{ "cells": [ { "cell_type": "markdown", "id": "5be5c73d", "metadata": {}, "source": [ "(pathfinder)=\n", "\n", "# Pathfinder Variational Inference\n", "\n", ":::{post} Feb 5, 2023 \n", ":tags: variational inference, JAX\n", ":category: advanced, how-to\n", ":author: Thomas Wiecki\n", ":::" ] }, { "cell_type": "markdown", "id": "8c09866a", "metadata": {}, "source": [ "Pathfinder {cite:p}`zhang2021pathfinder` is a variational inference algorithm that produces samples from the posterior of a Bayesian model. It compares favorably to the widely used ADVI algorithm. On large problems, it should scale better than most MCMC algorithms, including dynamic HMC (i.e. NUTS), at the cost of a more biased estimate of the posterior. For details on the algorithm, see the [arxiv preprint](https://arxiv.org/abs/2108.03782).\n", "\n", "PyMC's implementation of Pathfinder is now natively integrated using PyTensor. The Pathfinder implementation can be accessed through [pymc-extras](https://github.com/pymc-devs/pymc-extras/), which can be installed via:\n", "\n", "`pip install git+https://github.com/pymc-devs/pymc-extras`" ] }, { "cell_type": "code", "execution_count": 1, "id": "b956d9c7", "metadata": { "execution": { "iopub.execute_input": "2024-07-18T02:13:22.046136Z", "iopub.status.busy": "2024-07-18T02:13:22.046035Z", "iopub.status.idle": "2024-07-18T02:13:23.486585Z", "shell.execute_reply": "2024-07-18T02:13:23.486062Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC v5.20.1\n" ] } ], "source": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc as pm\n", "import pymc_extras as pmx\n", "\n", "print(f\"Running on PyMC v{pm.__version__}\")" ] }, { "cell_type": "markdown", "id": "d1e3e470", "metadata": {}, "source": [ "First, define your PyMC model. Here, we use the 8-schools model." ] }, { "cell_type": "code", "execution_count": 2, "id": "e33b0d7f", "metadata": { "execution": { "iopub.execute_input": "2024-07-18T02:13:23.488416Z", "iopub.status.busy": "2024-07-18T02:13:23.488193Z", "iopub.status.idle": "2024-07-18T02:13:23.500577Z", "shell.execute_reply": "2024-07-18T02:13:23.500038Z" } }, "outputs": [], "source": [ "# Data of the Eight Schools Model\n", "J = 8\n", "y = np.array([28.0, 8.0, -3.0, 7.0, -1.0, 1.0, 18.0, 12.0])\n", "sigma = np.array([15.0, 10.0, 16.0, 11.0, 9.0, 11.0, 10.0, 18.0])\n", "\n", "with pm.Model() as model:\n", " mu = pm.Normal(\"mu\", mu=0.0, sigma=10.0)\n", " tau = pm.HalfCauchy(\"tau\", 5.0)\n", "\n", " z = pm.Normal(\"z\", mu=0, sigma=1, shape=J)\n", " theta = pm.Deterministic(\"theta\", mu + tau * z)\n", " obs = pm.Normal(\"obs\", mu=theta, sigma=sigma, shape=J, observed=y)" ] }, { "cell_type": "markdown", "id": "1d8bf2fe", "metadata": {}, "source": [ "Next, we call `pmx.fit()` and pass in the algorithm we want it to use." ] }, { "cell_type": "code", "execution_count": 3, "id": "22d7745d", "metadata": { "execution": { "iopub.execute_input": "2024-07-18T02:13:23.502587Z", "iopub.status.busy": "2024-07-18T02:13:23.502487Z", "iopub.status.idle": "2024-07-18T02:13:28.385826Z", "shell.execute_reply": "2024-07-18T02:13:28.385293Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [mu, tau, z]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d976fb250c644aae99d1a5f19aff2a19", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "00d078cc49e54224a63244a708fa7065",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
Pathfinder Results                          \n",
       "                                            \n",
       "  No. model parameters     10               \n",
       "                                            \n",
       "  Configuration:                            \n",
       "  num_draws_per_path       1000             \n",
       "  history size (maxcor)    7                \n",
       "  max iterations           1000             \n",
       "  ftol                     1.00e-05         \n",
       "  gtol                     1.00e-08         \n",
       "  max line search          1000             \n",
       "  jitter                   12               \n",
       "  epsilon                  1.00e-08         \n",
       "  ELBO draws               10               \n",
       "                                            \n",
       "  LBFGS Status:                             \n",
       "  CONVERGED                4                \n",
       "  L-BFGS iterations        mean 22 ± std 6  \n",
       "                                            \n",
       "  Path Status:                              \n",
       "  SUCCESS                  4                \n",
       "  ELBO argmax              mean 8 ± std 9   \n",
       "                                            \n",
       "  Importance Sampling:                      \n",
       "  Method                   psis             \n",
       "  Pareto k                 0.75             \n",
       "                                            \n",
       "  Timing (seconds):                         \n",
       "  Compile                  4.53             \n",
       "  Compute                  0.09             \n",
       "  Total                    4.62             \n",
       "
\n" ], "text/plain": [ "Pathfinder Results \n", " \n", " No. model parameters 10 \n", " \n", " Configuration: \n", " num_draws_per_path 1000 \n", " history size (maxcor) 7 \n", " max iterations 1000 \n", " ftol 1.00e-05 \n", " gtol 1.00e-08 \n", " max line search 1000 \n", " jitter 12 \n", " epsilon 1.00e-08 \n", " ELBO draws 10 \n", " \n", " LBFGS Status: \n", " CONVERGED 4 \n", " L-BFGS iterations mean 22 ± std 6 \n", " \n", " Path Status: \n", " SUCCESS 4 \n", " ELBO argmax mean 8 ± std 9 \n", " \n", " Importance Sampling: \n", " Method psis \n", " Pareto k 0.75 \n", " \n", " Timing (seconds): \n", " Compile 4.53 \n", " Compute 0.09 \n", " Total 4.62 \n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rng = np.random.default_rng(123)\n", "with model:\n", " idata_ref = pm.sample(target_accept=0.9, random_seed=rng)\n", " idata_path = pmx.fit(\n", " method=\"pathfinder\",\n", " jitter=12,\n", " num_draws=1000,\n", " random_seed=123,\n", " )" ] }, { "cell_type": "markdown", "id": "d35bebf2", "metadata": {}, "source": [ "Just like `pymc.sample()`, this returns an idata with samples from the posterior. Note that because these samples do not come from an MCMC chain, convergence can not be assessed in the regular way." ] }, { "cell_type": "code", "execution_count": 4, "id": "08ebf220", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_forest(\n", " [idata_ref, idata_path],\n", " var_names=[\"~z\"],\n", " model_names=[\"ref\", \"path\"],\n", " combined=True,\n", ");" ] }, { "cell_type": "code", "execution_count": 5, "id": "3ab0c48e", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABKUAAAMVCAYAAACm0EewAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XmcHGWdP/BP9T33fea+E3KShCOcUQRBUJTVRUQBdb0QFXHXFdGVdRWUXRFZvPHAVcTjB6IiRzgSAgEScpD7nmQmmXsy90zf9fuju6qrqqu6q3u6u7pnPm9eYWb6qHq6ju56vv19vo8giqIIIiIiIiIiIiKiHLJZ3QAiIiIiIiIiIpp6GJQiIiIiIiIiIqKcY1CKiIiIiIiIiIhyjkEpIiIiIiIiIiLKOQaliIiIiIiIiIgo5xiUIiIiIiIiIiKinGNQioiIiIiIiIiIco5BKSIiIiIiIiIiyjkGpYiIiIiIiIiIKOcYlCIiIiIiIiIiopxjUIqIiIiIiIiIiHKOQSkiIiIiIiIiIso5BqWIKKPuvvtuCIKAQ4cO4bLLLkNxcTFmzZqFX//61wCARx55BIsWLUJpaSkuu+wynDx5Un6uIAi4++67VcvbuHEjBEHAxo0bc/ciiIiIiCYBXpcRUb5jUIqIsuIDH/gA3ve+9+HJJ5/E6tWr8bGPfQx33nknfv7zn+O+++7DL3/5Sxw4cAA33nij1U0lIiIimtR4XUZE+cphdQOIaHL66le/ig9+8IMAgLVr16Kurg4PP/wwjh8/jrKyMgBAZ2cnvvCFL+D06dOYNm2alc0lIiIimrR4XUZE+YqZUkSUFe985zvl36uqqlBfX48LLrhAvvABgMWLFwMA2tract4+IiIioqmC12VElK8YlCKirKiqqlL97XK5dG8DAK/Xm7N2EREREU01vC4jonzFoBQR5Q232w2/36+6ra+vz6LWEBEREU1dvC4jolxgUIqI8sbMmTOxf/9+1W3PPPOMRa0hIiIimrp4XUZEucBC50SUN66//nrce++9+M53voM1a9bgmWeewQsvvGB1s4iIiIimHF6XEVEuMChFRHnjq1/9Kvr6+vD9738fPp8P73//+/Hggw/i3e9+t9VNIyIiIppSeF1GRLkgiKIoWt0IIiIiIiIiIiKaWlhTioiIiIiIiIiIco5BKSIiIiIiIiIiyjkGpYiIiIiIiIiIKOcYlCIiIiIiIiIiopxjUIqIiIiIiIiIiHLOYeZB4XAY7e3tKCsrgyAI2W4TERERUcpEUcTw8DCam5ths03e7914XUZERET5zux1mamgVHt7O2bMmJGxxhERERFlS1tbG6ZPn251M7KG12VERERUKJJdl5kKSpWVlckLKy8vz0zLiIiIiDJoaGgIM2bMkK9bJitelxEREVG+M3tdZiooJaWGl5eX8+KHiIiI8tpkH9LG6zIiIiIqFMmuyyZvwQUiIiIiIiIiIspbDEoREREREREREVHOmRq+R0RUKERRRNeQD4PjAVSVOFFf5rG6SURERERERKaEwiIEADbb5C5HIGFQiogmhbYzY/jFKy14ak8HeoZ98u2zaorx/tXT8fGL56DYxbc8IiIiIiLKX3/f3Y4SlwPvOKvB6qbkBHtoRFTQgqEwfvjSMfzwpaOAAFxxVgPOn1uD2lI3OgfH8dKhHnxvw2H89o2T+NrVZ+HdK5utbjIREREREZGhUX/Q6ibkDINSRFSwRn1BfPq327H5SC/eu6oZX33XEtSXq4fr3XLhHOxs7cc3/74fn/v9Tuw+NYCvXLUE9imSDktERERERJSvGJQiooJ0ZtSPj/5qK/a2D+G/378CH1g7w/CxZ8+swp8+tQ73Pn0QP9/cgmM9o/jRjavhcdpz2GIiIiIiIiJS4ux7RFRwhrwBfPjhN3CoaxgP37Q2YUBK4rDb8PVrzsK91y3HS4e68fFHtmFsCqXFEhERERER5RsGpYiooIz7Q/iXX7+Jo90jePimc/C2xfUpPf+Gc2figetX4fXjZ/DxX78JXzCUpZYSERERERFRIgxKEVHBEEURX/rTLrx58gwevGEVLlpQm9Zyrl01Dff/80q8drwP//qn3QiHxQy3lIiIiIiIiJJhTSkiKhg/fOko/rGnE/9xzVm4clnThJZ17app6Bry4p5/HERzpQd3XrUkQ60kIiIiIiIiMxiUIqKC8MKBLnxvw2H80+rp+OiFszOyzE9cPBftA178dNNxTK8swkfWZWa5RERERERElByH7xFR3jvaPYIvPLYLK6ZV4NvvWwZBEDKyXEEQ8PVrzsLlZzXgP/+2H1tbzmRkuURERERERJONNxDC9pP9CGWw/AmDUkSU14a8AXzyN2/C47TjJx9ZA4/TntHl220C7v/nlZhVU4xbf7cDXUPejC6fiIiIiIhoMtjXPoRT/WPozGCfiUEpIspbobCI2x/bhbb+Mfz0I6vRVFGUlfWUeZz46UfWYtwfxGd+ux3+YDgr6yEiIiIiIipckQypzIxbiWBQiojy1v0bDuHFg9345rXLsGZWdVbXNb++FN/755XY0TqAbz21P6vrIiIiIiIiKjRidNRehqqpAGBQiojy1FO7O/DDl47hw+fPxA3nzszJOq9c1oRPXzoPv3ntJP7f9lM5WScREVEiz+ztRGvfmNXNICIiglRJSshgrhSDUkSUd/a3D+Ff//QWzpldhf+4ZmlO1/2vVyzEBfNq8PUn96KldzSn6yYiyoUnd53G7lMDVjeDTAiHRfiCIbzF/UVERHmAmVJENOmdGfXjk//3JiqLnfjRjWvgcuT2bcpht+H716+C22HDFx7byfpSRDQpMeheGDI3txEREdHEiSJrShHRJBYMhXHbozvQM+zDzz6yFnVlbkva0VDuwX3vX4ndpwZx/4bDlrSBiIhyRxRFjPtDVjcjjnTxT0RElA/CsfF7GcOgFBHljf9+9hC2HOvDd/5pOZZPr7C0LZef1YAbz5uJn758DFuO9VraFiKibOkYHEc4zMDHwc5hPLe/E95AfgWmuGuIiCifiFnI4WVQiojywob9Xfjpy8dx87pZeN/Z061uDgDga1efhXl1pbjjD2+hf9RvdXOIiDKqZ9iHrS1ncLBzGAAw4gvib2+1Y9QXtLhludcz7AMA+AL5NWQ7Gxf/REQAMOQNYMgbsLoZVGhEzc8MYFCKiCzXdmYMX/rjLqycXoGvXr3E6ubIilx2/OCDq3Bm1I+vPbnX6uYQEU2YcjiYNFzNH4oEYk71jyEsimgfGLekbYVk3B/KSfCOo/eIKFv2nR7C3lODVjeDCkwWYlIMShGRtXzBEG57dAcA4KEPrYbbYbe4RWpLmyvwhXcswFO7O/DCgS6rm0NENCHK4WCBcCQY5bAJGPMHEQxF7pzKcRCzmUnP7e/E8zn4TGBQioiyJRQWEeKbTN7J91qCUvMy2UwGpYjIUvf+4yDeOjWI7/3zKsyoLra6Obo+eclcLG4sw9f/shcjU3BYCxFNHsqLXSkI5bTbsGF/F471jCR87qgviONJHlOoMjm1dSZx+B4RZUtYFBn4zkP5vk+kz6VMfj4xKEVElnlmbyd+veUEPnXJXFx+VoPVzTHktNtw73XL0THkxf88e8jq5hARpU2VKRUdtif9lBhdEG851oc9pwcRYvXtnOGmplwRRRFnWD9zSgmLIsL5HgGZgvJ9jzBTiogmjZ5hH+58fDdWzqjEv75zkdXNSersmVW4ed1sPPLaCexs7be6OUREaVF+sxmMRjzG/CHDxyhJwat8H1owmXBbT12iKOJAxxD8wdwU3z/YOYzNR3owOMbC11OFKOZ/AGQqyvf3fal1mQxoMihFRDkniiLufHwPxvwhfO8DK+G0F8Zb0b++cxEayz34xl/3cQp1IipIok6m1HCKsy9N5ne/XL61+4IhdA56Ez5mMm9rSqxzyIvDXcPY3zGUk/UNjkfeB3zBUJJH0mQRznFU6njPCLPxTMj3930paMZMKSIqaH/efgrPH+jCv1+5GPPrS61ujmmlbge+ctVi7D41iCffOm11c4iIUqYXlDI7fM/s/YUsl0NZXjvWhzda+hIOhxRzkyRDeUg6LHI+XDZP66tR5oXCYk7r1u05PYjNR3pytr5Cle+fsdloHoNSRJRT7QPj+Obf9mPd3BrccsFsq5uTsvesbMaqGZW475lD8nTqRERWeGp3e8pZDcqgS3TyPdPZQXIdibz/Hjd9uewMSJkpiQJhk3lbU37J945wIeoe9uZ1ZlBY5H43Y9gbSDmjeFJjTSkiKnTf+Os+hEQR971/BWy2wvs6ThAEfP2aJegY9OLnm49b3RwimuK8/tRSaUTV75G/tJkYkylTamvLGbQPjCd9nBBND7GilkeiTBiOFDeHQ84oH712rC+vM4NEzr5nyosHu/Hiwe6crS/fv4yQvkjh7HtEVJCe29eJDfu7cMflCzGjutjq5qRtzaxqXL2iCT/eeAxdQ4nrgRARWaVz0BtXJFmZlSP9qs3UMbrQlKeBznHdpYGx9DMNOgbHse3EGdOPtyIIlGh7yrU7TC4rGApPuZqHo74gntnbieM9I1Y3haighMXcDlkmc/J9l3D2PSIqWKO+IO7+6z4saSovyGF7Wl+5cjFCoogHnj9sdVOIiOL4giG80dKHN0+qAzJmLiKTZkrl8FvczYd7selw7jINrPiGOvHwvdQ8tacDrxztnViDCow0e2TXkM/ilkwOAotKTRlhMd9zcuKFwyJ2tvZj1Be0uilTlqj5mQkMShFRTvz05eNoH/Ti2+9bBkeBzLaXyIzqYtx43kz86c1TaDszZnVziGiKMupSSEPCxnzqYU3K4WnpXlAmS8TpG/FlbBr7UX/6HQ9txlAgFIY3EEp4W66SjJT7IZQgKJVOFkP/BDLL0tExOJ4XHURhksVS8n1a+NMD4ziWoey0kTw4fiabRHVPfcEQwmExEpSy4D1vIvpG/Wg9M4bdpwYzsrx8lOenvmL2PQ7fI6IC0j3sxcObj+PdK5uxemaV1c3JmM9cOg92m4CHXjxqdVOIaIoyCqJI14rajrryGjLVC8pYyn6CIEpYxCtHe1MaMpct2oDOxkM9eHZfp+q2lw52q27LVSBAud8SzrCX550TIFK3a+Mh6+rmFF6uR35KdTu+eeIM9p6eeGDgRO8oXjjQldcFwQvNmVE/ntvfafil6TN7O/FGi/Qenfv3vIkIRmfocNgnWRRaId/f05gpRUQF6QfPH0EgFMa/XbHI6qZkVH25BzeeNwt/3nEKrX3MliKi3DMqki3dqg1KhTOQKZXoeYFoh2HYm9nMh3TqJGmfMqaTdTUezZKStlOimFQoLGYsI0gZ/EqUDVUo5aGkjqKVstFFPdU/NqGaZoXCGwjFZtTKcYd4IDoLZbaz7TYf6cELB7qyuo5UtJ0Zw+vH+7Ky7JHo+2+iQF/3cKQmaq6ycjJVuyoYiizHUYCTJZmV/5lS6p+ZwKAUEWXVsZ4RPLatDR8+fxZm1hRucXMjn14/F067gP998YjVTSGiKcgos0e6XVsfRvnooXH9Ka6TXWi+dLAbgZB+EELqMNgz3GFIp0OT6ee8eeIMns9Qp1YZbEo0fC/fvzGf7Laf7M9pTbNMa+kd1Q3GKoXDIp7d14mekUhNrnzvEKfrzKg/r4YJ7mjtt2SyHO1nRq52d6aOq2BYCkrlTxhjzB/E/vahjGXaqmbJzeMTUts2byCE5/d3pXWe5c/eJKJJ6b+fOYRipx2fe/sCq5uSFfVlHnz4vFl4fOdpnOgdtbo5RGSxl19+Ge9+97vR3NwMQRDwl7/8RXW/KIq4++670dzcjKKiIqxfvx779u1Le31GAQ0p6JEoU8qImUCIUd2iWIch00Gp1J9j9FITZV0l2jyd0Q6kUXZaKpTbOGGh8xz2R7qGvHhy12kMe/WDlXqyMdOfLxhKbRvnb59tQia67/3BMHafGkiajaNdjVV94Dzue08q2nOr8DKl8m/43o6TAzjSPYzhLGTS5vN5oW1a56AXo/4gWnpS7w8xKEVEWbOztR/P7OvEp9fPQ3WJy+rmZM2nLp0Hp13Ajzces7opRGSx0dFRrFy5Eg899JDu/ffddx/uv/9+PPTQQ9i2bRsaGxtx+eWXY3h4OK31GdeUimZKRaNSg2PRQMMELnDNPFXqMNiykCnVOehNKbPAqBMUSDDUzEzHKSNBKVH/93TakyntA+MAgIGxFIJSWWjfM3s7seXY1JpBMJFUCriHw2KsCHH0jPUHU6wdl+MoX/6EFqYG7RcZuXyPyYRsffExEdLw5QLblGkzGu4elq87Ul8mg1JElDUPvXgUNSUufPTC2VY3Javqytz44Dkz8cTO05akYhNR/rjqqqvwrW99C9ddd13cfaIo4oEHHsBdd92F6667DsuWLcMjjzyCsbExPProo2mtzyhTRc6UQqR2ycbD3ega8prKOJpIzEXqMNgzPBWaKAJvtPSlVIPFqLOlF1SSHmtu+6S/gcb9obgZABMFuXLZyUlnVdmqeZVK0etY/bT86aRmQjrH2d92t2P7yX4AxpMdJFtPPtcxE0URBzuHDIcPU3LawypXuzvTNaXy8XTPVJtEnd/bB8bx5K7TcZ8fEzXiC6ZUN2/v6UG5DdoA9kT2MINSRJQVe08P4oWD3fj4xXNQ7HJY3Zys+/hFcxASRfzq1RNWN4WI8lRLSws6OztxxRVXyLe53W5ceuml2LJli+HzfD4fhoaGVP8kRhf6ym8sh6LDsYa9QVNZEBPpPATkTKm0F6ErvfpQ+rcHQnpBKem35OsJTqDX/tz+Tjy7r1P1etIdvjfsDcAXDCkeO7FOn9kghuo5k3XsXB5Id3eejma8pb/eyIpHfEEc6UovgzMVctaFiWOpa8iHQ53DhrP+dQ56k9bQyjfZGAKb6ByOH76Xm3M4czWlzGcleQMh9EVrpeVCwplUU1mOKpM28seJvsiQuExPIvLCga6U6uYd6xlRtE19n/S3LY3oHINSRJQVP9p4FOUeBz5y/iyrm5ITM6qLcc2KJvzu9ZNyB5CISKmzsxMA0NDQoLq9oaFBvk/Pvffei4qKCvnfjBkz5Pu0/ZlAKIxQWIwFpaL/RYimsiCSFU9PJDYzUmYvMdMJSmnbK10o62ZKhc1nSuVy+F6ijvqLB7vx0sFuU8tJRSoZR9p1dg97cVzRaUlFz7AvrQ56OsE0KwRC4ZQCAMpjftQXxFttAyk9X94uJh+n/fv1Y33Y3zEEfzB/spKkCRTGDbJF3mjpw8ZDmS9MHwiFs7YdsjF8Tp4dzeT6chGYytTrlN5/zSzt5cM9eOVo9ocCS21JNGlFWguEudeZK9r35/j3Dg7fI6I8cqRrGE/v7cRHL5yDMo/T6ubkzCcvmYthXxC/f6PV6qYQUR7TdvpFUUwYCLjzzjsxODgo/2tra5Pv0wZI/rGnAy8e7IZUNkkQYllLYdFc58PUdbXBY+ThexnPlJr4c6QaJEGdoT8hOShlIpMsA0Ep5XomMnzPp+goT7zTl042mvo5rx3rwx6DLJZE+kf92HKsF/s7hpI/GJEMiGxkmGTTP/Z0YEfrAF482IUN+5PP4qh8dTtbB3CibxT9adT7Gk+SLRI3BCf6Z1Du/OdPJo0UlPIlCBBlY2jfhv1deHpvR8aXC+Q+6KB32hzP8EQ9h7uG42Zgy9TrlNpv5v3OKHiZyJA3kHSyh0Odw2g7M6bTtsy8SuU5FwsuWx91174+o+F7zJQiorzww5eOothpn/S1pLSWNlfg4gW1+OWrLaohFUREANDY2AgAcVlR3d3dcdlTSm63G+Xl5ap/Er0g05g/qMiUUl/MmrlmVnZagqEw9pwajAvkGC1GGlqR6fo+ysCN2U6n9gJaKr4e0OmVyR1wM5lSGeh4KJeQqCOTSidnwiGpDAT+Ei9fNOzsSUGGRJnGe04N4kjXMMJhEc/u68RbpwZSaWrKMpk9IgXQTvWPYdgbNDXETFSew4L6NlPrVDw2UbZIfI0hdbbDmC+EFw50Gba5b8SHLcd6095e0vtTomeHwyIGxwPya8pF9lb7wDheOtQNURTTCnSZ3R65LjSuF8w1Gg6ZDl8whAMdQ3hDU/9vokPbpPcPaXsZbbaeYV9cQCwVLx3sxouKDFQ9BzuHsKO1P+72jAWlVJlSiQNB2SSKonyu9Qz7cFITiDPKsmSmFBFZ7mTfKP76Vjs+sm42Kosn74x7Rj596Tx0Dfnw5M52q5tCRHlmzpw5aGxsxIYNG+Tb/H4/Nm3ahAsuuCCtZYZEMWHhbgjqmXLMBaViDzreO4rjvSNo0XyTbnTxPTQelNeVScpOqNkOqbaNUqZUSKemlF6mlGER+Qxk6CjbYLS4wbFASt2PiXaIpGen8vpSWeeBjmG8eLAbozodRukYTTAxIo73jkSGk0UDBK3RDpIcRDHdEnMyeQwnmvHRiHI3xOouGdMGQdJtvvZ1n+gbxYgviA37u/CMTrbQjtYB9Az7EmYvmZEoY3Bv+yA2HurGuD/yhZ/ee0CmM+eGvUEMjQd022XmPcjs8ZONmFSiwEXGhpgZkA517WabaDDlWM8IXjzYLc8OavQythzrxQsHulTnQ67qZqVxmutStjYu0JPDGOaBjmE8vbcDgVAYW471Jg1eKr8MSxWDUkSUUb969QQcNhs+ftEcq5tiiQvm1WBpczkefuV4zj4EiSh/jIyMYNeuXdi1axeASHHzXbt2obW1FYIg4Pbbb8c999yDJ554Anv37sUtt9yC4uJifOhDH0prfUPjQfx9d3tccWNlyn/sWlY0FUToGvLKHTyj2iR6/b9hbwAdg+PR58U/QBTFlGruneqPfSur7ASazVrQNkHKlOoZ8cVls2qL557sG8XfdrfLbVB2eENJOjuiKCbNlvUq7tfbJ91DXmw83I3WvjHd9eh1lPV27cloQCEVqXx0pfLYvtHIEDK9/Scdo2aOT22h+Ux+1HYMjqM7OotuJjNY9IrrJ6M896SzOHFWneb5ms0sHUPj/pBq6FF8ppSasu1S4El5PEr7bqK11hJdM/WN+FXr162LNKG1x5PWoT3ejveM4Om9HUmz3dSBBePWZeNSMdGuMDqG9Nr43L5OHO1OrUac9P5o00QmJhozPDMa+eyQ3lv1glzKoKnyfS/rI32jy89UwC/R8ZLqOoa8Ad0h62ZIn+dGn7nGmVIcvkdEFhocD+CPb7bh2lXNqCtzW90cSwiCgE9eMheHu0ZSms2CiCaHN998E2effTbOPvtsAMAdd9yBs88+G//xH/8BAPjyl7+M22+/HbfeeivWrl2L06dP47nnnkNZWVla6zszGumsdUU70pKwomOgypQyudxjmmLV2otPvayE7uFI0MFlt+mu51jPKF462I1BE3VxOgbH5antAcAfCil+Ty9TSrpMPtU/hleO6A9nkp4idWj6ox0hZaZLss73W6cG8czezoQdC28gcS0oqRaKURDPTFBKFEXsahvAZpOfRWIaHSuj16gXlJOarFsbRYhft9GyzQ4lTeTJXaexOzr8LxgKywGGrS1n8Fp02FEmO7JSm8121sLhWAakKCo6+CkEG7R/S8fc6y192NHaL7dJ27nXZjtoO6R7Tg2qAjVyllsKx83pgfG4mf3MHHeJ1mE2KGY2o0pbW0vSORh5r5WytgzXo8y6TCNINBFG584bx/vw2rE+3fv0ZhUdD4Swrz21oX1SFqi2rpCZ15lOIX95vWFRla2nPB4yMTmFGdmoc6dIegaQ2msJh0W8dLBb9Vlq5B97OnBCkxEt7UJfQP8z1+g9J50v5RmUIqKM+eO2Noz5Q/johVMzS0ryruVNaKrw4Oebj1vdFCLKsfXr10MUxbh/v/71rwFEOqV33303Ojo64PV6sWnTJixbtizt9Rmly8sBAEXHwBsIme4ASY+Snq4t6qq3mP5RP0pcDhS57HH3bz7SIxexNlN8VnvdrQzimO58ajOlFNvCKHsoHN1fUnaInC0R0u/g6G2H9mjWWqJmKrMs9IZ8JMsG088U0c+mMhvEkzoSqXSSjV7jM3vjZ5MUtb2rBG0A9DvJgDpzRzq/APN1TKSsO2lI6pZjfbqFxxMNNxJFESf7RnU7od5AKK5TJu0DbfaIkb/tbseR7mF5XdJ5nOiYigsca26QzjupgyltR6NsB4l2uOXx3hGMKQIysaCUcdskGw91Y+/pQZw6M4b9HUNo7RuT22lm6FOiYXOJ9pdyP5k9vqXHad9vpD+TFXNWrka7zgOKgv7ZCEoZ7YtOzZcXSsE0svl0lyPXFYwEwQ53Scdx4ueN+0P461vtugXEI88XNX+r79e+ZwbT2OcTlblC58rfNcdfCklP0jbojWYaJhIIheMmqZDed14+ov/FhtGrTWcrMChFRBkRDIXx6y0nsG5uDc5qLk/+hEnMabfhoxfOxqtH+1L+homIKBVGAZqwoqMuPaT1zJiqM5SKUc1QFb2L70BIhMthg00QVPcHQ2GcGfWn9O2p067u8CkDK0av2RsI4Wh3LPsinW+tRQCvHe/Dyb5IwCJpUEpnGWa+0R71JR6+N+6P73kot59+HTH130ZBnWSS7afXj/fJx1HC4WTaYXZxv8RT9iuNOsnKzmdkRsmEzY0zOB7JPnPYbNjVNoD+Mf0OmyqooHktpwfGsattAEc0Q5t8wRCe3deJXW0DqmzDoEH2iBkiYoGfRNlE8TNjqUlBKWkGO7+cKaVZn/zeIaiep6TcB/LQQhPH2+B4AMd6RuSA2M62/lhQShTRdmYMLyfI7EsUrE10HJjNWtJbnjYzT9oHIiJDlqXMqUTr1LbtsCJLLBtJPOlkqmjrnqWb9aN8b+oc8srvFcnaJGWFtvWPmRpyrA3WaN/vwkm+PEi6/FSytiAdw6mvR3/d8b9L52MqmazSvgiGw/CmMRNhsncr7TZSnsupYlCKiDJiw/4unB4Yn7K1pLQ+eO5MlLodeHhzi9VNIaJJLKzpQMq3h2MZVOEkwQylYpcDgiDInT+ji1LlMne09uNU/xhEUYTdJkAQ1BfV6QRHtEO8zAzF2HbiDPa1D8mZHclq5QA6200U0RMdhij9DaiDYurOZvxSjYYzKR87qqp3opNtozP8TfkwvY6JmbpTiUgPH/OHEtb+6hryyp1qZdt7R3yqx+3vGFIPE5M783ptj2+zUeerW7N/pIed6h9PWOenb8SHzkGvPANgMByWg4+AuhMbDIUTbm8pY2dgzK9b+6z1zBj2nh6UO4IBnUypVIaRSc9TPqe1b0wOsOmJH74nBaWgapP2uDnaPYK9pwcTdkj1gkOpdJaVw3GllxQWRexo7Uf/mF8noClG12s+KKe+z9zj9NapPCbDYVHV8X7xYDfeaNEfDme2bdkoXC01OZXAinYCiHTrI0nv99KxaTOR5QfEtnPPsA8vHOhK+v6lbZ5R8DCy7tRfi5nPLe1xKrX5QMeQ7oQOZinfI7WtSOV9XRloTDajoJ6k2YCK34e8AfnLlnQOHQaliCgjfvFKC2bXFOPti+utbkpeKPc48cFzZuBvb7XLhQKJiLJFgLoDEhu+l1q6v90GuB22pEM5lNfFbWfGsP1kP0KiCEGIXMiKoohT/WPoHPTGdWDNdHbivgU3yFRSkob4SdfR2kxVbQftrbaBuOFU2qEjUtODqppSynZGOvtSba/I+tVFqftGfDjWM6K6UFcGffQ62mM69WqkR/mCId2ARiqZUid6R1XBNyC2fVp6I7W/zFC+plePqut0HesZQduZMQx51UFCvWbp1SIx+l0VSBJF1bGy5ah+gGDMH8QrR3vxRkufYQdV2YHzBsOafa4NkkR0DnkT1muRVhXbx7EDzug80O7bSHuFuHbsbOvHxkOR/XSqfww7Wwc0K1f/KdVAkjqaAYNMKX8oHFdTTks1jE4TMBscC+CFA5EvKrcc7cWWY/H125TPjwV54rO4Eq5XIRQWEw7tS5S1ZPycyE/lefTc/k4MRYMtyYKKeuvsHvbGZQHpBqUDIexqG0i7QLV0TqQSG9BmSknHWqrZfdpzpdTjULXJ7POSBZKU9yqHXOstL52glH7dPlH1XhSXXSaKGPUFcbhrGG+aqONkSKe56dRuUwYazUwQot3VqQxRfelgN7qH058kgkEpIpqwt9oG8ObJfnz0wjny7EYEfPSiORAB/HrLCaubQkRTgF4NE1FM7QJRgACnXZEpZfCWvq99MJpNog4W2YVIjpMIYPvJfrzR0hcX4DLT0dI22UymlHR7WIzUddJ2bLXPOtE3mvSiWx7+kKCm1LP7OrH5SI+ciaIdvvfK0chU2toOjERve+h9y76vfRBvtQ3gmb2dccPGIo3Rb3uknbHfT/SO4q1TA3HBAu1mTTaExh8MmxpmoyzYHVmPXmcv+liDYVZG+1wU1cfKmM4QlSNdw6qaUUaxBGWRZG8gpMosSJT1BiQIlkjDP3X2vfSa+kZ8ONw1LC9Te5woM6Wk5WkDIttP9ssdQiBSsN2naZNXM3wvEFTvF61Ep8autoG423zBMPaeHsTx3hGM+ILoGvKiZ8QXF/wEAL9OZzksinDYbNH79benUcf65cM9upPLjPqC2LC/CycUgUyzGUB6NaVUhbSVx2qSiQekZb12rA8vHFDXL9M7H070jeJk36hc9yxV0iGUSqaU9n06NllGatf12mC42Uwp7b5NlukqvbYXD3bhpUPdceeY8s+wGNmPyQKJqoCTzrEW+TxVtlk6H6X1iPLrT2Xbn+ofU50n2oBbZB3xx2My6Q7hliTv0hm/L6e8rtSfQkSk9stXW1DmceD9a6Zb3ZS8Mq2yCFcvb8Kjb7SmPCU3EVEqIrWj4r8ZFpHiBaIQqYtnZgr7E32jmqLT0Q6vpi1G38AnEheUUga/DF6QdPHePeTFthNnVPeFw6L+t8+K3yuLXYbLjAXpBFX7n1ZMQS7drixKrQw47Tg5AABY2BCbadFlt8V1HMb9IQRC4bjOYEvvqNy5loqpK9sYX2Mltu6DncM42j2CcX8Ib0VnnQMis9BJWV7aTl3/aOLiuC9Fi1YnIwelon/rdcL1AgCiiX0eUgyn0j4HiARi9mvqqBnVAFLWXNHWXzEqdi3xy4EVaB6nDmrqDaV95WgvDnQMycOdtOeestB5rEZM4nOoY3BcFYhRtlE6rswWwAeAsmi2ix7pKD3SPYxjPSNojWYbjvnU29Ao800OJodFuBzRtgX1AxRGbTYabtrWP4YxfxC9w7Fj2fTwvejDjLa18pjQCzhr34/3t+vX89NbusdhBwD0GZyDe08P4sldp1W3jfiCcqanMvvMLOkY9QVD0UkxIrcbBSYGxvyqDFEg8iX1bsX7i/L5yYI02n1rNlNq2BvEsDeIrS3q93ztTJ5P7+3AhgPxExqo16l4vl6gUdMu6f09FiyO3SYFWM3YfrJf9SWB8qXvahvA33e3y+sw+vw81jMSd97oBcMTfSkUNzNqkqCULxDWnYWSQSkiyrnOQS+e2t2BG86diRK38UXLVPWJi+di2BvEH7a1Wd0UIppkGso8qr+V16rSRWHqmVKRi2m9i1m9Ryu/TQ6FI53nyPC92KO0nWxTtTo0bR5QFKM2zJSKPmfYG/8lgHaYl/wKFIEfp07vS1qV9BqKnXbDjrG0dGkxQ+MBbFYMaZMyWZRF3CMBQPXypJpHFUVO3fVoKTPE9G4HIoWV97UPoktn9q1WTUdWIr1ObyCEZ/Z2xNUvMls4V+6wyQdl/GP0DlFVHSCDwzGyX43t0wkEGBU2V057ru1oabettr1SZzCu8G9Y/dqVx7420BbLyjPO8DvQMYSBMb+poTjaNkpBB+no6xvxRb4wM/H2UOxKEJSKnkPa8045OcKwN2AYIIkF7GIdeW3nWto2Zl63/rIVAYroIoyy28LRjBpRDgIYPS6+fUrKW7yBsDybYtxyEgQ5/MEwfIr6cqGwiD2nBuXhldphrTvbBqJDzGKvxaxAOIzBsQC2HOvDs/s65fNdW3cPiOyHTYd7sFkzK5s2EArEAh3K4/Fw13Bc24wCkUDkiwbte1eyIJf0eQTEMqWSvWepAo06X8yIojoIrs2KCiuGEerFpNoHxlMu4n5m1I9QWLFPdV5334gPe08PYs/pgcg+PNqLYW8gLvvt9MA4ntrTYTjDIRAZhidNNhAXpNLoGfHhuf3xM61y+B4R5dz/vX4CYVHETetmWd2UvLR8egXOn1uNX77SknZtACIiPQsUGTcChLhv5oH4i+hkbEJs+N6Wo71o6TW+eLXbBNVFb1iMFDrXm31PSfmc7mEvntx1Oq5AtfSI9YvUdQoFQUA4HAmItPZp6z8ZZ5GEFB019euN/e50xF8WS53DQCgMp90GlyM+iCRRzngIRArAD+kUorYreitOnfpd0hChYpdddz1GbdR20vTqgh3VGfYXGx6ivl3qNPYM++ALhnG8ZyStWb3Ccsct8vdrx/tUQUblfarnmciUCov6zz3YOYSdrf3yUDUzlJ1/7YxzRrNMSaQOdXymlPqncjn+oDrLQLpHL2NEub6OQa+pwK72EVKgWdqWnUNevHCgy7DWjzIW4dY5N1zRiunaLSwFlpQBgBcPdhu+D0mvJRQW4bDHZ0qd7BuV94dRJp2RsOL8Vd52vGcET+/t0M3y2HCgC8/u69StKaW37MjydQIYit2YaOIAaTHeQAhP7enAsZ4RVRDumb2d8sQCrWfGcLw3dg4r1xsMRQJpvmBYNRvcwJgf3cNedOsEpFWvJyxi4+Fu+T2rNzqcTO8USpZFqaRXC+lAxxBatJl8wfjjXrKjtT9uucl2f6KaUv6geui5KIoIhUVVtpXeFzOiZr2xIXWxdQYMMqVEUcS2E