAOzZs2ie/fuXHTRRay11lpz5DvjjDM45ZRT2HDDDenZsydLLrkkp59++hx5dtppJ0aMGMEGG2zAeuutxxZbbAHApEmT+MpXvsKsWbMAOOuss/jggw/48pe/zLRp08hMjjrqKJZbbjlOPfVUjjnmGAYOHMisWbNYe+21ufHGG7nmmmv49a9/Tffu3fn4xz/OySefPB9nU5IkqdqiqedSHzV48OAcNWrUHGlPP/00G2ywQSfVSO3FdlS7c05iSYsSP9MWuIgYnZmD69MdBiNJkiRVlMG6JEmSVFEG6/PAoUMLN9tPkiQtLAzW26hnz55MnTrVgG8hlZlMnTqVnj17dnZVJEmS5mqBzgYTEWsAVwCrAgmMzMyfRsQKwNVAH+AFYO/M/E9EBPBTYGfgbeCgzBxTljUcOKUs+ozMvLxM3xS4DOgF3AwcnZnZ0j7aegy9e/dm4sSJTJkypc3Hr2ro2bOndz6VJEkLhQU9deNM4LjMHBMRSwOjI+J24CDgzsw8OyJOAk4CTgQ+B/QrH0OAnwNDysD7e8BgiqB/dERcXwbfPwe+BvyNIljfCbilLLO5fbRJ9+7dWXvttef5BEiSJEmNWqDDYDJzclPPeGa+CTwNrA7sBlxeZrsc2L18vhtwRRYeApaLiNWAHYHbM/O1MkC/HdipXLdMZj6UxTiVK+rKam4fkiRJUiV12pj1iOgDbELRA75qZk4uV/2bYpgMFIH8hJrNJpZpraVPbCadVvZRX69DImJURIxyqIskSZI6U6cE6xGxFPB74JjMfKN2Xdkj3qFXb7a2j8wcmZmDM3Pwyiuv3JHVkCRJklq1wIP1iOhOEaj/NjP/UCa/XA5hofz7Spk+CVijZvPeZVpr6b2bSW9tH5IkSVIlLdBgvZzd5RLg6cw8r2bV9cDw8vlw4E816QdGYQtgWjmU5VZgh4hYPiKWB3YAbi3XvRERW5T7OrCurOb2IUmSJFXSgp4NZkvgv4EnImJsmXYycDZwTUR8FXgR2LtcdzPFtI3PUUzd+BWAzHwtIn4APFLmOz0zXyufH8aHUzfeUj5oZR+SJElSJS3QYD0z/wJEC6u3byZ/Aoe3UNalwKXNpI8CNmomfWpz+5AkSZKqyjuYSpIkSRVlsC5JkiRVlMG6JEmSVFEG65IkSVJFGaxLkiRJFWWwLkmSJFWUwbokSZJUUQbrkiRJUkUZrEuSJEkVZbAuSZIkVZTBuiRJklRRBuuSJElSRRmsS5IkSRVlsC5JkiRVlMG6JEmSVFEG65IkSVJFGaxLkiRJFWWwLkmSJFWUwbokSZJUUQbrkiRJUkUZrEuSJEkVZbAuSZIkVZTBuiRJklRRBuuSJElSRRmsS5IkSRVlsC5JkiRVlMG6JEmSVFEG65IkSVJFGaxLkiRJFWWwLkmSJFWUwbokSZJUUQbrkiRJUkUZrEuSJEkVZbAuSZIkVZTBuiRJklRRBuuSJElSRRmsS5IkSRVlsC5JkiRVlMG6JEmSVFEG65IkSVJFGaxLkiRJFWWwLkmSJFWUwbokSZJUUQbrkiRJUkUZrEuSJEkVZbAuSZIkVZTBuiRJklRRBuuSJElSRRmsS5IkSRVlsC5JkiRVlMG6JEmSVFEG65IkSVJFGaxLkiRJFWWwLkmSJFWUwbokSZJUUQbrkiRJUkUZrEuSJEkVZbAuSZIkVZTBuiRJklRRBuuSJElSRRmsS5IkSRVlsC5JkiRVlMG6JEmSVFEG65IkSVJFGaxLkiRJFWWwLkmSJFWUwbokSZJUUQbrkiRJUkUZrEuSJEkVZbAuSZIkVZTBuiRJklRRBuuSJElSRXXr7ApITQZcPqDT9v3E8Cc6bd+SFl1+rkmaX/asS5IkSRVlsC5JkiRVlMG6JEmSVFEG65IkSVJFGaxLkiRJFWWwLkmSJFWUwbokSZJUUQbrkiRJUkUZrEuSJEkVNc/BekSsHxG7R8Qn2rNCkiRJkgoNBesRcXFEjKhZ3gd4AvgD8ExEfKqD6idJkiR1WY32rO8E3Fez/APgd8AngFvLZUmSJEntqNFgfRVgAkBE9APWAX6Ymf8GRgKbdEz1JEmSpK6r0WD9NWDV8vlngH9n5rhyOYDFGykkIi6NiFciYlxN2mkRMSkixpaPnWvWfTsinouIZyNix5r0ncq05yLipJr0tSPib2X61RHxsTK9R7n8XLm+T4PHLUmSJHWaRoP1W4DTI+Jw4CTgmpp1GwEvNFjOZRRDaur9ODMHlY+bASJiQ2BfoH+5zc8iYvGIWBy4CPgcsCGwX5kX4JyyrHWA/wBfLdO/CvynTP9xmU+SJEmqtEaD9eOAh4CvU4xd/17Nui8Cf26kkMy8j6KXvhG7AVdl5ruZ+U/gOWDz8vFcZj6fme8BVwG7RUQA2wHXldtfDuxeU9bl5fPrgO3L/JIkSVJldWskU2ZOAw5uYd3W7VCPIyLiQGAUcFxm/gdYneILQpOJZRqU4+dr0ocAKwKvZ+bMZvKv3rRNZs6MiGll/lfrKxIRhwCHAKy55przf2SSJEnSPGrTPOsRsWFE/HdEnBwRHy/T1omIpeejDj8H/gsYBEwGfjQfZc23zByZmYMzc/DKK6/cmVWRJElSF9dQz3pELAVcCuwJvF9u92fg38D/AC8Bx89LBTLz5Zr9/AK4sVycBKxRk7V3mUYL6VOB5SKiW9m7Xpu/qayJEdENWLbML0mSJFVWoz3r5wGfArYHlqaYAabJzTR/0WhDImK1msUvAk0zxVwP7FvO5LI20A94GHgE6FfO/PIxiotQr8/MBO6m+EIBMBz4U01Zw8vnewJ3lfklSZKkymqoZx3YAzg6M+8uZ2Op9SKwViOFRMTvgGHAShExkeJC1WERMQhIilllDgXIzCcj4hrgKWAmcHhmflCWcwTFzZgWBy7NzCfLXZwIXBURZwCPApeU6ZcAv46I5ygucN23weOWJEmSOk2jwXovWh42sjTwQSOFZOZ+zSRf0kxaU/4zgTObSb+Zoke/Pv15itli6tNnAHs1UkdJkiSpKhodBvMIcGAL6/YEHmyf6kiSJElq0mjP+qnA7RFxB3AtxZCVnSPiWIpgfZsOqp8kSZLUZTXUs56Z91NcXNoDuJDiAtPvA32Bz2TmIx1WQ0mSJKmLarRnncx8ANg6InoBy1PcgOjtDquZJEmS1MW16aZIAJn5Tmb+C+gREYMiokcH1EuSJEnq8hoK1iPi+xFxds3ydhQ3QhoNPB8R/TuofpIkSVKX1WjP+gHAMzXLPwL+AmxZpp/VzvWSJEmSurxGg/VPAM8DRMQawMbA9zLzIYq7m27RMdWTJEmSuq5Gg/U3gWXL59sB/8nMh8vlGcAS7V0xSZIkqatrdDaYe4GTImIWcDzwp5p16wIT2rtikiRJUlfXaM/6scC7wFXA68B3atYdCNzXvtWSJEmS1FDPemZOohj+0pwdKYbCSJIkSWpHbZ5nvUlErB8RuwNLZeZ77VclSZIkSdBgz3pEXAxkZn69XN4H+A2wODA9InbKzAc7rpqSpJYMuHxAp+37ieFPdNq+JakraPQC052Ab9cs/wD4HfAt4IJyefv2rZokSZK6Gjsg5tToMJhVKGd8iYh+wDrADzPz38BIYJOOqZ4kSZLUdTUarL8GrFo+/wzw78wcVy4HxXAYSZIkSe2o0WEwtwCnR8SqFENfrqlZtxHwQjvXS5IkSeryGu1ZPw54CPg6xZzq361Z90Xgz+1cL0mSJKnLa3Se9WnAwS2s27pdayRJkiQJmI951iVJkiR1rEbHrDfNrf41YF2gZ/36zFylHeslSZIkdXkN9axHxP7A5cBzQG/geuDGcvs3gAs7qoKSJElSV9Voz/oJFDc+Ohs4BPhZZo6JiKWB24G3O6h+kirAG1RIktQ5Gh2z3g94IDM/AD4AlgHIzDeBc4AjOqZ6kiRJUtfVaM/6G0CP8vkkYAPgnnI5gBXbt1qSJEkdx18MtbBoNFh/BBgI3EoxXv27ETETeI9izvWHOqZ6kiRJUtfVaLB+FrBW+fy75fOfUwyjeQQ4tP2rJkmSJHVtjd4U6SHK3vPMfB3YLSJ6AD0y842Oq54kSZLUdTU8z3q9zHwXeLcd6yJJkiSpRovBekT8sA3lZGae2A71kSRJklRqrWd9rzaUk4DBuiRJktSOWgzWM3PtBVkRSZIkSXNq9KZIkiRJkhawFoP1iBgcEVMjYudW8uwcEa9GxKAOqZ0kSZLUhbXWs34M8GBm3txShnLdX4BvtnO9JEmSpC6vtWB9W+A3DZTxO2C79qmOJEmSpCatBesrAZMaKGMSsHL7VEeSJElSk9aC9deA1RsoY/UyryRJkqR21Fqwfi/w1QbKOLjMK0mSJKkdtRasnw18OiIujYgV6ldGxHIR8Uvg08BZHVVBSZIkqatq7aZIYyNiP+AyYL+IGAW8RHG30jWBwcBMYP/MfGwB1FWSJEnqUlq9KVJm/gFYj6Ln/F3gk8CmwHvA/wDrlXkkSZIktbMWe9abZOZk4PQFUBdJkiRJNVrtWZckSZLUeQzWJUmSpIoyWJckSZIqymBdkiRJqiiDdUmSJKmi5jobTK2I6AGsDvSsX5eZT7VXpSRJkiQ1GKxHxCeAkcDnmltNcaOkxduxXpIkSVKX12jP+i8pboj0TeApipsiSZIkSepAjQbrWwJfy8xrOrIykiRJkj7U6AWmrwDvdGRFJEmSJM2p0WD9u8CJEbFMR1ZGkiRJ0ocaHQazB7Am8GJEPAK8Xrc+M3Of9qyYJEmS1NU1GqyvBPyjfN4dWLljqiNJkiSpSUPBemZu29EVkSRJkjQn72AqSZIkVVSLPesRcRhwbWZOKZ+3KjN/1q41kyRJkrq41obBXAiMAqaUz1uTgMG6JEmS1I5aDNYzc7HmnkuSJElaMAzCJUmSpIpqOFiPiFUi4pyIuDMi/h4R/cv0oyNiaMdVUZIkSeqaGgrWI2JzYDzwJeAF4L+AHuXq1YDjOqJykiRJUlfWaM/6j4G7gXWBQ4GoWfcwsHk710uSJEnq8hq9g+kngd0yc1ZERN26qcAq7VstSZIkSY32rE8DVm5hXV/g5fapjiRJkqQmjQbr1wPfj4i+NWkZESsBxwN/aPeaSZIkSV1co8H6icAbwFPAfWXaCOBZ4B3gu+1fNUmSJKlra2jMemb+JyK2AP4b2B54C3gN+CVwRWa+23FVlCRJkrqmRi8wJTPfAy4pH5IkSZI6WKPzrH9QzrXe3LpNI+KD9q2WJEmSpEbHrNdP11irOzCzHeoiSZIkqUaLw2AiYk2gT03SJhHRsy5bT2A48M/2r5okSZLUtbU2Zv0rwPeALB8/byHfO8D/a+d6SZIkSV1ea8H6z4DrKIbAPA4cUP6t9R7wkrPBSJIkSe2vxWA9M6cAUwAiYm1gcjkjjCRJkqQFoNF51l+MiG4RsQ+wFbACxTzr9wN/yEwvMJUkSZLaWUPBekSsAtwGDAReAF4GhgKHA49FxA5lT7wkSZKkdtLo1I3nASsCW2Rm38wcmpl9gSFl+nkdVUFJkiSpq2o0WN8ZODEzH65NzMxHgG8Du7R3xSRJkqSurtFgvQfwZgvr3gQ+1j7VkSRJktSk0WD9IeDEiFiyNrFcPrFcL0mSJKkdNXSBKXAccDcwISJuo7jAdBVgR4p52Id1SO0kSZKkLqyhnvXMHAv0A0YCKwOfpQjWRwD9MvOxRsqJiEsj4pWIGFeTtkJE3B4R48u/y5fpERHnR8RzEfF4RHyyZpvhZf7xETG8Jn3TiHii3Ob8iIjW9iFJkiRV2VyD9YjoGRG/ANbJzJMyc/vM3LD8e3JmvtqG/V0G7FSXdhJwZ2b2A+4slwE+R/EFoR9wCPDzsj4rAN+jmIlmc+B7NcH3z4Gv1Wy301z2IUmSJFXWXIP1zJwB7Av0nN+dZeZ9FDdTqrUbcHn5/HJg95r0K7LwELBcRKxGMfTm9sx8LTP/A9wO7FSuWyYzH8rMBK6oK6u5fUiSJEmV1egFpncB23ZQHVbNzMnl838Dq5bPVwcm1OSbWKa1lj6xmfTW9iFJkiRVVqMXmF4E/LKc/eVmigtMszZDZj41v5XJzIyInHvOjttHRBxCMeyGNddcsyOrIkmSJLWq0Z71PwO9gW8CdwCPA0+Uj3Hl33n1cjmEhfLvK2X6JGCNmny9y7TW0ns3k97aPj4iM0dm5uDMHLzyyivP80FJkiRJ86vRnvWOGgIDcD0wHDi7/PunmvQjIuIqiotJp2Xm5Ii4FfifmotKdwC+nZmvRcQbEbEF8DfgQOCCuexDkiRJqqxGg/VxwGvlhZvzLCJ+RzEn+0oRMZFiVpezgWsi4qvAi8DeZfabgZ2B54C3ga8AlEH5D4BHynynZ2bTRauHUcw40wu4pXzQyj4kSZKkymoxWI+I7sCZwNeBJYH3IuJ64IjMnDIvO8vM/VpYtX0zeRM4vIVyLgUubSZ9FLBRM+lTm9uHJEmSVGWt9ayfCBxL0VM9GlgbOBT4BU59KEmSJHW41oL1A4AfZObpTQkRcT/wp4hYMjPf6vDaSZIkSV1Ya7PB9AXurku7EwigT0dVSJIkSVKhtWC9O/BuXdp75d8eHVMdSZIkSU3mNhvMkRExuWY5yr9HR8TLNemZmSe2b9UkSZKkrq21YP0lYKtm0l8EtqlLS4oLUiVJkiS1kxaD9czsswDrIUmSJKlOa2PWJUmSJHUig3VJkiSpogzWJUmSpIoyWJckSZIqqsVgPSLWjIjuC7IykiRJkj7UWs/6P4FNACLirohYf8FUSZIkSRK0Hqy/AyxRPh8GLNPhtZEkSZI0W2s3RXoU+GlE3F4u19/NtJZ3MJUkSZLaWWvB+teA/wV2o7hD6fbAuy3k9Q6mkiRJUjtr7Q6mzwBfAIiIWcDumfnwgqqYJEmS1NW11rNea22gpSEwkiRJkjpAQ8F6Zr4YEd0iYh9gK2AF4DXgfuAPmTmzA+soSZIkdUkNBesRsQpwGzAQeAF4GRgKHA48FhE7ZOaUjqqkJEmS1BU1egfT84AVgS0ys29mDs3MvsCQMv28jqqgJEmS1FU1GqzvDJxYf4FpZj4CfBvYpb0rJkmSJHV1jQbrPYA3W1j3JvCx9qmOJEmSpCaNBusPASdGxJK1ieXyieV6SZIkSe2o0akbjwPuBiZExG0UF5iuAuwIBDCsQ2onSZIkdWEN9axn5ligHzASWBn4LEWwPgLol5mPdVQFJUmSpK6q0Z51MvNV4KQOrIskSZKkGo2OWZckSZK0gBmsS5IkSRVlsC5JkiRVlMG6JEmSVFEG65IkSVJFNRysR8SBEbFcB9ZFkiRJUo229Kz/ClgTIArfjYiPd0y1JEmSJLU4z3pE3AKMBR4rHwFkuXox4HvAjcC/O7aKkiRJUtfU2k2R/gxsAuwMbEARqF8YEXcDjzBn8C5JkiSpnbUYrGfmT5ueR0QP4B1gDLAe8N8UgfqvI+LPwB2Z+ecOrqskSZLUpbQ4Zj0ijoqIrSNi6cx8t0z+VWbuRxGwB/A7YCngwo6vqiRJktS1tDYM5vPAd4CVIuJFip70fSOiF/BEmeeWzBzTwXWUJEmSuqQWe9Yzc4fMXBVYHTiMoif9MxRj2V+jCN6/ERHbl8NkJEmSJLWjuU7dmJn/rhmP/v8yc3lgMEXwvgZwGfCfDquhJEmS1EXN6x1Mny7/npyZawCbtlN9JEmSJJVaG7M+h8ysDewTeBF4t1z3dLMbSZIkSZpnDQfrtTJzFrB2O9dFkiRJUo15HQYjSZIkqYMZrEuSJEkVZbAuSZIkVZTBuiRJklRRBuuSJElSRRmsS5IkSRVlsC5JkiRVlMG6JEmSVFEG65IkSVJFGaxLkiRJFWWwLkmSJFWUwbokSZJUUQbrkiRJUkUZrEuSJEkVZbAuSZIkVZTBuiRJklRRBuuSJElSRRmsS5IkSRVlsC5JkiRVlMG6JEmSVFEG65IkSVJFGaxLkiRJFWWwLkmSJFWUwbokSZJUUQbrkiRJUkUZrEuSJEkVZbAuSZIkVZTBuiRJklRRBuuSJElSRRmsS5IkSRVlsC5JkiRVlMG6JEmSVFEG65IkSVJFGaxLkiRJFWWwLkmSJFWUwbokSZJUUQbrkiRJUkUZrEuSJEkVZbAuSZIkVZTBuiRJklRRBuuSJElSRRmsS5IkSRVVmWA9Il6IiCciYmxEjCrTVoiI2yNifPl3+TI9IuL8iHguIh6PiE/WlDO8zD8+IobXpG9alv9cuW0s+KOUJEmSGleZYL20bWYOyszB5fJJwJ2Z2Q+4s1wG+BzQr3wcAvwciuAe+B4wBNgc+F5TgF/m+VrNdjt1/OFIkiRJ865qwXq93YDLy+eXA7vXpF+RhYeA5SJiNWBH4PbMfC0z/wPcDuxUrlsmMx/KzASuqClLkiRJqqQqBesJ3BYRoyPikDJt1cycXD7/N7Bq+Xx1YELNthPLtNbSJzaT/hERcUhEjIqIUVOmTJmf45EkSZLmS7fOrkCNrTJzUkSsAtweEc/UrszMjIjs6Epk5khgJMDgwYM7fH+SJElSSyrTs56Zk8q/rwB/pBhz/nI5hIXy7ytl9knAGjWb9y7TWkvv3Uy6JEmSVFmVCNYjYsmIWLrpObADMA64Hmia0WU48Kfy+fXAgeWsMFsA08rhMrcCO0TE8uWFpTsAt5br3oiILcpZYA6sKUuSJEmqpKoMg1kV+GM5m2I34MrM/HNEPAJcExFfBV4E9i7z3wzsDDwHvA18BSAzX4uIHwCPlPlOz8zXyueHAZcBvYBbyockSZJUWZUI1jPzeWDjZtKnAts3k57A4S2UdSlwaTPpo4CN5ruykiRJ0gJSiWEwkiRJkj7KYF2SJEmqKIN1SZIkqaIM1iVJkqSKMliXJEmSKspgXZIkSaoog3VJkiSpogzWJUmSpIoyWJckSZIqymBdkiRJqiiDdUmSJKmiDNYlSZKkijJYlyRJkirKYF2SJEmqKIN1SZIkqaIM1iVJkqSKMliXJEmSKspgXZIkSaoog3VJkiSpogzWJUmSpIoyWJckSZIqymBdkiRJqiiDdUmSJKmiDNYlSZKkijJYlyRJkirKYF2SJEmqKIN1SZIkqaIM1iVJkqSKMliXJEmSKspgXZIkSaoog3VJkiSpogzWJUmSpIoyWJckSZIqymBdkiRJqiiDdUmSJKmiDNYlSZKkijJYlyRJkirKYF2SJEmqKIN1SZIkqaIM1iVJkqSK6tbZFZAkSZ2nz0k3ddq+Xzh7l07bt7SwsGddkiRJqih71qU2shdKkiQtKPasS5IkSRVlsC5JkiRVlMG6JEmSVFEG65IkSVJFGaxLkiRJFWWwLkmSJFWUwbokSZJUUQbrkiRJUkV5UyRJi4xOvWFVz07btaRFlJ9pAnvWJUmSpMoyWJckSZIqymBdkiRJqiiDdUmSJKmiDNYlSZKkijJYlyRJkirKYF2SJEmqKIN1SZIkqaIM1iVJkqSKMliXJEmSKspgXZIkSaoog3VJkiSpogzWJUmSpIoyWJckSZIqymBdkiRJqiiDdUmSJKmiunV2BSRJUhd12rKdt++11+y8fUttYM+6JEmSVFEG65IkSVJFGaxLkiRJFWWwLkmSJFWUwbokSZJUUQbrkiRJUkUZrEuSJEkVZbAuSZIkVZTBuiRJklRRBuuSJElSRXXr7ApIaoPOujW3t+WWJKlT2LMuSZIkVZTBuiRJklRRBuuSJElSRRmsS5IkSRVlsC5JkiRVlMG6JEmSVFFdKliPiJ0i4tmIeC4iTurs+kiSJEmt6TLBekQsDlwEfA7YENgvIjbs3FpJkiRJLetKN0XaHHguM58HiIirgN2Apzq1Vs3oc9JNnbbvF87epdP2LWnR5eeaJM2byMzOrsMCERF7Ajtl5v8rl/8bGJKZR9TlOwQ4pFxcD3h2gVZ0wVoJeLWzK6Fm2TbVZvtUl21TXbZNddk21bBWZq5cn9iVetYbkpkjgZGdXY8FISJGZebgzq6HPsq2qTbbp7psm+qybarLtqm2LjNmHZgErFGz3LtMkyRJkiqpKwXrjwD9ImLtiPgYsC9wfSfXSZIkSWpRlxkGk5kzI+II4FZgceDSzHyyk6vV2brEcJ+FlG1TbbZPddk21WXbVJdtU2Fd5gJTSZIkaWHTlYbBSJIkSQsVg3VJkiSpogzWF2IRcVREPB0RkyLiwnksY1hEfKpm+esR8UREjI2IvzTd5TUiPhsRo8t1oyNiu/Y6jkWRbVNdtk21RESfiBjXTPrWEfFkeU43aC5PG8rfv2Z5xYi4OyKm17d/RHwsIkZGxN8j4pmI+NK87HNRYdtUl23TtRisL9wOAz4LfGc+yhgGfKpm+crMHJCZg4AfAueV6a8CX8jMAcBw4Nfzsc+uwLapLttm4XAAcFZ5Tt+Zj3L6APvXLM8ATgWObybvd4BXMnNdYEPg3vnY76LMtqku22YRZLC+kIqIEUBf4BZg+Zr0PhFxV0Q8HhF3RsSaZfoXIuJvEfFoRNwREatGRB/g68Cx5bfwrTPzjZrdLAkkQGY+mpn/KtOfBHpFRI+OP9KFj21TXbZNZXWLiN+Wv3hcFxFHAXsDP4iI39ZmjIieEfGr8teKRyNi2zK9T0TcHxFjykfTl6mzga3Ltjo2M9/KzL9QBB/1DgbOAsjMWZnpHR1tmyqzbbqKzPSxkD6AFyhuEXwQcGGZdgMwvHx+MPB/5fPl+XD2n/8H/Kh8fhpwfF25hwP/ACYA/ZrZ757AHZ19/FV+2DbVfdg21XpQ9OAlsGW5fClF791lwJ41ecaVz4+jmHoXYH3gJaAnsATQs0zvB4wqnw8Dbmxmv7Pbv1xermy784AxwLXAqp19fmwb28a28WHP+qJnKHBl+fzXwFbl897ArRHxBHAC0L+lAjLzosz8L+BE4JTadRHRHzgHOLSd690V2DbVZdt0rgmZ+UD5/Dd8eP6bs1WZh8x8BngRWBfoDvyibKtrKX6Ob4tuFO39YGZ+EvgrcG4by1gU2TbVZdt0EQbrXccFFN+GB1AEDD0b2OYqYPemhYjoDfwRODAz/9ERleyibJvqsm0WjPobfszLDUCOBV4GNgYGAx9r4/ZTgbeBP5TL1wKfnId6LGpsm+qybboIg/VFz4PAvuXzA4D7y+fLApPK58Nr8r8JLN20EBH9atbtAowv05cDbgJOqvkmr7axbarLtulca0bE0PL5/sBfWsl7P0UbERHrAmsCz1K01eTMnAX8N8WdqqGurVqSxW/6N1D8/A+wPfBUm45i0WTbVJdt00UYrC96jgS+EhGPU7zxji7TTwOujYjRFDNUNLkB+GLThXLAEVFO+wR8kw8DlCOAdYDvlnnHRsQqHX84ixTbprpsm871LHB4RDxNcZ3Az1vJ+zNgsfJn+6uBgzLz3TJ9eEQ8RjEm960y/+PABxHxWEQcCxARL1CMsT0oIiZGOdUmxRCm02peB8e150EupGyb6rJtuoimC6ckSZIkVYw965IkSVJFGaxLkiRJFWWwLkmSJFWUwfpCLCKOKu9cNikiLpzHMobV3LGMiPh6eYezsRHxl6YLSCLisxExulw3OiK2a6/jWBR1UNtsU95hbmZE7FmXd82IuK3c51NR3GVTpfIufeOaSd+66cLQiNiguTxtKH//muUVI+LuiJhe3/4R8bGIGBkRf4+IZyLiS/Oyz0WRn2nV5udadfiZ1rUYrC/cDgM+C3xnPsoYBnyqZvnKzByQmYOAH1Jc+Q3FTBhfKOebHk5x4xi1rCPa5iWKu8dd2UzeK4D/zcwNgM2BV+Zjv13JAcBZ5ev9nfkopw/F1GlNZgCnUtxRsN53gFcyc12KG5DcOx/7XdT4mVZtfq5Vn59piyCD9YVURIwA+gK3UEzZ1JTeJyLuiojHI+LOiFizTP9CRPwtIh6NiDsiYtWyl+LrwLHlt/CtM/ONmt0sSXmThcx8NDP/VaY/CfSKiB4df6QLnw5smxcy83FgVt3+NgS6ZebtAJk5PTPfXjBHu1DpFhG/LXvprouIo4C9gR9ExG9rM0ZEz4j4Vdnr+mhEbFum94mI+8uewDE1PYRnA1uXbXVsZr6VmX+h+AdX72DgLIDMnJWZrzaTp8vxM63a/FyrJD/TugiD9YVUZn4d+BewLfCfmlUXAJdn5kDgt8D5ZfpfgC0ycxOKOyx+KzNfAEYAP87MQZl5P0BEHB4R/6DohTqqmd1/CRhTztGqOh3ZNi1YF3g9Iv5Qfgj/b0Qs3kr+rmo94GdlL90bFHfqux44ITMPqMt7OMX9PgYA+wGXR0RPip69z5a31d6HD9vwJOD+sq1+3FIForhJEhT/TMdExLURsWo7Hd9Czc+0avNzrZL8TOsiDNYXPUP58OfEXwNblc97A7dGcUOEE4D+LRWQmRdl5n9R3OjglNp1EdEfOIfi1utqm/lumxZ0A7am+HlyM4rer4Pmt7KLoAk1dxH9DR+e/+ZsVeYhM58BXqQIHroDvyjb6lqKn3zbohtFez9Y/nP8K3BuG8voavxMqzY/1zqPn2ldhMF613EBcGH5rfpQoGcD21wF7N60EBG9gT8CB2bmPzqikl3UvLRNrYnA2Mx8PjNnAv8HfLJ9q7hIqL8D3LzcEe5Y4GVgY2AwRU9WW0wF3gb+UC5fi201r/xMqzY/1zqen2ldhMH6oudBYN/y+QFA08+MywKTyufDa/K/CSzdtBAR/WrW7QKML9OXA24CTqr5Jq+2ma+2acUjwHIRsXK5vB3w1PxVdZG0ZkQMLZ/vT/EzfUvup2gjImJdYE2KW3svC0zOzFkUt9Vu+lm+obbK4pbRN1BcZAewPbbV3PiZVm1+rnUeP9O6CIP1Rc+RwFci4nGKN97RZfppwLURMZpiFoQmNwBfbLrYBzgiymmfgG/y4YfsEcA6wHfLvGMjYpWOP5xFyny1TURsFhETgb2AiyPiSYDM/IDip+I7y58yA/jFAjmihcuzwOER8TTFBXI/byXvz4DFyvN5NXBQOZ75Z8DwiHgMWB94q8z/OPBBRDwWEccCRMQLFDOPHBQRE8sL5qAYinFazevguPY8yEWQn2nV5uda5/EzrYuI4kuRJEmSpKqxZ12SJEmqKIN1SZIkqaIM1iVJkqSKMliXJEmSKspgXZIkSaoog3VJmgcRcVpEZETc2sy66yLink6o1jyJiHsi4roOKDcj4oi55HmhzFf/+HJ716e9RcQhEbF7Z9dD0qKtW2dXQJIWcjtExGaZ+UhnV2Q+HAa834n7v5Lijpe1nuuMirTRIcA4irtrSlKHMFiXpHn3GsVdGr9DzW3sFxYR0Ssz38nMzr7j4OTMfKi9CouIxYHFM/O99ipTkjqLw2Akad4lcCawa0QMaClTOWTm1WbS5xgmUg4JOTciToqIyRExLSJ+FIWdyztxvhkR/xcRy9eVtUJEjIyIlyNiRkQ8GBFDmtnfNyPiJxExBXiiTP/IMJiIGBgRN0TE6xExPSIejojPluuWjIgLI+LZiHg7Iv4ZERdFxDLzcA5bFRGLl+fvpYh4tzwH+9fluSwiRkXE7uUdMGcAQ2rSd4mIp8q63lSeq3Ui4u6IeKvMM7CuzOMi4pGyDV4uz8U6NevvATaluPtj09Cdg8p1u0bE6LLs/0TE3yLi0+19biR1DfasS9L8uRY4naJ3fd92KG9f4GHgKxTB4BkUHSvbAKcCvYALgbOArwNERA/gDmA54ATgFeAbwB0R0S8z/11T/gnAfRS3BW+2wyYi1gceoLid+deBqcBgYI0yyxLA4hTHPKVM/w7FudhxHo45IqL2/1GWt5uH4tx+C/g+8AjwJeC3EZGZ+buabfoAPyzz/xv4Z5m+Zpl2SlnvC4CRZf5flNucBVwVEf3zw9t696Y4zy8Cy5Tn4cHyfE6jGDr0e+B54AflNv+IiP8CrgN+SnGue1K04wrzcF4kyWBdkuZHZs6KiLOASyLiu5n59/kscgawVxms/jkidgOOBPpl5j8BImJjYDhlsA58GdgI6J+Z48s8d1AE28dRBI1NJmfmPnOpw/eAacDWmflOmXZ708rMnELxZYByX90oguO/RMSamflSG4/5m+WjySSgd0SsABwDnJGZZ5Trbo2I3sBpQG2wviLwmcwcW1MvKILkoZn5jzJtIMX5GJ6ZV5RpAdwErA88XR7jsTXlLF4e/yvAbsAVmflURLwFTKkdwlP2oL+ZmbXn/OY2ng9Jms1hMJI0/34DvAR8ux3KuqemVxmKCy1faArUa9JWjoiPlcufAUYD/4yIbjW91PdS9IjXaiRw3A64uiZQ/4iI+O+IeDQiplNcnPqXctW6DZRf7zfAZjWPncv0jSh6w6+ty381sG5ErFyTNqk2UK/xQlOgXmq6cPWuZtJWb0qIiC0i4vaImArMBN4GlmLux/cEsGxEXB4RO0TEknPJL0mtMliXpPmUmTMphlN8OSLWms/iXq9bfq+FtACagvWVgC0ogubax1f4cOhKk5cbqMOKwOSWVkbEF4ErgL8Ce5X7/mK5umcD5dd7OTNH1TweL9NXa6HOTcsrNJNW7/W65feaSW9K6wkQEWsCt1Gc40OBLSm+RLzCXI4vM5+l6H3vS/HF6NWIuLLui4UkNcxhMJLUPi6lGBd9YjPrZvBhYA1A/QWi8+k1YBQ1Q1NqvFu3nM3kqTeVDwPl5uwF/C0zD2tK6KALKJu+MKxS1qnJquXf12rSGjmuRu1E0aO/W2a+BbOH+jQ07jwzbwJuiohlgV2An1CMlW+PaxokdTH2rEtSO8jMd4FzgYP5aKA7EVg6IlavSduhHXd/J7AO8FJdD/WozHxiHsvbOyJa6kXuxUe/BBwwD/uZm3EUw0/2qkvfG/h7OXa+I/QCZlEMf6ndZ30H13u00tOemdMy80rgj8CG7V1JSV2DPeuS1H4uBk4GPkUxXrzJn4F3gEsj4kfA2nx4cWh7uKIs756IOJdihpIVgc2Bf2fmj9tYXtPMK/eV9Z0KbAJMzcxLKS62vCgivgP8jWKM+fbtciQ1MvO1iPgJcEpEzKT49WCPcn/7tff+atxFMdvNryLiEqA/cDwfHVLzDLBjROxIcY7+CewJDKVo838B/Si+bFzRgfWVtAgzWJekdpKZb0fEjynmXq9NfzUivkTR8/5/FBeD7g+0y82IMnNGRGxLMUXh9ymGibxCMQXk9fNQ3rMRsRVwNvDLMvkpii8iUHwp6QscTdGzfDvF8bTbjY1qfJeih/sbFMf1HPDlzLyqA/YFQGY+Uc6ZfhrFWPzHKALuq+uynkExNeQ1FNM7fgV4HNgVOI9i2Mxkiikiv9tR9ZW0aIsPp5SVJEmSVCWOWZckSZIqymBdkiRJqiiDdUmSJKmiDNYlSZKkijJYlyRJkirKYF2SJEmqKIN1SZIkqaIM1iVJkqSK+v8VQp6Cbs5kAwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_width = 0.3\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "b1 = ax.bar(np.arange(6), list(missing_count.values()), width=bar_width, label='Missing Classes')\n",
    "b2 = ax.bar(np.arange(6) + bar_width, list(new_count.values()), width=bar_width, label='New Classes')\n",
    "b3 = ax.bar(np.arange(6) + 2*bar_width, list(same_count.values()), width=bar_width, label='Same Classes')\n",
    "ax.set_xticks(np.arange(6) + bar_width/3), ax.legend(), ax.set_title('Changes in Protein Classes Across Numerical Formats', fontsize=15)\n",
    "ax.set_xticklabels(['float32\\nfloat32', 'float32\\nfloat16', 'float32\\nbfloat16', 'bfloat16\\nfloat32', 'bfloat16\\nfloat16', 'bfloat16\\nbfloat16']);\n",
    "ax.set_xlabel('Numerical Formats', fontsize=15), ax.set_ylabel('# of Protein Classes', fontsize=15);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0467c73c",
   "metadata": {},
   "source": [
    "## Metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "54447459-f958-4ded-b9b5-5d4d796c5517",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-34.31470215659345 6.9926014187602314\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def normalize(x,a,b): #normalization map: [a,b] --> [0,1]\n",
    "    if a>b:\n",
    "        raise ValueError('(a,b) is not an interval')\n",
    "    return (float(x)-a)/(b-a)\n",
    "\n",
    "def asymmetric_cmap(data, div_cmap, ref_point=0.0, name= 'asym_cmap'):\n",
    "    '''\n",
    "    Input\n",
    "    -----\n",
    "      data: data to be visualized (a numpy aray of shape (m,n), a data frame, a list of lists of equal len)\n",
    "      div_cmap :  a diverging matplotlib or seaborn colormap  (a matplotlib.colors.LinearSegmentedColormap object)\n",
    "      ref_point is the reference point for data, the threshold of interest  \n",
    "    '''\n",
    "    if isinstance(data, pd.DataFrame):\n",
    "        D = data.values\n",
    "    elif isinstance(data, np.ma.core.MaskedArray):\n",
    "        D=np.ma.copy(data)\n",
    "    else:    \n",
    "        D=np.asarray(data, dtype=float) \n",
    "    D=np.ma.masked_invalid(D)\n",
    "#     print(D)\n",
    "    \n",
    "    dmin=np.min(D)\n",
    "    dmax=np.max(D)\n",
    "    print(dmin, dmax)\n",
    "    \n",
    "    if not (dmin < ref_point < dmax):\n",
    "        raise ValueError('data are not appropriate for visualization with a diverging colormap')\n",
    "        \n",
    "    if dmax-ref_point > ref_point-dmin:\n",
    "        left=2*ref_point-dmax\n",
    "        right=dmax\n",
    "        \n",
    "        tp=normalize(dmin, left,right)#normalized value of dmin\n",
    "        refp_norm=normalize(ref_point, left, right) # normalized value of the ref_point in the symmetric interval\n",
    "                                                   #[left, right]. It is 0.5 \n",
    "       \n",
    "        A=tp\n",
    "        B=1.0\n",
    "    else:\n",
    "        left=dmin\n",
    "        right=2*ref_point-dmin\n",
    "        \n",
    "        tp=normalize(dmax, left, right)#normalized value of dmax\n",
    "        refp_norm=normalize(ref_point, left, right)\n",
    "        \n",
    "        A=0.0\n",
    "        B=tp\n",
    "    max_lumin_idx=normalize(refp_norm, A, B) # index for the max luminance position in the asymm div cmap\n",
