From 68926bc8fdf38af8ce8e44c28c3a2bc233f8748a Mon Sep 17 00:00:00 2001 From: zhangir-azerbayev Date: Sun, 22 Oct 2023 05:11:05 -0400 Subject: [PATCH] update data and analysis --- analysis/analysis.ipynb | 44 ++++++++++++++++++++++++++-------------- analysis/scaling-0.3.csv | 15 +++++++------- 2 files changed, 37 insertions(+), 22 deletions(-) diff --git a/analysis/analysis.ipynb b/analysis/analysis.ipynb index b3294620c..f77978747 100644 --- a/analysis/analysis.ipynb +++ b/analysis/analysis.ipynb @@ -3,7 +3,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "ac7c2ee8", + "id": "823a8645", "metadata": {}, "outputs": [], "source": [ @@ -20,7 +20,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "c63132ef", + "id": "38e11773", "metadata": {}, "outputs": [], "source": [ @@ -55,14 +55,15 @@ { "cell_type": "code", "execution_count": 3, - "id": "7b3dd5b2", + "id": "e0a6ea25", "metadata": {}, "outputs": [], "source": [ "def scaling_scatter(N, N_labels, D, L, params=None):\n", " if params is not None:\n", " # if params, fit excess risk instead of loss\n", - " L = L - params[0]\n", + " entropy = params[0]\n", + " L = L - entropy\n", " params[0] = 0\n", " ylabel = \"Excess risk\"\n", " else:\n", @@ -81,6 +82,19 @@ " num_params = param_key[label]\n", " losses = compute_loss(params, num_params, D_values)\n", " plt.plot(D_values, losses, label=None, linestyle='--')\n", + " \n", + " # efficient frontier\n", + " E, A, alpha, B, beta = params\n", + " N_opt = np.power((alpha*A)/(beta*B) * np.power(D_values, beta), 1/alpha)\n", + " efficient_loss = compute_loss(params, N_opt, D_values)\n", + " plt.plot(D_values, efficient_loss, label='Efficient frontier', linestyle='dotted')\n", + " \n", + " E, A, alpha, B, beta = tuple(r'{' + f'{x:.2f}' r'}' for x in params)\n", + " plt.text(\n", + " D_values[0], min(L), \n", + " f'$L = {entropy:.2f} + {A}/N^{alpha} + {B}/D^{beta}$',\n", + " verticalalignment='bottom', horizontalalignment='left'\n", + " )\n", " \n", "\n", " plt.xscale('log')\n", @@ -95,14 +109,14 @@ { "cell_type": "code", "execution_count": 4, - "id": "ddef8026", + "id": "8a6b6dae", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[(4096.0, '1-4B', 1.5263808965682983), (1536.0, '160M', 1.8795303106307983), (2048.0, '160M', 1.8067480325698853), (3072.0, '160M', 1.7305755615234375), (4096.0, '160M', 1.6863418817520142), (2048.0, '410M', 1.7620457410812378), (3072.0, '410M', 1.6689311265945437), (4096.0, '410M', 1.6168882846832275), (6144.0, '410M', 1.552321434020996), (1024.0, '70M', 2.106158971786499), (1536.0, '70M', 2.0132057666778564), (2048.0, '70M', 1.953058362007141), (3072.0, '70M', 1.8852198123931885)]\n" + "[(4096.0, '1-4B', 1.5263808965682983), (8192.0, '1-4B', 1.4269617795944214), (1536.0, '160M', 1.8795303106307983), (2048.0, '160M', 1.8067480325698853), (3072.0, '160M', 1.7305755615234375), (4096.0, '160M', 1.6863418817520142), (2048.0, '410M', 1.7620457410812378), (3072.0, '410M', 1.6689311265945437), (4096.0, '410M', 1.6168882846832275), (6144.0, '410M', 1.552321434020996), (1024.0, '70M', 2.106158971786499), (1536.0, '70M', 2.0132057666778564), (2048.0, '70M', 1.953058362007141), (3072.0, '70M', 1.8852198123931885)]\n" ] } ], @@ -134,12 +148,12 @@ { "cell_type": "code", "execution_count": 5, - "id": "a2bf01e0", + "id": "d45b2fee", "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3oAAAItCAYAAABvrwiDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABqSUlEQVR4nO3deVxWdf7//+d1cUGKgoCgICSEuGSiqWSZJi4tVjZYqZk6Tlk241KTjeUvUwHLsWVsmrKZaXFKM7epqdSSFlPLspzcl4+pCQkCicOmKOs5vz8cr6/XXIDs4PFxv9243bre533OeZ3ruiqenPd5v22maZoCAAAAAFiGvbELAAAAAADULYIeAAAAAFgMQQ8AAAAALIagBwAAAAAWQ9ADAAAAAIsh6AEAAACAxRD0AAAAAMBiCHoAAAAAYDEEPQAAAACwGIIeAMAyUlJSZLPZdN999zV2KdXy2Wef6frrr5efn59sNpuGDx/e2CWhGt5++23ZbDa9/fbbjV0KADgR9ACgAZSVlemNN95QbGysAgIC5OnpqTZt2qh79+568MEHtXr16gatx2azaeDAgeVua2phyWazufx4eHgoMDBQgwcP1rJly+rlnA35i3tKSori4uKUnJysCRMmKD4+XqNHj650n40bN1b6GcJdQkKC23epsp+IiIjGLhkAasXR2AUAgNWVlZVp2LBhSkpKkp+fn26//XaFhYWpuLhY+/bt07Jly3TgwAH96le/auxSm7T4+HhJUklJiQ4cOKCPPvpIGzZs0A8//KAXX3yxkauruS+++EKFhYVasGCBxowZ09jlWFZ5oXjnzp366KOP1KNHD7e7qH5+fg1SFwDUF4IeANSz5cuXKykpST169NCmTZvUqlUrl+2nT5/W999/30jVXTwSEhJcXq9fv1433XSTXnrpJT3yyCMX7R2Y9PR0SVK7du0auRJrGzhwoFvYe/vtt/XRRx/p6quvdvt+AcDFjqGbAFDPvv32W0nSfffd5xbyJMnb21uDBg0qd9+VK1dqyJAhCggIULNmzRQREaF7771XP/zwg7NPXl6eXnjhBQ0ePFhhYWHy8vJSUFCQfvWrX2nLli0uxzs3JFGSNm3a5DJULSEhQQkJCbriiiskSYsXL3bZ/r/DGD/99FPddtttCgwM1GWXXaYOHTro8ccfV25urtt1REREKCIiQvn5+XrssccUEREhT0/PWv1yPWTIEHXp0kWmaerf//73BftnZGRoypQpioiIcL5Hd911l7Zt2+bSb+DAgbr//vslSffff7/Le5CSklKl2latWqUBAwaoVatWat68uaKjozV//nwVFRU5+5wbfnnuTuWgQYOc59m4cWPV3oQqquq1S1JxcbFefvll9erVS/7+/vL29lZERITi4uL0xRdfuPT9+uuvdccddygsLEyXXXaZgoODdd111ykxMfGCNa1YsUI2m03Tpk0rd3tRUZH8/f0VEhKi0tLSatdWW9V5zyqSk5OjAQMGyG63a/78+c720tJS/fWvf9V1110nX19feXt7q2fPnlq4cKEMw3A5xvlDqVNSUjR69GgFBgaqWbNmiomJ0dq1a93O25DvE4Cmizt6AFDPWrduLUk6ePBglfcxTVP333+/Fi9erMDAQN11110KCgpSWlqaNmzYoM6dOysmJkaS9H//93966qmnNGDAAN1+++3y9/fX0aNHtXr1aq1bt05r1qzR0KFDJUlXX3214uPjlZiYqPDwcJfn8M7d7cjNzdVf/vIXt+FsV199tfOfExMTlZCQoICAAA0bNkxt2rTR7t279ac//UmffPKJtmzZIl9fX5drKi4u1uDBg5Wdna2bb75Zvr6+zlBZU6ZpSpIzvFYkOTlZ/fv3V3p6ugYPHqx7771Xqamp+uc//6mPP/5Y77//voYNGybpbCD38/PTRx99pLi4OJfrrspwvpkzZ2r+/PkKDAzUmDFj1LJlS61bt04zZ87Up59+qs8++0xeXl6KiIhQfHy8Nm7cqE2bNuk3v/mN865kXd6drM61n7v+5cuXq1u3bho/fryaN2+u9PR0bd68WUlJSbrxxhslSUlJSbr99tvl6+urX/3qVwoNDVV2drb+7//+T3/961+dAbYiw4cPV6tWrbRs2TK98MILcjhcfyX56KOPlJubqz/84Q/ObVWtraHfs/IcPXpUQ4cO1eHDh7VkyRKNGzdO0tmhx3fccYc+/fRTde7cWWPGjFGzZs20YcMGPfzww/r+++/1zjvvuB3v559/Vp8+fRQZGalf//rXys7O1sqVK53h7fw/FjXU+wSgiTMBAPVq+/btpqenp2mz2cxx48aZ77//vpmSklLpPq+99popybzmmmvM3Nxcl22lpaVmenq683Vubq6ZlZXldozU1FQzJCTE7NKli9s2SWZsbGy5505OTjYlmb/5zW/K3f7ll1+aksy+ffuaOTk5LtveeustU5L56KOPurSHh4ebkswhQ4aYp06dKve4FZFklve/q88//9y02WymzWZzvp8V1X7zzTebksxnnnnGpf2bb74xPTw8zICAAPPkyZNu1/HWW29Vq9Zvv/3WlGRefvnlZkZGhrO9pKTEHDZsmCnJnDdvnss+8fHxpiRzw4YNVT7Phg0bKv0Mz1eda8/NzTVtNpvZu3dvs7S01O1YJ06ccP7zXXfdZUoyd+7c6davvO9jeR566CFTkrlmzRq3bbfddpspydy9e3e1a6uqc59zXX9fdu7caYaEhJi+vr7m559/7nKMc5/31KlTXa6jtLTUnDBhginJ/PDDD53t577TksyEhASXYyUlJZmSzFtvvdXZVh/vE4CLE0EPABrAypUrzeDgYOcvbJLMgIAAc/jw4ebq1avd+nfr1s2UZG7fvr1W53344YdNSebPP//s0l6boDd8+HBTkrl3795yt1999dVmUFCQS9u5oFdeKLiQc+9XfHy8GR8fb86cOdO8++67TQ8PD1OSOW3atEprT01NNSWZ7du3N4uLi92OP27cOFOSuXjxYmdbTYPegw8+aEoyX3vtNbdtP/74o2m3280rrrjCpb0+g151rz0vL8+UZF5//fWmYRiVHvtc0Pvxxx+rXPf/+uabb0xJ5ogRI1zaMzIyTA8PD7Nnz57OturUVlXlBb3afl8+++wz08fHx2zXrp3b972srMwMCAgwg4ODzZKSErdj5+TkmDabzRw5cqSz7dx3Ojw8vNzg1r59e7N169bO1/XxPgG4ODF0EwAawKhRo3TnnXdqw4YN2rx5s3bs2KHNmzfrww8/1Icffqjx48c7n58rKCjQ3r171bZtW/Xs2bNKx//mm2/0l7/8RVu2bNHx48dVXFzssv3YsWNq3759nVzLli1b5OnpqX/+85/65z//6ba9uLhYWVlZ+s9//uMctipJzZo1U/fu3Wt83nPPfdlsNvn5+emGG27QAw884BwSV5EdO3ZIkm644QZ5enq6bR88eLCWLl2qHTt2aPz48TWuT5K2b9/uPOb/6tSpk8LCwpScnKy8vLxyn9esa9W9dl9fX91xxx1as2aNrr76at1999264YYbdO2118rb29tl37Fjx+pf//qXrr32Wt1zzz0aNGiQ+vXrp7CwsCrXd/3116tTp05as2aNcnJy5O/vL0l69913VVZW5jK0uDq11UZtvi/vvfeePvvsM3Xs2FHr1q1z+3fu4MGDys7OVseOHfXMM8+Ue/7mzZvr//7v/9zar776anl4eLi1X3755S7P4jbU+wSg6SPoAUAD8fT01M0336ybb75Z0tllF95//31NmDBBS5Ys0Z133qnhw4c7JzMJDQ2t0nE/+OADjRgxQs2aNdNNN92kDh06qEWLFrLb7c7nv86fBKS2/vOf/6i0tPSCE26cOnXKJei1adPmgs/SVcb87/N41ZWXlydJCgkJKXf7ufbyJpGpj3MdPXpUubm5DRL0anLtK1eu1HPPPadly5Y5n7Nr1qyZRowYoT/96U9q27atJOmuu+7S2rVrtWDBAv3jH//Qa6+9Jknq3bu35s+fr5tuuqlKNf7mN7/RU089pRUrVmjSpEmSzk4E5Onp6bbcRFVrq43afF+2bNmikpISXXvttbr88svdtv/nP/+RJB06dKjSf39OnTrl1lbR86EOh8NtApeGeJ8ANH3MugkAjcTDw0OjRo1yzjr45ZdfSvp/v9AdO3asSseZPXu2vLy89MMPP+jDDz/UggULNHfuXCUkJKhz5851XnerVq3k7+8v8+zw/wp/wsPDXfarTcirbb2SlJmZWe72jIwMl34Xy7nqq57mzZsrISFBBw8e1NGjR7V06VL1799fS5cu1YgRI1z2v/322/Xll18qJydH69ev17Rp07Rv3z4NGzZM+/fvr1KNv/71r2W327V48WJJZ++o7dmzxzmj6/mqU1tN1eYz/OMf/6hf/epXeuuttzRhwgS3AHZunzvvvLPSf3eSk5NrdQ0N8T4BaPoIegDQyHx8fCT9vztWLVq0ULdu3fTLL784h5FV5vDhw+ratauuvPJKl3bDMLR58+Zy97Hb7SorKyt327nhYRVtv+6665STk6N9+/ZdsLam4Nzw182bNzun6T/fhg0bJEm9evVytl3oPbjQucpbHuHw4cNKS0vTFVdc0WCLcdfk2s93+eWXa+zYsfr0008VFRWlzZs3O+9Kna9FixYaPHiwXnzxRc2cOVPFxcVat25dlWq8/PLLNXjwYH3//ff68ccfnYHvN7/5zQX3q0pt1VWb9+yyyy7Te++9p5EjR+rtt9/WuHHjXI7RpUsX+fn56bvvvlNJSUmta62K+nqfADR9BD0AqGfLly/X559/7vbXfensXYM33nhDkjRgwABn+yOPPCJJ+u1vf+scSnaOYRjOuwrS2an4Dx065Fx4WzobGhMSEiq8q9K6dWulpqaWu83f3182m01Hjx4td/u5O5ATJ050Oec5BQUF+u6778rdtzGEhYXppptuUkpKil566SWXbd9//72WLVsmf39/3Xnnnc72c0NOK3oPKjJhwgRJ0jPPPKOsrCxne1lZmaZPny7DMPTAAw/U8Eqqr7rXnpWVpT179rgdp6CgQKdOnZLD4ZCXl5ck6auvvio3CP3yyy+SVK3nwc49i7do0SItX75cgYGBbssXVKe22qjJ9+V8np6eWr58ucaNG6fly5frnnvucYY6h8Ohhx9+WBkZGXrkkUd05swZt/0zMjKqfDe0PA31PgFo+nhGDwDq2ffff6+//OUvCg4OVv/+/Z1rxyUnJ+vjjz/WmTNnFBcX5zKk6sEHH9TXX3+td955Rx07dlRcXJyCgoKUnp6uL7/8UhMmTHAuNj5t2jT97ne/U8+ePXX33XfL09NT33zzjfbv3++clOF/DRkyRCtWrNAdd9yhXr16ydPTUwMGDNCAAQPUsmVLXXvttfr66681duxYderUSR4eHvrVr36l7t27a8iQIXr22Wf15JNPqmPHjrrtttt0xRVX6NSpU/r555+1adMm9e/fX0lJSQ3y/lbF3//+d/Xr10+PP/64PvvsM8XExDjXRbPb7Xrrrbecd1YlqW/fvvL29tZLL72k//znPwoODpYkPfzww5UOu7z++uv1xBNP6Pnnn1e3bt00YsQItWjRQuvWrdPevXvVv39/Pf7443V2XQcOHHCZsOR87du319y5c6t17ceOHVPPnj0VHR2t7t276/LLL1d+fr7Wrl2rzMxMPfLII86+jzzyiI4dO6Z+/fo5FxXftm2bvvzyS4WHh2v06NFVvo4777xTvr6+eumll1RSUqKHH37YbSKU6tRWW9X9vvwvDw8PLV68WM2aNdObb76pu+66S++9954uu+wyzZ49W7t27dLf//53rVmzRoMHD1ZoaKiOHz+uQ4cO6ZtvvtG8efPUtWvXGtXekO8TgCauoaf5BIBLzdGjR82FCxeaw4cPNzt16mT6+PiYnp6eZnBwsHnrrbea77zzjllWVlbuvkuXLjUHDBhg+vr6mpdddpkZERFhjhkzxty2bZtLv7feesvs0aOH6e3tbbZu3docPny4uXv37gqn7v/ll1/Me++912zTpo1pt9udyxecc+jQIXPYsGFmQECAabPZyl1q4OuvvzZHjhxphoSEmJ6enmZgYKDZo0cPc9q0aea///1vl77h4eFmeHh4jd4/VbCOXnkqWxoiLS3N/N3vfme2b9/e9PT0NFu3bm3GxcWZW7duLfdY69atM6+77jqzRYsWzhqSk5OrVMfy5cvNfv36mS1btjQvu+wys2vXruYzzzxjnjlzxq1vbZZXqOynR48e1b72nJwcMzEx0Rw0aJDZrl0708vLywwODjZjY2PNZcuWuUzXv3LlSnP06NFmVFSU2aJFC9PHx8e86qqrzJkzZ5rHjx+v8rWc88ADDzhr/+GHH9y2V6e2qqpoHT3TrN73paLlOAzDMKdOnWpKMm+++Wbz9OnTzvYlS5aYgwcPNv39/U1PT0+zXbt2Zr9+/cx58+aZR48edR7jQsudxMbGuvz7UR/vE4CLk800aziNGQAAAACgSeIZPQAAAACwGIIeAAAAAFgMQQ8AAAAALIagBwAAAAAWQ9ADAAAAAIsh6AEAAACAxRD0AAAAAMBiCHoAAAAAYDGOxi4AVZOTk6PS0tLGLgMAAAANJCgoSFlZWY1dBpoQh8Mhf3//qvWt51pQR0pLS1VSUtLYZQAAAKAB2Gw2SWd/BzRNs5GrwcWIoZsAAAAAYDEEPQAAAACwGIIeAAAAAFgMQQ8AAAAALIbJWAAAAABUW2lpqU6fPt3YZViSt7e3HI7aRTWCHgAAAIBqKS0tVUFBgXx8fGS3M0iwLhmGoZMnT6pFixa1Cnt8KgAAAACq5fTp04S8emK32+Xj41Pru6V8MgAAAACqjZBXf+riveXTAQAAAACLIegBAAAAgMUQ9AAAAABc1FauXKkrr7yyWvtce+21euONN2p13gULFuimm26q1THqC0EPAAAAQKN69NFHFRoaqoULF7q0JyUlKTQ0tJGqurgR9AAAAAA0umbNmumvf/2rcnNzG7sUSyDoodpM02zsEgAAAGAx/fv3V1BQkNtdvZpISUnR/fffrx49eqhjx4667bbb9NVXX7n1O3XqlCZPnqyoqCj17t1bb7/9tsv2vLw8TZ8+XdHR0ercubNGjhypffv21bq+hkDQQ5UUFxdr06ZNeuutt/SPf/xDb731ljZt2qTi4uLGLg0AAAAW4OHhof/v//v/9NZbbyk9Pb1WxyooKNDgwYO1cuVKffrppxo4cKDuv/9+HTt2zKXf3//+d3Xt2lWffvqppkyZojlz5rgEwt/+9rc6ceKEli5dqnXr1ik6Olr33HOPcnJyalVfQyDo4YKKi4u1atUq7dq1SydPnlRBQYFOnjyp3bt3a9WqVYQ9AAAA1Ilbb71VXbt21YIFC2p1nKuuukq//vWv1aVLF0VGRuqJJ55QeHi4PvvsM5d+11xzjaZOnaoOHTpowoQJuv32250TtGzdulU7d+7Ua6+9ph49eigyMlJz5sxRq1at9PHHH9eqvobgaOwCLjXbtm3TkiVLZJqm4uLiNGTIkMYu6YK2bNmi7Oxst3bTNJWTk6MtW7YoNja2ESoDAACA1Tz11FMaNWqUfve739X4GAUFBVqwYIHWr1+v48ePq7S0VIWFhW539Hr37u32+s0335Qk7d+/XwUFBerWrZtLn8LCQv388881rq2hEPQaUFlZmZYsWaL4+Hh5e3trxowZ6tOnj3x8fBq7tEodOXKkwm2maerIkSMEPQAAANSJ6667TrGxsZo/f75GjRpVo2PMnTtXX3/9tWbPnq2IiAg1a9ZMDz30ULVGohUUFKhNmzZ677333La1atWqRnU1JIJeAzp8+LDCwsIUEBAgSerZs6d27dql/v37N3JlFTNNU4ZhVNrHMAyZpimbzdZAVQEAAMDKZs6cqZtvvlkdOnSo0f4//PCDRo4cqVtvvVXS2dCWlpbm1m/79u1urzt27ChJio6OVlZWlhwOhy6//PIa1dGYmlzQ++CDD7R161YdO3ZMXl5e6tSpk8aNG6d27dpVuM/+/fu1evVqJScnKycnR9OnT1efPn3qvLaqnCcpKUlr1qxRbm6uwsPDNWHCBEVFRUmScnJynCFPkgICAsodEtmU2Gw22e2VP8ppt9sJeQAAAKgzV155pe6880794x//qNH+V1xxhdatW6ebbrpJNptNL7zwQrk3L/7973/rr3/9q2655RZ9/fXXWrt2rZYsWSJJuuGGG9S7d29NmDBBs2bNUmRkpDIzM7V+/Xrdeuut6tGjR62usb41uclY9u/fr1tuuUXz5s3TrFmzVFZWpmeeeUaFhYUV7lNUVKSIiAg98MADVTrHgQMHVFpa6taelpZW6bodFzrPt99+qyVLlmjEiBF67rnnFB4ernnz5ikvL69KdTVVkZGRFQY5m82myMjIBq4IAAAAVvf4449fcGRZReLj49WqVSvFxcXpvvvu08CBAxUdHe3W77e//a127dqlW265RX/5y18UHx+vgQMHSjr7e+4777yj6667To899phuuOEGTZ48WceOHVNgYGBtLq1B2Mwmvihafn6+HnzwQSUkJKhr164X7D9q1KhK7+gZhqEZM2YoJCREjz76qPNuVXp6uuLj4zVs2DDFxcXV6DwzZ85Uhw4dnEHQMAxNmjRJt956q4YPH64ff/xRq1ev1uOPPy5JevvttxUVFVWloZtZWVkqKSm5YL/6cG7WzZycHJc19Gw2m/z9/TVq1Ch5eXk1Sm0AAABWZLPZFBISooyMjCa5hnF+fr58fX0buwxLK+899vT0VFBQUJX2b3J39P7X6dOnJUktW7ask+PZ7XY9+eSTSk5O1sKFC2UYhjIzM5WYmKhrrrmmSiGvPKWlpTpy5IjLXwrsdruio6N18OBBSVJUVJRSU1OVnZ2twsJC7dixo8JbvklJSZo2bVqtp5atC15eXho1apS6d+8uHx8ftWjRQj4+PurevTshDwAAAGiCmtwzeuczDENvv/22OnfurPbt29fZcQMCAhQfH685c+bo5Zdf1sGDBxUdHa2JEyfW+Jj5+fkyDEN+fn4u7X5+fs4FHz08PDR+/HglJibKMAzFxcVVOOPm0KFDNXTo0BrXU9e8vLwUGxur2NhYJl4BAABAgxo3bpy+//77crc9/PDDeuSRRxq4oqavSQe9RYsWKTU1VXPnzq3zYwcGBmrq1KlKSEhQ27ZtNWnSpAYJLzExMYqJian389QnQh4AAAAa0gsvvFDhnB3/e6MFZzXZoLdo0SJt375diYmJat26dZ0fPzc3V6+//rp69+6tn376SYsXL9aECRNqfDxfX1/Z7Xa3yVxyc3P58gEAAAC1EBIS0tglXHSa3DN6pmlq0aJF2rp1q+bMmaM2bdrU+Tny8/P19NNPKzQ0VNOnT9ecOXOcM2bWlMPhUGRkpPbu3etsMwxDe/fuVadOneqibAAAAACokiYX9BYtWqSvv/5av//979W8eXPl5uYqNzfXuYp9UlKS21DOwsJCpaSkKCUlRZJ0/PhxpaSk6MSJE27HNwxD8+fPV2BgoKZNmyYPDw+FhYVp1qxZ2rhxo9auXVthbRc6z7Bhw7R+/Xpt3LhRaWlpevPNN1VUVOScohUAAAAAGkKTW15h1KhR5bZPnjxZAwcO1KpVq7Rp0ya9+uqrzm379u1TYmKi2z6xsbGaMmWKW/vu3bvVpUsXt9kik5OT5evrW+FQ0aqcJykpSatXr1Zubq4iIiJ0//33q2PHjhVfcBU15vIKAAAAaFgsr4DaLq/Q5IIeykfQAwAAuHQQ9GD5dfQAAAAAANVD0AMAAAAAiyHoAQAAALgkfPfdd/rNb36jXr16KTQ0VElJSVXe1zRNjRs3zm2/1NRUhYaGOn8iIiLUr18/vfTSS4067LbJrqMHAAAAwPpM05TNZmuQc50+fVpdu3bV6NGj9eCDD1Zr3zfeeKPSOlesWKHOnTuruLhYW7du1eOPP662bdvq3nvvrW3ZNULQAwAAANCgzMLTMj5YKu3aKpWVSh4OqUcf2e8cJ1sz73o77+DBgzV48OBq77d371699tprWrdunXr27FluH39/f+ca4GFhYVq5cqX27NlD0AMAAABgfWbhaRnzn5AyUqXzhzZu/ETGgd2yP/l8vYa96jpz5oymTp2qP/7xj84gdyG7du3Snj17NGLEiHqurmIEPQAAAAANxvhgqXvIkyTDkDLTZHywVB73PtQ4xZUjPj5eMTExuuWWWyrtFxcXJ7vdrpKSEpWUlGjs2LEaOXJkA1XpjqAHAAAAoOHs2uoe8s4xjLPbGyHovfzyy3rllVecrzdu3Kh9+/bpm2++0WeffXbB/f/2t7+pY8eOKi0t1YEDBzR79mz5+flp5syZ9Vl2hQh6AAAAABqEaZpnn8mrTFlZg07Qcs6vf/1r3XHHHc7Xbdu21Wuvvaaff/5ZV155pUvfiRMn6tprr9V7773nbGvXrp2uuOIKSVLHjh31888/64UXXtBjjz2mZs2aNcxFnIegBwAAAKBB2Gy2sxOvVMbDo8FDnnR2MhV/f3+XtqlTp2rMmDEubUOGDFFCQoJuuummSo/n4eGh0tJSlZSUEPQAAAAAWFyPPtLGT84O0/xfdvvZ7fWkoKBAycnJztdHjx7V3r175e/vr9DQULf+bdq0KXcCltDQULVv396lLScnR8ePH3cO3XzzzTd1/fXXy8fHp+4vpAoIegAAAAAajP3OcTIO7JYy01zDnt0uBYfJfue4ejv3rl27XCZISUxMlCSNHDlSL730Uq2OPXr0aEln7+S1adNGQ4YM0YwZM2p1zNqwmY25XDuqLCsrSyUlJY1dBgAAABqAzWZTSEiIMjIy1BR/Xc/Pz5evr2+N93ddR69M8vBokHX0Liblvceenp4KCgqq0v7c0QMAAADQoGzNvM8uoXDvQ40y8cqlwN7YBQAAAAC4dBHy6gdBDwAAAAAshqAHAAAAABZD0AMAAAAAiyHoAQAAAIDFEPQAAAAAwGIIegAAAABgMQQ9AAAAALAYgh4AAAAAWAxBDwAAAMAl4bvvvtNvfvMb9erVS6GhoUpKSnLrc+jQId13333q0qWLoqKidNttt+nYsWPO7YWFhZo5c6auuuoqdezYURMnTlRWVpZze2pqqkJDQ3X55ZcrIyPD5di//PKL2rdvr9DQUKWmptbfhYqgBwAAAKARmabZYOc6ffq0unbtqnnz5pW7PSUlRcOHD1dUVJTee+89ffHFF3r00Ud12WWXOfskJCTo888/12uvvab3339fmZmZevDBB92OFRwcrPfee8+l7Z///KeCg4Pr9qIq4GiQswAAAADAf50uKdO7u7K0Na1ApYYph92mPmEtNLZHkLw9PertvIMHD9bgwYMr3P7cc89p8ODBmjVrlrMtIiLC+c/5+flasWKFFi5cqP79+0uS/vznPys2Nlbbtm1T7969nX1HjhyplStX6uGHH3a2rVy5UiNHjtRLL71UdxdVAe7oAQAAAGgwp0vKNOPTn/Xxj7k6XlCi7DOlOl5Qok9+zNWMT3/W6ZKyRqnLMAytX79ekZGRGjNmjLp3765hw4a5DO/cvXu3SkpKdMMNNzjboqKiFBoaqm3btrkc7+abb1ZeXp62bt0qSdq6davy8vJ00003Ncj1EPQAAAAANJh3d2UpNa9Y/ztg05CUllesd3dllbdbvTtx4oQKCgr06quvauDAgVq2bJmGDh2qBx98UFu2bJEkZWVlycvLS61atXLZNygoyOU5PUlyOBy66667tGLFCknSihUrdNddd8nhaJhBlQQ9AAAAAA1ma1qBW8g7x/jv9sZgGIYk6ZZbbtFDDz2kbt26aerUqbrxxhv1zjvv1OiYo0eP1tq1a3X8+HGtXbtWo0ePrsuSK0XQAwAAANAgTNNUqVH55CtlhtmgE7ScExAQIIfDoY4dO7q0d+zY0TnrZlBQkIqLi5WXl+fSJysrS0FBQW7HvPLKKxUVFaXJkyerY8eO6tKlS/1dwP8g6AEAAABoEDabTQ67rdI+HnabbLbK+9QHLy8v9ejRQz/99JNL+5EjRxQWFiZJ6t69uzw9PbV582bn9sOHD+vYsWMuE7Gc75577tGWLVt0zz331F/x5WDWTQAAAAANpk9YC33yY66McrbZ/7u9vhQUFCg5Odn5+ujRo9q7d6/8/f0VGhqqSZMmadKkSbruuut0/fXXa+PGjfr888+dyyT4+vpq9OjRSkxMlJ+fn3x8fDRr1iz17t27wqA3duxY3XHHHfL19a236yoPQQ8AAABAgxnbI0i7M08rLa/YJezZJYW18tLYHu5DIOvKrl27NHLkSOfrxMRESXIueXDrrbfq2Wef1SuvvKI5c+YoMjJSb7zxhvr06ePcJyEhQXa7XQ899JCKioo0cOBA/fGPf6zwnA6HQwEBAfV2TRWxmY0xABbVlpWVpZKSksYuAwAAAA3AZrMpJCREGRkZjfK82oXk5+fX6g7V+evolRmmPBpoHb2LSXnvsaenZ7nPApaHO3oAAAAAGpS3p4cmxgRrYszZCVoa45k8q2MyFgAAAACNhpBXPwh6AAAAAGAxBD0AAAAAsBiCHgAAAABYDEEPAAAAACyGoAcAAAAAFkPQAwAAAACLIegBuGg0xQVjAQAAmiIWTAfQpBUXF2vLli06cuSIDMOQ3W5XZGSk+vbtKy8vr8YuDwAAoEnijh6AJqu4uFirVq3Srl27dPLkSRUUFOjkyZPavXu3Vq1apeLi4sYuEQAAXKQWLlyo0NBQzZkzx9m2dOlSjRgxQp07d1ZoaKjy8vLc9svJydHUqVPVuXNnXXnllfrDH/6ggoIC5/Zvv/1WoaGh6tq1qwoLC1323blzp0JDQxUaGlp/F/ZfBD0ATdaWLVuUnZ3t1m6apnJycrRly5ZGqAoAANSlxng0Y+fOnVq6dKmuvPJKl/YzZ85o4MCBevjhhyvc9+GHH9aPP/6o5cuXa/Hixfruu+/0xBNPuPVr0aKFkpKSXNqWL1/eICFPIugBaMKOHDlS4TbTNCvdDgAAmq7SElN7t5/WF2vy9MWafH2xJk97t59WaUn9h76CggJNnTpVzz//vPz8/Fy2TZw4UVOnTlWvXr3K3ffQoUPasGGD/vSnP6lXr17q06ePnnnmGX300UfKzMx06Tty5EitWLHC+frMmTNavXq1Ro4cWefXVB6CHoAmyTRNGYZRaR/DMJigBQCAi0xpianNX5xU8qFinTltqvCMqTOnTSUfKtbmL07We9ibOXOmhgwZogEDBlR7323btqlVq1bq0aOHs+2GG26Q3W7Xjh07XPrefffd2rp1q44dOyZJ+uSTTxQWFqbo6OjaXUAVEfQANEk2m012e+X/ibLb7bLZbA1UEQAAqAsH9pzRyfzy/5h7Mt/QgT1n6u3cH330kfbu3asnn3yyRvsfP35crVu3dmlzOBzy8/PT8ePHXdoDAwM1aNAgrVq1SpK0YsUKjR49umaF1wBBD0CTFRkZWWGQs9lsioyMbOCKAABAbWUeK6l8e3rl22vq2LFjmjNnjl555RU1a9asXs7xv+655x6tWrVKP//8s7Zv364777yzQc4rEfQa3LZt2/T73/9ejzzyiNavX9/Y5QBNWt++feXv7+8W9mw2m/z9/dW3b99GqgwAANSEaZq60FMXplE/E7Ts2bNHJ06c0NChQ9W+fXu1b99eW7Zs0T/+8Q+1b99eZWVlFzxGmzZt9J///MelrbS0VLm5uWrTpo1b/8GDB6uwsFB/+MMfdOONNyogIKDOrudCWEevAZWVlWnJkiWKj4+Xt7e3ZsyYoT59+sjHx6exSwOaJC8vL40aNYp19AAAsAibzaYLPXVhs6leHs3o37+/242Wxx57TB06dNCUKVPk4eFxwWP07t1beXl52r17t7p37y5J+uabb2QYhnr27OnW3+FwaMSIEfrrX/+qpUuX1s2FVBFBrwEdPnxYYWFhziTfs2dP7dq1S/3792/kyoCmy8vLS7GxsYqNjZVpmjyTBwDARS441FPJhypeCzc41LNeztuyZUt16dLFpc3b21v+/v7O9uPHj+v48eNKSUmRJB04cEAtWrRQaGio/P391bFjRw0aNEiPP/64nn32WZWWluqpp55SXFycgoODyz3v448/rkmTJsnf379erqsilgh6H3zwgXNGGy8vL3Xq1Enjxo1Tu3bt6uwc+/fv1+rVq5WcnKycnBxNnz5dffr0ceuXlJSkNWvWKDc3V+Hh4ZowYYKioqIknV1c8fzbtQEBAeWuEQagfIQ8AAAufl2im+vEL6XlTsji42tXl+jmjVDVWe+8845efPFF5+u77rpLkvTiiy/qnnvukSS98sormjVrlu655x7Z7Xbddtttevrppys8ppeXV4MO2TzHZlpgbvJ58+apX79+6tChg8rKyrR8+XKlpqbqxRdfLPdBywMHDigqKkoOh2vOTUtLU8uWLd3W05CkHTt26Mcff1RkZKT+9Kc/lRv0vv32Wy1cuFATJ05Ux44d9fHHH+u7777TSy+9pFatWum7777Tvn379MADD0iSVq9eLUn61a9+dcFrzMrKUklJ/TyYCgAAgKbFZrMpJCREGRkZTXIpofz8fPn6+tZ4/9ISUwf2nFFmeolMQ7LZpeB2nuoS3VwOT/6wK5X/Hnt6eiooKKhK+1vijt5TTz3l8nrKlCl68MEHdeTIEXXt2tVlm2EYWrRokUJCQvToo486p29PT09XYmKihg0bpri4OLdz9OzZs9xxt+dbu3athgwZokGDBkk6u+Di9u3btWHDBg0fPlz+/v4ud/Cys7Odd/sAAACAS4XD06ZuvbzVrZd4NKOeWHLWzdOnT0s6Ow73f9ntdj355JNKTk7WwoULZRiGMjMzlZiYqGuuuabckFcVpaWlOnLkiMsCiHa7XdHR0Tp48KAkKSoqSqmpqcrOzlZhYaF27Njhstji+ZKSkjRt2jQtWLCgRvUAAAAAFwNCXv2wxB298xmGobfffludO3dW+/bty+0TEBCg+Ph4zZkzRy+//LIOHjyo6OhoTZw4scbnzc/Pl2EYbsM+/fz8lJ6eLkny8PDQ+PHjlZiYKMMwFBcXV+GMm0OHDtXQoUNrXA8AAACAS5flgt6iRYuUmpqquXPnVtovMDBQU6dOVUJCgtq2batJkyY1yF8TYmJiFBMTU+/nAQAAAHDpstTQzUWLFmn79u2Kj49X69atK+2bm5ur119/Xb1791ZRUZEWL15cq3P7+vrKbrcrNzfX7TzlTe4CAAAAAPXFEkHPNE0tWrRIW7du1Zw5c8pdlf58+fn5evrppxUaGqrp06drzpw5+vbbb7VkyZIa1+BwOBQZGam9e/c62wzD0N69e9WpU6caHxcAAAAAqssSQW/RokX6+uuv9fvf/17NmzdXbm6ucnNzVVzsvhCjYRiaP3++AgMDNW3aNHl4eCgsLEyzZs3Sxo0btXbt2nLPUVhYqJSUFOfiiecWUjxx4oSzz7Bhw7R+/Xpt3LhRaWlpevPNN1VUVKSBAwfWx2UDAAAAQLkssY7eqFGjym2fPHlyuSFr9+7d6tKli7y8vFzak5OT5evrW+6wz3379ikxMdGtPTY2VlOmTHG+TkpK0urVq5Wbm6uIiAjdf//96tixYzWvyB3r6AEAAFw6rL6OHi6stuvoWSLoXQoIegAAAJcOgh5qG/QsMXQTAAAAAPD/EPQAAAAAXBKuvfZahYaGuv3MnDlT0tl5OWbOnKmrrrpKHTt21MSJE5WVleXcPzU1VaGhobr88suVkZHhcuxffvlF7du3V2hoqFJTUxv0uspD0AMAAADQaBpyaOonn3yiHTt2OH+WL18u6eykipKUkJCgzz//XK+99pref/99ZWZm6sEHH3Q7TnBwsN577z2Xtn/+858KDg6u/4uoIsstmA4AAACgaSsuLtaWLVt05MgRGYYhu92uyMhI9e3b123CxLr0v5MuLly4UBEREerbt6/y8/O1YsUKLVy4UP3795ck/fnPf1ZsbKy2bdum3r17O/cbOXKkVq5cqYcfftjZtnLlSo0cOVIvvfRSvdVfHdzRAwAAANBgiouLtWrVKu3atUsnT55UQUGBTp48qd27d2vVqlXlLpFWX3X861//0j333CObzabdu3erpKREN9xwg7NPVFSUQkNDtW3bNpd9b775ZuXl5Wnr1q2SpK1btyovL0833XRTg9ReFQQ9AAAAAA1my5Ytys7Odms3TVM5OTnasmVLg9SRlJSk/Px851JtWVlZ8vLyUqtWrVz6BQUFuTynJ0kOh0N33XWXVqxYIUlasWKF7rrrLjkcTWfAJEEPAAAAQIM5cuRIhdtM06x0e11asWKFBg0aVOPn6kaPHq21a9fq+PHjWrt2rUaPHl3HFdYOQQ8AAABAgzBNU4ZhVNrHMIx6n6AlLS1NX3/9tcaMGeNsCwoKUnFxsfLy8lz6ZmVllbt23ZVXXqmoqChNnjxZHTt2VJcuXeq15uoi6AEAAABoEDabTXZ75RHEbrfLZrPVax0rV65UYGCghgwZ4mzr3r27PD09tXnzZmfb4cOHdezYMZeJWM53zz33aMuWLbrnnnvqtd6aaDqDSAEAAABYXmRkpHbv3l3uXTubzabIyMh6Pb9hGM4ZMs9/ps7X11ejR49WYmKi/Pz85OPjo1mzZql3794VBr2xY8fqjjvukK+vb73WXBMEPQAAAAANpm/fvkpNTVVOTo5L2LPZbPL391ffvn3r9fxff/21jh07Vu5duISEBNntdj300EMqKirSwIED9cc//rHCYzkcDgUEBNRnuTVmMxtyhULUWFZWlkpKShq7DAAAADQAm82mkJAQZWRkNOiC4lWVn59fq7tYjbWO3sWkvPfY09Oz3OcFy8MdPQAAAAANysvLS7GxsYqNjZVpmvX+TN6liMlYAAAAADQaQl79IOgBAAAAgMUQ9AAAAADAYgh6AAAAAGAxBD0AAAAA1WYYRmOXYFl18d4S9AAADaYpThEOAKg+b29vnTx5krBXDwzD0MmTJ+Xt7V2r47C8AgCgXrFWEgBYj8PhUIsWLXTq1KnGLsWSWrRoIYejdlGNoAcAqDfFxcVatWqVsrOzXdp3796t1NRUjRo1irAHABcph8NRq0XTUb8YugkAqDdbtmxxC3nS2SGcOTk52rJlSyNUBQCA9RH0AAD15siRIxVuM02z0u0AAKDmCHoAgHphmuYFH9I3DIMJWgAAqAcEPQBAvbDZbLLbK//fjN1ul81ma6CKAAC4dBD0AAD1JjIyssIgZ7PZFBkZ2cAVAQBwaSDoAQDqTd++feXv7+8W9mw2m/z9/dW3b99GqgwAAGtjeQUAQL3x8vLSqFGjWEcPAIAGZjN5Cv6ikJWVpZKSksYuAwBqxTRNnskDgCqw2WwKCQlRRkYGk1bBydPTU0FBQVXqy9BNAECDIeQBANAwCHoAAAAAYDEEPQAAAACwGIIeAAAAAFgMQQ8AAAAALIagBwAAAAAWQ9ADAAAAAIsh6AEAAACAxRD0AAAAAMBiCHoAAAAAYDEEPQAAAACwGIIeAAAAAFgMQQ8AAAAALIagBwAAAAAWQ9ADAAAAAIsh6AEAAACAxRD0AAAAAMBiCHoAAAAAYDEEPQAAAACwGIIeAAAAAFgMQQ8AAAAALIagBwAAAAAWQ9ADAAAAAIsh6AEAAACAxTgau4BLzbZt27RkyRKZpqm4uDgNGTKksUsCAAAAYDEEvQZUVlamJUuWKD4+Xt7e3poxY4b69OkjHx+fxi4NAAAAgIUwdLMBHT58WGFhYQoICFCzZs3Us2dP7dq1q7HLAgAAAGAxTe6O3v79+7V69WolJycrJydH06dPV58+fSrd58yZM1q5cqW2bt2qvLw8XXHFFbrvvvsUFRXV4LUlJSVpzZo1ys3NVXh4uCZMmOCsIycnRwEBAc6+AQEBys7OrtMaAQAAAKDJ3dErKipSRESEHnjggSrv8/e//127d+/W1KlTtWDBAnXv3l1PP/10hSHqwIEDKi0tdWtPS0tTbm5ujWv79ttvtWTJEo0YMULPPfecwsPDNW/ePOXl5VX5WgAAAACgtppc0OvZs6dGjx59wbt45xQXF+v777/XuHHj1LVrVwUHB2vUqFEKDg7WZ5995tbfMAwtWrRIL7/8sgzDcLanp6crMTFRmzZtqnFta9eu1ZAhQzRo0CCFhYVp4sSJ8vLy0oYNGyRJ/v7+LuEzOzvb5Q7f+ZKSkjRt2jQtWLCgSu8DAAAAAJzT5IJedZWVlckwDHl6erq0e3l56cCBA2797Xa7nnzySSUnJ2vhwoUyDEOZmZlKTEzUNddco7i4uBrVUVpaqiNHjig6OtrlXNHR0Tp48KAkKSoqSqmpqcrOzlZhYaF27NihHj16lHu8oUOH6s9//rP+8Ic/1KgeAAAAAJeuJveMXnU1b95cnTp10vvvv6/Q0FD5+flp8+bNOnjwoIKDg8vdJyAgQPHx8ZozZ45efvllHTx4UNHR0Zo4cWKN68jPz5dhGPLz83Np9/PzU3p6uiTJw8ND48ePV2JiogzDUFxcHDNuAgAAAKhzF33Qk6SpU6fqb3/7m373u9/JbrfriiuuUL9+/ZScnFzhPoGBgZo6daoSEhLUtm1bTZo0STabrd5rjYmJUUxMTL2fBwAAAMClyxJBLzg4WImJiSosLNSZM2fk7++vP//5z2rTpk2F++Tm5ur1119X79699dNPP2nx4sWaMGFCjWvw9fWV3W53m8wlNzfX7S4fAAAAANSni/4ZvfM1a9ZM/v7+OnXqlHbt2qVrrrmm3H75+fl6+umnFRoaqunTp2vOnDnOGTNryuFwKDIyUnv37nW2GYahvXv3qlOnTjU+LgAAAABUV5O7o1dYWKjMzEzn6+PHjyslJUUtW7ZUYGCgkpKStHXrVs2ZM8fZZ+fOnZKkdu3aKTMzU++8845CQ0M1cOBAt+MbhqH58+crMDBQ06ZNk4eHh8LCwjRr1izNnTtXAQEBGjZsWI1qGzZsmF599VVFRkYqKipKn3zyiYqKisqtAwAANCzTNBvkMQ0AaAqaXND76aeflJiY6Hx97i5bbGyspkyZovz8fP3yyy8u+5w+fVrLly/Xf/7zH7Vs2VLXXnut7r33Xjkc7pdnt9t17733qkuXLi7bIyIiNHv2bPn6+ta4tuuvv175+flatWqVcnNzFRERoZkzZzJ0EwCARlJcXKwtW7boyJEjMgxDdrtdkZGR6tu3r7y8vBq7PACoNzbTNM3GLgIXlpWVpZKSksYuAwCAi0ZxcbFWrVrlsoatJNlsNvn7+2vUqFGEPTRZNptNISEhysjIEL+u4xxPT08FBQVVqa+lntEDAAA4Z8uWLW4hTzo7hDMnJ0dbtmxphKoAoGEQ9ABcNPiLJoDqOHLkSIXbTNOsdDsAXOya3DN6AHC+0yVlendXlramFajUMOWw29QnrIXG9giSt6dHY5cHoIkyTVOGYVTaxzAMJmgBYFkEPQBN1umSMs349Gel5hXr/Ht5n/yYq92Zp/XcLeGEPQDlstlsstsrH7hkt9sJeQAsi6GbAJqsd3dluYU8STIkpeUV691dWY1RFoCLRGRkZIVBzmazKTIysoErAoCGQ9AD0GRtTStwC3nnGP/dDgAV6du3r/z9/d3C3rlZN/v27dtIlQFA/WPoJoAmyTRNlRqVT75SZpg8XwOgQl5eXho1ahTr6AG4JBH0ADRJNptNDnvlAc7DbiPkAaiUl5eXYmNjFRsbyx+GAFxSGLoJoMnqE9aiwv9I2f+7HQCqipAH4FJC0APQZI3tEaSwVl5u/6GySwpr5aWxPYIaoywAAIAmj6GbAJosb08PPXdLuHMdvTLDlAfr6AEAAFyQzTTNymc7QJOQlZWlkpKSxi4DaFQ8XwMAuFTYbDaFhIQoIyND/LqOczw9PRUUVLURTQzdBHDRIOQBAABUDUEPAAAAACyGoAcAAAAAFkPQAwAAAACLIegBAAAAgMUQ9AAAAADAYgh6AAAAAGAxBD0AAAAAsBiCHgAAAABYDEEPAAAAACyGoAcAAAAAFkPQAwAAAACLIegBAAAAgMUQ9AAAAADAYgh6AAAAAGAxBD0AAAAAsBiCHgAAAABYDEEPAAAAACyGoAcAAAAAFkPQAwAAAACLIegBAAAAgMUQ9AAAAADAYgh6AAAAAGAxBD0AAAAAsBiCHgAAAABYDEEPAAAAACyGoAcAAAAAFkPQAwAAAACLIegBAAAAgMUQ9AAAAADAYgh6AAAAAGAxBD0AAAAAsBiCHgAAAABYDEEPAAAAACyGoAcAAAAAFkPQAwAAAACLIegBAAAAgMUQ9AAAAADAYgh6AAAAAGAxBD0AAAAAsBiCHgCgwZim2dglAABwSXDUZucTJ07oxIkT6tKli7MtJSVFa9euVUlJifr166c+ffrUukgAwMXrdEmZ3t2Vpa1pBSo1TDnsNvUJa6GxPYLk7enR2OUBAGBJtQp6//jHP1RUVKTZs2dLknJzc5WYmKjS0lI1b95c3333nR577DFde+21dVIsAODicrqkTDM+/VmpecU6/17eJz/manfmaT13SzhhDwCAelCroZs//fSToqOjna+/+uorFRcX64UXXtDf//53RUdHa82aNbUuEgBwcXp3V5ZbyJMkQ1JaXrHe3ZXVGGUBAGB5tQp6p06dUqtWrZyvt23bpq5duyo4OFh2u119+vTRsWPHal2klWzbtk2///3v9cgjj2j9+vWNXQ4A1KutaQVuIe8c47/bAQBA3atV0PP19VVW1tm/xhYUFOjQoUPq0aOHc7thGDIMo3YVWkhZWZmWLFmi+Ph4Pf/881q9erVOnjzZ2GUBQL0wTVOlRuWTr5QZJhO0AABQD2r1jF50dLTWrVsnb29v7du3T6Zpuky+kpaWptatW9e6SKs4fPiwwsLCFBAQIEnq2bOndu3apf79+zdyZQBQ92w2mxx2W6V9POw22WyV9wEAANVXq6A3ZswYZWRk6J133pHD4dCvf/1rtWnTRpJUUlKiLVu2qF+/ftU65v79+7V69WolJycrJydH06dPr3TmTsMwtGrVKn399dfKzc1VQECAYmNjdffdd9fpLw9VrSspKUlr1qxRbm6uwsPDNWHCBEVFRUmScnJynCFPkgICApSdnV1nNQJAU9MnrIU++TFX5Y3tsP93OwAAqHu1Cnp+fn56+umndfr0aXl5ecnh+H+HM01Ts2fPVmBgYLWOWVRUpIiICA0ePFh/+tOfLtj/ww8/1Oeff64pU6YoLCxMR44c0V//+ld5e3vrtttuK3efAwcOKCoqyqVe6ewdyJYtW8rPz69GdX377bdasmSJJk6cqI4dO+rjjz/WvHnz9NJLL7k8ywgAl4qxPYK0O/O00vKKXcKeXVJYKy+N7RHUWKUBAGBptQp653h7e7u1eXl5KSIiotrH6tmzp3r27Fnl/gcPHlRMTIx69eolSWrTpo02b96sw4cPl9vfMAwtWrRIISEhevTRR2W3n31MMT09XYmJiRo2bJji4uJqVNfatWs1ZMgQDRo0SJI0ceJEbd++XRs2bNDw4cPl7+/vcgcvOzvbebcPAKzI29NDz90S7lxHr8ww5cE6egAA1LtaTcayZ88erV692qXtyy+/1KRJkzRx4kS9/fbb9T4ZS6dOnbR3716lp6dLOrtg+48//lhhKLPb7XryySeVnJyshQsXyjAMZWZmKjExUddcc025Ia8qSktLdeTIEZflJux2u6Kjo3Xw4EFJUlRUlFJTU5Wdna3CwkLt2LHDZfKa8yUlJWnatGlasGBBjeoBgKbC29NDE2OC9cbwDlp0Zwe9MbyDJsYEE/IAAKhHtbqj989//tNlaObRo0f1xhtvqH379goODta6devk5+en4cOH17bOCg0fPlxnzpzRtGnTZLfbZRiGRo8erRtuuKHCfQICAhQfH685c+bo5Zdf1sGDBxUdHa2JEyfWuI78/HwZhuE27NPPz88ZQj08PDR+/HglJibKMAzFxcXJx8en3OMNHTpUQ4cOrXE9ANAUMfEKAAANo1ZB79ixY7r22mudr7/66is1b95cc+fO1WWXXabXX39dX331Vb0GvS1btmjz5s165JFHdPnllyslJUVvv/22/P39NXDgwAr3CwwM1NSpU5WQkKC2bdtq0qRJDfILSExMjGJiYur9PAAAAAAuXbUaullYWKjmzZs7X+/cuVNXX321LrvsMklnhyqeW2evvixdulRxcXHq16+f2rdvrwEDBuj222/Xhx9+WOl+ubm5ev3119W7d28VFRVp8eLFtarD19dXdrtdubm5bucpb3IXAAAAAKgvtQp6gYGB+umnnyRJmZmZSk1NVffu3Z3bT506JU9Pz9pVeAFFRUXOCVXOsdvtlS7Am5+fr6efflqhoaGaPn265syZ45wxs6YcDociIyO1d+9eZ5thGNq7d686depU4+MCAAAAQHXVauhm//799d577yk7O1tpaWlq0aKFrrnmGuf2I0eOKCQkpFrHLCwsVGZmpvP18ePHlZKSopYtWyowMFBJSUnaunWr5syZI0nq3bu3/vWvfykwMFBhYWFKSUnR2rVrnTNf/i/DMDR//nwFBgZq2rRp8vDwUFhYmGbNmqW5c+cqICBAw4YNq3ZdkjRs2DC9+uqrioyMVFRUlD755BMVFRVVOoQUAAAAAOparYLeXXfdpdLSUu3YsUOBgYGaPHmyWrQ4u/jtqVOntG/fvgrXsqvITz/9pMTEROfrc3fZYmNjNWXKFOXn5+uXX35xbp8wYYJWrlypN998U3l5eQoICNBNN92kESNGlHt8u92ue++9V126dHFZRy8iIkKzZ8+Wr69vjeqSpOuvv175+flatWqVcnNzFRERoZkzZzJ0EwAAAECDspmVjXFEk5GVlaWSkpLGLgMAAAANwGazKSQkRBkZGZU+koRLi6enp4KCgqrUt04WTJfODm08ceKEpLPP7jVr1qyuDg0AAAAAqIZaB73Dhw/r3Xff1YEDB5yLo9vtdnXp0kXjxo1Thw4dal0kAAAAAKDqajV089ChQ0pISJDD4VD//v0VGhoq6ez6et98841KS0uVkJCgqKioOiv4UsXQTQAAgEsHQzdRngYburlixQoFBATo6aefdptwZOTIkZo9e7aWL1+u2bNn1+Y0AAAAAIBqqNU6eocOHdJNN91U7qySfn5+uvHGG3Xo0KHanAIAAAAAUE21Cno2m01lZWUVbjcMQzabrTanAAAAAABUU62CXufOnfXpp58qKyvLbduJEyf02WefqUuXLrU5BQAAAACgmmr1jN69996r+Ph4Pfroo+rTp49CQkIkSenp6frhhx+ci5MDAAAAABpOrRdMT0tL0/Lly7V7924VFxdLkry8vNSjRw+NHDlSPj4+CggIqJNiL2XMugkAAHDpYNZNlKc6s27WOuidYxiG8vPzJUm+vr6y2+3617/+pZUrV2rlypV1cYpLGkEPAADg0kHQQ3kabHmF89nt9nJn3wQAAAAANKxaTcYCAAAAAGh6CHoAAAAAYDEEPQAAAACwmGo/o3fkyJEq983Ozq7u4QEAAAAAtVTtoPfkk0/WRx0AgEuAaZqy2WyNXQYAAJZX7aA3adKk+qgDAGBRpSWmDuw5o8xjJTJNyWaTgkM91SW6uRyehD4AAOpDtYPewIED66EMAIAVlZaY2vzFSZ3MN1zakw8V68Qvpep/ow9hDwCAesBkLACAenNgzxm3kHfOyXxDB/acaeCKAAC4NBD0AAD1JvNYSeXb0yvfDgAAaoagBwCoF6ZpyjQv0Mc42w8AANQtgh4AoF7YbDZdaIJNm03MwgkAQD0g6AEA6k1wqGettgMAgJoh6AEA6k2X6Oby8S3/fzU+vnZ1iW7ewBUBAHBpqPbyCgAAVJXD06b+N/qcXUcvvUSmIdnsUnA71tEDAKA+EfQAAPXK4WlTt17e6tbr7MQrPJMHAED9Y+gmAKDBEPIAAGgYBD0AAAAAsBiCHgAAAABYDEEPAAAAACyGoAcAAAAAFkPQAwAAAACLIegBAAAAgMUQ9AAAAADAYgh6AAAAAGAxBD0AAAAAsBiCHgAAAABYDEEPAAAAACyGoAcAAC4Jpmk2dgkA0GAcjV0AAABAfTldUqZ3d2Vpa1qBSg1TDrtNfcJaaGyPIHl7ejR2eQBQbwh6AADAkk6XlGnGpz8rNa9Y59/L++THXO3OPK3nbgkn7AGwLIZuAgAAS3p3V5ZbyJMkQ1JaXrHe3ZXVGGUBQIMg6AEAAEvamlbgFvLOMf67HQCsiqAHAAAsxzRNlRqVT75SZphM0ALAsgh6AADAcmw2mxx2W6V9POw22WyV9wGAixVBDwAAWFKfsBYV/qJj/+92ALAqgh4AALCksT2CFNbKy+2XHbuksFZeGtsjqDHKAoAGwfIKAADAkrw9PfTcLeHOdfTKDFMerKMH4BJhM3kK+aKQlZWlkpKSxi4DAICLlmmaPJOHi4bNZlNISIgyMjKYNAhOnp6eCgqq2mgEhm4CAIBLAiEPwKWEoAcAAAAAFkPQAwAAAACLIegBAAAAgMUQ9AAAAADAYgh6AAAAAGAxBD0AAAAAsBiCHgAAAABYDEEPAAAAACyGoAcAAAAAFkPQAwAAAACLIegBAAAAgMU4GruAS822bdu0ZMkSmaapuLg4DRkypLFLAgAAAGAxBL0GVFZWpiVLlig+Pl7e3t6aMWOG+vTpIx8fn8YuDQAAAICFMHSzAR0+fFhhYWEKCAhQs2bN1LNnT+3atauxywIAAABgMU3yjt7+/fu1evVqJScnKycnR9OnT1efPn0q7D9lyhRlZWW5td9888168MEHG7SmpKQkrVmzRrm5uQoPD9eECRMUFRUlScrJyVFAQICzb0BAgLKzs+ukPgAAAAA4p0ne0SsqKlJERIQeeOCBKvWfP3++Xn/9defPrFmzJEl9+/Ytt/+BAwdUWlrq1p6Wlqbc3Nwa1/Ttt99qyZIlGjFihJ577jmFh4dr3rx5ysvLq9J1AAAAAEBdaJJBr2fPnho9enSld/HO5+vrKz8/P+fP9u3b1bZtW3Xt2tWtr2EYWrRokV5++WUZhuFsT09PV2JiojZt2lTjmtauXashQ4Zo0KBBCgsL08SJE+Xl5aUNGzZIkvz9/V3u4GVnZ7vc4QMAAACAutAkg15tlJaW6uuvv9agQYNks9ncttvtdj355JNKTk7WwoULZRiGMjMzlZiYqGuuuUZxcXE1Pu+RI0cUHR3tcq7o6GgdPHhQkhQVFaXU1FRlZ2ersLBQO3bsUI8ePco9XlJSkqZNm6YFCxbUqB4AAAAAl64m+YxebWzdulUFBQUaOHBghX0CAgIUHx+vOXPm6OWXX9bBgwcVHR2tiRMn1vi8+fn5MgxDfn5+Lu1+fn5KT0+XJHl4eGj8+PFKTEyUYRiKi4urcMbNoUOHaujQoTWuBwAAAMCly3JBb8OGDbr66qsvOCQyMDBQU6dOVUJCgtq2batJkyaVewewrsXExCgmJqbezwMAAADg0mWpoZtZWVnavXt3lRYhz83N1euvv67evXurqKhIixcvrtW5fX19Zbfb3SZzyc3NdbvLBwAAAAD1yVJBb8OGDWrVqpV69epVab/8/Hw9/fTTCg0N1fTp0zVnzhznjJk15XA4FBkZqb179zrbDMPQ3r171alTpxofFwAAAACqq0kGvcLCQqWkpCglJUWSdPz4caWkpOjEiROSzk5UMnfuXJd9DMPQxo0bFRsbKw8PjwqPbRiG5s+fr8DAQE2bNk0eHh4KCwvTrFmztHHjRq1du7ZGNUnSsGHDtH79em3cuFFpaWl68803VVRUVOnzggAAAKga0zQbuwTgotEkn9H76aeflJiY6Hx97k5bbGyspkyZovz8fP3yyy8u++zZs0cnTpzQoEGDKj223W7Xvffeqy5dusjh+H+XHxERodmzZ8vX17dGNUnS9ddfr/z8fK1atUq5ubmKiIjQzJkzGboJAABQQ6dLyvTurixtTStQqWHKYbepT1gLje0RJG/Piv+4D1zqbCZ/GrkoZGVlqaSkpLHLAAAAaDCnS8o049OflZpXrPN/YbVLCmvlpeduCbds2LPZbAoJCVFGRgZ3MuHk6empoKCgKvVtkkM3AQAAgHd3ZbmFPEkyJKXlFevdXVmNURZwUSDoAQAAoEnamlbgFvLOMf67HUD5CHoAAABockzTVKlR+ZDFMsNkWCNQAYIeAAAAmhybzSaH3VZpHw+7TTZb5X2ASxVBDwAAAE1Sn7AWFf6yav/vdgDlI+gBAACgSRrbI0hhrbzcfmE9N+vm2B5Vm30QuBQ1yXX0AAAAAG9PDz13S7hzHb0yw5QH6+gBVcI6ehcJ1tEDAACXOtM0L5ln8lhHD+VhHT0AAABYzqUS8oC6QNADAAAAAIsh6AEAAACAxRD0AADAJYHnnABcSph1EwAAWFZpiakDe84o81iJTFOy2aTgUE91iW4uhyfPewGwLoIeAACwpNISU5u/OKmT+YZLe/KhYp34pVT9b/Qh7AGwLIZuAgAASzqw54xbyDvnZL6hA3vONHBFANBwCHoAAMCSMo9Vvv5sZjrr0wKwLoIeAACwHNM0daG5V0yDCVoAWBdBDwAAWI7NZtOF1ta22ViAG4B1EfQAAIAlBYd61mo7AFzMCHoAAMCSukQ3l49v+b/q+Pja1SW6eQNXBAANh+UVAACAJTk8bep/o8/ZdfTSS2Qaks0uBbdjHT0A1kfQAwAAluXwtKlbL29163V24hWeyQNwqWDoJgAAuCQQ8gBcSgh6AAAAAGAxBD0AAAAAsBiCHgAAAABYDEEPAAAAACyGoAcAAAAAFkPQAwAAAACLIegBAAAAgMUQ9AAAAADAYgh6AAAAAGAxBD0AAAAAsBiCHgAAAABYDEEPAAAAACyGoAcAAAAAFkPQAwAAAACLIegBAAAAgMUQ9AAAAADAYgh6AAAAAGAxBD0AAAAAsBiCHgAAAABYDEEPAAAAACyGoAcAAAAAFkPQAwAAAACLIegBAAAAgMUQ9AAAAADAYgh6AAAAAGAxBD0AAAAAsBiCHgAAAABYDEEPAAAAACyGoAcAAAAAFkPQAwAAwEXBNM3GLgG4aDgauwAAAACgIqUlpg7sOaPMYyUyTclmk4JDPdUlurkcnrbGLg9osgh6AAAAaJJKS0xt/uKkTuYbLu3Jh4p14pdS9b/Rh7AHVIChmwAAAGiSDuw54xbyzjmZb+jAnjMNXBFw8SDoAQAAoEnKPFZS+fb0yrcDlzKCHgAAAJoc0zR1oblXTIMJWoCKEPQAAADQ5NhsNtku8PidzXa2HwB3BD0AAAA0ScGhnrXaDlzKCHoAAABokrpEN5ePb/m/rvr42tUlunkDVwRcPFheAQAAAE2Sw9Om/jf6nF1HL71EpiHZ7FJwO9bRAy6EoAcAAIAmy+FpU7de3urW6+zEKzyTB1QNQzcBAABwUSDkAVVH0AMAAAAAi2HoZgPbtm2blixZItM0FRcXpyFDhjR2SQAAAAAshqDXgMrKyrRkyRLFx8fL29tbM2bMUJ8+feTj49PYpQEAAACwEIZuNqDDhw8rLCxMAQEBatasmXr27Kldu3Y1dlkAAAAALKbJ3dHbv3+/Vq9ereTkZOXk5Gj69Onq06fPBffLzs7W0qVLtXPnThUVFSk4OFiTJ09Whw4dGrS2pKQkrVmzRrm5uQoPD9eECRMUFRUlScrJyVFAQICzb0BAgLKzs+usPgAAAACQmuAdvaKiIkVEROiBBx6o8j6nTp3S7Nmz5XA4NHPmTP35z3/W+PHj1aJFi3L7HzhwQKWlpW7taWlpys3NrXFt3377rZYsWaIRI0boueeeU3h4uObNm6e8vLwqXwsAAAAA1FaTu6PXs2dP9ezZs1r7fPTRR2rdurUmT57sbGvTpk25fQ3D0KJFixQSEqJHH31UdvvZrJuenq7ExEQNGzZMcXFxNapt7dq1GjJkiAYNGiRJmjhxorZv364NGzZo+PDh8vf3d7mDl52d7bzbBwAAAAB1pcnd0auJH374QZGRkXrxxRf14IMP6oknntAXX3xRbl+73a4nn3xSycnJWrhwoQzDUGZmphITE3XNNddUGPIupLS0VEeOHFF0dLTLuaKjo3Xw4EFJUlRUlFJTU5Wdna3CwkLt2LFDPXr0KPd4SUlJmjZtmhYsWFCjegAAAABcuprcHb2aOH78uD7//HPdfvvtuvPOO/XTTz/prbfeksPh0MCBA936BwQEKD4+XnPmzNHLL7+sgwcPKjo6WhMnTqxxDfn5+TIMQ35+fi7tfn5+Sk9PlyR5eHho/PjxSkxMlGEYiouLq3DGzaFDh2ro0KE1rgcAAADApcsSQc8wDHXo0EFjxoyRJF1xxRU6evSoPv/883KDniQFBgZq6tSpSkhIUNu2bTVp0iTZbLZ6rzUmJkYxMTH1fh4AAAAAly5LDN309/dXWFiYS1tYWJhOnDhR4T65ubl6/fXX1bt3bxUVFWnx4sW1qsHX11d2u91tMpfc3Fy3u3wAAAAAUJ8sEfQ6d+7sHB55Tnp6uoKCgsrtn5+fr6efflqhoaGaPn265syZ45wxs6YcDociIyO1d+9eZ5thGNq7d686depU4+MCAAAAQHU1uaBXWFiolJQUpaSkSDr7/F1KSorz7lxSUpLmzp3rss/tt9+uQ4cO6V//+pcyMzO1efNmrV+/Xrfccovb8Q3D0Pz58xUYGKhp06bJw8NDYWFhmjVrljZu3Ki1a9fWuLZhw4Zp/fr12rhxo9LS0vTmm2+qqKiowuGjAAAAAFAfbKZpmo1dxPn27dunxMREt/bY2FhNmTJFq1at0qZNm/Tqq6+6bN+2bZuWLVumzMxMtWnTRrfffrtuvPHGcs+xe/dudenSRV5eXi7tycnJ8vX1VevWrWtUm3Q2iK5evVq5ubmKiIjQ/fffr44dO1bp2iuTlZWlkpKSWh8HAAAATZ/NZlNISIgyMjLUxH5dRyPy9PSscNTi/2pyQQ/lI+gBAABcOgh6KE91gl6TG7oJAAAAAKgdgh4AAAAAWAxBDwAAAAAshqAHAAAAABZD0AMAAAAAiyHoAQAAAIDFEPQAAAAAwGIIegAAAABgMQQ9AAAAALAYgh4AAAAAWAxBDwAAAAAshqAHAAAAABZD0AMAAAAAiyHoAQAAAIDFEPQAAAAAwGIIegAAAABgMQQ9AAAAALAYgh4AAAAAWAxBDwAAAAAshqAHAAAAABZD0AMAAAAAiyHoAQAAAIDFEPQAAAAAwGIIegAAAABgMQQ9AAAAALAYgh4AAAAAWAxBDwAAAAAqYZpmY5dQbY7GLgAAAAAAmprSElMH9pxR5rESmaZks0nBoZ7qEt1cDk9bY5d3QQQ9AAAAADhPaYmpzV+c1Ml8w6U9+VCxTvxSqv43+jT5sMfQTQAAAAA4z4E9Z9xC3jkn8w0d2HOmgSuqPoIeAAAAAJwn81hJ5dvTK9/eFBD0AAAAAOC/TNPUheZeMY2mP0ELQQ8AAAAA/stms8l2gcfvbLaz/Zoygh4AAAAAnCc41LNW25sCgh4AAAAAnKdLdHP5+JYflXx87eoS3byBK6o+llcAAAAAgPM4PG3qf6PP2XX00ktkGpLNLgW3Yx09AAAAALhoOTxt6tbLW916nZ14pak/k/e/GLoJAAAAAJW42EKeRNADAAAAAMsh6AEAAACAxRD0AAAAAMBiCHoAAAAAYDEEPQAAAACwGIIeAAAAAFgMQQ8AAAAALIagBwAAAAAWQ9ADAAAAAIsh6AEAAACAxRD0AAAAcFEwTbOxSwAuGo7GLgAAAACoiFl4WsYHS6VdW6WyUsnDIfXoI/ud42Rr5t3Y5QFNFkEPAAAATZJZeFrG/CekjFTp/Lt5Gz+RcWC37E8+T9gDKsDQTQAAADRJxgdL3UOeJBmGlJl2djuAchH0AAAA0DTt2uoe8s4xjLPbAZSLoAcAAIAmxzTNs8/kVaasjAlagAoQ9AAAANDk2Gy2sxOvVMbD42w/AG4IegAAAGiaevSR7BX8umq3n90OoFwEPQAAADRJ9jvHScFh7mHPbpeCw85uB1AullcAAABAk2Rr5i37k8+ft45emeThwTp6QBXYTJ5gvShkZWWppKSkscsAAABoNKZpXjLP5NlsNoWEhCgjI4MJZ+Dk6empoKCgKvVl6CYAAAAuCpdKyAPqAkEPAAAAACyGoAcAAAAAFkPQAwAAAACLIegBAAAAgMUQ9AAAAADAYgh6AAAAAGAxBD0AAAAAsBiCHgAAAABYDEEPAAAAACyGoAcAAAAAFkPQAwAAAACLIegBAAAAgMUQ9AAAAADAYhyNXQCqxuHgowIAALjU8Dsgzled74PNNE2zHmsBAAAAADQwhm5awIIFCxq7BFyi+O5d/PgM6xfvb+UutffHitd7sV7TxVD3mTNnNGPGDJ05c6axS8FFiqBnAWlpaY1dAi5RfPcufnyG9Yv3t3KX2vtjxeu9WK/pYqjbNE0lJyeLwXeoKYKeBdxyyy2NXQIuUXz3Ln58hvWL97dyl9r7Y8XrvViv6WKtG6gOntEDAAAAmpjTp0/rvvvu09tvvy1vb+/GLgcXIe7oAQAAAE2Mp6enRowYIU9Pz8YuBRcp7ugBAAAAgMVwRw8AAAAALIagBwAAAAAWU/Wl1XFJWL16tTZu3Cibzaa4uDgNGDCgsUvCJYTv38WPzxCNhe8eALgi6MHp6NGj+uabb/Tss89KkhITE9W7d2+1aNGikSvDpYDv38WPzxCNhe8eALhj6Cac0tLS1LFjR3l5ecnLy0vh4eHauXNnY5eFSwTfv4sfnyEaC989AHDHHb0G8MEHH2jr1q06duyYvLy81KlTJ40bN07t2rWrs3Ps379fq1evVnJysnJycjR9+nT16dPHrV9SUpLWrFmj3NxchYeHa8KECYqKipIktW/fXu+9954KCgpkmqb27dunkJCQOqsRjeOzzz7TZ599pqysLElSWFiYRowYoZ49e9bZOfj+NZwPP/xQy5Yt02233ab77ruvzo7LZ4iKZGdna+nSpdq5c6eKiooUHBysyZMnq0OHDnVyfL57QNW88MIL2r9/v7p166Y//OEPzvZt27ZpyZIlMk1TcXFxGjJkSCNWiaaEO3oNYP/+/brllls0b948zZo1S2VlZXrmmWdUWFhYbv8DBw6otLTUrT0tLU25ubnl7lNUVKSIiAg98MADFdbx7bffasmSJRoxYoSee+45hYeHa968ecrLy5N0NgDceuutmjt3rhYsWKCOHTvKbucrcrELCAjQmDFj9Oyzz2r+/Pnq1q2bnn/+eaWmppbbn+9f03X48GF9/vnnCg8Pr7QfnyHqyqlTpzR79mw5HA7NnDlTf/7znzV+/PgKh0Ty3QPqz2233aYpU6a4tJWVlWnJkiWKj4/X888/r9WrV+vkyZONVCGaGv4r2ACeeuopDRw4UJdffrkiIiI0ZcoUnThxQkeOHHHraxiGFi1apJdfflmGYTjb09PTlZiYqE2bNpV7jp49e2r06NHl/hX0nLVr12rIkCEaNGiQwsLCNHHiRHl5eWnDhg3OPjfddJOee+45xcfHy+Fw8BdRC4iJiVGvXr0UEhKidu3a6d5771WzZs106NAht758/5quwsJCvfLKK/rtb39b6XNHfIaoSx999JFat26tyZMnKyoqSm3atFGPHj0UHBzs1pfvHlC/rrrqKjVv3tyl7fDhwwoLC1NAQICaNWumnj17ateuXY1UIZoagl4jOH36tCSpZcuWbtvsdruefPJJJScna+HChTIMQ5mZmUpMTNQ111yjuLi4Gp2ztLRUR44cUXR0tMu5oqOjdfDgQWfbub+Opqen6/Dhw+rRo0eNzoemyTAMffPNNyoqKlKnTp3ctvP9a7refPNN9ezZU927d6+0H58h6tIPP/ygyMhIvfjii3rwwQf1xBNP6Isvvii3L989oGL79+/Xs88+q9/+9rcaNWqUtm7d6tYnKSlJU6ZM0dixYzVz5kwdPnz4gsfNyclRQECA83VAQICys7PrtHZcvHhGr4EZhqG3335bnTt3Vvv27cvtExAQoPj4eM2ZM0cvv/yyDh48qOjoaE2cOLHG583Pz5dhGPLz83Np9/PzU3p6uvP1888/r9OnT6tZs2aaPHmyPDw8anxONB1Hjx7VU089pZKSEjVr1kzTp09XWFhYuX35/jU933zzjZKTkzV//vwq9eczRF05fvy4Pv/8c91+++2688479dNPP+mtt96Sw+HQwIED3frz3QPKd26I8uDBg/WnP/3Jbfu54ckTJ05Ux44d9fHHH2vevHl66aWX1KpVq0aoGFZA0GtgixYtUmpqqubOnVtpv8DAQE2dOlUJCQlq27atJk2aJJvNVu/1zZs3r97PgYbXrl07vfDCCzp9+rS+++47vfrqq0pMTKww7PH9azpOnDiht99+W7NmzZKXl1eV9+MzRF0wDEMdOnTQmDFjJElXXHGFjh49qs8//7zcoCfx3QPK07Nnz0onQTt/eLIkTZw4Udu3b9eGDRs0fPjwCvfz9/d3uYOXnZ3tnKQIYOhmA1q0aJG2b9+u+Ph4tW7dutK+ubm5ev3119W7d28VFRVp8eLFtTq3r6+v7Ha728Pwubm5bn8lhfU4HA4FBwcrMjJSY8aMUUREhD755JMK+/P9azqOHDmivLw8zZgxQ6NHj9bo0aO1f/9+rVu3TqNHj3Z5Fup8fIaoC/7+/m5/EAoLC9OJEycq3IfvHlA9VR2eXJ6oqCilpqYqOztbhYWF2rFjB8OW4cQdvQZgmqb+8Y9/aOvWrUpISFCbNm0q7Z+fn6+nn35aoaGheuyxx5SRkaGEhAQ5HA6NHz++RjU4HA5FRkZq7969zgfeDcPQ3r17NXTo0BodExcvwzBUUlJS7ja+f01LdHS02zCfv/3tb2rXrp3i4uLKnVmQzxB1pXPnzi7DI6Wzz8AFBQWV25/vHlB9VR2e/PTTTyslJUVFRUX63e9+p8cee0ydOnXS+PHjlZiYKMMwFBcXJx8fnwa+AjRVBL0GsGjRIm3evFlPPPGEmjdv7vyrpLe3t9tQLMMwNH/+fAUGBmratGny8PBQWFiYZs2apblz5yogIEDDhg1zO0dhYaEyMzOdr48fP66UlBS1bNlSgYGBkqRhw4bp1VdfVWRkpKKiovTJJ5+oqKiowuE3sIZly5bp6quvVmBgoAoLC7V582bt379fTz31lFtfvn9NT/Pmzd2e573sssvk4+NT7nO+fIaoS7fffrtmz56tf/3rX7r++ut1+PBhrV+/Xg899JBbX757QP2aPXt2ue0xMTGKiYlp4GpwMbCZpmk2dhFWN2rUqHLbJ0+eXO7/pHbv3q0uXbq4hcDk5GT5+vqWO+xz3759SkxMdGuPjY11WXMlKSlJq1evVm5uriIiInT//ferY8eO1bwiXEz+9re/ae/evcrJyZG3t7fCw8MVFxdX4eyNfP+avoSEBEVERFS4YDqfIerStm3btGzZMmVmZqpNmza6/fbbdeONN5bbl+8ecGGjRo3S9OnTnXeoS0tLNW7cOD322GMuy4wsXLhQp0+f1hNPPNFYpeIiR9ADAAAAGsj/Bj1JmjlzpqKiojRhwgRJZ++QT548WUOHDq10MhagMgzdBAAAAOrRhYYoMzwZ9YE7egAAAEA9qsoQZYYno64R9AAAAADAYlhHDwAAAAAshqAHAAAAABZD0AMAAAAAiyHoAQAAAIDFEPQAAAAAwGIIegAAAABgMQQ9AAAAALAYgh4AAAAAWAxBDwCAOjBq1CgtWrSoscuolhMnTmjs2LE6cOBArY7z1FNPaenSpXVUFQCgLjgauwAAABrLqFGjqtQvPj5eV111VT1X0/Dee+89RUVFqUuXLs62V199VZs2bXK+vuyyy9SqVStdccUV6tevn/r06SO73fXvxHFxcXrllVc0bNgw+fn5NVT5AIBKEPQAAJesqVOnurz+6quvtHv3brf20NDQhiyrQeTn52vTpk2aMmWK2zZPT0/99re/lSQVFxfrxIkT2rZtm1588UVdddVVevzxx+Xt7e3sHxMTo+bNm+vTTz/VPffc02DXAACoGEEPAHDJGjBggMvrQ4cOaffu3W7tVvTVV1/Jw8NDMTExbtvsdrvbezB69Gh9+OGHWrZsmV577TVNmzbNpf91112nr776SqNGjZLNZqv3+gEAlSPoAQBQicLCQq1atUpbtmxRXl6egoKCNGTIEN1xxx0XDDTvv/++Vq1apfvuu0+33nqrJGnHjh364IMPlJycLJvNpiuvvFLjxo3T5Zdf7tzv1Vdf1Xfffae//OUvevPNN7Vnzx55eXkpNjZW48aNcxk6+c0332j16tXKyMiQzWZTYGCghgwZottuu63S2v7973+rY8eOatasWZXfi+HDh2vfvn367rvvlJ6ernbt2jm3de/eXUlJSUpJSdEVV1xR5WMCAOoHk7EAAFAB0zT1/PPP6+OPP1aPHj00fvx4tWvXTkuXLtXixYsr3XfFihVatWqVJk6c6Ax5X331lZ599lk1a9ZMY8eO1d133620tDTNmTNHx48fd9nfMAzNmzdPPj4++vWvf62uXbtq7dq1+uKLL5x9du/erb/85S9q2bKlxo4dqzFjxuiqq6664OQqpaWl+umnn2oUyG644QaZpqndu3e7tEdGRkqSfvzxx2ofEwBQ97ijBwBABX744Qft3btXo0eP1l133SVJGjp0qF588UWtW7dOQ4cOVXBwsNt+S5Ys0ccff6xJkyZp4MCBks7eGXzrrbc0ePBg5/NvkhQbG6tHH31UH3zwgUt7SUmJ+vbtqxEjRkiSbr75Zs2YMUNffvmlbr75ZknS9u3b1bx5cz311FNuE6RU5sSJEyouLlabNm2q/Z60b99ekvTLL7+4tAcEBMjhcCgtLa3axwQA1D3u6AEAUIEdO3bIbrc778idM2zYMJmmqZ07d7q0m6apRYsWad26dXr44YedIU86e/etoKBA/fr1U35+vvPHbrerY8eO2rdvn9v5zwW6c7p06eISsLy9vVVUVOR2d+1CTp06JUlq0aJFtfaT5BzqeebMGbdtLVq0UH5+frWPCQCoe9zRAwCgAllZWfL391fz5s1d2sPCwpzbz/fVV1+psLBQDz74oPr37++yLSMjQ5I0d+7ccs/1v+fw9PSUr6+vS1uLFi1UUFDgfH3LLbdoy5Yt+uMf/6iAgAB1795d119/va6++uoqXZ9pmlXqd77CwsJy6z2HiVgAoGkg6AEAUEc6d+6slJQUffrpp7r++uvVsmVL57ZzoWrq1KnlrjXn4eHh8roqQzFbtWqlF154QTt37tTOnTu1Y8cObdy4UQMGDHBbIuJ85+o6PzRW1dGjRyWp3CGrBQUF8vHxqfYxAQB1j6AHAEAFgoKCtGfPHp05c8blDtaxY8ec288XHByscePGKSEhQfPmzdOcOXOc+7Vt21bS2XDWvXv3OqvR4XAoJiZGMTExMgxDb775pr744guNGDGi3DAmSYGBgfLy8nKbAKYqvv76a9lsNrdryM7OVmlpqfNuJwCgcfGMHgAAFejZs6cMw1BSUpJL+8cffyybzVbuEMnw8HA9+eSTOnbsmJ577jkVFxdLknr06KHmzZvrgw8+UGlpqdt+NXm27eTJky6v7Xa7wsPDJZ2dzKUiDodDHTp00JEjR6p1vg8//FC7du1S3759FRIS4rLt3LE6depUrWMCAOoHd/QAAKhA7969ddVVV2nFihXKyspSeHi4du3apR9++EG33XZbhXfMOnXqpCeeeELz58/XggUL9Pjjj8vb21sTJ07UK6+8ohkzZqhfv37y9fXViRMntH37dnXu3FkPPPBAter7+9//rlOnTqlbt25q3bq1srKylJSUpIiICIWGhla6b0xMjFasWKHTp0/L29vbZZthGPrqq68knQ2MWVlZ2rZtm37++WddddVVLrODnrN7924FBgayhh4ANBEEPQAAKmC32zVjxgytXLlS3377rTZs2KA2bdpo3LhxuuOOOyrdt1u3bpo2bZoWLFighQsX6pFHHlH//v3l7++vDz/8UKtXr1ZJSYkCAgJ05ZVXatCgQdWu74YbbtD69ev12WefqaCgQH5+furbt69GjRp1wWf8BgwYoGXLlumHH37QgAEDXLaVlJRo4cKFkqTLLrtMvr6+ioyM1N13360+ffq4HdswDH3//fcaNGgQk7EAQBNhM2sy5RYAALjo/e1vf1NGRkaFM4FW1datW/Xyyy/rlVdekb+/fx1VBwCoDZ7RAwDgEjVy5Ej99NNPOnDgQK2O89FHH2no0KGEPABoQrijBwAAAAAWwx09AAAAALAYgh4AAAAAWAxBDwAAAAAshqAHAAAAABZD0AMAAAAAiyHoAQAAAIDFEPQAAAAAwGIIegAAAABgMQQ9AAAAALAYgh4AAAAAWAxBDwAAAAAs5v8HWlW+cBsYReMAAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ "
" ] @@ -154,16 +168,16 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "7e576bdb", + "execution_count": 6, + "id": "45bb0664", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimized parameters: E = 0.8653663330285635, A = 11472.897818297954, alpha = 0.5773680528926183, B = 308.4867001226395, beta = 0.2714405727872175\n", - "Cost: 0.0009413098275845784\n" + "Optimized parameters: E = 0.7096414667491263, A = 8085.886889867782, alpha = 0.5569057167389312, B = 135.65496347130258, beta = 0.22619296807762118\n", + "Cost: 0.0009669666791482262\n" ] } ], @@ -185,13 +199,13 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "7a81a2eb", + "execution_count": 7, + "id": "9433f2a2", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3UAAAItCAYAAACepFMOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3ib1dn48e+jbdmS95QlO87ee0FCFoS9R8IqhQKFFvgVWnj7hlKgb1vat6WlLR280AItK0BbRiEByioJGSSB7EliW96Op/Z8fn+IyBF2QoZtedyf68oFOs/QeWzJ0v2cc+5bUVVVRQghhBBCCCFEv6RJdgeEEEIIIYQQQpw4CeqEEEIIIYQQoh+ToE4IIYQQQggh+jEJ6oQQQgghhBCiH5OgTgghhBBCCCH6MQnqhBBCCCGEEKIfk6BOCCGEEEIIIfoxCeqEEEIIIYQQoh+ToE4IIYQQQggh+jEJ6oQQQvRL5eXlKIrC17/+9WR35bi8/fbbnHLKKWRkZKAoChdddFGyuySOw1NPPYWiKDz11FPJ7ooQQsRJUCeEEN0sEonw+OOPM2/ePLKystDr9eTl5TFhwgRuvPFGXnvttV7tj6IozJ8/v8ttfS0wUhQl4Z9WqyUnJ4eFCxfy3HPP9chz9uaX9PLyci688EIOHDjADTfcwP3338/SpUuPeswHH3xw1N+h6OyBBx7o9Fo62r/S0tJkd1kIIU6KLtkdEEKIgSQSiXDeeeexcuVKMjIyOPfccykuLiYYDLJ9+3aee+45du3axQUXXJDsrvZp999/PwChUIhdu3bx6quv8v7777NhwwZ+9atfJbl3J+7f//43fr+fhx9+mKuuuirZ3RmwugqAP/vsM1599VUmTpzYaXQ0IyOjV/olhBA9RYI6IYToRs8//zwrV65k4sSJfPjhh6Snpyds93q9rFu3Lkm96z8eeOCBhMfvvvsuZ5xxBo888gh33HFHvx1ZqampAaCoqCjJPRnY5s+f3ymwe+qpp3j11VeZNGlSp9eXEEL0dzL9UgghutHHH38MwNe//vVOAR2A2WxmwYIFXR67fPlyFi1aRFZWFiaTidLSUq688ko2bNgQ36etrY1f/OIXLFy4kOLiYgwGA7m5uVxwwQWsWbMm4XyHphUCfPjhhwnTzR544AEeeOABhgwZAsDTTz+dsP3LUxHfeustzjnnHHJycjAajQwdOpS7776b1tbWTtdRWlpKaWkp7e3t3HXXXZSWlqLX60/qi/SiRYsYNWoUqqryySeffOX+tbW1fPvb36a0tDT+M7rkkkvYuHFjwn7z58/n+uuvB+D6669P+BmUl5cfU99efPFFTjvtNNLT00lJSWH8+PE89NBDBAKB+D6HplAeGoFcsGBB/Hk++OCDY/shHKNjvXaAYDDIb3/7W6ZMmUJmZiZms5nS0lIuvPBC/v3vfyfs+9FHH3H++edTXFyM0WikoKCAWbNm8eCDD35ln1544QUUReHOO+/scnsgECAzM5PCwkLC4fBx9+1kHc/P7EhaWlo47bTT0Gg0PPTQQ/H2cDjMH/7wB2bNmoXVasVsNjN58mQeffRRotFowjkOnw5dXl7O0qVLycnJwWQyMW3aNP71r391et7e/DkJIfouGakTQohulJ2dDcCePXuO+RhVVbn++ut5+umnycnJ4ZJLLiE3N5eqqiref/99Ro4cybRp0wDYuXMn9957L6eddhrnnnsumZmZVFZW8tprr7FixQpef/11zjrrLAAmTZrE/fffz4MPPkhJSUnCurlDoxitra385je/6TQlbdKkSfH/f/DBB3nggQfIysrivPPOIy8vjy1btvDLX/6SN998kzVr1mC1WhOuKRgMsnDhQpqbm1m8eDFWqzUeQJ4oVVUB4oHqkRw4cIA5c+ZQU1PDwoULufLKK3E6nbz00ku88cYb/P3vf+e8884DYsF3RkYGr776KhdeeGHCdR/LlLxly5bx0EMPkZOTw1VXXUVaWhorVqxg2bJlvPXWW7z99tsYDAZKS0u5//77+eCDD/jwww+57rrr4qON3TnqeDzXfuj6n3/+ecaNG8fXvvY1UlJSqKmpYdWqVaxcuZLTTz8dgJUrV3LuueditVq54IILsNlsNDc3s3PnTv7whz/Eg9Ujueiii0hPT+e5557jF7/4BTpd4tePV199ldbWVr773e/Gtx1r33r7Z9aVyspKzjrrLPbt28df//pXrrnmGiA2ffj888/nrbfeYuTIkVx11VWYTCbef/99br/9dtatW8ff/va3TuerqKhgxowZlJWVce2119Lc3Mzy5cvjgdrhN4Z66+ckhOjjVCGEEN1m06ZNql6vVxVFUa+55hr173//u1peXn7UYx577DEVUKdPn662trYmbAuHw2pNTU38cWtrq9rY2NjpHE6nUy0sLFRHjRrVaRugzps3r8vnPnDggAqo1113XZfb33vvPRVQZ8+erba0tCRse/LJJ1VA/c53vpPQXlJSogLqokWLVLfb3eV5jwRQu/poeuedd1RFUVRFUeI/zyP1ffHixSqg/vjHP05oX716tarVatWsrCzV5XJ1uo4nn3zyuPr68ccfq4Bqt9vV2traeHsoFFLPO+88FVB/8pOfJBxz//33q4D6/vvvH/PzvP/++0f9HR7ueK69tbVVVRRFnTp1qhoOhzud6+DBg/H/v+SSS1RA/eyzzzrt19XrsSs333yzCqivv/56p23nnHOOCqhbtmw57r4dq0O/5+5+vXz22WdqYWGharVa1XfeeSfhHId+37fddlvCdYTDYfWGG25QAfWVV16Jtx96TQPqAw88kHCulStXqoB69tlnx9t64uckhOifJKgTQohutnz5crWgoCD+5QxQs7Ky1Isuukh97bXXOu0/btw4FVA3bdp0Us97++23q4BaUVGR0H4yQd1FF12kAuq2bdu63D5p0iQ1Nzc3oe1QUNdVAPBVDv287r//fvX+++9Xly1bpl566aWqVqtVAfXOO+88at+dTqcKqA6HQw0Gg53Of80116iA+vTTT8fbTjSou/HGG1VAfeyxxzpt2717t6rRaNQhQ4YktPdkUHe8197W1qYC6imnnKJGo9GjnvtQULd79+5j7veXrV69WgXUyy67LKG9trZW1Wq16uTJk+Ntx9O3Y9VVUHeyr5e3335btVgsalFRUafXeyQSUbOystSCggI1FAp1OndLS4uqKIp6+eWXx9sOvaZLSkq6DNIcDoeanZ0df9wTPychRP8k0y+FEKKbXXHFFVx88cW8//77rFq1ik8//ZRVq1bxyiuv8Morr/C1r30tvt7N4/Gwbds28vPzmTx58jGdf/Xq1fzmN79hzZo1NDQ0EAwGE7ZXV1fjcDi65VrWrFmDXq/npZde4qWXXuq0PRgM0tjYSFNTU3zqKYDJZGLChAkn/LyH1mkpikJGRgZz587lG9/4Rnxa25F8+umnAMydOxe9Xt9p+8KFC3nmmWf49NNP+drXvnbC/QPYtGlT/JxfNmLECIqLizlw4ABtbW1drq/sbsd77VarlfPPP5/XX3+dSZMmcemllzJ37lxmzpyJ2WxOOPbqq6/mH//4BzNnzmTJkiUsWLCAU089leLi4mPu3ymnnMKIESN4/fXXaWlpITMzE4Bnn32WSCSSMD34ePp2Mk7m9fLyyy/z9ttvM3z4cFasWNHpPbdnzx6am5sZPnw4P/7xj7t8/pSUFHbu3NmpfdKkSWi12k7tdrs9Ye1sb/2chBB9nwR1QgjRA/R6PYsXL2bx4sVArNTB3//+d2644Qb++te/cvHFF3PRRRfFE43YbLZjOu8///lPLrvsMkwmE2eccQZDhw4lNTUVjUYTX691eIKOk9XU1EQ4HP7KZBhutzshqMvLy/vKtW9Ho36xfu54tbW1AVBYWNjl9kPtXSV46YnnqqyspLW1tVeCuhO59uXLl/Pzn/+c5557Lr4uzmQycdlll/HLX/6S/Px8AC655BL+9a9/8fDDD/OXv/yFxx57DICpU6fy0EMPccYZZxxTH6+77jruvfdeXnjhBW699VYglqRHr9d3KvFwrH07GSfzelmzZg2hUIiZM2dit9s7bW9qagJg7969R33/uN3uTm1HWs+p0+k6JVfpjZ+TEKLvk+yXQgjRC7RaLVdccUU8+997770HdHx5q66uPqbz3HfffRgMBjZs2MArr7zCww8/zI9+9CMeeOABRo4c2e39Tk9PJzMzEzU2Xf+I/0pKShKOO5mA7mT7C1BXV9fl9tra2oT9+stz9VR/UlJSeOCBB9izZw+VlZU888wzzJkzh2eeeYbLLrss4fhzzz2X9957j5aWFt59913uvPNOtm/fznnnnceOHTuOqY/XXnstGo2Gp59+GoiNlG3dujWeWfVwx9O3E3Uyv8Of/vSnXHDBBTz55JPccMMNnYKtQ8dcfPHFR33vHDhw4KSuoTd+TkKIvk+COiGE6EUWiwXoGIlKTU1l3Lhx1NfXx6eCHc2+ffsYM2YMo0ePTmiPRqOsWrWqy2M0Gg2RSKTLbYemeB1p+6xZs2hpaWH79u1f2be+4NAU1lWrVsVT4x/u/fffB2DKlCnxtq/6GXzVc3VVkmDfvn1UVVUxZMiQXitsfSLXfji73c7VV1/NW2+9xbBhw1i1alV8tOlwqampLFy4kF/96lcsW7aMYDDIihUrjqmPdrudhQsXsm7dOnbv3h0P7q677rqvPO5Y+na8TuZnZjQaefnll7n88st56qmnuOaaaxLOMWrUKDIyMli7di2hUOik+3oseurnJITo+ySoE0KIbvT888/zzjvvdLprD7HRgMcffxyA0047Ld5+xx13APDNb34zPh3skGg0Gh8tgFj6+71798aLWEMsQHzggQeOOFqSnZ2N0+nscltmZiaKolBZWdnl9kMjizfddFPCcx7i8XhYu3Ztl8cmQ3FxMWeccQbl5eU88sgjCdvWrVvHc889R2ZmJhdffHG8/dC00SP9DI7khhtuAODHP/4xjY2N8fZIJML3vvc9otEo3/jGN07wSo7f8V57Y2MjW7du7XQej8eD2+1Gp9NhMBgA+M9//tNl0FNfXw9wXOu3Dq2d+/Of/8zzzz9PTk5Op5IBx9O3k3Eir5fD6fV6nn/+ea655hqef/55lixZEg/gdDodt99+O7W1tdxxxx34fL5Ox9fW1h7zKGdXeuvnJITo+2RNnRBCdKN169bxm9/8hoKCAubMmROvzXbgwAHeeOMNfD4fF154YcK0qBtvvJGPPvqIv/3tbwwfPpwLL7yQ3NxcampqeO+997jhhhvihbvvvPNObrnlFiZPnsyll16KXq9n9erV7NixI54w4csWLVrECy+8wPnnn8+UKVPQ6/WcdtppnHbaaaSlpTFz5kw++ugjrr76akaMGIFWq+WCCy5gwoQJLFq0iJ/97Gf893//N8OHD+ecc85hyJAhuN1uKioq+PDDD5kzZw4rV67slZ/vsfjTn/7Eqaeeyt13383bb7/NtGnT4nXHNBoNTz75ZHzEFGD27NmYzWYeeeQRmpqaKCgoAOD2228/6tTJU045hXvuuYf//d//Zdy4cVx22WWkpqayYsUKtm3bxpw5c7j77ru77bp27dqVkEzkcA6Hgx/96EfHde3V1dVMnjyZ8ePHM2HCBOx2O+3t7fzrX/+irq6OO+64I77vHXfcQXV1Naeeemq8QPfGjRt57733KCkpYenSpcd8HRdffDFWq5VHHnmEUCjE7bff3ilJyfH07WQd7+vly7RaLU8//TQmk4knnniCSy65hJdffhmj0ch9993H5s2b+dOf/sTrr7/OwoULsdlsNDQ0sHfvXlavXs1PfvITxowZc0J9782fkxCij+vtdJtCCDGQVVZWqo8++qh60UUXqSNGjFAtFouq1+vVgoIC9eyzz1b/9re/qZFIpMtjn3nmGfW0005TrVarajQa1dLSUvWqq65SN27cmLDfk08+qU6cOFE1m81qdna2etFFF6lbtmw5Yrr8+vp69corr1Tz8vJUjUYTLxlwyN69e9XzzjtPzcrKUhVF6TK9/0cffaRefvnlamFhoarX69WcnBx14sSJ6p133ql+8sknCfuWlJSoJSUlJ/Tz4wh16rpytHIMVVVV6i233KI6HA5Vr9er2dnZ6oUXXqiuX7++y3OtWLFCnTVrlpqamhrvw4EDB46pH88//7x66qmnqmlpaarRaFTHjBmj/vjHP1Z9Pl+nfU+mpMHR/k2cOPG4r72lpUV98MEH1QULFqhFRUWqwWBQCwoK1Hnz5qnPPfdcQor85cuXq0uXLlWHDRumpqamqhaLRR07dqy6bNkytaGh4Ziv5ZBvfOMb8b5v2LCh0/bj6duxOlKdOlU9vtfLkUpgRKNR9bbbblMBdfHixarX6423//Wvf1UXLlyoZmZmqnq9Xi0qKlJPPfVU9Sc/+YlaWVkZP8dXlRiZN29ewvujJ35OQoj+SVHVE0wxJoQQQgghhBAi6WRNnRBCCCGEEEL0YxLUCSGEEEIIIUQ/JkGdEEIIIYQQQvRjEtQJIYQQQgghRD8mQZ0QQgghhBBC9GMS1AkhhBBCCCFEPyZBnRBCCCGEEEL0YxLUCSGEEEIIIUQ/pkt2B0RnLS0thMPhZHdDCCGEEOKIcnNzaWxsTHY3hBiwdDodmZmZx7ZvD/dFnIBwOEwoFEp2N4QQQgghuqQoChD7zqKqapJ7I4SQ6ZdCCCGEEEII0Y9JUCeEEEIIIYQQ/ZgEdUIIIYQQQgjRj0lQJ4QQQgghhBD9mCRKEUIIIYQQg5bH4yEcDseTvwjRm8xmMzrdyYdkEtQJIYQQQohBKRAIoCgK6enpye6KGISi0Sgul4vU1NSTDuxk+qUQQgghhBiUAoEAKSkpye6GGKQ0Gg0WiwWv13vy5+qG/gghhBBCCNEvybRLkUwaTfeEYxLUCSGEEEIIIUQ/JkGdEEIIIYQQQvRjEtQJIYQQQgghurR8+XJGjx59XMfMnDmTxx9//KSe9+GHH+aMM844qXMMJhLUCSGEEEIIMUB95zvfwWaz8eijjya0r1y5EpvNlqReie4mQZ0QQgghhBADmMlk4g9/+AOtra3J7oroIRLUCSGEEEIIMYDNmTOH3NzcTqN1J6K8vJzrr7+eiRMnMnz4cM455xz+85//dNrP7XbzrW99i2HDhjF16lSeeuqphO1tbW1873vfY/z48YwcOZLLL7+c7du3n3T/BisJ6oQQQgghhBjAtFot3//+93nyySepqak5qXN5PB4WLlzI8uXLeeutt5g/fz7XX3891dXVCfv96U9/YsyYMbz11lt8+9vf5oc//GFC8PfNb36TgwcP8swzz7BixQrGjx/PkiVLaGlpOan+DVYS1AkhhBBCCDHAnX322YwZM4aHH374pM4zduxYrr32WkaNGkVZWRn33HMPJSUlvP322wn7TZ8+ndtuu42hQ4dyww03cO6558aTp6xfv57PPvuMxx57jIkTJ1JWVsYPf/hD0tPTeeONN06qf4OVLtkdEEIIIYQQQvS8e++9lyuuuIJbbrnlhM/h8Xh4+OGHeffdd2loaCAcDuP3+zuN1E2dOrXT4yeeeAKAHTt24PF4GDduXMI+fr+fioqKE+7bYCZBnTgiU/sGtMEG/NYZRAw5ye6OEEIIIYQ4CbNmzWLevHk89NBDXHHFFSd0jh/96Ed89NFH3HfffZSWlmIymbj55psJBoPHfA6Px0NeXh4vv/xyp23p6ekn1K/BToI60TVVxdy6Cl2wnqg+E58EdUIIIYQQ/d6yZctYvHgxQ4cOPaHjN2zYwOWXX87ZZ58NxAK0qqqqTvtt2rSp0+Phw4cDMH78eBobG9HpdNjt9hPqh0gka+rEEbmzFuNPHYs/bVK8Te/dh6XhH+j81Uc+UAghhBBC9EmjR4/m4osv5i9/+csJHT9kyBBWrFjBtm3b2L59O9/+9reJRqOd9vvkk0/4wx/+wOeff85TTz3Fv/71L77xjW8AMHfuXKZOncoNN9zAhx9+iNPp5JNPPuFnP/sZmzdvPqnrG6xkpE50TVEIpo0hmDYmoTmlbS0mz3ZUxYDbJAUrhRBCCCH6m7vvvpvXX3/9hI69//77ueuuu7jwwgvJysri29/+Nm63u9N+3/zmN9m8eTO/+tWvsFgs3H///cyfPx8ARVH429/+xs9//nPuuusumpqayM3NZdasWeTkyOywE6GoqqomuxMiUWNjI6FQKNnd6JLedwBT+yd4M04jYiwAQBtsJLX5HXzWGYTMw5LcQyGEEEL0NEVRKCwspLa2lv78VbK9vR2r1ZrsbohB7kivQ71eT25u7jGdQ0bqxHEJpQwhlDIkoc3UvgGTeytKNEibBHVCCCGEEEL0KgnqxEnzWyajqCGC5hHxNiUawFq/HH/aJAJp40CR5ZtCCCGEEH3NNddcw7p167rcdvvtt3PHHXf0co/EiZCgTpy0iLEAd+4FCW1G9xaMnp1og40E0sYnqWdCCCGEEOJofvGLX+D3+7vclpGR0budESdMgjrRI4Ipw/BkLiCiywBFiTWqKtb65wmmDMNvmQwafVL7KIQQQggx2BUWFia7C6IbSFAnekRUn4kne3FCm95fjsm9FYNnNwHLRPrvsmohhBBCCCH6DgnqRK8JG/JwZZ+NooZQNcZ4e1rjq0R1mfis01C15iT2UAghhBBCiP5HgjrRa1RtKr7M0xLaNOE2UtrWoaASSB1NRII6IYQQQgghjosEdSKpopoUXLkXowvWEDF01OEwN7+PogbxWWcS1Wckr4NCCCGEEEL0cRLUieTSGPCnT09sU8OYWz9CE/URMpUSlKBOCCGEEEKII5LiYaIPUnDlXYw/bSJB8/B4q6l9I2mNr6IN1CWxb0IIIYQQQvQtEtSJvkfREkgbT3vB0oSi5SltH2NuW4vB93kSOyeEEEIIkVxr167luuuuY8qUKdhsNlauXHnMx6qqyjXXXNPpOKfTic1mi/8rLS3l1FNP5ZFHHkFVJWd5XyfTL0X/oKq4s88ipX0DfsukeLPe+zkprg34rDMJpZQmrXtCCCGEGNxUVUU5VJu3h3m9XsaMGcPSpUu58cYbj+vYxx9//Kj9fOGFFxg5ciTBYJD169dz9913k5+fz5VXXnmy3RY9SII60T8oCiHzcEKHTccESGlfj8m9hajGJEGdEEIIIXqV6vcS/eczsHk9RMKg1cHEGWguvgbF1HMZvRcuXMjChQuP+7ht27bx2GOPsWLFCiZPntzlPpmZmeTl5QFQXFzM8uXL2bp1qwR1fZwEdaJf82bMQdUY8Vs7kq1oQs1YGl/Hlz6dYOqYJPZOCCGEEAOV6vcSfegeqHXC4dMTP3iT6K4taP77f3s0sDtePp+P2267jZ/+9KfxoO2rbN68ma1bt3LZZZf1cO/EyZKgTvRrYZMdl8me0JbSvgGjdxeKGpagTgghhBA9IvrPZzoHdADRKNRVEf3nM2ivvDk5nevC/fffz7Rp0zjzzDOPut+FF16IRqMhFAoRCoW4+uqrufzyy3upl+JESVAnBhy/ZTKokcTpmNEg6XXPEkibEFuTp2iT1T0hhBBCDASb13cO6A6JRmPbkxDU/fa3v+V3v/td/PEHH3zA9u3bWb16NW+//fZXHv/HP/6R4cOHEw6H2bVrF/fddx8ZGRksW7asJ7stTpIEdWLAiRhy8eScndBmcm/D6N2DLtgYC/qEEEIIIU6QqqqxNXRHE4n0avKUQ6699lrOP//8+OP8/Hwee+wxKioqGD16dMK+N910EzNnzuTll1+OtxUVFTFkyBAAhg8fTkVFBb/4xS+46667MJlMvXMR4rhJUCcGhaB5GO6sxUS1qR1lElQVa91zhFJK8VunoWqMye2kEEIIIfoFRVFiSVGORqvt9YAOYolOMjMzE9puu+02rrrqqoS2RYsW8cADD3DGGWcc9XxarZZwOEwoFJKgrg+ToE4MClGdFW/WgoQ2XcCJybMNo3c3fsvUJPVMCCGEEP3SxBnwwZuxqZZfptHEtvcQj8fDgQMH4o8rKyvZtm0bmZmZ2Gy2Tvvn5eV1mRzFZrPhcDgS2lpaWmhoaIhPv3ziiSc45ZRTsFgs3X8hottIUCcGrYg+F1fuBSgRL6q2485TWuNrRLWp+KwzUXVpSeyhEEIIIfoqzcXXEN21BeqqEgM7jQYKitFcfE2PPffmzZsTkpc8+OCDAFx++eU88sgjJ3XupUuXArERury8PBYtWsR//dd/ndQ5Rc9TVCkR3+c0NjYSCoWS3Y1BSRN2kV3+MxSiNDm+Q8SQn+wuCSGEEH2OoigUFhZSW1tLf/4q2d7ejtVqPeHjE+vURUCr7ZU6dWJgOdLrUK/Xk5ube0znkJE6IQ4T1Zhoz78Mvd+ZENCZmz9AE3Hjy5hNRJ+dxB4KIYQQoq9QTOZY2YIrb05KUhQhDpGgTojDafQELJMJHJ4hU41gbluNJuImmFImQZ0QQgghOpGATiSTJtkdEKLvU2jPuxSfZTLB1JHxVlP7Jiz1L6PzVyexb0IIIYQQYrCTkTpxRDKN4AuKhmDqKIKpoxKaU9rWog84iRjyCJs6Z5oSQgghhBCiN0hQJxIEg0HWrFnD/v37iUajaDQaysrKmD17NgaDIdnd61PcOedgat+A77CpmnrfAVJaV+NLn0XIPCyJvRNCCCGEEIOFBHUiLhgM8uKLL9Lc3JzQvmXLFpxOJ1dccYUEdocJpZQSSilNaEtpX4/Jsx1VmypBnRBCCCGE6BWypk7ErVmzplNAB7FpmC0tLaxZsyYJvepfPBnz8Kafgs/aUXBUE2olo/oJjK7NSeyZEEIIIYQYqCSoE3H79+8/4jZVVY+6XcREjAW4c89PWGNncm3E4PuclPb1SeyZEEIIIYQYqGT6pQBiQVs0Gj3qPoFAgKamJrKysiSBynHwW6agqFFChydTiYbIqH2aQNo4fNZpoMhbUQghhBBCnBj5JimAWG0VjeboA7fBYJBnn30Wq9XK0KFDmTNnjgR3xyCqz8STfUZCm9GzA4Pvc7ShgwlTNYUQQgghhDheMv1SxJWVlR01SEtLS0Oj0dDe3k5DQ0PCvnv37sXlcvVGNweEoHkYrpxz8WQuAOWLt6GqYq19FnPLBygRf3I7KIQQQog+a+3atVx33XVMmTIFm83GypUrO+2zd+9evv71rzNq1CiGDRvGOeecQ3V1R21dv9/PsmXLGDt2LMOHD+emm26isbExvt3pdGKz2bDb7dTW1iacu76+HofDgc1mw+l09tyFimMmI3Uibvbs2TidTlpaWlBVNd6uKAqZmZlcccUVQOxNrtN1vHS8Xi8rVqwAIDs7m9LSUkpLSyksLPzK0b/BStWm4suYk9CmC9Rg8mxD9e6S0TshhBCin+nN+r5er5cxY8awdOlSbrzxxk7by8vLueiii7jyyiv53ve+R1paGnv27MFoNMb3eeCBB3j33Xd57LHHsFqt3Hvvvdx44428+uqrCecqKCjg5Zdf5vbbb4+3vfTSSxQUFCQEiSK5FPXwb++iT2hsbCQUCiXluU+kTl1TUxPvvfcedXV1CcGg0WjE4XAwYcIEbDYpzv1VlGgAo3srmnAb3qxF8fa0xtdQFQO+jNlEdelJ7KEQQggRoygKhYWF1NbW0p+/Sra3t2O1Wk/4eG8owrObG1lf5SEcVdFpFGYUp3L1xFzMem039vTIbDYbf/7znznrrLPibbfeeis6nY7f/e53XR7T3t7OhAkTePTRRznvvPMA2LdvH/PmzeO1115j6tSpOJ1OZs2axf/7f/+P1157jVWrVsWPnzt3LhdccAGPPPIIa9euxW639+xFDnBHeh3q9Xpyc3OP6RwyUicSGAwG5s2bx7x58475jlN2djaXX345Pp+PyspKysvLqaiowO/3s3fvXkpKSuJBncfjwe12k5eXJ+vxvkTVGPFbpyW0KREPKW3rUYgQsEyUoE4IIYToI7yhCP/1VgXOtiCHh7Vv7m5lS52Xn59Z0muB3eGi0Sjvvvsut956K1dddRXbtm3D4XBw2223xQO/LVu2EAqFmDt3bvy4YcOGYbPZ2LhxI1OnTo23L168mL/97W+sX7+eGTNmsH79etra2jjjjDN45JFHevvyxBFIUCeO6HiDrpSUFEaOHMnIkSOJRqPU19dTXl5OaWlpfJ/du3ezatUqzGYzJSUllJaW4nA4EqYDiA6qxkR7wVL0vgOEjYXxdnPLB2hCrfgyTiFiyEtiD4UQQojB6dnNjZ0COoAoUNUW5NnNjdw0raDX+3Xw4EE8Hg+///3vueeee1i2bBkffPABN954Iy+99BKzZ8+msbERg8FAenrizeLc3NyEdXUAOp2OSy65hBdeeIEZM2bwwgsvcMkllyQsxRHJJ78N0SM0Gg2FhYUUFhYmtIdCIfR6PV6vl507d7Jz5874vqWlpYwbN04CvMMpWgJp4wikjetoUyOktK5BG2knZB4qQZ0QQgiRBOurPJ0CukOiX2y/adoRduhBh0pUnXnmmdx8880AjBs3jg0bNvC3v/2N2bNnH/c5ly5dyoUXXsj3v/99/vWvf/Haa68RDoe7td/i5EgWC9GrZs6cyc0338zFF1/M5MmTyczMJBqNUl1dzdq1axMSq7S0tCRtbWHfptCefwU+63QCqaPjrUbXZ1jrnkfnq0hi34QQQoiBT1VVwtGjryWMRNWkrDfMyspCp9MxfPjwhPbhw4fHE5vk5uYSDAZpa2tL2KexsbHLNVyjR49m2LBhfOtb32L48OGMGjWq5y5AnBAZqRO9TqvVYrfbsdvtzJ07l7a2NsrLy/H5fOj1+vh+b775Jq2trRQXF8czan55msCgpGgImYcSMg9NaE5pW4fBX07YUEA4pSRJnRNCCCEGPkVR0GmOvkxFq1GSkj/AYDAwceJEPv/884T2/fv3U1xcDMCECRPQ6/WsWrWKc889F4glSqmurk5YT3e4JUuWsGzZMh566KGevQBxQiSoE0mXnp7OxIkTE9qCwSDBYJBIJEJFRQUVFRV8+OGHZGZmUlpaytChQykqKkpSj/smd855mNo/wW+dEm/T+SpIbXkPX/osgoeN6gkhhBDi5MwoTuXN3a1Eu9im+WJ7T/F4PBw4cCD+uLKykm3btpGZmYnNZuPWW2/l1ltvZdasWZxyyil88MEHvPPOO7z88ssAWK1Wli5dyoMPPkhGRgYWi4Uf/OAHTJ069YhB3dVXX835559/UtlCRc+RoE70SQaDga9//es0NzdTXl7OgQMHqK2tpaWlhZaWFvx+fzyoU1UVj8dDWlpaknudXGGTDbcpsXRESvsnGL17iGotEtQJIYQQ3ejqiblsqfNS1RZMCOw0QHG6gasnHlsq+hOxefNmLr/88vjjBx98EIDLL7+cRx55hLPPPpuf/exn/O53v+OHP/whZWVlPP7448yY0VEH94EHHkCj0XDzzTcTCASYP38+P/3pT4/4nDqdjqysrB67JnFypE5dH5TMOnV9WSAQiJdMGDZsGEOGDAGgoaGBF154gZycnPg0zYKCAil8DmiDBzG1byCQNpawKVZDRhNux1r3PH7rFPyWaSClJYQQQhwnqVMXc3idukhURZuEOnWi/+uOOnUS1PVBEtQdn23btvHee+8ltBmNxnjJhNLSUkwmU5J61/eYWz4grektgqYSWotvSXZ3hBBC9EMS1HV2rPV9hfgyKT4uBLE0vWVlZfG1dxUVFQQCAfbs2cOePXu4+OKLsdtjo1TBYBC9Xj+o/+j6LVMBhbA+p6NRDZNR/RcCqaPxpc8Cjf6IxwshhBCis8H83UIknwR1YkAwm82MHj2a0aNHE41Gqauro7y8nOrq6oSEKmvWrGHv3r2DuvB5VGfBmzkvoc3o2YXBfwBt6CC+jFOS1DMhhBBCCHEiJKgTA45Go6GoqKjL7JjV1dUJhc8PTR85NE0zOzt7UN5pC6YMoz33otgDpWMNgLX2GSKGfLwZp6Bqey6LlxBCCCGEOHES1IlBZcmSJdTU1FBeXk55eTktLS3U1NRQU1PD1q1b+frXvx7fNxKJoNUOjkXOqtaEP31mQps2UIvJsx3Vswtvxuwk9UwIIYQQQnwVCerEoNJV4fOKigrKy8vJyMiIj9JFo1GeeuopsrKy4qN4h28fDCL6HNryl6INNaNqO8pFpDW+Bih4M+YQ1Wcmr4NCCCGEEAKQoE4Mcunp6UyYMIEJEyYktDc0NODxePB4PDidTj766COsVms8wLPZbOj1AzyZiEZPwJJYFF6J+Ehp/wRFDeO3TJKgTgghhBCiD5CSBn2QlDRIPlVVaW1tjU/TrK6uJhrtKC06Y8YMZs2aFd930IzgqVEM3r0YvHtx55wbr3FnbvkQbbABX8aphI2d1zIKIYQYWKSkgRDdR0oaCNFDFEUhMzOTzMxMJk+eTDAYpKqqKh7klZSUxPfdv38/H3/8cTyjZlFRETrdAH1rKRqCqSMJpo7saFOjpLStRRtuJWgeLkGdEEIIIUQvG6DfPIXoXgaDgbKyMsrKyjrdkTyUcKWlpYXPPvsMvV5PcXFxfKqmxWJJUq97i0Jb/lJMrk8JpI6NtxpdWzC5N+NNP4WQeWgS+yeEEEIIMbBpkt0BIfobRVESplvOmTOHc845hzFjxmA2mwmFQhw4cID333+fJ598EpfLlcTe9gJFIZxSgjvvooSi5Snt6zF6dqD3H0he34QQQogB7tFHH8Vms/HDH/4w3vbMM89w2WWXMXLkSGw2G21tbZ2Oa2lp4bbbbmPkyJGMHj2a7373u3g8nvj2jz/+GJvNxpgxY/D7/QnHfvbZZ9hsNmw2W89dmDguMlInxEkyGo0MGzaMYcOGoaoqjY2N8YyagUAgYaTu7bffJhQKUVpaSklJCWlpaUc5c//myj2flPYN+C3T4m06fxVpTSvwWWcSsEw4ytFCCCFE/5KMNfafffYZzzzzDKNHj05o9/l8zJ8/n/nz5/PQQw91eeztt99OfX09zz//POFwmDvvvJN77rmH3//+9wn7paamsnLlSi666KJ42/PPP4/NZqO6urrbr0mcGAnqhOhGiqKQl5dHXl4e06dPJxKJxLeFw2E+//xzQqEQn3/+OQA5OTnxaZoFBQVoNANn8DxiyI8lUzlMSvsnGHz7iWotEtQJIYTo98IhlV1bfdRVh1DVWP6wApueUeNT0Ol7NsDzeDzcdttt/O///i+//e1vE7bddNNNQGy0rSt79+7l/fff580332TixFim6x//+Mdce+213HfffRQUFMT3vfzyy3nhhRfiQZ3P5+O1117jhhtu4JFHHun+CxMnZOB8gxSiDzq8eLlWq+Xiiy9m5syZ5OfnA3Dw4EE2bNjAyy+/zOuvv56sbvYaT+YC3Fmn403vKGauhN1kOn9PSuvHoEaPcrQQQgjRd4RDKqv+7eLA3iA+r4rfp+LzqhzYG2TVv12EQz2bFXTZsmUsWrSI00477biP3bhxI+np6fGADmDu3LloNBo+/fTThH0vvfRS1q9fHx+Ve/PNNykuLmb8+PEndwGiW8lInRC9RFEUCgoKKCgoYObMmXi9XiorKykvL6eysjJhXvqhu2AOh4PS0lLy8/MHxCheVJ+BN2tRQpvJ9Sn6QBUAvoxTktEtIYQQ4rjt2urD1d71zUhXe5RdW32Mm2Luked+9dVX2bZtG2+88cYJHd/Q0EB2dnZCm06nIyMjg4aGhoT2nJwcFixYwIsvvsidd97JCy+8wNKlS0+476JnSFAnRJKYzWZGjRrFqFGjiEajCVM1Kysrqa+vp76+nk8++QSTyRQP8BwOB2Zzz3xIJIPfOgUUDRFdRkejGiGj+nGC5pF4M04FjSFp/RNCCCG6Uld99JrCdTUhxk3p/uetrq7mhz/8Ic8//zwmk6n7n6ALS5Ys4f777+eSSy5h06ZNPPbYY6xfv75Xnlscm/5/61+IAUCj0aDXd2SOtNvtnHHGGQwfPhyDwYDf72fPnj28/fbbPPHEE/E1eQOBqk3Fl3EqwbSOcggG724M/grMbatBkT9TQggh+hZVVfmqmutqlB4pzL5161YOHjzIWWedhcPhwOFwsGbNGv7yl7/gcDgSbhIfSV5eHk1NTQlt4XCY1tZW8vLyOu2/cOFC/H4/3/3udzn99NPJysrqtusR3UNG6oTog8xmM6NHj2b06NFEo1Fqa2vjGTUPHjwYX5MHsGPHDpxOZ3wULyUlJYk97x7BlGG0510OagiUjj9T1tpniOiz8GXMJaob6PX/hBBC9FWx8kZftQ89kg1zzpw5vPvuuwltd911F0OHDuXb3/52wnr+I5k6dSptbW1s2bKFCRNiictWr15NNBpl8uTJnfbX6XRcdtll/OEPf+CZZ57pngsR3UqCOiH6OI1GE68Fc8opp+D1ehOmX+7Zs4fKykp2794NQEFBASUlJZSWlpKXl9fr6ZW7hcYQm5Z5GG2wAZNnOyoafBlzktQxIYQQIqbApufA3uBRt/eEtLQ0Ro0aldBmNpvJzMyMtzc0NNDQ0EB5eTkAu3btIjU1FZvNRmZmJsOHD2fBggXcfffd/OxnPyMcDnPvvfdy4YUXJmS+PNzdd9/NrbfeSmZmZo9clzg5EtQJ0c98eT3djBkzyM3NpaKigoMHD1JXV0ddXR3r1q3DYrFw3XXXDYgkKxF9Nq0F16IL1hPVWePtaY2voahhvBlziRhyk9hDIYQQg8mo8SkcrA93mSzFYtUwanzyZs787W9/41e/+lX88SWXXALAr371K5YsWQLA7373O37wgx+wZMkSNBoN55xzDv/zP/9zxHMaDAaZdtmHKWpPTPYVJ6WxsZFQ6OiLb4XoisvloqKigoqKCiorKyksLEwoFvrOO++Qnp5OaWkpubm5/XMU7zBK1E/OgZ+iqCGabbcQTilJdpeEEGJQUBSFwsJCamtre2TdWG9pb2/HarV+9Y5HEK9TVxNCjcaWgRcU9U6dOjFwHOl1qNfryc09thvWEtT1QRLUie4QiUTw+XykpaUB4Ha7+ctf/hLfnpKSEp+m6XA4ei2DVrdSVfT+Axg8u/Fkn8WhBQ4pLf9BH6jCmzGHsMmR5E4KIcTAI0FdZ6qq9vubpSI5uiOok+mXQgxQWq02HtBB7A/DwoULKS8vx+l04vP52LVrF7t27UJRFGbMmMHMmTOP+3mS+iGmKIRSygillB3eIcxt69CGmwmaR0pQJ4QQoldIQCeSSYI6IQYJo9HIuHHjGDduHJFIhJqamnhGzebmZjIyMuL7NjU1sWnTJkpKSrocxQsGg6xZs4b9+/cTjUbRaDSUlZUxe/ZsDIYk15RTFNoKr8bUvgl/2vh4s9G9jZS2dXgzTiWYOuooJxBCCCGE6F8kqBNiENJqtdjtdux2O3PmzMHlcmE0GuPb9+/fz86dO9m5cyeKolBQUEBpaSklJSWkp6fz0ksv0dzcnHDOLVu24HQ6ueKKK5Ie2IWNRbhzixLaTO3rMfj2ETIVS1AnhBBCiAFFgjohBBZLYs23kpISAoFAfBSvtraW2tpa1qxZg06nIxwOdzqHqqq0tLSwZs0a5s2b11tdP2au3IsIt2/Ab50ab9MFarA0vIIvfWZCuxBCCCFEfyJBnRCik7y8PPLy8uKjeOXl5VRUVOB0Oo+axEdVVfbv398ng7qoPgtP9uKENlP7BvQBJxFvhgR1QgghhOi3JKgTQhyVxWJh/PjxjB8/nnA4zJNPPonP5zvi/j6fj927d+NwOEhJSV6NnmPhyVxARJeRkExFiXjIqP4zfsukWJFzpf/X+BNCCCHEwCZBnRDimOl0OnS6o//ZCIfDvPXWWyiKQllZGeeee24v9e74qToLvszTEtpMrs3og7XgotM2IYQQQoi+SG5BCyGOS1lZ2VHTNufm5pKdnY2qqglZM6PRKO+99x67d+8+6khfsvmtU2jPvRhv1sKORjVKZtUfSW16GyXiT17nhBBCCCG6ICN1QojjMnv2bJxOJy0tLQkFZxVFITMzk0svvRSDwYDL5SIajca319fXs23bNrZt2wZAfn5+PKNmfn5+n6nvo2pM+NNnJLQZvPvQ+yvRBhvxZC5IUs+EEEIIIbomI3VCiONiMBi44oormDBhAhaLhdTUVCwWCxMmTEgoZ2CxWEhPT48fl5KSwtSpU8nOzgZiQd66det48cUXefzxx9mzZ09SrudYBM1ltBVchTv7TNDo4+3W2mdIa3wVTbgtib0TQggxmMycORObzdbp37JlywDw+/0sW7aMsWPHMnz4cG666SYaGxvjxzudTmw2G3a7ndra2oRz19fX43A4sNlsOJ3OXr0ucXJkpE4IcdwMBgPz5s1j3rx5qKp6TKNsGRkZnHrqqZx66qm4XC4qKyspLy/H6XTi9/tJS0uL71tdXY3T6YyP4mk0Sb7/pOgIHFbIHEAbasLk2Y6Kgjej72X7FEII0buO9fPwZL355ptEIpH44127dnHllVdy3nnnAfDAAw/w7rvv8thjj2G1Wrn33nu58cYbefXVVxPOU1BQwMsvv8ztt98eb3vppZcoKCigurq6x69DdC8J6oQQJ+VEPsAsFgtjx45l7NixRCIR6urqKCgoiG/fs2cPW7duZf369ZhMJhwOByUlJZSUlGA2m7uz+ycsosukpegG9P5qovqMeHta4+tool48GfOIGAuOfAIhhBD9XjAYZM2aNezfv59oNIpGo6GsrIzZs2fHZ650t0MzXg559NFHKS0tZfbs2bS3t/PCCy/w6KOPMmfOHAB+/etfM2/ePDZu3MjUqR3ley6//HKWL1+eENQtX76cyy+/nEceeaRH+i56jky/FEIklVarxWazJYzG2e12hg0bhsFgwO/3s2fPHt555x2eeOIJnn/+eQKBQBJ7/AVFQ8g8HG/W/I62aBBT+wZMrs/QRL1J65oQQoieFwwGefHFF9m8eTMulwuPx4PL5WLLli28+OKLBIPBXunDP/7xD5YsWYKiKGzZsoVQKMTcuXPj+wwbNgybzcbGjRsTjl28eDFtbW2sX78egPXr19PW1sYZZ5zR4/0W3U9G6oQQfc6wYcMYNmwY0WiUurq6ePHzxsZGgsEgRqMxvu+mTZvio3mHT+FMCkVPq+1GjO7thExD4s0prasweD/Hm3kaoZQhRzmBEEKI/mLNmjU0Nzd3aldVlZaWFtasWcO8eT07PX/lypW0t7dzxRVXANDY2IjBYEhY0w6xzNSHr6uDWJmiSy65hBdeeIEZM2bwwgsvcMkll3xl6SLRN8lvTQjRZ2k0GoqKiigqKuKUU06J3wU9JBKJsG7dOkKhEAA5OTnxaZqFhYVotdre7bCiEDbZCZvsHW2qSkrbenShRgKpYySoE0KIAWL//v1H3KaqKvv37+/xoO6FF15gwYIFCUsYjsfSpUu58MIL+f73v8+//vUvXnvtNcLhcDf3UvQGCeqEEP1Gamoqqamp8ceRSITJkydTUVFBfX09Bw8e5ODBg2zcuBG9Xs+kSZOYPXt2EnsMKApthddgat9EwDIh3mxw78Dc+hG+jFMJpI1LYgeFEEIcL1VVE8r2dCUajfZo8pSqqio++ugjnnjiiXhbbm4uwWCQtra2hNG6xsZGcnNzO51j9OjRDBs2jG9961sMHz6cUaNGxUsPif5F1tQJIfotg8HArFmzWLJkCTfeeCOLFy9m5MiRpKSkEAqFEkbq/H4/H330EZWVlb1+FzJiyMOTcxaqpmPaaEr7Bgz+cnR+SRkthBD9jaIoX5mZWaPR9Gg2zOXLl5OTk8OiRYvibRMmTECv17Nq1ap42759+6iurk5IknK4JUuWsGbNGpYsWdJjfRU9T0bqhBADgtlsZtSoUYwaNQpVVWloaEjIlFlZWcmnn37Kp59+ik6no7i4OF78/MtrD3qDK+9CQu32hFE6baCe9PoX8KXPwJee5BFGIYQQR1VWVsaWLVtQVbXTNkVRKCsr67Hnjkaj8UyVh6+Bs1qtLF26lAcffJCMjAwsFgs/+MEPmDp16hGDuquvvprzzz8fq9XaY/0VPU+COiHEgKMoCvn5+QltVquV0aNHU1FRgdfrpby8nPLyciBWQ++MM86gsLCw1/oY1aXjzVqQ0Jbi2oAuWIfBuy8xqFNV6IXaR0IIIY7d7NmzcTqdtLS0JAR2iqKQmZnZo9P/P/roI6qrq7scXXvggQfQaDTcfPPNBAIB5s+fz09/+tMjnkun05GVldVjfRW9Q1G7ur0gkqqxsTGe+EEI0b1UVeXgwYNUVFRQXl5OXV0d0WiU66+/HovFAsQWv7e3t1NSUkJGRkavFJMFUCI+TK7PCBsL4glVlIifzKo/4rdMwJs5DxS5FyeESD5FUSgsLKS2trbLkar+or29/aRGqJJRp04MPEd6Her1+i7XQnZFgro+qK8EdZvrPLT7I0y1pWLW93IWQSF6SSAQoK6ujpKSknjbq6++SkVFBRAb4TuUUbO4uLjXP6RNbeuwNr5C2JBPs/3/dYzYyeidECKJJKjrrCeTooiBrTuCOrnlK47olR3NbKr1oNcoTCo0M9tuYXqxBatRAjwxcBiNxoSADqC0tJRoNEp1dTXt7e1s3bqVrVu3otFosNvtXHDBBb32we23TEHVGEDRHxbQRcms+iMhUwmerIWoWvPRTyKEEKLHSUAnkkmCOnFEI3JM1LlD1LiCfFLt4ZNqDxqljnH5ZuY4rJw5PCPZXRSiR0ycOJGJEycSDAaprq6OT9Vsb28nGo0mfHCvXbuW7OxsHA5HQlH0bqPRE7BMTmjS+w6gD1ShDTXizl7csUFG74QQQohBSYI6cURXTshl6fgcnG1B1jhdrHG6ONASYEudF1UlIahr9oXJSpGXkxhYDAYDQ4YMYciQIaiqSltbG8FgML7d4/Gwfv16IHaHtqCgID5VMy8vr8fu2oZSSmkt/BqasAs0HdNBrXXPompS8GQtIKqXRe9CCCHEYCHfwsVRKYqCI8OII8PIkvE51LqCrHW6KEjr+CLZ4gtzwz/2MSTTyGy7hVkOC470HhixECKJFEUhIyMjoU1VVSZPnkx5eTktLS3U1tZSW1vL2rVrSUlJYebMmUyYMKHrE55UZ7QEU0cnNGlCrZg82wHwHJ5VU0bvhBBCiAFPgjpxXAotBi4ek53QtuegD0WB/S0B9rcEeHbLQYqtBmbZLcy2WxiaZZR55mJASktLY+7cucydO5f29nYqKyspLy/H6XTi8/kSkqq0tLSwa9cuSkpKKCgo+MqitccrqkunxXYzen9lwihd2sE30ITb8GbOJ2yydetzCiGEEKJvkOyXfVBfyX55PNr9YdZXu1lT6eKzOi/haMfL6q5TCpk3pPeLOwuRLJFIhNraWnJycjCZTABs3LiR1atXA7FpnQ6Hg5KSEhwOR7yUQrdTw+Qc+AmaqJ+Wom8QMg/7ol1G74QQJ0eyXwrRfST7pegzrCYdpw/N4PShGXhDETZUe1jjdLG51sOUorT4fm/va2Vfk59Z9jTG56ei18oXSzHwaLVaiouLE9pycnIYPnw4TqcTv9/Pvn372LdvHwDZ2dmce+65naZ3njRFR4vtm5jcWwillMWbU9rWYPTswJt5GkHziO59TiGEEEL0OgnqRLcz67WcVmrltFIr4aiKTtMRuL37eRu7Dvp4a18rqXoN021pzHZYmFyYilHXvdPRhOhLDiVQiUajNDQ0UFFRQUVFBXV1dbS1tZGW1nHzY8eOHYRCoXjx869ytNpIEWMBHmNBQpupfQP6YC2BtLGHn0RG74QQQoh+SqZf9kH9cfrlsfqsNjaCt9bpotUfibcbtQqz7Ra+c0qhrL8Tg4rP56OpqSlhZO+ZZ56hubkZgPT09HhAaLPZ4uv0gsEga9asYf/+/USjUTQaDWVlZcyePfsrC6RrQi2ktG/Em3EqqjYFAINnF6nN/8abcWqnEgpCCPFlMv2yb2toaOCOO+5gw4YN6PV6du7c2WWbzWbjz3/+M2edddZXnvPhhx9m5cqVvPPOO71wBZ0988wzPPLII9TV1XH//fdz00039erzf/zxx1x++eXs2LGD9PTuXVbUHdMvJajrgwZyUHdIJKqy+6AvHuA1eMLMLE5j2byOL7arK9oZl28m3SQDymLwUFWVTZs2UV5eTm1tLdFoNL5No9EwfPhwFixYwIsvvhgP/A5RFIXMzEyuuOKKrwzsvsxa+ywmzza86afizj3v8A7JCJ4QohMJ6pLnO9/5Di+99FKn9vnz5/Pss88C8JOf/IR3332XJ554AqvVSk5OTpdtDQ0NpKenH1OdVY/HQyAQICur+0rmLF++nAceeICdO3cedT+Xy8X48eO5//77Oeecc7BaraSkpHRbP77ssssuY8yYMfzoRz+KtwWDQVpbW8nNze32AQhZUyf6La1GYUyemTF5Zm6Yksf+lgCHvz1qXUH+d1UNGgXG5JmZbU9jlt1CjlmftD4L0RsURWHq1KlMnTqVYDCI0+mkoqKCyspK2tvb0Wq1rFmzplNAB7GAsKWlhTVr1jBv3rzjel5X3oWEXCUJa+y0wUbSa/+K3zodb8ZcCe6EEKKPWLBgAb/61a8S2g6/mVdeXs748eMpKys7alteXt4xP2dqaiqpqakn0esTV11dTSgUYtGiReTn53e5TzAYPO4bmsfDYDAc18+rKz3ZR1nEJJJOURSGZpkoyzLF29r8EYZmGYmqsK3ey+MbGvjGPz/neyvL+fv2Jho9A3skUwiIfYAMHTqUhQsXct1113HttdcydepU9u/ff8RjVFVl7969CSN8x0LVpuHLmEPE0PGBZXJtQhc6iN63PzGg68d35YUQYiA4FGAc/u/QGuyZM2fy5ptv8vLLL2Oz2fjOd77TZRuAzWZj5cqV8fPW1NTwrW99i7FjxzJs2DDOPvtsNm3aBMSmX55xxhkJ/XjuueeYN28eZWVlnHbaaTz11FPxbU6nE5vNxptvvslll13G0KFDOf3009mwYQMQm85411130d7ejs1mw2az8fDDD3e61uXLl7No0SIAZs+ejc1mw+l0xvvz3HPPMWvWrHiwWl1dzfXXX8/w4cMZOXIk3/zmN2lsbIyf79BxL7/8MjNnzmTUqFHceuutuN1uIDYSumbNGv785z/H++V0Ovn444+x2Wy0tbXFz7V+/Xouvvhihg4dyrRp07jvvvvwer3x7TNnzuTXv/41d9xxByNHjuSee+45rt/z8ZCROtEnjcpN4VdnD6HeHWRdVaxUws5GH3ub/Oxt8lNkNZCbGhu1C0Wi6DSKrMUTA9qhqZWqqn5lwOb1enniiSeYP38+I0aceHZLb+Z8IvpsIofVvVOiATKdvyOQOg5P1iLQyOi5EGKAiQZj/1X0HTe01DCoUVA0oOi62FcX2wagRmL/UBL/Rh5pX0Xbrd1/8803+X//7/+RlpbGj370I0wmE6FQqFPbl3k8Hi677DIKCgp48sknyc3NZevWrUf8zPnHP/7BL3/5S3784x8zbtw4tm3bxt13343ZbOaKK66I7/fzn/+c++67jyFDhvDzn/+cb3/726xevZpp06bx4IMP8stf/pL//Oc/AF2OBF5wwQUUFRWxdOlS3njjDYqKisjOjtVMLi8v58033+SJJ55Ao9EQjUa5/vrrSU1N5e9//zvhcJh7772XW2+9lZdffjl+zoqKCt566y2efvpp2trauOWWW3j00Uf5/ve/z49+9CP279/PqFGj+N73vgfEslQ7nc6EfpWXl3P11Vdzzz338PDDD9PU1MQPfvAD7r33Xn7961/H93vsscf4zne+w1133XWsv8ITIkGd6NPy0wxcMCqLC0Zl0eoLs7bKxSdVbqYUdrzpX9rexAcH2plttzDLnsbInBQ0EuCJAUpRlGMqXO73+xM+HKurqykvL6ekpITCwkK02q/+EqFqjPit0xLajO5t6EJN4NmOJ/vMw3aWtXdCiIEhb//9ADQOuRdVG8tMbG75iLTmt/FZp+PKuyS+b+6BH6OoIQ6W3ENUnwnEysZYDr6BP20i7QVL4/vmlP8vmqiHJvt3iBhjUwhN7Rvxp8847j7++9//Zvjw4Qltt99+O3fccQfZ2dkYDAZMJlPCdMGu2g73z3/+k6amJt544w0yM2PXMmTIkCP24eGHH+aHP/wh55xzDgAOh4M9e/bwzDPPJAR1t9xyC6effjoA3/ve91iwYAHl5eUMGzYMi8WCoihHndaYkpIS7092dnbCvqFQiN/85jfxIO8///kPu3btYs2aNdhsNgB+85vfsGDBAj777DMmTZoEQDQa5de//nU88/Sll17KqlWrALBarV/5swJ49NFHufjii+MJW8rKyvif//kfLr30Uh566KF44Hzqqadyyy23HPE83UWCOtFvZKToOGt4JmcNz0xo31jtod4d4pWdzbyys5nMFB2zimNr8MblmxNKKggxEJSVlbFly5YukxMoisL48eMZPnw4BQUdpQz27t3Lli1b2LhxI3q9nuLi4nhWzePJ4uW3TETVGA89Wey/qkpm1e8JGYvxZJ2Oqks78gmEEEKctFNOOYWHHnoooe1ka51u376dcePGxQOoo/F6vZSXl/Pd736Xu+++O94eiUSwWCwJ+44ePTr+/4eCpIMHDzJs2LCT6i/Epo8eCugg9llXVFQUD+gARowYQXp6Onv37o0HdXa7PaGUUF5eHk1NTcf13Dt27GDnzp3885//jLcdmk3jdDrjQfeECRNO5NKOmwR1ot/7yRkOPq2JlUr4pNpNiy/Mir2trNjbSkGanj9dUCZTM8WAMnv2bJxOJy0tLQmB3aEpmqecckqnhdglJSUEg0EqKirw+XwcOHCAAwcOALEvApdffvmxZRJTdATSxiU06f0V6APVaIONeHLO7tggo3dCiH6ooezB2P8oHVMnvZlz8Wac2jFt8guNQ37wxb4dX6l96bPxWWcAiX//Dpbe02lfv3XqCfXRbDYfdRTtRHQ1JfNIPB4PAL/4xS+YPDmxDM6XZ4LodB3Xe+j72PGu+z4Ss9l8Qscd3ieI9et4++TxeLjmmmu44YYbOm07PKg80T4eLwnqRL9n0mmY7bAw22EhFFHZWh8L8NY53YzKTYn/AVFVlT99Us/YPDPTbKmY9d07h12I3mIwGLjiiiuOq07dkCFDGDJkCKqq0tjYmFD8PBqNJnyYr1+/Hq1WS0lJCdnZ2V95UyRkctBS9A20oZaOUTzAWvcsKFo8WacTMRxbSmYhhEg6TRfZCRXdl2O0o+yr7Xqd3JH27SNGjx7N888/T0tLy1eO1uXm5lJQUEBFRQWXXHLJUfc9GoPBQCQS+eodj9Hw4cOpqamhuro6Hljt2bOHtra241pjrtfrvzLIGz9+PHv27On24PpESVAnBhS9VmFKURpTitK4ZbqKL9TxhjzQEmDl3lZW7m1Fp1GYWGBmlt3CzOI0qYUn+h2DwcC8efOYN28eqqoe82j0obULeXl5TJ8+nUAggMvlih8fiUTYtGkTwWCQ1atXk5qaSklJCQ6HA7vd3vVonqIhZB7G4TlpNWEXRs8OFFQ8WYdlS5PROyGEOGnBYJCGhoaENp1Od1I15C666CJ+97vf8Y1vfIP//u//Ji8vj23btpGfn8+0adM67f/d736X++67D6vVyvz58wkGg2zZsoXW1la++c1vHtNzFhcX4/F4+Oijjxg7diwpKSknVX9u7ty5jBo1ittvv50HH3yQcDjMsmXLmD17NhMnTjzm89jtdj799FOcTiepqaldTm391re+xfnnn8+9997LlVdeidlsZu/evfznP//hJz/5yQlfw4mSkgZiwNJqFNKMHXfALEYtl43NxmY1EI6qbKzx8Pt1dXz9H/u4950KttR5kthbIU7cyUwvNhqN5OTkxB+rqsqsWbMoKSlBp9Ph8XjYsWMHK1eu5PHHH+fdd989pvNGtWm0FH8bV/bZRAwd509rWkF6zZPofBUn3GchhBjs3n//fSZPnpzw76KLLjqpcxoMBp5//nmys7O59tprWbRoEb///e+PmFjrqquu4pe//CXLly/n9NNP57LLLuPFF1/E4XAc83NOnz6da6+9lltvvZXx48fzhz/84aSuQVEUnnzySdLT07nkkktYunQpDoeDP/7xj8d1nm9+85toNBrmz5/P+PHjqa6u7rTPmDFj+Pvf/87+/fu55JJLOPPMM/nFL35xxDp6PU1Ru1ppL5KqsbGRUEjqsPUkZ1uANU4Xa51uPm/2A/DgQjuTvsiq2eAOEYxGKbYaj3YaIQa0cDhMTU1NvPh5U1MTM2fOZObMmUAsw+Z7770XH8n78uL4TtQIOQceQhP10Fp4HcHUUV+0y+idEP2NoigUFhZSW1vbZdKm/qK9vR2r1ZrsbohB7kivQ71eT27usS1fkDlnYlCypxuxpxu5YlwO9e4g66vcjMvvWMj62u5mXt/VQrHVwGx7bL1eWaZREq6IQUWn0+FwOOJ3XV0uV8IdW6fTyb59+9i3bx8AWVlZ8QDPZrN1WoiOoqWl+BaM7s0EzR1rG1La12J0bcabeRrB1DE9f2FCCCHEACNBnRj08tMMnD8qcQ66LxRFp4Gq9iAvbW/ipe1N5KXqmGm3MLvYwug8qYUnBp8vj8Tl5uYyY8YMKisrqa+vp7m5mebmZj799FN0Oh1nn312pwXkEUMO3qxFCW2m9k3oA1UEQs0djYfu/Mv7TAghhPhKMv2yD5Lpl32DOxhhQ7WbtU43m2rcBCKxt0pWio4/Xzw0HtQdT5IKIQYqv99PZWUllZWVVFRU4PF4+PrXvx6fTrJr1y6qq6spKSnBbrdjNHZMbdaE2zG5NuGzTkfVxqZA6717sRz8F970U0+oMK8QomfJ9Eshuo9MvxSiB6UZtMwfks78IekEwlE+rY2VSsgx6+MBXSSqctu/9jMsO4XZ9ljWTZNO8g+JwcdkMjFixAhGjBiBqqq0tLQkfEDt2bOH8vJytm/fjqIoFBQU4HA4KCkpIS8vD2/m/ITzpbRvQhdsQBesTXwiWX8nhBBCdCIjdX2QjNT1H9sbvCx7pzL+2KBVmFyYyiy7hem2NCzGvlN/RohkcjqdHDhwgIqKClpaWhK2mc1mrr/++oT1ekrEj9G9mZCplIgxlklME2oms/pxfNapeDMXSXAnRBLJSJ0Q3UdG6oRIstG5KfxssYO1TjdrnS7q3CHWVblZV+VGo8CtMwpYPCwj2d0UIunsdjt2ux2IfXgdmqbpdDrJzMxMCOhWrlwZr49XlJod/6AyuTahDbdi8FXgzTosoJPROyHESZBlFCKZvqrI+bGSoE6Ik6BRFEbnmhmda+brk3OpaO0olVDeGqA0o2Pd0M4GLzsP+phtt1BoMSSx10Ikl9VqZdy4cYwbN45oNIrX641v83q97NmzByCecMVms+FwOCh1TCA/LwdVd9jdzGiQ7MpHCKSOxpO9GFUjZUiEEMfOaDTi8/kwm81fvbMQ3SwajeJyuUhNTT3pc8n0yz5Ipl8ODLWuIPlpHevvfre2ln9/3gZASYaR2fY0ZtktlGZIqQQhDgmFQhw4cCAh4crhxo8fz4IFC+KPja7PSK9fTkSXSVPJ90D5Yk2rGu34fyFEtxso0y8BPB4P4XBYPotFUpjN5s4lgL4g0y+F6AO+PBo3Ls9MgyfEtnovFa0BKloDvLC1iYI0PbPsFq6ZmIteKx8oYnDT6/UJCVeampriAV5NTQ35+fnxfZuamnjv3d1MGzab/NxMTCpoFEBVyaz6I2FDHp7sxUR16cm7ICFEn9cdoyRCJJuM1PVBMlI3sLkCET6pjq3B+7TWQzCiYrMa+P15Q+J3CQ+0+Cm2GiXIE+Iwh/4u6vV6ADZt2sSqVavi241GI3a7nbGlaUw3rEBV9BwsXYaqNcV2kNE7IbrNQBqpE6KvkpE6Ifowi1HLwrJ0Fpal4w9H2VTjJqoSD+iCkSjff7sSrQLTbGnMtluYXJQqpRLEoHcomDtkxIgRGAwGKisrcTqdBAIB9u3bx759KpsysjnrtAmkHAroAGvd8yhEcWedQcRY0NvdF0IIIXqMBHVCJJFJp+EUR2IK25r2ICadQqs/wofl7XxY3i6lEoToQlpaWkLClfr6eioqKqisrKSuqQl98cL4vhvWfsiZ2dvRKipOzQwsefmxGykyeieEEGIAkOmXfZBMvxSRqMrugz7WOl2srXJT7+54PVwzMYfLx+UksXdC9H2hUChhZO/ZZ59FE6hjWE6QNeWppKam4nA4OK2kgVyTC1/OYkLmsiT2WIj+RaZfCtHzZPqlEP2cVqMwJs/MmDwz10/J40BLgLVVsVIJs+yW+H4flbfz+u5mZhVbmGW3UGSVUglCQOepmmeffXZ8FE+nq8bj8bBr5w4uKGzApInij/ri+6rRCIpGRsOFEEL0HzJS1wfJSJ04Vv/7UTWrK13xxyXpRmbaY+vwhmRKqQQhuhIOh6mpqaGyspLm2r1MLYlgm349KFpUVeWzt37L1GIXNcokTLY5ZGRkJLvLQvQ5MlInRM87npE6Cer6IAnqxLFq8oZYXxXLpLm13kvksHdzfpqe35wzhBS9rBcS4mii0SgaTex90tDQQFr57ynNCrJip4XVB9KwWq2UlDhw2B0U2+0YjVLgXAgJ6oToeTL9UohBItus5+wRmZw9IhP3oVIJVS421XiwGLQJAd3ru5optBiYWGBGr5VAT4hDDgV0ALm5uTRHb2B7w8fURxU0moO0t7fjqt7IyKz3qNoxkoLJ1wKxYPDLxwshhBDJIEGdEANEmlHLgrJ0FpSlEwhHafKG49s8wQhPfdpAOAopOg3TbLFMmlOKUjHrZe2QEIcoikJ2QQkUlHDOBAgGg1RVVZHnepOs1GYiGjg0JlFZWcnbb7+F3e7A4Yj9s1gsRz2/EEII0RNk+mUfJNMvRXdr8YVZvvUga6vctPg6gj29RmFSoZlzRmQypSgtiT0Uoo+LBjG5txIyFBExFQKwYfXbzEn/kM3VKby924KKQlZWVjzAKy4uRqeTe6diYJLpl0L0PFlT189JUCd6SlRV2dvkZ63TxRqni1pX7HV287R8zh2ZCcRG9byhKLmp+qOdSohBL6X5AyzNb3EwlM3zW+w0NDSgqioKKioK1157LZmZsfdVIBDAYDAkNXmRqqqSPEl0GwnqhOh5sqZOdIumxjDhkEpuvg6NVr4IDAQaRWFkTgojc1L42qRcKtuCrHW6mGXvGKVbVeHiD+vrGJplYpY9jVl2C3Zrcr+MCtEX+TLnEjHkodUYWTJ6KH6/nyrnASZEXqSiNY1Miym+77vvvktNTU18FM/hcGA2m3u8j8FgkDVr1rB///54QpiysjJmz56NwSAlUIQQYqCQoE4c0b6dfhpqw+gNCoXFemwOPdm5OhSNfLkfCBRFoSTDSElGYia/WlcQBfi82c/nzX6e3XyQIoshHuANzzahkQBPCFC0BNPGxB+aTCbGFEZJq/MzqsBIkzb23lJVlfq6WrxeL7t27WLXrl0A5OTkUFJSgsPhwG63d3v3gsEgL774Is3NzQntW7Zswel0csUVV0hgJ4QQA4RMv+yD+sL0S1VV2bHZT3VFkIC/4yViNCkU2fXYHAYyc+SewEDV6g/HSyVsrvMSjsZeAxoFnr50OFZjR3IVmdIlxGHUKHpfOZqol0DauC/aVDKcf8AdNrK+voTd5QdpbGyMH5Kfn8+SJUvij9vb27FYLCf9vvrwww/ZvHlzl9sURWHChAnMmzfvpJ5DDF4y/VKInifTL8VJUxSFsZNSGDPBRFNjmOrKELVVIQJ+lQN7g7S1Rjh1oWR5G6gyTDoWD8tg8bAMvKEIG6s9rK1yEYqoWI1avKEIz25u5O19bUAso+YpjjS+NjlPsmmKwU3REDKXJTRpg/UYglVkKjqmzriKKbPNeL1enM4KKiuryMnJie8bCAR4+umnSU1NjU/TtNvtpKSkHHdX9u/ff8Rtqqqyf/9+CeqEEGKAkKBOHJWiUcjJ15OTr2f8FJXG+jDVlUFy8jpeOgF/lDUfuCksNmBz6Emzypf6gcSs1zK31MrcUisA3lCE/3qrgsq2YHyfYCTCir1tfHCgna9PyeNUhxWLUV4HQgBEjAU0229HF6hF1cbW0ZnNZqanf8qMMX482WM4lJO2qakJjUaD2+1mx44d7NixA4C8vDwcDgcjRoxICAKPRFXVeB29I4lGozLSLoQQA4QEdeKYabQK+UV68osSsyLWVoVwtUVxtfnZs92PNUOLzaGnyGHAnCpFeQeaZzc34jwsoDucL6zyx/X1PPZJPZePy+aqCcc2ZUCIgS5sLCJsLIo/VqJ+jJ6dKGoYj3J2vL2osIBvfvObVFdXU1lZSWVlJU1NTTQ0NNDQ0IDFYokHdT6fD7/fT0ZGRqfATFGUryyKrtFoJKATQogBQoI6cdJsJQa0OoWayiCNdWHaWyO0t0bYucVPZraWCdPMWDNk1GagWF/l4WirJ7QKRFQoSOtIwNDgDvGf8nZm2dMoTjce5WghBgdVY6LJcSdGzy7CxsJ4e2rzOxi8n2POWURJyVwA3G43TqeTyspKHA5HfN+9e/fywQcfYLFYEqZqmkyxrJtlZWVs2bKly/VOiqJQVlbWqV0IIUT/JEGdOGl6vYK91IC91EAwEKW2KkR1ZYimhjCtzRGMKR13gl1tEYwmBYNRRvD6I1VV40lTjiTDpOPHp9vJSOn48/Kxs52/bW7kb5sbKbYamGW3MMuexrAsk4wUiEErqs/Cl3FKR4OqYnJ9hjbciqJ2jIanpZoZPWoUo0ePTjje6/Wi0WhwuVxs376d7du3oygKeXl5lJSUMHnyZJxOJy0tLQmBnaIoZGZmMnv27B6/RiGEEL1Dsl/2QX0h+2V38PuitDSFKSzuGLFZ/a6LlqYIuQU6bA4DBTY9Or18qe9Pbnrlcxo8R3595qXqefyioQlt66tcvLmnla31HsKHLfPJNuuYVZzGkvE5pJvkHpMQStiFyb0ZX/osUGLvCVP7RswtH+LNnIffOjVh/1AolDBV81D5AkVRuPnmm1EUhTVr1rB3715UVUWr1TJ06FCpUydOmmS/FKLnSfZL0SeYUjQJAV0kohIOg6pCQ22YhtowGi3kF+opcujJL9Sj1UmA19fNKE7lzd2tdJWCQfPF9s7HWJhRbMEdjLCx2s3aKjebatw0ecO883kbX5ucF9+3qj1ArlmPUSejuWLwUXUWfBlzEtpMrs/QhRrRhNsP21EFVPR6PaWlpZSWlgLgcrlwOp20t7djNMamOs+bN4+6ujrq6+uxWq1EIhEqKyspLi6OT9UUQgjRv8lIXR80UEbqjsTVHqGmMkh1ZQiPqyM0KCjWM/3UzgGB6FsOZb+sagsmBHYaoDjdwM/PLDmmsgbBSJTNtV4aPCHOHZkZb7/jjQPUuYJMLkplVrGFabY0yaQpBjUlGsDo2kIwdSRRXSwLrd5XjrXueXzps/BmLTjq8dFolFdffZXq6uqEjJiKopCfn8+wYcOYMmVKj16DGHhkpE6InicjdaJPs1i1jByXwoixJtpbI9RUhqiuDFJo68iq6fVE2bvDT5FDT06uDkUjI3h9hVmv5ednlvDs5kbWV3mIRFW0GoUZxalcPTH3mOvUGbQaphenJbS5gxF8oQiBiMpap5u1TjcaBcblm5lVbGGmPY0cs/4IZxRiYFI1Rvzp0xPajO7NaCPtaENNX9o5Akrie1Cj0XDxxRcTDAYTpmq2tLRQV1dHWlrH+1BVVXbs2IHNZiM9PV3WvAohRD8hI3V90EAfqeuKqqqoKmi+CN727fSzc4sfAKNJocgeK5GQma2VLxl9THfXuVJVlQMtAdY4XaxzuqloC8S3zS+1cuepRT3yvEL0K2oYo2cnYX0OkS+yZ2rC7WRV/ha/ZQLunHM7BXdf5nK5qKysxGq1YrfbAWhubuaZZ54BwGq1xrNqylRN8WUyUidEzzuekToJ6vqgwRjUfVlLU5jK/UFqq0KEgh0v0RSzQpHDwLBRRsmgOUjUuoKsdbpY63Rz8ZgsZtktAOxv9vPw6hpmFqcxy25hWLYJjQR5YhBLaV2N5eC/CJpKaC2+pWNDF6N3R1JfX8+qVauora3tcqrmjBkz4uv3xOAmQZ0QPU+Cun5OgroO0ahKY32YmoogddUhwmHQamHxRenovkiqEgqq6A3yZX6weW5LI8u3dkw9y07RMdOexsxiC+Pyzehkyq4YbNQoBt8+VLSEzF9koFXDZFc8TMhUiiv3PFTtsa1bPjRV0+l0UlFRQUtLCwAXXHBBPKhrbGykpqYGh8PRZQF0MbBJUCdEz5M1dWLA0GgU8gtjmTEjYZWGuhA+TzQe0AF8/J4LgCKHgSKHntQ0SaoxGFw4Kotiq5G1Thcbazw0+cK8uaeVN/e0kmrQ8LMzSnBkSKFzMYgoGoLmEQlNBu/naMOt4PscVXPY9MmvGL0zGAwMGTKEIUOGAB1ZNW02W3yfPXv2sHHjRoAjFkAXQgjRO2Skrg+Skbpj5/NGefeNdtTD0jBmZGkpcugpshtIMcsUzcEgGImypc7LWqeL9VVuwqrKXy8dHh+t+/fnrQDMsKVhlXp4YjBRVXQBJ5qwi2Da2HhzZtUfiWrMuHPOJWLIOaFT79y5k507d1JTU5MwVRMgPz+f888/H7PZfFLdF32XjNQJ0fNkpE4MGilmDYsvsFJXHaK6MsTBhjCtzRFamyPs+MzPyHEmRoyVO8YDnUGrYZotjWm2NCJRlTp3KB7QqarK8q1NNHhCaBQYk2dmVnFsmmZemmTSFAOcohA2ORKatMGD6P2VqGiJHsfo3ZeNHj2a0aNHd1kAvb29nZSUlPi+n376KYqi4HA4yMzMlKmaQgjRzWSkrg+SkboTF/BHqXGGqKkM0nwwwvQ5qRR8USrB44rQ1BimsFiP3iAjeINFKBLl79ubWVvl4kBLIGFbWaaR04dmJNTJE2Iw0AYb0Pur8Fs76tNZ65ajCbfizj6LcErJCZ/b7XbT1tYWn6qpqip//vOf8Xq9AKSmplJSUoLdbsdut8toXj8lI3VC9DxJlNLPSVDXPXzeKEajgkYbuyO8a6uPvTsCaDSQW6DD5jCQX6RHp5c7xoNFvTvIWqebdVUudjb6iKpw9vAMbplRAEAkqrKnycfInBTJpCkGl2iQnAM/QaMGaS7+FmFTrMQBagTQwEm8H8LhMJs3b6ayspKamhoikUjC9hEjRnDWWWedROdFMkhQJ0TPk6Cun5OgrmdUfB7gwJ4ArvaOtR8aLRQU6Sly6Mkv0sfr5ImBr80fZn2Vm7IsE0OzYlPQtjd4WfZOJRkmLTO+mKI5scCMXisju2Lg04TbMHp24rPOjAdx5uZ/Y3Rvx5N1esKavBMVDofjWTUrKys5ePAgU6ZMYc6cOQCEQiFWrFhBcXExDoeD7OxsmarZR0lQJ0TPkzV1QnShZKiRkqFG2lsj1DiDVFeG8Lpj0zUb68MsvqBjfZUUth740k06zhiWkdDW6AmRqtfQ6o/w9r423t7XRopOw1RbKjOLLUyzpWLWS3ZVMTBFden40md1NKgqJtcWdKFGFPWwG41qBFBAOf6bHTqdjpKSEkpKYtM7vV5vQpKVmpoaysvLKS8vB8BsNmO32+NZNdPS0k7k0oQQYsCTkbo+SEbqeoeqqrS1RKipDKHRwqjxKfH2j95xk56pxebQk52rQ5ERvEEjFFHZ3hDLpLm2yk2LLxzf9oszSxiRE3udRFVVpmiKAU+J+DC5P8NnmQaa2I0vo+sz0prexpt5WmIQ2A1cLhf79u2jsrKS6upqwuFwwvbTTz+dMWPGdOtzihMjI3VC9DwZqRPiGCiKQkaWjoysxLdBa3OEtpbYv8r9QYwmhSK7niKHgcxsrYzgDXB6rcKkwlQmFaZy83SVvU1+1jld7G7yMyy7I1PgH9fXUdEaZJY9jVnFFoqshiT2WoieoWpT8KXPTmgzubagDbegRNyH7agCEVBO7muFxWJh8uTJTJ48mXA4TG1tbXyqZkNDA/n5+fF9d+3axfbt2+P18XJzc9FoZKq0EGJwkpG6PkhG6pIrGlVpagxTUxGitjpEKNjxFkkxK4ydnEJhsXyBH8yiqsrX/7GPNn9Hwgd7uoGZxRZm2dMYlmWS4F8MXNEQRs82QillRHXpAOj8TjJqnsaXPh1P9pk98rQ+nw+TqeO9tXLlSvbs2RPfbjKZ4mvxHA4HVqu1R/ohYmSkToieJ4lS+jkJ6vqOaESlsT5MdWWQuuoQkTDMXpBKTl5sGpLXHSESAUu6rLMabJq8IdZVuVnndLG13kvksL+k4/PN/Ph0x5EPFmKASTv4BubWVfjTJtJesLRjgxo+6dG7I2ltbY3XxquqqiIYDCZsv/nmmzGZYqPr0WhURvG6mQR1QvQ8mX4pRDfRaBXyi2KZMSNhlYa6ENk5HW+b/XsCHNgbxJKuweYwUOTQk5omAd5gkG3Wc86ITM4ZkYk7GGFDtZt1VW421bgZftg0zWAkyp/W1zPNlsqUojRMOvliKQYed/ZZBA8buQNQwm6yK39FIHUsrrwLuz24y8jIICMjgwkTJhCNRqmvr48HedFoNB7QAbzyyiuEw+F4wpWCggK0WvlbLYQYOGSkrg+Skbr+Y/N6L86KIGpH8rZ4gpUih4EUs3yBH2yCkSjBsEqaMfaFcUO1m//5oAoAg1ZhYkEqs+xpTLelkW6S+2pi4DK1rcPa+AohYzEt9m93bOjB0btDDh+ZC4VCPPbYYwlZNvV6PTabLT5VMysrq0f7MxDJSJ0QPU+mX/ZzEtT1L8FglLqqENWVIQ42hOGLd5TJrHD6eVZZWzXIVbUHeGdfG2udLurcHe9rjQKjclK4fkpePKOmEAOKqqL3V4AaIWQe+kVbhOyKXxIy2nDlXoiqs/RKV1wuF5WVlfGkK36/P75tyJAhnH/++fHHXq8Xs9ncK/3qzySoE6LnyfRLIXqRwaDBUWbEUWYk4I9S6wxR7QySmaWLB3TRqMrGNV7yCnQUFusxGGUEb7Aothq5fkoeX5+cS0VrILYOr8rF580BdjT6SNF3vBbKW/xEVRiSaZSbAaL/UxRCKaUJTXpfBdpwK4oaQtUedjOjh0fvLBYLY8eOZezYsaiqSmNjYzzAGzJkSHy/9vZ2nnrqKXJycrDb7djtdmw2G3q9/ihnF0KI5JORuj5IRuoGhsMLmDfWhVj7oQcARYHcAh02h4F8mx69Xr68D0YN7hBb6j0sKkuPv07+96NqVle6yEvVMbPYwkx7GmNyzWilTqIYQLSBOrShZoJpHfXmMqr+BIoOV875RIz5Rzm6Z+3du5cVK1YktGk0GoqKirDb7YwYMYL09PQjHD24yEidED1PRuqE6AMOH2mxpGsZNcFETUWQ9rYoDbVhGmrDaLSQV6hnxBgT6ZmyaH8wyUvTc3paRkKbQatg0Co0eMK8vruF13e3YDFomF4cq4U30947U9WE6EkRYwERY0H8sSbUit5fCSi9OnrXleHDh2Oz2XA6nfGRPLfbTVVVFVVVVWRmZsaDOo/HQzgcliBPCNEnyEhdHyQjdQObqz1CTWWQ6soQHlds4f5pi9NIz4x9eQn4o+j0ClqtjM4MRoFwlM/qPKx1uvmk2o0rEKuFNyzLxMNnl8b384WiCVM3hejPNKEW9P5yApbJ8TZL/UvogvW4s88hZC5LSr9UVY2XTnA6nZx++unxrJpr165l/fr1pKenx7NqFhcXJ2TdHMhkpE6InicjdaJbqPt2gN8HoyehSOrnbmOxahk5LoURY020t0ZorAtjzej4+e7Y7KOuOkRhsYEiu56cfB0amX43aBh1mtjUy2ILkajKzkYfa50uitM7Ct57QxGu+/s+RuSkMKs4jRnFaeSnGY5yViH6tqg+k4A+s6NBDWP07EAT9aMq2oR20MbmsfcCRVHIzMwkMzOTiRMnJmzz+XxoNBra2trYunUrW7duRVEU8vLysNvtTJs2DYNB3pdCiN4hI3V9UF8ZqYv85gHYtgmsGSgz56HMWgD2IZLAoQepqsoHK1242ztSbxuMCoXFeoocerJzdCgS4A16h5dJOGRIpvGLKZpplGZIohXR/ykRN0b3DvzW6fEgztz8PibXRjxZpxOwTEpuB4FAIEB1dXV8qmZLSwsABoOBm2++OV5WoaKigtTUVLKzswfMe1NG6oToeVLSoJ/rC0GdqqqoL/4Zde0H4G7v2GArQZm9AGXGPJTM7KT1byBTVZXmxgjVlUFqq0IEAx1v0ew8HacsSEti70RfUe8Osr7KzVqnix2NPqKH/SX/9swCFg/LSFrfhOgpmZW/RR+spT3vMvzWqbFGNTZFGSX5M0rcbjdOpxO/38/kybGppKqq8tRTT+FyuUhJSYlP1bTb7Vgs/XedrAR1QvS8Hg/q1q9fz4wZM466zzPPPMM111xzvKcW9I2g7hA1HIbtm4iueQ82r4dwOLZh+Bi09/wsuZ0bBKJRlaaGMNWVIeqqQpSNNDJibGy9RiSssmeHn8JiPemZ2gFz91ccv3Z/mA01HtY6XXxW6+H355eRmxpLwf7hgTY+q/MyqziNSYWpGHWyDk/0X0o0gNG9FX/aBNDEpjYa3VtJa3wdb8ZcfJlzk9zDzoLBICtWrKC6uprwoc/QL2RmZjJ69GimTZuWpN6dOAnqhOh5PR7UXX311dx9991MmjSpy+3/93//x7vvvsvy5cuP99SCvhXUHU71uFE3rkJd8wHK7PloTjsr1u5qR33pLyiz5sOo8Sia5N8tHYgiERU1CrovSiDUOINs/NgLQGqahiKHHpvDgCVdfv6DWTASxaDtCNx+9L6TjTWxchoGrcLkwlRmFqcx3ZaG1STLqkX/Z617DpN7K57M+Xiyz+zYEA2Bpu/Ul4tEItTW1sanajY0NKCqKhMmTGD+/PnxfT755BPsdjsFBQVo+/B6dgnqhOh5PR7UPfbYY3z00Uf813/9F+PHj4+3R6NRHn30UVavXs03vvENFi9efLynFvTdoO5wh9dgi77/Bupzj8U2ZGTH1t/NXoBiK0liDwe+5oNh9u8OUF8bIhrpaLekayhyGCgpM2A0yajMYLe9wcuaShfrqlw0eDpGCTQKjMs388ACu9TBE/2bGsbo2UXIaCP6RbIVXaCGjOrH8Vum4M45r9cSqxwPv99PdXU1Vqs1/qWturqav//970Dsy5zNZsNut+NwOMjKyupTMzIkqBOi5/XKmrpHH32UdevWsWzZMkaPHk04HOZXv/oVn376Kd/61reYO7fvTYHoL/pDUHc4tXI/6n9Won7yEXg9HRscZSizFqCcejqKOTV5HRzgwiGVupoQNZVBGurCqF/kWFl4joVUS+wubzSqSgbNAezwmyxH26e8NcA6p5u1VS4OtAQYn2/mx6c74vu8va+VYVkmhmRKohXRv6U2vU1qy/v408bTXnBVx4Y+Nnr3ZQ0NDWzcuDG+Lu9wqampLFiwgLKy5JR3+DIJ6oToeb0S1EWjUX7729/y6aefctddd/Haa6+xa9cuvvOd7zB9+vQTOaX4Qn8L6g5RQyHY+gnRNe/D1o0QCYNWi+YXT6FYYsVZj+XLpzhxwWCUuqoQbS0Rxk81x9s/We0h4ItS5IiVSTClyAhef+cNRXh2cyPrqzyEoyo6jcKM4lSunpiLWf/VU7bq3UE8wShlWbE1mq2+MF//xz5UINesY6bdwsziNMbmmWUkT/Q/ahS9bz+q1kzYWASAEvGSXfELguaRtOddEl+T1xepqkpjY2N8qmZNTQ2RSIQlS5aQn58PQHl5ORUVFdjtdmw2G0ajsVf7KEGdED2v17JfRqNRHn74YTZs2IDJZOLuu+9m3LhxJ3o68YX+GtQdTnW3o36yCloa0VxyXbw98tsfoVgzUGYvgOFjUTQSXPS0cFjlrVfaEqZoZufpKLLrKbTrMRrld9DfeEMR/uutCpxtQQ7/A64BitMN/PzMkmMK7A5X0x7k6c8a2FTjIRjpOGuaQcM0WxpnD89kVG5K91yAEElgat+EteElQoZCWuy3d0zJ7OOjdwDhcJja2lpsNlu8TMK///1vduzYAcQCrIKCgvhUzfz8/B5fjydBnRA9r9uDun/9619H3BYOh/nnP//JxIkTGTFiRMK2884775g6IRINhKCuK2pjHdFlN3c0ZOWizJofm6JZWJy8jg0Cfl+UGmdsimZLU0d0pygwZLiRsZPly3p/8viGOt7Y3UpXf7w1wDkjM7hpWsEJnTsQjvJZnYd1TjefVLtpD8ReL/9vdiELy2Ij7u5AhLCqkiGJVkR/oqroAjUo0QAh8xdTGNUo2RW/IGzIw5V3CVFdenL7eBwqKirYv38/lZWVtLW1JWzT6/XccMMNPTp6J0GdED2v24O6JUuWnFBHJPvliRmwQV00Cvt2oK79AHXDKvB5OzaWDkdz3hKUiUcvlSFOntcToaYyRHVliPbWCGMmmRg6MjYFLxSMUl8bpqBIH8+yKfqem175nAbPkf9G5KXqefyioSf9PJGoyq6DPtY6XVw+NjueLfOVnU08tamR0bkpzLSnMbPYQqGl705lE+JIdL4Ksqr/RFSTwsHS/+4YsesHo3eHa2trw+l0xv+ZzeaEslJvv/02qqricDgoLi7ulvp4EtQJ0fO6PahrbGw8oY4caydEooEa1B1ODQZQN3+CuuY92L4JolGUG7+LZua82Ha/D7RaFL18UexJblcEg0HB8MUUzMr9ATZ/4kOjhfxCPUUOPfmFerQ6CfD6ClVVueGfn9PsCx9xn+wUHX++eGiPrV99dG0t73yeODLgSDcws9jCTHsaw7JMsnZW9Bva4EG0oUaCqaPjbRnVj4MawZ17QXxNXn+hqiper5fU1FiCsnA4zP/93/8l1MjLzMyMF0AvLi4+oRE9CeqE6Hm9tqZO9IzBENQdTm1vRf3kI5Q5i1G++GCJrngZdcXfUabPQZm1AIaNli+JvcBZHmTvdj8edzTeptVBgU1Pkd1AXoEOjVZ+D8nWWyN1R9PoCbG+ys26Khfb6r0cWoZn0Cr87bLhmL4oci7JkUR/owm7yC7/GaDSVHIPUX1GbEM0CIq+T5ZHOJpoNEpNTQ2VlZU4nc54fbxDHA4HF110UfxxJBI5pvV4EtQJ0fOSEtQFAgFWr15NOBxm8uTJMkp3EgZbUNeVyK/vhx2fdjTkFqDMnI8yez5KXv+6a9rfqKpKW0skvgbP5+34E3HGBVbJnNkHPL6hjjd3txLtYtvJrqk7Ee5AhA01btZXudFpFO46teM9+t9vV5Bt1jGz2MJUW+pxJ3ARIhk04Xb0vnIClgnxNkvDP9D7K3Bnn0MwdWQSe3dyDtXHOxTkjR07lqlTpwLg8Xj461//SlFRUXwkLycnp8sbMxLUCdHzejyo++Mf/8i+fft4+OGHgdjQ/ve//32cTicAZrOZH/7whwwZMuR4Ty2QoA6+WH+3ZxvqmvdRN34MAV/HxtET0dz5I7n73wtUVaWlKUJNZZBgQGXK7I56gxs/9qA3KBQ59GTn6FAk7X2vOZT9sqotmBDYnUz2y55Q5wryzdf2xx/rNDA+P5WZxWnMKE4j29x/1iyJQU6NkF3+M7QRNy22mwilfJFoJRoCRQtK/73ZFY1G4xk1d+/ezVtvvZWwPSUlJR7glZaWxqd1SlAnRM/r8aDutttuY+7cufEEKh988AF//OMfuf322yktLeXhhx+msLCQe+6553hPLZCg7svUQAD1s7Woa9+H7Z+hTJ+L5qbvdmzf8SkMH4eily+IvSXgj/L2a+0cSr9oNCkU2fUUOQxkZmsl4O4Fh9epi0RVtMdZp643RFWVPQf9rKtysa7KTXV7MGH7kvHZXDVBZnWI/kGJ+DF6tuO3TIlPwTS3/IeUto/xZJ2O3zotyT08eaqq0tTURGVlJVVVVVRXVyd8HznzzDMZOTI2ShkIBMjLy6O9vV2COiF6yPEEdSeUj7q1tTXhCdavX09ZWRlz5swBYNGiRbz22msncmohOlGMRpSZ82DmPNTWZgh1fDFUq8qJ/vp+MKehzJgbW39XNlKCih6mNyjMOi2V6soQdVUhAn6VA3uDHNgbJMWsMGKsCUdZ7xbCHWzMei03TSvgpml9d92aRlEYlZvCqNwUrpucR1VbgHVfrMPbfdBPaUbHa6SyNcC7+9uYWZzGyJwUKXgu+hxVa8JvnZrQZvRsRxtuA/WwMXM1Aqig9L+SH4qikJOTQ05ODlOmTCESiVBXVxfPqllc3FF+aNu2bXz88cfk5ubGR/KKiorQ6frfdQsxEJzQO89oNOL1xtLRRyIRduzYwVlnnRXfbjKZ4tuF6E5KRlZiQ8tByMiC1mbUD1agfrAC8gpjte9mzUfJ7b11RYOJRqOQW6Ant0BPdKpKY32Y6sogddWhhDV4AMFAFL9PxZKu6ZOBx0DQX36uxelGitONXDo2m2ZfmFR9x5S11ZXtvLKzmVd2NpNu1DK9OI2ZxWlMLEjFqOu/U9vEwNZSdCNGz46ENXYGzy6sDX/Hm3Eq3qxFSezdydNqtdhsNmw2G7NmzUrY1traiqqqNDQ00NDQwMaNG9FqtRQWFmK325k4cSIGg2SwFqK3nFBQV1ZWxrvvvsvYsWPZsGEDPp+PadM6ph3U19eTnt5/CniK/ksZPw3Nz/8Mu7agrvkA9dM10FCL+tpzqK89h+Z7P0UZOS7Z3RzQNFqF/CI9+UV6ImGV+toQOfkdf1qqKkJs/9RHmlWDzWGgyK4nzdo3pgeK5MlKSfz4GZ1rZl5piA01btoCEf79eRv//rwNo1ZhclEqt04vICNFRgBEH6PRE7BMTGgyerajifpQoonTjYkGQTNwgpzTTz+dCy+8kI0bN8aTrrjdbqqqqqirq2PKlCnxfaurqzGbzWRkZPSbm1BC9Dcn9Am5dOlSfvKTn/D9738fgJkzZzJs2LD49vXr18fnXAvR0xSNFsZMRhkzGdV/C+qnX6y/cx6AoR2vw+gnH8Xq3o2bgqKT9Xc9QatTKLInfmkJ+KNoNOBuj7J7m5/d2/xYM7QUOfTY7HrMaRLgCZhUmMqkwlTCUZXtDd7YNE2ni4PeMFvrvaQZO14n2+q95Jh1FEjBc9EHufIuI5A2gbAhP96mDdaT5fw9fsskXLkX97uyCEditVoZNWoUI0eORFVVWltbcTqd+P3+hLII7733Hi0tLaSmpuJwOOLTNQ8lXRFCnLwTLmnQ3t7O7t27SU1NZcyYMfF2j8fDhx9+yJgxYygtLe2ufg4qkiile6gBP4rRFPv/aJTospuhqQHSLCjTT0OZvQBKh8tdw14QCqrUVYeocQZprAtz6K+ORgNnXpSOTi+/A9GZqqocaAlQ6w5yqsMab7v51f00eEKUZBiZWZzGzGILQ7OM8l4WfZa5+X3Smt8mkDqGtsJrOzb049G7Y81+GQ6Hee2116ipqSEaTSzEkpWVxciRI5k+fXpPd1eIfkmKj/dzEtR1PzXgR331WdR1H0J7a8eGAlus/t2s+Sg5+Uc8XnSfYCBKbVWIGmcInV5h+qkdd2o3f+LFmq6l0K6XeniiS+5ghJ/9p5rtDV6ih316xWrhpTG3xMqYPHPyOihEV1QVnb8SNHrCxlgdRyXiJ7viZ4RShtKefwWqpn8llzrekgahUIja2tp40pWGhgYAxo4dy6JFsbWH0WiU9evXU1xcTEFBgSRdEYNetwd1Bw8eBCAnJyfh8Vc5tL84PhLU9Rw1EoGdn8XW3322BoKxNQ/KaWeiufbbSe7d4KNG1Xh9O487wntvuGIbFMjO1VFk11No12M0SoAnErkCETZUu1lX5ebTWjf+cOyj7OzhGdwyI5YgKRJV8YejpBpkiq/oe4zuraTXPUfYkEez/TvxKZlKNNAvAryTrVPn9/upqqrCYrGQnx+7qVpXV8eLL74IgE6nSyiCnpubK6PxYtDp9qDuUD26Z599Fp1OF3/8VZYvX35M+4lEEtT1DtXvRd24BnXt+2guvAplWGwasXpgD+rbr8SmZ46ZjCJ3CntFMBClqjxIdWWI1uZIvF1RICdfx7BRRnLyZS2k6CwYibKlzsu6KhfzS9MZmx8bqdte7+WH71Uy7rCC5zlS8Fz0IdpAPZqop6OYuRolu+JhIvoM2vMuJarPOvoJkqgnio83NjayadMmnE5npyzqJpOJ+fPnM2LEiG55LiH6g24P6j744AMA5s2bh6Io8cdfZf78+ce0n0gkQV1yRZ/9E+oHb8YeWNJRZpyGMms+lAyTu4S9xOuJUFMZm6LZ1hIL8KaeYo4nYQkGo2gURdbiiaN6cdtBnt2cOLNkWJYptg7PbsGRbpD3tOhTdIEaMp2PomoMHCxdFl9v1xdH73oiqDtEVVWam5vjUzWrqqoIhUJcdtllFBXFpq9WVFSwd+9e7HY7xcXFknRFDEiypq6fk6AuuVTnAdSP342tv3O1dWwotMfW3p1+AYqhb324DmRuV4QaZ4iyEUZ0utgX8D3b/ezd6SevMJZBM69IH98mxOGq2gOsd7pZW+Vmz0Efh3/gPXxWKcOyTUnrmxBd0YRa0QXrCKaOirdlVP8ZJerFlXshYZMjib3r0JNB3ZdFIhEaGhrIy8uLZ9V8//332bp1a3yfrKys+FRNm82G0Sif06L/69GgLhAIcOutt3LRRRdxwQUXnFAHxdFJUNc3qOHwF+vv3kf9bB2EgpCZg+ZnT6BoYmu81EgERSvrdXrb+o/c1NeE44+1Osgv0lNk15NXqEerlQBPdNbqC7O+2s36KhfOtiB/vKAMzRcjdU9uaqDNH2am3cLkwlRMUvBc9BFKxEtO+UMoapiDJXfHp2Qq0QCqogclOa/V3gzqulJTU8P+/ftxOp00NjZ26tsNN9wgo3ei3zueoO64FwsZjUa0Wq3cAREDnqLTwfhpKOOnofq8qJs+hmg0IaCL3vtNlLKRHevvJMDrFdPnpNLeGhvBq64M4fNEY9M1K0OYzAqnn2eVaXWik4wUHYuHZbB4WAaRqBoP6CJRlff3t9EWiPD+gXYMWoWJBWZmFFuYYUuTouciqVStmYOl38fg25+wxi61aSVGzx5cOecQTBubxB4mR1FRUXwqps/no6qqKj5dU1XVhIBu5cqV+Hw+7HY7DoeDnJwcNBq5cSMGlhOafvnEE09QXV3ND3/4Q/ni1ANkpK5/UHduJvqr+zoaLOkoM+ehzFoAjjJ5b/QSVVVpbT60Bi9ITp6OybNS49t2bfWTk6cjO0+HRiO/E9FZVFXZ0eBjXZWL9VVu6twdf38VYF6plTtPLUpeB4X4MjVKdsUv0IZbaSm6gZB5eKw9GoqN3Ck9f4Mx2SN1RxMIBOKDD9FolP/7v/8j+EW2a4gNUBQXF8ena2ZmZiarq0IcVY+vqduxYwd//vOfsVgsLFq0iNzcXAyGzsUzy8rKjvfUAgnq+gtVVaFiH+raD1DX/6fT+jvNlTejjJ6YvA4OQqqqEg6B3hAL3tpawvznbTcABqNCYbGeIoeB7BxtvJSCEIdTVZXKtiDrnC7WVbnZ1+znkjFZXDc5D4hl2nxhy0Gm29IYkZOCVl5HIlmiQYyeHQTSJsSnYKa0riK15UM8WQvxpc/u0afvy0Hd4b6cdKW6ujohwCsqKuKyyy6LP/Z6vZjNUutS9A09HtRJSYOeJUFd/6OGw7D9U9S1X6y/C4fQ3PdrFMfQ2PbWJjCloJjkg6I3uV0R9u8OUFsVIhjo+FNnNCkU2fWUDjOSZu3/U2ZVVZWR4R7S5I39Lc7+ohTChmo3//NBFQDpRi3TvyiVMKkgFaOswxNJllH9BAbf57hyL+gI6tQoqOF4Js3u0l+Cui+LRqM0NDTEgzyHw8G0adOA2DTOxx9/nMzMzPhIXnFxMSaTJFQSydHjQZ2UNOhZEtT1b6rXg7p9E8q0OfEv2tG//Bp142qUSbNRZs+H0ZNk/V0vikZVDjaEqakMUVcVIhSK/dmbOS+VvILYl/VIWEWjpd8ER+GQyq6tPuqqQ6hqrJ5fgU3PqPEpUuqhB+1t8vHarhY2VrvxhKLxdoNWYXJhKldNyKE0U74AiiRRIxg8uwmlDEHVpgBg8OzCWvcCvvRZeHLO6ran6q9B3dFUVlby6quvdrqevLw87HY7I0aMOOYv2EJ0Bylp0M9JUDewqKpK9Md3QeXnHY3pmV/Uv1sA9iH9JpAYCKIRlcb6MHXVIcZPTYmvs9v+mY+6qhBFjlgWTWuGts/+XsIhlVX/duFqj3baZrFqmHO6RQK7HhaOqmyr98ayaTpdNHpj2VgfPW8I9vTYWh5nWwCtolBk7d4REiGOR1rDK5jb1+FNPxV37nnxdiXqR9Wc+A2IgRjUQWw93uFJV1paWuLbFi1axNixsaQ0Ho+H9vb2hDILQnQ3Cer6OQnqBh5VVaF8L+qa91A/+Qjcro6Nk2eh/day5HVOAPD+m+24XR1BUqpFg82hp8huwJLetz6wt23ycmBv8Ijbhww3MG6KTPXtLaqqcqAlwNZ6LxeMyozfDPjfj6pZXemi2GqIFzwfnm2KZ90UoleoKnr/ASK6jHj2TG2wkSznbwmkjqU9/4oTKoswUIO6L3O73fEgb9asWVgsFgA+/fRTPvroI/R6PTabLT5dMycnp8/eEBT9T4+WNBBCHD9FUWDICJQhI1Cv+AZs20R07fuw+ZP4ujsANRhA3fgxyuRZKKaUJPZ48Jm72EJDTYhqZ4iGmhAeV5Q92wPs2R4gJ1/H7Plpye5iXF310W/61NWEGDellzojUBSFsiwTZVmJox5RFbTK/2fvvqPjqs69j3/3NLVR79223HuXTXGlYzCEDkkggHOTQAqEhAsp4BAupHDh5aaHFAxJKAkQDIRuG4xxr3LFRbaq1etI085+/zj2yIObJEuekfR81mIt5pwzR3t0xqPzm10eKG3yULqjjn/tqCMh0sq0bCczcmOZmh0+7ynRjymFNyp44TqHazdK+1BGe1CgU/52tFWGDx/L6XQycuRIRo4cGbTdMAwiIyNpb2+nuLiY4uJiACIjI8nJyWHWrFk4nfJvXJw90lMXhqSnbuDQrhbQoGLMD35j3Ur0H34Ojggz2M2YC6MmyPy7s8zn1VSWmSUSqip95A9xMG6K2fOlDc2Bz9xkZNuJdp7966K15v2lTbS3nfyjOzJKccEVUqsvHLR4/Gwsb2VNaTMby1txHZmHNyw5kl9eMihwXJvXIMouC62Is8fmLgfAF2GW61CGm+Tix/BG5NGUcVNgTt7JDJSeulPRWlNTUxMYqlleXo7X68VisfBf//Vf2O3mnO09e/ZgGAY5OTkS9ESXSE+dEH2Eij7Bh3taFlSVo9esQK9Z0TH/buY8VO7gs9/IAchmV+QMcpAzyIHHY2D4O/bV1fjZvrmd7ZvbSUiyHpmD5yAq+uzckCulOF1WU6rvLPjS3zkdVmYNimPWoDi8fk1RlYs1Jc3kJ0QEjmn1+Lntlb0MTYqkMNdJYU4smbEyD0/0rqNh7ih7234shhurrz5orp3yt5024A1USilSU1NJTU1l8uTJ+P1+Dh8+TENDQyDQAaxfv56amhoAEhMTA/XxsrOzZWVN0WOkpy4MSU/dwKa1hgN7zPIIn5t/Z/mfP6BSM0LYOlFb7WNPUTs11T445tMzMdlKVp6D7Hw7ERG9G/BkTl3/cmyZhKNy4x1Mz5Z5eOLssnprsfia8EYd+QJRa5IO/S/aEklT+vX4HR09BtJT1zlaa1atWkVJSQlVVVVB+5RS5Ofnc+WVV4aodSLcyUIpfZyEOnGU9nnN+XefLoPWZqz3PRrYZ7zxAiSloSbPlPl3IdDeZlBRag7RrKvu6Mo7d76TpBRzEERv1Y+T1S/7n6oWL2vLzILn2w+78B/zl/nr09O5ZFhi6BonBiyr5zBJh55GKxu1gx9EW8weZuVvB2skmVlZEuq6oL29nbKysqCVNUeMGMHFF18MmH8z3njjjUAJhfT0dFlZc4Dr9VC3bds2Dhw4EPTNwocffsjLL7+Mz+fj3HPP5ctf/jIWi8wP6A4JdeJEtGGgjvyb0q3NGN+9Ffw+c/7d5JlH5t+NR1nkD8DZ1uYyqCjxUFvtZ+q50YEgt3W9i9YWg6xcO5k5dhw92IMXqFNX7kUb5loHGVlSp64/aHH72VDewprSFjZVtPL05YNJjTGHcn24v5E1pc0U5sQyNSuGuEiZRSF6l/I1Y3eX44kZEdgWX/5XrN46IkbdSWVbvIS6bmppacHn85GQkABATU0Nf//73wP77XY7WVlZgZU1U1NTZWj9ANProe7HP/4xKSkpfOtb3wLMYo33338/eXl5ZGRksHr1am666Sauuuqqrp5aIKFOnJ5ubUYvexP96XKoKu/YEZ+EKpyFOu9CVGZuyNonzILn7/67Ca/H/IhVClIzbGTlOsjItmN39Nwf5t7qERSh5zM0NkvHtf3JshI2lLcCYFEwMiVK5uGJs0oZbpIPPIZFu7FO/RmVjdr8DDLcaGXvVnkEYWpra2Pfvn2Bnrz29vag/dOnT2fGjBkAgSAtn/39W6+HujvuuIMvfOELXH755QA8//zzfPjhh/z2t78lIiKCP/zhD+zatYv//d//7eqpBRLqROdprWH/bvTq5eb8u1Zz/p264Q4sFywMcetEa7Of8hJziGZTQ8dQSYsF8o5ZUVOIztpf187q0mbWlrZwoN4dtG9QQgRPXDooKAQK0RuU0Y6jbT/Jwy4IDL90Vi8loqWIlpTLcMdOCHUT+zytNbW1tYGAV1ZWxuWXX05eXh4AxcXFfPDBB4FevJycHOLi4kLcatHTen31y/b2dqKiOubwbN68mYkTJxIRYY61Hjp0KB9//HF3Ti2E6AKlFBSMRBWMRN9wBxRtwFi9HDV9VuAYY9UH6DUrUDPmSv27sywm1sqw0VaGjY6kuclPRYmXskMeWpqMoCGSfr/mcLmXtEw7NpvckIuTO1oP7+bxqcfNw4uNsAYFupeLahiUEMn4jGgibNJ7InqOtkTicY45ZoPG4foMq78pMO8OAOPIF9QWO6JrlFKkpKSQkpLCpEmTMIzgOdSlpaW0traye/dudu/eDUB8fHwg5OXn5wfuy8XA0K1Ql5KSwr59+5g3bx6VlZWUlJSwYMGCwP6WlpagpVyFEL1P2ewwcQbWiTOCtutVH8Lubegdm9Ey/y5kYuOsxI6xMnxMJE0N/qDhl9WVPjascmG1QnqWnaw8O2mZdqxWCXji5NKcdhaMSGLBiCRaPH4a2zsW7Glo8/G3LTVoIMKqmJgZw/QcJ9OyncTLPDzR05SiLu9bRLTuwhM9PLA5qnk9MbXv0Zo4h7bEWSd/vjitz69TMWPGDPLz8ykpKaG0tJTDhw/T2NhIY2Mj27dv54tf/GIg1DU1NRERESEhr5/r1if7eeedxz//+U/q6uooLS0lJiaGadOmBfbv37+fzMzMHmukEKL7LLd+0xyeuXoZVFUc+f/l5vy7GXNQ19wqY/LPsriE4DBt+DVRMRbaWo0jwzW92GyQnm3WwEvNsEnAE6fkdFhxOjreVz6tuWx4AmtKW6hx+VhTai68ooCRqVFcPSqJwtzY0DVY9D/Khts5NmiTo/UzLEYbqGM+87Rhzr+T2ndnxGazBerdAbjdbsrLyykpKaG2tpbExI4Vcz/55BP27t1LWlpaoCcvMzNTOmD6mW7NqfP7/bz00kts2rSJmJgYrr/+ekaNGgWYvXT33HMPl112GVdffXWPN3ggkDl1ojeccP7dqAlY732k45jWZlSM3OiFgtaahrqOOXjtro6P5jmXxBIbL72qouu01hyod7O2tIW1Zc3sqzPn4X17ZibzhsQDUNfmo7LZw4iUKKwyH090Uqfq1GkDR9tevBE5aKs5h9ju2ktCxbO0xU2jJVXqs50NL7/8MhUVFUHbLBYLGRkZ5OXlMW3aNPlyN0xJnbo+TkKd6G1m/bsNEBWDGjHO3NZQi/Hfd8Lwseb8O6l/FzJaa+pr/ZQf8tDcZDBzjjOwb+t6F1pDVq6d5DQbFrkJF11Q3eplXVkL5+XHERdhflHw2s5a/rKxmrgIK1OznRTmOJmYGUOkzMMTp9Dd4uPOmreIbvgYV/wMWlI7FvRSflcg+Ime19zcTGlpKaWlpZSUlNDS0gJAeno6N9xwQ+C4nTt3kpSURGpqqpQmCwMhC3WHDx/G6/WSk5PTU6cckCTUiVAwVi9D/+nJjg2OCHNhlZnzZP5dmPD5NO++1oj/yNQpR4QiM8ecg5ecYkNJwBPd8HJRDa/urKPV07EQg8OqmJARzfScWGYPipOFVsRxuhvq0BqbuwRtjcFvTwbA4q0j+eATeGJG0phxc/BwTdHjtNY0NjZSWlqK3W5nxAizBqHH4+H3v/89WmscDgc5OTmB4ZpJSUnSmxcCvR7q3nrrLfbs2cN3vvOdwLbf/OY3rFixAoDBgwfzwAMPEB8f39VTCyTUidDR1ZVB8+8C4pOwfOMB1JARJ3+y6HXa0NRW+yg75KWi1BuogQcQEakoGBlBwYjIELZQhLNT1TP0GZodVS7WHpl7V9Vq/g1yWBXPXzssEOqa3H5iHRa5uRPdD3UnENm4hrjq1/BEDaUh+46On+FvRVtjzrSpopOampr46KOPKC0txePxBO2Liopi6tSpTJo0KUStG5h6vaTBhx9+yJgxHUvZbt68mRUrVnDBBReQl5fHCy+8wMsvv8ydd97ZndMLIUJEpWagrrgRveCG4+ffZXT0wOuDeyEuEZWYHMLWDjzKokhJt5OSbmfcFE3NYR/lJV4qS7242zXHrnjt82qam/wkJFnlBnwAc3n9/G1LNWtLWwOFzKfnxHDLhFSi7R29ITaLYnxGDOMzYrhjShoHG8x5eC6vEdRL98P3D+H2GUzPcTI9x8no1GiZhyfOWHt8Id6owSjt69hoeEg++Et8jgwaM25B25wnP4HoEXFxcSxYsADDMKiurg6srFleXk5bWxtWa8dnRkNDA+vWrQv05sXGynz8UOtWqKuuriY7Ozvw+NNPPyUtLY1FixYB5oX+6KOPeqaFQoiz7rj6dyXFqOiOb0uN534Dh/bByPEy/y5ELBZFWqZZ+sCYoqk+7AtaVbOyzMumNS6iohVZeQ6ycu3EJ0rAG0hcXj/3v3OQkkYPx/ajvLW7ga2VLn52cX5QsDtKKcWgxEgGJQb3+ja0+yhv8uA1NK/vquf1XfU4HRamZpkBb1JWzAnPJ0Rn+B1pQY/t7YdQhhurrzForp3yt6It0SCfZb3GYrGQnp5Oeno6U6dOxe/3U1lZSUJCQuCYkpISdu7cyc6dOwFISEgIBLycnByio2V+5NnWI8Vqtm7dytSpUwOPU1NTaWho6IlTCyFCTNnsMHhY4LF2t4PdAVrDzi3onVvQf/utOf9uxlwYNQFllRu7s8liVaRnBS9N7XYbWG3Q5tLs2+Vm3y430U4LWblmmYS4BBlC19/9bUv1cYEOwABKGz38bUs1i6ZmdPp8CZE2nrt2GJsrWllb1sy6slaa3X6WFzexvLiJeUPi+PbMrB59DWLg8kYPpXbQ/Vi99aCO9BZrTWLZHwALjek34I/o/PtXdJ/Vag3qzAHIyMhgypQplJaWUlVVRUNDAw0NDRQVFQFw9dVXB8otnGrot+g53Qp1mZmZrFu3josuuojNmzdTV1cXNMa2rq6OmBgZAy1Ef6QiIrHe/7g5/27NcvSny6GqHL1mBXrNCtTMeajbvxPqZg54BSMiyS+IoKrCrHt3uNyLq8Vg7043e3e6ueCKOKKi5Y9sf7a2tPW4QHeUcWT/oqknOeAkouwWZubFMjMvFr+h2VXTZpZLKG1mWnbH8Lj9de383+oKCnNimZ7jZHBihNzUiS4zbPEYto71Gay+OqzeOkBh2BIC25XfhbZEdoQ/0etSU1MDc72OrZFXWlpKXV0daWkdPa9r1qyhuLg40IuXlZWFw+EIVdP7rW6FuiuuuIKnn36ar3zlK7S3t5OTk8OECRMC+4uKihg0aFBPtVEIEYZUagZqwY3oy2+AA3vQq5eh132Mmjg9cIyurkRv+AQ1fTYqKSWErR2YbDZFVq6DrFwHPq/mcIWX8kNefF5NVHTHzc+2DS4iIs1ePGec9LL2B1prfMapF6/wG/qMvkG3WhRj0qIZkxbNVyanYRyzWMaa0mb217vZX+/mH9tqSIm2HZmHF8vYtGjsVgl4ouv89mRqBj2IzV2GtnYMD46r+hc2dwXNaVfhiR4ewhYOTBEREQwePJjBgwcDZsiLiIgI7D906BBVVVVUVVWxcePGwPDOoyEvOztbyif0gG6FunPPPZfY2Fg2btxITEwMF198cWDyZEtLC06nk1mzZvVoQ4UQ4UkpBUNGoIaMQF9/R9A3pXrVh+g3XkC/suTI/Ls5R+bfyVj7s81mV2TnOcjOcwStVOdxGxzc50Fr2F3UTlyC5UgQtBMTKwGvr1JKYTvNAiZWi+rR3jPLMee6bHgiaTF21pS2sLmilRqXj7f2NPDWngaibBZ+dnE++QkRpzibECemrVF4o4d2bDA82NsOYjFa8Vs7evWUvx1tsYHqkZlGoguODXQAl112WaBGXmlpKU1NTVRUVFBRUcG2bdsCa3KAuS5HbGxs0KIsonOk+HgYkpIGor/QGz7B+GApfLajY6PDgZo4EzVzDoyeKPXvQszn01SUeCkv8VBd6ePYvwjxiVYKRkaQnSfDZPqiP66v5K3dDRgn2GcBLhuR0KU5dd3l9hlsO+xiTWkz60pb8Pg1S64dFgidb+2px+vXTM9xkhkr77W+oidLGpwxw4OjbT+emJGBTTE1/yGqeQMtyZfSHjclhI0Tn3e0Rl5paSkOh4O5c+cC5giDv/zlL7jdbrKysgI9eQO5EPpZKz5eV1fHjh07aGpqorCwkOTkZAzDwOVyER0dPWAvwJmSUCf6G3P+3Qr06uVwuMzcGBWN5ZfPohzybX248LgNKsvMOXg1h82AN25yFIOGmdfI69H4fMFDN0X4Orr6ZWmjJyjYWYCceMdJV7/sTYbWVLV4yTgS3rTW/Nfr+zncYv7Ny413MD3bHKY5PCUyqPdPhJewCnWfpzWJpb/C7i6nIeNLeJyjze2GF4WBtsjfnXDkcrl4/vnnaW9vD9rucDjIzs5m+PDhgULpA0WvhzqtNUuWLOHtt9/GOFIY6Uc/+hFjx47F5XLx9a9/neuvv57LL7+8q6cWSKgT/ZfWGoo/Q3+6DOwOLNd9JbDd+M3/oIaMQBXORiV17gNM9B53uxnwMrLtRESaIa54r5ttG9pITLaSlecgM8cuAS/MHVunzm9orCepUxcqfkPz1p561pa2sL3Khf/YnuJIKxcWJPClifJ5EI7COtQBaD8O12d4ooeBMt/rkY3rcNa8gStxFq6k+SFuoDgRrTW1tbWUlpZSUlJCWVlZoBD6xIkTA9O7fD4fO3bsICcnh8TExH67EFOvFx9//fXXeeutt1i4cCHjxo3jpz/9aWBfdHQ006dPZ82aNRLqhBBBlFIweDhq8Ocmshfvhc1r0JvXoF99DoaPRc2ci5p8DipK5t+FQkSkhfyC4G+zW5rNL/Hqa/3U17axfVMbSalWsnLNgBcZJQEv3ETbrSyamsGiqeG5rLjVorhiZBJXjEyixe1nY0Ura0ub2VDeSmO7n1aPP3Cs39B8uL+RKdlOkqJknpQ4DWUNGo4J4Gjbi0V7QB1TAkZrlOFCW2XV9nCglCIlJYWUlBQmTpwYKIReWlpKVlZHyZSKigqWL18OQExMTGDBlZycHOLj48Pus+5s6Nan4gcffMDs2bO5+eabaW5uPm5/fn4+mzdvPtO29UkbNmxgyZIlaK1ZuHAh8+fLN0FCnFZGNurLd6NXL4M922H3NvTubei//Q41sRB1yRdQeQWhbuWAN3ZSFENHRlBe4qX8kIf6Wj911X7qqtvYsbmNi6+Kx2YfeH9I+4pwv8lxRliZNSiOWYPi8Po1O6pdJEZ23KbsqmnjV2sqARiWHGmuppntJD9ByiWIzmlKv5G2+Bn4HB09H/a2AySU/5n22Ik0p18bwtaJEzm2EPqxlFLk5ORQUVFBa2sru3fvZvfu3QA4nU7mzZs34Fbi71aoq62tZfjwky8ZGxERgcvl6naj+iq/38+SJUt46KGHiI6O5v7772f69OnExsaGumlChDUVFY06/yI4/yJ0zeEj8++WQWWZWSbhvAsCx2qvB2x2uYkLkcgoC0OGRzBkeARtLoPyEg/lh7zYHSoo0BVtaiM2zkJmjh1HhPTgia6xWxUTMoJ7TnyGZlhyJJ/Vtgf++9uWGtJi7EzPcXL58ESy4mShFXEKSuGNGhy0ydG2F4X/uBp3yteCtjkR4enoIio+n4+KigrKysooLS2lsrKSlpaWoHrZ+/btC6qT119raXcr1MXFxVFbW3vS/fv37yclZeDVpNq7dy85OTkkJSUBMGnSJLZs2cJ5550X4pYJ0XeolHTU5dejL7sOiveiN66CkeMD+/Wrz6G3bTDLI8yYg0pOO8XZRG+KirZQMCKSghGR+I+ZDNXmMjiwxw3Atg1tpKTbyMq1k5Fjx+GQgCe6Z0JGDBMuiaGuzcf6MrPg+ZZKF1WtXt7YXc/sQXGBY2tdXiJsFpyO0M8bFOGtNfki2p3jwNLxhYDF20DywV/gjRpCQ9atUhYhjNlsNnJzc8nNzQXA6/VSUVERlEP27dvHrl272L59OwCJiYmBgJeTk0NUVFRI2t7TuvUuLSws5L333mPOnDlERwfPd9myZQvLly9n4cKFPdLAs2nHjh28/vrrHDhwgPr6eu677z6mT58edMzbb7/N0qVLaWhoID8/n9tvv52hQ816KfX19YFAB5CUlERdXd1ZfQ1C9Bfm/LthqMHDAtu01ujNa6C6Ev3a8+jXnjfn382Yg5pyLiq6f3771hdYjykmbbHCyPGRlB/y0tTgp7rSR3Wlj60b2khNt1EwIoKUdPspzibEySVF2bhoaAIXDU2g3WewuaKVrYddDE3uKEb99601LNvfyJi0aKYdGaaZIeUSxEn4IzKDHjva9qMwACMo0ClfM9omo6/Cmd1uJy8vL2jb6NGjiYqKorS0lOrqaurr66mvr2fbtm0opVi0aBGRkebnh2EYfXb1/m6Fuuuvv57t27fz/e9/n5EjzUmo//73v3nxxRfZs2cPgwcP5uqrr+7Rhp4NbrebQYMGMW/ePH75y18et3/VqlUsWbKERYsWMWzYMN58800effRRnnrqKeLj409wRiFET1JKYfnhk+iNq8zyCLu3wZ4i9J4i9N9/jzrvQiy3fC3UzRzwIiIsDBsVybBRkbQ0+yk/ZNbBa240qKrwBdW983o0KLDLXDzRDZE2CzNyY5mRG3yjXdXixa9h62EXWw+7+NOGKvLiHUzPiWV6jpPhyZEyhFucVHvcZDxRg7EYbR0bDS/Jh57Eb0+iMfNLGDa57+srjvbIAbS3tweGapaWlqKUCgQ6MPNMe3s71113HTZb3+qh7VZro6OjefTRR1m6dCmrV6/G4XCwY8cOMjIyuO6667jyyitxOPreN2KTJk1i0qRJJ93/xhtvMH/+/ECRxEWLFrFx40aWLVvGVVddRWJiYlDPXF1dXaAX70S8Xm9Q6QKlVKALWP7YCHFiKsYJR+ff1Vah16zAWL0MykvAag3829GGAYf2Qf5Q+fcUQrFxNkaMtTFibBTNjX7KSzxk5DgC1+Tgfje7t7WRlmUnO9dBepZdFlsRZ+ynF+ZT0exhbWlzoFzCoUYPhxprWV3SzG+u7Fh4yWfoQCF00XlH/w33189X7UjCDxx9dTZPOcrwYPG3oG1xHa/f14y2OqGf/h76m6ioKIYOHRq4P/f5fIFr6ff7KS8vJz4+Hru9740m6XYEdTgcXHPNNVxzzTU92Z6w5fP52L9/P1dddVVgm8ViYdy4cezZsweAoUOHUlJSQl1dHdHR0WzatOmUv59XX32Vf/7zn4HHgwcP5mc/+1mn61EIMeBlZsLYCejbv4l3324szlhsGeYwmvYt66n+6b3YcvKJnnspMXMvw5aedZoTit6UmQnDg1cYZ9v6EgwDKku9VJZ6sdkUeYOdFAyPJ3ewE7u9bw6DEaGXmQmTh8PXgKZ2L6v21/LxvhqGpMSQmWl+Trh9fhb8bhVjs+I4vyCF8wtSSHVKYequyMjICHUTzpJMdM4YaDtMZnw2YE4J8G/8DRhurCO/joodfJpziHB3//3309TUFPiM6Eu6Fer8fj9ut/u4+XRHuVwuIiIisFr7zwTlpqYmDMMgISEhaHtCQgLl5eUAWK1WvvzlL7N48WIMw2DhwoWnXPny6quvZsGCBYHHR78pqK6uxufz9fyLEKI/i4kHDVRUAGDsKgKHA1/pQZqe+x1Nz/0Oho3GMmMuaup5Zo+fCLmxU6zkFcRSfshLWYkHV4vB/s+a2f9ZM44IxUUL47FIL4roARMSYcLUZMCscQWwqaKFhjYvK/fVsnJfLY+xm2HJkUzLdlKYG8sgKZdwUkopMjIyqKysDM/i473GCS7z/WPxNpLoqkRhcLjRQLeY25WvBW2NChQ9F32L1WoNfEaEms1m693i43/5y1/YuXMnTzzxxAn3/+hHP2Ls2LF85Stf6c7p+7SpU6cyderUTh1rt9tP2r07sD4gheh56vyLsEw7D73xU3P+3a6t8NkOjM92wD9+j+Whp1EZOaFupgDiEqzEJVgZMS6Cxnq/WQevxEtikhWlOj4Pd2xpIynFRmqGLWhhFiG6a0J6NE9fPjgwTHPPMeUS/r61hjunpHHFyKTTn2gA01oP2HsWvy2O2sEPYmsvxbBEwZHfQ2z1v7G3FdOcdjWemFEhbqUYKLoV6jZv3sysWbNOun/GjBl8/PHH/SrUxcXFYbFYaGhoCNre0NBwXO+dECI8qMho1Dnz4Zz56Loa9NoVZsDzuCE9O3CcsWYFKiUdhoyQb+VDSClFQpKNhCQbo8ZH4uuYckxzo599u9zsw43NDhnZdrJyHaSm27BIwBPdpJQiPyGC/IQIrhubQv2RcglrSlvYUtnKhMyOFXU/PdTMRwebmJ7tZEq2k7gI6YURoC0ReKMLjtngw952EKu/GcOWENis/G1oZQ0qnSBET+pWqPv80v2f9/kFQ/oDm83GkCFDKCoqCpQ5MAyDoqIiLrnkkhC3TghxOiopBXXJNeiLvwAtzR0Lqni96L//Hu1qgbRMVOGR+ndpfW88fX+ilMJ+zL2P1aYYMjyC8hIP7W2a0mIvpcVe7HZFRradwcMdxCf2rZXKRPhJjLJx4dAELhyagNtn4DjmC4OVh5pYdaiZVYeasSgYlRrFtGwn03NiyZai5+IoZaN20PdwtO3Hd0yphOiGj4hq/JTW5Itpi58ZwgaK/qpbfwGdTmdgHtmJlJWV9clCfu3t7VRWVgYeV1VVUVxcjNPpJCUlhQULFvDrX/+aIUOGMHToUN566y3cbjdz5swJXaOFEF2ilILYjiLFtLWixk9Db/oUqirQS/+BXvoPKBhphrtp56NipC5RqEXHWBgzKYrREyOprzFX0Swv8eJu15QUe8jIsROfaB7r82osVmQunjgjEbbgRXq+MDqZrFgHa0tbKG5ws72qje1Vbfx1UzU5cQ7+99JBxz1HDFDKhid6eNAme1sxFsONYT1mPrfhRWkv2nriNSqE6IpuhbqJEyfy/vvvc/755zN4cPBKP/v37+f9999n5sy+9y3Evn37WLx4ceDxkiVLAJg9ezZ33XUX55xzDk1NTbz00ks0NDQwaNAgHnzwQRl+KUQfpuISUHfcg3Z/Hb3pyPy7HVtg3y70vl1QX4u6+kuhbqY4QilFUqqNpFQbYyZqamv8VJZ6SM3o+HP22c52Du33mEM08+wkp9ok4IkzVpAUSUFSJLdMSKWqxcu6shbWljZTVOUi0mYJCnT/2l5LhtPOpKwYou0yTFNAQ/Yi7G378UYNCmyLbNlKbPVruOLPoTXl0tA1TvQLSndjdmtdXR0PPPAATU1NTJkyhdzcXABKSkrYsGEDcXFx/M///A/Jyck93uCBoLq6Oqh+nRDi7NINdei1H6FXL8Oy6HuoTHNBFb19E3rjKtSMuTB0lMy/C1Mr32+mvtYfeOyIUGTm2MnKNQOekoAnepDL66fW5SM3PiLw+Ev//AyfATYLjE2LZnpOLNOynaQ5+17tq5NRSpGZmUlFRcWAXSjlTMUe/hdRzetpSboIV5JZAxmtsfibMWxxp36yGBDsdnunV7/sVqgDc17d3/72N9avX09bWxtgFvSbNm0aN9100ynn3IlTk1AnRHgyfvcz9IZPzAcp6ebwzMI5qIzsUz9RnFWGoamt8lFe4qWi1IvX0/FnzhlnYc4lsRLIRa9pbPfxyo461pa2UN7sCdo3KCGChaOSmDckPkSt6zkS6nqA1tjc5fht8WibOSzT1naQxLLf43aOpSn9JilqPsCdlVB3lNaapqYmwFwhUv5QnjkJdUKEJ717G3rVh+gNq8Dd1rFj8HAz4M25DGWROTXhxDA0NVU+yg95qSzzkpljZ8I0c/6K1prdRe2kZdhJTLHK3y/R40qb3KwrbWFdWQs7q9swNHx1ajqXjzAngDa0+9hd08bEjJg+Nx9PQl3viK5fjrP2Hdpip9Ccfm1gu8XXiGHr+18GiK7p9VB36NAh8vLyTnnM6tWrmTFjRldPLZBQJ0S40243evPqI/PvNoFhQM5grA/9v45jDD/KInNpwonh1/h8GkeEefNcX+Nj5QctAERGKTJzHWTn2klIloAneo7L6+dvW6pZXdJCm9cg0mZhZp6TWyak8lFxE79dexiHVTEhI5pp2bFMzY4hOTr8h2lKqOs9Vk81KAt+uzmNyeJrIrn4Z3gjc2nIul3KIgwgvR7qbr75Zq677joWLlyI5XPfSre0tPDHP/6R1atX8+KLL3b11AIJdUL0JbqpHr32Y4iNx1I429zW7sL44TdQYyejZs6FYWOkBy8MNTX42be7ncoyb1BNvKhoM+ANKnAQEyvBXHSfy+vn/ncOUtLo4dibLQuQE+/goqEJvL6rnqrW4L/5Q5MimZbj5LLhiWFbD09C3dkT0bKNuMoXzFCX87XAdouvEcMaJ0M0+7GuhLpurX45e/ZsXnjhBdavX89dd91FVlYWAGvXruWZZ56hra2N2267rTunFkKIPkXFJaIuuDJom96yDhrr0J+8j/7kfUhKRRXONodoZp16lIM4e+ISrEwqjMHv11RX+igv8VBZ5qXNpdm/2016lp2j1Sx8Po3VivTgiS7525bq4wIdgAGUNnqobPHwh4VDONjgZl2ZOUxzT007e+va2V/fzoLhiYHnHG7xkBhlw2GVL4gGGrdzHLWD8rH4Wzs2ah9Jh/4Pw+akIfPLGHZZy2Kg6/acus2bN/O73/2OlpYWrr32Wg4dOsQnn3zC8OHDueuuu8jIyOjptg4Y0lMnRN+mDQM+24FevcxcWKXN1bEzrwDLF7+BGjwsdA0UJ+X3aaoqvVRV+Bg/JSqwUua2DS6qKnxk5drJzLUTnyhDNMXpLXpt33G9cMdKi7Hzx6sKgrY1tPlYX97C4RYvt0zo+Ib+++8c5GBDOxMyYpie42RqtpOEyG59N98jpKcutGztpSSW/QHDEkntoPtBmT26Fl+TWQtPSfjvD87aQikul4tHH32UvXv3AnD11Vdzww03yB+6MyShToj+Q3s9sGUtxurlULQB/H4sj/8JlWx+SOvaKnDGoyIiQttQcVJaa5a91UxrixHYFu20kJVrlkmIS5CAJ46nteb2V/dR1+Y76THJUTb+dHXBad8/bp/BN5bup8bVcS4FDE+JYnq2k+m5TvLiz+5niIS60FP+dqzeKnyRHSNAEkt+jcXfQmP6jfii8kPYOtETen34JUB7ezvPP/88e/fuJT8/n4qKCpYtW8bw4cOZPHlyd08rhBD9irI7YOp5WKeeh25ugj1FgUAHYDz/W/hsB2ryTNSMOTBynCywEmaUUsy6OJaqCi/lh7wcrvDiajHYu9PN3p1uUtJtzJzjDHUzRZhRSmE7TU1Eq0V16guBCJuFZ64qYH+9uZrm2rJm9tW52V3Txu6aNvbWtfHfs3ICx/sMfdqfLfo+bY3EZ+0IdMrXjNVbizI8+B3JQdu1NQpU6Hp2Re/rVk9dUVERv/vd76ivr+e6667jyiuv5PDhw/zmN79hz549zJ07l1tvvZWoqKjeaHO/Jz11QgwM2ufFePhbcLisY2NCEmr6bNTMOaicwaFrnDgpn1dzuMJLeYmXqgovgwoiGDPJ/HtnGJq9O91kZJs9eGJg++P6St7a3YBxgn0W4LIRCSya2r3pKrUurzkPr7SFWYPimD3YXO6+vMnDd98uZlJmDNOynUzJdvbKYivSUxemDC92dyneqI6/H3GVL+BwfUZz2lW4neNC2DjRVb0+/PKGG25g0KBB3H333eTm5ga2a61ZunQpL730EvHx8fz617/u6qkFEuqEGEi01rBvlzn/bt1KcLUE9qlz5mP5yrdD2DpxOj6vxu/XRESa81eqK72sXmEuZuCMOzpE00FsvAS8gejo6peljZ6gYHd09cufXZxPtL1n3xtv7K7jj+urOn6WgpEpUUzLdjItx0lOnKNHhgtLqOsjtJ+kQ09i89ZSl3MXvkizR1f520AptCUyxA0Up9Lroe6ll17immuuwWo98QdRaWkpv/nNb/if//mfrp5aIKFOiIFKe72wbT3GmuWwdR3qxq9imX2Jua+lCb11nTlMMzI6tA0VJ1Vf4+Ozne1UV/owjrmLj42zkJXnIG+Ig8goWcBgIDlap25taSt+Q2O1KKbnxHDLhNQeD3QAhtZ8VtseKHpe3OAO2v/Q3BwmZ535cGEJdX2INrC3HcAbNSRQ/iCm9n2iGz6iJelC2hLPD3EDxcmctYVSTsUwjONq2InOkVAnhNCtzWCzoyLMb1GNZW+i//57cDhQE4/Mvxs9EXWSL9dEaHk9mspyLxUlHqoqfegjAW/WRU7iE815LX6/xmo9e/OetNayoEuIheIaVLV4jymX0MafvzCUSJt5f/bK9lr21bczPdvJlCwnzi4M05RQ17fFl/+ZCNdnNKbfgDt2ornR8KKMdrQtNqRtEx16JdTt3buXjIwMnM7Tf7tTVVXFzp07mT17dqcaIYJJqBNCfJ6x6kP0Wy8Hz7+LjUdNn2UWOM87/Qp6IjS8HoPKMh911T7GT4sKXKdNq1tpavSTlesgM9eOsxcKnfu8ml3b2qgs86K1+SV9RradkeOisNnl/TLQeP0G9mPq3H37zQOBnjyLgtGpUUzLcTItO5bsOMcpzyWhro/TGlv7IXwRWWCxAxDRvJm4wy/TFl9IS+qVpzmBOBt6JdTdcMMNfPOb3+S8884DoKWlha997Ws8+OCDjB49OujYjz/+mF/96le8+OKLXWy6AAl1QogT01pD8V5z/t3aj6ClydxhtWL55bMoZ1xoGyg6TRuad19vwuPu+BMcl2AlK88skxDjPPOA5/NqVr7fTHPT8ct0xMZZOO+CWAl2A9zOaldgmOahRk/QvlGpUTx+0cmXxJdQ1/84q18nuvFTWpLm40q6wNyoNRZfA4Y9MbSNG6DOSkkDrTVerxfDONGaTkIIIXqaUgoGD0MNHoa+7nbYsQm9ejloHRTojBf+CNn5qCnnoKJlqf1wpCyKuZfGUllmrqJZc9hHU4OfpgY/u7a2k51nZ/LMmDP6Gbu2tZ0w0AE0Nxns2tbG2MkyP3MgG5UazajUaL48KY3KZk9gmOb2KhfpTnvgOK01v193mNFp0UzOjOnSME3Rd7SkXklbXCGGteNzweYuJan0N7ijh9OYeVtgTp4IP1KwQggh+iBls8H4aajx04K+JdfVlegPlpr///ffw4RpWGbMgbFTUDb7Sc4mQsERYSFvSAR5QyLwuI2ggBdzzFBMn09TvNdNVo6d6C704FWWnXrER2W5l7FSVlYckRHr4IqRSVwxMgmX14/L2/GFwIF6N//5rIH/fNZgDtNMi2Z6tpPLI+ORT5X+xR+RHvTY3n4IjUJbooMCncVbL713YUZCnRBC9HFBc+miolFfuBW9ehmUH4INqzA2rAJnLGrq+ag5l6Gy8056LhEaxwY8tzu4d62qwsvOLe3s3NJOQpKVrFw7mbkOomNOvhiZ1prTjYjThiyeIk4s2m4NWpkzxmHhC6OTWFfWQkmjh6LDLooOu/jzxiqy4xzcOimVwhxZXKM/aks4F3fMGBT+wDblbyH54BP4ItJpyF4kZRHChIQ6IYToR5QzDnXpNehLvgAl+9Grl5vz7xrr0cvfgoKRgVAnN/ThKSIiOKzZ7YrkNBu11T4a6vw01PnZcUzAyx3swPG55yilTjtKSink+otOSXc6uHVSGrdOSqOi2cP6I8M0i6raKGvyBFbTBCiub+dQo4fJWTE4HTJMsz8w7AlBj+3tJUf+zxIU6CzeegxbPChZ/T4UuhTqqqqq2L9/PwAulwuAiooKoqOjjztOCCFE6CilzBUx8wrQ194GO7ei132EmjQjcIx++xWMLWtQhXNQ086ThVbCVGqGndQMO+52g4pSc4hmbVVHwMvIseOIMI81DI3FYga1jGw7Bz7znPS8GdkycE50XeaRYZpXjkomNimV/2zax+jUjvvA9/c1snR3PdYjwzSnZTuZlu0k6zSraYq+wxMziprBD2DxNXds1H4SS38Lyk5D1m34HZ1b3EP0nC6tftlVsvpl98jql0KIs8G/+FtQWmw+sNpg7GQsM+eac/XscgMWztrbDCpLvTQ2+JkwreOGet3KVtztBlm5ZhDcsKpVVr8UveJkq1/+e2cd7+5toLQp+AuF7DgH07Kd3Dw+hQib9OT0N1Z3BYmlvweLjZpB/w3K7DeyeBswbLGgpNe2O3qlpMHy5cu73JA5c+Z0+TlCQp0Q4uzQDXXodR+b8+8O7e/YERWDOmcelhsXha5xosv8Ps3brzVidEx9ISHJisUCrlY/oFAWyMiSOnXizJ2upEHFsatpHnbh15AcbeNPV3XU1Nxd00Z2nEOGafYXhgebpwpfZE5gU0Lp77B6a2lKvxFvdEEIG9c39UqoE2ePhDohxNmmyw6h1yxDr1kBdTWo6bOwLLqvY39VBSotM4QtFJ3R3mZQUeKlvNRDXbU/aF9+gYPxU6WEgegZXalT1+rxs6miFbfPYH5BAgB+Q3PrK3tp9fgDq2nKMM3+RfldJB16EovfRe2g+zFs5hB/i68ZwxIBFrnWpyOhro+TUCeECBVtGPDZdrO3Lm+Iua3sIMbD34T8oagZs1HTZ6HiZCnrcNfmOjoHz0N9jZ8xEyMZMsJc1MDjNig75CUzx05klAyFE113psXHq1u9LF5WQsnnip5nxTqYnuPkvPxYhiVH9VRzRahoP7b2UnxRHYXsYw//k4iWIlpSr6Q9TuqqnIqEuj5OQp0QIpwYn3yAfu5X4D/S82OxwOiJ5gIrk2agImQ563DX5jKw2sDhMAPcof1utqxrAyAp1UpWrkMCnuiSMw11R32+6LnvyBTQ68Yk88WJ5s2s12/Q7tPEStHzvk8bJJb8H3ZPJXXZXwuEPeVvAwy0NSa07QszEur6OAl1Qohwo5sbj8y/Ww4H9nTsiIjE8r3HUPkyV6IvqSzzsndnO/W1wUM0k1OtZOY6yMl3YHfInDtxcj0V6o7l8prDNNeVtrBgRBJDk80vjNaUNPP4x2WMSo1iaraT6dlOsuMcUpKjr9IG9vZDeCPzAwXNo+uWEVP3Aa1Jc3ElzQ9xA8NHV0Kd1KkTQghxWio2HjVvAcxbgK4sQ69ZgV6zHNpa4Zhi5rpoA8QlQu5gueEKYxnZdjKy7bS5DMpLPFSUeKmv9VNb7ae2po3MHDt2zOt3bJkEIXpTtN3KuXlxnJsXXF5lb107hobtVW1sr2rj2U3VZMbaAwFvdFo0NnmP9h3KgjdqUNAmm7sMhR/DltCxUfuw+FqOq5MnTkx66sKQ9NQJIfoCrTXUVqFS0s3HhoHx4Fehtgqy883hmYWzUUkpIW6p6AxXq0FFqQdXi8G4KR0Lqny6vAWtISvHTmaunYhIGaIpeqen7lQOt3hYX9bK2rIWig678BkdP/N3Vw4hM9ZcdMPQGot8odQn2dzl+OwpgQVUIlq2EVf5D9pjJ9Ocfm2IWxca0lMnhBCi1yml4EigA6DdBflDobEOyg6iX3kW/eoSGD4WNXMuavI5qChZfTFcRcdYKBgRPD/S4zaorfJh5ncf2za1kZxqIyvXTmaOBDxx9qQ7HVw+wsHlIxJxef1sqXCxrqyFimZPINAB/HJlOXVtvkDR89x4GabZV/gisoIe29rLUOjAqplHWT01+B3yZeHnSU9dGJKeOiFEX6ZbW9AbPjGHZ+7ZHtiuZl2C5UvfCF3DRLe4Wv1mmYQSLw11x8zBUzB0ZASjxssKhQPR2e6p6wyfobnl5c9oP7raCpDuNIdpTst2MjYtCrtVvojoS6zeWrRymAXMMXvzkkr+D0/kYBqy7wTVv6+nLJTSx0moE0L0F7rmsDn/bvVyLF+6CzV8jLn94F70Jx+gZsyBwcPlm/Q+wtXqp7zES8WRgDdhWhR5QyIAs0ZeZZlXevAGiHAMdWCWSlh/ZDXNrZUuvMcM0xyfHs0jF+Sd4tki3EU2riO2+jXczjE0Zdwc2G71VOO3pwQWXukvJNT1cRLqhBD9zdE/NUfDm/H336GXvWXuTMtCzZhj/peaEaomii5ytfixR1iw281run93O9s3t4OClDQbmTkyRLM/C9dQd6x2n8GWytYjIa+VBcMTuXZsMgAtbj8/WV7K1KwYpmY7GZwYIV8u9RHK14zSXgx7kvnY30rKgcfw25Ooz/mvflUWQUJdHyehTgjR3+ldW9Efv4fe/Cl4jik+XDDSDHfnXYiy2UPXQNFlZQc97NvtprE+eIjm0YCXM8iBzSY3zf1FXwh1xzK0xmdoHEeGX6440Mj/rqoI7E+OtgXm4Y1LjybCJl9G9BV212ckVDyHz55Cfe43A711Vk8NfntSnx6iKaGuj5NQJ4QYKHS7C71xNXr1Mti1DbQBiSlYHn8GZTH/EGut5Rv0PqS1pWMO3tGAZ7HARVfFB3r1pExC39fXQt3nNbT7WFtqDtPcXNGKx9/xGhxWxX+fn82UbGcIWyi6QhntWLyN+COOLN6lDZIP/hy0piHrK/gj+uYoEFn9UgghRJ+gIqNR58yDc+ahG2rRaz8Cu6Mj0Pn9GA/fjRo2BlU4B4aNDuwT4SnGaWXoKCtDR0UGAp7HowOBDuCTD1qw2RVZuWa9PBmiKc62hEgbFw1N4KKhCbh9BtsOuwJz8WpcPgYlRgSO/eRQEwcb3EzLdlKQFCklE8KQtkTij+hYvdfqrUUZXkDjtycHtlu89RhWJ1j630gQ6akLQ9JTJ4QQJr19E8ZTD3VsSEo1a9/NnIvKzA1dw0S3tbkM3l/aFHisFCSn2STg9TF9vafuZLTWlDV5yInvCHUPfVjC5opWABIirUzNdjI128nEjBii7PJ+DVvah81TFVQqIaHsj9jc5TSl34gnZkQIG9c5Mvyyj5NQJ4QQJm0YsKcIvXo5euMqaHN17MwrwHLDHajhY0PXQNEtJxqiCWbAGz4mkuFjIk/xbBEO+muoO5EVBxpZXdrCpvJW2o4pl2CzKCZlRvOD2TkyRLwPUIabpENPYfE1Upv/fQx7AgAWXxNa2dHW8CvPIsMvhRBC9AvKYoGR41Ejx6Nv/i/Yug5j9XIo2gCH9kFkxx9h3VAHUdGoCAkE4e7zQzSPlklorPfjjOvo+Wht8VNz2Cc9eCKkZg+OZ/bgeLx+zfYqF+vLW1hX2kJlixevP3jO79JddRQkRTIiJQqrzBsNK9oSQW3+97C5ywOBDiCm7n0imzfRnLKA9vjC0DXwDElPXRiSnjohhDg13dyE3rbeHIZ5tEzCn59Eb/wUNWkGasZcMwxarSFuqeiK1hY/kZEWrEdWydyzvZ3dRe0yRDMMDaSeuhM5OkzT7dcUJJlfJNW6vNz+6j4AYh0WJmeZwzQnZ8bgjJDPorCkNYmlv8XuLqE+axHe6CGhblEQGX7Zx0moE0KIrtFaYzzyHSg50LExPhE1bRZq5hzIHSLDo/qgkgMeDnzmPm6I5tGAl5PvCARAcXYN9FB3IhXNHv6+tYaN5S20eDqGaVoUjE6N4urRyUyVFTXDj9bY3GX4IrLDrni5hLo+TkKdEEJ0ndYa9u9Gr1mOXvcxtDR37JwwHevdPwxd48QZ+fwQTQCbHS5aGI/VeqSn1q+xWMPrhqw/k1B3cn5Ds6umLbCaZkmjWYvznnMymTM4HoDqVi9lTR7GpEVjl/etOAkJdX2chDohhDgz2ueF7ZvMBVY2r0Fdfh2WBTea+zxu9JoVqCnnoKLlW/O+5mjAM/wwYqw57E1rzfL/NBMZbZEhmmeJhLrOq2z2sK6shTmD44k9MgzzX9trWbK5miibhYmZMUzLjmFKtpOESFnuQnSQUNfHSagTQoieo12toDUqxgxwev1KjN//3OzqmTANy4w5MHYKytb/6hYNFM1Nfpb/p6Nn9ugQzcwcO5k5EvB6g4S6M/PKjlpe31lHffsxQ4uBYcmRTMt2smBkItF2mYc30Emo6+Mk1AkhRO/RG1dh/PvvUH6oY2NMLGraeWaB84KRMv+uDzpZmQQUjB4fScFIWRW1J0moO3OG1uyra2ddWQvry1rZV9cOQKRN8dy1w3BYzS8jShrdpMbYibTJlxMDjYS6Pk5CnRBC9C6tNZQcMOffrfkIGusC+yyP/g6VlnWKZ4tw9/mAVzg7hrQMsye2qcFPXY1PevDOkIS6nlfr8rKhvJUmt59rxyQHtt+1dD+HW7yMz4g2C59nOUlzysiCgUBCXR8noU4IIc4ebfhh11Zz/l1DHdZ7HwnsM159DuISzV68uITQNVJ0W2uLn6hoC5YjNcO2b2pj/x43KEhONVfRPFsBT2vdb3qBJdSdHS1uP/f85wBVrb6g7fkJEUzNimFmXizDksOvaLboGRLq+jgJdUIIERrH3nTr1haM+74MPh9YLDBmMmrGHNSEQlRERIhbKrrr0H43xXs9xw3RPBrwcgc7Aitq9gSfV7NrWxuVZV60Nuf7ZWTbGTkuCpu97wY8CXVnj9aakkbPkWGaLeyqacM48iu/oCCeb87IBMzhnC6PITXx+hEJdX2chDohhAg93e5Cf/IBevVyKP6sY0dkFGrSTNScS1FDRoSqeeIMuVr8lJd6KT/UMQcvIlJx4RVxqCO9en6fPqM6eD6vZuX7zTQ3Gcfti42zcN4FsX022EmoC51mt5+N5eY8vLlD4picZS4CtaemjfvfPcio1ChzmGa2k9w4R7/pHR6IJNSFiV/84hfs2LGDsWPH8t3vfrfTz5NQJ4QQ4UVXlprDM1cvh9oqANQNd2K54Epzv2GAUnLz1EcdDXhKQcGII2USDM37bzQRE2slK8dORo6dyKiuDdEs2ujiwGeek+4fPMzB2MnRZ9T2UJFQF35e31XHnzZUBW1Ld9qPzMOLYVx6NHarzCPtSyTUhYnt27fT1tbGihUrJNQJIUQ/oLWGvTvRq5ejrrwJFZ8IgLHyPfT7r6MK56AKZ6OSUkLcUnGmGup8fPxeS9C25FQrmbkOMjsZ8N5f2kib6+S3WVExigsWxJ9xW0NBQl14OtziYX1ZK+vLWth62IXP6Lg2j12Yx+g080sEv6GxWuRLqHDXlVAnFQ570ZgxY9i+fXuomyGEEKKHKKVg2GjUsNFB2/W6j6HsIPqVZ9GvLoHhY835d5PPQUXHhKi14kwkJNmYvyA2sIpmQ52f2mo/tdVtFG1sY+zkKAYPO/ncSq01p8s62uhfi6eI0Et3Orh8hIPLRyTS5jXYWtnKurIW9tS0MyKlY0GVP64/zJ7atsBqmkOTI7HI+7BPC7tQ19bWxosvvsjatWtpbGxk8ODB3HbbbQwdOrTHfsaOHTt4/fXXOXDgAPX19dx3331Mnz79uOPefvttli5dSkNDA/n5+dx+++092g4hhBD9g+Wr30dv+AS9ehl8tgN2b0Pv3ob+2+9Qk2ag7rwXZZHFC/qa6BgrBSOtFIyMxNVqUFHqofyQGfASEjuuZ32tj4ZaP5m5HT14SilOd4+sFBLoRK+JslsozI2lMDc2aLvWmg3lrVS1etlX5+bFbbXER1qZkuVkWnYMEzNjpPB5HxR2oe53v/sdJSUl3H333SQlJfHRRx/xyCOP8OSTT5KUlHTc8bt27WLo0KHYbMEvpbS0FKfTSUJCwnHPcbvdDBo0iHnz5vHLX/7yhO1YtWoVS5YsYdGiRQwbNow333yTRx99lKeeeor4eHOoxPe+9z0M4/jJzz/4wQ9O2FYhhBD9k4pxomZdDLMuRtdWodesMOffVZSgW5qwHBPodPkhyMyVm/k+JjrGQsGISApGmAEvKrrj+h3a7+HQfg9Fm9pISukYopmRbT/lnLqMbKk1Js4+pRS/uDifDeUtrCtrZXNFK43tfj7c38iH+xvJiXPw6yuGhLqZoovCKtR5PB7WrFnD97//fUaPNoe2XH/99WzYsIF3332XG2+8Meh4wzD405/+RGZmJt/5znewWMxvx8rLy1m8eDELFixg4cKFx/2cSZMmMWnSpFO25Y033mD+/PnMnTsXgEWLFrFx40aWLVvGVVddBZgLoQghhBDHUslpqMuuQ196LZTsB3/H0vm6oRbj4W9BSpo5PLNwDipdCp33NdExwfPpEpOtNDdaqa/1U1fjp66mje2b2khMthIRoXC7jx+HGRtnYeQ4qS8mQiMhysb8ggTmFyTg9Wt2VLtYf6RkwsTMjiHjPkPz/XcOMjotimnZTkanRmPvwZIfoueEVajz+/0YhoHdHvzNlcPhYNeuXccdb7FYeOCBB3jooYf41a9+xd13301VVRWLFy9m2rRpJwx0neHz+di/f38gvB39WePGjWPPnj3dOuepvP3227zzzjvk5OR0aUEVIYQQ4UspBXkFwRtLisHhgOpK9NIX0EtfgMHDzYA37XxUbN9cNGOgyxsSQd6QCNpcBhWlXspLPNTX+Kmv9RMdY2FQro3DFT60AShNZrajz9epE/2H3aqYkBHDhIwY7piSjtffMQptR5WLfXXt7KtrZ+mueqJsFiZmRgfm4iVEhVWUGNDC6kpERUUxfPhw/vWvf5GdnU1CQgIrV65kz549ZGRknPA5SUlJPPTQQ/z4xz/m6aefZs+ePYwbN45FixZ1ux1NTU0YhnHc0M2EhATKy8s7fZ5HHnmE4uJi3G43X/va17j33nsZPnz4ccddcsklXHLJJd1urxBCiL5BjZuC5Ykl6M1rzOGZOzbBgT3oA3vQL/0Jy90/RI2dEupmim6KirYwZHgEQ4Z3BDyrFfILIhgH+HwG773eREOdn4P73WTmOI7r9RMi1I4tezA0OZL7z88yV9Qsb6Gx3c+nJS18WmKuDPuN6RlcPCwhRC0VxwqrUAdw991389vf/pavfe1rWCwWBg8ezLnnnsuBAwdO+pyUlBTuvvtuHn74YdLT0/n6178eFnMVfvSjH4W6CUIIIcKMiohEFc6Gwtnopnr0upXoT5dB2UE4ppi53rEJUDBynCyy0gcdDXjHaqw38HmhvtbsxduxuZ2EJCtZuXYycyXgifATbbdyTl4c5+TFYWjNvrp21peZc/H21bUzNDkycOz6shY+LWlmapaTCZnRstjKWRZ2oS4jI4PFixfT3t5OW1sbiYmJPPnkk6SlpZ30OQ0NDfzhD39gypQp7Nu3j2effZbbb7+9222Ii4vDYrHQ0NBw3M850cIrQgghRHeouETU/Ctg/hXohjpUtDOwz3jlOTi4FxKSUNNno2bMgZxBYfGlpeie5FQbF14ZZ5ZJKPVQV+2noc78b8eWdsZNiWLQ0JOXSRAilCxKMSw5imHJUdw0PpW6Nh+JkR3BbeXBJpYdaOL9fY3YLDAmrWOYZlacI4QtHxjCLtQdFRkZSWRkJC0tLWzZsoUvfvGLJzyuqamJRx55hOzsbO69914qKip4+OGHsdlsfPnLX+7Wz7bZbAwZMoSioqJAqQPDMCgqKpJhkkIIIXqFSuhYNVn7fKhBQ9HVldBQh373VfS7r0J2/pEC57NQSZ0rSCvCS2SUhcHDIxg8PIL2NnOIZkWJh9pqP8mpHbdlNYfN0glZuXaindLjIcJP0ufm0104NAFnhJX1ZS1UNHvZUuliS6WLP22oIivWzhOXDpLeu14UdqFu8+bNAGRlZVFZWclzzz1HdnY2c+bMOe5YwzB47LHHSElJ4Z577sFqtZKTk8MPf/hDfvKTn5CUlMSCBQuOe157ezuVlZWBx1VVVRQXF+N0OklJSQFgwYIF/PrXv2bIkCEMHTqUt956C7fbfcJ2CCGEED1J2WyoL34DfcMiKNqAsXo5bF3bUeB8/26sdz0Y6maKMxQZZWHwsAgGD4vA3W4QEdkx/PLgPg/lJV52bm0nPvHoEE07MRLwRJgakxbNmLRo7pySTlmTJ7Ca5vYqF3aLJSjQvVxUQ2KUjSlZThJlsZUeobTWx6+zG0KrVq3iH//4B7W1tTidTgoLC7npppuIjo4+4fFbt25l5MiROBzB3boHDhwgLi6O5OTk456zfft2Fi9efNz22bNnc9dddwUev/3227z++us0NDQwaNAgvvKVrzBs2LAzfIWnV11djdfr7fWfI4QQou/Qrhb0hlXo1cuxzL8CNXmmub2qHOOVJVhmzIGxU1A2qX3WH5Qc8FBa7KGm2gfH3KnFJZgBb+ioiJAOxVVKkZmZSUVFBWF2KynCjMvrp6bVR16CObTY7TP44j8/w+M33zdDkyKZmh3D1GwnBUmRWGSIeYDdbic1tXOjMsIu1AkJdUIIITrPeP0f6KX/MB/ExKKmnmvOvysYJfPv+gF3u0FlmZfyEi+1VT60hvhEK7Muig0c095mEBl1dhdZkVAnuqvF42fprjrWl7Wyt649aF9CpJWrRiVx9ejjO2UGIgl1fZyEOiGEEJ2lyw6iV32AXvMRNNZ17EhJRxXORl10VdACLKLvOhrw7HZFVp45Qsnr1bz7WiPOWAuZuQ4yc+3ExvX+EE0JdaIn1Lf52FBuDtPcVOGi3WfwlcmpXDXKDHUN7T6WH2hkapaT7DjHgPuiSkJdHyehTgghRFdpww+7tqFXL0dv/BTcbRAZheWJJSiHOexJ+7wyPLOfqTnsZfWKVo69m4uNt5CV6yAzx05sfO8EPAl1oqd5/Zod1S5y4hwkR5ufUx/sa+Dp1eY6GBlOO1OynUzNimFsejQOa/8vASKhro+TUCeEEOJMaLcbvWUNNDdimX+FuU1rjMXfgsQU1Iw5qImFqIjI05xJ9AUet9mDV1HqpfqwD2107JswLYq8IT1fJkFCnTgb1pe1sHRXHUVVbfiMjvdZhFUxITOGr0xK69flEiTU9XES6oQQQvQ0XX4I46G7OzZERKImzUDNmAsjx6Ossqpif+DxGBwu81Fe4qHmsI95l8cRFW32aFSUemis95OV6yA23nJGQ9kk1Imzqc1rsKWylfVlLWwob6WuzYcC/nrNUBIizdUzd1S5UAqGJ0dhtfSPYZoS6vo4CXVCCCF6gz5cjl6zHL16OVR3lPYhPhF13e1YCmeHrG2i5/m8Gpu94+Z29YoWqit9AMTEWsjMsZOVaycuwdrlgCehToSK1poD9W721rVz0dCEwPYfvH+IosMuYiOsTM40V9OclBlDbETf/cJKQl0fJ6FOCCFEb9Jaw/7d5vy79R9DSzOW7yxGjZlk7q+vBb8PlZIe4paKnlR2yEPZIQ/VFT6MY4ZoxjgtZOXZGTE2stPhTkKdCCdaa55aVcG68hZaPR1vbouCkSlRnJMXyxUjk0LYwu6RUNfHSagTQghxtmifF7ZvhrGTA0MwjZf/jH73NRg2GlU4xyyTEBN7yvOIvsPr1Rwu91JR4qWq0ovhh+Q0G+fM7VgltbnJjzP25EM0JdSJcOQ3NLuq21h/ZEXNQ40eAKZmxfCjubmB4zZXtDIyNYpIW3gvtiKhro+TUCeEECKUjGeeQK/9iMCSilYbjJtqFjgfPxVl778LEww0Pq/mcIVZJiEt01xx0N1u8O7rTURFW8jKsZOZaychKXiIpoQ60RdUtXjZUN5CWoy5cubRbYv+vQ+7RTE2PZqp2TFMyXKSGRt+n2sS6vo4CXVCCCFCTdfVoNd9ZM6/Ky3u2JGejeWR3wy4elEDSVWll/UrW/H7O7ZFRSsyc8w6eInJViwWi4Q60Sdtr3Lx1KoKqlqD77Wz4xxMzYrhgoIE8hJ6fsXY7pBQ18dJqBNCCBFOdGkxes0K9JoVqEkzsNz0VXO7YaDfehk1aSYqOy/ErRQ9yefTVFWYQzQPV3jx+zr2TSyMJm9whIQ60WdprSlp8rChrIX15a3srHLhP/I2/v75WZybFxfaBh4hoa6Pk1AnhBAiHGnDAE87KjLafLx7G8Yvf2DuzB1s1r+bPguVkBzCVoqe5vdpqiqPzsHzMe+yWCIirWRmZrLmk2Ia631k5jhISrGi+slS8mJgafX42VzZyvqyVu6ckkaMIzxWzJRQ18dJqBNCCNEX6AOfYbz1EmzbQKArRymz7l3hHNSUmYEAKPoHw9BYLCowp+6l53ZTX2OO04yIVGTm2MnMsZOcapOAJ8QZklDXx0moE0II0Zfolib0+k/Qa5bD3p2B7Zb//jmqYGToGiZ6zdFQt3nDIcoOuTlc5sPr7bildEQosvPsjJ0soV6I7upKqLP1cluEEEII0c8pZxxqzqUw51J0dSV67UfovTtgyIjAMcYrS6DdhSqcA0NGyEIr/UR6lp20TBuGX1Nd5aOixEtlmRePW+NqNYKOra32HVlkRa69ED1NeurCkPTUCSGE6E+014tx363gajE3pGaYwzMLZ6MyskPbONEtpyppYBiamiofNpsiKcXsP2ht8fPhm83YHYqMbLNMQmqaDYtVAp4QJyPDL/s4CXVCCCH6E234YccWcwXNTZ+Cu71j5+DhqHkLzBp4os/oap26qgovm9a48Lg7jrXbFenZNrJyHaSk27BKwBMiiIS6Pk5CnRBCiP5Ku9vRm9eY9e92bALDQF12HZarv2Tu9/nA70NFRIa2oeKUulN8XBua2hpziGZFqRd3e8fzppwTTVZu+BV/FiKUZE6dEEIIIcKSiohEFc6Gwtnopnr0upWosVM6Dti+EeOPvzRr382YY66kaQ2P5cXFmVEWRUqanZQ0O2Mnaepq/VSUeKiq8JGWaQ8ct29XO431fnOIZoYdm0168IQ4HQl1QgghhAgJFZeImn9F0Da9fSO429Grl6FXL4O4BLP23Yw5kFcgC6z0E8qiSE61kZxqQ2sddF1Lij00NxqUHfJitUJalp2sXDtpmRLwhDgZGX4ZhmT4pRBCiIFKaw37d6NXL0ev/xhamjt2ZuSYZRJinKFroAC6N/yyM7TWNNT5KS/xUlHioc3VcW6LFbLzHEycLmUSxMAgwy+FEEII0ScppaBgJKpgJPqGO2D7JnOBlc1rwGYPCnR6x2bIG4JyxoWuwaJHKaVITLaRmGxj9IRIGuv8VJR6KS/x4mo10EZHyNNaU1HqJTXdjt0hPXhiYJNQJ4QQQoiwpGx2mDAdNWE6us0FdTWBfbrdhfHrn4LfgHFTzNUzx09D2WWxjf5CKUVCso2EZBsjx0fS1OAPqnHX1OBnwyoXFgukZtjIzHGQnm3D4bCEsNVChIaEOiGEEEKEPRUVDdl5HRvqayEtG0oPwOY1GJvXQFQ0avI55vy74WNRFrm57y+UUsQnBt+2ejwaZ5yFliaDw+U+Dpf7UBZITbeRmWMnI8cuAU8MGDKnLgzJnDohhBCic3TZQfSa5eg1K4J68tQNd2C5YGEIW9a/9dacuu5objw6RNNcYOWoGbNjSM0wV9X8/GIsQvQFMqdOCCGEEAOCys5HfeFW9FVfgr07zAVWNqxCTToncIwu2oAuKUYVzkIlde4GSfQdsfFWYuOtDB8TSUuTGfCqD/tITuu4zd25tZ2GOj9ZR3rwIqOkB0/0L9JTF4akp04IIYToPu3zoWwdN/T+p38C29aDUuawzMLZqCnnoKJlFc3uCqeeutPRWvPBG01BK2kmpVrJzHGQmWMnKloCnghPXempk1AXhiTUCSGEED3H+OR99KoPYU9Rx0abHcZPwzJzDmrijNA1ro/qS6EOwNXSsYpmQ50/aF9Gjp1p58aEqGXBZJioOJYMvxRCCCGEOMJy7gVw7gXo2mr02o/Moublh2DjKoymeqzHhDq5qe6fop1WCkZaKRgZiavVoKLUQ0Wpl/oaP5GRHddbG5oDn7nJyLYT7bSelbb5vJpd29qoLPOitdmhnJFtZ+S4KGx2eS+KzpGeujAkPXVCCCFE79FaQ2kxevVyyBuCpXC2ub25CePx76GmnIuaMQeVlXfqEw1gfa2n7mTaXObCKkeHYNZW+Vi1rAWA+EQrmTl2MnPtOGN7J+D5vJqV7zfT3GQcty82zsJ5F8RKsBvAZPhlHyehTgghhDj7jOX/Qf/ttx0b8oagCuegpp+PSkgOXcPCUH8JdZ9XW+1jT1E7NdU+OOZlxcVbyMx1kDvY0aNz8Io2ujjwmeek+wcPczB2cnSP/TzRt0io6+Mk1AkhhBBnn/a4Yes6jNXLoWgD+I/MvVIWGDkOy03/hcrMCWkbw0V/DXVHudsNKsu8VJR6qTns4+hLPO8CJ4nJ5uwlv09jsXJGw3XfX9oYtIDL50XFKC5YEN/t84u+TebUCSGEEEJ0kXJEwNTzsE49D93chN6w0qx/t3cn7N4GztjAsbquGuISUDZ7CFssektEpIX8ggjyCyLwuA0Ol5vhLiGpYxhm0aY2aqt9ZObYycq1E5dg7VLA01pzujysDZnnKTpHQp0QQgghxOeo2DjUnMtgzmXo6kr0/t2o2I4eE+OZJ6CiBDX1PFThHCgYKTfe/ZQjwkLu4AhyB0cEtmmtqarw0t6m2bvTzd6dbqJjLGTm2snKsROfdPqAp5TidG8Zpc6sJ1AMHDL8MgzJ8EshhBAifOl2F8YPvwGNdR0bU9LN+neFcwbEEM3+PvyyM3xezeEKLxUlXg5XeDGOqZSQkmZj5tzT10GUOXXiVGROXR8noU4IIYQIb9rvh91b0auXozeuBndbYJ+atwDLTV8NYet6n4S6YD6f2XN3NOANHhbBqPFRAPj9ml1b28nItpOUYkVZOnreZPVLcSoyp04IIYQQohcpqxVGT0KNnoS+xY3essYskbBjEwweHjhON9Sid25FTSpERUqPS39lsymych1k5Trw+zR+oyPo1hz2sX+Pm/173EREKjKyzTl4Sak2bHbFeRfEmnXqyr1ow1yXJyNL6tSJrpGeujAkPXVCCCFE36SbGyEi0lx0BTDe/hf6X8+Cw4GaOAM1Yw6Mmoiy9e3v1aWnrvMa681Qd7jch9fT8btyRJgBr2BkRKAOniyKIo4lPXVCCCGEECFw7GIqAMTEQloWVJWj136EXvsROONQ085HFc6GISPkJr6fi0+0ManQhmFoaqp8VJR4qSzz4nFrDu33MGRExwIs7naN3QFWq7wnRNdIT10Ykp46IYQQov/QWkPxZ+g1K8xQ19xo7nA4sDyxpE8Oy5SeujNjGJq6ah+11T5GjI0KbN+wqpWqCi/pWXYyc+2kZdix2iTgDVTSUyeEEEIIESaUUjB4OGrwcPR1t8POzWb9O5s9KNAZf34S8oeipp2HiksMYYtFb7NYFCnpdlLSO+ocaq1pbPDj80HZIS9lh7xYbZCWaZZJSMu0yxw7cVLSUxeGpKdOCCGEGFh02SGMh+82H1gsMHqiWSJh4gxUZNSpnxwC0lPXO7TW1Nf6qSjxUlHqoc3V8btNTLZy3gWxIWydONukpEEfJ6FOCCGEGFh0a7NZHmHNCjiwp2OHIwI1aQbqwqtQ+QWha+DnSKjrfVprGuvNgFde6iVviINhoyIB8Ho0m9a0kpljJz3LjiPCEuLWit4goa6Pk1AnhBBCDFz6cDl6zZGAV1UBgOWuH6AmFpr7vV6w2UK6wIqEurNLa43W5rBNgNJiD5vWuABQClLSbWTm2MnIthMRKQGvv5BQ18dJqBNCCCGE1hoO7EFv+AR19ZdQNnP+lfHq8+j1H5vDMwvnoNKzznrbJNSFVmuLn7KDXspLPDQ3HlO4XEFyqo2xk6KIS7CGroGiR0io6+Mk1AkhhBD9T0/VIPM//E0oO9ixYfBwM9xNOw8Vl3DG5+8MCXXho6X56Bw8L431fgAuuCKOqGizx66pwY/doQKPRd8hoa6Pk1AnhBBC9A+63YXx6vOwZS34fWC1wYTpWK7+YrdLGej2NvTm1ebwzO2bQR/pqbFYUFPPw7Lovp57ASchoS48uVr81Fb7yR3sCGxbvaKF6kofCUlWMnPtZObYiXFKL15fICUNhBBCCCFCTLe7MB77PlSUwLHBZ/lbGLu2Ynng590KdioyCjVjLsyYi26qR69biV69HIo/g4jIjp+vNezaCsPHoqxyEz8QRDutRB8T2LTWgczfUOenoc7Pzi3txCVYyToS8Jxx8t7oD6SnLgxJT50QQgjR9/n/8QdY9mZwoDvKYoE5l2G96as99vN0ZZnZW5eWaT7etwvj8e9DbDxq2vmoGXNg0LAeGQIqPXV9S3ubQWWZl4oSLzXVPjhyyZLTbJwz1xnaxomTkp46IYQQQohQ27L2xIEOwDDM/T0Y6lRGdvCGhlqIjYfmRvSHb6A/fAPSMkO6wIoIjcgoC4OGRjBoaATu9iMBr9RLZk5H8fP2NoNPl7eQkW324MUnWkO6wqroGgl1QgghhBA9TGttzqE7Fb+/xxZPORE15VwsEwph52b06hXozZ9CVQV66QvopS9geeAXqCEjeuVni/AVEWkhvyCC/IKIoO2VZV5amgz2NrnZu9NNdIwlMAcvIUkCXriTUCeEEEII0cOUUuaiKKdi7f0bZWWzwbipqHFTOxZYWb0cKstg0NDAccZH73QUOj9mXp4YOLLzHdjtiopSL4crvLhaDfbtcrNvl5vIaMXUc2JITJboEK7kygghhBBC9IYJ02H5W+ZQy8+zWMz9Z1HQAiteD8piLpCh/X70a8+bwzSPBrvCOTB6oiywMoDY7YrsfAfZ+Q58Pk1VhTlE83C5F3ebJsbZURKh+rC59kNyqi1QEF2EloQ6IYQQQoheYLn6ixi7tkJlaXCws1ggIwfL1V8MWduUvWPJe7we1OxL0WuWQ3Ules0Ks1zC0QVWzpmPyi8IWVvF2WezKbJyHWTlOvD7NY11fhwRHaFu97Z26mvN+neZ2XYycu2kptmwWCXghYqsfhmGZPVLIYQQon8IrlPnB6v1jOvU9RatNRzYg169HL1+JTQ3AqAuXIjl+juCjpXVLwcubWi2bmijotSL19Nx7W12yMiyk5XnID3LfooziM6S4uN9nIQ6IYQQov/pzUVRepr2+WDnFvTq5aiLr0blDTG379iM8drzWApnk7HgWqraPRLqBijD0NRV+ygv8VJZ5sXdbr4P0rNtTD+vo0yC36ex2vrG+z7cSKgLE7/4xS/YsWMHY8eO5bvf/W6nnyehTgghhBDhyPjzU+hPPzQfWKyoURNgxmzUxBmoyKjQNk6EjDY0dbV+Kko8pKTbycg2e+pam/0sf6eZtAxzFc30LDt2hwS8zpJQFya2b99OW1sbK1askFAnhBBCiD5PN9Wj131izr87sKdjhyMCNbEQ9aW7JNyJgAOfuSna2BZ4bLFASrqNzBwz+B07T08cT4qPh4kxY8awffv2UDdDCCGEEKJHqLhE1PwFqAuuIMXwcnjpy2bAq6pAH9wXVA5BV1dCSnqfGXIqet6goQ6SUqxUlJorabY0GVRV+Kiq8LF1fRsz5zhJTpM40hPC7rdoGAYvvfQSH3/8MQ0NDSQlJTF79myuueaaHvtQ2LFjB6+//joHDhygvr6e++67j+nTj19W+O2332bp0qU0NDSQn5/P7bffztChQ09wRiGEEEKIgcWenYd14c0YV9wIxZ9Ba3PgXk17PRiPfAeccajC2eZ/GTmhbbA465RSxCfaiE+0MXJcFM2N/iMBz0Nrs0F8UkfJjJIDHrxeTWaOnaho6cHrqrALda+99hrvvfced911Fzk5Oezfv5/f/OY3REdHc9lllx13/K5duxg6dCg2W/BLKS0txel0kpCQcNxz3G43gwYNYt68efzyl788YTtWrVrFkiVLWLRoEcOGDePNN9/k0Ucf5amnniI+Ph6A733vexgnqD3zgx/8gKSkpG68eiGEEEKIvkUpBYOHB28sLTbLOFRXot94Ef3Gi5A/FDVjNmraLFR8YkjaKkIrNt5KbLyV4WMicbcb2I5ZQGXf7naaGw22b2ojMdlKZo45Dy/aKbUSOyPsQt2ePXuYOnUqkydPBiAtLY2VK1eyd+/e4441DIM//elPZGZm8p3vfAeLxUz15eXlLF68mAULFrBw4cLjnjdp0iQmTZp0yna88cYbzJ8/n7lz5wKwaNEiNm7cyLJly7jqqqsAcyEUIYQQQggRTA0ejuWJJejNa8yad9s3wsG96IN70S/9BXXbN7GcMz/UzRQhFBHZ0RuntSZvsIOKUi91NX7qa83/dmxpJy7BSu5gB0OGR4SwteEv7Po2hw8fTlFREeXl5QAUFxeze/fuE4Ywi8XCAw88wIEDB/jVr36FYRhUVlayePFipk2bdsJA1xk+n4/9+/czbty4oJ81btw49uzZc4pnds/bb7/NPffcwxNPPNHj5xZCCCGECAUVEYmlcDbWb/0Yyy/+irrpqzBkBGgDVTAqcJzevxu9ZS3aJ4vEDVRKKYaMiOTc+bFceGUc4yZHkZJmAwVNDX4a63yBY7XWNDX4pZTG54RdT91VV11FW1sb99xzDxaLBcMwuPHGGzn//PNPeHxSUhIPPfQQP/7xj3n66afZs2cP48aNY9GiRd1uQ1NTE4ZhHDd0MyEhIRA2O+ORRx6huLgYt9vN1772Ne69916GDx9+3HGXXHIJl1xySbfbK4QQQggRzlRcAmreApi3AF1XjUrqWNHPeOcV2PgpxMSipp6LKpwDBSNRlrDrexBnQWSUhUHDIhg0LAJ3u0FlmZfY+I4hmE0Nfj56t4UYp4WMI0M0E5KsA35BnrALdZ9++ikrV67kW9/6Frm5uRQXF/PXv/6VxMRE5syZc8LnpKSkcPfdd/Pwww+Tnp7O17/+9bC4sD/60Y9C3QQhhBBCiLBybKADUGlZ6PhEaKxHr3gbveJtSE7rWGAlKy9ELRWhFhFpIb8geNhlc6OBxQqtLQb7drnZt8tNVLQiI8dBZo6dpJSBGfDC7iuQ559/noULF3LuueeSl5fHrFmzuPzyy3nttddO+pyGhgb+8Ic/MGXKFNxuN88+++wZtSEuLg6LxUJDQ8NxP+dEC68IIYQQQojusVxzK5af/RnLPYtRM+dCRBTUVqHfehnjz0+FunkizOQMcnDxwnimzIwmK9eO1QZtLs2BPW5WfdhCTZXv9Cfph8Kup87tdgcWPDnKYrGcdNxsU1MTjzzyCNnZ2dx7771UVFTw8MMPY7PZ+PKXv9ytNthsNoYMGUJRUVGg1IFhGBQVFckwSSGEEEKIHqasVhg9CTV6EvoWN3rrWvSaFajREwPHaFcrxh9/gZpyLmryOajomNA1WISUza7IynOQlefA79NUVZp18Opr/CSndsSbPdvbaWs1yMi1k5pmw2Ltvz14YRfqpkyZwiuvvEJKSgo5OTkUFxfzxhtvBFahPJZhGDz22GOkpKRwzz33YLVaycnJ4Yc//CE/+clPSEpKYsGCBcc9r729ncrKysDjqqoqiouLcTqdpKSkALBgwQJ+/etfM2TIEIYOHcpbb72F2+0+6RBQIYQQQghx5lREBGra+TAteD0FvelTKNqILtqI/tvvYPw0LIWzYdxUlN0eotaKULPaFJk5DjJzHGitO2olas2h/W7aXJpDBzzY7JCeZc7BS8uwY7X1r4CndJgtHdPW1saLL77I2rVraWxsJCkpiXPPPZdrr732uFp0AFu3bmXkyJE4HI6g7QcOHCAuLo7k5OTjnrN9+3YWL1583PbZs2dz1113BR6//fbbvP766zQ0NDBo0CC+8pWvMGzYsB54ladWXV2N1ysrQAkhhBAiPCmlyMzMpKKi4qytQqjrqtGfLjNLJFSUdOyIjjF77y6/HpWcdlbaIsKf1praKt+RYude3O0d71OrFXIHOxg3JTqELTw9u91Oamrq6Q8kDEOdkFAnhBBCiPAWilB3lNYaSg6g1yxHr/0IGupAKSw/+zMq0fwyX7e3oSKjzmq7RPjSWlNf4z8S8Dy0uTSDhnaEOm1oyg55Scuy4XCEz5IjXQl1YTf8UgghhBBCiJNRSkHeEFTeEPQ1t8LuIvShfYFAB2D89jForEcVzkFNn4VK7tyNseiflFIkpdpISrUxemIkjfV+bPaO4Ze1NX42rXGhFKSk25gyMxp7GIW7zpBQJ4QQQggh+iRlscKoCahREwLbdJsL9u4Ajwf9yrPoV56F4WPM8ghTzkXFxIawxSLUlFIkJAVHIMOviY230Nxo0NpsBAW+vkKGX4YhGX4phBBCiHAWyuGXnaFbW9AbV5nz73Zv69hhtaEuvRbLwptD1zgRtlqa/bS7DFLSw2PhHRl+KYQQQgghBiwV40SdfxGcf5G5wMraj8yAV1oMSSmB43RzE5Tsh5HjzF4/MaA5Y604Y/vm+0BCnRBCCCGE6LdUUirqkmvgkmvQZQchqaPnQ69dgX7hjxCfhJp2PmrGHHO+nup7w+/EwCahTgghhBBCDAgqOz94g88H0U5orEO//2/0+/+GjBxz/l3hbFRqRmgaKkQXyZy6MCRz6oQQQggRzsJ9Tl1XaK8Xtm9Ar16B3roOvB5zh82G5X+fR0WFdy0z0X/JnDohhBBCCCE6QdntMHEGauIMdJsLvfFT9JrlEBUdFOiMl/8MeQWoiYWoiMjQNViIE5BQJ4QQQgghBKCiolHnzodz56MNf2C7rqpAv/ua+f8RkWawmzEHRk1EWfvmwhqif5FQJ4QQQgghxOcErYYZEYlacIO5gmZ1JXrNCvP/Y+PNBVZmX4LKygtdY8WAJ6FOCCGEEEKIU1DxiaiFt6CvvBn27zZD3fqV0NyI/vANGDoqEOq04ZfyCOKsk1AnhBBCCCFEJyiloGAkqmAk+vo7YOcW9PqVqPHTA8fo//wLY9Nqc/XMaeejEpJC2GIxUMjql2FIVr8UQgghRDjrT6tf9jT/4m+ZRc4BlMUsbF44BzV5pqykKbqkK6tfSqgLQxLqhBBCCBHOJNSdnG5uRK9fac6527erY4fdgZp+Ppbbvh26xok+RUoaCCGEEEIIEQIqNh4193KYezn62EVVKkvBf8yKmlrDgT0waBjKYglhi0V/IKFOCCGEEEKIXqBSM8xVMy+/Hg7tB7u9Y2dpMcZj34OkFNS0WagZs1E5g0PXWNGnSagTQgghhBCiFymlIL8gaJuuLIOoaKirQb/zCvqdVyA731xgZfpsVHLnht0JATKnLizJnDohhBBChDOZU9cztNcDW9dhrFkB29aDzxfYZ7n/cdTQ0SFsnQg1mVMnhBBCCCFEmFN2B0w5F+uUc9GtLeiNq8z5dxUlMGh44Djj02Vgs6HGT0dFRISwxSJcSagTQgghhBAixFSME3X+RXD+Rej2NpTNvE3XhoF+7TlzmGZEFGryDNT02TBqAsoqRc6FSUKdEEIIIYQQYURFRnU88HpRM+aaPXi1VehPl6E/XQZxCWZx85nzUJ+brycGHgl1QgghhBBChCkVEYG6+kvoq74I+3aaJRLWr4SmBvQHS8Hvl1AnJNQJIYQQQggR7pRSMHQ0auho9A2LYMcm9JoVqBlzAsfoz3ZgvPiMWR5h2ixUfGLoGizOKgl1QgghhBBC9CHKZoPx01DjpwVt12uWw8G96IN70S/9BUaNN0skTJqJiooOTWPFWSElDcKQlDQQQgghRDiTkgbhSTc1oNevNOff7d/dscPuQE2YjvrSN1DRztA1UHSJlDQQQgghhBBigFFxCah5C2DeAnR1pTn/bs0KqCxFH9iDiuzordNVFZCSjrJYQthi0VMk1AkhhBBCCNHPqNQM1IIb0JdfD4f2Q2NdIMBpnw/jsfvAEWHOvSucDTmDzHl7ok+SUCeEEEIIIUQ/pZSC/ALgmBUyK0vA7zdr373zCvqdVyArz5x/VzgblZwWsvaK7pE5dWFI5tQJIYQQIpzJnLq+T3s9sHU9xprlsG09+HyBferm/8Iy9/LQNU4AMqdOCCGEEEIIcQrK7oAp52Cdcg7a1YLesMqcf7enCDVsdOA4feAzdFU5amIhKiIyhC0WpyKhTgghhBBCiAFMRTtR518E51+EbqwPqm+nP3jdXHAlIhI1aYY5/27URJTVGsIWi8+TUCeEEEIIIYQAOL5geXY+pKRDzWH06uXo1cshNh419Twz4A0ZIQushAGZUxeGZE6dEEIIIcKZzKkbWLTWsH83es1y9LqV0NJk7sjKw/Lw/0mo6yUyp04IIYQQQgjRI5RSUDASVTASff2dsHMLeu0KyC8IBDrtbsd46mHUpEKzTEJicohbPbBIqBNCCCGEEEJ0irLZYNwU1LgpQdv15jWwdwd67w70P/8Kw8ea5RGmnIOKdoamsQOIDL8MQzL8UgghhBDhTIZfis/TLU3o9SvRaz6CvTs6dthsMG4qlqu/hMrMDV0D+6CuDL+UUBeGJNQJIYQQIpxJqBOnomsOo9d9bJZIKDsIgOV//oBKzTD3NzdCjBNlkRU0T0Xm1AkhwsZ7773HT37yEwzD4K677uLmm28+7pjCwkJiY2NRShEfH88///lPAA4dOsS9995LTU0NVquVpUuXEh0dfbZfQr92uutTVlbGt7/9bWpqarDZbHz729/miiuuoLGxkRtvvBGfz4ff7+eOO+7glltuCdGrEEIIEU5USjrq0mvh0mvRpcXoPUWBQAdgPPt/UPwZatr55gqa+UNlsZUzJD11YUh66kR/4fP5mDNnDi+//DJxcXFccskl/Pvf/yYpKSnouMLCQj788ENiYmKCtl9zzTV8//vfp7CwkPr6emJjY7HZ5LuontKZ63P48GGqq6sZO3YsVVVVXHrppXz88cdERETg8XiIiorC5XIxb9483nrrreOurRCif5KeOtFd2uvFeOBOaKzv2JiejZo+CzVjNiotK3SNCzNd6amz9HJbhBAD2KZNmxgxYgSZmZnExMQwd+5cPvroo049d/fu3dhsNgoLCwFITEyUQNfDOnN90tPTGTt2LABpaWkkJiZSX1+P1WolKioKALfbLTd1QgghOkXZ7VgefwbL3T9ETTsfHA44XIZe+g+MH3wNY8mvQt3EPklCneiUhQsX8v3vf7/Xzv/Xv/6VwsJChgwZwoIFC9i0adNJjy0sLCQ7O/u4/x588MHAMatXr+bWW29l8uTJZGdn8/bbb/dKu/1+Pz//+c+ZMWMGBQUFnHPOOTz55JPH3eCe7vV15jxPPPHEca951qxZZ9S2lpYWfvzjHzN9+nQKCgq48sor2bx58wnPd8899/Czn/0s8Piaa64hOzub1157Lei4P//5z0yePBkwe3kyMjqGW2RmZlJZWXncuZVSXHPNNVx22WW88sorABw4cICYmBhuvfVWLr74Yp5++umTvtbu6sz75Nlnn+WCCy5gxIgRjBgxgiuuuIIPP/ww6JiuXpujKioq+OY3v8mYMWMoKChg/vz5bNmypVvnPfb6HL022dnZ5OXlMWnSJO688042bNgQ9JzOXp+jtm7dimEYZGdnA9DY2MgFF1zA1KlT+frXvy69dEIIITpF2eyoCdOxfPV7WJ5Ygrr9Hhg7GSwWyBkUOE63tmB88gG6zRW6xvYR8rW3OC3DMNixYwfXXHNNr5z/3//+N4sXL+bxxx9n0qRJPPPMM9xyyy189NFHpKSkHHf8W2+9hd/vDzzetWsXN910EwsWLAhsc7lcjB49mhtvvJE777yzy2269tprue6667jhhhtOedyvf/1rlixZwlNPPcWIESPYsmUL9957L3Fxcdxxxx2dfn2dOQ/AiBEjeOGFFwKPT9Vz1Zlz3nfffezevZunn36a9PR0XnnlFW688UaWLVtGZmZm4Fx+v5/333+fJUuWAGYR0qKiItLT03nzzTe56qqrAsdu3bo10LPTWa+++iqZmZkcPnyYG2+8kZEjR+Lz+VizZg3vvvsuKSkp3HLLLUycOLFTYamz168z75PMzEweeOABBg8ejNaal19+mdtvv5133nmHESNGBI7ryrUBaGho4KqrruKcc87h+eefJzk5mQMHDhAfHx90XGfOe+z1OXptHnzwQa677jrcbjeHDh3ir3/9K1/4whd47rnnOvU7/Lz6+nq+/e1v8/Of/zywLT4+nvfff5/q6mruvPNOLr/88k4PExFCCCEAVGQ0auZcmDkX3VQP9ojAPr3hE/Rzv0b/7beo8dPM+Xdjp6Ds9hC2ODxJqBOntW/fPlwuF+PGjeuV8//xj3/k5ptvDtyAP/7443zwwQe88MIL3H333ccdn5wcXMzyV7/6FYMGDWLmzJmBbfPmzWPevHm90t5jrV+/nosvvpgLLrgAgNzcXP79738H9XZ15vV15jwAVquVtLS0HmlbW1sbb731Fn/+85+ZMWMGAN/97nd57733WLJkCffff3/Quex2OxMnTgRg//79tLS08MADD/DTn/6Utra2wFC8oqIiLrnkEsAcundsz09FRQWTJk06rq1HA2R6ejrz5s1j27ZtFBQUMGHChECv0Pz589m+fXu3AsnJdOZ9ctFFFwU9/u///m+ee+45Nm7cGBTqunJtAH7zm9+QlZXFk08+GdiWl5d33HGdOe+x1+fotSksLAw8Lzc3l3POOYdrrrmGn/3sZ4HfYWevj9vt5o477uCuu+5i2rRpx+1PTU1l9OjRrFmzJujLFSGEEKIrVFxi8AZHBGRkQ2WZGfA2fALRMagp55oBb9gYlEUGHoIMvxSdsG3bNmw2G6NGjTrlcU8//TTDhg075X9lZWVBz/F4PGzdupXzzz8/sM1isXDeeecdN1TsRDweD6+88go33HBDSFZNmjp1KitXrmTfvn0AbN++nbVr1zJ37txA+zrz+k53nqMOHDjA5MmTmTlzJnffffdxv8+utM3v9+P3+4mIiAh6XmRkJOvWrQva9u6773LBBRcEfsfbtm0jMjKSm2++mdjY2MBwxPb2dj777LPAFwCTJk1i165dVFRU0NrayrJly5g9e3bQuV0uFy0tLQC0trbyySefMGLECCZOnEhNTQ0NDQ0YhsHq1asZOnToSV/v2eD3+/n3v/+Ny+ViypTgoqtduTZg/k7Hjx/PV7/6VcaPH89FF13E3/72t+OO68x5j70+27Ztw2q1MmbMmKBjlFKcf/75bN++PbCtM9dHa80999zDueeey7XXXhvYXl1dHbhuTU1NrFmzhoKCglO+ZiGEEKIrLDPmYPnJb7D88EnURVdBQhK4WtEfv4vxvz+ClsZQNzFsSE+dOK1t27YxbNgwIiMjT3ncl770Ja644opTHpOenh70uK6uDr/ff9wwy9TU1EAYOZW3336bpqYmrr/++tMe2xvuvvtuWlpamD17NlarFb/fz/33388XvvAFoPOv73TnAfMG/Mknn6SgoICqqir+93//l6uvvpoPP/wQp9PZ5bY5nU6mTJnC//t//49hw4aRmprKa6+9xoYNGxg0aFDQud555x0efvjhwONt27YxatQoHA4Hl1xyCW+++SaXX345O3bswOfzBYZf2mw2HnroIa677jq01kHzri688ELee+89qqurA8NBDcPg5ptvDvQI/vd//zfXXHMNWmtmzZrFhRde2I2rdOZ27tzJlVdeidvtJiYmhmeeeYbhw4cH9nf12oBZruG5555j0aJFfOtb32Lz5s38+Mc/xm63B97PnT3vsdfnaC/n0Z7TYzkcjqDhm525PuvWreP1119n1KhRgTmHTz/9NO3t7Xz/+98PzNH8yle+ctovfoQQQoiuUkpBfgEqvwB9za2wZ7tZ/87dHtSzZyz5FSSlmqtopmWe4oz9k4Q6cVrbtm3r1NDLxMREEhMTT3tcT3rhhReYO3du0GIP3fH000/zf//3f4HH7e3tbNy4kR/+8IeBbcuXLw8MBTxq6dKlvPLKK/z6179m+PDhbN++nYceeoj09PQuBc3OnOfYYYKjR49m0qRJFBYWsnTpUm666aZunfPpp5/mu9/9LlOmTMFqtTJu3Diuuuoqtm7dGjjPZ599xuHDhznvvPMC27Zt2xYIbpdeeimLFi3C7Xazbds2kpOTg35PF1100XFDGMGsjwaQn5/P+++/f8LfS2eH0Xb3+nVWQUEB7777Ls3Nzbz55pt85zvf4V//+lcg2HX12oAZYMePH88DDzwAwNixY9m9ezfPPfdcl67556/Pqf697tu377jeztNdn+nTp1NaWnrC8x09RgghhDgblMUKI8ejRo4P2q7ratAr3wOt0f/+GwwZgZo+GzXtPFRcQmgae5ZJqBOntWPHDi6//PLTHvf5G+sT+fyNdVJSElarlZqamqDjqqurT7vgQmlpKR9//DHPPPPMadt2Op/vZfzmN7/JZZddxqWXXhrY9vleRoBHHnmEu+++m4ULFwIwatQoSktL+dWvfsX111/f6dd3uvOcSHx8PEOGDKG4uPiE+ztzzkGDBvGvf/0Ll8tFc3Mz6enpfO1rXwua2/Xuu+8ya9asoJ7aoqKiwOIo55xzDjabjRUrVnT6C4Ce1t3r11kOh4PBgwcDMH78eDZv3swzzzwTtGjIsU53bcAsD3Bsbx/A0KFDeeutt076nBOd9/PXp6io6IQ9mi6Xi3fffZevfvWrJz2/EEII0SfFOFG3fgu9dgXs3Ar7d6P370a/9AyMnojloqtRoyaEupW9SkKdOKXi4mIaGxs7tZphd4ZfOhwOxo8fz8qVKwOLaxiGwcqVK/nKV75yynO9+OKLpKSkMH/+/NO27XQ+38sYGRlJcnJy4Eb+ZNra2o6by2e1WjEMA+j86zvdeU6ktbWVgwcPnnRV0q6cMzo6mujoaBoaGlixYgU/+MEPAvveeecdbrnllsDjgwcP0tjYGAhvNpuNiy66iDfffJNdu3YdNw/wbOju9esuwzDweDwn3X+6awMwbdq044YY79+//5S9iSc677HX5/PX5qijQ28jIyO57bbbTvXShBBCiD5HRUSizp0P585HN9Sh1680h2gWfwZFG9HTzufoHZF2u8FqQdn61wqaEurEKW3btg0ww8CuXbsC2+12+3GLInR3+OWiRYu45557GD9+PJMmTeKPf/wjbW1tQcvR/+Uvf+E///kPL730EmDeVL/44otcd911J1zivbW1lQMHDgQeHzp0iKKiIhITE7s9BO9ELrzwQp5++mmys7MZMWIERUVF/OEPf+DGG2/s0uvrzHl+8pOfcOGFF5KTk0NlZSVPPPEEFosl0GP2+d9RZ865fPlytNYUFBRQXFzMI488QkFBQaBtNTU1bN26lb/+9a+B52zduhWHwxG08uNll13Gt7/9bdra2vjWt77VY7/f3taZ98ljjz3G3Llzyc7OpqWlhddee41PP/2Uv//974Hnne7awPHXZ9GiRSxcuJCnn36aK664gs2bN/O3v/0tqPfvdOf9/PU5Omw2LS2Nqqoqmpub2bZtG8888wwVFRU8++yzxMXF9cavUgghhAgLKiEJdcGVcMGV6MPl6DUrUJM6VkjXK95Cv/kyauqRFTSHju4XK2hKqBOnVFRUBHBcD9z06dN59dVXe+RnLFy4kLq6On75y19SXV3NmDFjeP7554OGJ9bV1XHw4MHA448//piysrKT1iHbsmUL1113XeDx4sWLAbjuuut46qmneqTdAD/96U/5+c9/zoMPPkhtbS3p6el88Ytf5J577unS6+vMeSoqKrjrrruor68nKSmJ6dOns3Tp0kCJh8//jjpzzqamJh5//HEqKipISEjgsssu4/7778d+pP7Le++9x8SJE4OKShcVFTFixAgcDkdg26xZs/D7/Xg8npAMv+yuzrxPampq+Pa3v01VVRWxsbGMGjWKv//970GlFU53beD46zNx4kSeeeYZHn/8cZ566ilyc3NZvHhx0OI4pzvv56/P0X+v559/Plarlbi4OAoKCrjooov40pe+dNbnvAohhBChpNKzUFcGz23XOzaDqwX90Tvoj96BpBTUtFlmwMsZFJLV1HuC0keXLhNho7q6Gq/XG+pmCMFtt93G9OnT+cY3vhHqpogTkOsjhAgVpRSZmZlUVFQgt5KiL9GGH3ZtQ69dgd74KbS5OnbmD8Xy4C9BqbAId3a7/bRrTBwlPXVCiJOaPn16YKEVEX7k+gghhBBdoyxWGD0RNXoi+pavw7b1GGs+gq3rwNWK8eBXwe8Dqw0mTMdy9RdRkdGhbvZpSU9dGJKeOiGEEEKEM+mpE/2JbndhPHofVH6uhI/FAhk5WB74eUiCXVd66vr+rEAhhBBCCCGE6Cbj1efhcNkJdhhQWWruD3MS6oQQQgghhBAD15a1cLIeZ8Mw94c5CXVCCCGEEEKIAUlrbc6hOxW/P+yHGUuoE0IIIYQQQgxISilzUZRTsVrDYjXMU5FQJ4QQQgghhBi4Jkw3F0U5EYvF3B/mJNQJIYQQQgghBizL1V+EjJzjg93R1S+v/mJoGtYFUqdOCCGEEEIIMWCpyGgsD/zcXOVyy1rw+8FqlTp14sxInTohhBBChDOpUyf6M611WMyhkzp1QgghhBBCCNEN4RDoukpCnRBCCCGEEEL0YTKnrhf94he/YMeOHYwdO5bvfve7oW6OEEIIIYQQoh+SnrpedNlll3HXXXeFuhlCCCGEEEKIfkxCXS8aM2YMUVFRoW6GEEIIIYQQoh8Lu+GXd911F9XV1cdtv+iii7jzzjt75Gfs2LGD119/nQMHDlBfX899993H9OnHFxV8++23Wbp0KQ0NDeTn53P77bczdOjQHmmDEEIIIYQQQvSEsAt1jz32GIZhBB4fOnSIn/70p8ycOfOEx+/atYuhQ4diswW/lNLSUpxOJwkJCcc9x+12M2jQIObNm8cvf/nLE5531apVLFmyhEWLFjFs2DDefPNNHn30UZ566ini4+MB+N73vhfU1qN+8IMfkJSU1NmXLIQQQgghhBDdFnahLi4uLujxa6+9Rnp6OqNHjz7uWMMw+NOf/kRmZibf+c53sBypAl9eXs7ixYtZsGABCxcuPO55kyZNYtKkSadsxxtvvMH8+fOZO3cuAIsWLWLjxo0sW7aMq666CjAXQhFCCCGEEEKIUArrOXU+n4+PP/6YuXPnnrBehMVi4YEHHuDAgQP86le/wjAMKisrWbx4MdOmTTthoOvsz92/fz/jxo0L+lnjxo1jz5493X49J/P2229zzz338MQTT/T4uYUQQgghhBD9W9j11B1r7dq1tLa2MmfOnJMek5SUxEMPPcSPf/xjnn76afbs2cO4ceNYtGhRt39uU1MThmEcN3QzISGB8vLyTp/nkUceobi4GLfbzde+9jXuvfdehg8fftxxl1xyCZdcckm32yuEEEIIIYQYuMI61C1btoyJEyeedn5aSkoKd999Nw8//DDp6el8/etfWTyJVQAAE3hJREFUD4tK8D/60Y9C3QQhhBBCCCFEPxe2wy+rq6vZunUr8+fPP+2xDQ0N/OEPf2DKlCm43W6effbZM/rZcXFxWCwWGhoajvs5J1p4RQghhBBCCCFCJWxD3bJly4iPj2fy5MmnPK6pqYlHHnmE7Oxs7rvvPn784x8HVq7sLpvNxpAhQygqKgpsMwyDoqKiEw6fFEIIIYQQQohQCctQZxgGy5cvZ/bs2Vit1lMe99hjj5GSksI999yD1WolJyeHH/7whyxfvpw33njjhM9rb2+nuLiY4uJiAKqqqiguLqampiZwzIIFC/jggw9Yvnw5paWlPPPMM7jd7lPO7xNCCCGEEEKIsy0s59Rt27aNmpqaQDmBk7FYLNx0002MHDkyqE7doEGD+NGPfnRceYSj9u3bx+LFiwOPj/bqzZ49m7vuuguAc845h6amJl566SUaGhoYNGgQDz744FkZfvn5mntCCCGEEOFI7lmE6D1d+feltNa6F9sihBBCCCGEEKIXheXwS9E5UtdOdIa8T0JPrkHXDMTfV398zX3xNYV7m8OpfW1tbdx///20tbWFuilCCCTU9WmlpaWhboLoA+R9EnpyDbpmIP6++uNr7ouvKdzbHE7t01pz4MABZMCXEOFBQl0fdvHFF4e6CaIPkPdJ6Mk16JqB+Pvqj6+5L76mcG9zuLdPCBE6MqdOCCGEEEJ0icvl4rbbbuOvf/0r0dHRoW6OEAOe9NQJIYQQQogusdvtXHvttdjt9lA3RQiB9NQJIYQQQgghRJ8mPXVCCCGEEEII0YdJqBNCCCGEEEKIPqzzZcpFv/f666+zfPlylFIsXLiQWbNmhbpJIszIeyT05BqIzpD3iRBCDCwS6gQAhw4d4pNPPuHxxx8HYPHixUyZMoWYmJgQt0yEC3mPhJ5cA9EZ8j4RQoiBR4ZfCsAsaDps2DAcDgcOh4P8/Hw2b94c6maJMCLvkdCTayA6Q94nQggx8EhPXS979dVXWbt2LWVlZTgcDoYPH84Xv/hFsrKyeuxn7Nixg9dff50DBw5QX1/Pfffdx/Tp04877u2332bp0qU0NDSQn5/P7bffztChQwHIy8vjn//8J62trWit2b59O5mZmT3WRnFy7777Lu+++y7V1dUA5OTkcO211zJp0qQe+xnyHum81157jb///e9cdtll3HbbbT12XrkG/UNdXR3PP/88mzdvxu12k5GRwTe+8Q0KCgp65PzyPhF91S9+8Qt27NjB2LFj+e53vxvYvmHDBpYsWYLWmoULFzJ//vwQtlKI/kt66nrZjh07uPjii3n00Uf54Q9/iN/v56c//Snt7e0nPH7Xrl34fL7jtpeWltLQ0HDC57jdbgYNGsQdd9xx0nasWrWKJUuWcO211/Kzn/2M/Px8Hn30URobGwEzSFx66aX85Cc/4YknnmDYsGFYLPL2OBuSkpK4+eabefzxx3nssccYO3YsP//5zykpKTnh8fIe6T179+7lvffeIz8//5THyTUYmFpaWvjRj36EzWbjwQcf5Mknn+TLX/7ySYc1yvtEDCT/v717D4qy+v8A/t5lBRa5risioCBy0RCQ3JzwgqhlpDhY2kZCThfJBGvSSRhFBXQIL8mkwFiN5GUchphKZUQxNZM0zbgoImOKQF7AZAcVBRehZ39/8GPH/e6CQICuvF8z/fGcc55zzvKcyfk85/LMnDkT0dHROmn//vsvdu/ejfj4eGzcuBE5OTm4f//+U+oh0fON/5fvZXFxcQgKCsKwYcPg6uqK6OhoqFQqVFRU6JUVBAEZGRnYunUrBEHQpldXVyMxMREnTpww2Ia/vz/CwsIMvs1tc+DAAUyfPh1Tp06Fs7MzIiMjYWpqiuPHj2vLvPrqq9iwYQPi4+MhkUj4ZrePKBQKvPjiixg6dCgcHR3xzjvvwNzcHFeuXNEryzHSe9RqNVJTU7Fo0aIO9x7xGfRf+/fvx6BBgxAVFQV3d3fY29vDz88PDg4OemU5Tqi/8fb2hlQq1UkrLy+Hs7MzZDIZzM3N4e/vj/Pnzz+lHhI93xjU9bHGxkYAgKWlpV6eWCzGihUrUFlZibS0NAiCgFu3biExMREvvfQSQkNDu9VmS0sLKioq4OPjo9OWj48PLl++rE1re8tbXV2N8vJy+Pn5das96j5BEHDq1Ck0NTXB09NTL59jpPds374d/v7+8PX17bAcn0H/VVBQADc3N6SkpGDhwoWIiYnB0aNHDZblOCFjUlZWhvXr12PRokVQKpU4e/asXpm8vDxER0cjPDwcK1euRHl5+RPrvXPnDmQymfZaJpOhrq6uR/tORK24p64PCYKAnTt3wsvLC8OHDzdYRiaTIT4+HmvWrMHWrVtx+fJl+Pj4IDIystvt1tfXQxAE2Nra6qTb2tqiurpae71x40Y0NjbC3NwcUVFRMDEx6Xab1DXXrl1DXFwcmpubYW5ujs8//xzOzs4Gy3KM9LxTp06hsrISycnJnSrPZ9A/3b59G0eOHMGsWbPwxhtv4OrVq9ixYwckEgmCgoL0ynOckLFoW/Y7bdo0fPnll3r5bUt+IyMj4eHhgdzcXCQlJeGrr76CjY3NU+gxEf0vBnV9KCMjA9evX8fatWs7LCeXy7FkyRIkJCRgyJAhWLx4MUQiUa/3LykpqdfbIMMcHR2xadMmNDY24syZM0hPT0diYmK7gR3HSM9RqVTYuXMnVq1aBVNT007fx2fQ/wiCgJEjR2L+/PkAgBEjRuDatWs4cuSIwaAO4Dgh4+Dv79/h4VyPL/kFgMjISBQVFeH48eOYM2dOu/fZ2dnpzMzV1dVpD/Qhop7F5Zd9JCMjA0VFRYiPj8egQYM6LHv37l18++23GDduHJqamrBr167/1La1tTXEYrHexvy7d+/qve2lp0MikcDBwQFubm6YP38+XF1dcfDgwXbLc4z0nIqKCty7dw+xsbEICwtDWFgYysrKcOjQIYSFhensh3ocn0H/Y2dnp/eixdnZGSqVqt17OE7I2HV2ya8h7u7uuH79Ourq6qBWq1FcXMylwES9hDN1vUyj0eC7777D2bNnkZCQAHt7+w7L19fXY926dXBycsKyZctQU1ODhIQESCQSLFiwoFt9kEgkcHNzQ2lpqXbzvSAIKC0tRXBwcLfqpN4lCAKam5sN5nGM9CwfHx+95Ubbtm2Do6MjQkNDDZ4ayGfQP3l5eekscQRa96wNHjzYYHmOE3oedHbJ77p161BVVYWmpiZ8/PHHWLZsGTw9PbFgwQIkJiZCEASEhobCysqqj38BUf/AoK6XZWRk4OTJk4iJiYFUKtW+XbWwsNBb6iUIApKTkyGXy7F06VKYmJjA2dkZq1atwtq1ayGTyRASEqLXhlqtxq1bt7TXt2/fRlVVFSwtLSGXywEAISEhSE9Ph5ubG9zd3XHw4EE0NTW1u2SI+k5mZibGjh0LuVwOtVqNkydPoqysDHFxcXplOUZ6nlQq1dvjamZmBisrK4N7X/kM+q9Zs2Zh9erV+OmnnzBhwgSUl5fj2LFj+Oijj/TKcpxQf7N69WqD6QqFAgqFoo97Q9T/iDQajeZpd+J5plQqDaZHRUUZ/Ae4pKQEo0aN0gv4KisrYW1tbXDp5sWLF5GYmKiXPmXKFJ1vxuTl5SEnJwd3796Fq6sr3n//fXh4eHTxF1FP27ZtG0pLS3Hnzh1YWFjAxcUFoaGh7Z7CyDHS+xISEuDq6trux8f5DPqvwsJCZGZm4tatW7C3t8esWbPwyiuvGCzLcULGSKlU6nz0vqWlBREREVi2bJnOpzbS0tLQ2NiImJiYp9VVInoMgzoiIiIiAqAf1AHAypUr4e7ujg8++ABA60x0VFQUgoODOzwohYj6DpdfEhEREfVjT1r2yyW/RM8+ztQRERER9WOdWfbLJb9EzzYGdUREREREREaM36kjIiIiIiIyYgzqiIiIiIiIjBiDOiIiIiIiIiPGoI6IiIiIiMiIMagjIiIiIiIyYgzqiIiIiIiIjBiDOiIiIiIiIiPGoI6IiIiIiMiIMagjIiLqIqVSiYyMjKfdjS5RqVQIDw/HpUuX/lM9cXFx2LNnTw/1ioiIeoLkaXeAiIioLyiVyk6Vi4+Ph7e3dy/3pu/98MMPcHd3x6hRo7Rp6enpOHHihPbazMwMNjY2GDFiBCZOnIjx48dDLNZ9/xsaGorU1FSEhITA1ta2r7pPREQdYFBHRET9wpIlS3Su8/PzUVJSopfu5OTUl93qE/X19Thx4gSio6P18gYMGIBFixYBAB49egSVSoXCwkKkpKTA29sby5cvh4WFhba8QqGAVCrF4cOH8fbbb/fZbyAiovYxqCMion4hMDBQ5/rKlSsoKSnRS38e5efnw8TEBAqFQi9PLBbr/Q3CwsKwb98+ZGZm4ptvvsHSpUt1yr/88svIz8+HUqmESCTq9f4TEVHHGNQRERH9P7VajezsbJw+fRr37t3D4MGDMX36dMyePfuJwcuPP/6I7OxsvPfee3j99dcBAMXFxdi7dy8qKyshEokwevRoREREYNiwYdr70tPTcebMGWzZsgXbt2/HhQsXYGpqiilTpiAiIkJn+eOpU6eQk5ODmpoaiEQiyOVyTJ8+HTNnzuywb3/++Sc8PDxgbm7e6b/FnDlzcPHiRZw5cwbV1dVwdHTU5vn6+iIvLw9VVVUYMWJEp+skIqLewYNSiIiIAGg0GmzcuBG5ubnw8/PDggUL4OjoiD179mDXrl0d3puVlYXs7GxERkZqA7r8/HysX78e5ubmCA8Px9y5c3Hjxg2sWbMGt2/f1rlfEAQkJSXBysoK7777Ll544QUcOHAAR48e1ZYpKSnBli1bYGlpifDwcMyfPx/e3t5PPPikpaUFV69e7VbwNXnyZGg0GpSUlOiku7m5AQD++uuvLtdJREQ9jzN1REREAAoKClBaWoqwsDC8+eabAIDg4GCkpKTg0KFDCA4OhoODg959u3fvRm5uLhYvXoygoCAArTN+O3bswLRp07T71QBgypQp+Oyzz7B3716d9ObmZgQEBGDevHkAgBkzZiA2Nha//PILZsyYAQAoKiqCVCpFXFyc3uElHVGpVHj06BHs7e27/DcZPnw4AOCff/7RSZfJZJBIJLhx40aX6yQiop7HmToiIiK0LpUUi8XambY2ISEh0Gg0OHfunE66RqNBRkYGDh06hE8++UQb0AGts2oNDQ2YOHEi6uvrtf+JxWJ4eHjg4sWLeu23BW9tRo0apRNMWVhYoKmpSW/W7EkePHgAABg4cGCX7gOgXa758OFDvbyBAweivr6+y3USEVHP40wdERERgNraWtjZ2UEqleqkOzs7a/Mfl5+fD7VajYULF2LSpEk6eTU1NQCAtWvXGmzrf9sYMGAArK2tddIGDhyIhoYG7fVrr72G06dP44svvoBMJoOvry8mTJiAsWPHdur3aTSaTpV7nFqtNtjfNjwkhYjo2cCgjoiIqBu8vLxQVVWFw4cPY8KECbC0tNTmtQVQS5YsMfgtNxMTE53rziyntLGxwaZNm3Du3DmcO3cOxcXF+PXXXxEYGKj3WYbHtfXr8QCxs65duwYABpedNjQ0wMrKqst1EhFRz2NQR0REBGDw4MG4cOECHj58qDMzdfPmTW3+4xwcHBAREYGEhAQkJSVhzZo12vuGDBkCoDUQ8/X17bE+SiQSKBQKKBQKCIKA7du34+jRo5g3b57BwAsA5HI5TE1N9Q5n6YzffvsNIpFI7zfU1dWhpaVFO4tJRERPF/fUERERAfD394cgCMjLy9NJz83NhUgkMrjM0cXFBStWrMDNmzexYcMGPHr0CADg5+cHqVSKvXv3oqWlRe++7uxFu3//vs61WCyGi4sLgNaDVtojkUgwcuRIVFRUdKm9ffv24fz58wgICMDQoUN18trq8vT07FKdRETUOzhTR0REBGDcuHHw9vZGVlYWamtr4eLigvPnz6OgoAAzZ85sdybM09MTMTExSE5OxubNm7F8+XJYWFggMjISqampiI2NxcSJE2FtbQ2VSoWioiJ4eXnhww8/7FL/vv76azx48ABjxozBoEGDUFtbi7y8PLi6usLJyanDexUKBbKystDY2AgLCwudPEEQkJ+fD6A1OKytrUVhYSH+/vtveHt765zS2aakpARyuZzfqCMiekYwqCMiIkLrzFdsbCy+//57/P777zh+/Djs7e0RERGB2bNnd3jvmDFjsHTpUmzevBlpaWn49NNPMWnSJNjZ2WHfvn3IyclBc3MzZDIZRo8ejalTp3a5f5MnT8axY8fw888/o6GhAba2tggICIBSqXzinrzAwEBkZmaioKAAgYGBOnnNzc1IS0sDAJiZmcHa2hpubm6YO3cuxo8fr1e3IAj4448/MHXqVB6UQkT0jBBpunMcFhERERmVbdu2oaampt0TOTvr7Nmz2Lp1K1JTU2FnZ9dDvSMiov+Ce+qIiIj6gbfeegtXr17FpUuX/lM9+/fvR3BwMAM6IqJnCGfqiIiIiIiIjBhn6oiIiIiIiIwYgzoiIiIiIiIjxqCOiIiIiIjIiDGoIyIiIiIiMmIM6oiIiIiIiIwYgzoiIiIiIiIjxqCOiIiIiIjIiDGoIyIiIiIiMmIM6oiIiIiIiIwYgzoiIiIiIiIjxqCOiIiIiIjIiP0fWg8LLRAApogAAAAASUVORK5CYII=", "text/plain": [ "
" ] diff --git a/analysis/scaling-0.3.csv b/analysis/scaling-0.3.csv index 38f36aa4a..710f309fe 100644 --- a/analysis/scaling-0.3.csv +++ b/analysis/scaling-0.3.csv @@ -1,7 +1,8 @@ -"Step","Group: 70M-3072step_fem77e0a_jg352zwu - test/lm_loss","Group: 70M-3072step_fem77e0a_jg352zwu - test/lm_loss__MIN","Group: 70M-3072step_fem77e0a_jg352zwu - test/lm_loss__MAX","Group: 70M-2048step_qqmjrzjs_b15vprrd - test/lm_loss","Group: 70M-2048step_qqmjrzjs_b15vprrd - test/lm_loss__MIN","Group: 70M-2048step_qqmjrzjs_b15vprrd - test/lm_loss__MAX","Group: 70M-1536step_z899sain_17r4gmis - test/lm_loss","Group: 70M-1536step_z899sain_17r4gmis - test/lm_loss__MIN","Group: 70M-1536step_z899sain_17r4gmis - test/lm_loss__MAX","Group: 70M-1024step_yj0z2ef2_hd3ofptc - test/lm_loss","Group: 70M-1024step_yj0z2ef2_hd3ofptc - test/lm_loss__MIN","Group: 70M-1024step_yj0z2ef2_hd3ofptc - test/lm_loss__MAX","Group: 160M-4096step_ecdyxn8t_paaof2zb - test/lm_loss","Group: 160M-4096step_ecdyxn8t_paaof2zb - test/lm_loss__MIN","Group: 160M-4096step_ecdyxn8t_paaof2zb - test/lm_loss__MAX","Group: 160M-3072step_6bm0g0w1_shy84o2c - test/lm_loss","Group: 160M-3072step_6bm0g0w1_shy84o2c - test/lm_loss__MIN","Group: 160M-3072step_6bm0g0w1_shy84o2c - test/lm_loss__MAX","Group: 160M-2048step_mu34wmap_1mqr9ewm - test/lm_loss","Group: 160M-2048step_mu34wmap_1mqr9ewm - test/lm_loss__MIN","Group: 160M-2048step_mu34wmap_1mqr9ewm - test/lm_loss__MAX","Group: 160M-1536step_n7cc8xlf_ox6vwqgr - test/lm_loss","Group: 160M-1536step_n7cc8xlf_ox6vwqgr - test/lm_loss__MIN","Group: 160M-1536step_n7cc8xlf_ox6vwqgr - test/lm_loss__MAX","Group: 410M-6144step_588eptc3_18nxm7f7 - test/lm_loss","Group: 410M-6144step_588eptc3_18nxm7f7 - test/lm_loss__MIN","Group: 410M-6144step_588eptc3_18nxm7f7 - test/lm_loss__MAX","Group: 1-4B-4096step_a664o945_j1gr31ua - test/lm_loss","Group: 1-4B-4096step_a664o945_j1gr31ua - test/lm_loss__MIN","Group: 1-4B-4096step_a664o945_j1gr31ua - test/lm_loss__MAX","Group: 410M-2048step_h7c2dpwj_61vnbs5c - test/lm_loss","Group: 410M-2048step_h7c2dpwj_61vnbs5c - test/lm_loss__MIN","Group: 410M-2048step_h7c2dpwj_61vnbs5c - test/lm_loss__MAX","Group: 410M-3072step_xp46ilgb_mu65fqv0 - test/lm_loss","Group: 410M-3072step_xp46ilgb_mu65fqv0 - test/lm_loss__MIN","Group: 410M-3072step_xp46ilgb_mu65fqv0 - test/lm_loss__MAX","Group: 410M-4096step_i9h4quwa_062va8j0 - test/lm_loss","Group: 410M-4096step_i9h4quwa_062va8j0 - test/lm_loss__MIN","Group: 410M-4096step_i9h4quwa_062va8j0 - test/lm_loss__MAX" -"1024","","","","","","","","","","2.106158971786499","2.106158971786499","2.106158971786499","","","","","","","","","","","","","","","","","","","","","","","","","","","" -"1536","","","","","","","2.0132057666778564","2.0132057666778564","2.0132057666778564","","","","","","","","","","","","","1.8795303106307983","1.8795303106307983","1.8795303106307983","","","","","","","","","","","","","","","" -"2048","","","","1.9530583620071411","1.9530583620071411","1.9530583620071411","","","","","","","","","","","","","1.8067480325698853","1.8067480325698853","1.8067480325698853","","","","","","","","","","1.7620457410812378","1.7620457410812378","1.7620457410812378","","","","","","" -"3072","1.8852198123931885","1.8852198123931885","1.8852198123931885","","","","","","","","","","","","","1.7305755615234375","1.7305755615234375","1.7305755615234375","","","","","","","","","","","","","","","","1.6689311265945435","1.6689311265945435","1.6689311265945435","","","" -"4096","","","","","","","","","","","","","1.6863418817520142","1.6863418817520142","1.6863418817520142","","","","","","","","","","","","","1.5263808965682983","1.5263808965682983","1.5263808965682983","","","","","","","1.6168882846832275","1.6168882846832275","1.6168882846832275" -"6144","","","","","","","","","","","","","","","","","","","","","","","","","1.552321434020996","1.552321434020996","1.552321434020996","","","","","","","","","","","","" \ No newline at end of file +"Step","Group: 70M-3072step_fem77e0a_jg352zwu - test/lm_loss","Group: 70M-3072step_fem77e0a_jg352zwu - test/lm_loss__MIN","Group: 70M-3072step_fem77e0a_jg352zwu - test/lm_loss__MAX","Group: 70M-2048step_qqmjrzjs_b15vprrd - test/lm_loss","Group: 70M-2048step_qqmjrzjs_b15vprrd - test/lm_loss__MIN","Group: 70M-2048step_qqmjrzjs_b15vprrd - test/lm_loss__MAX","Group: 70M-1536step_z899sain_17r4gmis - test/lm_loss","Group: 70M-1536step_z899sain_17r4gmis - test/lm_loss__MIN","Group: 70M-1536step_z899sain_17r4gmis - test/lm_loss__MAX","Group: 70M-1024step_yj0z2ef2_hd3ofptc - test/lm_loss","Group: 70M-1024step_yj0z2ef2_hd3ofptc - test/lm_loss__MIN","Group: 70M-1024step_yj0z2ef2_hd3ofptc - test/lm_loss__MAX","Group: 160M-4096step_ecdyxn8t_paaof2zb - test/lm_loss","Group: 160M-4096step_ecdyxn8t_paaof2zb - test/lm_loss__MIN","Group: 160M-4096step_ecdyxn8t_paaof2zb - test/lm_loss__MAX","Group: 160M-3072step_6bm0g0w1_shy84o2c - test/lm_loss","Group: 160M-3072step_6bm0g0w1_shy84o2c - test/lm_loss__MIN","Group: 160M-3072step_6bm0g0w1_shy84o2c - test/lm_loss__MAX","Group: 160M-2048step_mu34wmap_1mqr9ewm - test/lm_loss","Group: 160M-2048step_mu34wmap_1mqr9ewm - test/lm_loss__MIN","Group: 160M-2048step_mu34wmap_1mqr9ewm - test/lm_loss__MAX","Group: 160M-1536step_n7cc8xlf_ox6vwqgr - test/lm_loss","Group: 160M-1536step_n7cc8xlf_ox6vwqgr - test/lm_loss__MIN","Group: 160M-1536step_n7cc8xlf_ox6vwqgr - test/lm_loss__MAX","Group: 1-4B-8192step_fh6az9ve_npmdz4u5 - test/lm_loss","Group: 1-4B-8192step_fh6az9ve_npmdz4u5 - test/lm_loss__MIN","Group: 1-4B-8192step_fh6az9ve_npmdz4u5 - test/lm_loss__MAX","Group: 410M-6144step_588eptc3_18nxm7f7 - test/lm_loss","Group: 410M-6144step_588eptc3_18nxm7f7 - test/lm_loss__MIN","Group: 410M-6144step_588eptc3_18nxm7f7 - test/lm_loss__MAX","Group: 1-4B-4096step_a664o945_j1gr31ua - test/lm_loss","Group: 1-4B-4096step_a664o945_j1gr31ua - test/lm_loss__MIN","Group: 1-4B-4096step_a664o945_j1gr31ua - test/lm_loss__MAX","Group: 410M-2048step_h7c2dpwj_61vnbs5c - test/lm_loss","Group: 410M-2048step_h7c2dpwj_61vnbs5c - test/lm_loss__MIN","Group: 410M-2048step_h7c2dpwj_61vnbs5c - test/lm_loss__MAX","Group: 410M-3072step_xp46ilgb_mu65fqv0 - test/lm_loss","Group: 410M-3072step_xp46ilgb_mu65fqv0 - test/lm_loss__MIN","Group: 410M-3072step_xp46ilgb_mu65fqv0 - test/lm_loss__MAX","Group: 410M-4096step_i9h4quwa_062va8j0 - test/lm_loss","Group: 410M-4096step_i9h4quwa_062va8j0 - test/lm_loss__MIN","Group: 410M-4096step_i9h4quwa_062va8j0 - test/lm_loss__MAX" +"1024","","","","","","","","","","2.106158971786499","2.106158971786499","2.106158971786499","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","" +"1536","","","","","","","2.0132057666778564","2.0132057666778564","2.0132057666778564","","","","","","","","","","","","","1.8795303106307983","1.8795303106307983","1.8795303106307983","","","","","","","","","","","","","","","","","","" +"2048","","","","1.9530583620071411","1.9530583620071411","1.9530583620071411","","","","","","","","","","","","","1.8067480325698853","1.8067480325698853","1.8067480325698853","","","","","","","","","","","","","1.7620457410812378","1.7620457410812378","1.7620457410812378","","","","","","" +"3072","1.8852198123931885","1.8852198123931885","1.8852198123931885","","","","","","","","","","","","","1.7305755615234375","1.7305755615234375","1.7305755615234375","","","","","","","","","","","","","","","","","","","1.6689311265945435","1.6689311265945435","1.6689311265945435","","","" +"4096","","","","","","","","","","","","","1.6863418817520142","1.6863418817520142","1.6863418817520142","","","","","","","","","","","","","","","","1.5263808965682983","1.5263808965682983","1.5263808965682983","","","","","","","1.6168882846832275","1.6168882846832275","1.6168882846832275" +"6144","","","","","","","","","","","","","","","","","","","","","","","","","","","","1.552321434020996","1.552321434020996","1.552321434020996","","","","","","","","","","","","" +"8192","","","","","","","","","","","","","","","","","","","","","","","","","1.4269617795944214","1.4269617795944214","1.4269617795944214","","","","","","","","","","","","","","","" \ No newline at end of file