2fwyhHj2SVjjzV+PYkCoL5gGIe7h9Ez4sPBzuG4x74ZzSDe1z6oe+wLQuRYlQL3Zt/vDWdaTQGDUkSUtnF/CL97oxVXLWvC9Kpiq5uTtz5x8VycHhjH03vjv00gIkqX3a7uLSivH+VvcBHfUXY7bJheVaS7TEExfK9nxJdwNrPWM2PYfDRyge2w2SJBKSEy+14gZNxhU14on+6PDEPbfWpQDpjsPT2Ilp5Ih0UbVHDaBJzqH8Oz+zqxs01dRye2Pv1aIHrX18qbpE62UlgR6HLYBN3MJuU6AP1vl9fOrpZ/dyhek8tuw6g/iJcPx2pSSfvOodMePbF6Jurb9Tovozr7U3qYNvDTNeTDSwe7VQXKU53RT92O2HO7hiId3leP9uJ4z4huwKJ7yCdPFGIU0NAWHpYc6hxG65mxpFOaK3kzkCmlbWcwFEY4LOpm27x5ol+VZSA9V5mxJa1L+Rq9gZDJTCl1W6TzUBtkMdPvdDviA6ROg+Mz0VBL/dtjWWbSMpVZenr1q4BIUE2vY623zoAmeN4+EHnf0DsfvIEQ/Ip6eUaTPiiLwesHCtTZLkak/S5NbtAx4JXXKR1X0vukdj3K40Daryf6RuVhf8FwJKPptWN9eO144lkCtTXIpG2jV1MqkML7gDJrV327JlCUYPie3uqkm/QCpkA0Uyr6u/Z8eXpvh+q4evNkP/6+ux19o7G6Tnr7XZt5LG0HZTao9DqGvQFVoFvavn5t7S7FiwuGwuga8uquWznr49Fu9VA96XWKYiRrCoi8jxgFVH3BMF47Hj8BgXKXnOwbNV1/bZMm0BYWI9mGiYKxWgxKEVHanth5GgNjAXzsotlWNyWvvW1RPebVleDhzcfT+paZiEiPMrgRCIdVF8tef2xqZlEUUeZxYGlzRfReQbeTGbknkumk7aDoGRjzy50kuy3ScRAiJaVUF8zab5wHxwNypozUCe0a8sqz5R3rGZE7B9pv6e02QdV5aekZxXP7OuUhb4A6y2V2TQmASAdF791X+ZbsduoEpeSOqZQpJRgHBKRladq8pKkc0yqL5M6TckIQqYZO/5hfLnQrbVOHySyfQDisOzTFbJFbuSaV5vOpb9SHIW9AUS9HTKlGjSSWyaVoc3Qb9o74sOf0oG7Q6Uj3sJy5YDQMyaBUmMzcMNSICWVKhfSDUq8djwQD9JqvXF9kHZGfhzrVw7zCmiy/IW8w6eyYQHzAVR7KZjKrQXmYO+zxx6LebYB+dkWxy2EY/JLea5Qd4EQz6Um2tpzBpsOJZ4nUz5SKX7dE73FGwTTlMCy9THjl05Q14LT0tos2q006l7XH18m+Mbx0qDsyI2f0vkOdw3K2U6JgmJY2gCDVBNMbhpZK5n8sa0vddu2wwER12xJNjpAok01ahXI2U+nYalUMYdPbPwNjgbhsXFHzHhiKZqdJx/y4PyQvf8QXxObDscCP9P6sDaIp65Ed6BjG68f7dId6StvgzGgA+9oHVdljcthfjAVgA+Fwwvc/XyAcd64qH7+rbcD0Z4g2I1gURRzsHMZLB7t1J+3Qw6AUEaVFFEX88tUWrJxegdUzq6xuTl6z2QT8y8Vz8dapQWw70Z/8CUREJiiDFm1nxnCwM1Y/R+pUSxfRNkEwFeQQhMi/VAPodpstMvueTYAgCKqLW20Hum/UJ8+UZZRtIbEJAlbNqJT/1g6x6xzyYjwQwuGuWNaCV9EBqS1zA5CG78W/JmU79TKlpI6SPxSGwx7JlPIHjTtBUpuVpKLFUidMNWRQsU4pWCUtx2WQAaDlD4bx+vG+uCEuZrOatEPM4u5XDL9Lp1aI/HzFbXHZOkmWYfRatAEbQB3QMFOwXyJlSgmCEBfg09bT0pIzpXT6gL0jPlP7IlKPJoxRfxBza0vl20Wo9824P6gqvG8UIFBOB+9yROrEHVcMDZOXbyKzSS9bRjp29Wp0aQMOYVFMmnVxZtQvBwd8co2uhE9JGDzfe3oQp/rjM+1ERbBiPJoNdKJ3FE/uOo1/7OlQPQ4wF9jU67ybHvokihjzB1X1mZRDGgFgzB9EKCzG7bsj3ZEAVP9oYMIT6mgDC1KmlF5NKeXr3XNqMOH5IT1Uyo6UaJeq/ZwQRRGjvkgBc91MNDG2jfSG6Sqfo8yok4LB0usyCoAe7x3BzrZ+1X5sOzOGzYpZHo/1jmBH6wCASDZhz4hPdT5I29AfDMsBQuX7ujcQUq1f+nJFb19K20fKXlbW2JKHESqG+gZDYsLgtc0mJP2SQW/4uRmiCIwHIu00O9STQSkiSsvLR3pxtHsEH7toju4HFqm97+xpqClx4WcvH7e6KUQ0SWiHd0kdMEDxzbAYuTC2RQuQJyMIqU8BDkQCLWFRhC06fE/JKLPIHwyrin4bUb5Oo8Daqf7YN9rKTCqpeLlyNiklZcfFabfFdW7kujKhyHT1Trst4QxgA2P+uM6Wx6WuvWNXbCBlm6TgQjAkmtpfUhaYNxBC74gv7n6zQSll505PLEsjzeF7imEn8jLjpn9PvFxtQMOuCOBpc+BUnfuQqBts1CN1Vj0OW1ywY8/pQZzsG8XpgXE8ueu0augWEDvG9YJ2TrsN4bBomJ0oiXTkIm2oLnXJM94pMzHqyzzwKYpfC4hkTulRnndSAGnP6cG449doyytfi16nP1FA2aPoeEsTH6QS0PQHwxj1BVXDG8s95gr/S7T7SBIWY4GIU/3jEEURezSzSLod9liNL4MgtJLU+e8c9OJktFaS2VfbemYsLjtO7zx7/Xif4TZ8o6Uv7QCCxCjAp/c+pAx2HO8dMdzWQKxek3aotXK53kBIlc0ERPbT8we65CG8WmExFozRnuM2QUBIFOWh1MogsxSgsgmR25UzqOpRBuD2tQ+pzp+h8YD82VNXFpm9dUTnfNx0uEc+xtwOG0Z9QYz5g3h2X6dq3ycKLCbKWpIz6hQzbAZD4YTDfO2a2o9K6+bWGD7PjLAIlEXPV7ND+BiUIqK0/PKVFjSWe/Cu5U1WN6UgeJx23LRuNl442JXww5uIKBOki82eER+GxgMIhMKqYJFRvEOAoDtcwyy7Lb4T02ow00/noBfHeuJna1K1R1BnFtlTDJhJ2UevHetTDZcqcsYHCBz2WDZZTYkbc2pLFLOmRQJoTrvNMICyq20Amw73xG1bKRghd+wV90uBByCW1RMWI/Wrkr3U5spIXTBvwCBTJoVMKX8wbNhBkTo2ZormK18PEHnNUjvUQ9ACqu2YqKnD3kBcgfbKIpe8TG2TlB07XzBkOuNs2BuEIAiGwZYzo365ULBWMBxG74gPfSPxWQE2IdJpLHEnDkqFRVHuMBc77XjbonpMryqOBnSA6hIXZtZE6ncOjsfq/egVrwfUdX+Uryk+U0q/PcpOsF4s2Gj4HhC55omtW4gcOykENIe9ATx/oEt1m/bYSteILyAHKSJDieM7zcphumbqd0kZMW+09GFX2wDG/aGk58pF82sBRCYS0L5H6mW49I74TA3bzDS9fa/NHnMleF8Uob8Nle9vz+7rjFtmsu3XPezFcPRc157jUiBYWocy4HY0eg0uQMDpBMMqJWZnfJTe572a4N7O1n5VbcaeYR+eP9CFndEMq47BWLBuPBBCQ7l6Vt1E7RjxBXGsZ0Q+LqTHFDntCIRFjAdCKHU7UFPijnuuzWacxVTidqQ0SYSWKMbqeZmdpZVBKSJK2dHuYWw63IObLpiVdOgFxXz4/Jlw2W34xSstVjeFiKYAZXBozB9SXWQaXXCmmykldWBtQrJJpGN2tvXHFVLXdly1GUPab9OVlIEmmyDg7BlVhkGsefWlcbfZbYI8M15FkROO6JDEUFiELxCpKWVUVFfbZiXpW3zpduX906uK8M6ljaohj6GwCJsteaaUx2mDw2YzvOg3Gi6lzW4WRTFhtkAsC0h/eJqSXRPRtEdnSwTUmSPD3qBcQyvSBuNlbj7Sq3qs027Dsmnl0TYlDpR5A2HTQalIO0S5o6uVaCigPyhGirb3xgeIBCESmFNmSpV7nKgocqr2sSjGsjiKXHYIggCbEKsLZxMEFEePcSkrRkSkllh9WXxHVjW7WIK8HaP7lM/XzZRKEL1WB6VsuhMuJKKt6QXEMi/SVep2oK7UjdYzYwiERTRGO//eYCguADzsDcpD0qTzcmlzBYpd+oGxo90jCIbCKIne3z44njRVyq0TGJeYqWOVTcpjVTpGR3yxc1YbHPOHjItqwyDDMhQWEQyF42bilJjJrJOyIqVz3O2w49w51Shy2XF6YFx+71IOketRzCpoJlC6YX9X0scAkfdjID7r0+hLGSm7Vfs6lZOQKIfx6tnZ2q8apioF3zxOO0RRxIg3iPIiJ5or498fhr1Bw+L3dpuQdPZXo2uIIqddVetPGXRLhL1JIkrZL189AY/Thg+dO9PqphSUmlI33r9mOv7f9lPy7BhERNngdthQU+qS/5aG1knm15ViQX1Z3LeyAvS/GU9G6qToDd9TShZoCWiiHgLU36jrdVYlRYqL6PoyN2bWFKuKiivpBZccNpucKSUIkYvusCjixYPdck0pM9ka2jVKQxSl16HcBjZBgMdph9MmyNtQmukv2X5w2GzwOOOHmkmMOrbaoS7JhldIw5dEJK8L5NQ02mYT5Hpe2s6acl8myurSZgjUl7kVw/cSB7SC4bDp4XsSo4yPRMW3E21DAZHzT9mMRY1lWL+oXtWxC4siRnxB2G1CrCh+dBhSWIwsp8wTyWCQ1hcKi/AHkwfeEgVTd7cNGt4n0a0p5TA+QJXtcdgjM3Mm2seLGssSrl85UYBWp8lOb5HLjlKPA95ogecSd+Rc1u5X7cyk0vHvUGT9adsWFkWcGfXLNe8GxvxJg3CJhi4b1bEyWzQ6mUTvw6VuB+bUlsh/Sw997VgfthzrxQsHunCiT53hGgiGDfev8n2jsjj2mbTn9CCe2tMhzxQIqAMd2lko9UjrlI4Nt9OGpoqiuGHehu+RadTIM5JseK7ZZUyrLMKqGZW4dGEd5tWXJHy8VKdKOzSyKDpkfDwQgsdhhyPF9Ge7TUCRM/FnnV721fqF9ShxO0xl1WoxKEVEKekf9ePxHafwT6unqz5cyJyPXzQH/lAYv3291eqmENEkVup2xnU8lNfpDrsNZzWXx33baYsWKk+V1ImyKzJ89LIK9IbNKWmzUbSZUuvm1cgZDomWLb0Go29z9TrxdpsgB7FsQiwoJGVzOe02lLpNDCHSrNIRlykVu0+6zWG3qeoSmcmUstsEuBw2w+yJyOxTOrOmmeywSeQOj05doDm1JaguiV0LaAvRSx15vSGGyinZtTPRaV0wrxZ1pZFOkDKbzyjTQZmpYyZTSrmtpdej7cglGsaTaIiKiEiGmU0xNFAva04UI8Gtco9T3m8OeyRYKSKyLx12W1xW1HgglDSDb1plsXzslnkcqmWM+hMHOubVleqeR4k6usoMRaddiAYPI/tq1YxKeeia3uP1TK8qNtyPb7TEZ3voBRCLXQ7YhNiwPCkTJP74V7dFqiFkNAHErJoS2AQBfaN++XjsG/En7ZQnOr+1AR5pfyUKyqfC6H3R7bDjsiUNqCiKZaVJ+0Z67XrvN4GQqMqUKlG894tirOi+NmgNQDXkVfn+qpy4IVnAx2WPTiYR/Vs7ikOvDmAgrF8IPN2yJHrnoFT3z6xyjwOCIGBWTQkqi10odjmwdnZ1/OOKEmcNKrdXkcuWcKitHrsgJB1u3FDuxvpF9Th3Tqx9NltkH4hIPkmBFoNSRJSSR7e2whsI46MXzrG6KQVpbl0pLlvcgN+8dsL0OGsiolTZbPEXhXoBCkFzX6IC21JHI1HQymYT5PXqdeDczsSXngFNB1E7nLC21I3ZtfoX+h7V8L3IT6PC6G57/AW3U1FTShmgkoRFEQ67TdXh0mM0gNEmd+6Uj4220y7InbpIUXX9jDNlZ9JhE+Cw2eQZxJQGxwIIhkTdTmC6lIWFlc6ZXa0bZJH+lmYXS0RZpH/dvPgiu0Uuu5zZAgjydjjaPaLb+Vd2bpUZdEuaynXXf1Zz7PYL5tXiXcub4jLVkgXvjITDkQ67TRAUQzkj92kzpYbGA6oOp9MemTUvFBbl55QXqY+/sCiamMUSqCuTgnrmj4l5daVYNq0iaX0zLUGIFSaX6g0ps2VqSt244qxG+fHJ6tcIgvnZKAHoDkctctpVx6fTHp24IBhWnbPa1yq9j9kEAatmVsYFBErdDrijxfGlc3g8EMI2g/pjEqP32ZAoxg1TnmPwnmdk5fRKw9pEkXXr3y69/3kU79PS8ZLoi+i+UR9eiNYAO3dOtTzrKRB5v5O2i3ZyDgCqQuZ6X2RUFbtw2ZJ6w3UDsWNDaqs2C037WTS3tjQyVFenKHmicynRcWqzxdejUwbsE5GyjvSGdCoDtlKwKdmXI8r3vHKPU/XZmIwgRD775tWVYuX0SsP9LggCKoqcaKookr8Qkmbf1ZsVNRkGpYjINF8whF9vOYG3L67HfJ16HGTOJy+Zi75RP/68/ZTVTSGiAve2xfoX65E6LpGrwtpSNy5eUCd3RPQKniuDOEbX3e84qwEXzKvFOxJ0EGxCbAjeLJ1viZNnSmmDUvHtMerMeZx2uVOiN1ROSS84FqkpFctm0j5XGk5iT/Kts1GNHul1KIMo0iqcNnWmlN0gOLhyemVseTYBDrugGyzZeLgb3cNeVSdpelVR0u2fiAgxbkiSKEa2+7y6yDWBTXVsRTo3oXB8J1tL2ibr5tboDgspctpVx6r0+5A3oKo3JSlRBqWc8fVx4h6v6Azbo51L7UONZl1MRsoSstsEOZMslskXe5w3EIYvGEa5YoioFCQIhGJZb3r7MOkslorjOVl8ScpIS0bZQS91O7B+Ub3qvosW1GLVjFgQpyU6qYH0NGWilTLrSm+IbKpBKT0ep021TqlGnC+omQTC4PmCADRVFOFti+pVATW3IzJr56n+MYz5g5hWWWSwBDWj99nB8QDCoqiabdCTIJivl6FTV+aWg5B6jAKT0nubXhBDG9gxrEsI9Xu2iFjmV7KMHb19PKO6OGnQVfm+DegHlpTHlRTYHUxxxsJEGX12QYj7EsRMDUIgNoxQ79xWLlL63HIoMpr1hifXl7kxv74U58+tQX25J+HxoyW9xhK3A7NrS+QvNvQ+zyVSMFHa92GdrNpkGJQiItP+/lYHeoZ9+JeLmCU1EefMrsI5s6vwo5eOJqxRQUSUjNE06XabIFcaba4sQnWJK/G3vIrhbtqOe5EzMqQDiHR2jIr9AlLx2siKyzwOLJtWASDSmbt21TTdb8qV9Dr+2g6U8nUoL8jdDpsi8CbEPVZJ70LeYbPJnRlBEOI6IAsaIoGXpEkjBtfiUvaA22CYYc+wD4PjgUhWjWI/KF+/zSaosiaMMsHk+xWdwDWzqnHF0sYEj048JCsUTl5TSrm93764Ho5orSzlUJxE6ss9utvXbhPkbBZBE7BTDieSMgmU+1eZNWB0PEhBHfWxnTjbwqxwNEtImSklLUu5vbuiwySVATXpeAyEwvKxrddxTRawUWYCJXofWD2zCqtnVSV8PhAZgldbqs6gUAbGpMCeNLQNiMwECugPXVSeanrvLwIE3XM2lcl23A51ppQ0/FU7dNQoYKN8rvKYstliwVfpPumxTRX6AapI7T0BS5srcKFmKKN0bCizbBJluhRptpfLboPHaTddS21eXakcSJPe8zxOOxY1lsFhi82qpw1IG71XlHocquNFFEV5eLdRcXxpeGK5TkBSCuxcurDO8DVIx7TUfr3zwaXIjpWK5hsNG55XV6qb5aTMnp1XV4oVmi8JtMOXk52XUrubKyKvf1pV/PGiPB6VteakW/UmAHA5bFjaXCFny3kUw/kSBZcibTK4XXNeKP9aO7sKK6ZXyhM0DI4H0NKbeGZdLQaliMgUURTx8CstWNJUrptaT+YJgoDb37EQ7YNe/Gl7m9XNIaJJyGET5E6ENlCjR7rHrjNsrNjlMFdLCdGpqKOBJZfDFlePJNloMr0ZzrTPUV4cexSdQ7difbYkQSm92lmRjrQiU0pxlbxiemXs2+AkY5mMQhcL6kvxjiUNutuyMdopGRwLYNwfUmWsKV+CXRCwYnolrl01DUDiIBKQWqcdSJzJEAqLhjWcpOwwabsXOe0odTvgtNvkbASjDrqWdtikW84uivwtwDjjSSruX1kc66gpgzhGQTyH3YZ3LGlQdXzNjnxMto2lIt9SEASIBV/XzKqSs8ykGfWUAQ9pfwRCYfm48+jMiqUNQFRphtwoh8EKELB8eoVuW222SOF9KZgs7Tt1dmWk5o3ySBBFdeDKKOAExAcQtEQxkjGnrDslCPpZJ6kc38Vu7fA9AW6HPS7T0Gi3J6oBpXwtDptNfo16GWzr5tXgymWR4PD8+tK4fSW316V/3GrP+cpoJprbYcMVZzXiquVNsEezKM1YNq1CDnop17O4sRylHmVtKPW5P7++BHaboKp5tGJ6JUrdDtU+T5Qp1VRRhMpiF86dU401s6owp7ZE1ce4aH4tmqMBs8pil2HmUXWJC/PqSrFqZiUA/fd95bqTZYwum1aBixfEB8GUGUpzaktUXxDYhPigW7KglHRM1ZS6ce2qaapaXhLla5GOd+VtygywBfWRCQO07VC+p0YCypEvSKSi/pcurJMnG4g7zoX4dmh5nHZ5W9gEsNA5EWXPa8f6cKBjCB+/aE5aRXBJ7YJ5NThndhV++CKzpYgo82yCEBco0LumlDqdDsXFbqIC6YnMqytFTalbDko57bECq9LlqbRso87kwY4h3deiJCieOrO6WP7d5bApCpXrt7G21C1fPEsdsKXN5XhnNINIalcorJ6tUNm5SLY5RDGSUXbxgjrV8EpBEFRZMEpN0aDUsd4R+IIhjPpDqjpfkrgAXZKdo7edE32EJ8q8CoZFDIyph7tI+1Xqf8iBo+gvM6uL5SyJ+gTDibSk11xV7IrLJIkEWPSfN6+uFJctaVCtS1VrLEGmVInbodrP06uKdR+rlSxbTWK3AQsbSlHmcchDq0rcsWxCSbEqiBZrj7QaKetBFWzT7Oe6Mrf62EMsyGoTIsPtFjbEz3gnBVdmRF+7FCDTy9TRBiiVx5XyuIw7f6Vgq+Ix2v5rfblH1UEXoB8M1gu8rJ6pzvQqdjlw8YI6lHuc6gCvTYjMXhkIqc5po/NDu5uvOKtRziBVvl57ggASENmWyvNS7xx22W2q7aNXiF8yq6YYa2dX44qzGlUBzVQCdsoMUSUBsXM8JIqoK3Xj7BmR7Tu9qhjXrGjGtMoiecitNExMW8BfDkppXuusmmJcurAOdpuA6VXFEAQBlUWx11ejGUpqVPC8xBUJpCbK4nXaBdSVuuX9bqYvE/dZaFPWhVPf57DZ4oaFmwlYA4m/DFBuMuUQfGn1yuPhrOZyvHtFs+H7nEQ636qKXbh21TRUFrsMv8iRgs1xtxusIt0+IoNSRGTKw6+0oK7MjXevTG9WClJTZks9to0z8RFR+vQ6NU67Tc6UitXbiH9cRbQD0FDulh8b34k0d5EpdVyl4XsueyxjQJSztiJ/KzNZlPSG72nbo8xKmFdXGisSqxieY1RsvLbULQ+5UG4Xqe1OOTNFNBwmmGxzhEURAgRUl7gMh1caGYkW3q0udsXV+wLigyrJsiFSnXVJGdzQZiUEQuG4qeCTUWZaJJtNUEl66Hlzq+XhKbFMKeMZIqWAi8Nuw4rplZhWWaQ6XtQdvMTBgyVNZXJGi1Z5kVORDRP/XGV9JeX6yjxOvH1xQ8LZxJT7QNmJl2vIOGx4++J6rJpRKd+nfQ+w2wSUe5zycasa8igfV/HbUNoMLocN6xfVY0U0YFbqdmDdXHWWfEWRU37t2pwIVW0xzX3K/VFb6saaWVWazBpR9XqN2groD8Ot1QQymio8csddm3XicUYypQwSAFW0x1yRyy5nPWqHBer9LjFzHjjtNnUw2iZg/cJ6vHNpI1yO+EDJtMqiuPcGbbbM2xbXq4abKcVmItQOZYy9d4fFyOuZWVOMa1dN0w1Uxo435a2iHJTSvnS9gG6izaO3zvn1pUmHhQORz4d182pw9fImCIJgqt6T3mdPc6VHt52CEHv906uKsaSpXPX6LphXK2cmaRkNa4wsN/49wGgoKWAceL/8rAb5yxcpGKYOHsdehx7tZ4nRZ6zZIL0Wg1JElNTR7hG8eLAbN6+blXRaVjLvgnk1uGBeDX7w/BHDKb2JiJJ5x5KGuOLEdpugmjVKuk1r1YxKVcc7UmBb/Riz15jS8hc3RWqRSAWAVcuKXnlqgzVGnX/AePiPdpkuh02uh2H8LW7sd+niWXnRr6zho3yschiO0cW4RIT5bSbR7qNl08oVHQ/jznmyDkCizo4eaXnz6kqxflG9qrB6KCzGzfSmHdIjdcqkzC9VQMigKUub42fEkzPqFE+K1ZQybr9yX86pLcHa2dWqTpq0DKfdhmtWxL5k0xtmJQj6dYwAYPm0ioRZfxVFTsytLVXN1KZXwF1LGn4jUXYElbu6zONUdcSlWa+UfyvZhPhjUu/QUR5fFUXqdcjBwejfgiBguSbLS2I0lE/btgvn12J6VTGmVRbFAg6aYceRdemuRnfbK4+zs2dUqY4vbfBIyjqTsvm0bdfLVNPjUL0/KNunF5QyXs7S5sj21MsGrCiOzKJm15xIRu8BgmbTKIc3a58hZXAmmmEyLIqGAQ/pSwYp01AKchU57QiLwIHOYQCIm/BAW4MJSFxMXBuAAfQ/1/SGwUWGFQqq4C4QGaYoZbxp6WWmLp9Wgbcvro8LkCmH55Z7IpmIqnpQTpsc4JtVU4KL5tfKfyf68kD5+qTsSGWWpNMW/zmrp9jlkNuszVwGlFnC6udJD/E47XjHkoakQx9T/SJEwqAUESX1y1db4HHa8KHzZlndlElFEAR89V1L0Dfqx882HbO6OURUoDxOO6oUKfzFLgemVxXFspMSXO3ZbZG6KtI32drObeT5xheZqo5w9PfpVcW4ekWTqli3diih3SZgjaKgstthx+LG+OCE8jlGfztsNrmOi943yar2Kp8nfauvuE3KqKgvd2sCKspvq3UXLQuLYtw2TEZ6eDAsRmd+0w9GaDtsUqfZKHiSYkxK7uDao7WFZutMRa/XMZQKA8+sKcaVyxrlQICyuUb7RDewIESz9lLY7mYeow50xGcgxC9P/3a7ICTtUC6fXoG50e3nsttQYZAdqDSjWp1Jodw22mCoXXPuKYeyxmU7KrLLlAXjtRIFBPTukm4TRVF3Vk+95+mt12YTsEJT50pv/6ybV4MlTbH3Cb2gj/I1lHocmuXEHuewCfC4Eg9vVc5aVq4T6JCfo/hdORlAqplS0vq0w4eV4gtO6z+uxOWA22HDeXMiNazcDrvqtZ0/twbrF0Yy+krckXPaG9BkSiE2DDwcFg0Damc1lePiBXVy4HJmdTGuXt6E5soiBEJhOXitLcqtFzRPdA7r1ePTO2ZrS91xnyelmiLqyvc6o+M+7rMwGtTSKy5uFwT5fNUL7jltNjkYVFvqQk2pWy5snujLBeVdc+tKsHpmFWbVxM51u13AO5c24qpl5keyiDqZUlLAKm4GXEU7lMPPUwkUm8GgFBEldGbUj/+3/RT+afV03ZkoaGKWTavAe1c14+ebW9A15LW6OURUoKQp7d0OGy4/qwEepz0uECTRuwBXBqVSyfJ5z8pmufaOmQCItqaLkt5U8Nrn6D3PaRfiapkoX+I7lzZibm1p3HJjRc1jDy7zOPHuFc1oqihSD8NJIcgUDotJgyOXLKhTZSHJwTsxvjOqbIc2+0Gawr3YoFaVmW/Qlcx8yz1DUWtJmt2pyGXHxQvq4HbYo53f+G1rmL2m06kWBCFuSJ30fO32KVHUkUnaejmIkuyBidlssc66XmBEflyCLEU92tes7Kxqzy/lsWCzASunV8jDg+JWJ8RvG91MqYQBaJ3HmzgvzJ468qQICZZRX+ZBQ3SmNkB/2GWi4XPS3w6bLTqEy3z2v9nOdjgsyttar31626Pc40RtqVtuT1g03m7Sa2gs92BldMYzo8dduawJjRUe3dfZUO6RA6XS/dr3SUEAhr1BPLnrNEZ8QcP9bbMJqj6CIAhw2G1xr2F2TbE8hAzQf79JFNCfW1siZ5Mp161HCrTJf2vqTcUyHeMn94g9Rv13wtpPNkEOmukVOLfbBLkOm3RcrJpeiXcubUz4mlXZTDYbZlRHam9J75sOWyQYlqyoupJ0jinfX6SsQW1QSpIomK2U6meOxNxUKkQ0Zf3u9ZPwBcP42EVzrG7KpPWlKxbhH3s78d2nD+L+61dZ3RwiKkDSrGPKb2ilESnKab4XNpTp1rVQFqKNz7KI986ljfJzlAEtLWlZup0zzZKNOn3JCq8vbiyXa1FpZ98DooWFHfEdXv36J7FOjtFwqGSX3CFFp9RIVYlLld2mfHysDld8HRZtcExqVpHTjmXza9Ez4sOh6FAZvccnEwuOGd8/r64E06uK4oox6z/euO0SQYgUjVbO1mQThPggjGb43rq5NSh2O1DstONvu9uj9yVrT3odJq3I8NjI78rj9u2L61XnoLR9zA5p0b5m5fA57fmhnfFNEAR5aJdecXEzrz1Rh1I/eKh/v5kMufhlGR97yiUog3H62VuKTrxde76o94f+sM3Y72Exsk+TdbSVTa4v9+Bo94hqPUDkCwNfMKy7PaSi9MPeQHS9CTKlbLH3c71MxkQS7Yr3rGzWPX+U2VOpnj/KY2LdvBoIgqAa9pZqVo3NJmB+fSn2tQ/Ktxm9r0htrStzY35daVzwTnqa3SYY7t/4YbDxj7tkQR06o18qN1Z4cM7sajSWe+Ie57QLsWFz0qQDNgEeW+LAqLa2mKTIZcOwN5xeZpKcRa04Pp36y5EzLE3u+lSHjEsYlCIiQ95ACI+8dhKXLa6XpyymzJtRXYxPXTIX//viUdx4/kysmVWd/ElERAol7siMXsohPHp1I5RDX5Qqip3oHPKiyGVH2KCmhJKyYzG/vhR9Iz7dmjnVJS6c1VSOmTXxM5lpl2uUcaINfEgXydLnUpHLjiLYVcuMGzKE+A6v9M1yyKDKcbKCxUbSGb5nU61LfV+iWkFS00vdDtSUuuXZFPWWa2Tt7Gq8eeKMavmibr5KJPtA27FMRJ0pJWBBfRmKXXZ4gyFV8CyuWK8QP6OcdpPW63T8kr1c7d3rF9UbZgYkYhNixYKdmrpLZZrHRX6aOx70grex+/SzfpTrMSoobRPig816EgUx9batfF5pb1d2pE2+dmn5eseeagieqaVFGM0YJm1LvbYpAykuh013qJaRNbOqVPWMlPtszaxq2ITEgRgpYynh8L0EbU8m0fuS3n3aW1IOSqURnEyVYfaW4gsRvfcKu+J+o2U0VsQCjED8zIdA/BcMzZX6xcwFQZDfM5LVJVS1M7q/tUO0182tRe+IL63MJOkcU57vyQq/a4PFRruTNaWIKOP+vP0Uekd8+JeL51rdlEnv1vXzMa2yCP/x5D7DDhIRUSKR2X1iwR/pAtjMF5eLGsrwtsX1KPM444aIJesGVpe4cNXyJsPhAwsayhTDR2LBIe1SU/nG99pV07BMp8iytEztdbp0Aa3s8CqLmusxzPJJcs0dCpv/VlndRkH1U+oML2yIhTm026i5woOlzRVY1Fimeq6y3TOriw1n3QKAaZVF8rATveCdsrBtoinX9dg0gZOzmssxu7ZEVe/FaFiYUxtQMLG+ZJ09beezosgZN1tbqhIdt8qOrxkJi2kbDGeM/C79oR6yK+1GAfHbOdEwOf22xd9pVIxcldlk8lxI1Lk2qgWWjDZrQ9of0rqSdejPm2PuS0LpfNEuTxlYddltqElyrLkcNtSWurF2dpViNjT9YGRa7zHST7NP1gY3U4wcJMryzBSjNsnv+QZpnzZFAD5RrSzpvXFaZRHmpJiZphWbhdb8c+w2ASumV+LSRXWq24tcdsyojv+yJ6V2qGr2RX5vqlAH1Yx2m9ExxKAUEWVUIBTGTzYdw5pZVTh/LjN3sq3IZcddVy/BvvYh/Oa1E1Y3h4gmgdgFcPKLREEQ5Bnx9Ib+ZEVcplQGLksNOnJyl10nU8poximjYRPJhMTkw/f0SM+ROm8uhw3XrpqmGgoSn/kRGc4id1Q1y7TbBJw9syppZyrR67v8rAZ5diptXZZUpFJM3O2wGdbJSnQ8JjtWM3Esz68vVQXnjIrMR1YY+WE2myFRsEDb2dPr5IcNznlBiN/Hen31RO8V0l2qIJ7c8TcOGpqPf8QHRLX3RdqYYBna4a0Gw6+k9xq9bah8nWYzArUznUpU+93kdrhwfi2aKork11KqqY2kN0TZrIke/xMZvpfKe2hNiVt3Vk6JFIQHjM+t2BcR+pTnrbStZ2qCPIIgyEH5RIXuzZKO7VQzaefUlqT8hYCZdmizL9+zshnnzK7Sf47hllQzG4CPe15azyKiSe+vu9pxqn8c/3XtspTfPCk9Vy1rxGWL63HfM4fw9sX1mFUzsW9kiGhq05thx4y4LKNMNUgjvqbUxNckLdMosKbs8ErTlputZaVdhxExjeF70vrCohgfeEphGXHDtkzu+3NmV+Nk36judN+CIMAVnRFQO4NVKgxrSum1Z051Vjrdmbie0RZaluqV6ZHruqVZ/FcpLiils0ypkLL2Lpugd9TGdzITzQImCALetrgexYpjRDs8M/Y7dB9jRrIMLluCoEyyzSzX+JKGwNkis6lJ75WlbkdsCHBKrdbnsOlvEzOkrHltMEKa3CC9TKn0g0rAxIbvKY/Xy5Y0IBQyDnJctKA24XIXN5ajY8CLIW8gwftK5PawQabUkqZyuBw2Oeh/zYrmlDKY0rFiRgUOdgyjMgMBromQtojelxxael/oKG/XSve9jplSRBQnHBbxo41HsbS5HOs16aKUPYIg4J7rlsNpF/Bvf94tX1wSEaVDr6aUGfEBnexcqWsXKwgCFjaUTTAbJ/oz/h4A6m97myqKsGZWFRbU69dMnEggIa1MqeiTJpKppu1E6nXY9GrklLodWNpcYbivXQ4bLllQi1lpDhcBoDMsNHq7ziqddlta2z9Zp1tvGKdZRhlRiTL8gtGoVCaCUtqhaHr7KpwgE0N7XGk7me9c2pg0iFnucaqGpMUerV6Yquh5wiWqnmR8l+4xEn9jsiFi0stTBvikwNG0yiJcvKAu1vYUdplymCQQy8JMZYIELWkZzZrhVLnMlIoLcqf6fMXvyn1T6nbIM/+lS55dNkmmlNGp7nLYsKSpXD5X7NEAZfyCVD9SVl/mkWtRlXucOHdOdUpZY9lgFKjTM5FjxmGz4fKzGo0frMCgFBHFeWZfJ471jOKzb5vPLKkcayj34BvvXoqtLWfwf6+ftLo5RFTA5JpSE+yIZC9TKt6SpnK846yGCS/TTKYUAEyvKjbsICTbbs2VRYafkel0GKX1mfn22kh8plT8Y86eWYl182oSLkevz1JZ7JpQZyrdzLNUJNtUEym2vH5RPc6fG7/dEgWlpKFucydYiwYwV6ulNjoLZ7HOTGPaXafdxekMn1VlSmnWp/eYRIwKOkeWHZ9xVF3i1im+nCwoJWVK2RS3RX6WFznhctgUgW3zx4oUSJcCSefPrcHS5grdIWJmVZe48I4lDXGTRGSkplSKj5ek+l2pqs5Yhj9I5DpeSTIwrf56d928Gly8IL++4F82rQJuhy3x0OMoqR6kNovSaH+WuR3yUEcRomGtSS0O3yMiFVEU8cOXjmJuXQneudRcdJsy67rV0/CPPR34ztMHccnCugkXViSiqcmo+G4y2s5Ytr6bSKlgsd2Gxor4GZSMlpmJwJpxDaTIz5oSFzoHvSkXjE6wRgCpBxET0euwOe021Jfpb8tYRy7zXTmjl5XJ4ytZAGQiqypy2eNmCQQSn18epx3Xrpo2gbXGmAkaza8vxfSq4rh2ChDiXnxcJzONNimDvaoAhOIxZoNSpW4HVs2o1D3PlYtwO+y4cH4tKoucONARmcFxUWMZDnUOJz13EhU4n0jAcmlzOerK3KgsjgQFS9wOzK8vNSyybVaJTl212Ox7aSxwguda6hPxxFaYiWxBPUaBcimjLyO1CpG9z0ErTKsswjSDWQK1ljSVo9zjjJvB0ChoKwgCVk6vxOYjPSm1iZlSRKTy3P4u7GsfwmfXz8/aBwglJg3j8zhtuPV3O+ANhKxuEhEVoCVN+jOyJZPNt/7yokgnq6LYmdJ63rW8CatnViV9nJzloA1KRW+YYB8xsizF7xcvqMW8Ov3hf6mStsdEspG0rzvVorPZ7HgZFiQ2+Xwzuy7ZsrIxLX22ZhWLW4+J40IQBN3AmV7GyuyaEtUMlmll3hg9STD4PYlZNSWKmTpjtPutttQNh2KIp3S/9Pe7ljfhqmVNOu2N/FQGKqTJN6XhgOnsTZtNMAim6WeSTUQsUyr1JaZcU0qzjlSDUqqaUhk+T5LNZFdR5MSqGZVYNaMyo+udauw2IS5bLxlpn6TyecugFBHJQmER9z93GPPrS/HeszPzzR6lp6Hcgx988Gwc7BzC1/+y1+rmEFEBml9fllaWhsNuwyUL6lBTEhl6lMnhVfVlHly2pAHTKosyulytuOF70Z+ZzAASBAGVxS5Vxz52X3rLAybWeYuffSy95WQieKdl+LIyeBgYrWNpcwVWzajMStAt3W2sdMVZjbjcYNiqlNWWqAh5MrpFwW3ChAOq6mCXMgATP9xuQusxuH1hQymWNJVjfl0p5tWV4tw5kdminXab7rAhhy0SyHIr7gtFD3bp8dnLDM3Mcoxm2sxGG7SPD6X4xqDKmMvwtx1GxbqVZtWUmB4+ZiR2LPOLeqVEx1I6AVMO3yMi2d93t+NQ1zB+dONqZknlgUsW1uH2yxbi+88fxtrZVbj+nJlWN4mIpoiqElcscyDDHwelOkNStKZVFqXViZG7D3GZUpGf2Qi26MlkTalUaJ+Z6rIaKzwo7XZgbl3mh43npqaU/rLmR4vZZyPzWAoilusUkDdLL7tJcs7sKniD4bQ6eqrjPcmxn17mjalFT5hR0xx2GxY2RDJC9YLDWnabgPWL1DMISkPsYvV1snP9m6nj3KHJDsulVNeYzbq0olwzkf0VKyTa6nKmVArLY1CKiAAAgVAY9284jGXTynEla0nljc+9fT52tPbj60/uw5KmcqyYXml1k4iIMiPBVe3a2dXpLdIg+CR1CDPReZbrVploR2rLjfycSCdLmxWQ6rLcDjsuW5J+oflEDINSOexTSm1IJTh50fzahNvRbhNw1bKmrH2Z57DbUGpQF2f1zCpV1o/WiukV2Nc+lLUhuWb2aUaGzGbwIDEKijsLJFPK47Rj5fRKNFUmr7EX14Y0H28TBCxoKMXc2tQy67J5auf6y3PGvsxL60uZLLSDiArQn7efwsm+MXzpikWWT1VKMTabgAeuX4XGcg/+5ZE30TE4bnWTiChDfvSjH2HOnDnweDxYs2YNNm/ebHWTVIyKhmdu+VlZKoD44JPbGbnk9ThTv/RN1Ok3bkX69V6MhoNJwykT8TjVGTf5lPVs1JTUO8oTGd6Y+nNqSt2oik7prr9MAS6HzZJtPaO6OK4Asfb+K5c1Zi1jxSjIpyoplT+HYEJSplQhNHd2rX7trWTSPQ7sNgGLG8tTHgqXzX1/3twaLGkqj3vPoxxJsG9j7wvmI9IMShERvIEQHnzhCM6ZXYX1C/Nr2lKKDKP5xc1rMe4P4V8eeRNj/qDVTSKiCfrDH/6A22+/HXfddRd27tyJiy++GFdddRVaW1utbposnanRU1p+Vpaqr6Hcg7Wzq7Gwviyl5125rDEuc8iomLreY9KhV1Pq6uVNuGBeTdLnagNouSrCbYbxbIa5a+NUHupTFh1eOL3K3KxbZhjWOVfcUe5x4qym8oytM1tcGZqlzUg+HHqpxk1j2ZvprU/67MjGOV7qdshDN3MhD3ZfwUhndzMoRUT42cvH0THoxb9fuTinF4dk3oKGMjx042oc7BzG7Y/tQjjlaXmJKJ/cf//9+PjHP45/+Zd/wZIlS/DAAw9gxowZ+PGPf2x10+JkL1Mq8wuOzfoT/x6ZTp0qt8Oe1pTi6byycLTNehk3DrvNVNu1bS2EzOdctjD/t0b2FLnsuHbVNEyvSm0mLTOSTSCQqRkqs0k6V7J1HZzNiR1SZf4lTmybTDSolQ/YLVKLlX033jAcvkdEKesc9OLHG4/hmhVNadfwoNy4dGEd7n73WXhufxf+82/7UkqLJaL84ff7sX37dlxxxRWq26+44gps2bIl7vE+nw9DQ0Oqf7lgVDQ808vP6DLTqBmU8jrkn7FXcM2KZtXsaY40AllSm/NpyF0uZOL4MjuERwo81JQaD8cj84w6n9pDOJ+Do8umVaCuLDY0NlstzYfgRrqBsXSbnok6efmCX9qrJdoc6ZzuLHRONMV995mDCIsi7nzXEqubQiZ8ZN1snB7w4iebjqG21I3PXbbA6iYRUYp6e3sRCoXQ0KAeFtbQ0IDOzs64x9977734z//8z1w1T5bt4XvZ6KhIw9Vy3X+w2wQUu2KX1SXu1OuchBJkSk1mmTi+1i+qgzcQNvXYty1Wz76WLqfdhkDI3Donq1TOs+lVxZhRnbmhg5kyr65UlclVSEH4lKU5fC/d9yQpkDMZglJkHjOliCglrx/vwxM7T+NTl8zFtMr8u1Agff9+5SJ8YM10fG/DYTz6Rv7UnyGi1Gi/eRVFUffb2DvvvBODg4Pyv7a2tlw1EUBhFTpf3FSGBfVlaK7I/mdaovaXuFL/3lfMUFDqnYU2g67Jl5so+83tsKOiyGlqOeUeZ1qZbFqXLanHFWcV2LbOMONC5/E7dc2sKtSXpT5jXK5lrYZeHgRmUm3CRLNlpac57da/9nQJmp8UkWh7pJMZyUwpoinKGwjhq4/vweyaYtz6tvlWN4dSIAgC7r1uOfrHAvjaX/agusSJK5c1Wd0sIjKptrYWdrs9Liuqu7s7LnsKANxuN9zu5DOvUSR75azm7BZVNtNBK3alnokjlQqcaHHyfJuNqrbUjd4Rn+H9KXeU86R3mM7sZ/ko2f5JxHBX5Mk+mohMH2f5sElSnulSzjydWE2pdOryUeGrLTV/3cIjhGiKeujFozjeO4p73rc87y5gKTmH3YaHPnQ21syqwud/vwtbjvVa3SQiMsnlcmHNmjXYsGGD6vYNGzbgggsusKhVxiZzjZVMO3tGFaZXFaXViUtU6DxVFy+owzlJ6kSunlmFNbOqJryuZC6YV4NrVjQb3j8JD4OCsm5uDd61PL0vtmJBB0H39kJUyG1PRkhzeHO6w++krDNHAWdKSSbzcZGOZJ9xly1pwHlzzNcqZlCKaAp6q20AP9l0DB9YMx0XzK+1ujmUJo/TjodvOgdzakvwyd9sx97Tg1Y3iYhMuuOOO/Dwww/jl7/8JQ4cOIAvfvGLaG1txac//WmrmyaThuRkr8ZKoV7lG3fsZtYUY82s9CYNyWSh8+oSF5qTDMufUV2clZnYtARBSPia8mFY01RmswlpZ7IIgoDl0ypw0YI69e2ZaNgkkw+HecqZUtGf6b4lSYF2FzOlJp1kh0Sp25HSMGkO3yOaYkZ9Qdz+h11oKPfga9ecZXVzaIIqip34zcfPxXU/2oJbfrUN/+8z6zCrpsTqZhFREtdffz36+vrwzW9+Ex0dHVi2bBn+8Y9/YNasWVY3TUe2aqxkZbEFK5OZUoVkar3ayWeuokh4pl22pAG+QChry9eTvRp6hXekT3T2vGAo8p5WyMP35OwyvlOpZPpwLtwjhIjS8l9/34+TfaP4/vWrTBcFpfzWUO7B/338XIRFER/5xVZ0D3utbhIRmXDrrbfixIkT8Pl82L59Oy655BKrm6RrUs9GlYZs9y2nWlDKbIe3KFpqoIglB/JepgIwpW4HalKoS5MJhRg8MivBXAEJpbtJAuHI7JSTYfgeZReDUkRTyGNbW/HYtjbcun4+zk1hnC/lv7l1pfj1R89B34gPN/9yG4a8AaubRESTRPZqShV2RyXRbHATMdWCUmYPg5k1xVg3twYzqrM/5JAmppCP4EJue6ZJ2UHpZko5ou9lpe7CH5xV4B9XGZfpzDEGpYimiDeO9+HrT+7F2xbV4YuXL7S6OZQFK6ZX4qcfWYuj3cP4xCNvwpvjlHcimpyyFTwq1Gv8bLd7orPvTWb15R6rm0Am8BCeHCY6fG9mdTHOmV3NshKUFINSRFPAoc5hfPq32zGrpgQP3nD2lPsWdiq5aEEtvn/9Kmw9cQZfeGwnQuEsfZVPRJOe9O7B2fdya6p8Rqc7Exjlv0KuvzOZj0fppdltqYUA0t0mgiAknXAh303m42FCWFOKiFJxtHsENz78OjxOO351yzko87CO1GR3zYpmfPM9S/Hsvi587S97IGZrjAkRTQks/KuW7XYX6nYhkhTyISwF1Ar4JRgqcTuwpKkc585OrYRHuplSkwk3gVqmt0fhD/AkIkN7Tw/io7/eBkEQ8OgnzmcdhinkI+tmo3fEjx+8cAQ1JW786zsXWd0kIqJJJdPxfpsgyDPwTSWFnFVDk89kDz4sbChL+TlTJHmTLMSgFNEk9dLBbnz20R2oLnHh1x89F3NqOZ57qrn9HQvQN+rDQy8dRZnHgU9dOs/qJhFRAWLQQC1bW+Pti+sx6gtmaen5a7IHAaiw8HCMmWhNqcmEGaxqmd4aDEoRTTKBUBjf33AYP950DMunVeAXN5+DurLcTqdL+UEQBPzne5ZhxBvEvU8fhNthwy0XzrG6WURUYHgtrk9Me4J1fSVuB0omwSxVqWKHd/LhLp0cJjr7HpFZU++Tj2gS231qAF/7y17sPjWIG8+bia9dfRaKXHarm0UWstsE/M8HVsIfCuPuv+2H22nHDefOtLpZREQ0xQmIFNNnd3fyYXbl5CBnSk3hKtSC5idFZDpzjEEpokmgtW8MP3zpKP64vQ11pW785MNrcOWyRqubRXnCYbfhgevPhj+4HV99Yg88Thved/Z0q5tFRAWCX5KrcXtkFrfn5MN9OrkwU4q0OHyPiGRHu4fx443H8Zddp+GwCfjkxXPxucsWoHQKpv9TYi6HDQ99aDU+8Zs38aU/vgWX3Y6rVzRZ3SwiymNSzW3W0tA3BWuSZ1RDuQcdg+M8vojyHINSlG3suRIVGG8ghGf2duLRra3Y2nIGxS47Pn7RHPzLxXNQX+axunmUxzxOO372kbW45Vdb8YXHdiIYDuPaVdOsbhYR5Tl2R9Q4NCkz1syqgi9YbnUzKAsYxJgcpMA7Z98jrUyf4gxKERUAURSxr30If95+Ck/sPI3B8QDm1pbgq+9ajPevmYHqEpfVTaQCUeSy45e3nINP/OZN3P6HXRj1hfCh81hjioiMsX+pj4lSE2O3CSh2sStClK/C0aiUbQpHpfj5lxv8JCDKYz3DPjy56zT+vP0UDnYOw+2w4cpljbjh3Jk4b041U94pLSVuB355yzm47dEd+OoTe3B6YAxfunzRlL7oICJjzAxS40cvUWKFfIow2ByvkPcnZVa2Pv8YlCLKM+GwiJeP9OB3b7TixYPdCIVFrJlVhXuvW46rVzSh3OO0uok0CXicdvz4w2tw91/34YcvHcPxnlHc/8+rOFsjEZFJIotKEeli4HZykDOluEMZrIzK1sceg1JEeaJvxIc/vnkKj249ibYz46grc+PTl87FP62ejrl1pVY3jyYhp92Gb713GebXl+K//r4f//zT1/CjG1djRnWx1U0jojwgBV2y2R+5eEEdPM4pPN840STETP7JITbZhbXtoPyT6QxqBqWILCSKIrad6MdvXz+JZ/Z2wh8K48L5NbjzqiW4/KwGOO28UKfsEgQBH71wDmbXluD2x3bhXQ9uxn3/tAJXLefMfEQUkc3+CGsiEhHlJ2ZKARy8mBsMShFZYMgbwBM7TuN3b5zE4a4RVBQ5cdO6WbjhvJmYx6wossDbFtXjqc9fhNse3YnP/G4Hrl7ehG+8+yzUl3NGRyIiPRzOQUSTmfQeN6VjUqRLzPAnIINSRDm09/Qgfvv6STy5qx3jgRDOnlmJ//nASlyzogkeJ2v5kLWmVxXjT59eh4c3t+CB5w9j0+EefOqSufj4xXM4QxIRURQ7aESTX6aGIF4wrxb+UDgjy8q12BBuvulRdrGXQZRlo74g/r67HY++0Yq3Tg2i2GXHe8+ehhvPm4ll0yqsbh6RitNuw2fWz8O7ljfiu88cxPc2HMYvX23BP58zAzecMxOza0usbiIRkaXm1Jage8iHaZVFVjeFiPJcXZnb6iakLRxNhuHkzJzYQsLZ94gKiCiK2NU2gD9sa8Pf3mrHqD+ERQ1l+K9rl+K9Z09DGWfQozw3q6YEP7pxDXa1DeDnm4/jF5tb8NNNx7G4sQxvW1yPs2dUYklTORorPKx9RjRJ8RJcX7HLgbctrre6GUREWSXKQSlGpShicVM5tp/sh9uR2RE+DEoRZYgoijjYOYyndnfgH3s6cLx3FCUuO96zqhnXnzMTK6dXMP2VCs6qGZX44YdWo3vIi6f2dODZfZ14ePNxBEKxWbnqSt2oLnHB5bDBabfBaRfgtNvgstvgcdlR7nGg1O1AmceJujI3ZlUXY1ZtCZrKPbDx6zei/MfTlIimiIqiyBfHs2s5E7FU6HwqfwSw66Y2rbIoK1nCDEoRpUkURXQMevHmyX68cqQHrx7tw+mBcdhtAi6cX4tPr5+Hq5c3ocTN04wKX325Bx+9cA4+euEc+IIh7G8fwtHuEXQMetExOI6BsQACoTD8IRGBYBjj/hAGQwGM+0MY9gYx4ov8UyrzOLByeiVWzqjAeXNqcO6catZWIyIiIst4nHZcu2qa1c3IC2HWlKIcYW+ZKIlwWETnkBcnekdxom8MJ/pGcaRrGHtOD6J3xA8AqCx24sJ5tfj8ZfNx+VmNnOKaJjW3w46zZ1bh7JlVKT0vFBbRPezFyb4xnOwbxb72IexqG8DPXj6OH750DG6HDefPrcElC+tw6cI6zKsr4YUQERERkRWiw/d4KRYbykjZwaAUUdSQN4Bj3SM41jOKYz0jONY9ghN9ozjZNwZfMDZrhsdpw5zaUly2uAHLp1dg1YxKnNVUzmFIREnYbQKaKorQVFGE8+fWyLd7AyFsO3EGmw71YNPhHvzX3/fjvxBJEX7b4jqsX1iPC+bXcAZAohzjRTgR0dQVZk2pKT10MZd4hU9T0sCYH2+dGsRbbQN4q20Ae04PonvYJ9/vstswu7YYc2pL8LbF9ZhdU4LZNSWYU1uChnI3szeIMsjjtOPiBXW4eEEdvgagfWAcmw73YOOhbvxlZzt++3orXHYbzptbjUsX1uGCebVY1FgGOwPBRERERFlR5LIBo4DDzustyi4GpWhK8AZC2H6yH5uP9GLzkR7sax8CEElHXVhfhksW1mFhQynm15diXl0pplcVs8NLZJHmyiLccO5M3HDuTPiDYbx5MpJFtfFQD7711AEAQJnbgVUzK7F2VjXWzq7CsuYKVBRzVksiIiKiTFgxvRJNFUUo56zhlGUMStGkJIoiDneNYPORHrx8pBdbW/rgDYThstuwZlYV/u2di7B6ZhWWT69AKQuRE+Utl8OGC+bV4oJ5tbjzXUvQMTiObSf68eaJM3jzRD9+8MJhOb28ucKDxU3lWNxYhsVN5VjSWIZZNSVwOWzWvgiiAidwAAMR0ZTjtNvQnIWZ1goJR8fkBnvjNGl0Dnrx2vFebD7Si1eO9MrD8RY2lOLG82bhogW1OG9ONevSEBWwpooivGdlEd6zshkAMOILYlfrAA50DOFA5xAOdgzjlSO98IcideDsNgEzqoowp7YEc2pLMaeuBHNrSzC7tgQNZW447AxYERERERFZhb1zKkihsIjjPSPY2z6IN46fwevH+3CibwwAUFvqwkXza3HxgjpctKAWDeUei1tLRNlS6nbgogW1uGhBrXxbIBTG8Z5RHOwcwvGeUbT0Rv5tO9GGEV9QfpxNAGpL3Wiq8KCh3IPG6M/KYifKPU6UFzlR7nGgvMiJMo8D5R4n3A4bvzWjKUMEK50TERFRdjEoRXlJFEWM+UMY9gbRMTiOtv5xnOofQ9uZMRzoGMbBziF4A5FMiMpiJ86bU42bL5iN8+fWYFFDGWfCI5rCnHYbFjWWYVFjmep2URTRM+JDS88oTvSNomPQi64hLzoGvWg9M4ZtJ86gfyyQZNkCyjxOlLodKPNE/pW6I8GrUo8DFUVO1Ja6UVfmVvx0odTtYDCLiIiIqABxNtrsypug1LP7OvH0ng447Ta4HDb5p8dhQ0WxCxVFTlQWOVFRHPlZWexCZbETzjwfeiEFV0Z8QQx7gxjxBTES/SkIkQ6O3WaDwybAYRNQ4nag1B3p3JS6HQX9rbw/GMbAuB+DYwH0jwXQPyb97sfAeABD4wF5mwx7I79H/gUw4gvKdWKUaktdWNhQho+cPwtLmyuwtLkc8+pKGYQioqQEQUB9mQf1ZR6cN7dG9zG+YAhD40EMeSPvUUPeIIbGAxgcD8jvVSPSe1X0747BcRzpjtw2NB5AUOfNy+O0qYJVtaVuVJc4UVXsivyL/l5d4kJlsQvlHgaxyHrLp1Vg7+khVJe4rG4KERERTVJ5E5TqHvZh96lB+ENh+INhBEJhBEIixgMhhPSiE1FlHgeqS6IX9cVOVJW4UF3sivwsidxW6nbC5YgEuVzRYFck2BOJeoZFEWHpZzj2uz8YhjcQwnggBG8gDF8whHF/CN5ACN5gGOP+EEZ90aCKItgk/RzyBjBqEFwxy2kX5CBViSsSqCp2O1DisqMk+rM4GsgqdtlR7LLDYbPBYRfgtEeCew67AKd8WyQIlkpXJySK8AZC8EW3gTcQ2S4jviAGxgIYGPejfywQCziNBTAw5seoP2S4TJfDhooiJ8rkbAMnamrckayD6N/SfQ0VHsyoKsK0ymIUuezpb0wioiTcDjvqyuyoK3On9fxwWMTgeAA9Iz70DvvQM+JDj+Jn74gfp/rHsattAANjfgRC+h8QNgHRbKxYVpb03ij9XeKKvO8XRd/7i5zS7/q3u+yZ/5JDFEX4gmGM+IIYjX75In1ujkU/L8f9kb/HAyG8d9W0KV80tZCUeZxYN08/gEtERDTZ1Za6cLJvFOVFeRM2mZTyZut+5PxZ+Mj5s+JuF0VRDn4Mjsf+nRn1Y2AsEgzpH/XjzJgfZ0b9ONYziv5RP4YVdUOyRRCAEpc0fCOW3dRQ7o787XZGOhGKDoXUmZCKbYfCIoJhEaFwGP6giDF/UDerKvJ3IJJ15Q2ga9CLUX8QY9HAmC8Yzvrr1eOwCaiMBgQri51oqijCWU3lqCyOZbNVRX9WFkWyASqLXAwuEdGkZLMJqCqJfDGysKEs4WNFUcSoPxT5DBv1o38s8u/MaACDY36M+EJy5uiIL4j+sQDazozJWaXjAePAvx67TUCx0w63M/IFjVPxRY2UnRz7W4AoRj6jAtHPqEBIRDAUlrN/pUCUUWBNz6oZlQxKERERUUGYXlWMujI33A72XbMpb4JSRgQhUr+jzOPEjBSe5w+GMTAWCVZJQRu/9C+ajSWKgM0G2AQBgiDAJkR+twmR9UaGD0a+YfY4Fb87Ihf1+TS0LhgKY9Qf+UY6EAojGI50HvyhMIIhEUG5QxH5PRV2mwCPM/a6pZ9Spla+bAMiokIiCNFMWLcDM6qLU35+OCzCG4xkJI37Iz/H/EE5Myl2exBjgdhjpM/CQCgMXyiMgOJz0ReMBML8IRE2IfLFg90mwGGPDDN3OxyoL/OovmSRhp1rs7eKpCwtpx2e6O/5PuSeiIjS11RRhP4xv9XNIMooBqSyL++DUulyOWyoL/egforMvOaw21BRFBkSR0REk5/NJkSH6k3aj3IiIiog586ptroJRFSA+JUlERERERERERHlHINSRERERERERESUcwxKERERERERERFRzjEoRUREREREREREOWeqOqooRqZ7HhoaympjiIiIiNIlXadI1y2TFa/LiIiIKN+ZvS4zFZQaHh4GAMyYMWOCzSIiIiLKruHhYVRUVFjdjKzp6+sDwOsyIiIiyn/JrssE0cTXieFwGO3t7SgrK4MgCBltIOkbGhrCjBkz0NbWhvLycqubM+Vw+1uH295a3P7W4bafOFEUMTw8jObmZthsk7dCwcDAAKqqqtDa2jqpg2+TFc/1wsV9V7i47woX913hMntdZipTymazYfr06RlrHJlXXl7Ok89C3P7W4ba3Fre/dbjtJ2YqBGmkC7uKigoeKwWM53rh4r4rXNx3hYv7rjCZuS6bvF8jEhERERERERFR3mJQioiIiIiIiIiIco5BqTzldrvxjW98A2632+qmTEnc/tbhtrcWt791uO3JLB4rhY37r3Bx3xUu7rvCxX03+ZkqdE5ERERERERERJRJzJQiIiIiIiIiIqKcY1CKiIiIiIiIiIhyjkEpIiIiIiIiIiLKOQaliIiIiIiIiIgo5xiUKgCzZ8+GIAiqf1/5ylesbtak9aMf/Qhz5syBx+PBmjVrsHnzZqubNCXcfffdccd5Y2Oj1c2alF5++WW8+93vRnNzMwRBwF/+8hfV/aIo4u6770ZzczOKioqwfv167Nu3z5rGTkLJtv8tt9wSdy6cf/751jSW8hI/p/LLvffei3POOQdlZWWor6/He9/7Xhw6dEj1GDPvqz6fD5/73OdQW1uLkpISvOc978GpU6dy+VKmvHvvvReCIOD222+Xb+O+y2+nT5/Ghz/8YdTU1KC4uBirVq3C9u3b5fu5//JTMBjE1772NcyZMwdFRUWYO3cuvvnNbyIcDsuP4b6bOhiUKhDf/OY30dHRIf/72te+ZnWTJqU//OEPuP3223HXXXdh586duPjii3HVVVehtbXV6qZNCUuXLlUd53v27LG6SZPS6OgoVq5ciYceekj3/vvuuw/3338/HnroIWzbtg2NjY24/PLLMTw8nOOWTk7Jtj8AXHnllapz4R//+EcOW0j5jJ9T+WfTpk347Gc/i9dffx0bNmxAMBjEFVdcgdHRUfkxZt5Xb7/9djzxxBN47LHH8Morr2BkZATXXHMNQqGQFS9rytm2bRt+9rOfYcWKFarbue/yV39/Py688EI4nU48/fTT2L9/P773ve+hsrJSfgz3X3767ne/i5/85Cd46KGHcODAAdx333347//+b/zv//6v/BjuuylEpLw3a9Ys8fvf/77VzZgSzj33XPHTn/606rbFixeLX/nKVyxq0dTxjW98Q1y5cqXVzZhyAIhPPPGE/Hc4HBYbGxvF73znO/JtXq9XrKioEH/yk59Y0MLJTbv9RVEUb775ZvHaa6+1pD2U//g5lf+6u7tFAOKmTZtEUTT3vjowMCA6nU7xsccekx9z+vRp0Wazic8880xuX8AUNDw8LC5YsEDcsGGDeOmll4pf+MIXRFHkvst3//7v/y5edNFFhvdz/+Wvq6++WvzYxz6muu26664TP/zhD4uiyH031TBTqkB897vfRU1NDVatWoVvf/vb8Pv9Vjdp0vH7/di+fTuuuOIK1e1XXHEFtmzZYlGrppYjR46gubkZc+bMwQc/+EEcP37c6iZNOS0tLejs7FSdB263G5deeinPgxzauHEj6uvrsXDhQnziE59Ad3e31U2iPMDPqcIwODgIAKiurgZg7n11+/btCAQCqsc0Nzdj2bJl3Lc58NnPfhZXX3013vGOd6hu577Lb3/961+xdu1afOADH0B9fT3OPvts/PznP5fv5/7LXxdddBFeeOEFHD58GADw1ltv4ZVXXsG73vUuANx3U43D6gZQcl/4whewevVqVFVVYevWrbjzzjvR0tKChx9+2OqmTSq9vb0IhUJoaGhQ3d7Q0IDOzk6LWjV1nHfeefjNb36DhQsXoqurC9/61rdwwQUXYN++faipqbG6eVOGdKzrnQcnT560oklTzlVXXYUPfOADmDVrFlpaWvD1r38db3/727F9+3a43W6rm0cW4udU/hNFEXfccQcuuugiLFu2DIC599XOzk64XC5UVVXFPYb7Nrsee+wx7NixA9u2bYu7j/suvx0/fhw//vGPcccdd+CrX/0qtm7dis9//vNwu9246aabuP/y2L//+79jcHAQixcvht1uRygUwre//W3ccMMNAHjuTTUMSlnk7rvvxn/+538mfMy2bduwdu1afPGLX5RvW7FiBaqqqvD+979fzp6izBIEQfW3KIpxt1HmXXXVVfLvy5cvx7p16zBv3jw88sgjuOOOOyxs2dTE88A6119/vfz7smXLsHbtWsyaNQtPPfUUrrvuOgtbRvmC52f+uu2227B792688sorcfels9+4b7Orra0NX/jCF/Dcc8/B4/EYPo77Lj+Fw2GsXbsW99xzDwDg7LPPxr59+/DjH/8YN910k/w47r/884c//AG//e1v8eijj2Lp0qXYtWsXbr/9djQ3N+Pmm2+WH8d9NzVw+J5FbrvtNhw4cCDhP+kbNi1pFqajR4/mssmTXm1tLex2e1xkvbu7Oy5KT9lXUlKC5cuX48iRI1Y3ZUqRZjzkeZA/mpqaMGvWLJ4LxM+pPPe5z30Of/3rX/HSSy9h+vTp8u1m3lcbGxvh9/vR399v+BjKvO3bt6O7uxtr1qyBw+GAw+HApk2b8OCDD8LhcMjbnvsuPzU1NeGss85S3bZkyRJ54geee/nr3/7t3/CVr3wFH/zgB7F8+XJ85CMfwRe/+EXce++9ALjvphoGpSxSW1uLxYsXJ/xn9I3Nzp07AUTeiClzXC4X1qxZgw0bNqhu37BhAy644AKLWjV1+Xw+HDhwgMd5js2ZMweNjY2q88Dv92PTpk08DyzS19eHtrY2ngvEz6k8JYoibrvtNjz++ON48cUXMWfOHNX9Zt5X16xZA6fTqXpMR0cH9u7dy32bRZdddhn27NmDXbt2yf/Wrl2LG2+8Ebt27cLcuXO57/LYhRdeiEOHDqluO3z4MGbNmgWA514+Gxsbg82mDkXY7XaEw2EA3HdTjiXl1cm0LVu2iPfff7+4c+dO8fjx4+If/vAHsbm5WXzPe95jddMmpccee0x0Op3iL37xC3H//v3i7bffLpaUlIgnTpywummT3pe+9CVx48aN4vHjx8XXX39dvOaaa8SysjJu+ywYHh4Wd+7cKe7cuVMEIL/HnDx5UhRFUfzOd74jVlRUiI8//ri4Z88e8YYbbhCbmprEoaEhi1s+OSTa/sPDw+KXvvQlccuWLWJLS4v40ksvievWrROnTZvG7U+iKPJzKh995jOfESsqKsSNGzeKHR0d8r+xsTH5MWbeVz/96U+L06dPF59//nlxx44d4tvf/nZx5cqVYjAYtOJlTVnK2fdEkfsun23dulV0OBzit7/9bfHIkSPi7373O7G4uFj87W9/Kz+G+y8/3XzzzeK0adPEv//972JLS4v4+OOPi7W1teKXv/xl+THcd1MHg1J5bvv27eJ5550nVlRUiB6PR1y0aJH4jW98QxwdHbW6aZPWD3/4Q3HWrFmiy+USV69eLU/pTNl1/fXXi01NTaLT6RSbm5vF6667Tty3b5/VzZqUXnrpJRFA3L+bb75ZFMXINLzf+MY3xMbGRtHtdouXXHKJuGfPHmsbPYkk2v5jY2PiFVdcIdbV1YlOp1OcOXOmePPNN4utra1WN5vyCD+n8ove+QxA/NWvfiU/xsz76vj4uHjbbbeJ1dXVYlFRkXjNNdfw3LeANijFfZff/va3v4nLli0T3W63uHjxYvFnP/uZ6n7uv/w0NDQkfuELXxBnzpwpejwece7cueJdd90l+nw++THcd1OHIIqimOvsLCIiIiIiIiIimtpYU4qIiIiIiIiIiHKOQSkiIiIiIiIiIso5BqWIiIiIiIiIiCjnGJQiIiIiIiIiIqKcY1CKiIiIiIiIiIhyjkEpIiIiIiIiIiLKOQaliIiIiIiIiIgo5xiUIiIiIiIiIiKinGNQioiIiIiIiIiIco5BKSIiIiIiIiIiyjkGpYiIiIiIiIiIKOcYlCIiIiIiIiIiopxjUIqIiIiIiIiIiHKOQSkiIiIiIiIiIso5BqWIiIiIiIiIiCjnGJQiIiIiIiIiIqKcY1CKiIiIiIiIiIhyjkEpIsqYv/zlL3jggQesbgYRERHRlMfrMiIqBAxKEVHG8OKHiIiIKD/wuoyICgGDUkRERERERERElHMMShFRRtxyyy145JFHcPLkSQiCAEEQsH79evT09OCTn/wk5s+fj6KiIsyePRuf+MQncObMGdXz169fj/Xr18ctVxAE3H333bl5EURERESTAK/LiKhQOKxuABFNDl//+tfR09ODHTt24IknngAAlJeX48yZMygqKsJ3v/td1NXVob29Hd/73vdw5ZVXYuvWrRa3moiIiGjy4XUZERUKBqWIKCPmzZuHuro6uN1unH/++ar7fvCDH8i/h0IhXHjhhZg5cyZ27NiB1atX57qpRERERJMar8uIqFBw+B4RZZUoinjooYewYsUKlJaWwuFwYObMmQCAw4cPW9w6IiIioqmD12VElG8YlCKirHrwwQfxuc99Dpdffjkef/xxbN26Fa+//joAwOv1Wtw6IiIioqmD12VElG84fI+IsuqPf/wjLrvsMnzve9+Tb2tpaYl7nMfjwdDQkOo2bdFNIiIiIkofr8uIKN8wU4qIMsbtdsd9yzY2Ngan06m67Te/+U3cc2fOnIkjR44gEAjItz399NPZaSgRERHRJMfrMiIqBAxKEVHGLFmyBF1dXfjFL36Bbdu24dChQ7jyyivx7LPP4p577sHzzz+Pu+66C48++mjcc6+//nr09vbiE5/4BJ5//nk8+OCDuO+++yx4FURERESFj9dlRFQIOHyPiDLm4x//OF599VXccccdGBoawqWXXoqnn34aAwMD+P73vw+v14tLL70UzzzzDObOnat67mWXXYb//d//xfe//3388Y9/xLp16/DnP/8ZCxcutOjVEBERERUuXpcRUSEQRFEUrW4EERERERERERFNLRy+R0REREREREREOcegFBERERERERER5RyDUkRERERERERElHMMShERERERERERUc4xKEVERERERERERDnHoBQREREREREREeWcw8yDwuEw2tvbUVZWBkEQst0mIiIiopSJoojh4WE0NzfDZpu837vxuoyIiIjyndnrMlNBqfb2dsyYMSNjjSMiIiLKlra2NkyfPt3qZmQNr8uIiIioUCS7LjMVlCorK5MXVl5enpmWEREREWXQ0NAQZsyYIV+3TFa8LiMiIqJ8Z/a6zFRQSkoNLy8v58UPERER5bXJPqSN12VERERUKJJdl03eggtERERERERERJS3GJQiIiIiIiIiIqKcMzV8b7IZ8wfx1O4OPH+gCyd6x9A/5ocIYG5tCS6cX4t3LW/C/PpSq5tJRERERAXgjeN9KHE7sGxahdVNISIiKihTKigliiIe3dqK+587jL5RP2ZWF+OspnKsLqkCAOxrH8T3nz+M+zccxjuWNOCLly/A0mZeXBARERGRsc4hLwAwKEVERJSiKROU6h724st/3o2Nh3pwwbwa3HH5QqyZVRVXdKtvxIffvdGKR7acwHseehWfuXQePnfZfLgddotaTkREREREREQ0+UyJoNSxnhF8+OE3MDAWwLfftwwfOnemYQX4mlI3Pn/ZAtxy4Wzc89QBPPTSUWw+0oOf3bQWDeWeHLeciIiIiIiIiGhymvSFzve1D+Kff/IagmERT3z2Atx43ixTU0WXe5z4zj+twMM3rcWxnlG8+39fwd7TgzloMRERERERERHR5Depg1In+0Zx0y+2wuO040+fWofFjeUpL+MdZzXg8VsvgNtpww0/fx1vtQ1kvqFERERERERERFPMpA1KnRn145ZfbYMI4Hf/ch5m15akvayFDWX446fWoabEhQ8//AZ2MTBFRERERERERDQhkzIoFQqLuPV329E+MI6Hb147oYCUpKmiCI99ch1qSl346K+24ljPSAZaSkREREREREQ0NU3KoNSDLxzB68fP4Lv/tAKrZ1ZlbLmNFR7838fPg8Nuw02/2Iqu6PS/RERERERERESUmkkXlNpyrBcPvngE16+dgfeePS3jy59RXYxf3XIOBscDuOVX2zDkDWR8HURERERTwbA3AF8wZHUziIiIyCKTKig16gvi3/60G/PqSnH3e5ZmbT3LplXgpx9Zg6Pdw7j1tzsQCIWzti4iIiKiyerFg9148UC31c0gIiIii0yqoNT9Gw6jfXAc971/BYpc9qyu68L5tbjv/SvwytFefO2JvRBFMavrIyIiIpqM/Pxyj4iIaMpyWN2ATNl9agC/erUFN50/K6N1pBJ539nTcaJ3DD944Qhm15bgM+vn5WS9RERERERERESFblJkSgVDYXzl/+1BfZkH//rORTld9+3vWID3nT0N333mIJ7a3ZHTdRMREVF+uffee3HOOeegrKwM9fX1eO9734tDhw6pHiOKIu6++240NzejqKgI69evx759+yxqMREREZF1JkVQ6pevtmB/xxC+ee1SlHmcOV23IAj4zj8tx7mzq3HHH3dhR2t/TtdPRERE+WPTpk347Gc/i9dffx0bNmxAMBjEFVdcgdHRUfkx9913H+6//3489NBD2LZtGxobG3H55ZdjeHjYwpYTERER5V7BB6Xazozh/g2HceXSRlyxtNGSNrgddvz0I2vQXFmETzzyJtrOjFnSDiIiIrLWM888g1tuuQVLly7FypUr8atf/Qqtra3Yvn07gEiW1AMPPIC77roL1113HZYtW4ZHHnkEY2NjePTRR3WX6fP5MDQ0pPpHRERENBkUdFBKFEXc9Ze9cNpsWZ1tz4yqEhd+dcs5CIsibvnVVgyOBSxtDxEREVlvcHAQAFBdXQ0AaGlpQWdnJ6644gr5MW63G5deeim2bNmiu4x7770XFRUV8r8ZM2Zkv+FEREREOVDQQam/vtWOlw/34MtXLUZjhcfq5mB2bQl+dtNatJ0Zx2d+tx3+IGeTISIimqpEUcQdd9yBiy66CMuWLQMAdHZ2AgAaGhpUj21oaJDv07rzzjsxODgo/2tra8tuw4mIiIhypGCDUv2jfnzzb/uxZlYVbjx3ptXNkZ0zuxr//YEV2HKsD3c9sQeiKFrdJCIiIrLAbbfdht27d+P3v/993H2CIKj+FkUx7jaJ2+1GeXm56h8RERHRZFCwQal7/nEAQ94A7r1uOWw2/Ys4q1y7ahruuHwh/rT9FH608ZjVzSEiIqIc+9znPoe//vWveOmllzB9+nT59sbGSP1LbVZUd3d3XPYUERER0WRXkEGpLcd68aftp/DpS+dhYUOZ1c3R9bm3z8d1q6fhv589hL+91W51c4iIiCgHRFHEbbfdhscffxwvvvgi5syZo7p/zpw5aGxsxIYNG+Tb/H4/Nm3ahAsuuCDXzSUiIiKylMPqBqRq3B/CnY/vwZzaEnz2bfOtbo4hQRDwnetWoH1gHF/601uoLXVj3bwaq5tFREREWfTZz34Wjz76KJ588kmUlZXJGVEVFRUoKiqCIAi4/fbbcc8992DBggVYsGAB7rnnHhQXF+NDH/qQxa0nIiIiyq2Cy5S6f8MhnOwbw3euWw6P0251cxJyOWz46YfXYm5tCW751VZsPNRtdZOIiIgoi3784x9jcHAQ69evR1NTk/zvD3/4g/yYL3/5y7j99ttx6623Yu3atTh9+jSee+45lJXlZ/Y3ERERUbYUVFBqV9sAfvFKCz5y/iycN7cwso4qip34/SfOx8KGMnziN2/i2X36M+sQERFR4RNFUfffLbfcIj9GEATcfffd6OjogNfrxaZNm+TZ+YiIiIimkoIJSo34gvjiH3ahqaIIX75ykdXNSUlViQu/+8R5WDG9Erf+bgf+sK3V6iYREREREREREVmqYIJS//HkXpzsG8UDH1yFMo/T6uakrNzjxG8+di4uXlCLf/9/e3DPPw4gFBatbhYRERERERERkSUKIij1xzfb8PiO0/jiOxbinNnVVjcnbSVuBx6+aS0+euFs/Ozl4/jU/23HsDdgdbOIiIiIiIiIiHIu74NSGw9146uP78ElC+twax7PtmeWw27DN969FN9+3zJsPNSNqx98BTtb+61uFhERERERERFRTuV1UGpHaz9u/d0OLGkqx49uXA27TbC6SRlz43mz8MdPr4MIER/4yWv4n2cPwRsIWd0sIiIiIiIiS436ghj1Ba1uBhHlQF4GpURRxJ+3n8KHfv46Gss9+NVHz0Gp22F1szJu9cwqPPX5i/G+s6fhoZeO4soHXsaWo71WN4uIiIiIiMgyzx/owvMHuqxuBhGZ8OSu03jtWF/az8+bSM+QN4D2gXEc7hrB714/iTdazmDd3Br88MbVqC5xWd28rCn3OPHfH1iJ962ehrue2IsPPfwG3rW8Ef9+5WLMqimxunlERERERERERIa6h71pPzdvglK/2NyCH7xwBADQWO7Bt9+3DDecMxO2STRkL5EL5tXi6S9cjJ+/fBw/2XQMG/Z34aZ1s/G5t89HZfHkDcoRERERFTJR5GzKRERE6cqboNTVK5qwpKkM06uKcVZT+ZQJRil5nHZ87rIFuP7cGXjg+SP41ast+NObbfj8ZQvwkXWz4HbYrW4iERERUUYwmENERER5U1NqYUMZrlzWhGXTKqZkQEqpvsyDe963HM/efgnWzKrCt546gMvvfxnP7O3gBRwRERFRHuGlGRERUfryJihF8RY0lOFXHz0Xv/uX81DssuPTv92BD/38DRzoGLK6aUREREQTMlWDOVtbzmDjoW6rm0FERJQXGJQqABfOr8VTn78Y97xvOQ51DePqBzfjq0/sQd+Iz+qmEREREU1pqcbWOgbHMTgeyEpbiIiICg2DUgXCbhPwofNm4qV/XY+PXTgHf9zWhrf9z0b8fmsrwuEp+lUjERERFSxevRARERGDUgWmosiJr11zFp774iVYPr0Cdz6+Bzf8/HWc6h+zumlEREREGdc97IU3ELK6GYZY75OIiCh9DEoVqLl1pfjtx8/D/3xgJfZ3DOFdP9iMp/d0WN0sIiIiIlPMBnNeO9aHlw/3ZLk16WNIiohS0TviQ/vAuNXNIMobDEoVMEEQ8P410/GPz1+MefWl+MzvduCrT+zJ628TiYiIiFI1zmsbIpokXj3ai20nzljdDKK8waDUJDCjuhh//NQ63Lp+Hn6/tRXXPvQq2s5wOB8RERHlr8mSYcTRe0REROljUGqScNpt+PKVi/F/HzsPXcNevPeHr2JHa7/VzSIiIiIiIsqIYCgMX5CZk4UmFBZZf48MMSg1yVy0oBZP3HohyoucuOFnr+Op3awzRURERPnHTP9E2YnJ1w6NOGlyvojy38ZDPXhmb6fVzaAUhMMi/r67Hfvah6xuCuUpBqUmoTm1JXj8Mxdg5YxK3Pb7HXj0jVarm0RERESUMmUcKhBi8Idoqhv1B61uAqUoFH0j52zxZIRBqUmqqsSF//v4ubhscT2++sQe/PrVFqubRERERCRLNcMoXzOS8jSBi6agYW8A/mDY6mYQEaWEQalJzO2w40c3rsG7ljfi7r/tx083HbO6SURERESmKeM9DP4QJfbiwW5sPtJjdTPIAqf6x7DlWK/VzSBKi8PqBlB2uRw2PPjBs+Gyv4V7nz4It8OGWy6cY3WziIiIaIpjkIko80Z8HN6WLcPeADoGvVjYUGZ1U+JsP8kJrqhwMSg1BTjsNvzPB1bCFwzj7r/tR5nHiX9aM93qZhERERElpCxuHmYUi4gs9OrRPviCIcyrK4XdJljdnILBt25KhsP3pgiH3YYHPrgKlyysw7/9+S3OWkFERER5rxCG7+Vru4gosxgYJ8oOBqWmELfDjp98eDVWz6zC53+/E9tPnrG6SURERESGlH1AdgeJiAqPdpKKcX8IT+46jbYznI1Pa2DMj2CosCYrEDMQrGVQaoopdjnwi5vPwfSqInzyN9v5ZkBERESWSPU6NhMXvtmQr7MCElF25Ot7Ub6SNpf0c9gXAACcHhi3qEX5KRAKY9PhHuxoHbC6KTnHoNQUVFHsxC9uOQchUcTHH9mGIW/A6iYRERERxVEGfMJ52g9k/5QK3evH+9A97LW6GQUjn0/5QgqYFVBTc0IaHto/5re4JanJxH5kUGqKmlNbgp98eA1aekfxuUd3FlyaIBEREU0x7MBQEluO9eJ4z4jVzSgo4bCIriEvBsb4JXUyhRBEyec2CqwNTwYYlJrCzp9bg2+/bzk2He7Bf/19v9XNISIioknizRNncLJvNOFjzAx7U9eUys/eVn62amrqGfZhz+lBq5tRUKTjl0W8zcvnTZXHTYszWYJUw94AdrT2F1SWWiZl4lUzKDXF/fPaGfjUJXPxyGsn8futrVY3h4iIiCaB3hE/+pNkXqReU2oCDSKihMIFNmjCygBAvgbIgfwcvpeHTcqo7Sf70XZmDEPeYEaWV2jbi4XOKSO+fOVirF9Uh/94ci/ePMEZ+YiIiCjCHwzjzRNn4A+m2mMVM555ka+ZHPnYCSQySzp+8/X8MpKvNeaslo+bRQriZfsQG/YGLC1JM9HMrwI7BTOKQSmC3SbgBx88GzOqivHp3+5AxyBnQiAiIiLgeO8ITg+MJx2KpyWKyYM1Zq6/1cP38lO+toumlnSDo4V6/FqaKZXHGy0bbQuGwthyrBejvsxkAkky3dYXD3Zja0vuEyzy+HDICQ7fo4ypKHLiZzethS8Qwqf+bzu8gZDVTSIiIqI8kepFp4jMZzLkc0eQqFBJ51WhZUpZ0dp8HrYnyUYbu4d96Bn24WDncFrPz8WhJQUpe0Z82V9ZlhTYKSjj7HuUUfPrS/GDG1Zhz+lB3Pn4HqajExERUdqSXUaYuc5QdrDytUOY7cslbyCEMMcqURITPQ4L7RBjNyV3Jrqpp8qummjd9nz9jMsFBqVI5e2LG/Bv71yEJ3aexsObW6xuDhERERUgUcxM5oVqEVPwel0URTy7rxM72/qtbgrluXRPj1i9n8I6wazswOfzpspG26RjI59ny7N0n2Ro3am+hiFvAK8d67N8hFMmzkUGpSjOZy6dh2tWNOHepw9g0+Eeq5tDREREBUbUFDof9gZwoGNI85jU5G0mRw7a1T7gzf5KaEqKDd+zth1KprIo86i9U0W6MalcBDwnw+Eg6vyWyJkRP7qHvdhxMn+/tOgdNjeckkEpiiMIAv77/SuxpKkcn3t0B1p6UytuSkRERJODkGY3JFLoPPb3psM9ONw1jECKMyOpE6UmQ7dD7ZUjvTjWM2J4f7b7cmdG/dldAeXMRDv++ZQplUdN0ZWp96JsbPPsZEplfpmZlk/Hb7pSfQ22aOqaz8IZB4HEx8fhbnN1yBiUIl1FLjt+dtNaOO02fOI3b2LYG7C6SURERFQgIoXOY1eqIZ00DDPX38qL9Hztc0ykg9o36sPe04MJlp093cNebD7Sg+MJgmJUOKZa3R8rC7NnatVZCSBlcU8KaY7fy3SLRn1BdA+ps0cnsg5/MIzB8QLu6+bpyRsOixgyuV0ZlCJD0yqL8KMbV+NE7yi++IddLLJJREREpoiiqDscyKgTdsjErE5T8SpECspl47WP+yN1SEYyPM07FRZ5+F4eXeebaYmVQepMrVpaTvewF70ZmjUum9sl/eF7GW0GXjzYjdeO92Vsea8e68XGQ91pP1+uyzbBdqQ+y62o+plvhr1B3S+k9DAoRQmdN7cGd79nKZ4/0I3vP3/Y6uYQERFRgZAyGVTZTgYXzwc7h3RvVw3fy9NUKWWzMt3G/HzF+Slfj49cyffZ9452j2DI5MgLczNzTh6vHevDq0d7M7KsVLeLNxBKOiIm304tvSy5ibTRbDZPMhPdTqk+P1/2i1E7xgLmv/BgUIqS+vD5s/Ch82bif188in/s6bC6OURERJTH5A6l9MPowrlAL8C10p71jMWcKYPSzZbI1ex7+9oHsfGQuQmUzGVK5e7k8AVDqhnOMrXu7NSUMr/McFjEc/u78OLBxFlC0jGS9ux7OdhV+ZQtFA6L8AXVx8urR3uTZ8Ol+pkoLz+152Wa0bZPpV0MSpEpd797Kc6ZXYUv/fGtuNlziIiIiCSx2bzihzQku0j1B8PoGBzXfbzVF95mFEIbJ6tC2vaD4wF0DeXHjIqaGHKW12VuLabqzU2wLal4Zm8nnt3XmfFjzOpD9rn9XZMmw9DS4ZxydCjyY3trP57Z2ynf7w2E0Tviw67WgcTLkQPEZteb2uNzLZVmMShFprgcNvzoxjWoKnbiE795k7O1EBERkS7pQjSsCU7FPy7+9jdPnMHWljOxrAQx8eOt5g2E0DkYCy50DZsPNJjreOcmiyXfpFPfqJC20MZD3Xg9gzVxgPQ7prHzNXtbsFBmmTO97hQeu699ENtOnNG977l9XZlpkEIqbVNm8yRcZnShac/Gqm1VxgrF59dZL73O9oFx3duTPn+C57BVjNqdyv5hUIpMqytz42c3rUXPsA+f/d2OlKd1JiIimuxefvllvPvd70ZzczMEQcBf/vIX1f2iKOLuu+9Gc3MzioqKsH79euzbt8+axmZZWOdb3GTXqGPR4tt6j8uz/geASC2YI4opr7e26Hc+9eRLMWcrt2vbmTE8ueu0amjUid5R/G13u+o2M/Ktg1posllTKuVaOSbODiv3dyqrPto9EhekkATDme9LZbXQeZrD97RtylQTM33MTvSYinudms/AZNsv9ULn6vXEt0fEX99qx4ne0RSXnF474tdvfhkMSlFKlk2rwH3vX4HXjvfhP/+2jxcARERECqOjo1i5ciUeeugh3fvvu+8+3H///XjooYewbds2NDY24vLLL8fwcPLZ56yUysd97EJcGr6Xfr0J5XMzlcmRyWuX4QnMXGd2VqLJrPXMGIBYMBIATkc78MrbzODWTI/2fE3VkDeAYJIvqlPubJt5b0hhocPegOkgZzAUxqbDPaaLsk9UxvtSWTgRMr3ITL1k5WdCJpY54ULlSW5PGpRKsQHahw+Oq89FUYwsc2/7YErLzRQGpSirrl01DZ992zz89vVWfP/5I1Y3h4iIKG9cddVV+Na3voXrrrsu7j5RFPHAAw/grrvuwnXXXYdly5bhkUcewdjYGB599FHDZfp8PgwNDan+5TPt8D3lhamqE5FwGfH3Zqpj9Ne32rGrbSDt5wdDYexvH0priJlSNodLFYrYsKDEt6WyrFwLhcWsfkk76guaOtYmOvQn3ee/dLAbWw2Gp8nryMbwvRQe++LBbjy7rzP5AwH0jfoxMObHwY4EXxRk8OVkPNsnC1GpCWcQxf2dqS8YMrKY2PLSfZ7h8DXpZ+SXdIc/Jliz/P9wWMTmIz1yoD92b/YZZmql0AIGpSgt/3rFItxw7kw8+MIRPLz5uNXNISIiynstLS3o7OzEFVdcId/mdrtx6aWXYsuWLYbPu/fee1FRUSH/mzFjRi6amzZtoXMjx3pG4m7TfpOcrULnJ/vSH85wtGcER7qHcVJx8Z8tkz1upTer14Rn+sqxv++eWJAzkUAojOcPdGH36exnOqQTJJWCZX0jiWvNTuQwTjQ0KRukwy7R8jMZ+FEO4Zus2ZPZ2lfqLzkmvo5U2jkw5ke/psay9vmi5meymFS6GYWiCIREEaGwiKDiGLL6iw9mSlHWCYKAb713Ga5Z0YRvPXUAj21ttbpJREREea2zM/JNfUNDg+r2hoYG+T49d955JwYHB+V/bW1tSdd1qHMYrxzpnViD06SdQUgVWJJ+iqJhnRXVczVLzgfBUKQdYXFiGTJmOqCHu/J7WGc2SJsl1awCKwvht2YpQCkdIz3DSaaSR/qvX+88Nf3c6M/kw5JSXK6pob2Tg7KsVCZqTGUjrmV2P5teXobamOkvLVJZxKbDPXj5SE/C58t1FaO7VW/ztQ+M48ldp+ELhlKeCVMZkkunhqPkzKgfe08PplzHL74d5m7X40hrzUQA7DYB9//zKoz5Q/jK43sw5g/hYxfNsbpZREREeU3QXNmLohh3m5Lb7Ybb7U5pHQc7rRvip82UUnaWpSBO0KDnJG0GUfP4yPIy206rJfsW+8yoHycmkNGVTOaHkqROb1YvMXZjWsuaqtJ+/SYzG/WYfU6qATP1e4Z+MKRz0Iva0tTeF1XrSPK+m/i5xvcNjPkxMBbA7NoS1e3P7+/CosYyzKguVt2uDERloe55RqU/+17iv9Nldji4WROuKSXq/y21U+94a4kWIR/1hVI/T3QCUKpzR/MFkZHT/eM43jsCl8OGhQ1lCIUjQS6n3Vz+ktFQV86+Rznjctjwkw+vwdUrmvDNv+/H/RsOs/g5ERGRjsbGRgCIy4rq7u6Oy56aLMJhUTdTKlmWkF5nNzOFbPPnGiVZS/Kprdmi9wq1t436gjiuM9QzH2R7H6U0wYDm73BYNDVTttRxTSfoK52ntiTBnWxkSukN/zXrRO8o/vqWwQyPmsC4nkT3bTrcg7dODcTdPuoP6g7zzHSmVFbqd0lxYuvj2CrKV6p83Ttb+9NcXprZhknuNxO8FUUx7chaWIx9pqaTKSW9bmkZLxzowj/2dACI1FBM9v7bMaif9ZzKy2FQiibM5bDhwQ+ejRvOnYEHXziCrz6xF75geul/REREk9WcOXPQ2NiIDRs2yLf5/X5s2rQJF1xwgYUtMzbRTogI9YWpLxDGxkPdGEkya53eMIbM1AzRvz0QCssX1t5ACINjyWfemmj/TMzzrIhcUu1bTSGWTYd7sOf04IQLy2dDtpsk19dK47lbjvXJHUtT60ojmJGtmJxo9HuGVniqP/kMj4lWlcnAT6ZqSklZONnZJRNbanwGUWZaaRTsSXc47cRn3xN1/44NSU72/PTWFxZFhHSG75lejmYI77giWHuwcxh7Tg8aB54S1V5LoS0cvkcZYbcJuOd9y1Fb6sb/vngUBzqG8OMPr0ZTRZHVTSMiIsqZkZERHD16VP67paUFu3btQnV1NWbOnInbb78d99xzDxYsWIAFCxbgnnvuQXFxMT70oQ9Z2GpjE7nABeLrLp3qH8PgeADHuvW/eRUSpClks2bI7lMDONU/jrcvrsdLh3ogiiKuXTVt4itMINtFaEd8QZS47GkPUcoFUacjJQ85if6Usn3Coghbgm6dFYllE+1ch8MibLbMvCZtW/pGk9ehUq4jnVdidqRlNmoIAcm3n5F0T4lsHGIhxYsyGtacCtPZMSnslIlmSsUFazJ1PCgC+1aGrEWDk0g7pC5btddEMbYtVEMaTZ7b0v16n0nSMRkI6i8l0SGbyjHGoBRljCAI+NIVi7BsWgX+9Y9v4eoHX8H3r1+FSxfWWd00IiKinHjzzTfxtre9Tf77jjvuAADcfPPN+PWvf40vf/nLGB8fx6233or+/n6cd955eO6551BWVmZVkxPSBghSeQ4QDUop7pMuYM0O38t4IVuDhYz6QnK7cjVsLptBqXF/CC8c6ML8+lIsba7I2noyRZ0NE/mpPUSS9dezXeg8EArDFwyj1B3rPk10jcmeL9WbycSykj0v0fFoVGMmnZpSZmo5iaKo+V3/8dnY49q6SXoZeplcr/K9MBPZgGbPg1SysjL1ejO9v7S1xya8vGxl/snB28ixJQ0b9Tjt6scpXs+eU4Moctkwv9742kBZsyqk03izx4Le563EHj1Xjc71RO8BqWxODt+jjHvn0kY8eduFqC9z4+ZfbsW//ektDIwlniqWiIhoMli/fj3EaHaQ8t+vf/1rAJEvcO6++250dHTA6/Vi06ZNWLZsmbWNTkCb1p/Kc6Tf1c+N/KF3AR3/qPgA10QZLSGdDICJZiBlc+iXPxj52rxvJPn1VzaacaJ3VJ5Rysy61UGI2G3KTnqy/Z/tWOKWY3144UCX6raJHpOJnt895J1Q3SSzpG2f6Hh8XlFjRilWwDnZOmK/m8kGEk38rlx/uhIOPTL5XjVRqqBUJlYlRoJb+9oHE9YU064r0baY8HuvQQbRRIUTHRxpmGhgW/vs+ELnkb+f3deJZ/epa0sqX4soAsd7R7CvPfGEJcr2bo7OBKjOVI5/jt4xoW2nki0aLTI6DxIPczW+L2495h9KZN7culI8eduF+Pzb5+OJnadx6X9vxI83HsN4grHbRERElF/SCkopfg9rirdKyzH8ll4avZeljqAVQ7yM5CIjK501hMIintx1Gqf606vLAkCeNdAbSFI4SycrStkxSqUznO2tqfcF64T76gmen+pQrom3xXgBRlPFx56RJPNJ8ftEAhza52Z7CKzROtJdrYj47ax8L5xIUES5BzqGvDjaPYIDHcZBDe3rMhNcyKf3TyDz+38i+1Xv+VL7EtWUEhSPTXf4nrot2izD2M9xfwj/2NOhU7hcVPxfzR4dHmuUxZc4U8r8DJcMSlHWuB123HHFIvzjCxfjnNnV+O4zB7HuOy/g3qcP5O0sKkRE/5+9N4+T46zv/D9VfU1Pz33P6JZsWbJkG1/4wGBssLG58f4IAQJmk4UlCwnGYXMRFsMSnA0vWDbhCASWYwmBhAA2+BS2JR+yLFn3rdEcmnume6bvq67n90d1VdfZXT0zmhlJ3/frJU13HU89Vc9T1c/zqe9BEEQZYyBVz/uYRAXLILn0t7r7nmUHLJJ7hsukT3Or8HKMhdTDem3OGwsw4tKsm05POaf59oJ2ml7D/Tj1EYbFEzOWgvkEqa4kQixWKLBq4qfpGtcqhJU0x+qWUnZLuMrbV//stSwnarm0TgnxFiIeWessyvN/Jkwk8rakDAorn58oK0gVREfrmJrc9xYoStksiBYoIXMWlzJFYRANDTVfK1YG9fm348Q00oXqyS7s+7sINx4inVtd3eeL6X6xrMsJaoKRqWTBcuxyHaxomTXnaynltSUophRx3tnc3Yjv3X8DDo7E8f0Xh/C9F4bwnV2DuKK7EW/Z3oM7rujEVaua4feRRkoQBEEQK4mF6gAKYza3BMB9QqQNYJ2G5+cj+54oKya3JDfrFMYYnu+PYWvv4sX+Mk4AHjk0jts3d6KlPrho5QPOgkROkDAWzyPkdx536ZOQBahmZXeVahY02mzXsMwwAa7miqIxEM2gdZGvnRfMbmkKfLzPfeMq+y+8Ms6LFQb4KjRDpUls9UN626Pm03TZYbEDZjvtbu2T5sDRtYnzXsQRk6WUQ/mVgrnvG54DAFtSBs26ZSyex1g8j5b6oC3Gr81SqkId9ZhD83wGL5aYqMGhVN9SOS8NxDCXLVsy+ucR/F6tF8N0UkBOkDAQzeI1a1pq3N/y3bLcGq/MiMIWx3rWWILX4owu01a0vuT2e1DRUop5F9dJlCKWjGvXtuIbH2jFTKqAJ49P4cljU/jmc2fxD8/0IxL04cYNbbh5Yztu3tiO7X1NJFIRBEEQxAphvu57zGWgXdXqxa5VnJdAttmiZPruFgOpKClI5AQcGknomYXnM+0xiyzmykynimipDyIvyPBXUhFqOZ7DslcG55AqiK4Zko3CoSQr4Dmu5gxn2gSmqpWOQzuXXUmYJ1e+uayAY+NJNIUDNdVxvhjFBqdMV7WV5b6u0gTWsSw3Kw3G4PNYVi3bqturf2vJvme8ZqKsIJ4V0NVUZ97eZDnnfo3Pi/WcpUhHCxGP1l5OE3LrrpLBwsd6qIIo46njU7hqVTM2djZUPyjU68VbDuzkeqq1XUdDCLFMsWLbz8dSai4roD7oQ13AtygvFJzQzsEoSAHeLTStMJTbbFEEohrEPMXFjXP/uTi29jaiPmiXbRy75jxUZqcsqBpaX3KyGKx2CIUxz88xEqWIJaerqQ4fvmU9PnzLesSzAl4ZmsWewTnsGZzF3z1xCgDQEPLjhvWtuKUkUm0jkYogCIIgasbr23r3/Ut/a5hUmN1tmEVYUr9Vi5ejOEyCFjIBTeZENNcHbOdhjXlkdKU5H3gR2Z4+MYWGkB/X1PiW3vVAFoqlIOiTybzLruU2euzoJJrCAdxxRVdNh9fbz+P2ji5aVqsDl0mRJoCJUpX4VYuEUWxYaG9ZrphIRhaSTMCrRZybG+6RsQTG4nm8eWs3IqHap6Xzvn6cff+5rIBDo3Fc0dOk1lOrr6P7XnXctrGKHcbJvvV8tFhe44m8d1GKeROPNBFEs4Sp6IY1j57+Qn8UIb8P92zvcShvYXAlUym39p+3+948721ncb38XRdvq7jvWcVEABiL59DVGEJ9m4Mo5VBLk2Wyx7Mou+/Z12n91c19r9o9SJZSxAVBaySIe7b34p7tvQCA2UwRe4dUgWrP4BweNohUb72qBx++ZT22r2pezioTBEEQxAVDLebzjvtrVis1jdDLHxXLBEkb9Lq675UqW22wXQuD0QyOjifxuss6ELak4LYGcLamZ3eyEFqst/6VBvOZorSw2FUV6lhtEmGNL5LKzyO2SoU37+btSn/dYkp5mGDpfbTmWs4PJ5FV/Vxe/ujhCWzpacTm7srunpXq7OW+ffLYFJrDAdyyqd31WlftRy6CkRd0UarqIZyFr2JJFM6LskmUchQpHepn/DqTLmB0Lofr17V5qru1gJOTKaQLki1Gk9Nk3Mt1UvsGZ1tm3bWStV0t7aEJNQzexDrtvHwezIpq7RfafaFZntrPa2F3K1dy4NPOsyHkR8Zg9Rp0cE1++vgU/D4Od27prlBxw2/QPKpoPS/tq5f7xBgLzIrb76VzHZ37U6VMqOXfeYe+Xq0OFd4FkPseccHS3hDCvVf14t6ryiLVK0NzeP5MFI8ensC/vTqGN2zuxGfu3oyrV7csb2UJgiAIYoWz0Im62xvgysc0T0DnI+KULW1MEkDN5QBl146ipKDOIkoVLdY15kxYdhZ+PY3XxrzOOnhfiPjlFChew2qllsyLGIxmdEuMxXBbqXR8J+LZsjuhHr+Gma/BQDRTm+BwnjCKDcbTs8YeOjmZqipKVRIPvMzlipKMmbRsq4vXY1ipuekrWdcwhlhGQGdjyGK9USYUUMUD633oVqwtppRht9mMgLF4HtetNVuHVurPTvHuNOayAkRZmXdsNddzsKyQTc8EF7G+BpdKxhgUD9trx9ItpTwI2V77R62ZI+eLVh/js9MtVl5elIEq+joDM1y5RTgH7XeskkWhwWrPTR90jXXotMzlXtt1Oorr17U6l6OLZ5XWVX4p4L6Osu8RFwHtDSG89ape/N1/uhp7/vpN+Oxbt+L4eBLv/MZLeOBnBzGTKlQvhCAIgiAuURbqHqRrC/MsR2HMbIlRZaCvBzq3TII4jjMNmPun0zaLBjc0l7yAj7Odh9VSyhjfpVq8oMNjCU/HN2IsRnYL0uG0ca3HqRDLxHoNEjkBR8eThn0WjtfAyNra/pm0nhHKaD1lrOpYPG+LHWMqa2nmwWaZVHFe7rmsRayz2z1aTR9wE9a8UMkt6cx0BrsHYohliq4WZUGfKhIXLfeh27nYLaXs5VrP16koTeQx3eOWFlQYw/5zcRfrkerXyeulVCoI4fPtU16yKGqPH58Hy6CyxuytRpLFDXoxzstIOe6T+S+gxkCa7++V0bKnNl3NWbQrZ69Vv+cECYdHE/r6wWgG0XRR3abCAd0tpZz6Zhlj/84b7jFbe1jEM6cS3epX6TrVYilFohRxwdBUF8BH37ARz//5HfjTN12Ox49N4c6v7sK/vHJuUd7qEQRBEMTFxkJ/HrXf11oG6FZ3G9OuHsux1tvHcZhKFjCTVoWLE5Mp7OqPeirLLDRZ15kXmDNhGepzHpzDjk+kKq6f7xHTBREvno3VvJ9mrbIYQyrFY78xjt8095uyEGoXSRxFkyUeArr1i7KQ6r1CXq14FuKCWzWmlGF19W2d28OpfpmiKhoXJcXV5VFzsxJkBUVJ1hMPuNVCW76uPVI6vr0u1gl8pTMy18u+PpET5+02zMAcJ/J28ctYh8XpzF6KsVpKVS6vtnoJsvos8fPOUsNCT1OrsVN/5TnONSi3c13MoqAmWC5GU1itjJJ5EcOzWX390fGk/tno6m6zpquhE1p/fz3tYxHPnMqbT0wp9Xp6g0Qp4oIjEvLjwbs243efvh3Xrm3BZ391DH/4w336QJUgCIIgCJWFiinu7/C97FNy32PO65ywvQEvLec5tayXB2Zrnvxrb+0Zs1fAOqA2xZRycbVbyGSl0r7Wwft8j6O9ea+1DN2FahFFnloms9asVw7N5XmCU+24O0/P4NSUsyiYF2SkC+5WeG7Z4LSP8xVwKx3HU1luy6sa5FW+yxXF+T6odEwVowsdHD9rFEQFO05M43cnp5GyXHvzvuoX3uDyZKuvByFTt4ZxsFKyCo3TDl4ZXrq1TZB32VeucH0riX6VrMm8WLyVn60eLKVcxBI3pJIoVQ6ibt2x/P3cbBbxChaQZ6bTrvGQnNwKfTw3b5dVs0Vf7Q9Cu6WU83InVFd3834aNqGVMTxyaBwjczmHOhj7tDeB1tld3rKPy84VRSnmPdEKiVLEBcva9nr8+A9fi//5rm14eXAWb/nfz2PHienlrhZBEARBrBgWbilVezlWV51KKd1dy7CMgI0DW7dJv6KolgkTCXNWObE0QXKKb2W1ZKjmJuGl/gVRNpVbEGU9JXs1ocEtLfhSoAcldjhupighOZ+A5wtYzyyCJlAtq5b3fpbMizg9lXZc9/SJKTx7aqZCvcqfnVw8a5kQV57QeS5m3sewHdMgYMkKA2OsYswjrb9Wi3nkFui8bN1Ujt303KkZ13O3CilOZVmtH41lJfNiBTHHfo8LsmKybLHWoxqexCGHPqTvX0HhtMWkg/EZWf24tux7FWMDmf9WQ2sDv0tmP+P3Q6MJPO9i9TqbKeLkZAqHR5Om5ZUy5HFcbbq62YWzstVQNWwikG4xWr0w7X4z7qchWUy/KsXsMq1yETmtuFlEG5/BrkescGqVgrdbIVGKuKDhOA4fumU9Hv/T12NNWz0++uNX8dCjx20xIgiCIAiCmA/M8H8te6jYLaW8laS/uXVwMRmP5512wW+OTOA3Ryawb3gOs5mytZA2gLdmAjQex7qtVvdyvb3z1PEpHDG4ZTx7aga7znhzNawWx6pWGFMtpx45NI68UHlspGVCc5rvPHNyGjtPl4WayWTeJv65Hd/rekdLMYdJkq0Mp3Kr1mz+uFr+eRRwre5CbtQa38lt8/m47zHG8NsjEzg+kXK1HjTtWz39ntNH9zhQJust+z2hPw+M5bqIgsb9d56ewUA0Y3P/KkqyLrouNA6fsT61ZMFzOrbTvVgQZaQKYsXA09WOWhBlnJ3JAAB8fLm+bmgCllfrIUEyW0oZOTae1I/teD8zpu+vrbWKMnqiAYNVpYaPry2mlNUKtizC1CDmVhFRF2JZB5T7xXAsW/W5q9V7Klmw958q9XS6v8siHUO6IGIsbrbOchKyjCW7eHDaIFGKuCjY2NmAX3z8VnzsDRvxw93DuO9buzEQzSx3tQiCIAhiWTGODwejGewbnpvX/rVZSpk/O01C3eCskw19Elre5uBovGodjBY1uiilmKcZkqxUcd/zXm8rxoG7Zqk1GM1UDNRtO2Zth3RFc/GYy1U+thYHxsuEbu/QnKe+VDXQeTXBpEL8nXIZtZe7ELQ6SbLiKOjUIgJV2rTSutG5nO0FrNu1nk+gc22fkblcRaF0PtZ8TiK11SLIqEFY5rgAymKH0/1iLcta57ghQYK27sX+cgw2LxYyXvqXVZB3q08l0U933zMse+r4VGVrMuZuYXV0LInnTs1g/7m47iapu+9VOBevrTyTLmAqWdCfuU6i1EA0oz9rtL9GBmNZPHFssqqIDthfXgClmFI1dEtrsHtW/lIzbhZhnizXXPoLUHZBPzyWwL7hOV20c66E+nx4ZWgW5yxWfm610K+f7f42C8c7T0ex/5z599ft3AajGYzF83qikWqQKEVcNAT9PP76rVvxg/98I6ZTBbzjH1/EL/aPndeBCUEQBEGsZIwDxqPjSU/WLUbKb3rn91uqDrSNg/7ajqtRLS6Fl2xT6lvw8nY7T0dtA2qjpRQzz55d6+aEkxvg0fEk9g5VFnLMAsDCxy92OwJ3NEupRR01VSjs5GTKNCm1trFqaWIpztFSyixgVjnsgmFMzVj42NFJTCbL99N8+rZbG6cKIg6MOIuveUHGgZG4ab2sML397PX1fjVOTKZUlz3dLc89+D9Qbp+KTpWMuQbz1j5agyhXC6pcFqXsgk61oNBOQqIWZN/L/tYyXLdxXe4umtmvr/uBrOuMLm1uew3GMkgVRJOo4R73ScUo3lc77ZcHZvHK0KwuxLu572k4CRbpgtoWTm6TVpzqpYpS3vu8VfRcSBZS6z61uAJWqrO1T/7uZDlcTVM4gE2dDaY6aIJ1ziJcu7vvOa83uu8pjJVdZGXnLLWAKjQ+cmhcD+JeUUAzQKIUcdFxxxVdeOJTr8e1a1vwmX8/jE///JDpx4YgCIIgLkYSOcEWEHahk3PjC9RMUfJkhWyOH2OddNlrtLo1bBMkBEnBnsFZfXDNVxOlXCwMgPKEWWbm6WBWkGyDfbegzu4haBcPL6nsF0qlCbcoL172PY1Kk7HhWOVJJwOz9Zesg/WEV+upxYKhbG1jDiqvTUArH9wtgL6RczF7AGONnKCOaY1t+Xx/1FXEqiUD4lxWQDRTNNfRGGfKzZKndH8ORjOO9XALpu5miSnLztvropSDdY+bwGW3XjFff7tl1eJ0HmaYxFeqT0XRr5JBjEs1teNWEvKN7VHJUmogmsFjRyf157B2zL1Dczg+YY7zZLxuXsOoOAkWoVJGxpwgVbiPS/ealpvBZCml1vPV4TlPsYat96Nbn6xElWrWYCnlvJ1cYR0A1Ad95UNW+L11KuLIWKKc+dR6r8BQd8M6o5ho3acg1JD60ACJUsRFSVdTHX78hzfhv7/lCvzmyCTe/g8v4OhYsvqOBEEQBHGBsutM1OSGAix8gmWcaL90NoZj48nqlgQOlgjl8px2KMcA0eZRI3M5TKcK5bgnVUUpa72dtrFPEq3bSWYlyrH882WBba3fYhzGWFcOZeHJCV2UWkThrVJZAZ95GsLBbkVj3fvIWMKWDc3JsqFi0OZFuCfcYlspCsMrtVjDudSzUv1zJWEu5C9PRFMVgtDX4k4IqC60uqUUZxZ5qk1yj44nMTqXs7ejyzPBGK/GiLullPpXt5RysGy0CjlOGcjKgg2zW2nNJ8K1A3NZwZMoUjmmVOm7w+NPdFGs1H5YzlBYDV8Fa6appHqvadZL2l02mczrz2aNtMEAQHO9K0v5zPEYWqwo3pTIQt3IzfLPWI7CGDJFqZw5FOXse+OJvC7gVsLtN2E+zxDb/aEdw0OfqrSJpDBXNzgOZivTSolFnEoYMrwcqPT7aFwnVLCU8hzZ3AKJUsRFi4/n8Ik7LsO//debIcoM9337JXzvhUFPDwaCIAiCuBCxWgYv9BdPKc8qDG/Lq0xyjZ8tE1Kngb7T5Ek/VoVtzPW0TgYMYozm1uKgcthjSjkPtufjglgrCmOmCbHbxLwW8qKMMUNg+EpZm/Ja1sBFPMFchbgwfp+9Ua2aoNMliBmC2MNlm0qXbqHDQOMlsk7aMoJUUSCy7uNu7eK+f7Y00Q76vU3jag3czXHGfTjXOGtA+b6wtqRRoDgzncah0YRhH9g+W4Ugo3uQU4p7JyFF+1jdUqr8WWHegotb8XJJ3bI7Wnet9GyxuUYZxJdKoo3CmEnocXKN1eArpLKzvguodN5G6yjNbawcOF9dbg9YrmKMPaVtW5SVCqIt9PKfOWkW/qq5eluxWsS6udwlcoLurut631q/u/Rvx3oo7jKYojDXFwocx5l+HyWFYaIkJlayEnQ8jk3EMrrvlZcb+6GtyBqPqUGiFHHRc/26Njz+p6/Hm7d240uPncR9396NI2OJ5a4WQRAEQSwabi9cvIwHh2NZPHJovHK8HuOxqpRpdR8wufM5jKu1SUSlwStfRZXyYpHlpLfYJsNGywtjeYZyvc7xh2JZjNcQw+vsTAbPnipnuJMr+e7ME6mCpdRcVsDugdmK7XtqKuUYrD1TlBxFy2PjSZOLmxFrEGSOs7oyOecRk2TntnaagDn1qQVnV3PrAwxgNTaZewY1O/uG53BiIoVsUb3OXvtHrafLoXyfOrWJET2mVKkpNeut507N6MH+M0XJNKE2P0vMooWGm3iqbecUU0qfPFvd8axlWCxJap24e8XtPrKWb7wl3QQyLQGE0T3baK1idQFkrLKQbzxMWZMyH3s4lvUcpBowP9sLgtndrxrGumrnIkiK6/6VxB6n4OqVcLPqs7bTrjNRPSag6behgnWrdk29vGBQXfSc10mVRCmU+wegWk0mSkktjMVxHFe1PZwsIbVzMPY9sYKl1HxfppAoRVwSNNcH8K0PXof/8/uvwUQij3d98yV88qcHcHbG+S0GQRAEQVxIuA4EPYwPT02lAMDkAgEA8aygCwrVrJ00MkXJFlPKOG/IOrhT6I40FQSf6jGlrN+dxQjrYut+bpmwrEKbF46MJfBqjdkOjVSyapoPHFe9zNlssWL7np5K44X+qP5duxbPnJzGU8enANivaTLvnPVPlBVEgn5DWbAHDneoivUcnNr6zHQa+4bjePTwhG2dV1HK1UVHteFyWO5+b4zO5fTr5sVF0+nYE4k8+mfSukuS0QKuEgdG4hX7rNMq4/PE7F5m2dfilhX0VxcEXh2e0ye4WnF2Sylncdga6NxpnbUs27mz8jKrdSLgbVLtxcXVvf+YqeQeaczoOJcVTCKR0VrlyWNTpiNUjylVxvj81SiIMg6PJXRxw63u5nWGupVEC68B0o22drr7nmTPjmo9ltPjrJomZRcFzX2NGT57KaPS75abYG6kPuhHZ0PIJABZkRXmmKkQUJ/rbk1tja1YVZSCszCl1UHDLEq5H7MWSJQiLhk4jsO7XrMKz37mjfjkHZdh5+ko7vrfz+NP//UgDlb5wSYIgiCIlcxsxnni72XypLkBWYPT9htihhjLkWSGU1Mp22QuU5TwzMlpnJku71cpeKuGMdCuW32reWRUjoVR+qvYy/c6WXcL1Hw+sVoELVWZtQyHnCwV7C6RzvsKkoKuplD5u6zY3LycJp1Wa6/yxLe88VAsaxK4jHg9P+3YO0/PWIQ45zIYc3fTSeZFzGUF1UWHmfcxcmIihUcOjVeMkaZZSlXC2q+tgrNpW0uPNrq0qVZTzkItYAg0XbVGZmZSmthdFl2MGN28+qczSBdEGLP4+StYStnc9yzHZii3LWMO5+ThZLz0Ia+aciVLG61usUwRL/RHTdYqxs+SopjEJZv7nq1uhgM5eO9VE1mccEw44L65pVx1y/3n4hiZy+nL3DNKase0H6H2FxjmeujtUaHyzOWz2zejkL6uPYJtfc2m7bhSxsBKllJu14ID52pJbCzPS1ZChVkzZTpfBrP7nvWZML/fLX/1TQji4qIh5Mef3X0F/vB1G/C9Fwfxo93n8OjhCVzZ24QP3LQWb7uqF62R4HJXkyAIgiA8UZRkvDI067jOaQyqKMw0iA36fAAkRNNFPN8fw5u2dCES8iNgiPljLGcwmsVgLAM/z+GyrkZ9uRbc1vh2XWHVZTFjzCe3MXM1+4tKLjvGia+1/EpWEabBdgUh4XxhzaToFXe3IfeYLkac3PPckBQGQ7zt0vGtk/zS9VcYUgURLfVBMMYgyMwUF8kumLm471Vxz6qG1zf5CmPwgUPSEiPKaE1hXs7gpvlpxxQVs/WH9fz6Sxb8bhYzgLd+Ye0DRVFBXcDnvLEFBqa7IXKcNaaUc71qfbGrW0q5iAvGNh6L5zAWz2F9ewRtpfE57xRTytDPTOfjIPAxrvxMWCxLDytuz5ZahB3r7WoUJpwy1wFl0a2SxZDxGmmuX17asNI2TmIE89g/tPbWXD413LKna6U5HdNLplYfjL9tZlFQFyxdnizWlzdGN2N7X7OLrn6es7kY+ngORcn9948xZnsOaXCc+++j8VnBcQ4CrYMga43h5tR2bm7uWhnzgSyliEuW1kgQ//0tW/DKX78JD993FXge+JtfH8MNf/s7fOj7r+Bf947oWScIgiAIYqXiNjkB3CbPZkIBdTjYP5MBYwwTpThIRsEga5gcaMKGTRxwGLxWcm1wqpd90OxtX/tkzj4ZqtUqwriuPFFZvElrNSoFMq5EJbchLy6BA9FM1W00nK5F/7R5f03UODGZwq4zUaQLIiRFnez4+XIfs8ZMces72jlkixL2Dc/p5Vea0JnrXPmcytu5iQrOk0eFuVtKacsl2TzVtW6uuVzZXNC8VdlQrnmPvOgsZOUF2ZBZrbSvUhZUOFjdy5yPU2v9jk+kMJnMl8UFSwFOFn3jibx+fJ9DHDrtk00Msn1l+jLGVDdlI14sPbycr6sQ47JYjflTXjk6l8OoRaQxunC5ilIlYaGSOGO8Rk5xzmt5xk2nCtg3POe4j/fnt1n80ARUzX2cs8gu2rZOwl+1mFKVfgPUVZq46bz/U8enTBk2Hzs6WX4GWbbVRVfDQXjOejaqgFjtWkUzzrH5tDKrYc1uCjj/hhsXDcdyjpaZlYTq+caUIksp4pInEvLj/a9di/e/di1OTKTw+NFJPHZ0En/1y6MAgC09jXjjFV144xWduH5dqy2FMUEQBEEsJ8YJnDWOSCovoiHkNwlM1jfF2hheEwW0IoKG3zuneBbWsaeTi5A6YK08SDUOqOfrSu/mvmcWluxiQkX3PZPLnvvE/HxRyeWqEpUCLLsFOl/dGvYco8iIdVKTLUo2UUtrG83qIS/Ien80TiCtVlxuPUeb4B0dT2I6VagoyqrHB4yJ/rzHlIIt7b1WnlMCAMaqW0pZxRZrXTg4i4e13hdauevaIzg3m7VZd2g8fWLKtozBHGepkvuebFRrUdu9Ec+KFSyl7G0aDvr0614OdG6oN7PUSVtuc9kFWKk/xHMCBmPW/lq97owxFETZs/WZF3wch3hOwFAsiw0dERwYidu2MfZ112DwUIUF40+BVbMwXiNrTKmCKON3lox25bLNpAsi9gyqVrptFi8TnuOQKUp48tgkVrfWO5bnVqeQn0fAxyFVsFsHVXJ3VI/rUG8PwiqgWQbZl1uxxtqqVB/AfG4+nrO1h+a+V+mYblk9OVSPo6XXr/Q3U5RwZjqNNQ7tYqxDv0vsZYUx5AQJ9UG/Tbwj9z2CWASu7GvClX1N+LO7N6N/JoNdp6PYeWYG339xEP+0awANIT9ed1m7LlL1NoeXu8oEQRDEJY7RwsQ6Nj08lsBgLIM7t3Try+yDcnuZk8k8TkymHI+nbX5mOo3upjq0RYI4N5t1FDW8WEqV3fcc3jRXELSMApxNlNID4bpPqKthdg3yVqfFxOqmxZg9ePHxiSSCPh6Xd5fdKF3TqDO4ZtOqD/rR3VSH6ZTdQjzg410zP1knIE4CkTYh0+IASYa4SsbJlLVumsWHW3nartWsdWSFgecMWR49an0KYzg+kbQt3z0QM9TRPNl162Pa5RMVxZMIaxelvNVZQ5soNocD4DgOhRpcQRUGc/Y90z3kXM9Kgafd8PvKMW4qZcHUiAT9evkcZ4+RU3YTLe9zfCJpExYVxsCXVKmcYL8uXp4TM+kijo4nccumdnQ11lXd3ojb/enjVSH6yFgCa1qd5xdGodqWhdLw2RpTqhL6fVEqIVbBIscqAu8/VxbOrPe+n+cgyAxFSbFZ4zlhtbAJ+X1Iw7xfTpBMVlNOlolWMd