    "    \n",
    "    cdict = {\n",
    "        'red': [],\n",
    "        'green': [],\n",
    "        'blue': [],\n",
    "        'alpha': []\n",
    "    }\n",
    "\n",
    "    # T is a (256,)  array \n",
    "    T = np.hstack([\n",
    "        np.linspace(A, refp_norm, 128, endpoint=False), \n",
    "        np.linspace(refp_norm, B, 128)\n",
    "    ])\n",
    "   \n",
    "    # T_assym is (256,) array \n",
    "    T_asymm = np.hstack([\n",
    "        np.linspace(0, max_lumin_idx, 128, endpoint=False), \n",
    "        np.linspace(max_lumin_idx, 1.0, 128)\n",
    "    ])\n",
    "\n",
    "    for t, s in zip(T, T_asymm):\n",
    "#         print(t)\n",
    "        r, g, b, a = div_cmap(t)\n",
    "#         print(r,g,b,a)\n",
    "\n",
    "        cdict['red'].append((s, r, r))\n",
    "        cdict['green'].append((s, g, g))\n",
    "        cdict['blue'].append((s, b, b))\n",
    "        cdict['alpha'].append((s, a, a))\n",
    "\n",
    "    asym_cmap = matplotlib.colors.LinearSegmentedColormap(name, cdict)\n",
    "    # plt.register_cmap(cmap=asym_cmap)\n",
    "    display_cmap(asym_cmap)\n",
    "    return D, asym_cmap, dmin, dmax\n",
    "\n",
    "def rand_lower_correl(n, a, b, dtype=float):\n",
    "    if b<a:\n",
    "        raise ValueError('b must be greater than a')\n",
    "    nr=  n * (n + 1) / 2 - n\n",
    "    A = np.zeros([n, n], dtype=dtype)\n",
    "    A[np.tril_indices(n, -1)] = a+(b-a)*np.random.random(int(nr))\n",
    "    return A\n",
    "\n",
    "def display_cmap(cmap):\n",
    "    plt.imshow(np.linspace(0, 100, 256)[None, :],  aspect=25, interpolation='nearest', cmap=cmap) \n",
    "    plt.axis('off')\n",
    "\n",
    "# mask = np.zeros_like(C, dtype=bool)\n",
    "# mask[np.triu_indices_from(mask)] = True\n",
    "# C=rand_lower_correl(25, -0.4, 0.9)\n",
    "# C = np.ma.array(C, mask=mask)  #mask out the upper triangle in C\n",
    "\n",
    "cmap1=matplotlib.colormaps['RdYlGn']\n",
    "cbar = []\n",
    "for ont in ['cc', 'mf', 'bp']:\n",
    "    for m in ['smin', 'fmax', 'aupr']:\n",
    "#         print(heatmap[ont][m]['value'])\n",
    "        cbar.append(list(heatmap[ont][m]['value']))\n",
    "        \n",
    "cbar = np.array(cbar)\n",
    "\n",
    "plot_data, asym_cmap=asymmetric_cmap(cbar, cmap1, ref_point=0)[:2]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9914e13",
   "metadata": {},
   "source": [
    "### VPREC OB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "2b509d35-412e-4190-83c2-c2c1acf65960",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1800x1200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap = {}\n",
    "reduced_preds = ['23_23', '23_10', '23_7', '23_2.', '10_23', '10_10', '10_7', '10_2.', '7_23', '7_10', '7_7', '7_2.', '2_23', '2_10', '2_7', '2_2.']\n",
    "temp = {'aupr':[], 'thresh':[], 'fmax':[], 'smin':[]}\n",
    "x = np.arange(16)\n",
    "bar_width = 0.3\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(3, sharex=True, sharey=True, figsize=(18, 12))\n",
    "gs = fig.add_gridspec(3, hspace=0.0)\n",
    "\n",
    "fig.tight_layout(pad=1.2)\n",
    "fig.text(-0.08, 0.5, 'Relative Difference (%)', fontsize=25, va='center', rotation='vertical')\n",
    "\n",
    "for num, category in enumerate(df_metric):\n",
    "\n",
    "    heatmap[category] = {'smin': {'value': [], 'double': [], 'float': []},\n",
    "                        'aupr': {'value': [], 'double': [], 'float': []},\n",
    "                        'fmax': {'value': [], 'double': [], 'float': []}}\n",
    "\n",
    "    \n",
    "#     thresh = []\n",
    "    smin = []\n",
    "    fmax = []\n",
    "    aupr = []\n",
    "    for format_combo in reduced_preds: #df_metric[category]:\n",
    "        \n",
    "        for m in ['smin', 'fmax', 'aupr']:\n",
    "            heatmap[category][m]['double'].append(int(format_combo.split('_')[0]))\n",
    "            heatmap[category][m]['float'].append(int(format_combo.split('_')[1].split('.')[0]))\n",
    "\n",
    "        \n",
    "        if '10_' in format_combo or '_2.' in format_combo or '2_' in format_combo:\n",
    "#             thresh.append(0)\n",
    "            smin.append(0)\n",
    "            fmax.append(0)\n",
    "            aupr.append(0)\n",
    "            \n",
    "            heatmap[category]['smin']['value'].append(np.nan)\n",
    "            heatmap[category]['fmax']['value'].append(np.nan)\n",
    "            heatmap[category]['aupr']['value'].append(np.nan)\n",
    "\n",
    "            continue\n",
    "            \n",
    "        s_metric = ((df_metric[category][format_combo]['Smin']['Original Result'] - df_metric[category][format_combo]['Smin']['VPREC Results']).item() / df_metric[category][format_combo]['Smin']['Original Result']).item()*100\n",
    "        f_metric = (-(df_metric[category][format_combo]['Fmax']['Original Result'] - df_metric[category][format_combo]['Fmax']['VPREC Results']).item() / df_metric[category][format_combo]['Fmax']['Original Result']).item()*100\n",
    "        a_metric = (-(df_metric[category][format_combo]['AUPR']['Original Result'] - df_metric[category][format_combo]['AUPR']['VPREC Results']).item() / df_metric[category][format_combo]['AUPR']['Original Result']).item()*100\n",
    "        \n",
    "        smin.append(s_metric)\n",
    "        fmax.append(f_metric)\n",
    "        aupr.append(a_metric)\n",
    "        \n",
    "        heatmap[category]['smin']['value'].append(s_metric)\n",
    "        heatmap[category]['fmax']['value'].append(f_metric)\n",
    "        heatmap[category]['aupr']['value'].append(a_metric)\n",
    "\n",
    "\n",
    "    b1 = ax[num].bar(x, aupr, width=bar_width, label='AUPR')\n",
    "    b2 = ax[num].bar(x + bar_width, fmax, width=bar_width, label='Fmax')\n",
    "    b3 = ax[num].bar(x + 2*bar_width, smin, width=bar_width, label='Smin')\n",
    "    ax[num].legend(prop={'size': 20})\n",
    "    ax[num].set_xticks(x + bar_width), ax[num].legend()#, ax.set_title(category + ' Difference between Reduced Precision and IEEE', fontsize=15)\n",
    "    ax[num].set_xticklabels(['float32\\nfloat32', 'float32\\nfloat16', 'float32\\nbfloat16', 'float32\\nbfloat8', 'float16\\nfloat32', 'float16\\nfloat16', 'float16\\nbfloat16', 'float16\\nbfloat8', 'bfloat16\\nfloat32', 'bfloat16\\nfloat16', 'bfloat16\\nbfloat16', 'bfloat16\\nbfloat8', 'bfloat8\\nfloat32', 'bfloat8\\nfloat16', 'bfloat8\\nbfloat16', 'bfloat8\\nbfloat8'], rotation=50, fontsize=35);\n",
    "    ax[2].set_xlabel('Numerical Formats', fontsize=20)#, ax[num].set_ylabel('Relative Difference (%)', fontsize=15)\n",
    "\n",
    "    ax[num].set_title(category.upper(), fontsize=20)\n",
    "    ax[num].plot(np.arange(16)+0.3, np.ones(16)*-2, 'rx', markevery=[3,4,5,6,7,11,12,13,14,15], mew=5, markersize=15)\n",
    "\n",
    "    temp['aupr'].append(aupr)\n",
    "#     temp['thresh'].append(thresh)\n",
    "    temp['fmax'].append(fmax)\n",
    "    temp['smin'].append(smin)\n",
    "    \n",
    "       \n",
    "for ax in fig.get_axes()[:-1]:\n",
    "    ax.tick_params(bottom=False, labelbottom=False, labelsize=15)\n",
    "\n",
    "for ax in fig.get_axes():\n",
    "    ax.tick_params(labelsize=15)\n",
    "\n",
    "ax.text(-1.2, -49.5, 'double\\n float', rotation=50, fontsize=20);\n",
    "\n",
    "\n",
    "# plt.savefig('reduced_combo_ob.png', bbox_inches =\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "d8b7e715-04df-4398-83fc-8be29ba5bc93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for m in ['smin', 'fmax', 'aupr']:\n",
    "    fig, ax = plt.subplots(1,3,squeeze=False, figsize=(20,5), sharey=True)\n",
    "    for num, ont in enumerate(['cc', 'bp', 'mf']):\n",
    "        df = pd.DataFrame(heatmap[ont][m]).pivot(index='double', columns='float', values='value')\n",
    "\n",
    "        annot_df = df.map(lambda f: f'{f:.2f}')\n",
    "        sns.heatmap(\n",
    "            np.where(df.isna(), 0, np.nan),\n",
    "            ax=ax[0, num],\n",
    "            cbar=False,\n",
    "            annot=np.full_like(df, \"X\", dtype=object),\n",
    "            fmt=\"\",\n",
    "            annot_kws={\"size\": 25, \"va\": \"center_baseline\", \"color\": \"red\"},\n",
    "            cmap=ListedColormap(['none']),\n",
    "            linewidth=.50)\n",
    "        s = sns.heatmap(\n",
    "            df,\n",
    "            ax=ax[0, num],\n",
    "            cbar=False,\n",
    "            annot=annot_df,\n",
    "            fmt=\"\",\n",
    "            annot_kws={\"size\": 15, \"va\": \"center_baseline\"},\n",
    "            cmap=asym_cmap,\n",
    "            linewidth=0.5,\n",
    "            linecolor=\"black\",\n",
    "            vmin=-35,\n",
    "            vmax=7,\n",
    "            cbar_kws={\"orientation\": \"horizontal\"}\n",
    "        )\n",
    "\n",
    "        for _, spine in s.spines.items():\n",
    "            spine.set_visible(True)\n",
    "\n",
    "        s.set_xlabel('Single Precision (bits)', fontsize=20)\n",
    "        if num == 0:\n",
    "            s.set_ylabel('Double Precision (bits)', fontsize=20)\n",
    "        else: s.set_ylabel(\"\")\n",
    "        s.set_title(f\"{ont.upper()}\", fontsize=20)\n",
    "        s.set_yticklabels(['bfloat8','bfloat16','float16','float32'], size = 20, rotation=0)\n",
    "        s.invert_yaxis()\n",
    "        s.set_xticklabels(['bfloat8','bfloat16','float16','float32'], size = 20, rotation=20)\n",
    "\n",
    "        plt.savefig(f'ob_reduced_{m}_heatmap.pdf', bbox_inches='tight', pad_inches=0.2)\n",
    "\n",
    "#     break\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2d5cc8b",
   "metadata": {},
   "source": [
    "### VPREC IB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "9f489199-3125-442e-a057-570da9e00ce6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap = {}\n",
    "reduced_preds = ['23_23', '23_10', '23_7', '23_2.', '10_23', '10_10', '10_7', '10_2.', '7_23', '7_10', '7_7', '7_2.', '2_23', '2_10', '2_7', '2_2.']\n",
    "temp = {'aupr':[], 'thresh':[], 'fmax':[], 'smin':[]}\n",
    "x = np.arange(16)\n",
    "bar_width = 0.3\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(3, sharex=True, sharey=True, figsize=(18, 12))\n",
    "gs = fig.add_gridspec(3, hspace=0.0)\n",
    "\n",
    "fig.tight_layout(pad=1.2)\n",
    "fig.text(-0.08, 0.5, 'Relative Difference (%)', fontsize=25, va='center', rotation='vertical')\n",
    "\n",
    "for num, category in enumerate(df_metric):\n",
    "\n",
    "    heatmap[category] = {'smin': {'value': [], 'double': [], 'float': []},\n",
    "                        'aupr': {'value': [], 'double': [], 'float': []},\n",
    "                        'fmax': {'value': [], 'double': [], 'float': []}}\n",
    "\n",
    "    \n",
    "#     thresh = []\n",
    "    smin = []\n",
    "    fmax = []\n",
    "    aupr = []\n",
    "    for format_combo in reduced_preds: #df_metric[category]:\n",
    "        \n",
    "        for m in ['smin', 'fmax', 'aupr']:\n",
    "            heatmap[category][m]['double'].append(int(format_combo.split('_')[0]))\n",
    "            heatmap[category][m]['float'].append(int(format_combo.split('_')[1].split('.')[0]))\n",
    "\n",
    "        \n",
    "        if '10_' in format_combo or '_2.' in format_combo or '2_' in format_combo:\n",
    "#             thresh.append(0)\n",
    "            smin.append(0)\n",
    "            fmax.append(0)\n",
    "            aupr.append(0)\n",
    "            \n",
    "            heatmap[category]['smin']['value'].append(np.nan)\n",
    "            heatmap[category]['fmax']['value'].append(np.nan)\n",
    "            heatmap[category]['aupr']['value'].append(np.nan)\n",
    "\n",
    "            continue\n",
    "            \n",
    "        s_metric = ((df_metric[category][format_combo]['Smin']['Original Result'] - df_metric[category][format_combo]['Smin']['VPREC Results']).item() / df_metric[category][format_combo]['Smin']['Original Result']).item()*100\n",
    "        f_metric = (-(df_metric[category][format_combo]['Fmax']['Original Result'] - df_metric[category][format_combo]['Fmax']['VPREC Results']).item() / df_metric[category][format_combo]['Fmax']['Original Result']).item()*100\n",
    "        a_metric = (-(df_metric[category][format_combo]['AUPR']['Original Result'] - df_metric[category][format_combo]['AUPR']['VPREC Results']).item() / df_metric[category][format_combo]['AUPR']['Original Result']).item()*100\n",
    "        \n",
    "        smin.append(s_metric)\n",
    "        fmax.append(f_metric)\n",
    "        aupr.append(a_metric)\n",
    "        \n",
    "        heatmap[category]['smin']['value'].append(s_metric)\n",
    "        heatmap[category]['fmax']['value'].append(f_metric)\n",
    "        heatmap[category]['aupr']['value'].append(a_metric)\n",
    "\n",
    "\n",
    "    b1 = ax[num].bar(x, aupr, width=bar_width, label='AUPR')\n",
    "    b2 = ax[num].bar(x + bar_width, fmax, width=bar_width, label='Fmax')\n",
    "    b3 = ax[num].bar(x + 2*bar_width, smin, width=bar_width, label='Smin')\n",
    "    ax[num].legend(prop={'size': 20})\n",
    "    ax[num].set_xticks(x + bar_width), ax[num].legend()#, ax.set_title(category + ' Difference between Reduced Precision and IEEE', fontsize=15)\n",
    "    ax[num].set_xticklabels(['float32\\nfloat32', 'float32\\nfloat16', 'float32\\nbfloat16', 'float32\\nbfloat8', 'float16\\nfloat32', 'float16\\nfloat16', 'float16\\nbfloat16', 'float16\\nbfloat8', 'bfloat16\\nfloat32', 'bfloat16\\nfloat16', 'bfloat16\\nbfloat16', 'bfloat16\\nbfloat8', 'bfloat8\\nfloat32', 'bfloat8\\nfloat16', 'bfloat8\\nbfloat16', 'bfloat8\\nbfloat8'], rotation=50, fontsize=35);\n",
    "    ax[2].set_xlabel('Numerical Formats', fontsize=20)#, ax[num].set_ylabel('Relative Difference (%)', fontsize=15)\n",
    "\n",
    "    ax[num].set_title(category.upper(), fontsize=20)\n",
    "    ax[num].plot(np.arange(16)+0.3, np.ones(16)*-2, 'rx', markevery=[3,4,5,6,7,11,12,13,14,15], mew=5, markersize=15)\n",
    "\n",
    "    temp['aupr'].append(aupr)\n",
    "#     temp['thresh'].append(thresh)\n",
    "    temp['fmax'].append(fmax)\n",
    "    temp['smin'].append(smin)\n",
    "    \n",
    "       \n",
    "for ax in fig.get_axes()[:-1]:\n",
    "    ax.tick_params(bottom=False, labelbottom=False, labelsize=15)\n",
    "\n",
    "for ax in fig.get_axes():\n",
    "    ax.tick_params(labelsize=15)\n",
    "\n",
    "ax.text(-1.2, -49.5, 'double\\n float', rotation=50, fontsize=20);\n",
    "\n",
    "\n",
    "# plt.savefig('reduced_combo_ib.png', bbox_inches =\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "b35013e1-1ec2-4758-b607-4eeba5b2196b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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T2Jw4cQL169fPxk+SeVFRSV+AY2Ji0L9/f7NYenl5YcyYMShfvjz69OmD+Ph4fPLJJ9i4cWNeFNf6zJoFbNoEhIQYE7zdu5OWffstUITjuee267fCMGP+LjyMiEGRQvlRv7YXWjaumKEeXFl14OgNAIC/nxciImOwfvM5XLp6Dy4uTvD3K4P2LX0y/MSUvft81lbExCVg4sgOWdpP84YVcOzUbfzw6wHMnGQ+BOK8pfsAAN1fMp8o9MBRYy8lfz8v3L33COs3ncWN22FwL+CCxvXKoUXjihyq5ikXzt8CANSoUTbF5TVqGhvFLl64nS37+uOPfbiQgX0BQERENCIijHVdiaca1Ih0gbmI1bl+6yFmfL8bD8NNuUgZtGyU+VzkwJPePf5+ZXDj9kNs2Hoed+5GomhhN7RsVAH1a2fuac2bQcaHAIoXdUtnTTK5fvshZny/90le6Yr6tcqgZaMKmY5l8wblcOz0Hfyw7DBmPjUE4ryfDgEAur+YsQd+wiNjtKe0WzWtkKly2BMtn6hpmU/ky+cEH58yOH36OgKvhaBa9bTndY2IiEZQkPHBUd8U8pPSpYuiSJGCCLr9AI8ePUbBgqnPtQ4A69c9mYO7K3t/kU4wF7EaB44+yR1qlsbd+1FYv+UCbtx+aPwu6++FFg3L87usDcjuOF64cg8AUMPHckSifM6O8KlYDKcv3EXgzYeoVrn4U9uUtNgGAGpULYkDx27hwpV7FkMnkpE15CIHDlwAAPj7V0ZERDTWrz+ESxeD4OLqDH//Smjfvq7ZqDvWLtMNYMkbYrIqu26eDRs2THN5o0aNcObMGVy8eBFxcXHIly9fthzXNKQiADRunHYSmnz56dOnLRrAoqKi8M0332D58uU4c+aM2TCHT7t3794zljj7uLomPWno5OSEL774IsX1Xn/9dcycOROHDx/Gpk2b8PDhwzR7u9mNokWBuXOBnj3N3+/RA3j11bwpk507djoIx06bP4FStVJxfDP5ZVQom7OJ9+VA4/BqDx5Go3PfJQhN9oT1jyuOoGql4ljw5aso7ck/wqdl+97L+Gf7Bbw/oHmWhxrs/3pDBBy/ia27L6N9rwWoXaM0AODk2TuIjU3A6OGt8eqL5g1gV57E8XLgPXzwyRpEPkrq7btw2SE08i+LuV90g4f7sw3LqEdBd4yJmGeplK8xUzf720EPUlye3J309uVZ2HjMDOwLAJb9ugMJCQZUreoF77LFM7QNkU1hLmJ1LHKRX5/kIp91QQXvjOUisbEJWoPVgaM3MPmb7YiLS/peMf/ng3ixbTVMHfc88jmn/6U1PiERv605AQBo19zy6V9K2bHTd3Ds9B2z96pWKoZv/tc5w7EEgP6v1UfAidvYuvcq2r++BLV9jb1+Tp4LRmxcIkYPbYlXX6iR4raBt8Iw/+cAiAjuhUXj2Ok7iH4cj95da6FL++rP/uF07NGjx4iMfAwAFkP9mJQqVRinT1/H7aAH6f7R6c6TnKNQITe4ubmksr8iCAt7hNu3H6BatdQbp0NCwnDo0EU4OTmgc+cGGfk4RNaPuYjVuHLdeL+6fP0BPpi4AZFRcdqyhcuPoFFdL8z97CV4FEz5XkbWITvj+CgqVtu+VImCKa5TqkRBnL5wF7dDIrQGsDt3I9Peprjx/aCQyAx+KvtiLbnI5SvGPPZBWCQ6v/gpQkOTRsX5celWVK3qhQXfD0fp0rYxzUemGsCuXbuWU+XIkpIlU25VNvH09ARgbLwLCwvTfs6q5MMApleGUqWShihIvh0ABAYGom3bthk+v48fP85EKXNG8t5udevWTfOcdurUCYcPH4bBYMCRI0fQrl27FNeLjY01Gx4yIiIixfV0w8cHcHAADMnGvX0yXxzlHvcCLhjwekN0bFUV5csWBgCcvxSKr3/YjRNn7mDARyuxZvHbcM/BRC8i0vh7/83CvahYrghm/a8LqlUpiauB9zFpxhacvRiCDyasw4oFb/Cpq1RERcfhfzM2o0LZIhj4RtafinXLnw8LvuqO/375L9b9exZbd1/WljWuVw71a1smGeGRxslkp83Zjrp+ZTBuRDuU8y6MU2eDMWHaPzh07CYmTPsXsye/nOXy6UV0tPF3P79ryg+m5M9vfD8qKv2JeqNM+8qfyr6eJHsZ2dfZszcwb56xx/LIkd3SXZ/0g7kImIvkAfcCLhjQuwE6tvJB+SfzMpy/HIqvf9iLE2fvYMBHf2DNor4ZykUikj188b+vt6FN80r4z7stUKJYARw4egP/nb4Ff2+7gFIlC2L00Fbp7u+bRftw5foDeJcuhN4v137mz2gv3Avmw4De9dHxuSrmsVy4DyfOBmPAyDVYs7BPhvNKt/zOWDD1Zfx3+las23weW/de1ZY19vdG/VplUt32/oNorPn3nNl7fbvXxYj+TXJlhANbFBWVdP24ppqbZDyfMOUmqe3LuL+M5Trr1x2CwSBo+ZwfihXjQ3F6Z1f5CHMRqxD+5G8S077bjbo1S2Hce8+hnFdhnDoXggkztuLQ8duYMH0rZk96MY9LSmnJzjhGPU4aXs/VNeUpHvI/eT8qOmld03aurik3OeTP7/Rkm7gUl9s7a8lFIsKjAQDfzF6HihVLYdasgahW3RtXr97BpEm/4eyZG/jg/QVYsXKMTfydMlNjapUvXz7bX9nBGk50VsrQt29fXLt2DUop9O/fH5s2bcLNmzcRExMDg8EAETHrEZadvfCeVdmyZVP8f3rrhoaGprrelClTUKhQIe2V3n5tWkIC0L+/eZIHAJ99ljflsWM1qnpi1LBWqFOzNAp75Edhj/xoUr8cln37OhrU8cbtOxFYtvp4jpbBYDBe0w6OCt9/1R31a3ujoFs+1K5RGj9MfxVu+Z1x6lww9h2+nqPlsGVff78Ld+5GYtLIjhmavys9QcER6DnwZ+w6cA3TPumMfevfw77172Hq+Bdx/vJdvPX+chw+YT6BvDyJo4e7K76f3gM1qnqioJsLmjYoj++mvQqlgH93XMC1GxnrgUR54969CLz/3gLExsbj7bfb4rlWfnldJMpFzEXAXCQP1KhaEqOGPoc6NZLlIvXKYdnc19CgthduB0dg2ZNeWOkxJPueULFcEcz+tAsqlS8K94Iu6PCcD6aO6wQA+PXP43gUFZvabgAAG7aex8LfAuCSzxHTJ7yg/ZGDUlfDpyRGDWmBOjVKobCHKwp7uKJJvbJYNqcnGtQuY4zl2ozN9wQAQSER6DlkOXYdDMS0cR2xb81A7FszEFPHdsT5K/fw1oercPhkykP71q/thfM7RuDM1vex5bd38PGwllj9z1l0H7wct+7o+I/pOrVunXHIy5df5vCH9sBu8hHmIlbD9HdGD3cXfD/1ZdTwKYmCbvnQtH5ZfPd5F+N32Z2Xce1mWB6XlNLCOFJ2MX2ncHBwwPc/vIf6DaqgYEFX1K5dET/88B7c3Fxw6tR17Nt3Lp09WQddzGwYEhKSZkIQEhICwNhIVSQbxxAuWjSpm5/pGKkJDg5Ocbvz589jz549AIBx48Zh8uTJKW7/dK+xvFazZtJY82kN1/j0cien1H/lxo4di//7v//Tfo6IiNBvojd9OnD0qOX7q1cDf/wBdO+e+2XSqTGfW847175lFbR/zifN7RwdHfBun4Y4fOIW9hy6hsF9c+7LZoH8xj8oNa1XzmKYw2JFCqBV00rYuO0CAo7fQvOGFXKsHNZszOd/W7zXvqUP2j/ng5Nn72DZn8fwcqeaaFI/ex6sGPP5Bly6eg9zv+hm9rvyygt+cHPLhw/Gr8GXc3dgxQ9JEze75c+H8MgYPN+mGtye6oVUtVIJ1KpeGifP3cHhEzdRsZxtdBPPaaYu+I9jUn766/Fj4/sFCqQ/bGQB074ep7KvJ08+pbWvR49iMGjQXNy+fR/PP18PH4/pke5xSV+Yi4C5SA4YM+Ufi/fat6iC9i3THlJQy0VO3saegEAMfrNRuscy5RQA8EqnGhY9fVo1qYRiRdxwPywaJ88Fo1mDlOvNA0dvYOzUf+HgoDDjv51Rt2bqPY3syZgpmyzea9+iMtq3rJzmdo6ODnj39QY4fHId9hy6jsFvpD2Ef9LxNuPStfuY+9lLZsd4pZMv3PI744P/bsCX83ZjxbzeaR7bu3Qh9OtVD16lPPDBfzdg8jc7MH9K1wyVQW/GjFlq8V779nXRvn1dFCiQ1DMvJiYuxTm5Hj9OP58wMeUmMankOcb9pZ/rXDh/Cxcv3kbBgq5o25Y9Me2B3eQjzEVyzZipmy3ea9+iEtq3MNYtbvmdER4Zi+dbVYFbfvMHXqpWLIZa1Txx8nwIDp+8jYo5PEUEpS4345g8p4yJiUfBApa91x/HGHt7FXBzttguJiYhxf0+fpzwZJvsmZ7IFtlCLmLarmnT6hbDHBYr5oFWrfywceMRBBy6hObNUx6O25roogEsICAgzWQgICAAAODj45Nt838BgJ9f0lPhBw8eRN++fVNd99ChQylud+bMGe3/r732WqrbHz58OM2y5HYvuAYNGiB//vx4/Pgxrl69mua6V65c0f7v5ZX6uOYuLi5wcbGD8YQvXAA+/TTp51GjgOPHgc1PKrL33wfatQM4V1q2WPPPGYv3vEp7pNsABgDln8zRkHxOrpxQppQHzl66C6/ShVJc7lXK2Ch2Pyw6R8thzdZsPG3xnlcpYxx37r8Cg0Fw8Woo+r73m9k6pt5W83/aj5XrT6Jl44oY1LdJmse6ExKBQ8duIl8+R7RpbvkHrXYtqsDZ2RGnzhvnAzNNSF+mlAfCI2PgVTrlYWm8Snvg5Lk7dh3Hp5V5kkiFBKf8BFrwk/e9yqTfYFg6vX2FPDQeM5V9xcbGY9jQ73D2zA00b1EDX37VHw4OmeooTzrAXIS5SE5Y889Zi/e8Snmk2wAGZD4XKVjABYXcXRAeGQuvUqnnFffDolOtj06dC8awcWsRH5+IyaM7Zqic9uLpIQUBUyzTbgADoA2JGPogY7G8czcSh47fQj5nR7RpVtFiebvmlZ7kIyFm+UhaOrSsDLf8zthz6Dri4hMzNA+c3qxZfcDiPS+vYmjfvi4KFswPd/f8iIx8jODgMFSpYvlHp+Dgh8ZtMpKbPFknPDwa0dGxKc69oeU6Xqnvb926gwCAjh3rpTmEEemHXeQjzEVyVcr1l7vWcFLG0/1J7pDKd9lSHjh5PgT3w/J+ShZ7lptxLFjABe4F8iEyKg7BoY9QJYUGsODQR8b9JnuQu3RJd5y9FKots9jm3iOtrPbKFnKRMmWK4uzZm/DyKpbifk3v339gG3O56aIB7Mcff8SrqUyQGRAQgNOnjX84bd++fbYet0yZMvD19cW5c+ewYsUKTJ06FQULWk7yl5iYiKVLlwIAihQpgnr16mnLEhKSWsSjolL/MjR//vw0y+LqmtRKm3ys6JxSoEABPP/881i9ejXOnDmDS5cuwcfHskHBYDBg7dq1AAA3Nzezz26XRIABA4CYJ+Oq+vgYk77gYMDPD4iOBu7cAUaOBBYuzNuy6sT53SOfeVvT3FxuOTzkj69PSWzZfVmbQ+pp4RHG959+gseenN8zOt11zl26m+qyq9cf4Or1B6k2MiYXHGqswPO7OsPR0bIBxNHRAW6uzgiPTETEoxiUcDHe9319PHHu0l1t3O2nJcWRf7gwMU3YevbszRSXnz1zAwBQNY1J4TO7r5QmmE9ISMR/PvwBhw5dhL9/JcyZMzhbhtIkskrMRXLd+Z3/l/5KqYh4khtkJhepXqUkDh67mW5ekdKTt5cD72Pgx38i+nE8xr7XGt1f5DCwyZ3fMeKZt81sXmn6w1H+/GnlI05P8pFYlMhAA5hSCoU9XBEUEomIyBgUL1ogE59AH85fSPt7dbXq3jgccAlnz9xElSrmPR/j4xNx6VIQXFycUaFi+vOKe3i4oUyZoggKeoBzZ2+ifgPzxuQ7dx4gLOwRyngVTfEJb8D4fXrDBuPDsF05/CHpBXORXHd++wdpLvetUhLnLt9L/btsJP8mYQ1yO47VKhfH4ZNBOHspFFUqmDeExCck4tK1+3DJ54gKZQubbbN171WcTeXvM2cv3tXWs1e2kIv4+pbDli0nEB6R8gNz4eHGNoyUGtSskS4ebV63bh1WrFhh8f6jR48wePBgAMYxK03/z07Dhw8HYJzb6oMPUr4Rffrppzh71vjk58CBA82e5EneaGRqJHvavHnztEak1JQuXVr7f/IeVzlpzJgxAIxjzA4fPhzx8fEW63zxxRdaefr166f/p5jSM3cusHev8f9KAT/8AOTPD1SsaD7O9aJFwPbteVNG0mzaeRGAcZ6wnNS2hbECOnY6CPEJ5kOKGgyCI6eMczvU8CmZo+WwVe8PaIHze0an+HrlBeMf7r6c0Bnn94zG1PHpT/Za4skfg8IjYnAr6KHF8hu3wxAeGQO3/M4oUshNe98Ux4Djlg0wUdFxOHPROFRujaqMo0m9epXh7p4fN26E4tw5y/P277/GIVHatEl/uJ+WLWvCwUHh8OHLuH/ffG6TuLh4bN9+Co6ODmj11JxeIoJxY3/Ctm0n4etbFgu+f89mkjiiZ8JcxKZs2nkJQObqjrZPei8fSqE+CgqJwO1g4z3S96m84tadcAwY+QcehsfgvX5N8XZPO39wLZtt2nUZQMbzuRJFjTlGeEQMbt0Jt1h+4/ZDhEfGws3VGUUKpdx48rSbQeG4czcSBQvky/A29qb1kzzBlIMkt2PHScTGxqNps+pwccnYHw9bpbG/jOQ5hw5eRHBwGEqXLoLGjatm6JhEVo+5iNVp29zY0zjghOW8klGP43DmUigAoIZPiVwtF2VOdsexdRPj/v7dedli2Y79gYiNS0TT+mXhkuzh0dZNKgAAtu+/hrg482EQ7z2IxpFTQSjk7oJ6fqVBKbOGXKRtO+PPx45dQXz803+nNODIEePf+mv42sbwvLpoAGvQoAH69OmD4cOHY/v27Thy5AiWLFmCBg0a4NixYwCMDVW1a2f/eNlDhgxB06ZNAQBLlixBu3bt8Mcff+Do0aPYsGEDunfvjs+eVOCVK1fGhAkTzLb39/fXhkRcsGABXnvtNfz11184cuQI1q5di549e2LYsGFo3rx5muXw9/fXeoFNmDABmzdvxsWLF3H58mVcvnwZjx+bd2/9559/sHTpUu31zz9JcxMcP37cbNmqVatSPGajRo0wbNgwAMDmzZvRokULLF++HEePHsW///6Lvn37ap+3bNmymDRpUkZOqX4FBgJjxyb9PGgQ0KpV0s8jRgANG5ovf8zu5TntxxVHcCfE/I/lIoLla0/gxxVHoBTQu1sdi+1eeGMxXnhjMUJCs97d19enJJo1LI+g4AjM/mGPNnEpAMz7cT+uXn+AYkXc0KFV+sM2Uua80GchXuiz0CyO3mUKo1plY0L43682IfJR0tNTEZExmPilcf6Pdi194OSUVI22aV4ZlSsUw7FTt7Hsz2Pa+4mJBkydsw3hETHwqVQc9Wt75/THshn58jnhjTdaAwD+9+lviI5OOtdLlmzBhQu30bCRD/z8kuao+eWX7Xjh+YmYMWO12b5KliyEzp0bIj4+AZ9++hsSkjUmf/Xln3jwIBJdujZCsWLmw0F88fkKrFt3EJUqlcKixR/Aw8MNRLrFXMQq/bjyKO7cNc8nRATL153EjyuPGnORl1PIRfouwQt9l1jkIt1frIkihfJj4/aL2LY36cG4xzHx+PTrrUhINKBVk4ooXTJp6Jn7YdEYMPIPhIQ+Qr/X6uO9d5pm86e0Dz+uPJZKLE/hx5XHnsSylsV2L/T9CS/0/QkhyYYL8i5dSHs6+r8ztj2Vj8Ri4oxtAIB2LSqZ5SM//3k8xSEzr94Iw8jP/oEI8HJH3xR7lRHQo2cLFCzoiq1bT2DTpqR87v79CEz/6k8AQL9+liPLvPD8RLzw/ESEhJgPxdz3rbZwdHTA8uW7cPx40tQBgYEhmD9vI5ycHPDWW21TLc+6dcapFF7q0ijXpz0gyhHMRaxSm6YVUbl8ERw7cwfL1pzU3k9MNGDqt7uN32UrFkP9Wua9Ud75vz/xwls/4+S54NwuMqUgu+PYo3NNFCyQD1v3XtUe5AGMeeP0BXsAAP16mT8wVdu3FOr5lcb9sMeY/v0+7f2ERAM+nbUd8QkGvPlqHTg72d8wzBllDbmIr29ZNGvui6DbDzB71lrzv1N+txFXrwajWDF3dOjony2fOacpSf4JbMikSZPw6ZPxgq9evYp27drh2rVrKa7bvXt3LF++HE5O5sNCLF26FP369QMAXLt2DRUqVEhxe1OiOXHixBQbcR48eICuXbtir+kJlhT4+vpi48aNKF/ecqLp48ePo23btggLS3neklq1auHff/9FmTJl0izHxx9/jC+//DLFfWzfvh2tW7fWfm7dujV27tyZanmTK1++PAIDA1NclpiYiP79++Onn35KdfsqVargr7/+QrVq1TJ0PJOIiAgUKlQI4eHh8PBIefxam9KxY9J41t7ewJkzwNOf69QpoH59wNSbbtQoIJWY2hKlFAwh3+d1MVLUtuf3CAmNRI2qnvAuXQixcQm4eOUebt0Jh4ODwrgP2uDN7pZPQFdvOR0AsGXFQHg/Nazea4N/1f5/60447odFo2yZQiha2PiH9RpVS2LiRx3MtrkTEoHeQ5chJPQRKpQtgqqViuPq9Qe4HHgfri5O+G5qt1Qnqs8tDp6DYLhrW0NQjPn8b6zZeBpfTuiMrp1qWiyv3sJ4fW1ZOdgsjifOBKHfh78j+nE8ihTOj9o1Sj95/w4ehj+GV+lCWDavDzyLm49bfe5SCPq+9xseRcWhepWSKOddGOcu3sXNoIcoXCg/fvymt9a4llccSr4Lg2zL0zIkFxsbj7f6zsSJE9dQokQhNGhQBUFBD3DixDUULeqO31eMRtmySedszpz1+HbuBrzSrQmmTn3HbF9hDx7htdem4caNUJQrVwJ+fuVx6XIQLl0MQvkKJfH77x+jcOGk4Z62bjmO4cONww80a+6LkiVTHiJz0MDnUalyqez/8M8oIiIKhQt10U/9aMWYi0BfucidtIcbySttXzM+iFHDp+STXCQRF68my0Xeb403X7X8clm91UwAwJblAyxykd2HAjFs7BokJBpQ27c0ShYrgBPn7uDuvSh4lfLAsrmvwbNEUh323vi12LLnCvK7OqFT65R7mRQplB8fD2uV4rLc4lB6CAxB3+ZpGdLS9rXFCAl9hBpVS8K7tEeyWEYYY/leK7z5qmVjZvXWswEAW37rB+9kc4meOBuMfh8Zh6QsUig/avt6au8/jIh5Esue8CyeNAx/29cWIzj0EapXLo5yXoUhIggKicSZi3dhMAga1PHCgild83TyeYcyw60qF3nav/8exX8+/AEiQKNGVVG4cAHs338eERHReKdfe4wZ08Nim+rVhgAAtmydDG9v82Gdli7dgqlTVsHJyQHNmvnC2dkJe/eeRUxMPMZ/8hr69m2TYjliY+PRvNkoPHoUg782/NdiGKS8xFwkd+kqH7H3XOT23LwuRqrOXQ5F3w//MH6XrVwc5bwK4dzlUNwMikBhD1f8+PWrqFbJ/P7WtvcSBIVE4sevX0XjuuYPer434S/tgYy796Nw5+4jeBYvgFIljHVWiWIFMPezl8y2+e6nQ9h5wPi33ejH8bgU+AAF3JxRpXzS3ERzPnsJJYvl3RC+Dl7v2VUc/915Gf/530aICBrV9UZhD1fsP3ITEY9i8U5Pf4wZ1tKiDIG3HqL38BV4GBGDqpWKoUr5ojh1IQQ3gyLgX7M0fpzZLc+nHHDweo+5SDq5yJ07D9D7tS8REvIQFSp4omq1Mrh6JRiXL9+Bq6szvps3DM2a+ebMCciAzOQiupjgomLFijhy5AimT5+O1atX4/r163B2dkadOnUwaNAgvPHGGzl6/KJFi2LXrl349ddfsWzZMhw7dgwPHjyAh4cHatWqhR49emDgwIHIly/lLxl169bF8ePHMWXKFGzcuBFBQUFwd3dHlSpV0KtXLwwfPtxsjq/UTJ06FT4+Pvjpp59w5swZhIeHIzExMd3tssLR0RE//vgjXn/9dSxcuBAHDhxAaGgoChYsiJo1a6J79+4YPHhwhsqva4sXJyV5ADBvnmWSBwC1agEffwxMnmz8eeZMoHdvwN7nTstB/V5rgL0Bgbh87T6uBN5HfIIBJYoVQNeONdC3hz9q+Wa+W/aJs3cs3rsZFI6bQcbha/Lls3zSpbSnB1Yvegtzl+7Djr1XsH3vFXi4u+LFdtUx5K3GqFqJQw3kpjo1y2DN0nfwwy8HceDIDew/fB0OSsG7dCH07FIbA/o0QmEPy6GDfH08sWbJO5izeC/2BQTiSuA9FCtaAD271MaQt5vCq1T6c5DZGxcXZ/z403/w/YJ/8NdfAdiy5QQKF3ZDt1ebYsSIrihVqkiG91WkaEGsWDkGc+f+ha1bjmPz5uMoXtwdffu2wfsfdLHo3ZV8POt9ey0nFDbp1q2pVTWAET0T5iJWq1+v+tgbcB2XA+/jyvUHSblIB1/07e6PWr6Zv/+0bFQBKxe8gW9/3I/DJ27j7MUQlCrpjrd71sOQNxujSGHzOiz8Se+ixzEJWPPP2RT3WaaUR543gFm7fq/Vw96AG8ZYBj5AfKIBJYq6oWuH6ujbvQ5qVc9cLOvUKIU1C/vgh9+O4MDRm9h/5CYcHBS8S3ug50t+GNC7Pgp7mH/P+s+7zbDzYCBOXwjBnoDriI1NQCF3VzSrXw6d21XFyx194eDAnkRp6dSpHn755SPMm7cRJ05cQ3x8AipXLo033myNbt0y3zvynXfao1y5kli8aBMOHzY+Qe/nVx4D3u2Y5vCH27aewKNHMahRo6xVNX4RPTPmIlbNt0oJrPnhdcxZehD7Dt/AlScj0fTsXBND3mwIr1KZa3w9eykUQSHmvaJD7kUh5J6xUayMp7vFNjeCwnHiXIjZe1HR8WbvxcXn7N85bV12x7FTqyr4ZVZ3zPslACfOBiM+IRGVyxfFG6/UQbfnU278qOBdGKt/eB3fLDmAPYeuY/PNKyhT0h3D+jbC4Dcb5Hnjly2whlykdOmiWL1mPObO/Qs7tp/C9m0n4eHhhhc7N8CQIS+gatX052q3FjbbA4z0TzdPOd25A9SoATx8aPz59deBZctSXz82FqhbFzh/3vizvz9w6BDgZLsVhDX3AKOMs8UeYGTJ2nqAUebxqevcw1xEZ7mIlfYAo4yz9h5glDHW3gOM0sdcJHfpIh9hLmL1PcAoY6y9BxhljLX3AKP0ZSYX4cDfRDlt6NCkJK94ceCbb9Je38UFWLjQOBksABw7BsyYkaNFJCIiIh1jLkJERER5ibkIERHlETaAEeWk338H1q5N+nn2bGOyl57mzYFhw5J+njQJuHw51dWJiIiIUsRchIiIiPIScxEiIspDbAAjyin37gHvv5/080svAX36ZHz7KVOAsmWN/4+JAQYOBDhiKREREWUUcxEiIiLKS8xFiIgoj2VrA1h4eDgWLVqEd999Fy+99BLatm2L69evm60TFBSEs2fP4urVq9l5aCLrM2IEEBpq/L+7u3GC18xwdwfmJ5urYscO4xAARERERBnBXISIiIjyEnMRIiLKY9k2e+TcuXMxfvx4PHr0CAAgIlBKISoqymy9HTt24M0334Srqytu3bqFokWLZlcRiKzLr78aX1nx4ot8uomIiIieDXMRIiIiykvMRYiIKI9lSw+wiRMnYsSIEYiMjES+fPlQv379VNft3bs3SpUqhdjYWPzxxx/ZcXgiIiIiIiIiIiIiIiIiTZYbwI4cOYLJkycDAN58800EBwfj0KFDqR/QwQE9e/aEiGDz5s1ZPTwRERERERERERERERGRmSw3gM2dOxcigqZNm+Knn35CoUKF0t2madOmAIBTp05l9fBEREREREREREREREREZrLcALZr1y4opfDee+9leJsKFSoAAG7fvp3VwxMRERERERERERERERGZyXID2J07dwAA1apVy/A2rq6uAIDY2NisHp6IiIiIiIiIiIiIiIjITJYbwPLlywcAePjwYYa3CQkJAQAULlw4q4cnIiIiIiIiIiIiIiIiMpPlBrBy5coBAC5dupThbbZt2wYgc73GiIiIiIiIiIiIiIiIiDIiyw1g7dq1g4hg/vz5GVr/9u3b+P7776GUQseOHbN6eCIiIiIiIiIiIiIiIiIzWW4Ae++99+Ds7IwTJ07gs88+S3PdCxcu4Pnnn0d4eDjc3NwwePDgrB6eiIiIiIiIiIiIiIiIyIxTVndQuXJlfP755xg9ejQmTZqEDRs24NVXX9WWr1y5Es7Ozti7dy82bdoEg8EApRRmzZqFEiVKZPXwRERERERERERERERERGay3AAGACNHjoSI4JNPPsGhQ4cQEBAApRQA4H//+5+2nojA0dER06dPx4ABA7Lj0ERERERERERERERERERmsjwEosmoUaNw/Phx9OvXD8WLF4eImL08PDzw+uuv49ixYxgxYkR2HZaIiIiIiIiIiIiIiIjITLb0ADPx9fXFokWLAAA3btzA3bt3kZiYiGLFiqFSpUpwcMi29jYiIiIiIiIiIiIiIiKiFGVrA1hy5cqVQ7ly5XJq90REREREREREREREREQpYpcsIiIiIiIiIiIiIiIi0hU2gBEREREREREREREREZGuZHgIxP79+2f7wZVS2pxhRERERERERERERERERNkhww1gS5cuhVIq2w4sImwAIyIiIiIiIiIiIiIiomyX4QawcuXKZWsDGBEREREREREREREREVFOyHADWGBgYA4Wg4iIiIiIiIiIiIiIiCh7OOR1AYiIiIiIiIiIiIiIiIiyExvAiIiIiIiIiIiIiIiISFfYAEZERERERERERERERES6kuE5wDLi/v37+PHHH7FlyxacOnUKDx48AAAULVoUfn5+aN++Pd5++20UL148Ow9LREREREREREREREREpMm2BrA5c+Zg/PjxiIqKAgCIiLbs9u3bCAoKwqZNmzBp0iRMnjwZI0aMyK5DExEREREREREREREREWmypQFs1KhRmDlzptboVbhwYfj7+8PT0xMAEBISguPHjyMsLAxRUVH4v//7P1y/fh0zZ87MjsMTERERERERERERERERabLcAPbvv/9ixowZAABvb2/MmDED3bp1g5OT+a4TExPx559/YtSoUbhx4wZmz56N559/Hh07dsxqEYiIiIiIiIiIiIiIiIg0DlndwZw5cwAAZcqUwcGDB9GzZ0+Lxi8AcHR0RM+ePXHgwAGUKVMGADB79uysHp6IiIiIiIiIiIiIiIjITJYbwA4dOgSlFMaOHYvSpUunu36pUqUwduxYiAgCAgKyengiIiIiIiIiIiIiIiIiM1luAIuKigIANG7cOMPbmNY1bUtERERERERERERERESUXbLcAObt7Q0AiI2NzfA2pnW9vLyyengiIiIiIiIiIiIiIiIiM1luAOvcuTMAYOPGjRne5u+//zbbloiIiIiIiIiIiIiIiCi7ZLkBbOTIkShevDhmzpyJvXv3prv+vn378PXXX6NEiRIYOXJkVg9PREREREREREREREREZCbLDWBlypTB33//jVKlSqFdu3b48MMPcfz4cYiIto6I4Pjx4/jPf/6Dtm3bolSpUti4cSOHQCQiIiIiIiIiIiIiIqJspyR5S1UaKlWqlOby6Oho3L17F0opAEC+fPlQtGhRKKVw//59xMXFATA2hpUsWRJubm5QSuHKlStZ/AikVxEREShUqFBeF4OIiMgqhYeHw8PDI6+LoWvMRYiIiFLHXCR3MB8hIiJKWUZyEaeM7iwwMDBD65na02JjY3Hnzp0U17l79y4AaI1lRGlhUm37lFLIYFs7WTHGUR8YR9vHP4LkPuYito/3Pn1gHPWBcbR9zEXyBvMR28Z7nz4wjvrAONq+zOQiGW4Ae/vtt5+5QERERERERERERERERES5JcMNYEuWLMnJchARERERERERERERERFlC4e8LgARERERERERERERERFRdmIDGBEREREREREREREREekKG8CIiIiIiIiIiIiIiIhIVzI8B1hqfvrppyxt/9Zbb2W1CERERERERERERERERESaLDeAvfPOO1BKPdO2Sik2gBEREREREREREREREVG2ynIDGACISHbshoiIiIiIiIiIiIiIiCjLstwAdu3atXTXiYqKwsWLF7Fs2TKsWrUKzZs3x/fffw83N7esHp6IiIiIiIiIiIiIiIjITJYbwMqXL5+h9WrUqIFXXnkFK1asQJ8+ffD+++9j8+bNWT08ERERERERERERERERkRmH3D5gr1698Pbbb2P79u1YsGBBbh+eiIiIiIiIiIiIiIiIdC7XG8AAYyOYiGDp0qV5cXgiIiIiIiIiIiIiIiLSsTxpAPP09AQAXLhwIS8OT0RERERERERERERERDqWJw1gN27cAADEx8fnxeGJiIiIiIiIiIiIiIhIx3K9ASw+Ph5ffvklAKBKlSq5fXgiIiIiIiIiIiIiIiLSOaes7sDUmystBoMBYWFhOHz4MObOnYvTp09DKYXevXtn9fBEREREREREREREREREZrLcAFaxYsVMbyMiaNq0Kf7zn/9k9fBEREREREREREREREREZrI8BKKIZOpVpEgRjB07Flu2bIGLi0t2fAYiIiIiIiIiIiIiIiIiTZZ7gC1ZsiTddRwcHODu7o6KFSvCz88Pjo6OWT0sERERERERERERERERUYqy3AD29ttvZ0c5iIiIiIiIiIiIiIiIiLJFlodAJCIiIiIiIiIiIiIiIrImbAAjIiIiIiIiIiIiIiIiXcnyEIhPO3LkCLZs2YLTp0/jwYMHAICiRYvCz88P7du3R/369bP7kERERERERERERERERESabGsAO3XqFAYNGoRDhw6lus64cePQuHFjLFiwALVq1cquQxMRERERERERERERERFpsmUIxC1btqBRo0Y4dOgQRAQiAicnJ3h6esLT0xNOTk7a+wcOHECjRo2wdevW7Dg0ERERERERERERERERkZksN4Ddu3cPPXv2RGxsLJRSePfdd3Hw4EFERUUhKCgIQUFBiI6OxqFDhzBw4EA4OjoiNjYWPXv2xP3797PjMxARERERERERERERERFpstwANnv2bISHhyNfvnzYsGEDvv/+ezRs2BBOTkmjKzo6OqJBgwZYsGABNmzYAGdnZ4SHh2P27NlZPTwRERERERERERERERGRmSw3gG3YsAFKKbz33nvo1KlTuut37NgR77//PkQEGzZsyOrhiYiIiIiIiIiIiIiIiMxkuQHs2rVrAICuXbtmeBvTulevXs3q4YmIiIiIiIiIiIiIiIjMZLkBLCYmBgBQoECBDG9jWjc2NjarhyciIiIiIiIiIiIiIiIyk+UGsFKlSgEAjh07luFtTOt6enpm9fBEREREREREREREREREZrLcANayZUuICKZOnYqIiIh014+MjMS0adOglELLli2zengiIiIiIiIiIiIiIiIiM1luABs8eDAA41xgzz33HA4fPpzquocPH0arVq1w5coVs23z0qRJk6CUglIqy/vasGEDOnXqhOLFi8PR0RFKKRQuXFhbbjrOpEmTsnwsIiIiIiIiIiIiIiIiSplTVnfQvHlzDBs2DN999x1OnTqFxo0bo2bNmmjcuDFKliwJpRRCQkJw8OBBnDlzRttu2LBhaN68eVYPbzW+++47DB8+PK+LkSciIyOxcOFCrFu3DqdPn0Z4eDhcXV1Rvnx5PPfccxg6dCj8/PzyuphERERERERERERERGQnstwDDADmzJmDkSNHQikFEcHp06exePFiTJ06FVOmTMHixYtx+vRpiAiUUhg1ahS++eab7Di0VYiOjsa4ceMAANWrV8eqVatw7NgxnDp1Cvv378/j0mXO0qVLtZ5qgYGB6a5/7Ngx1KxZE//3f/+HHTt24N69e4iPj0dkZCROnz6N7777DnXr1sW0adNyvvDW6LPPAKWMLycnICAg49smJAD+/knb164NxMfnXFkpdYyj7WMM9YFxJMo8Xjf6wDjqA+OoD4wjUebwmtEHxlEfGEd9YBwzR7LRqVOnZNiwYVK1alVRSpm9qlatKsOGDZNTp05l5yGzbOLEiQJAsnIqdu7cqe3jr7/+SnU90zoTJ0585mPltCVLlmjlvHbtWprrhoWFiaenp7b+c889J7/99pscPHhQNmzYIB9++KE4Oztry3/77bdMlSU8PFwASHh4eBY+UR6LixOpXVsEML78/IzvZcTkyUnbOTqKBATkbFlzUDbfanIf4ygiNh5HxlDDONp+HHVRP9oIXZxrXjciYuP3PhHG8QnGkXG0CoyjPupHG2Lz55vXjIjw3sc4WgnGUUQYRz3EMTN1Y45FOzY2VoKDgyU4OFhiY2Nz6jBZlh0NYMuWLdP2cfHixVTX01sD2FdffaWt27NnzxTXWbt2rbZOzZo1M1UWm0/yTA4fNt5QTDeXjMT/zBkRF5ekbUaNyvFi5iSbr1hEGEfRQRwZQxFhHPUQR93UjzZAN+ea143t3/tEGEdhHBlHK2LncdRN/WgjdHG+7fyaEeG9j3G0Iowj46iDOFpFA5ityI4GsIw2GumtAaxbt27auidPnkx1PX9/f229iIiIDJdFF0meyejRSTcXZ2eRtHpCJiaKNGmStL6Pj0h0dO6VNQfoomIRYRz1EEc7j6EI46iHOOqqfrRyujrXdn7d6OLeJ8I4Mo6MozWx4zjqqn60Abo533Z8zYjw3sc4WhnGMa+LkD3sOI6ZqRuzZQ4wPXn48CEmTpyImjVromDBgihatCjatGmD3377zWLd1q1bQymFfv36ae9VrFhRm0NLKYUdO3Zk6vgGgwG//PILXnzxRZQqVQr58uVDiRIl0KZNG3z33XeIi4tLc/vTp09j8uTJ6NSpE7y9veHi4oKCBQvCx8cHb7/9Ng4cOJDidjt27Ej3szz9eZKXpVKlSqmWqXLlyiluY1c+/RTw8TH+Pz4e6N8fSExMed1ZswBTnJQCFi4E8ufPlWJSOhhH28cY6gPjSJR5vG70gXHUB8ZRHxhHoszhNaMPjKM+MI76wDhmTFZb2xISEmT//v3y5Zdfyrvvvivdu3eXjh07So8ePWTQoEEyY8YMOXjwoCQmJmb1UDkieQ+wq1evSuXKlbWfn3716tVL4uPjtW1btWqV6rqm1/bt27X1Te+l1gPs/v370rx58zT35+vrK4GBgSluv3379nTLA0DGjBnzzNsm/zz/93//l6keYMWKFUs7GE/RzVNOJjt3iiiV1NL+1VeW61y+LOLmlrTOsGG5X84ckA23GuvBONo+O46hCOOoB7qrH62Y7s61HV83urn3iTCOesE46oOdxlF39aOV09X5ttNrRoT3PsbRCjGO+mCnccyVIRDj4+Nl1qxZ4u3tLQ4ODum+ypcvL3PnzpWEhIRnPWSOSN4A1rBhQ3FwcJAhQ4bIli1bJCAgQBYtWiRVq1bV1vnwww+1ba9evSqnTp2SyZMna8v//fdfOXXqlPZ69OiRtn5aDWAJCQnStGlTbZ1WrVrJypUr5fDhw7Ju3Tp55ZVXtGWVK1eWyMhIi31s3rxZChQoIL169ZL58+fLjh075OjRo/LPP//IjBkzpHz58to+Fi9ebLbto0eP0v0sT3+es2fPiqOjowCQ1157LcXz+9dff2n7Gz9+fKZio6skz2TYsKSbTf78IpcuJS0zGERat05aXq6cSCaGjLRmuqpYRBhHPbDTGIowjnqgy/rRSunyXNvpdaOre58I46gXjKM+2GEcdVk/WjHdnW87vGZEeO9jHK0U46gPdhjHHG8Au3fvnrRs2VJr3FJKpfsyrdu2bVu5f//+sxw2RyRvAAMgy5Yts1gnIiJC6tSpIwDEwcFBTj01nmZ2zAE2d+5cbflbb70lBoPBYp1x48Zp64wePdpieWhoqISFhaV6/NjYWOnQoYMAkPLly6fYGJmZOcBERObPn681grVp00aWL18uhw4dkr///lv+7//+T/LlyycApFOnTmaNZxmhuyRPxHiDKVcu6abTqpXxRiQiMm9e0vuAyMaNeVrU7KS7ioVxtH12GkMRxlEPdFk/Wildnms7vW50de8TYRz1gnHUBzuMoy7rRyumu/Nth9eMCO99esE46gPjaPtytAEsISFBGjdurDV8OTg4SKdOneSrr76SrVu3yvHjx+Xy5cty7Ngx2bx5s3z55ZfSoUMHs/WbN29uNUMiJm8Ae+mll1Jd7+DBg9p6w4cPN1uWHQ1gvr6+AkBKlCghEam0wsbHx0v16tUFgBQpUkRiYmIy9BmTO378uFaOw4cPWyzPbAOYiMihQ4fk1VdfNWtITN5bbdGiRWZDR2aU7pI8k7//Nr/xzJsncuOGiLt70ntvv53XpcxWuqtYRBhHPbDDGIowjnqg2/rRCun2XNvhdaO7e58I46gXjKM+2FkcdVs/Wildnm87u2ZEeO/TC8ZRHxhH25ejDWCTJ0/WGrLq1asnZ86cydB2p06dEn9/f23bqVOnZvbQOSJ5A9gff/yR5ro1a9YUAFKtWjWz97PaAHb79u1UG9eeNm3aNG3dffv2pbluTEyMXL9+Xc6cOaMNYXjs2DFt+0WLFllsk9kGsPDwcBkyZIh4eHik2ACmlJLWrVvLnj170t1XSvvWXZJn0rdv0s3H3V2kZcukn0uVEnnwIK9LmK10WbGIMI56YGcxFGEc9UDX9aOV0fW5trPrRpf3PhHGUS8YR32wozjqun60Qro933Z0zYjw3qcXjKM+MI62LzN1owMyIT4+Ht988w2UUvD398fevXtRo0aNDG3r5+eHffv2wd/fHyKCr7/+GgkJCZk5fI5r2LBhmssbNWoEALh48SLi4uKy7binT5/W/t+4ceM0102+PPl2JlFRUZgyZQrq1KmDAgUKoHz58qhZsyZq1aqFWrVqwd/fX1v33r17WSp3cHAwmjVrhvnz5yMhIQFTpkzBlStXEBcXh/v372P16tWoWbMmduzYgbZt2+L333/P0vF0ZdYswNPT+P/ISGD37qRl334LFCmSJ8WiTGIcbR9jqA+MI1Hm8brRB8ZRHxhHfWAciTKH14w+MI76wDjqA+OYokw1gK1fvx6hoaFQSuGXX36Bq6trpg7m6uqKn3/+GUophIaG4q+//srU9jmtZMmSaS73fPILJCIICwvLtuM+ePAgw2UoVapUitsBQGBgIGrVqoVx48bh5MmTSExMTHNfjx8/fobSJnn//fdx5swZKKWwYcMGjBkzBpUqVYKzszOKFi2KV155Bfv374evry/i4uLQv39/hISEpLq/2NhYREREmL10q2hRYO5cy/d79ABefTX3y0PPhnG0fYyhPjCOlE2Yi4DXja1hHPWBcdQHxpGyid3kI7xm9IFx1AfGUR8YxxRlqgFsz549AID27dujevXqz3TAGjVqoEOHDgCA3clbIa2AUiqvi5ClMvTt2xfXrl2DUgr9+/fHpk2bcPPmTcTExMBgMEBEzBrFROSZjxUWFoY///wTgPH3oXXr1imuV7BgQYwfPx4AEB0djeXLl6e6zylTpqBQoULaq2zZss9cPpvg4wM4PHUJjhuXN2WhZ8c42j7GUB8YR8oGzEXA68YWMY76wDjqA+NI2cCu8hFeM/rAOOoD46gPjKOFTDWAHTlyBEoptGvXLksHbdeuHUQER44cydJ+sltavZOSL1dKoUg2dhksWrRohssQHByc4nbnz5/XGijHjRuHRYsWoUOHDvD29oaLi4vWsPZ0r7FndeHCBRgMBgBAvXr10ly3fv36ZuVMzdixYxEeHq69bt68mS1ltUoJCUD//sCTc6j57LO8KQ89G8bR9jGG+sA4UjZhLgJeN7aGcdQHxlEfGEfKJnaTj/Ca0QfGUR8YR31gHFOUqQYwU6Vbu3btLB3UtP3169eztJ/sFhAQkKHlPj4+yJcvX7Yd18/PT/v/wYMH01z30KFDKW535swZ7f+vvfZaqtsfPnw4zf1ntAeak5OT9v/05nKLj49Pcbunubi4wMPDw+ylW9OnA0ePWr6/ejXwxx+5Xx56Noyj7WMM9YFxpGzCXAS8bmwN46gPjKM+MI6UTewmH+E1ow+Moz4wjvrAOKYoUw1g4eHhAJDl3k+m7U37sxY//vhjqssCAgJw+vRpAMYh/7JTmTJl4OvrCwBYsWIFHj16lOJ6iYmJWLp0KQDjOUze8yp5I1RUVFSqx5o/f36aZUk+r1tsbGyq61WoUEFrLEtvKMudO3dq/69YsWKa69qFCxeATz9N+nnUKODJsKAAgPffBx4+zPViUSYxjraPMdQHxpEo83jd6APjqA+Moz4wjkSZw2tGHxhHfWAc9YFxTFWmGsBME28WLFgwSwctUKAAACAyMjJL+8lu69atw4oVKyzef/ToEQYPHgwAcHBw0P6fnYYPHw4ACA0NxQcffJDiOp9++inOnj0LABg4cCBcXFy0ZT4+Ptr/TY1kT5s3bx7Wrl2bZjlKly6t/f/KlSuprle8eHE0adIEgLFXWmqNh9evX8fnn38OwNi7rHPnzmkeX/dEgAEDgJgY488+Psab04IFgJub8b07d4CRI/OujJQ+xtH2MYb6wDgSZR6vG31gHPWBcdQHxpEoc3jN6APjqA+Moz4wjmmTTFBKiYODg5w5cyYzm1k4ffq0tq+8NnHiRAEgAKRBgwbi6Ogow4YNk23btsnhw4dl8eLFUq1aNW2d999/32IfS5Ys0ZZfu3Yt1WOZ1pk4caLFsoSEBGnatKm2Ttu2bWXVqlVy5MgR+euvv+TVV1/VllWuXFkiIyPNtjcYDOLn56et06tXL1m/fr0cPnxY1qxZIz169BAA0rx58zTLERERIa6urgJA6tWrJ5s2bZILFy7IpUuX5NKlSxIdHa2tu337dnF0dBQAopSSvn37yvr16+XYsWOya9cu+eyzz6RYsWLa8QYMGJDhuIiIhIeHCwAJDw/P1HZW7ZtvRIy3JRGlRHbsSFo2Y0bSMkBk27a8K2c2y+StxvoxjrbPTmMowjjqgS7rRyuly3Ntp9eNru59IoyjXjCO+mCHcdRl/WjFdHe+7fCaEeG9Ty8YR31gHG1fZupGNoAlawC7evWqVKxYUfv56Vf37t0lPj7eYh/Z0QAmInL//n2zBqqUXr6+vhIYGJji9seOHZMiRYqkum2tWrUkKCgo3XKMHj061X1s377dbN1ff/1VChQokGaZAUjv3r0lNjY21XOTEt0ledeuiRQokHTDGTzYfHlCgkjDhknLq1QRSdbgaMt0VbEwjrbPjmMowjjqge7qRyumu3Ntx9eNbu59IoyjXjCO+mCncdRd/WjldHW+7fSaEeG9j3G0QoyjPthpHDNTNzplrJ+Yue+++w4lS5Z8lk0BAHfv3n3mbXNSxYoVceTIEUyfPh2rV6/G9evX4ezsjDp16mDQoEF44403cvT4RYsWxa5du/Drr79i2bJlOHbsGB48eAAPDw/UqlULPXr0wMCBA5EvX74Ut69bty6OHz+OKVOmYOPGjQgKCoK7uzuqVKmCXr16Yfjw4WZzfKVm6tSp8PHxwU8//YQzZ84gPDwciYmJKa7bp08fPPfcc/j++++xZcsWXLhwAREREXBxcYG3tzeaNGmCt99+G23atMnSudGFQYMA0/xs3t7Al1+aL3d0BBYtAurXB+LjgcuXgYkTLdejvMU42j7GUB8YR6LM43WjD4yjPjCO+sA4EmUOrxl9YBz1gXHUB8YxfZlpWTP12sqOl7X0ACPrpaunnBYtMu9uun596ut+8knSeo6OIkeO5F45c0gmbzXWi3HM6yJknZ3HUIRx1EMcdVU/WjldnWs7v250ce8TYRwZR8bRmthxHHVVP9oA3ZxvO75mRHjvYxytDOOY10XIHnYcx8zUjUpEJKONZQ4ODtna+KaUSrVnEVFERAQKFSqE8PBweHh45HVxnt2dO0CNGsDDh8afX38dWLYs9fVjY4G6dYHz540/+/sDhw4BTs/UYdMqKKWQiVuNdWIcbT+OjCEAxlEPcdRN/WgDdHOued3Y/r0PYBzBOAJgHK2FncdRN/WjjdDF+bbzawbgvQ8A42gtGEfGEbD5OGambsxUA9jOnTuzXLintWrVKtv3SfqgiyQPAF55BVi71vj/4sWBc+eM/6Zl716gZUtjuzwATJ0KfPxxjhYzJ+miYmEcbT+OjCEAxhGAzcdRN/WjDdDNueZ1Y/v3PoBxBOPIOFoRO4+jbupHG6GL823n1wzAex/jaEUYR8ZRB3HMVN2YrX3PiLKRLrr5L19u3hX1118zvu3w4UnbubqKXLqUc+XMYTZ/q2EcRcTG48gYahhH24+jLupHG6GLc83rRkRs/N4nwjg+wTgyjlaBcdRH/WhDbP5885oREd77GEcrwTiKCOOohzjm2BCIRLnJ5p9yunfP2BU1NNT480svAevXZ3z7yEigZk3g5k3jz61bA9u2AUple1Fzmk0/WcE4amw2joyhGcbR9uNo8/WjDbH5c83rRmOz9z6AcUyGcWQc8xzjCEAH9aONsenzzWtGw3sf45jnGEcN42j7ccxM3Zi9k3oRUZIRI5JuRu7uwLx5mdve3R2YPz/p5x07gIULs614lEGMo+1jDPWBcSTKPF43+sA46gPjqA+MI1Hm8JrRB8ZRHxhHfWAcM409wMhq2fRTTmTGpp+sIA3jqA+Mo+1j/Zh7eK71g/c+fWAc9YFxtH2sH3MXz7c+8N6nD4yjPjCOto89wIiIiIiIiIiIiIiIiMhusQGMiIiIiIiIiIiIiIiIdIUNYERERERERERERERERKQrbAAjIiIiIiIiIiIiIiIiXWEDGBEREREREREREREREekKG8CIiIiIiIiIiIiIiIhIV9gARkRERERERERERERERLrCBjAiIiIiIiIiIiIiIiLSFTaAERERERERERERERERka6wAYyIiIiIiIiIiIiIiIh0hQ1gREREREREREREREREpCtsACMiIiIiIiIiIiIiIiJdYQMYERERERERERERERER6QobwIiIiIiIiIiIiIiIiEhX2ABGREREREREREREREREusIGMCIiIiIiIiIiIiIiItIVNoARERERERERERERERGRrrABjIiIiIiIiIiIiIiIiHSFDWBERERERERERERERESkK2wAIyIiIiIiIiIiIiIiIl1hAxgRERERERERERERERHpChvAiIiIiIiIiIiIiIiISFfYAEZERERERERERERERES6wgYwIiIiIiIiIiIiIiIi0hU2gBEREREREREREREREZGusAGMiIiIiIiIiIiIiIiIdIUNYERERERERERERERERKQrbAAjIiIiIiIiIiIiIiIiXWEDGBEREREREREREREREekKG8CIiIiIiIiIiIiIiIhIV9gARkRERERERERERERERLrCBjAiIiIiIiIiIiIiIiLSFae8LgBRakQEABAREZHHJaHswDjqA+OoD4yjbTPFz1RPUs5hLqIvjKM+MI76wDjaNuYiuYv5iH4whvrAOOoD42jbMpOLKGHGQlbq1q1bKFu2bF4Xg4iIyCrdvHkT3t7eeV0MXWMuQkRElDrmIrmD+QgREVHKMpKLsAGMrJbBYEBQUBDc3d2hlMrr4uSIiIgIlC1bFjdv3oSHh0deF4eeEeOoD4yjPthDHEUEkZGRKFOmDBwcOJp1TmIuQraCcdQHxlEf7CGOzEVyF/MRsgWMoT4wjvpgD3HMTC7CIRDJajk4ONjN02QeHh66vSHZE8ZRHxhHfdB7HAsVKpTXRbALzEXI1jCO+sA46oPe48hcJPcwHyFbwhjqA+OoD3qPY0ZzET6qQ0RERERERERERERERLrCBjAiIiIiIiIiIiIiIiLSFTaAEeUhFxcXTJw4ES4uLnldFMoCxlEfGEd9YByJMofXjD4wjvrAOOoD40iUebxubB9jqA+Moz4wjuaUiEheF4KIiIiIiIiIiIiIiIgou7AHGBEREREREREREREREekKG8CIiIiIiIiIiIiIiIhIV9gARkRERERERERERERERLrCBjAiIiIiIiIiIiIiIiLSFTaAERHZKRHJ6yJQKkQEBoMhr4tBRESUo5iLWC/mIkREZA+Yi1gv5iKUXdgARkQAWOnbi+QJhFIqj0tDT0seGwcHYxUdHByM6OjovCwWZUJqSTrvsUTp43ViH5iLWDfmIraPuQjRs+N1Yh+Yi1g35iK2z9pyESW8uxPZLYPBAKUUK3w7YDAYtMQBACIiInDq1CnExMSgadOmcHNzy8PS0dMOHDiAtWvX4ujRowCAdu3aYcCAAShWrBhEhNesFUrpfnr9+nUUKFAAxYsXz8OSEVk35iL2g7mIbWEuYnuYixA9G+Yi9oO5iG1hLmJ7rDUXccqzIxNRnjNV/FevXsWGDRtw4cIFVKhQAcWKFUO7du1Qrly5PC4hZRcHBwcYDAasX78ev/zyC/bu3YvExESEhYXh008/xdixYy2SQcodpsTt0aNHWLVqFebMmYNjx46ZrXP58mU0btwYrVq1YpJnpZLfT3/55Rf8/fffiIyMROHChZGQkIDevXvjpZdego+PD5N1omSYi9gP5iLWi7mIPjAXIXo2zEXsB3MR68VcRB+sNRdhDzAiO2OqzKOjo7FmzRp899132LdvH4CkZAAAfH19MWHCBPTu3Tsvi0vZZP369Zg6dSr279+vvVe9enXcvHkTtWvXxt69e/OwdAQAc+bMwWeffYZ79+6hTJkyePHFF+Hv7w+DwYDChQvjpZdeQqFChfK6mJSM6X6amJiIffv2Yd68eVi+fLm2PH/+/Hj8+LH2c/Xq1bF8+XLUrl07L4pLZDWYi9gn5iLWj7mI7WEuQvRsmIvYJ+Yi1o+5iO2xhVyEDWBEdigqKgqjRo3CokWLEB8fjwIFCqBJkyZwcnLC4cOHERERob3/77//olmzZnxK0AaZKqE9e/bgP//5D44cOYIqVaqgV69eaNu2LYoWLQonJydUqlSJXf3z2PTp0zF69GgAwIgRI9CvXz/4+vrC0dGRT5/ZgD///BNfffUVDh48iPz58+P5559Hp06d4OrqimvXrmHFihW4fPky4uPj0blzZ0yePBl16tThfZXsGnMR+8BcxHYwF7FtzEWIMo+5iH1gLmI7mIvYNqvORYSI7EpcXJz069dPHB0dxcHBQQYOHCgBAQESHBwsDx48kFu3bkn//v3FwcFBlFLy+uuvi4iIwWDI45LTs7h//774+PiIUkqee+452bFjh8TFxVmsx/jmnWvXromfn58opWTIkCFy9+5di3USEhLyoGSUnsTERJkwYYI4OTmJUkoaNGggy5Ytk7CwMLP1zp49K++++64opaRYsWIyYcIEEeF1R/aLuYh9YS5i/ZiL2C7mIkTPhrmIfWEuYv2Yi9guW8hF2ABGZGf27dsn7u7uopSSjh07ys2bNyUxMdFsnevXr0uzZs1EKSUFChRIMTEg2zBmzBhRSkndunXl3LlzZssMBgMTiGyU/HxmpAI3rfPVV1+JUkr8/Pzk9u3bZuskj8/T1ynlDIPBkOK5fjqmpp/feustUUpJ69atZe/evRbbmtYLDAwUpZQopaRDhw4SERGRQ5+AyPoxF7EvzEVyD3MRfWAuQpTzmIvYF+YiuYe5iD7oLRdh/0EiHUhMTERiYmKa65jGsN62bRsePXoEd3d3vP766/D29rboSlyuXDn4+fnByckJBoMBp06dyrGyU/oMBgPkGUarDQsLw44dOwAAHTt2RPXq1SHGBx+0LsaOjo7ZXFr7Y4qN6XyGh4dr12NacVNKITo6GocPHwYA1KxZE2XKlEFsbKy2jik+wcHBZtep6Xqm7CEi2jlVSsHBwQGPHj1CQEAA7t69i8jISIsu+ab1e/TogWbNmuHnn39Gs2bNLO6nSikYDAaUL18ezZs3BwA8fvwYwcHBufDJiHIPcxF9Yy5i3ZiL2D7mIkRZx1xE35iLWDfmIrZPz7kIG8CIdMDR0RGOjo5pVioODg5ISEhAWFgYACAyMhL+/v4AzCuj+Ph4AEDZsmWRkJCA2rVro2zZsjlYekqNKS4ODg5QSuHChQtYuXIl7t27Z7Y8Nffv30dAQAAAY2UEGCsd0+vhw4fYtGkTdu3ahXv37jF5eEamBGD16tV4/vnnUaRIEfz0008A0k/I3NzctGS8WbNmAAAXFxcAwObNmzF8+HBUrVoVXbt2Re/evTF9+nRER0dz/OtsZkruAGDdunXo2bMnatasiddffx1NmjRBs2bN8OWXX+LGjRsAjHE1JeEvvfQSVqxYAW9v71TjbUocy5UrBwAIDQ2Ft7d3LnwyotzDXESfmIvYBuYito+5CFHWMRfRJ+YitoG5iO3TdS6S433MiCjHnTlzRtq3by9t2rSR+Ph47f3ExESzn0VEJkyYIIUKFRKllMyaNUtELMfRvXfvnrRv316UUjJ06NCc/wCUqqioKPnpp5+kQYMGopQST09P2bRpk4ik35181apVUqRIEVFKyZYtW7T3N2zYIN26dRMXFxdtn8WKFZOPPvpIgoODc/Tz6IXp3EdGRsratWu168X06tGjh9l6qbl+/bo0adJElFIyevRoERHZu3evtGrVymx/yV9t2rSRs2fP5uwHtDPXr1+Xr776SqpXr252rj08PMx+btiwoUUX/YyOV52QkCA+Pj7i4OAg9erVk6ioqJz4KER5hrmIfjEXsU7MRfSFuQhR1jEX0S/mItaJuYi+6DkXYQMYkY2Lj4+X6dOnazeiw4cPi8FgsLj5mMar3r59u9SoUUOUUuLr6yv79+8XkaTxXa9cuSKjRo0SV1dXGTx4sDx8+DDXPxMZ7d69W9555x1xc3Mzq3imTp2a5namsXZ///13UUpJmTJlZNWqVSIiMnDgQLOKq0KFCmY/t2/fXnbu3Gm2H0pZTEyMzJo1Sxo0aCDOzs7i6uoqBQoUEEdHRylatKjcvHlTRNJOBC5fvixVq1YVpZS8+OKLkpCQID169BCllBQuXFiGDBkiP//8swwYMECbEFYpJS+99JKW7HGi3mcXHx8v//zzj3Tr1k07t9WrV5cxY8bIb7/9Jr/99pv8/PPP0rhxY3F2dhallEyaNOmZxog/ffq0lC1bVpRS8vHHH4sIJ/El/WAuol/MRawbcxHbx1yEKHswF9Ev5iLWjbmI7bOHXIQNYEQ6sG/fPqlXr54opeSzzz7T3j958qQMHz5cGjduLKdOnRIRy8SwTJkyMnz4cJk9e7Z8+eWX8txzz2nL/Pz8ZMiQIbJo0SKLSSgpZy1evFiaNm0qjo6OopSSihUrak9ddO/eXa5duyYiaVfyR44c0WK5YMEC+fbbb8XNzU1Kly4tn376qVy4cEHOnTsnP/zwg3Tp0kVbt1mzZkzyMmDAgAFmSfLAgQPlxRdf1H6ePXu2iKRfmZsSvXbt2kn//v21p5lu3Lhhtt7Fixfl1VdfFaWMkzB/8MEHOfbZ7EVCQoJUqlRJlDJOiPzFF1/ImTNnJD4+3uza2rdvn7Rt21aUUlKrVi25f/9+ho9h2s/3338vSilxdXWVjRs3ZvtnIcprzEX0h7mI9WMuYvuYixBlH+Yi+sNcxPoxF7F99pCLsAGMyIaZbiAPHz6Ujz76SJRS4uPjI5MnTxZfX1+zSmjt2rVmlff8+fOlbt26UqJECSlTpozZukopqVatmjg5OYmDg4MopaRq1apy4MCBvPqoduXx48dSvHhxLRZdu3aVv/76S9555x0tFqtXrxaRtBO9gIAA7ffg7bfflho1aoijo6P8/PPPFuveu3dPWrZsqSWWixYtktjY2Jz6iFYtMTExzfNquo4+/fRTKV68uHTt2lV27NghIiKHDx8WJycnUUpJixYt0jyOKQEcPHiwKKWkVKlSUrBgQSlUqJDs2bNHWyd5WS5fvqwlJr6+vto1yaedLKUXR9P579Spk9SqVUu2bt0qjx49MlvHtH1MTIwMGTJEe9rp8uXLZsvTExsbK23atBEHBwepU6cOnyAlXWEuok/MRfIWcxF9YC5ClDuYi+gTc5G8xVxEH5iLGLEBjEgHoqKiZMiQIeLk5KRV1EopKV68uPTv31+WL19ucWMxGAwSFhYmO3fu1MZR9vX1lVmzZklgYKDcunVL9u3bJ++++66WdLRu3Vqr0FixZF5CQkKGu/ZOmTJFGjdubPZExKpVq0QpJQ4ODjJ27NhUEzFTbC5cuCAdO3YUpZTky5dPlDJ2EX96PdN46OvXr5fatWuLUkpeeeUV7Wkqe5KR32tTonft2jX59ttv5erVq2bLTecwf/78cvz4cbNtUmKKq+na9fX1TXF9U9k+//xzUUpJkSJFZPLkyRkutz3JTBwz+tTSm2++KUopKVmypBw8eDBT5Tly5Ig27vzXX3+dqW2JbAVzEdvAXMT6MRfRB+YiRLmPuYhtYC5i/ZiL6ANzkSRsACOycXfv3tW6+Zte5cuXl8WLF8vFixe1Ma6fZroRjhw5UutafOnSJW256SYYFhYm06ZNE6WUFCxYUEaOHJnzH0rnMlIJBQcHy6FDh7QnXQwGg1y6dElLIjp16iSnT59Oc3/x8fEybNgw7ckbpZTMnTtXW/a00NBQee+990Qp4wSwu3fvzsKntD2m83j8+HGZPXu2xVNEKY0hn5wpiZ84caJ2vsePH2+2LCUXLlyQ8uXLa9u88cYbFhOKJi/H1atXtcSwb9++EhMT8wyfVr+eNY7Jk+vkE2UbDAb5448/pFixYqKUkueffz7DZTHt88MPPxSllJQtW9Yuv0CR/jEXsT3MRawTcxF9YC5ClPuYi9ge5iLWibmIPjAXMecAIrJaiYmJMBgMFu+LiPb/ggULok2bNqhSpQratGkDAHj8+DG6dOkCHx8fODs7p7hvpRTWrVuHGTNmwMPDAxMmTECVKlVgMBggInBwMN4eChcujLfeegulS5dGVFQUzp07h+vXr+fAp9W/s2fPokOHDmjXrh0SEhK09w0Gg9nPAODp6YmGDRvC0dERSikopeDl5YVOnToBAM6cOYOjR48CMMbyaSICJycnNGzYEJ6entr79+7dAwAtvskVL14ctWvXRsGCBXH37l3cuXNH25c9UErhxIkT8Pf3x4cffohdu3YBMMYnMTFRi4OJ6byY/jUt69mzJ9zc3AAAa9euBQA4Ojqmetzy5cujS5cu2s8XLlyAu7u7xXlXSkFE4Onpidq1a2u/N7GxsVn96LqS2TiaJL8mHBwc4OTkBAD4+eef8cUXX+DBgwdo1qwZvvjiC2299K4NBwcHhISEYNGiRQCAHj16oEKFCln9iES5irmIvjAXsW7MRfSBuQhR9mIuoi/MRawbcxF9YC7yVBly9WhElC7TzQgwVg4ODg4ICwvDxYsXERcXB4PBAKWUlgDmz58fn3zyCQ4fPowPPvgAJUqUQGhoKLZu3ZrucbZt2wbAmMy1aNECgPHG9PRNsFixYmjbti0AICgoCPHx8dn6me1BQkICNm7ciK1bt2LHjh04ceIExNgL16xSSSmxN8mfPz/at28PBwcH3L59G4cOHUJERESax33uuedQt25dAMbfp3PnzgGwTPRMFVaRIkW0LwcnT558ps9qy+rUqYPy5csDAI4fP467d+/C0dERjo6OuHPnDhYsWIC//voLgGWCZzqnNWvWRMOGDQEA586d065F03X9NBcXF/Tu3Vv7+ciRI7h69WqKyYhSCvfv30ehQoUAALdu3YKHh4fdJOMZlVYcg4ODzeKY0jV37tw5jBw5EqVLl8Y777yjfakqW7YsTpw4gTNnziA+Pt7sXpya7777Do8ePYKHhwe6d++e6jGJrAlzEX1iLmIbmIvoA3MRoqxhLqJPzEVsA3MRfWAukoQNYERWxsHBAY6OjoiLi8Py5cvRtWtX+Pv747XXXkP9+vUxdOhQnD9/3mybwoULw8PDAzVr1kTjxo0BAL///nu6xzl48CAAoGTJkggMDARg3nJv+n9MTIyWUFy8eBFFixbNls9qT5ycnNCsWTP4+/sDADZu3Kg9cXHq1Cm89957aNKkiUVsn+bn56cl5ceOHdMSt5SeigGASpUqoUOHDnB3d0diYiKuXLmC06dPAzCvbExPWhUvXhxhYWFwdXVF2bJlzfald3FxcQCAvn37AjBW9vv378cff/yBtm3bwsvLC0OHDsWPP/4IIOWnxUzJXM+ePQEYz7HpWkzrPDZv3hwdOnTQfl6yZIn2/6eTAkdHR+zfvx8A0KhRI+3LHxmlFMcDBw7gjz/+QLt27VCmTJl04zh06FDMnDkTISEhqFChAl5++WU0btwYmzdvRv/+/dGqVSv07NkTN2/eTHF7wHhNhoeHY8OGDQCANm3aoEmTJmZPkpo8fvw41S8CRHmBuYg+MRexfsxF9IG5CFHWMRfRJ+Yi1o+5iD4wF7EsCBFZkdu3b8uMGTPMxr5NPoGrUkpq1KghK1asEBHzcVujoqJkypQpopQSFxcXuXz5corHMI2/Onz4cFFKSbVq1WT16tUikvKYvFFRUVp5mjZtKqGhoTnwyfXLFJ+HDx/KRx99JEop8fHxkcmTJ4uvr69ZbNeuXZvmvmJjY2Xq1KmilJJixYppY1enddxLly5Jt27dRCklhQsXlv/+978iIimOg/7JJ59oE8MeOXLkWT+yTQsMDNSuu+TXnrOzs3Ts2FHWrFmT7hjyQUFB2tjIZcuWlcjIyFSPZ7rmNm3apF1n5cuXl3///ddi3bCwMBkxYoQ4OjqKq6urbN++PesfWKeuX7+eahw7dOiQZhxXrVolL7/8sqxatUoCAwMlJCREHjx4IA8fPpShQ4dqE7f26tVLzpw5IyKWY2Wb9qOeTNBsumebxMbGyrlz5+Tbb7+VNm3ayPfff2+xH6K8wlxEf5iL2BbmIvrAXITo2TEX0R/mIraFuYg+MBcxYgMYkRW5d++eDBs2TNzc3EQpJfXr15fx48fLr7/+KgsWLJD//e9/UrFiRVFKSZUqVeTKlSsW+9iyZYtUqlRJlFIyZ86cNI+3YsUKUUqJk5OT9OzZM8Wb3tWrV6Vnz57aTfLrr78WkYxNWErmoqKiZMiQIeLk5GRW8RQvXlz69+8vy5cvl4cPH6a7n/3790vhwoVFKSVvv/22BAcHi0jaMdm7d69W4RQsWFCOHj1qtjwuLk7WrVsnnp6eopSSbt26pbtPPZo5c6YUL15clFJawlu7dm2ZPn26BAQESFRUVLr7MJ2z7t27azFetmyZiKQ96avBYJDp06dLgQIFRCkllSpVknXr1klwcLCEhobKtWvXZNq0aVoC+cYbb8ijR4+y54PrTFbjaDAYUpwQWcR4HY8fP167dj/55BNtGxNTstaiRQtRSkmTJk20CXxv3Lghv/32m7z22mtSqFAh7Xfkueeey46PTpRlzEX0jbmI9WMuog/MRYieHXMRfWMuYv2Yi+gDc5EkbAAjygUZabmOi4uTDz/8ULshffPNN3Lz5k1JSEgw2/748eNSokQJUUrJ+PHjJSwsTESSKpCbN2/KG2+8IUopadmyZao3KxGR8PBw8ff312407733nhw9elQuX74s165dkw0bNkifPn2kQIECUrBgQRk0aJB2s6LMuXv3rtSrV8/sqaby5cvL4sWL5eLFi6k+cZGSe/fuaU8u1a1bV7Zs2SIiqSdlpvdHjhwpJUuW1I49adIkWbNmjezZs0dmzpwptWvX1r5gBAQEZP1DW5nk19LT58r0/ogRI0QppSW8ZcqUkcWLF2f6OCIiK1eu1GL9yiuvpHjcpxkMBvn444/F3d1dlFJSqFAhKVu2rLz44otStmxZbX99+vRJ8+kpPcutOKYlKChIi0W7du1SvC9u2rRJ3NzcxNnZWSZMmCCHDh2SIUOGmD3FqpQSf39/mTNnjty/fz/bykeUEuYixFwk7zEX0QfmIkTPhrkIMRfJe8xF9IG5SOawAYwoHaYbycGDB2XOnDlat870btiJiYmpJlkpJX6JiYkyb948qVixoqxfv14eP35ssU5MTIzEx8fLK6+8ot0gduzYYbbP+Ph4+e6777SbyOHDh9P8XL///ruULl1alFKSP39+cXZ2ljp16kj16tW1fTg6OsqgQYPk+vXraX5me/V0Mm6S/HckOjpaPvroI/Hx8ZG2bduKUkpKliwpd+/efabjff/996KUEjc3N/niiy/SXN9UtujoaJk7d66WRJhibnqyzpQ4moZ90IOUrsOnY5WYmKi9d+fOHfn777/l7Nmz2jkZOXKkREdHi0jmnvyKjo7WKvUiRYrIzZs309yH6f2YmBhZs2aNNGjQQJRS4urqqpWlcuXK8tVXX8mdO3cyXR5blpdxTKksIklPMTVq1EhOnDhhtk58fLz0799fu8ZM91jTy8vLS8aNGyfnz59/5nKQfWEuwlwkPcxFrBdzEX1gLkL2jrkIc5H0MBexXsxF9IG5yLNjAxhRGkxPEqxevVqUMnYZfZbW8oMHD8rChQtl06ZNcvr06VTXCw4OTrELanR0tOzatUtGjhwpNWrUEKWMXbZdXV3l888/19Yz3bz2798vdevWFaWUTJgwwWzZ0wwGg2zbtk0aN26s3YRMFYuHh4e8++67cvDgwUx/Zr1LTEy06Lb94MEDuXDhgsTGxmqVQfLKKCwsTMLDw2XNmjXaE0fLly9/puOfPHlSypUrJ0opefXVV+Xq1asiknZXcpPdu3fLa6+9JlWqVJFq1apJsWLFpHnz5rJgwQIJDw9/pvLYgp07d8rIkSPlrbfekrFjx8qMGTNSfFrIdK107txZe5LFNDRCRhMEU9yHDh2qXVezZs0SEUnz6cPkHjx4IDt37pRffvlFZs6cyevwidyMY2qioqKkd+/eopSScuXKpfiUkulebXq5uLjIO++8I7t27crSscn+MBdhLpIa5iK2h7mIPjAXIXvDXIS5SGqYi9ge5iL6wFwkc9gARvSUmJgY+eWXX6RJkyZSuXJl7T1T8vP+++9nqDIMDAyUSZMmibe3t3aR58+fXxwcHKR79+5y8uRJbV3TTcf0r6mSSEhIkJ9//lmee+45sxtGsWLFtO7+3bt3t6jk7969q03kWr16dbl3755F+WJjY81+DgsLk23btskff/whs2bNks2bN2coabB3sbGx8ttvv0mXLl2kfPnyUrduXfHz85NBgwbJuXPnUnwC6tKlS9KlSxdRKmlM6cyKiIiQAQMGiFLGiWP/+OOPDG2X/HcrMjJSjh8/rj2Bo0e3b9+Wr776yqJ7telVo0YNiwlTTb/3f/75pyilpHTp0rJw4cJMHde0j+3bt4uTk5MoZRx6wyQ6OlouXrwot27dytoHtBN5Fcenme7Rd+7c0YYR8Pf3N+vqb0rkTU86derUSZYvX877KWUKcxHmIpnBXMS6MRfRB+YiZG+YizAXyQzmItaNuYg+MBd5dmwAI3oiMjJSpkyZoiVQppepK2afPn1EKSXNmzeXffv2iUjqreW7d++WZs2aafsoV66c1KlTR9zc3LSbft26dWXRokUiknLX/71790rLli3NytKjRw/ZsGGDiIgsWLDAopJPXp4///xT69I9bdo0uXLlikRERMiuXbtkyJAhMmLECHnw4EH2nUA7c/v2bZk+fbpZxZN8AldT5bNy5UoRMcbGFJ+oqCiZMmWK9gXg8uXLmT5+YmKi/P7779pTb5988onExcXJo0eP5Pjx4/Lzzz/LuXPnRMTy6Sd76R6+bds2ef7557V4VKhQQfr27StvvPGGtGzZUps4uVGjRqmOF16wYEFRSsmgQYMyNRZx8v2YnjrMnz+//PPPP3LgwAGZOnWqtGnTRoYOHcrrMB15GceUxMTEyGeffSb58+cXpZImwH766cYHDx4801AeZN+Yi1BmMBexfsxF9IG5CNkT5iKUGcxFrB9zEX1gLpI1bAAjeuKnn37SkryGDRvKtGnT5PDhw9qY09u3b9eeMpozZ06q+zl79qw2gWr16tVl0aJFcuXKFbl8+bIEBARoE7oqZZzI0fSUkonBYJA7d+7ICy+8II6OjlKuXDmZNGmS3Lhxw2y9/fv3a5X8xx9/LDExMdr2IiL379+X7t27i1JKChYsKI0aNdIqHNMrrWEHKHX37t2TYcOGaWNE169fX8aPHy+//vqrLFiwQP73v/9plU+VKlXkypUrFvvYsmWLVKpUSZRSaf4+peXGjRtSp04dUUpJixYtZPbs2fLf//5XWrVqJU5OTtoEoxmZbFhvdu7cKZUrVxYHBwdp3ry5fP/993L16lV5+PChdk3v3btXypQpI46OjtK5c2ezYTZMT6u8++67opSSxo0by+7du0Uk84nyyJEjtWuuTp06UrVqVV6HGWRNcRQRuXbtmkyYMEGcnZ215JJzAFB2Yi5CGcVcxPpZUx3GXOTZWVMcRZiLUM5jLkIZxVzE+llTHcZc5NlZUxxFbDMXYQMYkYgEBQVJvXr1RCklbdu2lWvXrqW4XqlSpUQpJW+99ZbFZIump0kmTJggSilxd3eXxYsXpzhp6+jRo7Vuou+//762L9M+Zs2apT05M2fOHHn06JGImI+vvGfPHvHy8hKljGO4moYOSF6pnzhxQmrVqmX2FI6bm5v069dPtm3bltXTpjsZSYji4uK0ZL127dryzTffyM2bNy0mfD1+/Lj2xWH8+PESFhYmIkkxvnnzprzxxhuilLELeEbHPzYxGAxy8eJF6dWrlyhlHJe8cOHCZglEhw4dJC4uLlP7zS23b9+WkJAQEcnYeTcYDBk6R6br0dS9+9VXX5UDBw5YnAfTMSdMmCAFCxaU/Pnza0+lJSQkaHE6cOCA9qVs5syZGf58Dx8+lOPHj8sff/whffr0MZuw1fSE29tvvy1bt27N8D6tkR7jGB0drT0Ndfv2bTl//rwEBATIN998I61atRKljPMevP7669q9myg7MBchEeYiuUmPdVhyzEVSZgtxZC5CeYW5CIkwF8lNeqzDkmMukjJbiKPechE2gBGJyK1bt0Qp4ySnprFQkydVpn9NTyzUrVtXNm3aJCLmreUxMTFSunRpUUpJ586dLY5jusHdunVL3nvvPVFKSeXKleXPP/80W69BgwailJKuXbta3BRNN7qVK1dqlYanp6csXbo0xc928+ZN+fPPP2XatGny119/6Xb8alMcDh48KHPmzJEzZ86YvZ+axMTEVCuelCquxMREmTdvnlSsWFHWr1+fYiIfExMj8fHx8sorr4hSxrFwd+zYYbbP+Ph4+e6777QYHj58OEOf8/79+7Jv3z6ZN2+evPnmm1qyb3qVKVNGxo4dqw1RYU0SEhLMktP33ntPez81BoPBIg63bt3K0PjcCxcutBjTXUTk8ePHcuTIEZk9e7b2pJhSSl5++WXtmMmZhnPo06ePNjZ1Wr9Xly9flo8//lhat26tdTE3vdq2bSvLly/PdGJvTfQex5CQEBkxYoSUL19eGjVqJA0aNDCLY8GCBeWjjz7K8D2GKKOYi9g+5iLMRZ7GXCRn6D2OzEUorzAXsX3MRZiLPI25SM7Qexz1louwAYxIjBd2zZo1RSklX375pdmysLAwbSK/06dPa08Lff755xb7OXTokJQrV06UMo4vLWI5qarJwYMHxcHBQZRSMnr0aO1pJhHRxnUdOHCgGAwGiYuLs7iZjBw5UvLly6c9wZTSJLTWfgPKLpGRkSIisnr1au0phMWLF2d6PwcPHpSFCxfKpk2b0ux+HRwcbNad2CQ6Olp27dolI0eOlBo1aohSxqEYXF1dzX5fTHHZv3+/NvzChAkTzJal5rvvvtOeykv+1Mwbb7yhJZPWZtu2bfLyyy9LgwYNZOXKldrTIrVr187wPu7duydz586VFi1aSPny5aVJkyZSu3ZtmTZtmty+fTvD+1mxYoV069ZNXFxczM6ho6OjFC5cWBtSI/kTOaanF/38/GTdunUikvZTPXv27DF76qx27doyc+ZMqxj3OCvsKY5Dhw7Vrq18+fJJoUKFpGXLljJ37twUJ88myg7MRWwbcxHmIhnFXOTZ2VMcmYtQXmAuYtuYizAXySjmIs/OnuKop1yEDWBEYuzO+c4772hPIkRFRcny5culTZs2opSS9evXaxWwn5+fKGXsemoaw9h0I9m2bZsoZZzU8bPPPkvzmPHx8dKxY0dRSskLL7wgFy5cEBFjsjBu3DhRSknFihUtnliJioqSxYsXi1JKhg4dKr179xallPj6+srOnTuz+9RYrZiYGPnll1+kSZMmUrlyZe09U5fqlBLflAQGBsqkSZPE29tbu7Hnz59fHBwcpHv37toQCiJJSZjpX1MlkZCQID///LM899xzZpVOsWLFtO7+3bt318Y1Nz0RcvfuXRk+fLgoZRwXPaUK5OkvCpMnT9b236lTJ1mxYoXVPr22bNkybdx302vTpk3y3//+Vzw8PEQppU3OmdpniI+Pl5kzZ2pPEJqur+T7rFevnqxduzbF7Q0Gg8TGxsrPP/8s1apVM9uuefPmsnz5cvn222+1J8ZME3cmH7rh6tWr2heIwYMHa+PKx8fHy4kTJ+THH3+Uixcvase8fv26DBs2TEaMGKFNuGvL7CmOpngdP35cfv/9d5k3b56sWLFCAgMDs/OUEqWIuYjtYS7CXMSa6jDmIvqII3MRykvMRWwPcxHmItZUhzEX0Ucc9ZiLsAGMdOH27dvy5ZdfZmlSy++//167cZgm8jO9lixZonXpnjlzpiilpGrVqvLHH3+ISFKFHxwcLE5OTqKUks8//zzVp5xMpk2bJkopKVeunNZtVMT4xE6hQoVEKWN3/7///ltOnDghx44dk6lTp2pPU+3YsUN27NghSikZNGiQ1n1VzyIjI2XKlClaAmV6mRLiPn36aDf/ffv2iUjqTw/t3r1bmjVrpu2jXLlyUqdOHXFzc9PiWLduXVm0aJGIpPxUxN69e6Vly5ZmZenRo4ds2LBBREQWLFggSinx8fHRfl+Sl+fPP/8Ud3d3Ucr4dNyVK1ckIiJCdu3aJUOGDJERI0bIgwcPtPUDAwPlxx9/lNDQ0Gw4mznn2LFjWvfrChUqyKhRo2Tjxo0iIrJ161bx9fUVpZS8++67ImJ5bk3n6Oeff5Zy5cqJo6OjtGjRQubMmSNr166VmTNnarFWyjhkhinZeHof69evFx8fH1FKSdmyZWXs2LFmE/BeuHBBm3i3efPmKe7DNGyDi4uLvPPOOzJlyhR58cUXteOn98XOVtlbHP/3v/9l49kje8NchLkIcxHrYm91GHMRfcSRuQhlBXMR5iLMRayLvdVhzEX0EUc95iJsACObt2vXLilSpIgopeTXX38VkbTHXH3arVu3ZNy4cVK0aFHtBqCUkoYNG8rnn38uBw4ckMePH2s3irt374pSxi7cY8aM0VrLTctMlf6bb76pTRiYEoPBIIsXL9Za+5OPdRweHi5vvfWWdvNxdXUVX19fLflzcXExG5LAlsfNzayffvpJS/IaNmwo06ZNk8OHD2uJ+Pbt20Up41NGc+bMSXU/Z8+e1Z7eqF69uixatEiuXLkily9floCAAG1CV6WME0SanlIyMRgMcufOHXnhhRfE0dFRypUrJ5MmTdK6GJvs379f+335+OOPtd8X0+/T/fv3pXv37qKUcQzdRo0aad3/Ta+0hh2wNqbPZfr99fX1ld27d5tN0hkeHq59Zi8vL20ojacT8tOnT0uZMmVEKSUNGjSQ48ePW4wt//nnn2vXbJcuXbTzb0o4zpw5o30xql+/vpb8m9Yx3SuqVKkiShmH8Th69KjF8m3btmnXtulLgOnVsWNH2b9/f7aex7zGOBJlDnMR5iLMRawH6zB9YByJMoe5CHMR5iLWg3WYPjCO+sEGMLJ5wcHBWpf5Tp06iYh5a3tCQoJZ4me6wZjeM3WbV0pp49OWK1fOosJOvt/27dtrN4bkXcHDw8Nl9OjRopQSb29vCQgISLHMpjKYnprKnz+/xVMwt27dkv79+2sJgKmMLVq0kN9++02io6PN1rcHQUFB2jjPbdu2lWvXrqW4XqlSpUQpJW+99ZbcuXNHRCzjbhr31t3dXRYvXpzipK2jR48WT09PUco4dIBpX6Z9zJo1S5Qyjq87Z84cbbzy5BXLnj17tO7H7dq1035fkv+OnjhxQmrVqqXty1RR9evXT7Zt25bV05br7t27J23bthWllHTr1k1EzMccFhGZMWOGFCtWTJRSsmzZMhGx/IL21VdfiVJKPDw85NSpU2bLkq87aNAg7TqZMWOGiCRNirx8+XLt2t6zZ49FWRMTEyU6OlpatGihXWNjxoxJsTwXL16UDz74QLp27SpdunSRb7/91ubHr04L40iUccxFmIs8jblI3mIdpg+MI1HGMRdhLvI05iJ5i3WYPjCO+sAGMLJ5BoNBxowZo13cpi7QT1/cCQkJcubMGYvxj0NDQ2X8+PGyfPly+eabb6RAgQKilHEs16eZbnCmm463t7csXbrUbJ3k3fQnTpyoddNOnpCZKnnTmNYlS5aU4ODgFD/f8ePH5aeffpJvv/3WYtxre3Pr1i1Ryvjk18KFC0XEPKky/Tty5EhRythN3xTHp5+sMI2527lzZ4vjmOJ869Ytee+990QpYxfkP//802y9Bg0aiFLG4RieftrMVEGtXLlS+9309PS0+H0xuXnzpvz5558ybdo0+euvv6x2/OqMMg2h8Morr5hN4hkTEyORkZFy9uxZrQt5165dRcTyS0vTpk1FKSVNmjTRruuUrqNTp05pyX2jRo3M9vHxxx+Lk5OTeHl5aeNRP31ujx07Jo6OjlrCUqNGjTQ/m2lyYXvAOBJlDHMR+8FcxHawDtMHxpEoY5iL2A/mIraDdZg+MI62zwFENk4phRdeeAFVqlQBAPz666/a+wAQEBCAQYMGoUKFCnj55ZfRrl07vP766zhx4gQMBgOKFy+OiRMn4rXXXkPr1q3RoEEDAMCqVassjuXk5AQA6N69O5ydnXH79m0EBAQgPDxcW6dRo0Zo3769to81a9YAABITE7V1HBwccPHiRaxduxYAULt2bRQpUiTFz1enTh307dsXw4YNQ7Vq1Z75POmBs7MzatSogdjYWDx48ACA8Vw6Ojri4cOHiI6OBgC88847AICLFy8iICAAQNLvAwCcPHkSzs7OAIDnnnsOABAXF6ctN8XZy8sLffv2hVIKV69exYEDBxAVFaWtV7x4cQCAp6cnHB0dER8fDxHRygoABw8ehLOzMxwcHHD37l0cOXIEERERZp9LRODt7Y1u3bph9OjR6Ny5MxwdHbPhjOW++Ph4AEDr1q0BALdu3dLi8Oabb6JEiRIYMWIEfH194e/vD0dHR+zcuRM3b96EUgoGgwEigsePH8PDwwMA4O3tjeLFiyMxMdEsjg4OxirMz88PrVq1goODA86ePYsDBw5o63h7eyMxMREFChTAyZMnAcDs3IaEhGD27NkAgObNm6NEiRI4d+4cNm7cCMD8ujUpWLBgdp0uq8U4EmUOcxH7wVzE+rEO0wfGkShzmIvYD+Yi1o91mD4wjjqSN+1uRNkrIiJCXn31VVFKSe3atbX3Z82aJW5ubtqTJskncS1durTMnj3bbD/h4eFmTx+FhIRYHMvUuv7mm2+KUilPKrp7927tOEWLFpWVK1eKiPEJmtjYWDl9+rQ2RqxSSuvmT2m7ffu2vPPOO1pX/6ioKFm+fLm0adNGlFKyfv16LQZ+fn6ilJJXX31VmxDS9DTStm3btCEW0pukMz4+XhtK4oUXXpALFy6IiEh0dLT2u1KxYkWLp9CioqK0YSSGDh0qvXv3FqWMYwbv3Lkzu0+N1QkKCtKuOdNktqbXgAEDxGAwyNKlS7UxkL/++msRSYpRSEiItG7dWpRS4ufnl+pxTNfjwoULRSklBQoUkK+++kpbbno6ztHRUZo3by5hYWHy+PFjiYqKkosXL2pDc7zxxhuyevVqbRz15GPJ2zPGkSjjmIvYB+YitoN1mD4wjkQZx1zEPjAXsR2sw/SBcbR9bAAj3Zg6dao2ceqFCxdk165d4uHhIcWKFZOhQ4fK8uXLZebMmfLuu+9q6xUtWlSmT59utp+1a9dq4xubxm5NznRD2rFjh7aPb775xmK9UaNGaTebIkWKSIsWLWTgwIEyaNAgqVChgiilpFSpUmlOSKo3t2/fli+//NJsnOfM+v7771NM3JVSsmTJEm3MatM44lWrVtUSadNxg4ODtYkeP//8c4mNjU3zmNOmTROljGOgnzlzRns/+bAOXbt2lb///ltOnDghx44dk6lTp2qTU+7YsUP7fRk0aJDcunXrmT+/tYuNjZU5c+ZI7dq1RSkl+fLlE6WUlC1bVkaOHCn//POPNgnyhQsXtIk3mzdvbrGvF154QZQydtk+duyYiIjF744psQ8MDNR+J/773/9KYmKitqxXr15avKtWrSpdu3aVfv36Sfny5bUvh+fOnZOYmBhZs2ZNqsNu2BPGkejZMBexfsxFmIuwDrMNjCPRs2EuYv2YizAXYR1mGxhH/WADGOnGyZMntTFXR44cKcOHDxellPzwww/aJJwmf//9tzYeqqenpxw9elRbdunSJenSpYsoZRzfNS2m8ZKTTypqauGPjo6W+fPni7e3t1kyYnr5+vrKDz/8YDH2tl7t2rVLihQpIkop+fXXX0XEcqzatNy6dUvGjRsnRYsWFaWUuLi4iFJKGjZsKJ9//rkcOHBAHj9+rFUKd+/eFaWUODg4yJgxYyQmJkbb1927d7WK6c0339QqrJQYDAZZvHix9uXg8OHD2rLw8HB56623tJi6urqKr6+vlvy5uLiYPWnx9HjYenT9+nXtujBNUly6dGlZsGBBiuuPGDFC8ufPL87OzloSYIrV9OnTte3nzp0rIqlPbhwaGiqVKlUSpZT29JppP8ePH5c+ffqkeB02a9ZM/vrrrzT3bY8YR6Jnw1zEujEXYS6SEtZh1olxJHo2zEWsG3MR5iIpYR1mnRhH/WADGOlGTEyM9O3bV5QyduEuVKiQfPTRRxbrmSrbr7/+WooXL64laibR0dHaky358uWTS5cupbqPUaNGiVLGSUX//fdfEbG8yTx48ECmTJkiH3/8sfTp00c++ugj2bVrV7Z9blsRHBysdZnv1KmTiJg/7ZCQkGCW+JnOo+k9U7d5pZQULlxYlDI+eXTjxg2LY5n22759e1FKSceOHeXkyZPa8vDwcK1rsLe3twQEBKRYZlMZTE9N5c+fX3tqyrTs1q1b0r9/f7MKUSklLVq0kN9++02io6PN1te7+Ph4WbhwocybN0/279+vnY/Ro0drT6GJJMX1zz//1Cr2sWPHiohoT54l797dtWtX7QtbShOFbtu2TfsSMHHiRIv14uPj5euvv5Zhw4ZJx44dZfDgwXYx5MKzYhyJng1zEevGXIS5COsw28E4Ej0b5iLWjbkIcxHWYbaDcdQPNoCRrixcuFA8PDy0m9KaNWtExPwJE9MNJSgoSF577TVRSombm5vcvn1bW2fr1q1SpUoVUUpZjIedfB/nzp3TEoDJkydbVOapdWe1RwaDQcaMGaPFJjQ0VEQsn3ZKSEiQM2fOWDwBFhoaKuPHj5fly5fLN998IwUKFBCllGzatMniWKZ4L1++XEvmli5darZO8m76EydOlAcPHmjlNDHFL/n456l1Hz5+/Lj89NNP8u2331qMe21vknfPNiX3HTp0kBMnToiI8RyblgcFBcnzzz+vPf1nYvq9eOmll7QvXT///LPF/k3mz5+v/W4dOXLEbFnydRMSErI01IQ9YRyJng1zEevFXMR+sA7TB8aR6NkwF7FezEXsB+swfWAc9YENYKQr165dk8aNG4tSSry8vGTz5s1prj9//nxtXOvkicDNmzfNJnNNqYu26aZjGl6gZ8+ecvnyZbNlZG7nzp3i4+MjSimZNWuWiCQlU4cOHZKBAweKt7e3VKlSRRo0aCC9e/eW48ePa+vExcWJiHFYh1atWolSxrGjUxMfH6+N0Tt8+HB5+PChtuz27dvahLs1a9aUxYsXa9skd+HCBalZs6YopaR9+/bpjotNRqYKfsWKFdr1aDrHT5s4caL2Bc2UuJu6d2/cuFF7gqZatWqyceNGs23j4uJk7dq12kSkr7zyivZ0GWUd40iUecxFrBtzEfvBOkwfGEeizGMuYt2Yi9gP1mH6wDjaPjaAka4kJCTIsGHDRCnjZIHpdeE+ePCglhi+/PLL2vL4+HiZN2+e1uKefHzj5OuIiMyYMUOUMk7oun79+uz/UDoSEREhr776qihlnJjRZNasWeLm5qad7+STuJYuXdriabPw8HCzp49CQkIsjmWqoJIn7Pv27RORpPjv3r1bO07RokVl5cqVImKMbWxsrJw+fVpLBpVSWjd/yriEhARtXPJhw4ZJWFiYtsyUwG/dulVq1KghSikZMGCAiCRdX/Hx8fLll1+Ko6Oj9lTiJ598IkuWLJGNGzfKp59+KtWqVRNHR0dp2LChNs4yv2xlL8aRKOOYi1g35iL2h3WYPjCORBnHXMS6MRexP6zD9IFxtF1sACPdWbNmjXh5eYlScO+oJQAAJSBJREFUShYuXCgiqU8qGh4eLi1atNASj6ioKG3ZgQMHxN/fX5RSMn78eIttTTeg0NBQ6datW7pPVZHR1KlTtYlTL1y4ILt27RIPDw8pVqyYDB06VJYvXy4zZ86Ud999V1uvaNGiMn36dLP9rF27VntKbdmyZRbHMcV8x44d2j6++eYbi/VGjRolJUqU0JL1Fi1ayMCBA2XQoEFSoUIFUUpJqVKlZM6cOTlzQnTMFAPThLjNmjWTvXv3ioh5BR4eHi49evQQpZSUKVNGG+YheVfuCRMmaHEyfRlwcHDQfq5fv76sW7cuFz+d/WAciTKPuYh1Yy5iP1iH6QPjSJR5zEWsG3MR+8E6TB8YR9vGBjDSnbt372rjsrZt21ZELMecTv6eaXzW9u3by507d7TloaGhMnz4cFFKiZ+fn0RGRubOB9C5kydPasMjjBw5UjvHP/zwgzYJpMnff/8txYoVE6WUeHp6ytGjR7Vlly5dki5duohSxm7BaSldurQoZZzU1xRj0xMY0dHRMn/+fPH29tYqm+QvX19f+eGHHyzG3qb0mRKEXbt2aYn000+tJZ9Q1zT58q+//qptb1oeGxsr+/btk379+kn16tWlTp064uXlJS+99JKsWLFCGwaCsh/jSJR5zEWsG3MR+8E6TB8YR6LMYy5i3ZiL2A/WYfrAONo2NoCR7hgMBhk7dqzWen7u3LkU10tISJDHjx9L586dRSklLVq00LY3WbZsmTg5OYlSit34s0lMTIz07dtXlDJOkluoUCH56KOPLNYzJWJff/21VnG89dZb2vLo6GiZNm2aKGWcQPLSpUup7mPUqFGilJK6devKv//+KyKWXYgfPHggU6ZMkY8//lj69OkjH330kezatSvbPre9K1OmjCilpG/fvhIUFCQixhiYvnAdPnxY6tevL0op6dKli7b8aQkJCRIfHy/nzp0z625OuYNxJMoY5iLWjbmIfWIdpg+MI1HGMBexbsxF7BPrMH1gHG2PA4h0RimFF198EZUrVwYAzJ07FyEhIQCA+Ph4bT1HR0fcvXsXe/fuBQDUrVtX296kevXqeOGFF9CnTx/4+/vn0ifQNxcXF7Rq1Qru7u6IiYlBREQEWrZsCQBISEjQ1nNwMN6eXnvtNbRr1w4AsGrVKgQFBQEA8ufPjwYNGqBy5cqIj4/H33//bXEs0z769+8PALhw4QICAgIgImZxNhgMKFKkCMaMGYOpU6fil19+wfTp07Vy0bMzxfStt94CAJw8eRKnTp3SlptiVKdOHdSuXRtOTk7Yu3cvbt68CaUUDAaDtq6IwNHREU5OTqhevToKFy6cex/EzjGORJnDXMS6MRexL6zD9IFxJMoc5iLWjbmIfWEdpg+Mo+1iAxjpUp06deDn5wcA+O233zBt2jQAgLOzs7bOtWvXMGjQIISHh8PR0RE9evQAYLwJmdSuXRvr1q3DL7/8Ai8vr1z8BPrWrl07+Pr6AgDKlCmDAgUKAACcnJy0dUwVR+nSpdGmTRuULFkSjx8/xubNm7V1qlatiiZNmgAAVqxYYZYomvYhIqhevTpq166NmJgYnDhxAlevXgWQFGvTsUySJ4GUNaZz269fPwDGZPvQoUMwGAzaeRYRODk5oXXr1ihZsiTCwsKwdOlSi30xLnmHcSTKPOYi1o25iP1gHaYPjCNR5jEXsW7MRewH6zB9YBxtFxvASJfc3d3RtGlTuLi4ICwsDLNmzUK/fv3www8/YMuWLfj9998xatQo7Ny5E25ubhg9ejRatWqFxMREs5uQo6NjHn4K/Spbtizq168PALh7926qTzqYEjF/f39UqFABALB69WptealSpdC8eXMAwL59+3DixAmLfSQmJgJIekJjy5YtOHfuHABWOLnBlGxXrVoVderUQWxsLI4ePYpr164BMP9i1bBhQ3h5eaFRo0Zo2LChtj3lPcaRKPOYi1g35iL2g3WYPjCORJnHXMS6MRexH6zD9IFxtGE5OLwiUZ46deqU1KxZU5RSUrRoUalVq5YopcTd3d1sMs93331Xbt68mdfFtTtr1qwRLy8vUUrJwoULRSRpUsmnhYeHS4sWLUQpJbVr15aoqCht2YEDB8Tf31+UUjJ+/HiLbU3j7IaGhkq3bt1k8+bNOfBpKC2mMcdnz56tTaD7xx9/iIjlOMgRERG5Xj7KGMaRKPOYi1g35iL2g3WYPjCORJnHXMS6MRexH6zD9IFxtE1seiTd8vHxQb169QAArq6u2Lx5M8aNG4fOnTujXbt2GDduHE6fPo0ffvgB3t7eeVxa+9OsWTPUrFkTALBs2TIAKT95ZDAY4OHhgYIFCwIASpYsiYiICG155cqV0axZMwDA2rVr8ejRI7PtTfssXrw4/vzzT7Rv3z77PwylyfTE4JtvvgkAOH/+PLZs2YKYmBiLmLu7u+d6+ShjGEeizGMuYt2Yi9gP1mH6wDgSZR5zEevGXMR+sA7TB8bRNjmlvwqRbXJxcUHr1q3x66+/4s6dOzh37hwmT56M6OhouLm55XXx7F7x4sVRv359bNmyBdu3b8f58+dRvXp1i/VEBDExMVolExMTg1KlSmkTthYvXhzNmzfHggULcObMGezYsQMvvfRSbn8cSoNSComJiShatCg6deqE2NhYDBgwAK6urnldNMoExpEo85iLWDfmIvaDdZg+MI5EmcdcxLoxF7EfrMP0gXG0TWwAI11r06YNBg8ejJo1a6JFixYwGAxM8qyEUgovvvgiVq1ahcuXL2Pu3LmYMGECPD09ER8fr03M6+joiNu3b2Pv3r0AgLp162rbm1SvXh0vvPACPDw84O/vn+ufhdJniteGDRs47rENYxyJMo+5iPViLmJfWIfpA+NIlHnMRawXcxH7wjpMHxhH26NEks3QRkSUiyIjI/H2229jzZo1KFKkCN5++23MnDnTbJ1r165h6NCh2LRpExwdHbFlyxa0atVKe9IJME7oyol5iYiIKLOYixAREVFeYi5CRJSz2AOMiPKMu7s7mjZtio0bNyIsLAyzZs1CWFgYmjVrhooVK+L+/ftYuXIldu7cCTc3N4wYMQKtWrWySOyY5BEREdGzYC5CREREeYm5CBFRzmIPMCLKU6dPn0bv3r1x9uxZFClSBF5eXjh9+jQKFixoNnHrgAEDMHHiRE7MS0RERNmKuQgRERHlJeYiREQ5hz3AiChP+fj4oF69ejh79ixcXV2xefNmzJkzB1euXMG9e/fQuHFj9OnTBzVq1MjrohIREZEOMRchIiKivMRchIgo57AHGBHlucWLF2PgwIEQEWzbtg2tW7dGdHQ0J+YlIiKiXMFchIiIiPIScxEiopzBHmBElOfatGmDwYMHo2bNmmjRogUMBgOTPCIiIso1zEWIiIgoLzEXISLKGewBRkRERERERERERERERLrikNcFICIiIiIiIiIiIiIiIspObAAjIiIiIiIiIiIiIiIiXWEDGBEREREREREREREREekKG8CIiIiIiIiIiIiIiIhIV9gARkRERERERERERERERLrCBjAiIiIiIiIiIiIiIiLSFTaAERERERERERERERERka6wAYyIiIiIiIiIiIiIiIh0hQ1gREREREREREREREREpCtsACMiIiIiIiIiIiIiIiJdYQMYEWVI69atoZRC69at87oo6bKlsupFTp3zSZMmQSkFpVS27jevxcXFwcfHB0oprFq1ymJ5dp1P07mbNGlSlvbzrG7dugUXFxfky5cPFy9ezJMyEJF+2FL9bktl1QvmIpnDXISIKPNsqX63pbLqBXORzGEuQrmFDWBEdiIqKgrz58/Hiy++CC8vL7i6usLFxQUlSpRAw4YN0b9/f/zwww+4efNmXhdVN0yV7NOvfPnywdPTE+3atcP06dMRFhaW10WlXDZ79mxcvnwZfn5+6N69e14XJ8d4e3ujX79+iI+Px8iRI/O6OESUx5iL5D7mIpQa5iJEZI+Yi+Q+5iKUGuYilFvYAEZkB/bv348aNWpg6NCh2LhxI4KCghAbG4u4uDjcu3cPhw8fxpIlSzBo0CA0bNgwr4ure/Hx8bh79y62bduGUaNGoUaNGtizZ09eF4tySWRkJKZNmwYA+OSTT/LsKa4dO3ZoXz527NiRY8cZO3YsnJ2dsX79ehw6dCjHjkNE1o25iHVhLmLfmIsQkT1iLmJdmIvYN+YilJuc8roARJSzLl68iE6dOiEyMhIA0LVrV/To0QNVq1ZFvnz5cO/ePZw4cQKbN2/G9u3bU91PTlYEetegQQMsWbJE+zkuLg4XL17Ed999h927dyM4OBhdunTB6dOn4eXllYclfXY59fsxadKkPOumnlPmzZuH+/fvo1y5cujZs2eOHktEcnT/GVG+fHl0794dy5cvx+TJk7Fu3bq8LhIR5TLmInmPucizYy6SNcxFiMgaMBfJe8xFnh1zkaxhLkJsACPSufHjx2tJ3pIlS/DOO+9YrNOhQweMHDkSoaGhWLFiRS6XUP8KFCgAPz8/s/fq1auHXr16oXfv3li5ciUePnyImTNnYsaMGXlUSsoNiYmJmDt3LgDg9ddfh4ODfXTE7tOnD5YvX44NGzbg6tWrqFSpUl4XiYhyEXORvMdchEyYizAXIbJHzEXyHnMRMmEuwlwkt9nHbxiRnUpMTMSGDRsAGJ+2SSnJS65EiRIYPnx4LpSMAMDBwQFTp07Vfv7nn3/ysDSUGzZv3qyNJ//GG2/kcWlyz/PPP49ixYrBYDCYPfVHRPrHXMS6MRexP8xFmIsQ2RvmItaNuYj9YS7CXCS3sQGMSMdCQ0Px+PFjAECVKlWytK/WrVtDKYXWrVtbLAsMDNTGzF26dCkAY4XWpUsXlCpVCi4uLqhYsSKGDh2KW7dupXus+/fvY/To0ahWrRry588PT09PdOjQAatXrwYALF26VDteYGDgM3+m4OBgjB8/Hg0aNEDRokXh4uKCsmXLolevXtiyZcsz7zczKlWqhGLFigEArl+/brbM9BlNXd23bduGnj17omzZsnB2dkaFChUs9pcdnyk0NBT/+9//0Lx5c5QsWRLOzs4oUqQIGjdujNGjR+PkyZMW26T1+wEYv3QsXboUnTp1QqlSpZAvXz4UKlQIPj4+aNeuHb744gucPXvWYrtJkyZp5yEtgYGB+M9//oOaNWvC3d0dbm5u8PHxweDBg3Hq1Kk0t336PAcEBOD111+Ht7c3XFxc4OXlhb59++LcuXNp7icjTE8S+vj4oFatWhne7sKFCxg0aBAqVqwIV1dXlC5dGr169cKBAwfS3O7pzwYkXa9t2rTR3mvTpo3FpMSma9kkKCgIY8aMQb169VCoUCE4OzvD09MTtWrVwuuvv46lS5ciIiIixXI4OzujS5cuAIDly5dn+HMTke1jLpI25iIpYy7CXIS5CBFlF+YiaWMukjLmIsxFmIvoiBCRbt2/f18ACACpU6dOlvbVqlUrASCtWrWyWHbt2jXtOEuWLJExY8ZoPz/9KlGihJw9ezbV45w8eVI8PT1T3X7QoEGyZMkS7edr165lqqwmv/zyixQoUCDV4wCQAQMGSHx8/DOcLSPTfv6/vXsPiqr8wwD+AAtsCkgqd3TVSU0TmwpBU+OXtzRFGLXRUhRII2c0ddSxnDEs8pZkMo2VF8RbmmmaYJSOl9CkQhQTLSERLySuq4hAgiC8vz+YPcPKnmUXFpZdn8/Mzmyc933P9z0sncc5755jqA4hhPD29hYAhFKp1Ns/NjZWLF68uF59KpXK7HMyZozH9yuE4WNeWloqBg8ebHBMAGL8+PH1+sbGxkrb5WzdulU4OzvLjuvg4CCWL18u27/ucV63bp1QKBR6x2nTpo1IS0uTHccYXbp0EQBERESEwXZ1j2dqaqrs78Te3l58/vnnRs1Nq+7fq6FXUlKS1OfEiRPCzc2twT4pKSmytXz99ddSu9zcXGMPGRFZOWaR+rVqMYvoxyzCLMIsQkTmxCxSv1YtZhH9mEWYRZhFbAufAUZkw9q3bw+VSoVr167hzz//xKpVq7Bw4cJmvb/uxo0bkZ6ejpCQEMTExKBHjx4oLi7Gtm3bsG3bNmg0GkRHR+O3336r17e4uBgjR46EWq0GAEREROCtt96Ch4cHLl++jISEBGzYsAF//vlnk2r87rvvEBERASEEunXrhlmzZqF3797w8PDA1atXkZiYiNTUVCQmJsLNzQ1r1qxp0v4M0Wg00nx9fX31ttm3bx+ys7MREBCAefPmoU+fPigvL8e5c+fMOqft27dj6tSpAAClUokZM2Zg1KhR8Pb2RllZGc6fP4/k5GT8888/Js1x6dKlOHnyJABgzJgxmDx5Mjp37gylUonbt28jKysLBw8ebHA1kz4//vgjIiMjIYSAi4sL5s+fj2HDhkGhUCA9PR0rVqzAnTt3sHjxYri7u2PmzJmyYx06dAgZGRkICAjAnDlzEBAQgPLycuzfvx8JCQl48OABIiIi8M8//8DJycnkWgsKCqSVef369TOqz82bN/HWW29BoVBg+fLl0kqy48ePY9WqVSgpKcG8efPQpUsXhIeHGzWmn58fsrOzcfr0aURHRwMANm/eXK8mf39/AMDDhw8xadIklJSUwNXVFTNnzsSrr74KT09PVFZWIj8/H+np6dJKRDlBQUHS+7S0NHTv3t2oeonIujGL6McswiyiD7MIswgRmR+ziH7MIswi+jCLMIvYJItdeiOiFhEfH6+zEqFLly7ivffeE99++624cuWK0eMYu9IJgJgxY4aoqamp12769OlSm7Nnz9bbPnfuXGn72rVr621/9OiRCAsL09mXqSudNBqNaNeunQAgoqOjZVf9aFcW2dvbi0uXLult0xBtjYZWOi1YsEBqFx0drbc/ADF06FBRUVGhdwxzzOnmzZuiTZs2AoDw9PQU2dnZsjVfv3693s8MHfNOnToJAGLChAmyYwpRuzLvcYZWOlVWVgpfX18BQLi4uIisrKx6ba5evSp8fHyklUoajaZem7rH+fXXXxcPHz6s1+aTTz6R2uzbt8/gPOTs3r1bGuPkyZMG22qPJwDRrl07vasDL1y4IK0+8vPzE5WVlbJzq7vSSev48ePS9uPHj8vWcvToUaNWMlVVVYn79+8b3O7o6CgAiHfffVe2HRHZHmYRXcwizCKPYxZhFiGi5sUsootZhFnkccwizCK2jBfAiGxcdXW1iI6O1jmZ1X15eXmJiRMniuTkZL3hTMvYoOfj4yMbSC5duiS1S0hI0NlWUVEh3N3dBQDRr18/2Tpu3bollEplo4Pexx9/LJ0Y5eoUovak5OfnJwCIxYsXy7YzRC7oPXz4UGRnZ4uYmBipjUKhqBeutNvs7e31ztOcc/rggw+k/f3www8mz9XQMdee3B//nRvDUNCrG5xWrlwpO8aOHTukdp9++mm97dptSqVSqNVqvWOUlJQIJycnAUDMmzfP5HkIIcRnn30m7SsnJ8dg27pBLz4+XrbdqlWrpHZ79uypt90cQe+bb76R2hkKcsbQ3sZjxIgRTRqHiKwLs4guZhFmkccxizCLEFHzYhbRxSzCLPI4ZhFmEVvWfN/3JaJWwd7eHomJiTh8+DBGjhwJhUL3zqdqtRq7d+/G2LFjERQUhLy8vCbtb8KECXB2dta7rWfPnnBxcQEAXLlyRWdbZmYmiouLAQBTpkyRHd/LywuvvfZao+tLTk4GUPuVc7k6AUChUGDAgAEAoPe2BKZIS0vTeYims7MzAgICsH79egC1D8LctGkT+vTpo7f/wIED9T7YVcscczp48CCA2ofPjh071ui5GcPHxwcAsHv3bjx48MBs42ofXmtnZyd9ZV2fN954A+3atdPpo8/w4cPh6empd5urq6v01fTHP7vG0mg00vunn37aqD52dnaYNm2a7PaoqCjpFgnN9YBi7e8PAJKSkpo0Vvv27QHUPpSYiJ4czCK6mEWYReQwi+jHLEJETcUsootZhFlEDrOIfswi1o0XwIieEMOHD8dPP/2Eu3fvIjU1FR999BFCQ0OlEyBQG7YGDx6MwsLCRu/n2WefNbhde4IrLS3V+fmFCxek9y+99JLBMQIDAxtVW3V1tXR/6PXr1+uEL32vvXv3Ami+k1LHjh0xZcoUZGZmGjyZ9+3bV3abOeZUVVUlHf9BgwY16p7Thmjnlp6ejq5du2LWrFnYv3+/TvBpDG3NXbt2hYeHh2w7JycnvPDCCzp99Gnos6sNKY9/do1VVFQkvTc26HXt2hUdO3aU3e7h4SH9IyA7O7tRdTVk0KBB6NatGwBg7ty5CAoKwooVK3Dq1ClUVlaaNJZ23v/995/Z6ySi1o9ZhFmEWYRZpDGYRYjIXJhFmEWYRZhFGoNZxLrxAhjRE8bNzQ2jRo3Chx9+iOTkZKjVamzevFn6H3BhYSGWLFnS6PHbtGljcLv2QbPV1dU6P79375703tBJ25jtcoqKivDo0SOT+zV1dU5gYCCys7Ol16VLl6BWq6HRaLB9+3aDQQ4wHArMMaeioiIIIQDormoxlyVLliA6Ohp2dna4ffs21q1bh3HjxsHT0xN9+vRBbGys9MBbU2iDk9zqpLq8vb11+ujT2M+usZRKpfS+vLzcqD7GzM3LywuA4bk1haOjI1JSUtCrVy8AwOnTp7F48WIMGjQI7u7uGDlyJHbu3GnUcdHO29HRsVlqJSLrwCzCLAIwi+jDLKIfswgRmRuzCLMIwCyiD7OIfswi1k3RcBMismXOzs6IioqCr68vRo4cCQDYt28fNmzYIJ3YbEXdE9H06dMxZ84co/o5OTk1ab9t27aV/Rq/MRwcHGS3WWpOpnB0dERiYiLmz5+PXbt24dixY8jMzERlZSUuXryIixcvYs2aNdixYwfCwsJMHt/cK7OaS91/oBQVFcHV1bXBPq1lbr1790Z2djZSUlKQkpKCEydO4PLlyygvL8ehQ4dw6NAhrFmzBqmpqQbDqTaMuru7t1DlRGQNmEUaxizSNMwitZhFmEWISD9mkYYxizQNs0gtZhFmEUvgBTAiAgC89tpr6NSpE27cuIF79+7h7t27jV5R1Bh1V/NoNBr06NFDtm1jvyKu/ao2AAghmhS+WgtzzKl9+/awt7dHTU1Nk27z0JDevXsjLi4OcXFxqKiowK+//oqdO3di27ZtKCsrw5tvvom8vDyjV1tp527MKintrQ3qHq+WVvfv6d69e1CpVA32MWZu2jbNPTcHBweEh4cjPDwcQO2qyJ9//hnr1q3DmTNncObMGcTExGD//v2yY2hXNHbu3LlZayUi68QsYp2YRZhFmEWIyFYwi1gnZhFmEWYRMsS2ljEQUZP4+vpK71t6hcVzzz0nvT9z5ozBtpmZmY3ah5OTk7SfU6dONWqM1sYcc3J0dJQC4smTJ6Wv/TcnpVKJYcOGYfPmzVi9ejWA2q+Bax86awxtzfn5+QbDf1VVFbKysnT6WEJAQID0Pjc316g++fn5uHv3rux2jUaDq1evAjB9bk39G/fx8UFUVBR+++03vPjiiwBqHxosdxsDtVqNkpISALp/70REdTGLWB9mEWYRZhEisiXMItaHWYRZhFmEDOEFMCICUHvv47/++gtA7f2wO3To0KL7DwwMlB48u2PHDtl2arUahw4davR+xo4dCwC4dOlSk8ZpTcwxp9DQUAC1weLAgQNmq80YQ4cOld7fuXPH6H7Dhg0DULvCKykpSbbd3r17cf/+fZ0+lhAYGCjd7/r06dNG9RFCYNu2bbLbt2zZIgVzU+dW997bDx8+NKlvXY6OjggJCQEAPHr0CMXFxXrb1Z1zcHBwo/dHRLaLWcR6MYswiwDMIkRk/ZhFrBezCLMIwCxC+vECGJENKysrQ3BwMA4ePIiamhrZdjU1NZg9ezZKS0sB1AaHll7ppFQqMXXqVAC1J4SEhAS9dcbExKCioqLR+5kzZw5cXFwAAFFRUbh48aLB9j/++CPOnz/f6P21BHPMadasWWjbti0AICYmBhcuXJDtX1BQYHRtRUVFSElJMbh66vDhw9L7rl27Gj12eHi4tDpv2bJlyM7Ortfmxo0bWLBgAYDah7lGRUUZPb65OTk5SQEnIyPD6H5xcXHIycmp9/O///4by5YtA1C76sjU+4TXvaVCXl6ebLuTJ0/i8uXLstsrKyuRlpYGAHBxcZG9RYh2zkqlEq+88opJtRKR9WIWqY9ZhFnEUphFmEWInkTMIvUxizCLWAqzCLOIJfAZYEQ2LiMjA6GhofDz80N4eDgGDBgAlUoFV1dXFBcXIysrC5s3b5ZOku3atUNcXJxFal26dCn27NmDW7duYe7cuThz5gwmT54MDw8PXL58GQkJCUhPT0dQUJB00jA1kHp5eWHr1q2YMGECCgsLERgYiMjISIwaNQr+/v6oqqpCQUEBMjIysHfvXly5cgUpKSno27dvc0zZLMwxJ29vb3z11VeYOnUqbt++jaCgIMyYMQOjRo2Ct7c3ysrKcOHCBSQnJyMnJ8dgMKirpKQEY8eORZcuXTBu3DgEBwdDpVJBoVCgsLAQKSkp2LRpEwDAz88PY8aMMXreTk5O2LBhA0JDQ1FSUoKBAwdi4cKFGDp0KBwcHJCeno6VK1fi9u3bAID4+Hh07NjRhCNrfmFhYUhLS0NGRgZKS0sbfODrM888A41Gg/79+2PRokX43//+BwD45ZdfsHLlSmkF1xdffGHyA3w7d+4Mf39/FBQUID4+Hv7+/ujZs6f0cGEvLy+4urri6NGjiIuLw+DBgzF69Gj07dsXHh4eKC8vR25uLr7++mucPXsWAPD2229DodAfLY4ePQqg9r76Tz31lEm1EpF1YxbRxSzCLGJJzCLMIkRPImYRXcwizCKWxCzCLNLiBBHZrPLycuHt7S0AGPXq3r27yMzM1DtWSEiIACBCQkLqbcvPz5fGSEpKMliTSqUSAMS0adP0bj937pzw8PCQrTEyMlIkJiZK/33r1i2TatVKTk4W7du3b/CY2Nvbi2PHjhmckxztGIbqMKZ/bGysUe3NMactW7aIp556ymB/lUpVr5/cMa/72TD08vHx0fvZi42NldrI2bJli3B2dpYd28HBQSxfvly2v7HH2ZjPVUPu3Lkj1bp161aj9nXw4EHRpk0b2d9lfHy87DgNze3LL7+UPW7av+W6vwNDr7CwMPHgwQO9+8nPzxd2dnYCgNizZ4/Rx4uIrB+zSP1atZhFmEW0mEWYRYio+TCL1K9Vi1mEWUSLWYRZxJbxG2BENkypVOLff//F77//jiNHjuD3339HTk4O1Go1Kioq0LZtW/j6+uL5559HWFgYxo8fb/JqCXN7/vnn8ddff2HlypVITk7G9evX4erqioCAAMyYMQNvvvkm1q5dK7XX3h/bVKGhocjPz8fGjRuRmpqKixcvoqioCAqFAt7e3njuuecwZMgQTJgwAZ06dTLT7JqXOeY0bdo0jBgxAuvWrcPPP/+MvLw8lJaWws3NDT179sSQIUMQERFhdE0qlQoZGRlITU1Feno6rl27BrVajbKyMri7u6N3794IDQ3FO++8Azc3t0bNe9q0aQgJCcHatWtx+PBhXL9+HTU1NfD19cWQIUMwe/ZsnQetWlKHDh0wbtw47Nq1Czt37pRub2HI6NGjkZmZidWrV+PYsWMoLCyEu7s7Bg8ejPnz52PAgAGNrmfmzJnw8vLC+vXrce7cORQVFeHRo0c6bRYsWIC+ffviyJEjyMrKws2bN6XVY97e3ggKCsLUqVMxevRo2f3s2rULQgj4+vqafEsCIrJuzCLymEWYRSyBWYRZhOhJwywij1mEWcQSmEWYRVqanRAGbkBKRNQKTZ8+HYmJifD398eNGzcsXQ6RSf744w/0798fDg4OyMvLg0qlsnRJzaqmpga9evVCbm4uVqxYgffff9/SJRERNRmzCFkzZhFmESKyfswiZM2YRZhFWpK9pQsgIjJFeXk5Dhw4AADo37+/hashMl1wcDDGjRuH6upqrFixwtLlNLvdu3cjNzcXHTt2xKxZsyxdDhFRkzGLkLVjFiEism7MImTtmEWoJfECGBG1Knl5eZD7Ymp1dTVmzpyJO3fuAKj9ijeRNVq+fDkUCgWSkpJQUFBg6XKajRACy5YtAwB89NFHcHFxsXBFREQNYxahJwGzCBFR68UsQk8CZhFqKbwFIhG1KpGRkcjIyMCkSZMQHBwMT09PlJeX4/z589i4cSPOnj0LABg2bBgOHz4MOzs7C1dM1Djbt29HXl4eRowYgZdfftnS5TSLmzdvYsOGDXBycsKiRYvg4OBg6ZKIiBrELEJPCmYRIqLWiVmEnhTMItQSeAGMiFqVyMhIbN261WCbgQMH4sCBA+jQoUMLVUVERERPCmYRIiIisiRmESIi8+EFMCJqVXJycvD999/jyJEjuHr1KjQaDaqqqtChQwcEBgZi4sSJmDRpEuzteQdXIiIiMj9mESIiIrIkZhEiIvPhBTAiIiIiIiIiIiIiIiKyKVwqQERERERERERERERERDaFF8CIiIiIiIiIiIiIiIjIpvACGBEREREREREREREREdkUXgAjIiIiIiIiIiIiIiIim8ILYERERERERERERERERGRTeAGMiIiIiIiIiIiIiIiIbAovgBEREREREREREREREZFN4QUwIiIiIiIiIiIiIiIisim8AEZEREREREREREREREQ25f/BUYMtjxjNegAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 2000x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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pU162Wqdu3UoYPLgnghtVQ3BwNbz26kyEh0cV6XsksivMRYqNt7sBfRqXQXBFbwRX9MaWs3GYvS0iX+uWLuFq0zB1N9adiMWvB67Dz9OA+c/VQcNbOUl0ohGDfz2FlUdvoF1NPzzWIKvDiKuLQr+mARjQohxqBWR92I1ONGLob6dxPCoFU/69hM961yz08TkCb09X9O1YDcE1S6NRzdLYcjASM5cdv+N6Y7/Zh9iEdAzoUQvjBzQGYH4q6/9m78X60KuYt+rUHZ8gu12Nir6Y8nrzfJX1cHPB4gkPoXGt0louCQCZJsGM347h29Wn8MH3B7Hsfzl/AeIsbt5MwvhxPyIz04SZs15Hjx7NAADXr8fjhf6f4buFG9CpUyO0bl0vX9s7dy4Sn366DO7urvjhx/+iWTPzdRIeHoXnn/sUUyb/hg4dGqJatXLaOhUqlMZ7E57Fk08+CB8fT+31zZuP4M3hc/DD9/+iQ4eGaN/e9gspIofAXKTYmKIuIu3P+cjYvxnIMGqvu7V/HJ7P/xceT72BzOOhMEVesFrPeHArTJEXYbp4EjC4wuutzwp/LJEXkboo/0+QZB4PRcb+Lci8cBJyMxreE74r9DE4Km9PV/RpXwWNqpdEcPVS2HLkGmatPHXH9bo/UAG1Kvog+FYnmNe+sG2AvFuTlx5DSnoGerWuhD93X8m1XNuGAejZogIaVS+F8qU90Wvi1iI7Br2wh1zEokbN8jbfoTiigo2VYadCQkLw008/Yc6cOejatStatGiBQYMGITQ0FE2amIcHmDlzJo7emmCzRo0aCA4ORqVKlbRt1K1bF8HBwdqPt7d3jvu63dy5c7XGr4EDB2LTpk3o27cvmjdvjl69emH58uUYN24cAODs2bP46KOPbLbRtGlTXL58Gb/++itef/11dOzYEc2aNUPPnj3x3//+F6dOnUL37t0BAB9++CEys42R7O3tfcf3UpD3k1/Hjh3T/h8TE4PGjRvj+++/1xq/ACA5ORkrVqxAq1at8NNPPxXp/h2Wry8wd27W71u2mBO6S5eA0aOzXn/pJeDhh+//8elY1YASmPRsfTzbNhANK/vCzXDn3tK+JVzRsIqvVeMXAHi4GfB/j5oblfecvpnvYyjn52HT+AUAPp6ueLNndQDA7tu2dy0+DWsOXIObQeH9vnWtvrAY1bsW/H3csGpfFG4kpOf7OPQo9Ng1AMDLveprjV8AYDC44O3nzF8yHT1zI1/buno9CZv3RcDVoDBxSCut8QsAurWugkfbVUVsfBr++Pes1XpL/jkNAHild5DVk2blSpfAmJcfAAAsWHnnL8icSXp6Bn7+eTMA4P33n9MavwDglVe6oV69SgjZexpHj17IZQtZrl2Lw5o1IXBzc8XEic9rjV8AMHr00/D398WqP/fixg3r3mZ9+7XDOyOfQs+eD6BSpTJF88aI7BlzkWJTtbQH/vdodTzTrCwaVPCCq8v9Hxb31wPRAIBXWpXXGr8AoKyPG0Z3qQIAWLg70mqdJxuVwQcPV7Nq/LKs816PqgCADSdvIj3TdC8P3W5ULe+DSa89gOe61EDD6qXgmo+c8vDZGOw/FYMyfh4Y9VxD7XVXgwsmvtwUbgaFn9adRcY9PIeuBhc8ULeMVS4JAAYXhRF9g+Dh5oKw8JtISDbmsgXn8Ptv25GYmIquXZtoXzgB5h7QI0c9DcDcSSe/Fv24EZmZJjz33EPaF04AUKNGebwx9BFkZJhsnkSf/sVrePHFzlaNXwDQqVMjPN2nHQBgzZqQAr83IrvBXKTYpMwahYy9660avwDAuH01Mo6FQBkMcH2go816aT9Pg/Hfpcg8fQiSmmyz/H5IW/EN0v/5GZknQiHJzv0EUdVy3pj0UmM827EaGlYrma/vtwDg45ebYFDPWmhVrwy8PYrumZgdx6KxavcVvP5obVQpm/dwyqP6BuGNx+qgXcOyKOkkowcUlD3kInpzVw1g7733HgYNGpTrT37Lvfrqq0XyJh5//HGbeb4AwNfXF9988w0A8xxdc7NXsEXkq6++AgCULVsWs2fPznF+lw8//BD169cHAHz77bc2Q0MGBASgVKlSue7D3d0dn31m7l1x4cIFHDx4sGgOvhBiYmK0/48dOxbR0dF48cUXceTIEaSlpeHy5cuYPHky3N3dYTQaMWjQIOzbV/ChQnTpkUeAAQOyfh89GnjhBSAhwfx7hQrmcbDJrlm+PHBzLZovr7Tt3Za4bD8RA5MAzWuWRICv9Xxj7q4u6NSgDDJNwNbj+Wvc0St3tztXZ6V8Pe5YBgCOnYsFAFQq54NK5WwbLFsHm4ca+jfEuldT2DnzfbFVQ9teMy0blIOLi8Lx8FhEROc8pIMz2r//LBISUlC1alk0aFDVZnnPnuaGw02bDt9xW9u2hZmHB2hRGwEBflbL3N3d0LlzI2RmmrBly9GiOXgiR8ZcxGkdizR/adWyqm1v+hZVfeCigBPXUhARl7+ONfXKmb/kSM8UxKVk3qG089p80PxkcedmFWyGOQwo6Ynm9QIQl2TEvlPFk88ppWBwUVAKcCvgfHJ6s/lWnmDJQbLr2LERPDzcsGvnCaSl5a+hcEse2ytInmNRv5654+u1a3H5XofILjEXsTumK+YOnqokOwVS/qWkZeLDn46iVkUfDOpZq7gPRxfsPRdxRHfV3Lty5co8l1sage5UDgAWLFhwN4dgJfuQgLdr1aoVGjZsiLCwMGzYkP/W0fyIiIjA8ePm3vzPPPMMfHN5LNvV1RWvvPIK3n33XcTGxmL//v148MHc54FJS0tDVFQUEhMTYTKZewFKtgFUDx06hObN8zfUxb2SlJT1BW5qaioGDRpkFctKlSphzJgxqFatGvr37w+j0Yj33nsPa9euLY7DtT8zZgDr1gFRUeYEb9u2rGVffQWU5tj79syYacLsf84DAB4KKnxymJKeiXkbzE+4dGxgvb0TVxIBAA0q53x/aVDZF3/sjcTJq87dqNKuSUWs3nYB3686gYeaBVoNgThzibki79M1f0MzJaeZx8Qu6eOe43JLQ9qJ87FWr6ekZea6nrubAV6erkhMNuLE+VgEli3ap3Id1ckTlwEADRpUyXF5g4bmRrFTJ3MfQqEg21q2bCdO5mNbRE6BuYhDSTGaMG/nVVyNT4enqwuCynuhW71S8HYv2JxRyUbzZws/T9v13A0u8HJ3QWKaCSevJSOwZM71YHaXb5o79rm6KJTMYZtkdvKiubGiQfVSOS5vUL0kdh+LxsmL8WgdlL95LwHgRnwqZi47juibqfD1ckXjWv7o8kBFuBegEUtE8O3qU0hOy0SbBmXhWcC/Kb3R8omGtvmEu7sr6tQJxNGjF3A+PAr16lfOc1vx8cmIiDB3kArKIT+pWNEfpUv7IOJKDBITU+CTj/k0Ll2+DgA2nX2IHBJzEbuiAsxzXEt8zB1KFtH+/ErD/bGXoPzKAKlJyDx/HBmHdwKZ92aOKro3Zq86hUvRyfhxVJsC5R+UO3vKRW5cT8DMmasQHR0HX58SaNykOrp0aQJ3d8eaVavARyt5zWRXQDk9LXU3WrZsmefyVq1aISwsDKdOnUJ6ejrc3e/8YS4/LEMqAkDr1q3zLJt9+dGjR20awJKSkjBz5kwsWbIEYWFhVsMc3u769et3ecRFx9MzazgGV1dXfPLJJzmWe/755zF9+nSEhoZi3bp1uHnzZp5PuzkNf39g9myg322TF/ftCzz9dPEcE+Vp/JITMIkgPjkDYZcTEBWXjgdq+GFkr4L3cIlLNmLKyjMAgJhEIw5fjMfNpAx0DQ7AoE7WFdLVW18sVSiZ89NLFUqZX4+ISS3wcehJ74eqY9uBq/hrxwV0HboSzeqXhYebAWHnYnDjZipefSIIw/rmb642f79b5zSXJ7UuR5kbJeMS05GUYoT3rXnASvt54FpMCiKik1CrckmrdW4mpCHx1pBCfAIsS8RVcyJWvkLOH24r3Hr9SsSdP4RdvdO2ypcy7zMf2yJyCsxFHEpsSgZmbrWeL+zTjQZ88lgNdKxdMpe1bPl7ueJaohER8ek2QxreTMlAYpq5gSwiPn9PgC0KNQ9B3L6mH7/0yMPVG+Yn7yr459zAYXk94kbBhpU6F5GIr1ecsHotsEwJzHirFRpnG475dtOWHMX1uDQkpRpx8mI8Ll5LQq1AX0x6tVmu6ziDxMQUJCSkAMjKQW5XoUIpHD16AVciYu74pdPVWzlHyZJe8PLKJZevUBqxsYm4ciUG9epVyrGMRXx8MlauMM/F3bVrkzzLEjkE5iJ2QwUEwjXY/D1lxuGd92WfhgrVYHj0JavXTDFRSJn/IUwXTuSyFtmT4xfj8OOGcDzdrjJa1uWTg0XB3nKRc+ci8fVXa6xeCwz0x4wvB6Nx4xr5ek/2oEANYOHh4ffqOAqlXDnb4aayK1/ePFyViCA2Nlb7vbCyDwN4p2OoUKFCjusBwPnz59GlS5d8n9+UlJQCHOW9kf1pt6ZNm+Z5Tnv27InQ0FCYTCbs27cPXbt2zbFcWlqa1fCQ8fE6H9O3Th3AxQUwZRvr/9Z8cWR/VoZGIvu0DK1qlcInz9dD6bsYszglPRMrQqKsXnu4aVlMeLqOTa/b5FtPFXm65/ylUolbryelOfewQwaDCz4b8SACy3ph/orj2LIv60vCBjVLo02j8jAY8vfFXOPaZeDu5oLrN1Ox7UAEOjQL1JaJCJZvyrpXJ6VmaA1gLYLK4a8dF7B80zmrdQBg2cZzVuuQWXKy+Z5fwjPnjiklSphfT0q6cwNvkmVbJXLZ1q1kLz/bIufFXATMRexQ72B/PNbAH3XLloCPhwEXYtPw494o/BkWgxHLz2LRi/XQqGL+nixuXsUHa4/HYuWRG+hQ07rhbPnhrE52yel3ziu2no3DH4euw9VF4a0OgXcs78ySbj1dntvTVSVuzcORlJK/HMHdzYDnu9bAI60ro1agLzzcXXDmSgLmrDiBLYei8NqnO7H84y6oFJDzPBzrQiJw8VpWh5x6Vfzw6dAWqJzD0M/OJCkp6/7vmWtukv98wpKb5LYt8/byn+t8MHExYmIS0KRpDXTv3vSO5clxOVU+wlyk+Lm4wHPAaCg3dxhDN8J06fS93V+GEelbVyJj3yaYIi9CjGlwqVgdHo8MgGtwG3i9ORVJk4dAYqLuvC0qNpkmwfs/HoFPCVeM7BtU3IejG/aSi7i7u+H55x/CI4+2QK1aFeDh4Y4zZyIw5+u/sGXLUbz26iwsXzHeYeZRL1A3vWrVqhX5T1EoqifJiusYBgwYgPDwcCilMGjQIKxbtw6XLl1CamoqTCYTRMTqibCifArvblWpUiXH/9+pbHR0dK7lJk+ejJIlS2o/d9quQ8vIAAYNsk7yAOCjj4rneOiOjk7rhOPTO2HLBw9ixksNEBmXht6fhWL7iYI/TVKhlCeOT++EY593xMYJbTDp2XoIPRuHJz4LQdjlhHtw9PoXl5iOlz/ciJ/XnsK4Qc2x5ZsnseeHvvjq3YcQG5+G1z/Zgr92XMjXtny93fF8zzoAgDGzdmP9nktISErHuSvx+O/0HTh3JWvOBZdst/5BTwTB1aDw146L+OzHA4iITkJsfCqWrDuNWUsOw/XW/G4udlBnEVHOmIuAuYgdmvx4DbSvWRLlfN3h5W5AUHkvTO5VA0MerABjptg8GZaXV1qXh6sLsPZ4LKZtuoyIuHTEJmdg6YFozN4WActDXHf6bHPuRireXRUOATCycyXUL5/3hOdUtMqV8sTEl5uiVVAAypT0gE8JNzSt7Y95I9vi8QcrIz7ZiHl/nsx1/XWf98CJRU9h19eP4ttRbeHq6oK+EzZh+bb85Up0/337zT/4669QlCzljWnTBtnFdyB07zhNPsJcxC549HsLrrUbwxQdgdRfv7zn+5P4GKT9+iUyzxyGJN4E0lJgOn8cKXPGwRiyAcrLF+49+9/z46DCWbQhHEcvxGFU3yCUzmX6CHJc5cqVxMQP+qNVq7ooU8YPPj6eaNq0JuZ98yYef7wl4uOTMW/e38V9mPnmWAM25iIqKirPhCAqytxrQCmF0kU4hrC/f9awEpZ95CYyMjLH9U6cOIHt27cDAMaNG4dJkybluP7tT40Vt4YNG2r/z2u4xtuXu7rm/ic3duxY/Pe//9V+j4+P12+iN20asH+/7evLlwPLlgF9+tz/Y3JwY385bvNa1+AAdGuU/3kU8qOcnwd6NimH4Cp+eOKzEIz95QT+GdcaXh4Fny9BKYWKpT3Rp3VF1K3ojedn7sf4X05g+cgW2oday3ZT0005biPl1uved7F/RzJm1i6b17q1qoxurc33iMnf7UNI2DWMfeUBDHysnlama6vKKOdfAs+M+QdTv9+P7q2r5Gty93debIrIG8n4Z9clvPVp1lj0bq4uGDeoOf73bSgAwM87K9ELruWPT4a3wYS5e7Fg5XEsWJn1N9mxeSDcDC7YsPey1TrOzvIIfkpqzkNtpaSYX/f29sxxeXbelm2l5LKtWz2f8rMtcl7MRcBcpBDGrT5v81rXuqXQtW6pe7K/Qa0rYMHuSIRcTEB6pgnu+XjSuWEFb0x6tDom/n0B3+2Jwnd7sj7DdKxVEq4uCv+evpnjHGEWUQnpeP3X04hPzcRLLcthQMuiGV3DXoyZt8/mtW7NK6Jbi7t/ys371hNeqbk8WZdy6wkx7xKF/3j+eu96WL3rMrYfuXbHsqV9PdChcXk0re2P3uP+xYffH0KbBmVRsYx+GzTHjPne5rVu3ZqiW7em8PbOGhooNTU9xzm5UlLyn09YcpPUXPIc8/bunOv8uXIPpk9fAS8vD8ybNxxVqhTt5xuyP06TjzAXKXKeA0bbvJZxaAcyDu/Isbx7zxfg/tATMMXHIPmr0UBy8XbITf9nMdxadoNrUEuk3bm4bo1deMjmta7NyqNbswo5lL7/rtxIxqw/T6FFXX881TbvIfjIliPmItm9/sYjWL06BNu3h+WrvD3QRQNYSEhInslASEgIAKBOnTpFNv8XAAQHZ80ns2fPHgwYMCDXsnv37s1xvbCwrD+WZ599Ntf1Q0ND8zyW+90DrEWLFihRogRSUlJw7ty5PMuePXtW+3+lSrmPa+7h4QEPj5zHI9WVkyeBDz/M+n3UKODgQWD9evPvb70FdO0KcK60Arl9SEEAqFTas8gbwLRt+3uiec2S2Ho8BocvxqNNncI1rjeq6ofqZb1w8moSLsekokoZcyVX8dYcX5FxOad/kbfmCAv01/eX+is22w4RW6mcN7q1roLMTBPWbDf3WO75YFWbco1ql0Hlcj64FJWIS1GJqFnpzpOGu7sZ8OXIDgg9dg3bDlxFTHwqKgZ44dF21bT7bbUKPnB3s/6CsHfHGmgdXB5rd17E+Yh4eLgb0KZRBXRqHogX3tsAAKhTNf9ztehdYEVzh5CoyNgcl0feer1SYO7zmFhUvNO2om6a95mPbZHzYi7CXKQwVh69YfNapZLu96wBzNfTAH9vN0QnGhGXkomyPvkb3KNXcBm0quaLv4/H4kJsKtwNLmhT3Rcda5XEgJ/NTw3VDrD9sA2Y5wkb/OtpRMSn46lGZTCqi/6+9Fix/aLNa5XKehWqAaxiGS8cuxCHyJich7K3vB5YBA1P1Sr4AACib+Z/yF9fLzd0bloBi/8Nx86j19CnY/VCH4e9WrF8t81rlSqVQbduTeHjUwK+viWQkJCCyMhY1K5tex1ERt40r5Of3ORWmbi4ZCQnp+U494aW61TKeXubNh3GuHE/wNXVgJmzXkfTpjXvuF9yfE6RjzAXuSfc2jxs85rpRhSQQwOYW/te8Oj9KiQ5ESlfvQuJzv8T5feK6dplAIDyc+7PbCt2XbZ5rVJACbtpANt74gaS0zIRE5+Gl6ZZ16tXbphzmmXbL2HX8euoX8UP455rmNNmnJaj5SK3q1bNPA1U9DXHGZ5XFw1gP/zwA57OZYLMkJAQHD16FADQrVu3It1vYGAggoKCcPz4cSxduhRTpkyBj4+PTbnMzEx8//33AIDSpUvjgQce0JZlZGSN856UlHT7qpq5c+fmeSyenllffmcfK/pe8fb2xsMPP4zly5cjLCwMp0+fRp06dWzKmUwmrFy5EgDg5eVl9d6dkgjw6qtA6q0PpHXqmJO+yEggOBhITgauXgVGjgTmzy/eY3Uwx6d3uu/7tMz/FZNoLPLtWRrA6lcy31OO5TI0ouX1evmc+8NRnViW+xAIN+LTYMwwPwnn45XznGy+t16PT8q910tOWjQohxYNrOd4XLHZ3OjfKjjnHu/ly3jh5V71rV5LTcvAifOx8C7higY1iu5JZEdnmbD12LFLOS4/Fmb+ErLuHSaFL8i27jTBPJHuMRe5Z8LGNL+v+zOJIPHWHKAl3Ao0sj3K+7rjpVbW9Viq0YQTUSnwdndBgxyGNExKz8QbS0/j7PVUdKtbCh8+Uk2Xw7CdWPRUkW+zXtWS+Hf/VRw7fzPH5cfOx90qd+dOOndiyXUKOjpBKV/zFyIxCQXLlRzNiZN5f66uV78yQkNO41jYJdSubd3oaTRm4vTpCHh4uKF6jTs/+ejn54XAQH9ERMTg+LFLaN6ittXyq1djEBubiMBK/jn28N679xT+M+JbiACfTx+E9u0b5OMdEjkA5iL3TMLwLvkq59q8MzyefRuSloKUOWNhunz2zivdB8rL1/yfdOeet/n4t48V9yHky7nIJJyLzPm77Cs3UrTGMLLmSLlITuLjkwEAXl6OM7pRwT4p2ak///wTS5cutXk9MTERr7/+OgDAxcVF+39RGj58OADz3FZvv/12jmU+/PBDHDt2DAAwePBgq5482RuNLI1kt5szZ47WiJSbihUrav/P/sTVvTRmzBgA5jnJhg8fDqPRthHgk08+0Y7nlVde0X8vpjuZPRvYcavnjVLAt98CJUoANWpYj3O9YAGwaVPxHCPlS6ZJsD/c/GVF1YDCP32VmJqB41cSoRRQOdvTXO3r+8NFAfvOxeHGbV9IpGeYsPnYDRhcgIeCHGPiyXuhlI+7Nqzh0TO2w8UmJhsRHmHumRJYtnANhSKCxX+bJwXu161WvtdbtvEcklMz8ETHGvD00EXfkyLxwAO14OtbAhcvRuP4cduGq3/+MQ+J0rlz4ztuq0OHhnBxUQgNPYMbN6x7IqWnG7Fp0xEYDC7o2DE4ly0QOQnmIrqx/Vw8UowmVCnlAZ8iGAr5j8PXkWI0oVdwGXje1qCWnmHCW8vO4sjVZLSr4YfPnqgBg4v+Gr/ulU5NzV9QbDoQiXSj9TCI1+NSse/kdZT0dsMDdQqfz60LMffgb1C9VIHWCzlxHQBQpZy+O1XdSadbeYIlB8lu8+bDSEsz4sG29eHhkXOnq9t1zGN7eeU5YWEXMWzo10hPz8BHk15Ez55O3pGU9IW5SLEyNGwNz4FjgMxMpHwzEZnn7GcYM9emHQAAmZdOF/ORUF6ealcFx799LMef4b3M33O//URdHP/2Mfw46sFiPlrHYy+5SG7W3VqnQQPbEZjslS4awFq0aIH+/ftj+PDh2LRpE/bt24fvvvsOLVq0wIEDBwCYG6oaN85/MPPrjTfewIMPmi/m7777Dl27dsWyZcuwf/9+rFmzBn369MFHtyrwWrVqYcKECVbrN2vWTBsScd68eXj22WexevVq7Nu3DytXrkS/fv0wbNgwtGvXLs/jaNasmfYU2IQJE7B+/XqcOnUKZ86cwZkzZ5CSYt3q/vfff+P777/Xfv7+O2viuoMHD1ot+/3333PcZ6tWrTBs2DAAwPr169G+fXssWbIE+/fvxz///IMBAwZo77dKlSr44IMP8nNK9ev8eWDs2KzfhwwBOnbM+n3ECKBlS+vlKewtUZzWHIjCqYhEm9dvJhnx/tKTuHQjFXUreqNhZV+r5e8uPo5Hp+zB+sPRVq//tjsCl3LoARN1Mw0jfzqGpLRMdAwqgzK+Wb0oyvl54LFm5WDMFPxv2SlkZGbNBTZt1VnEJBrRq3l5q3WcjbubAR2amTsBTP1hP67FZp3jtPRMfPhtCFLSMvFA/bIoVzqrR0vUjWQ88tZqPPLWapttRkQn4Uacda+z1LQMvD93Lw6fvoGnOtdE4zoBNusdOWM7/NW/ey9j2qIDKO3ngbeebXTX71OP3N1d8cILnQAA//vwFyQnZz3B/N13G3Dy5BW0bFUHwcHVtNd/+mkTHnl4Ij7/fLnVtsqVK4nHHmsJozEDH374CzIysr5g/OzTPxATk4BevVuhTJnC964ncljMRRzOX8dicOSqbc/akIsJmLjWPPzv8w/YDvc8dlU4Hv/mKDactB0W9mgO29t46iamb76C0iVc8WZ7656mmSbBqD/DsedCAppX9sGXT9fK13xjlKVxLX88UNcfN+LTMO3XrC8aMzJN+PD7QzBmCl7sUctmntJ354bikdHrsT7UeliqpZvCcS7CdnSAdSFX8Pmt7ffvZj1U3uaDkdh/yjZPSUnLwBe/hSHkxHWULWmeE8yZ9e3XHj4+nvj330NYt+6A9vqNG/GY9tkfAIBXXrEdWeaRhyfikYcnIirK+pobMLALDAYXLFmyFQcPZk0dcP58FObOWQtXVxcMHGj9xMa5c5EY/NosJCamYtz4Z/D0022L8i0SFS/mIsXKULMhSrw2EVAKqQs/QuaJvKdbKQzPgWPgNeF7uDZpb/W6W9vH4FLedhob1yYd4PHEYACAcWveDwHQ/fPugoN4dMJmrN8fWdyH4jTsIRdZunQbzp21jfm6dQfw+ecrAAD9X+hos9xe6aIb+tKlS9G1a1d8/fXX+Prrr22W9+nTB9OnT78n+zYYDFi9ejV69+6NHTt2YOPGjdi4caNNuaCgIKxdu9ZmiESlFBYtWoQuXbogNjYWS5cutXmarVGjRvjtt98QGJj7uPO+vr54++238emnn2L//v3o0aOH1fJNmzahU6dO2u9TpkzBli1bctzWypUrrZ44q1atGvr27Ztj2ZkzZyIxMRE//vgj9u7di+eff96mTO3atbF69WoEBNh+WexUhgwBLMNcVq4MfPqp9XKDwdzDqXlzwGgEzpwBJk60LUd37c2FRxEdb/6CPTre/DTV73uuYtsJ81NDZf08MHtQ1tMh20/EYOSi46hSxhN1K3rD082AqLg0HLuSiOS0TJQv6Y7pAxvYDP9zNTYV4ddSkJiaYfX6qn1ReH/pKdQq74Wa5bzgalCIvJmGsMsJSM8Q1K7ghQ+fqWtz3GOfrI1DF+Kx7vB1PDZlLxpW8cWZyGScjkxCtbIl8G7v2jbrOJsxLz+Aw6dv4Hh4LB55axWa1g2Ap7srjpy9gWsxKSjp444PXm9ptY4x06Q9GXa73Uei8P7cPWhYyx+BAd5ITc/E/hPRiEtMR/umFfHBkJY5rtfv3X9QtYIPalbyg5enK05fjMPpS3Eo5euBb8Z3Qmk/fc/VdjeGDnsUu3adwIED59Czx/to0aI2IiJicOhQOPz9ffHJJwOtysfGJiI8PArR0XE22xo37hkcOhSOdf8cwKOPfIDg4Go4fSYCp09FoFr1chgzpp/NOmFhF/G/D3/Rfo+IMN8P3npzHtzdzWlS337t0K9fe5t1iRwOc5Fi9/ays4hOMo+acC3RnIssO3wd28PN9VFZbzfM7JP1hPH2c/FYefQGqvt7oHZACbi6KJyPScWJa+YvAx8JKo0BLcvhdlfj0xEek4aEtEybZc/+cAJVSnmgZhlPeLm74HR0Cs5cT0WpEgbMfaY2SntZf0RcvO8aNpy6CQAo7eWKj/6xnSMLAEZ1qWyzrl69OWO3NsfWtVv//r75PLYfNs9JW7aUJ2b/p43VOp8Mbo7nPtyCH/85i93HolE70BdHwm/i0rUkNKvjj9d72eaAETdSEH41EQnJ1iNtrNp5Ge8vPIh6VfxQvYIPTAKcjYjHuVsdt159tA663zZn2ZFzsfhq+QmUL+2J+tVKwreEG67HpeH4xZuISzTC18sNX7zVCt6ezhHD3JQq5Y2PPxmI//vPtxjx9jdo1aouSpXyxq5dJxAfn4yXX+mG1q3r2awXHm6OvfG2J/xq1qyAUaOfxpTJv+PFF6ahbdsguLm5YseOY0hNNWL8e89qc2lYvPPfBYiJSYC/vy/Cwi5gzJjvbfZXs2YFDBliO9cPkd1jLlKsSgz9BMrdE6brEXBt0g6uTWw722eePQrjzr+sXnN/+EW4Bt+q1zzMnUoNVerAa+RsrUzKN+9D4rNGZFGly8FQoSpQwvrJYteWXeH5wjvIvHzWPOeXUnCpWA2GCuZOj+nrlyDj0Hab43Jr+yjc2j5q/sVgrquUn7/VMaT++iVMTvL02JtfhSL61lzx0bc67/6+7RK2HTV3xC5b0gOzh7ewWufr1aex5fA1AEBymvn7qmMX4/HsJ1lzxM0a1hzlSmV9b3E1JgXhkUlITCmaqT9+23YRv28zj/5i6eAdHZdmdQzvvxCMhtWcd+50e8hFVq3ai/cn/Ix69SqhevXyMIng7JmrOHfO3Cj26qvd0b17s3t0BoqeLrLbGjVqYN++fZg2bRqWL1+OCxcuwM3NDU2aNMGQIUPwwgsv3NP9+/v7Y+vWrfj555+xePFiHDhwADExMfDz80OjRo3Qt29fDB48GO7uOT+h0bRpUxw8eBCTJ0/G2rVrERERAV9fX9SuXRvPPPMMhg8fbjXHV26mTJmCOnXq4Mcff0RYWBji4uKQmWn7obcoGQwG/PDDD3j++ecxf/587N69G9HR0fDx8UHDhg3Rp08fvP766/k6fl1buDBrMlcAmDMH8MvhKYRGjYB33wUmTTL/Pn068NxzgLPPnVZEjl9JQESs9Rx5UXHpiIozfwEVWNp6iMG+rSuihLsBB8LjsD88HgkpGfDyMKBOBW90blgG/dtVgm+J/N9GB3WuiiplonHoQjz2nrmJpLRM+JQwoEk1P/RoXBbPPBgId1fbHtWlfdzx63+a46t/zuPfo9ex4ch1BPi6Y0CHSnjz4erwK5G/x571rGoFX6z4/BF8u/wYth24itDj0RARVCzjhf4P18GQpxuiQgEmlm9Yyx892lTFodPXceL8Tbi7uqButVJ4unNNPN2lZq5znrz0eD2EhF3D/hPRSE3PRMUAb7zcqz4GP9UAZUo6+X0wFx4ebvjhx//DN/P+xurVIdiw4RBKlfLCU08/iBEjeqNChfzPmVba3wdLfxuD2bNX498NB7F+/UEEBPhiwIDOeOvtXvDzs/0bSExMwaFD4TavZx+SsX0HzrlBOsBcxC4cj0pGRLx1vhGVYERUgvlLhUA/688LjwSVRqYIjkUmY++FBCQbM1HS0xUdavrhqcYB6Fm/4PNKDmxZDiEXE3DgciJSM0yo6OeOl1qWw6ttKqCMt21OEZ+a9XnC0hCWk+HtKzpNA9ixC3GIuJ5s9VpUbCqiYs1fQAUG2NY31Sv4YPmkzpi57Di2H47C+quJCCxTAsOerIfXe9WDu1v+h7F8plN1+Pu648TFOOw4eg1p6Zko7eeB7i0C8XzXGmgbbNso2qNFIJJSM7Dv5A0cPXcTcUnp8HAzoFp5bzzbuTxe7FHL6gsvZ9az5wP46ad3MGfOWhw6FA6jMQO1alXECy92wlNPFXwop5df7oaqVcth4YJ1CA09AwAIDq6GV1/rkeOQQ3Hx5saBmJgErFi+O8dttmxVhw1g5HiYixQ7yxxbLgGBcAnIvZP97Q1gLmUDYahh/ZlIlfC2fs01f99LGHeugSTGwVC5FlyDmgNuHpDEOBgPbIVx25/IPGk7TBsAqFJlbY/Bzd3qNeWZ/8/8ju74pXhE3DbCUNTNVETd6pgTWMZ2PqdL15JxOPym1WtJqRlWr1nmV79XomJTbY7BmGGyei3pts7kzqi4c5Fn+rWHf2lfnDhxCTt2HENamhGlS/uge49meP75h9C2bVCh3+P9pEREivsgiHISHx+PkiVLIi4uDn45JUWO4upVoEED4OZN8+/PPw8sXpx7+bQ0oGlT4MQJ8+/NmgF79wKujvuFglIKmauHFPdhUCEZHv8GpiMfFPdhUCG5NPoAJrF9UpkcR3x8EkqV7OX49aMDYC6ir1zEuNB2pAJyLG6DfoFpz7vFfRhUSC6tpzIXcXDMRe4vXeQjzEWglEL8sM7FfRhUSH5fb0Lmlv8r7sOgQjJ0/IK5iIMrSC7CwduJ7rWhQ7OSvIAAYObMvMt7eADz55sngwWAAweAzz+/p4dIREREOsZchIiIiIoTcxEiIiombAAjupd+/RXINp8avvzSnOzdSbt2wLBhWb9/8IF57GsiIiKigmAuQkRERMWJuQgRERUjNoAR3SvXrwNvvZX1++OPA/3753/9yZOBKlXM/09NBQYPBjhiKREREeUXcxEiIiIqTsxFiIiomBVpA1hcXBwWLFiA1157DY8//ji6dOmCCxcuWJWJiIjAsWPHcO7cuaLcNZH9GTECiI42/9/X1zzBa0H4+gJz52b9vnmzeQgAIiIiovxgLkJERETFibkIEREVsyKbPXL27NkYP348EhMTAQAiAqUUkpKSrMpt3rwZL774Ijw9PXH58mX4+/sX1SEQ2Zeffzb/FMajj7J3ExEREd0d5iJERERUnJiLEBFRMSuSJ8AmTpyIESNGICEhAe7u7mjevHmuZZ977jlUqFABaWlpWLZsWVHsnoiIiIiIiIiIiIiIiEhT6Aawffv2YdKkSQCAF198EZGRkdi7d2/uO3RxQb9+/SAiWL9+fWF3T0RERERERERERERERGSl0A1gs2fPhojgwQcfxI8//oiSJUvecZ0HH3wQAHDkyJHC7p6IiIiIiIiIiIiIiIjISqEbwLZu3QqlFN588818r1O9enUAwJUrVwq7eyIiIiIiIiIiIiIiIiIrhW4Au3r1KgCgXr16+V7H09MTAJCWllbY3RMRERERERERERERERFZKXQDmLu7OwDg5s2b+V4nKioKAFCqVKnC7p6IiIiIiIiIiIiIiIjISqEbwKpWrQoAOH36dL7X2bhxI4CCPTVGRERERERERERERERElB+FbgDr2rUrRARz587NV/krV67gm2++gVIKPXr0KOzuiYiIiIiIiIiIiIiIiKwUugHszTffhJubGw4dOoSPPvooz7InT57Eww8/jLi4OHh5eeH1118v7O6JiIiIiIiIiIiIiIiIrLgWdgO1atXCxx9/jNGjR+ODDz7AmjVr8PTTT2vLf/vtN7i5uWHHjh1Yt24dTCYTlFKYMWMGypYtW9jdExEREREREREREREREVkpdAMYAIwcORIigvfeew979+5FSEgIlFIAgP/9739aORGBwWDAtGnT8OqrrxbFromIiIiIiIiIiIiIiIisFHoIRItRo0bh4MGDeOWVVxAQEAARsfrx8/PD888/jwMHDmDEiBFFtVsiIiIiIiIiIiIiIiIiK0XyBJhFUFAQFixYAAC4ePEirl27hszMTJQpUwY1a9aEi0uRtbcRERERERERERERERER5ahIG8Cyq1q1KqpWrXqvNk9ERERERERERERERESUIz6SRURERERERERERERERLrCBjAiIiIiIiIiIiIiIiLSlXwPgTho0KAi37lSSpszjIiIiIiIiIiIiIiIiKgo5LsB7Pvvv4dSqsh2LCJsACMiIiIiIiIiIiIiIqIil+8GsKpVqxZpAxgRERERERERERERERHRvZDvBrDz58/fw8MgIiIiIiIiIiIiIiIiKhouxX0AREREREREREREREREREWJDWBERERERERERERERESkK2wAIyIiIiIiIiIiIiIiIl3J9xxg+XHjxg388MMP2LBhA44cOYKYmBgAgL+/P4KDg9GtWze89NJLCAgIKMrdEhEREREREREREREREWmKrAFs1qxZGD9+PJKSkgAAIqItu3LlCiIiIrBu3Tp88MEHmDRpEkaMGFFUuyYiIiIiIiIiIiIiIiLSFEkD2KhRozB9+nSt0atUqVJo1qwZypcvDwCIiorCwYMHERsbi6SkJPz3v//FhQsXMH369KLYPREREREREREREREREZGm0A1g//zzDz7//HMAQOXKlfH555/jqaeegqur9aYzMzPxxx9/YNSoUbh48SK+/PJLPPzww+jRo0dhD4GIiIiIiIiIiIiIiIhI41LYDcyaNQsAEBgYiD179qBfv342jV8AYDAY0K9fP+zevRuBgYEAgC+//LKwuyciIiIiIiIiIiIiIiKyUugGsL1790IphbFjx6JixYp3LF+hQgWMHTsWIoKQkJDC7p6IiIiIiIiIiIiIiIjISqEbwJKSkgAArVu3zvc6lrKWdYmIiIiIiIiIiIiIiIiKSqEbwCpXrgwASEtLy/c6lrKVKlUq7O6JiIiIiIiIiIiIiIiIrBS6Aeyxxx4DAKxduzbf6/z1119W6xIREREREREREREREREVlUI3gI0cORIBAQGYPn06duzYccfyO3fuxBdffIGyZcti5MiRhd09ERERERERERERERERkZVCN4AFBgbir7/+QoUKFdC1a1f85z//wcGDByEiWhkRwcGDB/F///d/6NKlCypUqIC1a9dyCEQiIiIiIiIiIiIiIiIqckqyt1TloWbNmnkuT05OxrVr16CUAgC4u7vD398fSincuHED6enpAMyNYeXKlYOXlxeUUjh79mwh3wLpVXx8PEqWLFnch0FERGSX4uLi4OfnV9yHoWvMRYiIiHLHXOT+YD5CRESUs/zkIq753dj58+fzVc7SnpaWloarV6/mWObatWsAoDWWEeWFSbXjU0ohn23tZMcYR31gHB0fvwS5/5iLOD7e+/SBcdQHxtHxMRcpHsxHHBvvffrAOOoD4+j4CpKL5LsB7KWXXrrrAyIiIiIiIiIiIiIiIiK6X/LdAPbdd9/dy+MgIiIiIiIiIiIiIiIiKhIuxX0AREREREREREREREREREWJDWBERERERERERERERESkK2wAIyIiIiIiIiIiIiIiIl3J9xxgufnxxx8Ltf7AgQMLewhEREREREREREREREREmkI3gL388stQSt3VukopNoARERERERERERERERFRkSp0AxgAiEhRbIaIiIiIiIiIiIiIiIio0ArdABYeHn7HMklJSTh16hQWL16M33//He3atcM333wDLy+vwu6eiIiIiIiIiIiIiIiIyEqhG8CqVauWr3INGjTAk08+iaVLl6J///546623sH79+sLunoiIiIiIiIiIiIiIiMiKy/3e4TPPPIOXXnoJmzZtwrx58+737omIiIiIiIiIiIiIiEjn7nsDGGBuBBMRfP/998WxeyIiIiIiIiIiIiIiItKxYmkAK1++PADg5MmTxbF7IiIiIiIiIiIiIiIi0rFiaQC7ePEiAMBoNBbH7omIiIiIiIiIiIiIiEjH7nsDmNFoxKeffgoAqF279v3ePREREREREREREREREemca2E3YHmaKy8mkwmxsbEIDQ3F7NmzcfToUSil8NxzzxV290RERERERERERERERERWCt0AVqNGjQKvIyJ48MEH8X//93+F3T0RERERERERERERERGRlUIPgSgiBfopXbo0xo4diw0bNsDDw6Mo3gMRERERERERERERERGRptBPgH333Xd3LOPi4gJfX1/UqFEDwcHBMBgMhd0tERERERERERERERERUY4K3QD20ksvFcVxEBERERERERERERERERWJQg+BSERERERERERERERERGRP2ABGREREREREREREREREulLoIRBvt2/fPmzYsAFHjx5FTEwMAMDf3x/BwcHo1q0bmjdvXtS7JCIiIiIiIiIiIiIiItIUWQPYkSNHMGTIEOzduzfXMuPGjUPr1q0xb948NGrUqKh2TURERERERERERERERKQpkiEQN2zYgFatWmHv3r0QEYgIXF1dUb58eZQvXx6urq7a67t370arVq3w77//FsWuiYiIiIiIiIiIiIiIiKwUugHs+vXr6NevH9LS0qCUwmuvvYY9e/YgKSkJERERiIiIQHJyMvbu3YvBgwfDYDAgLS0N/fr1w40bN4riPRARERERERERERERERFpCt0A9uWXXyIuLg7u7u5Ys2YNvvnmG7Rs2RKurlmjKxoMBrRo0QLz5s3DmjVr4Obmhri4OHz55ZeF3T0RERERERERERERERGRlUI3gK1ZswZKKbz55pvo2bPnHcv36NEDb731FkQEa9asKezuiYiIiIiIiIiIiIiIiKwUugEsPDwcANC7d+98r2Mpe+7cucLunoiIiIiIiIiIiIiIiMhKoRvAUlNTAQDe3t75XsdSNi0trbC7JyIiIiIiIiIiIiIiIrJS6AawChUqAAAOHDiQ73UsZcuXL1/Y3RMRERERERERERERERFZKXQDWIcOHSAimDJlCuLj4+9YPiEhAVOnToVSCh06dCjs7omIiIiIiIiIiIiIiIisFLoB7PXXXwdgngvsoYceQmhoaK5lQ0ND0bFjR5w9e9Zq3eL0wQcfQCkFpVSht7VmzRr07NkTAQEBMBgMUEqhVKlS2nLLfj744INC74uIiIiIiIiIiIiIiIhy5lrYDbRr1w7Dhg3D119/jSNHjqB169Zo2LAhWrdujXLlykEphaioKOzZswdhYWHaesOGDUO7du0Ku3u78fXXX2P48OHFfRjFIiEhAfPnz8eff/6Jo0ePIi4uDp6enqhWrRoeeughDB06FMHBwcV9mERERERERERERERE5CQK/QQYAMyaNQsjR46EUgoigqNHj2LhwoWYMmUKJk+ejIULF+Lo0aMQESilMGrUKMycObModm0XkpOTMW7cOABA/fr18fvvv+PAgQM4cuQIdu3aVcxHVzDff/+99qTa+fPn71j+wIEDaNiwIf773/9i8+bNuH79OoxGIxISEnD06FF8/fXXaNq0KaZOnXrvD94effQRoJT5x9UVCAnJ/7oZGUCzZlnrN24MGI337lgpd4yj42MM9YFxJCo4Xjf6wDjqA+OoD4wjUcHwmtEHxlEfGEd9YBwLRorQkSNHZNiwYVK3bl1RSln91K1bV4YNGyZHjhwpyl0W2sSJEwWAFOZUbNmyRdvG6tWrcy1nKTNx4sS73te99t1332nHGR4enmfZ2NhYKV++vFb+oYcekl9++UX27Nkja9askf/85z/i5uamLf/ll18KdCxxcXECQOLi4grxjopZerpI48YigPknONj8Wn5MmpS1nsEgEhJyb4/1HiriW839xziKiIPHkTHUMI6OH0dd1I8OQhfnmteNiDj4vU+EcbyFcWQc7QLjqI/60YE4/PnmNSMivPcxjnaCcRQRxlEPcSxI3XjPop2WliaRkZESGRkpaWlp92o3hVYUDWCLFy/WtnHq1Klcy+mtAeyzzz7Tyvbr1y/HMitXrtTKNGzYsEDH4vBJnkVoqPmGYrm55Cf+YWEiHh5Z64wadc8P815y+IpFhHEUHcSRMRQRxlEPcdRN/egAdHOued04/r1PhHEUxpFxtCNOHkfd1I8OQhfn28mvGRHe+xhHO8I4Mo46iKNdNIA5iqJoAMtvo5HeGsCeeuoprezhw4dzLdesWTOtXHx8fL6PRRdJnsXo0Vk3Fzc3kbyehMzMFGnTJqt8nToiycn371jvAV1ULCKMox7i6OQxFGEc9RBHXdWPdk5X59rJrxtd3PtEGEfGkXG0J04cR13Vjw5AN+fbia8ZEd77GEc7wzgW9yEUDSeOY0HqxiKZA0xPbt68iYkTJ6Jhw4bw8fGBv78/OnfujF9++cWmbKdOnaCUwiuvvKK9VqNGDW0OLaUUNm/eXKD9m0wm/PTTT3j00UdRoUIFuLu7o2zZsujcuTO+/vprpKen57n+0aNHMWnSJPTs2ROVK1eGh4cHfHx8UKdOHbz00kvYvXt3jutt3rz5ju/l9veT/Vhq1qyZ6zHVqlUrx3WcyocfAnXqmP9vNAKDBgGZmTmXnTEDsMRJKWD+fKBEiftymHQHjKPjYwz1gXEkKjheN/rAOOoD46gPjCNRwfCa0QfGUR8YR31gHPOnsK1tGRkZsmvXLvn000/ltddekz59+kiPHj2kb9++MmTIEPn8889lz549kpmZWdhd3RPZnwA7d+6c1KpVS/v99p9nnnlGjEajtm7Hjh1zLWv52bRpk1be8lpuT4DduHFD2rVrl+f2goKC5Pz58zmuv2nTpjseDwAZM2bMXa+b/f3897//LdATYGXKlMk7GLfRTS8niy1bRJTKamn/7DPbMmfOiHh5ZZUZNuz+H+c9UAS3GvvBODo+J46hCOOoB7qrH+2Y7s61E183urn3iTCOesE46oOTxlF39aOd09X5dtJrRoT3PsbRDjGO+uCkcbwvQyAajUaZMWOGVK5cWVxcXO74U61aNZk9e7ZkZGTc7S7viewNYC1bthQXFxd54403ZMOGDRISEiILFiyQunXramX+85//aOueO3dOjhw5IpMmTdKW//PPP3LkyBHtJzExUSufVwNYRkaGPPjgg1qZjh07ym+//SahoaHy559/ypNPPqktq1WrliQkJNhsY/369eLt7S3PPPOMzJ07VzZv3iz79++Xv//+Wz7//HOpVq2ato2FCxdarZuYmHjH93L7+zl27JgYDAYBIM8++2yO53f16tXa9saPH1+g2OgqybMYNizrZlOihMjp01nLTCaRTp2ylletKlKAISPtma4qFhHGUQ+cNIYijKMe6LJ+tFO6PNdOet3o6t4nwjjqBeOoD04YR13Wj3ZMd+fbCa8ZEd77GEc7xTjqgxPG8Z43gF2/fl06dOigNW4ppe74YynbpUsXuXHjxt3s9p7I3gAGQBYvXmxTJj4+Xpo0aSIAxMXFRY7cNp5mUcwBNnv2bG35wIEDxWQy2ZQZN26cVmb06NE2y6OjoyU2NjbX/aelpUn37t0FgFSrVi3HxsiCzAEmIjJ37lytEaxz586yZMkS2bt3r/z111/y3//+V9zd3QWA9OzZ06rxLD90l+SJmG8wVatm3XQ6djTfiERE5szJeh0QWbu2WA+1KOmuYmEcHZ+TxlCEcdQDXdaPdkqX59pJrxtd3ftEGEe9YBz1wQnjqMv60Y7p7nw74TUjwnufXjCO+sA4Or572gCWkZEhrVu31hq+XFxcpGfPnvLZZ5/Jv//+KwcPHpQzZ87IgQMHZP369fLpp59K9+7drcq3a9fOboZEzN4A9vjjj+dabs+ePVq54cOHWy0rigawoKAgASBly5aV+FxaYY1Go9SvX18ASOnSpSU1NTVf7zG7gwcPascRGhpqs7ygDWAiInv37pWnn37aqiEx+9NqCxYssBo6Mr90l+RZ/PWX9Y1nzhyRixdFfH2zXnvppeI+yiKlu4pFhHHUAyeMoQjjqAe6rR/tkG7PtRNeN7q794kwjnrBOOqDk8VRt/WjndLl+Xaya0aE9z69YBz1gXF0fPe0AWzSpElaQ9YDDzwgYWFh+VrvyJEj0qxZM23dKVOmFHTX90T2BrBly5blWbZhw4YCQOrVq2f1emEbwK5cuZJr49rtpk6dqpXduXNnnmVTU1PlwoULEhYWpg1heODAAW39BQsW2KxT0AawuLg4eeONN8TPzy/HBjCllHTq1Em2b99+x23ltG3dJXkWAwZk3Xx8fUU6dMj6vUIFkZiY4j7CIqXLikWEcdQDJ4uhCOOoB7quH+2Mrs+1k103urz3iTCOesE46oMTxVHX9aMd0u35dqJrRoT3Pr1gHPWBcXR8BakbXVAARqMRM2fOhFIKzZo1w44dO9CgQYN8rRscHIydO3eiWbNmEBF88cUXyMjIKMju77mWLVvmubxVq1YAgFOnTiE9Pb3I9nv06FHt/61bt86zbPbl2dezSEpKwuTJk9GkSRN4e3ujWrVqaNiwIRo1aoRGjRqhWbNmWtnr168X6rgjIyPRtm1bzJ07FxkZGZg8eTLOnj2L9PR03LhxA8uXL0fDhg2xefNmdOnSBb/++muh9qcrM2YA5cub/5+QAGzblrXsq6+A0qWL5bCogBhHx8cY6gPjSFRwvG70gXHUB8ZRHxhHooLhNaMPjKM+MI76wDjmqEANYKtWrUJ0dDSUUvjpp5/g6elZoJ15enpi0aJFUEohOjoaq1evLtD691q5cuXyXF7+1h+QiCA2NrbI9hsTE5PvY6hQoUKO6wHA+fPn0ahRI4wbNw6HDx9GZmZmnttKSUm5i6PN8tZbbyEsLAxKKaxZswZjxoxBzZo14ebmBn9/fzz55JPYtWsXgoKCkJ6ejkGDBiEqKirX7aWlpSE+Pt7qR7f8/YHZs21f79sXePrp+388dHcYR8fHGOoD40hFhLkIeN04GsZRHxhHfWAcqYg4TT7Ca0YfGEd9YBz1gXHMUYEawLZv3w4A6NatG+rXr39XO2zQoAG6d+8OANiWvRXSDiilivsQCnUMAwYMQHh4OJRSGDRoENatW4dLly4hNTUVJpMJImLVKCYid72v2NhY/PHHHwDMfw+dOnXKsZyPjw/Gjx8PAEhOTsaSJUty3ebkyZNRsmRJ7adKlSp3fXwOoU4dwOW2S3DcuOI5Frp7jKPjYwz1gXGkIsBcBLxuHBHjqA+Moz4wjlQEnCof4TWjD4yjPjCO+sA42ihQA9i+ffuglELXrl0LtdOuXbtCRLBv375Cbaeo5fV0UvblSimULsJHBv39/fN9DJGRkTmud+LECa2Bcty4cViwYAG6d++OypUrw8PDQ2tYu/2psbt18uRJmEwmAMADDzyQZ9nmzZtbHWduxo4di7i4OO3n0qVLRXKsdikjAxg0CLh1DjUffVQ8x0N3h3F0fIyhPjCOVESYi4DXjaNhHPWBcdQHxpGKiNPkI7xm9IFx1AfGUR8YxxwVqAHMUuk2bty4UDu1rH/hwoVCbaeohYSE5Gt5nTp14O7uXmT7DQ4O1v6/Z8+ePMvu3bs3x/XCwsK0/z/77LO5rh8aGprn9vP7BJqrq6v2/zvN5WY0GnNc73YeHh7w8/Oz+tGtadOA/fttX1++HFi27P4fD90dxtHxMYb6wDhSEWEuAl43joZx1AfGUR8YRyoiTpOP8JrRB8ZRHxhHfWAcc1SgBrC4uDgAKPTTT5b1LduzFz/88EOuy0JCQnD06FEA5iH/ilJgYCCCgoIAAEuXLkViYmKO5TIzM/H9998DMJ/D7E9eZW+ESkpKynVfc+fOzfNYss/rlpaWlmu56tWra41ldxrKcsuWLdr/a9SokWdZp3DyJPDhh1m/jxoF3BoWFADw1lvAzZv3/bCogBhHx8cY6gPjSFRwvG70gXHUB8ZRHxhHooLhNaMPjKM+MI76wDjmqkANYJaJN318fAq1U29vbwBAQkJCobZT1P78808sXbrU5vXExES8/vrrAAAXFxft/0Vp+PDhAIDo6Gi8/fbbOZb58MMPcezYMQDA4MGD4eHhoS2rU6eO9n9LI9nt5syZg5UrV+Z5HBUrVtT+f/bs2VzLBQQEoE2bNgDMT6Xl1nh44cIFfPzxxwDMT5c99thjee5f90SAV18FUlPNv9epY745zZsHeHmZX7t6FRg5sviOke6McXR8jKE+MI5EBcfrRh8YR31gHPWBcSQqGF4z+sA46gPjqA+MY96kAJRS4uLiImFhYQVZzcbRo0e1bRW3iRMnCgABIC1atBCDwSDDhg2TjRs3SmhoqCxcuFDq1aunlXnrrbdstvHdd99py8PDw3Pdl6XMxIkTbZZlZGTIgw8+qJXp0qWL/P7777Jv3z5ZvXq1PP3009qyWrVqSUJCgtX6JpNJgoODtTLPPPOMrFq1SkJDQ2XFihXSt29fASDt2rXL8zji4+PF09NTAMgDDzwg69atk5MnT8rp06fl9OnTkpycrJXdtGmTGAwGASBKKRkwYICsWrVKDhw4IFu3bpWPPvpIypQpo+3v1VdfzXdcRETi4uIEgMTFxRVoPbs2c6aI+bYkopTI5s1Zyz7/PGsZILJxY/EdZxEr4K3G/jGOjs9JYyjCOOqBLutHO6XLc+2k142u7n0ijKNeMI764IRx1GX9aMd0d76d8JoR4b1PLxhHfWAcHV9B6kY2gGVrADt37pzUqFFD+/32nz59+ojRaLTZRlE0gImI3Lhxw6qBKqefoKAgOX/+fI7rHzhwQEqXLp3ruo0aNZKIiIg7Hsfo0aNz3camTZusyv7888/i7e2d5zEDkOeee07S0tJyPTc50V2SFx4u4u2ddcN5/XXr5RkZIi1bZi2vXVskW4OjI9NVxcI4Oj4njqEI46gHuqsf7ZjuzrUTXze6ufeJMI56wTjqg5PGUXf1o53T1fl20mtGhPc+xtEOMY764KRxLEjd6Jq/58Ssff311yhXrtzdrAoAuHbt2l2vey/VqFED+/btw7Rp07B8+XJcuHABbm5uaNKkCYYMGYIXXnjhnu7f398fW7duxc8//4zFixfjwIEDiImJgZ+fHxo1aoS+ffti8ODBcHd3z3H9pk2b4uDBg5g8eTLWrl2LiIgI+Pr6onbt2njmmWcwfPhwqzm+cjNlyhTUqVMHP/74I8LCwhAXF4fMzMwcy/bv3x8PPfQQvvnmG2zYsAEnT55EfHw8PDw8ULlyZbRp0wYvvfQSOnfuXKhzowtDhgCW+dkqVwY+/dR6ucEALFgANG8OGI3AmTPAxIm25ah4MY6OjzHUB8aRqOB43egD46gPjKM+MI5EBcNrRh8YR31gHPWBcbyzgrSsWZ7aKoofe3kCjOyXrno5LVhg/bjpqlW5l33vvaxyBoPIvn337zjvkQLeauwX41jch1B4Th5DEcZRD3HUVf1o53R1rp38utHFvU+EcWQcGUd74sRx1FX96AB0c76d+JoR4b2PcbQzjGNxH0LRcOI4FqRuVCIi+W0sc3FxKdLGN6VUrk8WEcXHx6NkyZKIi4uDn59fcR/O3bt6FWjQALh50/z7888DixfnXj4tDWjaFDhxwvx7s2bA3r2A6109sGkXlFIowK3GPjGOjh9HxhAA46iHOOqmfnQAujnXvG4c/94HMI5gHAEwjvbCyeOom/rRQejifDv5NQPw3geAcbQXjCPjCDh8HAtSNxaoAWzLli2FPrjbdezYsci3SfqgiyQPAJ58Eli50vz/gADg+HHzv3nZsQPo0MHcLg8AU6YA7757Tw/zXtJFxcI4On4cGUMAjCMAh4+jbupHB6Cbc83rxvHvfQDjCMaRcbQjTh5H3dSPDkIX59vJrxmA9z7G0Y4wjoyjDuJYoLqxSJ89IypCunjMf8kS60dRf/45/+sOH561nqenyOnT9+447zGHv9UwjiLi4HFkDDWMo+PHURf1o4PQxbnmdSMiDn7vE2Ecb2EcGUe7wDjqo350IA5/vnnNiAjvfYyjnWAcRYRx1EMc79kQiET3k8P3crp+3fwoanS0+ffHHwdWrcr/+gkJQMOGwKVL5t87dQI2bgSUKvJDvdccumcF46hx2DgyhlYYR8ePo8PXjw7E4c81rxuNw977AMYxG8aRcSx2jCMAHdSPDsahzzevGQ3vfYxjsWMcNYyj48exIHVj0U7qRURZRozIuhn5+gJz5hRsfV9fYO7crN83bwbmzy+yw6N8YhwdH2OoD4wjUcHxutEHxlEfGEd9YByJCobXjD4wjvrAOOoD41hgfAKM7JZD93IiKw7ds4I0jKM+MI6Oj/Xj/cNzrR+89+kD46gPjKPjY/14f/F86wPvffrAOOoD4+j4+AQYEREREREREREREREROS02gBEREREREREREREREZGusAGMiIiIiIiIiIiIiIiIdIUNYERERERERERERERERKQrbAAjIiIiIiIiIiIiIiIiXWEDGBEREREREREREREREekKG8CIiIiIiIiIiIiIiIhIV9gARkRERERERERERERERLrCBjAiIiIiIiIiIiIiIiLSFTaAERERERERERERERERka6wAYyIiIiIiIiIiIiIiIh0hQ1gREREREREREREREREpCtsACMiIiIiIiIiIiIiIiJdYQMYERERERERERERERER6QobwIiIiIiIiIiIiIiIiEhX2ABGREREREREREREREREusIGMCIiIiIiIiIiIiIiItIVNoARERERERERERERERGRrrABjIiIiIiIiIiIiIiIiHSFDWBERERERERERERERESkK2wAIyIiIiIiIiIiIiIiIl1hAxgRERERERERERERERHpChvAiIiIiIiIiIiIiIiISFfYAEZERERERERERERERES6wgYwIiIiIiIiIiIiIiIi0hU2gBEREREREREREREREZGusAGMiIiIiIiIiIiIiIiIdIUNYERERERERERERERERKQrbAAjIiIiIiIiIiIiIiIiXWEDGBEREREREREREREREekKG8CIiIiIiIiIiIiIiIhIV9gARkRERERERERERERERLriWtwHQJQbEQEAxMfHF/ORUFFgHPWBcdQHxtGxWeJnqSfp3mEuoi+Moz4wjvrAODo25iL3F/MR/WAM9YFx1AfG0bEVJBdRwoyF7NTly5dRpUqV4j4MIiIiu3Tp0iVUrly5uA9D15iLEBER5Y65yP3BfISIiChn+clF2ABGdstkMiEiIgK+vr5QShX34dwT8fHxqFKlCi5dugQ/P7/iPhy6S4yjPjCO+uAMcRQRJCQkIDAwEC4uHM36XmIuQo6CcdQHxlEfnCGOzEXuL+Yj5AgYQ31gHPXBGeJYkFyEQyCS3XJxcXGa3mR+fn66vSE5E8ZRHxhHfdB7HEuWLFnch+AUmIuQo2Ec9YFx1Ae9x5G5yP3DfIQcCWOoD4yjPug9jvnNRdhVh4iIiIiIiIiIiIiIiHSFDWBERERERERERERERESkK2wAIypGHh4emDhxIjw8PIr7UKgQGEd9YBz1gXEkKhheM/rAOOoD46gPjCNRwfG6cXyMoT4wjvrAOFpTIiLFfRBERERERERERERERERERYVPgBEREREREREREREREZGusAGMiIiIiIiIiIiIiIiIdIUNYERERERERERERERERKQrbAAjIiIiIiIiIiIiIiIiXWEDGBGRkxKR4j4EyoWIwGQyFfdhEBER3VPMRewXcxEiInIGzEXsF3MRKipsACMiAKz0nUX2BEIpVcxHQ7fLHhsXF3MVHRkZieTk5OI8LCqA3JJ03mOJ7ozXiXNgLmLfmIs4PuYiRHeP14lzYC5i35iLOD57y0WU8O5O5LRMJhOUUqzwnYDJZNISBwCIj4/HkSNHkJqaigcffBBeXl7FeHR0u927d2PlypXYv38/AKBr16549dVXUaZMGYgIr1k7lNP99MKFC/D29kZAQEAxHhmRfWMu4jyYizgW5iKOh7kI0d1hLuI8mIs4FuYijsdecxHXYtszERU7S8V/7tw5rFmzBidPnkT16tVRpkwZdO3aFVWrVi3mI6Si4uLiApPJhFWrVuGnn37Cjh07kJmZidjYWHz44YcYO3asTTJI94clcUtMTMTvv/+OWbNm4cCBA1Zlzpw5g9atW6Njx45M8uxU9vvpTz/9hL/++gsJCQkoVaoUMjIy8Nxzz+Hxxx9HnTp1mKwTZcNcxHkwF7FfzEX0gbkI0d1hLuI8mIvYL+Yi+mCvuQifACNyMpbKPDk5GStWrMDXX3+NnTt3AshKBgAgKCgIEyZMwHPPPVech0tFZNWqVZgyZQp27dqlvVa/fn1cunQJjRs3xo4dO4rx6AgAZs2ahY8++gjXr19HYGAgHn30UTRr1gwmkwmlSpXC448/jpIlSxb3YVI2lvtpZmYmdu7ciTlz5mDJkiXa8hIlSiAlJUX7vX79+liyZAkaN25cHIdLZDeYizgn5iL2j7mI42EuQnR3mIs4J+Yi9o+5iONxhFyEDWBETigpKQmjRo3CggULYDQa4e3tjTZt2sDV1RWhoaGIj4/XXv/nn3/Qtm1b9hJ0QJZKaPv27fi///s/7Nu3D7Vr18YzzzyDLl26wN/fH66urqhZsyYf9S9m06ZNw+jRowEAI0aMwCuvvIKgoCAYDAb2PnMAf/zxBz777DPs2bMHJUqUwMMPP4yePXvC09MT4eHhWLp0Kc6cOQOj0YjHHnsMkyZNQpMmTXhfJafGXMQ5MBdxHMxFHBtzEaKCYy7iHJiLOA7mIo7NrnMRISKnkp6eLq+88ooYDAZxcXGRwYMHS0hIiERGRkpMTIxcvnxZBg0aJC4uLqKUkueff15EREwmUzEfOd2NGzduSJ06dUQpJQ899JBs3rxZ0tPTbcoxvsUnPDxcgoODRSklb7zxhly7ds2mTEZGRjEcGd1JZmamTJgwQVxdXUUpJS1atJDFixdLbGysVbljx47Ja6+9JkopKVOmjEyYMEFEeN2R82Iu4lyYi9g/5iKOi7kI0d1hLuJcmIvYP+YijssRchE2gBE5mZ07d4qvr68opaRHjx5y6dIlyczMtCpz4cIFadu2rSilxNvbO8fEgBzDmDFjRCklTZs2lePHj1stM5lMTCCKUPbzmZ8K3FLms88+E6WUBAcHy5UrV6zKZI/P7dcp3RsmkynHc317TC2/Dxw4UJRS0qlTJ9mxY4fNupZy58+fF6WUKKWke/fuEh8ff4/eAZH9Yy7iXJiL3D/MRfSBuQjRvcdcxLkwF7l/mIvog95yET4/SKQDmZmZyMzMzLOMZQzrjRs3IjExEb6+vnj++edRuXJlm0eJq1atiuDgYLi6usJkMuHIkSP37NjpzkwmE+QuRquNjY3F5s2bAQA9evRA/fr1IeaOD9ojxgaDoYiP1vlYYmM5n3Fxcdr1mFfclFJITk5GaGgoAKBhw4YIDAxEWlqaVsYSn8jISKvr1HI9U9EQEe2cKqXg4uKCxMREhISE4Nq1a0hISLB5JN9Svm/fvmjbti0WLVqEtm3b2txPlVIwmUyoVq0a2rVrBwBISUlBZGTkfXhnRPcPcxF9Yy5i35iLOD7mIkSFx1xE35iL2DfmIo5Pz7kIG8CIdMBgMMBgMORZqbi4uCAjIwOxsbEAgISEBDRr1gyAdWVkNBoBAFWqVEFGRgYaN26MKlWq3MOjp9xY4uLi4gKlFE6ePInffvsN169ft1qemxs3biAkJASAuTICzJWO5efmzZtYt24dtm7diuvXrzN5uEuWBGD58uV4+OGHUbp0afz4448A7pyQeXl5acl427ZtAQAeHh4AgPXr12P48OGoW7cuevfujeeeew7Tpk1DcnIyx78uYpbkDgD+/PNP9OvXDw0bNsTzzz+PNm3aoG3btvj0009x8eJFAOa4WpLwxx9/HEuXLkXlypVzjbclcaxatSoAIDo6GpUrV74P74zo/mEuok/MRRwDcxHHx1yEqPCYi+gTcxHHwFzE8ek6F7nnz5gR0T0XFhYm3bp1k86dO4vRaNRez8zMtPpdRGTChAlSsmRJUUrJjBkzRMR2HN3r169Lt27dRCklQ4cOvfdvgHKVlJQkP/74o7Ro0UKUUlK+fHlZt26diNz5cfLff/9dSpcuLUop2bBhg/b6mjVr5KmnnhIPDw9tm2XKlJF33nlHIiMj7+n70QvLuU9ISJCVK1dq14vlp2/fvlblcnPhwgVp06aNKKVk9OjRIiKyY8cO6dixo9X2sv907txZjh07dm/foJO5cOGCfPbZZ1K/fn2rc+3n52f1e8uWLW0e0c/veNUZGRlSp04dcXFxkQceeECSkpLuxVshKjbMRfSLuYh9Yi6iL8xFiAqPuYh+MRexT8xF9EXPuQgbwIgcnNFolGnTpmk3otDQUDGZTDY3H8t41Zs2bZIGDRqIUkqCgoJk165dIpI1vuvZs2dl1KhR4unpKa+//rrcvHnzvr8nMtu2bZu8/PLL4uXlZVXxTJkyJc/1LGPt/vrrr6KUksDAQPn9999FRGTw4MFWFVf16tWtfu/WrZts2bLFajuUs9TUVJkxY4a0aNFC3NzcxNPTU7y9vcVgMIi/v79cunRJRPJOBM6cOSN169YVpZQ8+uijkpGRIX379hWllJQqVUreeOMNWbRokbz66qvahLBKKXn88ce1ZI8T9d49o9Eof//9tzz11FPaua1fv76MGTNGfvnlF/nll19k0aJF0rp1a3FzcxOllHzwwQd3NUb80aNHpUqVKqKUknfffVdEOIkv6QdzEf1iLmLfmIs4PuYiREWDuYh+MRexb8xFHJ8z5CJsACPSgZ07d8oDDzwgSin56KOPtNcPHz4sw4cPl9atW8uRI0dExDYxDAwMlOHDh8uXX34pn376qTz00EPasuDgYHnjjTdkwYIFNpNQ0r21cOFCefDBB8VgMIhSSmrUqKH1uujTp4+Eh4eLSN6V/L59+7RYzps3T7766ivx8vKSihUryocffignT56U48ePy7fffiu9evXSyrZt25ZJXj68+uqrVkny4MGD5dFHH9V+//LLL0XkzpW5JdHr2rWrDBo0SOvNdPHiRatyp06dkqefflqUMk/C/Pbbb9+z9+YsMjIypGbNmqKUeULkTz75RMLCwsRoNFpdWzt37pQuXbqIUkoaNWokN27cyPc+LNv55ptvRCklnp6esnbt2iJ/L0TFjbmI/jAXsX/MRRwfcxGiosNcRH+Yi9g/5iKOzxlyETaAETkwyw3k5s2b8s4774hSSurUqSOTJk2SoKAgq0po5cqVVpX33LlzpWnTplK2bFkJDAy0KquUknr16omrq6u4uLiIUkrq1q0ru3fvLq636lRSUlIkICBAi0Xv3r1l9erV8vLLL2uxWL58uYjkneiFhIRofwcvvfSSNGjQQAwGgyxatMim7PXr16VDhw5aYrlgwQJJS0u7V2/RrmVmZuZ5Xi3X0YcffigBAQHSu3dv2bx5s4iIhIaGiqurqyilpH379nnux5IAvv7666KUkgoVKoiPj4+ULFlStm/frpXJfixnzpzREpOgoCDtmmRvJ1t3iqPl/Pfs2VMaNWok//77ryQmJlqVsayfmpoqb7zxhtbb6cyZM1bL7yQtLU06d+4sLi4u0qRJE/YgJV1hLqJPzEWKF3MRfWAuQnR/MBfRJ+YixYu5iD4wFzFjAxiRDiQlJckbb7whrq6uWkWtlJKAgAAZNGiQLFmyxObGYjKZJDY2VrZs2aKNoxwUFCQzZsyQ8+fPy+XLl2Xnzp3y2muvaUlHp06dtAqNFUvBZWRk5PvR3smTJ0vr1q2tekT8/vvvopQSFxcXGTt2bK6JmCU2J0+elB49eohSStzd3UUp8yPit5ezjIe+atUqady4sSil5Mknn9R6UzmT/PxdWxK98PBw+eqrr+TcuXNWyy3nsESJEnLw4EGrdXJiiavl2g0KCsqxvOXYPv74Y1FKSenSpWXSpEn5Pm5nUpA45rfX0osvvihKKSlXrpzs2bOnQMezb98+bdz5L774okDrEjkK5iKOgbmI/WMuog/MRYjuP+YijoG5iP1jLqIPzEWysAGMyMFdu3ZNe8zf8lOtWjVZuHChnDp1Shvj+naWG+HIkSO1R4tPnz6tLbfcBGNjY2Xq1KmilBIfHx8ZOXLkvX9TOpefSigyMlL27t2r9XQxmUxy+vRpLYno2bOnHD16NM/tGY1GGTZsmNbzRikls2fP1pbdLjo6Wt58801RyjwB7LZt2wrxLh2P5TwePHhQvvzyS5teRDmNIZ+dJYmfOHGidr7Hjx9vtSwnJ0+elGrVqmnrvPDCCzYTimY/jnPnzmmJ4YABAyQ1NfUu3q1+3W0csyfX2SfKNplMsmzZMilTpowopeThhx/O97FYtvmf//xHlFJSpUoVp/wARfrHXMTxMBexT8xF9IG5CNH9x1zE8TAXsU/MRfSBuYg1FxCR3crMzITJZLJ5XUS0//v4+KBz586oXbs2OnfuDABISUlBr169UKdOHbi5ueW4baUU/vzzT3z++efw8/PDhAkTULt2bZhMJogIXFzMt4dSpUph4MCBqFixIpKSknD8+HFcuHDhHrxb/Tt27Bi6d++Orl27IiMjQ3vdZDJZ/Q4A5cuXR8uWLWEwGKCUglIKlSpVQs+ePQEAYWFh2L9/PwBzLG8nInB1dUXLli1Rvnx57fXr168DgBbf7AICAtC4cWP4+Pjg2rVruHr1qrYtZ6CUwqFDh9CsWTP85z//wdatWwGY45OZmanFwcJyXiz/Wpb169cPXl5eAICVK1cCAAwGQ677rVatGnr16qX9fvLkSfj6+tqcd6UURATly5dH48aNtb+btLS0wr51XSloHC2yXxMuLi5wdXUFACxatAiffPIJYmJi0LZtW3zyySdauTtdGy4uLoiKisKCBQsAAH379kX16tUL+xaJ7ivmIvrCXMS+MRfRB+YiREWLuYi+MBexb8xF9IG5yG3HcF/3RkR3ZLkZAebKwcXFBbGxsTh16hTS09NhMpmglNISwBIlSuC9995DaGgo3n77bZQtWxbR0dH4999/77ifjRs3AjAnc+3btwdgvjHdfhMsU6YMunTpAgCIiIiA0Wgs0vfsDDIyMrB27Vr8+++/2Lx5Mw4dOgQxP4VrVanklNhblChRAt26dYOLiwuuXLmCvXv3Ij4+Ps/9PvTQQ2jatCkA89/T8ePHAdgmepYKq3Tp0tqHg8OHD9/Ve3VkTZo0QbVq1QAABw8exLVr12AwGGAwGHD16lXMmzcPq1evBmCb4FnOacOGDdGyZUsAwPHjx7Vr0XJd387DwwPPPfec9vu+fftw7ty5HJMRpRRu3LiBkiVLAgAuX74MPz8/p0nG8yuvOEZGRlrFMadr7vjx4xg5ciQqVqyIl19+WftQVaVKFRw6dAhhYWEwGo1W9+LcfP3110hMTISfnx/69OmT6z6J7AlzEX1iLuIYmIvoA3MRosJhLqJPzEUcA3MRfWAukoUNYER2xsXFBQaDAenp6ViyZAl69+6NZs2a4dlnn0Xz5s0xdOhQnDhxwmqdUqVKwc/PDw0bNkTr1q0BAL/++usd97Nnzx4AQLly5XD+/HkA1i33lv+npqZqCcWpU6fg7+9fJO/Vmbi6uqJt27Zo1qwZAGDt2rVaj4sjR47gzTffRJs2bWxie7vg4GAtKT9w4ICWuOXUKwYAatasie7du8PX1xeZmZk4e/Ysjh49CsC6srH0tAoICEBsbCw8PT1RpUoVq23pXXp6OgBgwIABAMyV/a5du7Bs2TJ06dIFlSpVwtChQ/HDDz8AyLm3mCWZ69evHwDzObZci3mdx3bt2qF79+7a79999532/9uTAoPBgF27dgEAWrVqpX34I7Oc4rh7924sW7YMXbt2RWBg4B3jOHToUEyfPh1RUVGoXr06nnjiCbRu3Rrr16/HoEGD0LFjR/Tr1w+XLl3KcX3AfE3GxcVhzZo1AIDOnTujTZs2Vj1JLVJSUnL9IEBUHJiL6BNzEfvHXEQfmIsQFR5zEX1iLmL/mIvoA3MR2wMhIjty5coV+fzzz63Gvs0+gatSSho0aCBLly4VEetxW5OSkmTy5MmilBIPDw85c+ZMjvuwjL86fPhwUUpJvXr1ZPny5SKS85i8SUlJ2vE8+OCDEh0dfQ/euX5Z4nPz5k155513RCklderUkUmTJklQUJBVbFeuXJnnttLS0mTKlCmilJIyZcpoY1fntd/Tp0/LU089JUopKVWqlLz//vsiIjmOg/7ee+9pE8Pu27fvbt+yQzt//rx23WW/9tzc3KRHjx6yYsWKO44hHxERoY2NXKVKFUlISMh1f5Zrbt26ddp1Vq1aNfnnn39sysbGxsqIESPEYDCIp6enbNq0qfBvWKcuXLiQaxy7d++eZxx///13eeKJJ+T333+X8+fPS1RUlMTExMjNmzdl6NCh2sStzzzzjISFhYmI7VjZlu2oWxM0W+7ZFmlpaXL8+HH56quvpHPnzvLNN9/YbIeouDAX0R/mIo6FuYg+MBchunvMRfSHuYhjYS6iD8xFzNgARmRHrl+/LsOGDRMvLy9RSknz5s1l/Pjx8vPPP8u8efPkf//7n9SoUUOUUlK7dm05e/aszTY2bNggNWvWFKWUzJo1K8/9LV26VJRS4urqKv369cvxpnfu3Dnp16+fdpP84osvRCR/E5aStaSkJHnjjTfE1dXVquIJCAiQQYMGyZIlS+TmzZt33M6uXbukVKlSopSSl156SSIjI0Uk75js2LFDq3B8fHxk//79VsvT09Plzz//lPLly4tSSp566qk7blOPpk+fLgEBAaKU0hLexo0by7Rp0yQkJESSkpLuuA3LOevTp48W48WLF4tI3pO+mkwmmTZtmnh7e4tSSmrWrCl//vmnREZGSnR0tISHh8vUqVO1BPKFF16QxMTEonnjOlPYOJpMphwnRBYxX8fjx4/Xrt333ntPW8fCkqy1b99elFLSpk0bbQLfixcvyi+//CLPPvuslCxZUvsbeeihh4rirRMVGnMRfWMuYv+Yi+gDcxGiu8dcRN+Yi9g/5iL6wFwkCxvAiO6D/LRcp6eny3/+8x/thjRz5ky5dOmSZGRkWK1/8OBBKVu2rCilZPz48RIbGysiWRXIpUuX5IUXXhCllHTo0CHXm5WISFxcnDRr1ky70bz55puyf/9+OXPmjISHh8uaNWukf//+4u3tLT4+PjJkyBDtZkUFc+3aNXnggQesejVVq1ZNFi5cKKdOncq1x0VOrl+/rvVcatq0qWzYsEFEck/KLK+PHDlSypUrp+37gw8+kBUrVsj27dtl+vTp0rhxY+0DRkhISOHftJ3Jfi3dfq4sr48YMUKUUlrCGxgYKAsXLizwfkREfvvtNy3WTz75ZI77vZ3JZJJ3331XfH19RSklJUuWlCpVqsijjz4qVapU0bbXv3//PHtP6dn9imNeIiIitFh07do1x/viunXrxMvLS9zc3GTChAmyd+9eeeONN6x6sSqlpFmzZjJr1iy5ceNGkR0fUU6YixBzkeLHXEQfmIsQ3R3mIsRcpPgxF9EH5iIFwwYwojuw3Ej27Nkjs2bN0h7rvNMNOzMzM9ckK6fELzMzU+bMmSM1atSQVatWSUpKik2Z1NRUMRqN8uSTT2o3iM2bN1tt02g0ytdff63dREJDQ/N8X7/++qtUrFhRlFJSokQJcXNzkyZNmkj9+vW1bRgMBhkyZIhcuHAhz/fsrG5Pxi2y/40kJyfLO++8I3Xq1JEuXbqIUkrKlSsn165du6v9ffPNN6KUEi8vL/nkk0/yLG85tuTkZJk9e7aWRFhibulZZ0kcLcM+6EFO1+HtscrMzNReu3r1qvz1119y7Ngx7ZyMHDlSkpOTRaRgPb+Sk5O1Sr106dJy6dKlPLdheT01NVVWrFghLVq0EKWUeHp6asdSq1Yt+eyzz+Tq1asFPh5HVpxxzOlYRLJ6MbVq1UoOHTpkVcZoNMqgQYO0a8xyj7X8VKpUScaNGycnTpy46+Mg58JchLnInTAXsV/MRfSBuQg5O+YizEXuhLmI/WIuog/MRe4eG8CI8mDpSbB8+XJRyvzI6N20lu/Zs0fmz58v69atk6NHj+ZaLjIyMsdHUJOTk2Xr1q0ycuRIadCggShlfmTb09NTPv74Y62c5ea1a9cuadq0qSilZMKECVbLbmcymWTjxo3SunVr7SZkqVj8/Pzktddekz179hT4PetdZmamzWPbMTExcvLkSUlLS9Mqg+yVUWxsrMTFxcmKFSu0HkdLliy5q/0fPnxYqlatKkopefrpp+XcuXMikvej5Bbbtm2TZ599VmrXri316tWTMmXKSLt27WTevHkSFxd3V8fjCLZs2SIjR46UgQMHytixY+Xzzz/PsbeQ5Vp57LHHtJ4slqER8psgWOI+dOhQ7bqaMWOGiEievQ+zi4mJkS1btshPP/0k06dP53V4y/2MY26SkpLkueeeE6WUVK1aNcdeSpZ7teXHw8NDXn75Zdm6dWuh9k3Oh7kIc5HcMBdxPMxF9IG5CDkb5iLMRXLDXMTxMBfRB+YiBcMGMKLbpKamyk8//SRt2rSRWrVqaa9Zkp+33norX5Xh+fPn5YMPPpDKlStrF3mJEiXExcVF+vTpI4cPH9bKWm46ln8tlURGRoYsWrRIHnroIasbRpkyZbTH/fv06WNTyV+7dk2byLV+/fpy/fp1m+NLS0uz+j02NlY2btwoy5YtkxkzZsj69evzlTQ4u7S0NPnll1+kV69eUq1aNWnatKkEBwfLkCFD5Pjx4zn2gDp9+rT06tVLlMoaU7qg4uPj5dVXXxWlzBPHLlu2LF/rZf/bSkhIkIMHD2o9cPToypUr8tlnn9k8Xm35adCggc2EqZa/+z/++EOUUlKxYkWZP39+gfZr2camTZvE1dVVlDIPvWGRnJwsp06dksuXLxfuDTqJ4orj7Sz36KtXr2rDCDRr1szqUX9LIm/p6dSzZ09ZsmQJ76dUIMxFmIsUBHMR+8ZcRB+Yi5CzYS7CXKQgmIvYN+Yi+sBc5O6xAYzoloSEBJk8ebKWQFl+LI9i9u/fX5RS0q5dO9m5c6eI5N5avm3bNmnbtq22japVq0qTJk3Ey8tLu+k3bdpUFixYICI5P/q/Y8cO6dChg9Wx9O3bV9asWSMiIvPmzbOp5LMfzx9//KE90j116lQ5e/asxMfHy9atW+WNN96QESNGSExMTNGdQCdz5coVmTZtmlXFk30CV0vl89tvv4mIOTaW+CQlJcnkyZO1DwBnzpwp8P4zMzPl119/1Xq9vffee5Keni6JiYly8OBBWbRokRw/flxEbHs/Ocvj4Rs3bpSHH35Yi0f16tVlwIAB8sILL0iHDh20iZNbtWqV63jhPj4+opSSIUOGFGgs4uzbsfQ6LFGihPz999+ye/dumTJlinTu3FmGDh3K6/AOijOOOUlNTZWPPvpISpQoIUplTYB9e+/GmJiYuxrKg5wbcxEqCOYi9o+5iD4wFyFnwlyECoK5iP1jLqIPzEUKhw1gRLf8+OOPWpLXsmVLmTp1qoSGhmpjTm/atEnrZTRr1qxct3Ps2DFtAtX69evLggUL5OzZs3LmzBkJCQnRJnRVyjyRo6WXkoXJZJKrV6/KI488IgaDQapWrSoffPCBXLx40arcrl27tEr+3XffldTUVG19EZEbN25Inz59RCklPj4+0qpVK63CsfzkNewA5e769esybNgwbYzo5s2by/jx4+Xnn3+WefPmyf/+9z+t8qldu7acPXvWZhsbNmyQmjVrilIqz7+nvFy8eFGaNGkiSilp3769fPnll/L+++9Lx44dxdXVVZtgND+TDevNli1bpFatWuLi4iLt2rWTb775Rs6dOyc3b97UrukdO3ZIYGCgGAwGeeyxx6yG2bD0VnnttddEKSWtW7eWbdu2iUjBE+WRI0dq11yTJk2kbt26vA7zyZ7iKCISHh4uEyZMEDc3Ny255BwAVJSYi1B+MRexf/ZUhzEXuXv2FEcR5iJ07zEXofxiLmL/7KkOYy5y9+wpjiKOmYuwAYxIRCIiIuSBBx4QpZR06dJFwsPDcyxXoUIFUUrJwIEDbSZbtPQmmTBhgiilxNfXVxYuXJjjpK2jR4/WHhN96623tG1ZtjFjxgyt58ysWbMkMTFRRKzHV96+fbtUqlRJlDKP4WoZOiB7pX7o0CFp1KiRVS8cLy8veeWVV2Tjxo2FPW26k5+EKD09XUvWGzduLDNnzpRLly7ZTPh68OBB7YPD+PHjJTY2VkSyYnzp0iV54YUXRCnzI+D5Hf/YwmQyyalTp+SZZ54RpczjkpcqVcoqgejevbukp6cXaLv3y5UrVyQqKkpE8nfeTSZTvs6R5Xq0PN799NNPy+7du23Og2WfEyZMEB8fHylRooTWKy0jI0OL0+7du7UPZdOnT8/3+7t586YcPHhQli1bJv3797easNXSw+2ll16Sf//9N9/btEd6jGNycrLWG+rKlSty4sQJCQkJkZkzZ0rHjh1FKfO8B88//7x27yYqCsxFSIS5yP2kxzosO+YiOXOEODIXoeLCXIREmIvcT3qsw7JjLpIzR4ij3nIRNoARicjly5dFKfMkp5axULMnVZZ/LT0WmjZtKuvWrRMR69by1NRUqVixoiil5LHHHrPZj+UGd/nyZXnzzTdFKSW1atWSP/74w6pcixYtRCklvXv3trkpWm50v/32m1ZplC9fXr7//vsc39ulS5fkjz/+kKlTp8rq1at1O361JQ579uyRWbNmSVhYmNXrucnMzMy14smp4srMzJQ5c+ZIjRo1ZNWqVTkm8qmpqWI0GuXJJ58Upcxj4W7evNlqm0ajUb7++msthqGhofl6nzdu3JCdO3fKnDlz5MUXX9SSfctPYGCgjB07Vhuiwp5kZGRYJadvvvmm9npuTCaTTRwuX76cr/G558+fbzOmu4hISkqK7Nu3T7788kutp5hSSp544gltn9lZhnPo37+/NjZ1Xn9XZ86ckXfffVc6deqkPWJu+enSpYssWbKkwIm9PdF7HKOiomTEiBFSrVo1adWqlbRo0cIqjj4+PvLOO+/k+x5DlF/MRRwfcxHmIrdjLnJv6D2OzEWouDAXcXzMRZiL3I65yL2h9zjqLRdhAxiRmC/shg0bilJKPv30U6tlsbGx2kR+R48e1XoLffzxxzbb2bt3r1StWlWUMo8vLWI7qarFnj17xMXFRZRSMnr0aK03k4ho47oOHjxYTCaTpKen29xMRo4cKe7u7loPppwmobX3G1BRSUhIEBGR5cuXa70QFi5cWODt7NmzR+bPny/r1q3L8/HryMhIq8eJLZKTk2Xr1q0ycuRIadCggShlHorB09PT6u/FEpddu3Zpwy9MmDDBalluvv76a61XXvZeMy+88IKWTNqbjRs3yhNPPCEtWrSQ3377Test0rhx43xv4/r16zJ79mxp3769VKtWTdq0aSONGzeWqVOnypUrV/K9naVLl8pTTz0lHh4eVufQYDBIqVKltCE1svfIsfReDA4Olj///FNE8u7Vs337dqteZ40bN5bp06fbxbjHheFMcRw6dKh2bbm7u0vJkiWlQ4cOMnv27BwnzyYqCsxFHBtzEeYi+cVc5O45UxyZi1BxYC7i2JiLMBfJL+Yid8+Z4qinXIQNYERifpzz5Zdf1noiJCUlyZIlS6Rz586ilJJVq1ZpFXBwcLAoZX701DKGseVGsnHjRlHKPKnjRx99lOc+jUaj9OjRQ5RS8sgjj8jJkydFxJwsjBs3TpRSUqNGDZseK0lJSbJw4UJRSsnQoUPlueeeE6WUBAUFyZYtW4r61Nit1NRU+emnn6RNmzZSq1Yt7TXLI9U5Jb45OX/+vHzwwQdSuXJl7cZeokQJcXFxkT59+mhDKIhkJWGWfy2VREZGhixatEgeeughq0qnTJky2uP+ffr00cY1t/QIuXbtmgwfPlyUMo+LnlMFcvsHhUmTJmnb79mzpyxdutRue68tXrxYG/fd8rNu3Tp5//33xc/PT5RS2uScub0Ho9Eo06dP13oQWq6v7Nt84IEHZOXKlTmubzKZJC0tTRYtWiT16tWzWq9du3ayZMkS+eqrr7QeY5aJO7MP3XDu3DntA8Trr7+ujStvNBrl0KFD8sMPP8ipU6e0fV64cEGGDRsmI0aM0CbcdWTOFEdLvA4ePCi//vqrzJkzR5YuXSrnz58vylNKlCPmIo6HuQhzEXuqw5iL6COOzEWoODEXcTzMRZiL2FMdxlxEH3HUYy7CBjDShStXrsinn35aqEktv/nmG+3GYZnIz/Lz3XffaY90T58+XZRSUrduXVm2bJmIZFX4kZGR4urqKkop+fjjj3Pt5WQxdepUUUpJ1apVtcdGRcw9dkqWLClKmR/3/+uvv+TQoUNy4MABmTJlitabavPmzbJ582ZRSsmQIUO0x1f1LCEhQSZPnqwlUJYfS0Lcv39/7ea/c+dOEcm999C2bdukbdu22jaqVq0qTZo0ES8vLy2OTZs2lQULFohIzr0iduzYIR06dLA6lr59+8qaNWtERGTevHmilJI6depofy/Zj+ePP/4QX19fUcrcO+7s2bMSHx8vW7dulTfeeENGjBghMTExWvnz58/LDz/8INHR0UVwNu+dAwcOaI9fV69eXUaNGiVr164VEZF///1XgoKCRCklr732mojYnlvLOVq0aJFUrVpVDAaDtG/fXmbNmiUrV66U6dOna7FWyjxkhiXZuH0bq1atkjp16ohSSqpUqSJjx461moD35MmT2sS77dq1y3EblmEbPDw85OWXX5bJkyfLo48+qu3/Th/sHJWzxfF///tfEZ49cjbMRZiLMBexL85WhzEX0UccmYtQYTAXYS7CXMS+OFsdxlxEH3HUYy7CBjByeFu3bpXSpUuLUkp+/vlnEcl7zNXbXb58WcaNGyf+/v7aDUApJS1btpSPP/5Ydu/eLSkpKdqN4tq1a6KU+RHuMWPGaK3llmWWSv/FF1/UJgzMiclkkoULF2qt/dnHOo6Li5OBAwdqNx9PT08JCgrSkj8PDw+rIQkcedzcgvrxxx+1JK9ly5YydepUCQ0N1RLxTZs2iVLmXkazZs3KdTvHjh3Tem/Ur19fFixYIGfPnpUzZ85ISEiINqGrUuYJIi29lCxMJpNcvXpVHnnkETEYDFK1alX54IMPtEeMLXbt2qX9vbz77rva34vl7+nGjRvSp08fUco8hm6rVq20x/8tP3kNO2BvLO/L8vcbFBQk27Zts5qkMy4uTnvPlSpV0obSuD0hP3r0qAQGBopSSlq0aCEHDx60GVv+448/1q7ZXr16aeffknCEhYVpH4yaN2+uJf+WMpZ7Re3atUUp8zAe+/fvt1m+ceNG7dq2fAiw/PTo0UN27dpVpOexuDGORAXDXIS5CHMR+8E6TB8YR6KCYS7CXIS5iP1gHaYPjKN+sAGMHF5kZKT2yHzPnj1FxLq1PSMjwyrxs9xgLK9ZHptXSmnj01atWtWmws6+3W7dumk3huyPgsfFxcno0aNFKSWVK1eWkJCQHI/ZcgyWXlMlSpSw6QVz+fJlGTRokJYAWI6xffv28ssvv0hycrJVeWcQERGhjfPcpUsXCQ8Pz7FchQoVRCklAwcOlKtXr4qIbdwt4976+vrKwoULc5y0dfTo0VK+fHlRyjx0gGVblm3MmDFDlDKPrztr1ixtvPLsFcv27du1x4+7du2q/b1k/xs9dOiQNGrUSNuWpaJ65ZVXZOPGjYU9bffd9evXpUuXLqKUkqeeekpErMccFhH5/PPPpUyZMqKUksWLF4uI7Qe0zz77TJRS4ufnJ0eOHLFalr3skCFDtOvk888/F5GsSZGXLFmiXdvbt2+3OdbMzExJTk6W9u3ba9fYmDFjcjyeU6dOydtvvy29e/eWXr16yVdffeXw41fnhXEkyj/mIsxFbsdcpHixDtMHxpEo/5iLMBe5HXOR4sU6TB8YR31gAxg5PJPJJGPGjNEubssj0Ldf3BkZGRIWFmYz/nF0dLSMHz9elixZIjNnzhRvb29RyjyW6+0sNzjLTady5cry/fffW5XJ/pj+xIkTtce0sydklkreMqZ1uXLlJDIyMsf3d/DgQfnxxx/lq6++shn32tlcvnxZlDL3/Jo/f76IWCdVln9HjhwpSpkf07fE8faeFZYxdx977DGb/VjifPnyZXnzzTdFKfMjyH/88YdVuRYtWohS5uEYbu9tZqmgfvvtN+1vs3z58jZ/LxaXLl2SP/74Q6ZOnSqrV6+22/Gr88syhMKTTz5pNYlnamqqJCQkyLFjx7RHyHv37i0ith9aHnzwQVFKSZs2bbTrOqfr6MiRI1py36pVK6ttvPvuu+Lq6iqVKlXSxqO+/dweOHBADAaDlrA0aNAgz/dmmVzYGTCORPnDXMR5MBdxHKzD9IFxJMof5iLOg7mI42Adpg+Mo+NzAZGDU0rhkUceQe3atQEAP//8s/Y6AISEhGDIkCGoXr06nnjiCXTt2hXPP/88Dh06BJPJhICAAEycOBHPPvssOnXqhBYtWgAAfv/9d5t9ubq6AgD69OkDNzc3XLlyBSEhIYiLi9PKtGrVCt26ddO2sWLFCgBAZmamVsbFxQWnTp3CypUrAQCNGzdG6dKlc3x/TZo0wYABAzBs2DDUq1fvrs+THri5uaFBgwZIS0tDTEwMAPO5NBgMuHnzJpKTkwEAL7/8MgDg1KlTCAkJAZD19wAAhw8fhpubGwDgoYceAgCkp6dryy1xrlSpEgYMGAClFM6dO4fdu3cjKSlJKxcQEAAAKF++PAwGA4xGI0REO1YA2LNnD9zc3ODi4oJr165h3759iI+Pt3pfIoLKlSvjqaeewujRo/HYY4/BYDAUwRm7/4xGIwCgU6dOAIDLly9rcXjxxRdRtmxZjBgxAkFBQWjWrBkMBgO2bNmCS5cuQSkFk8kEEUFKSgr8/PwAAJUrV0ZAQAAyMzOt4ujiYq7CgoOD0bFjR7i4uODYsWPYvXu3VqZy5crIzMyEt7c3Dh8+DABW5zYqKgpffvklAKBdu3YoW7Ysjh8/jrVr1wKwvm4tfHx8iup02S3GkahgmIs4D+Yi9o91mD4wjkQFw1zEeTAXsX+sw/SBcdSR4ml3Iypa8fHx8vTTT4tSSho3bqy9PmPGDPHy8tJ6mmSfxLVixYry5ZdfWm0nLi7OqvdRVFSUzb4sresvvviiKJXzpKLbtm3T9uPv7y+//fabiJh70KSlpcnRo0e1MWKVUtpj/pS3K1euyMsvv6w9SUoUnAAALX9JREFU6p+UlCRLliyRzp07i1JKVq1apcUgODhYlFLy9NNPaxNCWnojbdy4URti4U6TdBqNRm0oiUceeUROnjwpIiLJycna30qNGjVseqElJSVpw0gMHTpUnnvuOVHKPGbwli1bivrU2J2IiAjtmrNMZmv5efXVV8VkMsn333+vjYH8xRdfiEhWjKKioqRTp06ilJLg4OBc92O5HufPny9KKfH29pbPPvtMW27pHWcwGKRdu3YSGxsrKSkpkpSUJKdOndKG5njhhRdk+fLl2jjq2ceSd2aMI1H+MRdxDsxFHAfrMH1gHInyj7mIc2Au4jhYh+kD4+j42ABGujFlyhRt4tSTJ0/K1q1bxc/PT8qUKSNDhw6VJUuWyPTp0+W1117Tyvn7+8u0adOstrNy5UptfGPL2K3ZWW5Imzdv1rYxc+ZMm3KjRo3SbjalS5eW9u3by+DBg2XIkCFSvXp1UUpJhQoV8pyQVG+uXLkin376qdU4zwX1zTff5Ji4K6Xku+++08astowjXrduXS2Rtuw3MjJSm+jx448/lrS0tDz3OXXqVFHKPAZ6WFiY9nr2YR169+4tf/31lxw6dEgOHDggU6ZM0San3Lx5s/b3MmTIELl8+fJdv397l5aWJrNmzZLGjRuLUkrc3d1FKSVVqlSRkSNHyt9//61Ngnzy5Elt4s127drZbOuRRx4RpcyPbB84cEBExOZvx5LYnz9/XvubeP/99yUzM1Nb9swzz2jxrlu3rvTu3VteeeUVqVatmvbh8Pjx45KamiorVqzIddgNZ8I4Et0d5iL2j7kIcxHWYY6BcSS6O8xF7B9zEeYirMMcA+OoH2wAI904fPiwNubqyJEjZfjw4aKUkm+//VabhNPir7/+0sZDLV++vOzfv19bdvr0aenVq5coZR7fNS+W8ZKzTypqaeFPTk6WuXPnSuXKla2SEctPUFCQfPvttzZjb+vV1q1bpXTp0qKUkp9//llEbMeqzcvly5dl3Lhx4u/vL0op8fDwEKWUtGzZUj7++GPZvXu3pKSkaJXCtWvXRCklLi4uMmbMGElNTdW2de3aNa1ievHFF7UKKycmk0kWLlyofTgIDQ3VlsXFxcnAgQO1mHp6ekpQUJCW/Hl4eFj1tLh9PGw9unDhgnZdWCYprlixosybNy/H8iNGjJASJUqIm5ublgRYYjVt2jRt/dmzZ4tI7pMbR0dHS82aNUUppfVes2zn4MGD0r9//xyvw7Zt28rq1avz3LYzYhyJ7g5zEfvGXIS5SE5Yh9knxpHo7jAXsW/MRZiL5IR1mH1iHPWDDWCkG6mpqTJgwABRyvwId8mSJeWdd96xKWepbL/44gsJCAjQEjWL5ORkrWeLu7u7nD59OtdtjBo1SpQyTyr6zz//iIjtTSYmJkYmT54s7777rvTv31/eeecd2bp1a5G9b0cRGRmpPTLfs2dPEbHu7ZCRkWGV+FnOo+U1y2PzSikpVaqUKGXueXTx4kWbfVm2261bN1FKSY8ePeTw4cPa8ri4OO3R4MqVK0tISEiOx2w5BkuvqRIlSmi9pizLLl++LIMGDbKqEJVS0r59e/nll18kOTnZqrzeGY1GmT9/vsyZM0d27dqlnY/Ro0drvdBEsuL6xx9/aBX72LFjRUS0nmfZH+/u3bu39oEtp4lCN27cqH0ImDhxok05o9EoX3zxhQwbNkx69Oghr7/+ulMMuXC3GEeiu8NcxL4xF2EuwjrMcTCORHeHuYh9Yy7CXIR1mONgHPWDDWCkK/Pnzxc/Pz/tprRixQoRse5hYrmhREREyLPPPitKKfHy8pIrV65oZf7991+pXbu2KKVsxsPOvo3jx49rCcCkSZNsKvPcHmd1RiaTScaMGaPFJjo6WkRseztlZGRIWFiYTQ+w6OhoGT9+vCxZskRmzpwp3t7eopSSdevW2ezLEu8lS5Zoydz3339vVSb7Y/oTJ06UmJgY7TgtLPHLPv55bo8PHzx4UH788Uf56quvbMa9djbZH8+2JPfdu3eXQ4cOiYj5HFuWR0REyMMPP6z1/rOw/F08/vjj2oeuRYsW2WzfYu7cudrf1r59+6yWZS+bkZFRqKEmnAnjSHR3mIvYL+YizoN1mD4wjkR3h7mI/WIu4jxYh+kD46gPbAAjXQkPD5fWrVuLUkoqVaok69evz7P83LlztXGtsycCly5dsprMNadHtC03HcvwAv369ZMzZ85YLSNrW7ZskTp16ohSSmbMmCEiWcnU3r17ZfDgwVK5cmWpXbu2tGjRQp577jk5ePCgViY9PV1EzMM6dOzYUZQyjx2dG6PRqI3RO3z4cLl586a27MqVK9qEuw0bNpSFCxdq62R38uRJadiwoSilpFu3bnccF5vMLBX80qVLtevRco5vN3HiRO0DmiVxtzzevXbtWq0HTb169WTt2rVW66anp8vKlSu1iUiffPJJrXcZFR7jSFRwzEXsG3MR58E6TB8YR6KCYy5i35iLOA/WYfrAODo+NoCRrmRkZMiwYcNEKfNkgXd6hHvPnj1aYvjEE09oy41Go8yZM0drcc8+vnH2MiIin3/+uShlntB11apVRf+mdCQ+Pl6efvppUco8MaPFjBkzxMvLSzvf2SdxrVixok1vs7i4OKveR1FRUTb7slRQ2RP2nTt3ikhW/Ldt26btx9/fX3777TcRMcc2LS1Njh49qiWDSintMX/Kv4yMDG1c8mHDhklsbKy2zJLA//vvv9KgQQNRSsmrr74qIlnXl9FolE8//VQMBoPWK/G9996T7777TtauXSsffvih1KtXTwwGg7Rs2VIbZ5kftooW40iUf8xF7BtzEefDOkwfGEei/GMuYt+Yizgf1mH6wDg6LjaAke6sWLFCKlWqJEopmT9/vojkPqloXFyctG/fXks8kpKStGW7d++WZs2aiVJKxo8fb7Ou5QYUHR0tTz311B17VZHZlClTtIlTT548KVu3bhU/Pz8pU6aMDB06VJYsWSLTp0+X1157TSvn7+8v06ZNs9rOypUrtV5qixcvttmPJeabN2/WtjFz5kybcqNGjZKyZctqyXr79u1l8ODBMmTIEKlevboopaRChQoya9ase3NCdMwSA8uEuG3btpUdO3aIiHUFHhcXJ3379hWllAQGBmrDPGR/lHvChAlanCwfBlxcXLTfmzdvLn/++ed9fHfOg3EkKjjmIvaNuYjzYB2mD4wjUcExF7FvzEWcB+swfWAcHRsbwEh3rl27po3L2qVLFxGxHXM6+2uW8Vm7desmV69e1ZZHR0fL8OHDRSklwcHBkpCQcH/egM4dPnxYGx5h5MiR2jn+9ttvtUkgLf766y8pU6aMKKWkfPnysn//fm3Z6dOnpVevXqKU+bHgvFSsWFGUMk/qa4mxpQdGcnKyzJ07VypXrqxVNtl/goKC5Ntvv7UZe5vuzJIgbN26VUukb++1ln1CXcvkyz///LO2vmV5Wlqa7Ny5U1555RWpX7++NGnSRCpVqiSPP/64LF26VBsGgooe40hUcMxF7BtzEefBOkwfGEeigmMuYt+YizgP1mH6wDg6NjaAke6YTCYZO3as1np+/PjxHMtlZGRISkqKPPbYY6KUkvbt22vrWyxevFhcXV1FKcXH+ItIamqqDBgwQJQyT5JbsmRJeeedd2zKWRKxL774Qqs4Bg4cqC1PTk6WqVOnilLmCSRPnz6d6zZGjRolSilp2rSp/PPPPyJi+whxTEyMTJ48Wd59913p37+/vPPOO7J169Yie9/OLjAwUJRSMmDAAImIiBARcwwsH7hCQ0OlefPmopSSXr16actvl5GRIUajUY4fP271uDndH4wjUf4wF7FvzEWcE+swfWAcifKHuYh9Yy7inFiH6QPj6HhcQKQzSik8+uijqFWrFgBg9uzZiIqKAgAYjUatnMFgwLVr17Bjxw4AQNOmTbX1LerXr49HHnkE/fv3R7Nmze7TO9A3Dw8PdOzYEb6+vkhNTUV8fDw6dOgAAMjIyNDKubiYb0/PPvssunbtCgD4/fffERERAQAoUaIEWrRogVq1asFoNOKvv/6y2ZdlG4MGDQIAnDx5EiEhIRARqzibTCaULl0aY8aMwZQpU/DTTz9h2rRp2nHR3bPEdODAgQCAw4cP48iRI9pyS4yaNGmCxo0bw9XVFTt27MClS5eglILJZNLKiggMBgNcXV1Rv359lCpV6v69ESfHOBIVDHMR+8ZcxLmwDtMHxpGoYJiL2DfmIs6FdZg+MI6Oiw1gpEtNmjRBcHAwAOCXX37B1KlTAQBubm5amfDwcAwZMgRxcXEwGAzo27cvAPNNyKJx48b4888/8dNPP6FSpUr38R3oW9euXREUFAQACAwMhLe3NwDA1dVVK2OpOCpWrIjOnTujXLlySElJwfr167UydevWRZs2bQAAS5cutUoULdsQEdSvXx+NGzdGamoqDh06hHPnzgHIirVlXxbZk0AqHMu5feWVVwCYk+29e/fCZDJp51lE4Orqik6dOqFcuXKIjY3F999/b7MtxqX4MI5EBcdcxL4xF3EerMP0gXEkKjjmIvaNuYjzYB2mD4yj42IDGOmSr68vHnzwQXh4eCA2NhYzZszAK6+8gm+//RYbNmzAr7/+ilGjRmHLli3w8vLC6NGj0bFjR2RmZlrdhAwGQzG+C/2qUqUKmjdvDgC4du1arj0dLIlYs2bNUL16dQDA8uXLteUVKlRAu3btAAA7d+7EoUOHbLaRmZkJIKuHxoYNG3D8+HEArHDuB0uyXbduXTRp0gRpaWnYv38/wsPDAVh/sGrZsiUqVaqEVq1aoWXLltr6VPwYR6KCYy5i35iLOA/WYfrAOBIVHHMR+8ZcxHmwDtMHxtGB3cPhFYmK1ZEjR6Rhw4ailBJ/f39p1KiRKKXE19fXajLP1157TS5dulTch+t0VqxYIZUqVRKllMyfP19EsiaVvF1cXJy0b99elFLSuHFjSUpK0pbt3r1bmjVrJkopGT9+vM26lnF2o6Oj5amnnpL169ffg3dDebGMOf7ll19qE+guW7ZMRGzHQY6Pj7/vx0f5wzgSFRxzEfvGXMR5sA7TB8aRqOCYi9g35iLOg3WYPjCOjolNj6RbderUwQMPPAAA8PT0xPr16zFu3Dg89thj6Nq1K8aNG4ejR4/i22+/ReXKlYv5aJ1P27Zt0bBhQwDA4sWLAeTc88hkMsHPzw8+Pj4AgHLlyiE+Pl5bXqtWLbRt2xYAsHLlSiQmJlqtb9lmQEAA/vjjD3Tr1q3o3wzlydJj8MUXXwQAnDhxAhs2bEBqaqpNzH19fe/78VH+MI5EBcdcxL4xF3EerMP0gXEkKjjmIvaNuYjzYB2mD4yjY3K9cxEix+Th4YFOnTrh559/xtWrV3H8+HFMmjQJycnJ8PLyKu7Dc3oBAQFo3rw5NmzYgE2bNuHEiROoX7++TTkRQWpqqlbJpKamokKFCtqErQEBAWjXrh3mzZuHsLAwbN68GY8//vj9fjuUB6UUMjMz4e/vj549eyItLQ2vvvoqPD09i/vQqAAYR6KCYy5i35iLOA/WYfrAOBIVHHMR+8ZcxHmwDtMHxtExsQGMdK1z5854/fXX0bBhQ7Rv3x4mk4lJnp1QSuH/27v/qKjq/I/jL36Tgr8RBBTxRBaKbS5Kpi6amlqhHrVSy1+Uspy1NU/2y7bVsvyxmaun7IemoLml6WaBWpppZlmLmiVoSiKUpCKKBiYKyv3+wZn5gsyMw8+R4fk4Z84ZuJ/7ue/PncH78tzPvffee+/V+vXrdfToUb3xxht64YUX5O/vr+LiYvODed3c3PTbb7/pm2++kST96U9/Mq9vcuutt2rw4MFq0qSJ7rjjjjofC67P9Hlt2rSJ+x7XY3yOQOWRRW5cZJGGhWOYc+BzBCqPLHLjIos0LBzDnAOfY/3jYhhlntAGAHWooKBA48eP18cff6zmzZtr/PjxWrhwYbk2mZmZio+P19atW+Xm5qZt27YpOjraPNNJKn2gKw/mBQAAlUUWAQAAjkQWAYDaxRVgABzG19dXPXr00Keffqpz585p0aJFOnfunO666y6Fhobq7NmzWrdunXbu3KlGjRpp6tSpio6OrhDsCHkAAKAqyCIAAMCRyCIAULu4AgyAQ6WlpWnUqFE6dOiQmjdvrqCgIKWlpcnHx6fcg1sfffRRzZw5kwfzAgCAGkUWAQAAjkQWAYDawxVgABwqLCxMXbt21aFDh+Tt7a3PP/9cr7/+ujIyMnTmzBlFRUVpzJgxCg8Pd3SpAADACZFFAACAI5FFAKD2cAUYAIdbsWKFJk2aJMMwtH37dvXp00cXL17kwbwAAKBOkEUAAIAjkUUAoHZwBRgAh+vbt6/i4uLUqVMn9erVSyUlJYQ8AABQZ8giAADAkcgiAFA7uAIMAAAAAAAAAAAATsXV0QUAAAAAAAAAAAAANYkTYAAAAAAAAAAAAHAqnAADAAAAAAAAAACAU+EEGAAAAAAAAAAAAJwKJ8AAAAAAAAAAAADgVDgBBgAAAAAAAAAAAKfCCTAAAAAAAAAAAAA4FU6AAQAAAAAAAAAAwKlwAgwAAAAAAAAAAABOhRNgAAAAAAAAAAAAcCqcAANglz59+sjFxUV9+vRxdCnXVZ9qdRa1tc9nzZolFxcXubi41Gi/jlZUVKSwsDC5uLho/fr1FZbX1P407btZs2ZVq5+qys7OlpeXlzw9PZWenu6QGgA4j/p0fK9PtToLskjlkEUAoPLq0/G9PtXqLMgilUMWQV3hBBjQQPzxxx96++23de+99yooKEje3t7y8vKSn5+funXrptjYWC1btkzHjx93dKlOw3SQvfbl6ekpf39/9evXTwsWLNC5c+ccXSrq2OLFi3X06FF17txZI0aMcHQ5tSY4OFgTJ05UcXGxpk+f7uhyADgYWaTukUVgDVkEQENEFql7ZBFYQxZBXeEEGNAAfPvttwoPD1d8fLw+/fRTnThxQpcvX1ZRUZHOnDmjvXv3KiEhQZMnT1a3bt0cXa7TKy4u1unTp7V9+3Y99dRTCg8P19dff+3oslBHCgoKNH/+fEnSP/7xD4fN4vryyy/N//n48ssva207zz33nDw8PJScnKyUlJRa2w6AGxtZ5MZCFmnYyCIAGiKyyI2FLNKwkUVQl9wdXQCA2pWenq6BAweqoKBAkjRkyBCNHDlSt9xyizw9PXXmzBn9+OOP+vzzz7Vjxw6r/dTmgcDZRUZGKiEhwfxzUVGR0tPT9eabb2rXrl06deqUYmJilJaWpqCgIAdWWnW19f2YNWuWwy5Try1vvfWWzp49q3bt2umBBx6o1W0ZhlGr/dsjJCREI0aM0Jo1a/Tyyy8rKSnJ0SUBqGNkEccji1QdWaR6yCIAbgRkEccji1QdWaR6yCLgBBjg5J5//nlzyEtISNCECRMqtBkwYICmT5+u3Nxcffjhh3VcofNr3LixOnfuXO53Xbt21YMPPqhRo0Zp3bp1On/+vBYuXKjXXnvNQVWiLly9elVvvPGGJGn06NFydW0YF2KPGTNGa9as0aZNm3Ts2DF16NDB0SUBqENkEccji8CELEIWARoisojjkUVgQhYhi9S1hvENAxqoq1evatOmTZJKZ9tYCnll+fn56W9/+1sdVAZJcnV11bx588w/f/bZZw6sBnXh888/N99P/uGHH3ZwNXVn0KBBatmypUpKSsrN+gPg/MgiNzaySMNDFiGLAA0NWeTGRhZpeMgiZJG6xgkwwInl5uaqsLBQknTzzTdXq68+ffrIxcVFffr0qbAsKyvLfM/cxMRESaUHtJiYGAUEBMjLy0uhoaGKj49Xdnb2dbd19uxZPf300+rYsaNuuukm+fv7a8CAAdqwYYMkKTEx0by9rKysKo/p1KlTev755xUZGakWLVrIy8tLbdu21YMPPqht27ZVud/K6NChg1q2bClJ+uWXX8otM43RdKn79u3b9cADD6ht27by8PBQ+/btK/RXE2PKzc3VSy+9pJ49e6p169by8PBQ8+bNFRUVpaeffloHDhyosI6t74dU+p+OxMREDRw4UAEBAfL09FTTpk0VFhamfv36ac6cOTp06FCF9WbNmmXeD7ZkZWVp2rRp6tSpk3x9fdWoUSOFhYUpLi5OqampNte9dj/v2bNHo0ePVnBwsLy8vBQUFKSxY8fqp59+stmPPUwzCcPCwhQREWH3ekeOHNHkyZMVGhoqb29vtWnTRg8++KC+++47m+tdOzbp//9e+/bta/5d3759KzyU2PS3bHLixAk9++yz6tq1q5o2bSoPDw/5+/srIiJCo0ePVmJiovLz8y3W4eHhoZiYGEnSmjVr7B43gPqPLGIbWcQysghZhCwCoKaQRWwji1hGFiGLkEWciAHAaZ09e9aQZEgybr/99mr1FR0dbUgyoqOjKyzLzMw0bychIcF49tlnzT9f+/Lz8zMOHTpkdTsHDhww/P39ra4/efJkIyEhwfxzZmZmpWo1Wb16tdG4cWOr25FkPProo0ZxcXEV9lYpUz+26jAMwwgICDAkGd7e3hbXnzlzpjFjxowK9YWEhNT4mOzp49rtGobtfV5QUGD07t3bZp+SjBEjRlRYd+bMmebl1qxcudLw8vKy2q+bm5sxZ84cq+uX3c9Lliwx3N3dLfbTqFEjY+fOnVb7sUf79u0NScbYsWNttiu7Pzdv3mz1M3F1dTX+/e9/2zU2k7J/r7ZeCQkJ5nW++uoro0mTJtddJzk52Wotb7/9trldenq6vbsMQD1HFqlYqwlZxDKyCFmELAKgJpFFKtZqQhaxjCxCFiGLOBeeAQY4sRYtWigkJES//PKLfvzxR82fP19PPfVUrd5fd9myZdq9e7eio6MVFxenW265RefPn9eqVau0atUq5ebmKjY2Vt9++22Fdc+fP69BgwYpJydHkjR27FiNGTNGfn5+Onr0qBYvXqylS5fqxx9/rFaNH374ocaOHSvDMNShQwdNmTJF4eHh8vPzU1ZWlpYvX67Nmzdr+fLlatKkiRYuXFit7dmSm5trHm9gYKDFNh999JFSU1MVERGhadOmqXPnziosLNQPP/xQo2N67733NG7cOEmSt7e3Jk2apMGDBysgIEAXLlzQgQMHlJSUpJ9//rlSY5w1a5Z27dolSbr//vv18MMPq127dvL29tbp06e1f/9+bdy48bqzmSzZtGmTJkyYIMMw5OPjoyeffFL9+/eXu7u7du/erblz5+rMmTOaMWOGmjVrpvj4eKt9bdmyRSkpKYqIiNDUqVMVERGhwsJCbdiwQYsXL9bFixc1duxY/fzzz/L09Kx0rdnZ2eaZed26dbNrnRMnTmjMmDFyd3fXnDlzzDPJduzYofnz5ys/P1/Tpk1T+/btNWzYMLv6DAoKUmpqqvbs2aPY2FhJ0ooVKyrUFBwcLEm6fPmyRo0apfz8fPn6+io+Pl59+/ZV69atVVRUpMzMTO3evds8E9Ga7t27m9/v3LlTYWFhdtULoH4ji1hGFiGLWEIWIYsAqHlkEcvIImQRS8giZBGn5LBTbwDqxIIFC8rNRGjfvr3x97//3VizZo1x7Ngxu/uxd6aTJGPSpElGSUlJhXaPPfaYuc33339fYfkTTzxhXr5o0aIKy69cuWIMHTq03LYqO9MpNzfXaNq0qSHJiI2NtTrrxzSzyNXV1Th8+LDFNtdjqtHWTKfp06eb28XGxlpcX5LRr18/49KlSxb7qIkxnThxwmjUqJEhyWjdurWRmppqteZff/21wu9s7fO2bdsakoyRI0da7dMwSmfmXcvWTKeioiIjMDDQkGT4+PgY+/fvr9AmKyvLaNOmjXmmUm5uboU2Zffzvffea1y+fLlCm5dfftnc5qOPPrI5DmvWrl1r7mPXrl0225r2pySjadOmFmcHpqWlmWcfBQUFGUVFRVbHVnamk8mOHTvMy3fs2GG1li+++MKumUzFxcXG77//bnO5h4eHIcn461//arUdAOdDFimPLEIWuRZZhCwCoHaRRcoji5BFrkUWIYs4M06AAU7u6tWrRmxsbLmDWdmXv7+/8dBDDxlJSUkWw5mJvUGvTZs2VgPJ4cOHze0WL15cbtmlS5eMZs2aGZKMbt26Wa3j1KlThre3d5WD3ksvvWQ+MFqr0zBKD0pBQUGGJGPGjBlW29liLehdvnzZSE1NNeLi4sxt3N3dK4Qr0zJXV1eL46zJMT333HPm7X388ceVHqutfW46uF/7mdvDVtArG5zmzZtntY/Vq1eb2/3rX/+qsNy0zNvb28jJybHYR35+vuHp6WlIMqZNm1bpcRiGYbz22mvmbR05csRm27JBb8GCBVbbzZ8/39xu3bp1FZbXRND7z3/+Y25nK8jZw3Qbj3vuuada/QCoX8gi5ZFFyCLXIouQRQDULrJIeWQRssi1yCJkEWdWe9f7ArghuLq6avny5dq6dasGDRokd/fydz7NycnR2rVrNWTIEHXv3l0ZGRnV2t7IkSPl5eVlcVnHjh3l4+MjSTp27Fi5ZXv37tX58+clSY888ojV/v39/TVw4MAq15eUlCSp9JJza3VKkru7u3r06CFJFm9LUBk7d+4s9xBNLy8vRURE6J133pFU+iDMd999V507d7a4fs+ePS0+2NWkJsa0ceNGSaUPnx0yZIjdY7NHmzZtJElr167VxYsXa6xf08NrXVxczJesW/LAAw+oadOm5daxZMCAAWrdurXFZb6+vuZL06/97torNzfX/L558+Z2rePi4qLx48dbXT5x4kTzLRJq6wHFps9PkhISEqrVV4sWLSSVPpQYQMNBFimPLEIWsYYsYhlZBEB1kUXKI4uQRawhi1hGFqnfOAEGNBADBgzQp59+qrNnz2rz5s168cUXFRMTYz4ASqVhq3fv3jp58mSVt3PrrbfaXG46wBUUFJT7fVpamvn9n//8Z5t9REZGVqm2q1evmu8P/c4775QLX5Ze69evl1R7B6VWrVrpkUce0d69e20ezLt06WJ1WU2Mqbi42Lz/e/XqVaV7TttiGtvu3bsVGhqqKVOmaMOGDeWCT1WYag4NDZWfn5/Vdp6enrrjjjvKrWPJ9b67ppBy7XfXXnl5eeb39ga90NBQtWrVyupyPz8/838CUlNTq1TX9fTq1UsdOnSQJD3xxBPq3r275s6dq2+++UZFRUWV6ss07j/++KPG6wRw4yOLkEXIImSRqiCLAKgpZBGyCFmELFIVZJH6jRNgQAPTpEkTDR48WP/85z+VlJSknJwcrVixwvwP8MmTJ/XCCy9Uuf9GjRrZXG560OzVq1fL/f7cuXPm97YO2vYstyYvL09Xrlyp9HrVnZ0TGRmp1NRU8+vw4cPKyclRbm6u3nvvPZtBTrIdCmpiTHl5eTIMQ1L5WS015YUXXlBsbKxcXFx0+vRpLVmyRMOHD1fr1q3VuXNnzZw50/zA28owBSdrs5PKCggIKLeOJVX97trL29vb/L6wsNCudewZm7+/vyTbY6sODw8PJScn67bbbpMk7dmzRzNmzFCvXr3UrFkzDRo0SO+//75d+8U0bg8Pj1qpFUD9QBYhi0hkEUvIIpaRRQDUNLIIWUQii1hCFrGMLFK/uV+/CQBn5uXlpYkTJyowMFCDBg2SJH300UdaunSp+cDmLMoeiB577DFNnTrVrvU8PT2rtd3GjRtbvYzfHm5ublaXOWpMleHh4aHly5frySef1AcffKDt27dr7969Kioq0sGDB3Xw4EEtXLhQq1ev1tChQyvdf03PzKotZf+DkpeXJ19f3+uuc6OMLTw8XKmpqUpOTlZycrK++uorHT16VIWFhdqyZYu2bNmihQsXavPmzTbDqSmMNmvWrI4qB1AfkEWujyxSPWSRUmQRsggAy8gi10cWqR6ySCmyCFnEETgBBkCSNHDgQLVt21bHjx/XuXPndPbs2SrPKKqKsrN5cnNzdcstt1htW9VLxE2XakuSYRjVCl83ipoYU4sWLeTq6qqSkpJq3ebhesLDwzV79mzNnj1bly5d0tdff633339fq1at0oULFzR69GhlZGTYPdvKNHZ7ZkmZbm1Qdn/VtbJ/T+fOnVNISMh117FnbKY2tT02Nzc3DRs2TMOGDZNUOivys88+05IlS7Rv3z7t27dPcXFx2rBhg9U+TDMa27VrV6u1AqifyCL1E1mELEIWAeAsyCL1E1mELEIWgS3ONY0BQLUEBgaa39f1DItOnTqZ3+/bt89m271791ZpG56enubtfPPNN1Xq40ZTE2Py8PAwB8Rdu3aZL/uvTd7e3urfv79WrFihV199VVLpZeCmh87aw1RzZmamzfBfXFys/fv3l1vHESIiIszv09PT7VonMzNTZ8+etbo8NzdXWVlZkio/tur+jbdp00YTJ07Ut99+q65du0oqfWiwtdsY5OTkKD8/X1L5v3cAKIssUv+QRcgiZBEAzoQsUv+QRcgiZBHYwgkwAJJK73186NAhSaX3w27ZsmWdbj8yMtL84NnVq1dbbZeTk6MtW7ZUeTtDhgyRJB0+fLha/dxIamJMMTExkkqDxSeffFJjtdmjX79+5vdnzpyxe73+/ftLKp3hlZCQYLXd+vXr9fvvv5dbxxEiIyPN97ves2ePXesYhqFVq1ZZXZ6YmGgO5pUdW9l7b1++fLlS65bl4eGh6OhoSdKVK1d0/vx5i+3KjjkqKqrK2wPgvMgi9RdZhCwikUUA1H9kkfqLLEIWkcgisIwTYIATu3DhgqKiorRx40aVlJRYbVdSUqLHH39cBQUFkkqDQ13PdPL29ta4ceMklR4QFi9ebLHOuLg4Xbp0qcrbmTp1qnx8fCRJEydO1MGDB22237Rpkw4cOFDl7dWFmhjTlClT1LhxY0lSXFyc0tLSrK6fnZ1td215eXlKTk62OXtq69at5vehoaF29z1s2DDz7LxXXnlFqampFdocP35c06dPl1T6MNeJEyfa3X9N8/T0NAeclJQUu9ebPXu2jhw5UuH3P/30k1555RVJpbOOKnuf8LK3VMjIyLDabteuXTp69KjV5UVFRdq5c6ckycfHx+otQkxj9vb21l/+8pdK1Qqg/iKLVEQWIYs4ClmELAI0RGSRisgiZBFHIYuQRRyBZ4ABTi4lJUUxMTEKCgrSsGHD1KNHD4WEhMjX11fnz5/X/v37tWLFCvNBsmnTppo9e7ZDap01a5bWrVunU6dO6YknntC+ffv08MMPy8/PT0ePHtXixYu1e/dude/e3XzQqGwg9ff318qVKzVy5EidPHlSkZGRmjBhggYPHqzg4GAVFxcrOztbKSkpWr9+vY4dO6bk5GR16dKlNoZcI2piTAEBAXrrrbc0btw4nT59Wt27d9ekSZM0ePBgBQQE6MKFC0pLS1NSUpKOHDliMxiUlZ+fryFDhqh9+/YaPny4oqKiFBISInd3d508eVLJycl69913JUlBQUG6//777R63p6enli5dqpiYGOXn56tnz5566qmn1K9fP7m5uWn37t2aN2+eTp8+LUlasGCBWrVqVYk9W/OGDh2qnTt3KiUlRQUFBdd94OvNN9+s3Nxc3XnnnXrmmWfUp08fSdKXX36pefPmmWdwvf7665V+gG+7du0UHBys7OxsLViwQMHBwerYsaP54cL+/v7y9fXVF198odmzZ6t3796677771KVLF/n5+amwsFDp6el6++239f3330uSHn30Ubm7W44WX3zxhaTS++rfdNNNlaoVQP1GFimPLEIWcSSyCFkEaIjIIuWRRcgijkQWIYvUOQOA0yosLDQCAgIMSXa9wsLCjL1791rsKzo62pBkREdHV1iWmZlp7iMhIcFmTSEhIYYkY/z48RaX//DDD4afn5/VGidMmGAsX77c/POpU6cqVatJUlKS0aJFi+vuE1dXV2P79u02x2SNqQ9bddiz/syZM+1qXxNjSkxMNG666Sab64eEhFRYz9o+L/vdsPVq06aNxe/ezJkzzW2sSUxMNLy8vKz27ebmZsyZM8fq+vbuZ3u+V9dz5swZc60rV660a1sbN240GjVqZPWzXLBggdV+rje2N9980+p+M/0tl/0MbL2GDh1qXLx40eJ2MjMzDRcXF0OSsW7dOrv3F4D6jyxSsVYTsghZxIQsQhYBUHvIIhVrNSGLkEVMyCJkEWfGFWCAE/P29tZvv/2m7777Ttu2bdN3332nI0eOKCcnR5cuXVLjxo0VGBio22+/XUOHDtWIESMqPVuipt1+++06dOiQ5s2bp6SkJP3666/y9fVVRESEJk2apNGjR2vRokXm9qb7Y1dWTEyMMjMztWzZMm3evFkHDx5UXl6e3N3dFRAQoE6dOunuu+/WyJEj1bZt2xoaXe2qiTGNHz9e99xzj5YsWaLPPvtMGRkZKigoUJMmTdSxY0fdfffdGjt2rN01hYSEKCUlRZs3b9bu3bv1yy+/KCcnRxcuXFCzZs0UHh6umJgYTZ48WU2aNKnSuMePH6/o6GgtWrRIW7du1a+//qqSkhIFBgbq7rvv1uOPP17uQauO1LJlSw0fPlwffPCB3n//ffPtLWy57777tHfvXr366qvavn27Tp48qWbNmql379568skn1aNHjyrXEx8fL39/f73zzjv64YcflJeXpytXrpRrM336dHXp0kXbtm3T/v37deLECfPssYCAAHXv3l3jxo3TfffdZ3U7H3zwgQzDUGBgYKVvSQCgfiOLWEcWIYs4AlmELAI0NGQR68giZBFHIIuQReqai2HYuAEpANyAHnvsMS1fvlzBwcE6fvy4o8sBKuV///uf7rzzTrm5uSkjI0MhISGOLqlWlZSU6LbbblN6errmzp2rZ5991tElAUC1kUVQn5FFyCIA6j+yCOozsghZpC65OroAAKiMwsJCffLJJ5KkO++808HVAJUXFRWl4cOH6+rVq5o7d66jy6l1a9euVXp6ulq1aqUpU6Y4uhwAqDayCOo7sggA1G9kEdR3ZBHUJU6AAbihZGRkyNqFqVevXlV8fLzOnDkjqfQSb6A+mjNnjtzd3ZWQkKDs7GxHl1NrDMPQK6+8Ikl68cUX5ePj4+CKAOD6yCJoCMgiAHDjIougISCLoK5wC0QAN5QJEyYoJSVFo0aNUlRUlFq3bq3CwkIdOHBAy5Yt0/fffy9J6t+/v7Zu3SoXFxcHVwxUzXvvvaeMjAzdc889uuuuuxxdTq04ceKEli5dKk9PTz3zzDNyc3NzdEkAcF1kETQUZBEAuDGRRdBQkEVQFzgBBuCGMmHCBK1cudJmm549e+qTTz5Ry5Yt66gqAADQUJBFAACAI5FFAKDmcAIMwA3lyJEj+u9//6tt27YpKytLubm5Ki4uVsuWLRUZGamHHnpIo0aNkqsrd3AFAAA1jywCAAAciSwCADWHE2AAAAAAAAAAAABwKkwVAAAAAAAAAAAAgFPhBBgAAAAAAAAAAACcCifAAAAAAAAAAAAA4FQ4AQYAAAAAAAAAAACnwgkwAAAAAAAAAAAAOBVOgAEAAAAAAAAAAMCpcAIMAAAAAAAAAAAAToUTYAAAAAAAAAAAAHAqnAADAAAAAAAAAACAU/k/5CznxJLSl7YAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2000x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for m in ['smin', 'fmax', 'aupr']:\n",
    "    fig, ax = plt.subplots(1,3,squeeze=False, figsize=(20,5), sharey=True)\n",
    "    for num, ont in enumerate(['cc', 'bp', 'mf']):\n",
    "        df = pd.DataFrame(heatmap[ont][m]).pivot(index='double', columns='float', values='value')\n",
    "\n",
    "        annot_df = df.map(lambda f: f'{f:.2f}')\n",
    "        sns.heatmap(\n",
    "            np.where(df.isna(), 0, np.nan),\n",
    "            ax=ax[0, num],\n",
    "            cbar=False,\n",
    "            annot=np.full_like(df, \"X\", dtype=object),\n",
    "            fmt=\"\",\n",
    "            annot_kws={\"size\": 25, \"va\": \"center_baseline\", \"color\": \"red\"},\n",
    "            cmap=ListedColormap(['none']),\n",
    "            linewidth=.50)\n",
    "        s = sns.heatmap(\n",
    "            df,\n",
    "            ax=ax[0, num],\n",
    "            cbar=False,\n",
    "            annot=annot_df,\n",
    "            fmt=\"\",\n",
    "            annot_kws={\"size\": 15, \"va\": \"center_baseline\"},\n",
    "            cmap=asym_cmap,\n",
    "            linewidth=0.5,\n",
    "            linecolor=\"black\",\n",
    "            vmin=-35,\n",
    "            vmax=7,\n",
    "            cbar_kws={\"orientation\": \"horizontal\"}\n",
    "        )\n",
    "\n",
    "        for _, spine in s.spines.items():\n",
    "            spine.set_visible(True)\n",
    "\n",
    "        s.set_xlabel('Single Precision (bits)', fontsize=20)\n",
    "        if num == 0:\n",
    "            s.set_ylabel('Double Precision (bits)', fontsize=20)\n",
    "        else: s.set_ylabel(\"\")\n",
    "        s.set_title(f\"{ont.upper()}\", fontsize=20)\n",
    "        s.set_yticklabels(['bfloat8','bfloat16','float16','float32'], size = 20, rotation=0)\n",
    "        s.invert_yaxis()\n",
    "        s.set_xticklabels(['bfloat8','bfloat16','float16','float32'], size = 20, rotation=20)\n",
    "\n",
    "        # plt.savefig(f'Figures/ob_reduced_{m}_heatmap.pdf', bbox_inches='tight', pad_inches=0.2)\n",
    "\n",
    "#     break\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "12152d6e-65fe-4d9c-ba3f-33c8f29ffb30",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}