9q2WhtX9v2lu1SBRG7zzq7x1tJFUQ8Z8ig6iRw+Xi75ZeP51ytLKvCobp/OwC/j9efNwVRxsnJFDoaQrbtnH4DjPAch6FYFkOxLN64ucvVpbdWSJQiCAc4jsPm7kZs7m7ER9+wEdmihN0Ds9h1ZgY7T0fx1HH1DYJmRXXHFZ24jqyoCIIgiGXAaMXkNA+xuee4WTvo66GnvnbCuPvpqTRu2tBmClBtPVa1IaopJbnLxk7nxRiDICkI+nn721oHy41KgWSdML9BNx7XexkLwTpZslr8AGVLHqMo5eZ2wpg6qXMSmXw85zqJrQu4i1KaG55GzsEiR2HAVLKA8ZJbqCSXLQKMx7RPssvt9eat3br1hj37nnZ+zg0zkcjj8FgCb9rajYaQv4aYUl62qS6mAGb3PWMMLrv7HgBWOUaaF8rXV7V4rGZNZtpXKbePKCs4PVW2ljg+nsSqlrJgorWZF+sSK37ePUW9k/sex8HUb3w8p2ciBJzd95wt3SpbpLhZlRnRXP7iWdEkSp2YcBbyjWiHbgoH4Oc5PYabj+cBqO3kFkvJ2I6i1bJQawPFLkrZHcaq18+NfYaMosZjWJ9XPp4DSpfSlAXO4qaoYc2CZ3XDS+ZF7Dw9g87GkOM+GqtbwyZrTWucpJG5HLb0NAFQLZ6OjCX0daem0roVpyaSD0WznuP7aa7vGgdH41jVGjYle+A5s6WU6mo5/1hMHNyf3RqrW+sxmyk6WDfbz8vtt1wj5Od1d+CcKNmzV5KlFEGcPyIhP+66sht3XdkNxhgGolnsPK0KVJoVVWOdH6+/vAO3b+7EGzaTFRVBEASxNBgtTGqZfGhYJ8ADlonc9etaTW/ErVPkWNb5zbqP50oTgsrHLwfard0K6dlTM7hne4+D+56TpVRt5TNWDgpvvEZLJUpZkRQFPr66u5DbhFthaqDx5nDAZg3Bc+obfCd8vPsLN0Uxu3plHCwiiqI5EL8a7Fv9bJxLOU2yyxZVdqu4cvylyoLLZCk+aCxdtIlSc1nB5nZkPU4ljJNNrb8YOTGRwpV9TSaRh+fMrrRGuJIDn1UErHWiZxVvtP3nsgJa6wM2izsjjJWFHavQYI1NZY3nVYubIc9xrvej1c20tT4I2SCA8hyHde31ODuTwZW9MsJBn8nqKlVQXQOdBBBZMfb1xb2Z3dydjGhH3NbXhJHZcswov0GEcbMsEnQXaw6yg4gLlMV3q0uXW9vo2zHg1eE5JHLObmIaxoDbSsl6U3tBYMTv44DSpkaxtiHkczy/vMFqTY03Z3dFB1QhUMNJLA8HfVjdWq8HTbfeY6en0gZRynyuBVHWRUmFqc82jwZnrqTyokkotYpS2rJKiT40nPpzpUDnGj6eQ16UMWYRzUSptv7PcRwCBlHKx3EOLwlIlCKIJYHjOFzW1YDLuhrwX15ftqJ67vQMdp2O4vGjqn/+Fd2NeMPmDty+uQs3bmhFyJqehiAIgiAWAeNkwEtsiWqBSa3xo9SXLGVRyrg5x7kH5NYH2lVjSpXqoTDkBBl9LWH9jXO1ybj2ptfuvqdOwIdns/oyRanNUmp4NosDI3G8ZVtPuVyLsPWWbT146rg9Ls9C8fO8La5OQVRMYwnXgOYu5ygzhkxRRmdDnYMoxbkKFdbJoRFRMQfGzRTtE1prgF5BKmegM1pDiDa3m/K1NlbN2ieEKhMrLZB/Xp9slte90B/FNatbsL4jYtvPi5uf2bWN2SZo/TNpXNnXVLaUUhgChk2s58Jx9uVO8b5u2dSOlwfcXYqM7nc+Xru3JLzQH8Watnpct7bVfV/GHOPCXNHTaLKakhVWzqKnL3Mt1vE4rpZSluP7SsKwtpjnVOuPszMZ7B2ewxsu79AroTCmu1CpwpcZo7hlPH5LfdA1VpAbp6ZSaI0E0FQXsAX4d8MoGBrvOeO94GaZoz3rgz7OHoOtdC6yooqa9cHyNJ+rYImjvRRQmPrMdAuKr2Fsm4Ko6CKTVZQyCslG4bghFDCJUprlpjGgNmN2SyntuH4fB+1QbpaJxmfWfF52aLhZiNaCzMzWpGpMKfO58RynbgdW0ZUv6FOz9BnhYI8laUVLDGCNS+UUK7ISAatFLedsaT0fSJQiiAVit6LKYNeZGHadieJHL5/DP78whHDAh1s2teP2zZ24fXOn4+CHIAiCIOaDaHHfq5Y9zTpolBXmKIJoWDUJr+b6aswX7zGlXh6YLcX/cRpgV8moZKk6Ywwv9EfN27Da7CI0t5pUXjSdw3wH3bUQMEy8NAqijOZwQP9utJCbzRQxmxWwubvRdQKWF2QwxhAJ2V+S+XhOn7hYqeQaIhoEJgDIOGRqsiJIii74mNz3HAJUO/UdLVOXtmu1iZV2DC1+kFXMi2WKjuMyq+WWE9bsb67Z9wyWUiFD0gHr+WlXw3hOjXUBAGZRqrMhhHDA5yogFGV1ecDHqxNehen9ZXQuV12UcjgNbaIvK+rEedeZGd3NzMkysRqVRClrOTynijDaYo7j0FSnTmMTOQGJnKj3e1MQby1yvAHZIE4b+9y1a1tM8YC8MhjNws9zuntqNTTBz28JeG10G8wLzn2vKMkl6zfe5LoIGILpl6wXraKOq8BfQfB1wtjni5KM1vo6pAsSZi0Ws8bMmkZ3zLAlOHx90Id0gZlcFhkz788Yc6ybk2jEgTOd+xPHJk0vFmpBlJV5WR8bsbqi8jxn+03lS8LxWDwPP89DVpzv64CPt1kvVhOk1G2cl9fi1guocamMvxOKYk9KQO57BLECUK2oGnFZVyP+6LYNyAuqyfquM1HsOhPFs4+qP3Zr2+p1geqWTe2IhOhWJAiCIOaHeWDO4di4PTizOSCz+vnASBxFURUVnEQQvUSu8uTGLQW06r7nxTpJLT9bmmR5zSRkpFKabw1WJZbMqpYw2htCKEqyySLk5cFZXN6lxmySFMVkTWG8NB0NoYpBgmvB6CKhkbcEZTYKFy+eVYNvb+5udBXNNLHSKf6lJl44Uak9BFkx9QdrHZ0QZUXvMyb3PdnJUgq27QBL/JkqHUxzBSs4WEoBZpc0o4WQU1yjSjhNnLUMllq5ouV62dz3HK61U3txFSzbAGBgRrUQrPP71EmuxVqj4nnAeWKpuXFqbqRGaxdt61pEKVnxZsHCcxz8Pg4FiZliJXEch02dDRiIZrBncFa/H4x9UHOHNB3XYL1pCkBtuZ6LeT8b0YQw3mJ10hYJ6sKWW2B6WWEI+HhXV1tA7YeirD7TjVRrm7F4ztXyqBJucxijMGTsT8ZMsIAqPkVCPv35D9hjSinMyarQOTYVx9nvI+tm06kCknmxaixgSV64+541RpmT+K/1A1FWbKKdkaCfBxy6ZLV72+3ZXqslmJ/nYPTmlh2eedbvN29s91Z2TTUhCKImwkFfKVNfFwD17dTz/VHsOh3Frw6O4//tOYeAj8Nr1rTg6tUtuHp1M65a1Yz17RHw8xmVEwRBEJccNssAB4xvV7XNR+fUmBv1QT8CPrsI4oZx4sLBPQW036daaDAwW6YsI9Y6z+dFqz2mlH0b2UEg4zgOrfUBzGUFcBywoSMCyRLcGVBTxzthfIu+sTOyaJPYoMNkqSCplk7HJ1LY2BlB0aW9qk0+/dZo6VCD11rbYUNHBL3NYZwzuEBaESyWUl4CAkuKc6BzI9qEVJtsWa0VnNrSDc1CSLMKsF4fo9uQcZ0xDpYXGOxWA6qVkznQudHaxy7+2K+HVVxw37LMTFqNoxUK8OB5zaLB2wUzBjo3ok2mnQzInOJpVT2Oi0WW7bgl8Uarl7HPrGmrx0A0YxJoU4Wyi5JbggQnwdHaF63iSbU6euXImPrSwMeZe/Vr1rSgNRLEsfEkCqJsE100ty7VLdq9fFlhJeHQGOjc3YJFO22vll5W3EQp43PG2Peszx+eU8VTo9UOY8wiSjH93jJamjllE+Vgb0ur1eOeQfXe3tjR4HpeTvvNB6tlE8/bf5+M9fX7ONy2rgMFScGR0YSpb/sd4vtxXHULYLdxQc2ilM9sUftqKei90WrTeG6dDSG0NzjH7LOVXVNNCIJYEGva6vHBm9bhgzetgygrOHAujp1notg/HMe/7h3B919Ub+hwwIeNnRFs6mzAuvZ6dDfVobe5Tv/bFgl6MtckCIIgLn5ki0jkhGlg7ODOUuntrBWjQDOVKqDOZd8Az5eys9nTtxuxLp6P+b91F6djqeWal7eEA4b6q1fP7+MR8pvdJNwmgebwGvP7Xb6sqwE5QTZlbrK+wQ/5eRREBXNZAQPRDLJFCWvb621lKUp1ixiniU3Qz9vOcXtfM3iew8hczra9RlFSqgoL1rZXqohS2/qa0T+dNllK8Rzwtqt6MRZXM+k5uY24oW3nFn+sKMnIFiXMZQV0N9XZ9vcKY+b7rC0SLE+kddeqspVYoJQIwIjT0M5JoHTb1krIr7rbiMwsHqruj84FMDiLi76SmKCek/Wer2yFaCXg4/XYTm4WLxrGYO3qs6S8rlK8M8D9eej0jLFeDs3NsikcQHskiOHZXDkWlWXfWkQp7dr6DO57qjUYrz+L8oKMtvogbru8A0VJRl6QsWdwDrIiV4w5pJ2bZlFlxPWlgOeaO+P222EVlTSsbcaVLOFM7nswi1da0HHAYGlmaLCbN7brQhPnEEjczU0tKzgHlNcwisjzxXov+UrxozTaG0KmPu3jebQ3qBkGj44lTe0d9Ntbi4N3F3kr5sy9le9DQP3tcOrr7Q0hdDWGcGAkbracrqFzkShFEMtEwMfjpo3tuKlk1igrDIPRDA6PJXFmOo2zMxkcGk3g8aOTtrdbQR+PzsaQ/q/L8Lmzofy5oyHkOlkgCIIgLg6Mg0C3iaZxUH5mJo0b17eV91eYo/WMV4ZdLGn8Pg6zqSJkRanoAlYtZhUAtNYHMBZ3L6OapVR5Emxfrh3eWI9IyI+iVBbfBLk8sXjNmhY9bbax6vN9V7StrxmHLWm4re2hxhlR9EmEwpzdy7xYEDlN5J2sQrTzqTThFiSlqoWMn+cgGOpqrKPVlSXo43FZVwPOzqSRLoqmbGM+ntOvi5PbiBvadSpKClIFUc/GZ2Tn6SgkRcEdW7o8lWlEm8wxxkyilI/ndEsEbRwnymXxxsc7ZNJyKN/NxchLf9Oum6Iwk4VT/0wGsbTZqu/K3iacmExBYcxkPaZhjCllhTFnN9517RFwsD8jeK7sntlY57cFYDaixTtTSu63xmdcteeWq4WIwzlYBdIre5uwviOCppK128hcDlo3tr4IqBR3zQ2eK7vvafeYdj8UJAXNYfVzyO9DyO9DwMehKKmB6ytpKVoftN63bhruQl9yu7WBm2Dot/RnnlP7uCAphnvJ/GxgBvc9pyQJ1utv/a79/hmTaADO2UKNSDLzLH67UbAkAvHx5Yx1DSE/XrOmRbdaBszXTbs2WowpZ1deoKMhiA0dEUTTRZO4p2/jog5FS8+Ay7sa0RT2W7Ls2gn4nN2G3Vw1axH0SJQiiBWCj+dweXcjLu9uNC1XFIZYtoipZAFTyQKmUwVMJguYSRcRTRcxHs/j0GgCs5mi49vK5nDAJlYZv3c1qZ9b64PkMkgQBHEBoijlbG3W4Lcaxre1E4m8aRAsKYqri1CtBH28LiRoZaYLEuqDfltA6k2dDWiLBG1WB05v9Dd2qtZETkHcJVmx7WMdmPtLEwFtq/ZICLPZIvy+8lt142C7PujHXFZAQ8iPTNGcWcoo4Bj3mc8V5CyT0qZwAOGAz2Yd4/epripavBw3awlZqe4S5XNoaydrHL1uLpNWjuMwky4gL1ae2Pl4DjBoHFogZgDgLIctT7o4fcKkfjOUBc1FyduMx9jvrIGsm8IBpPKiPvGsNY4UoFo8CbLat4z9JODjEU0XcXAkrreJJJcz22lCadXyDf2tLRJET8maq5plXkfJ2oLnOaQKIvaWXG0A4ORkyrb95d2NOD2dhqLA9hx54xVdNoHNCIPzBDQc8KGrMeQgSnF6nKumukAVUao8kWfMLDQ5Wf0ZcfNOcrIIsYo4fh+PJsN9wXMcZIdYVJW4eWM7eI7D7oGYbZ1VfDD+ZYzZhGItnpBqeaiemFPGQE2UChiujSArOD6RtNUhEvQv2FLKz3O4vKsR/TNml2c3oc4qVvE8h2ApAx8HzQrN7L7HYBehjb9ZxiI52J/F2n1pFXXcLKW0jICSoszLcteI1S3eONdqrAvo7qn6ektGRuPhnV8QqELR1atb8PyZqMP66v31yr4mPbEHALx2Qxv2Ds3ZtrMKihqyojhmDq3l2pEoRRArHJ7n0NVYh67GOly92n07WWGYzapClf4vU/48ky7i2HgS0XQRaQcV3cdz6GhQBzu9zWH0ttShr/S3t1ld1tUYcn0gEQRBEEtLXpDRBNVCoaMhiHDQh6GYs9WS1X3hwIj5jaivyuTOK6FAWZQyThid3pqH/LztzTXgHNAWALb2NoExYDBmFqaeOj6NzsYQfDyHt1/dhyeOTmIyaS4z4ONREGV94tzZqIpSvIuopGWo8/Ec/LzZlc84sTGdlcGySFaYLmhVQttfK7OrMYRtfc22mFaagKFlkFNjrNgH/Jo1SSWcRCaO41yDTrsZUtSVgrGnq1gbWOOVWd33rlvbqvfHplJ2QesxrVZbRUmuKGQYqTQxagyZrXSkGmOs6HWS7e57Wp83uj+KStnd0e+zu+85TeSNk+/N3Y2eXAyvXdOKvpY6Uz28BDrnOQ6CrKBosFoJB3xoDgcQL01arZZxmhDtZGVRF+AdX3ga3fE4jkNbJGiaFFvrpG0vW2JKqS5w7m5HRuutvpYweprqbM++8nEcF3vCrY+5tRXHcaZA5/pfQyVsolTpGaElkABUQdSK7h7o49BY59fvz6gl3t2bt3ajLuDzFAeuEj6ew7r2epsoVWl7IzynuqVZLWxM7nsOMdEiIT+SpXvXFD+Ls1t/iZYXJV7qKMplV8iFYE3+4BQTzNhPjefN8xygMNx2WQdGS5n5rBhP1a2uXkRU4+9Cnd/Zy8bPO7vhGx+bxt9etyQojmV73pIgiBWNzyBeVSMvyIhlirq1VTRTRDSlWl9NpQoYimXx0kDMNtBUjxFSRaqWMPqa69DTHMaqljps6GjA+o56hFweZARBEMTi8uypady6NQhFYeB5rqLlxKmpyhOGSHBxnt1Bnw+A+tthnFQ5uXi4uY24Dax9PIerVjdjZC5ncqmQFAWTybz+++NUrN/HQSqW3X+slgnW/bQ4KWpsFnNmQpMoZXpDb5hg8qrAUlWU4sr1A8rWJjarDZ5DXpR1UaooOb/Bj+fE6qKUpezOxlBN22vUGYLb1rK/ZvECqNd/TVs9Tk+lkRUkNGuilKUMq9XWYNQ9+PrGjgaTcFkpmK81xIHVms8Lfh8HTuIgSIpJHHGaQKbyIprq/LrrlhehKOjS3yqZuDSHA/pLxFpcy3iuPImuD6gZ0XTXMj2mVNnaa0tPEyRFwdmZjGOQ/7qAz1Hs0c5ds3y6dVMH0gURuxwsPXw8p2ebUwN9m9e7BbwGzELclb1NJssYzRpGo5obWyVxotasdVo/NsaUMv4F7NaL2vPUZwiQX+lFcYDn8LrLOvDqcNyxbeqDPjX+0gJtpdzcS92uV8ByX/AcZyvj6jUttphUVjE0EizLGLxJlFKTVxjRfv+0axry++DjOZNF4Nq2eqQLEuI5QbW24jjMZQXPCUDccIopZcXtWvEcB8YxtDeE0N4Qsr2sAMyPAadn3Tuu7sMJB8tIWzmGJnC7Ffw+DjnBfgxJURzvn1qSH5AoRRCXIOGgD2va6rGmzR4k1UimKGEykcdEsmD6O5Uq4NRkCs+dmtEHyIA6cFjbVo9NnRFs6mrAZZ0N2NbXjMu7G6qmXSUIgiBqR4tt1BQOVIwxU2li3lIfxPqOiKeBazWMQpTxrbSTsKEtstbbZill2e+OLZ3YcWLaVp5mEeI0OPbzvGpdJDME+HJcDJ7jdPsg4+RMEytEmSEUMFv6hNzc9wxCFwfONUC1EW0Sao3XY7Us8/t4yEUJ6VJmsaIoO8Y6eXV4Do11lYf31rJv3dQBwFswdyNeY1Zaj+cU6DxXur5a3c3X1d6PtMmk5oZp5Mq+JsRzgikgf6TkPmq9DwI+3uRyWi2misaGDjXTYrogwcfz4CCjYJl8WoXYuoAPBVHGWDyvxjLjVAvGWKaou9o5XWvj+btZ9hm5eWM7mi2Tcu9wZfdbPw8I9j46nSro1zHo5yEL7hPPkJ831fmqVc1oqPPjxESq5GrKdEsotxASPkPsJVFWbCKbv2TVYjoLB8GP48xCYdAiSlXDTexVmHd3Pg3t0WC1ADQKFo7uewBChvuuUkwtH88h5PehtT7oKEpp/WqBIaVcRWs3Kxmr+7BVlLq8qxGrWsIoiDLaIyFkipIaQ8/yu2B8zlmfte0NIdy4vg37Si6rWvto5xwJqS7SRlHq2rWtGIhmEM8JUJjar6ZS9vhzC4V3EH/c+o+P46BUaSDj86G7qc7uKuti3WSrl+nZYm8jhTE1TIBsf9HiJqqR+x5BEItCQ8jvGOdKgzGGVF7CWCKHwWgWZ2cyOBvNYGAmg+f7Y7q7SNDH44qeRmxf1YQr+5qxva8JV/Y1kVUVQRDEAjAO5KtloXKD4zjcvLHNNW5QJW7f3InTU2nTwN1vEqIqizL6pMgyAJYZs2RTMu9XH/SjORzQXTesx3Y6E00gy4uyLggA5sxwxuNo7guSoqDR57eU5RJ42nBe2/qa0BQOYCKRr2h9c2Vvk14PwDmIL6BNvBU9YLibpRSAqu50tWQKA9xjF9V7tK6zHk+QFZycVN/4a9dcExA0wc/NIEgTLgqigkjQj3CQByxGUxzs1kGSwtBYp8YJ62wIobk+gLMzGfh4dUJsbSO3mCoaxvgt/lIWtYJFGbGed0s4gKnSNjynTjiTeREvnY3hzi1daKwLVA0MbJo4utyz7RFzCvZaJoY8B4iGsZt6HPOxR+Zyukuidu5uhPw+fRK+pq0eGzsbAACn+TSUUqDzar2R4zhEQuo9mMpLqAvY463B4snZVOe3PR84mNPZh4O+qtnXvDAf9y6rZZR+jQ2nZhWltP6kuRYDlZ/72v61CmZBy/1gtSiz4lYHt+tiz75nPlftGtQFfLjt8g4cG0/i3GzOVp7WJwDziwINp6yATWE/LutqwIaOiG5t2dNUh619Taa6McYc+2XI74PCWE1iphWfg6u02zVUX3CUcXOx1rhqVTOu6GnEU8enTMu9dFHTGMBSHR/PQZGZ/jtk5creJsfkCLX0PRKlCIKYNxzHobk+gOb6ZmzrazatkxWGkbkcTkykcGwiiWPjSTx1fBr/uncUgPqjt31VE65d24rr1rbi2rUt6GsJL8dpEARBXJCsa6/HRClcjc/j21ArV/bO/wVBS30QGzsbTKKU5poRNGS1c8PNUkpRGLqb6tDdVIfpGt5Ua2KR03XQ1uVFGQE/bxCQYPqsESpNfGWFIWwQXy7vanQVdYzWV5ol8p1bu8AYbJMEraz1HRF1H76yKOXjOT1ekRbc2C3NOaC+Mb+sqwEvnbUHWHYTM9x6j5vo0OLRGsepXM2lxSoeaZNT42Jje2r9S5QVREJ+m/D5xiu6HC1uGGN68HpjkHg/z+kWQUascWCcMAoLPMfZsmwZu2FDyG/O2MaZLYNygozGukBN8cDc9Ahr+9biWqbFlALK94CG28TZrX/cuL5Nv3fu2NKFRoOIoGXTMwYujwT9CPp4BHy8SSzy8Zzu1lmUZNP9qK63CxINIbsoFfBxkFm5sl5F1WqIsgLOGrHfhbVt9RiZy9kEdM4iUgF2659iqX+F/D6sbg1jLJ63CcZa3/bxHBpK19tJHKo03t7W14yDo2WLwbpAZVHK7XmiudeFLW6+NpFaUkwCktMzQVIUpArmOhjbz6kOTm6rHDh9vqKJm6taw3qGRT2RgiV2mcbW3ka0RoK2hAlGQn5zDEIrTr8fWuY8q2WWU1ZUK1bRvo6392vrc+X6da02q1CTJmWpom4t6eNsAv6Wnia0N4QQy9hdC2vR7kiUIgjivODjOWzoiGBDRwRvu7oXgDoonEoVcGQsiYMjCRwcieOnr4zg+y8OAVDfVly7tkUXqbavavbsHkAQBHGpYU2J7fYGs5JbXq1WM1asEycfrw76u5tCpuxpRrQA4LqVgGW95vZRXm+v4w3r23B6Ko2xuD2VttOEQJsE5gUZzeGA/uaY4wBZ1qx0yr83usUOV57cAaprWDWMl9RN8Lt1Uwc6GsoWLZrYYAyCbcRondXbXIdETjC5z1sJB3yeJjRGmlzc/tx6iNUSwS0j4KqWMIqSYssSBtjjq1SKCwaUAmeXBI2Aj7Ptb+2PmhuXpDB9nd9XTsnu99ndLHubw+hrCeP0VLqilZsxHhiHsqXULRvbkSqIpjhHbZEg1rVHEO2P6udt7CeZooT0TMY0eY8E/ehqKmXQK52zR+3DRC1iNc8DYilmjCYqaOfh9KwI+XnkBHV5fdCPN2/twqOHJwCYhQ9t0q/BcRxkRQHA9Pvbx3O496penJxM4cx0eYLr41WrGU3csFbDKdh3UziA8VIChc6GEG69THVR9RnapD64ONPgVMmltrupDs3hgKnuVrRraLOQ4szrAbsgsbEzgtlsEb3NdVjfXo9rVrfYnu0+Ts0Q2FQX0IUaoyhZF/Dhpg1tpvbQ6rK6NYzr1raC4ziTKBXy+5BG7RZlW3oa0dNch3OzWd2yrrMxBD/PmbIGVhOljM++proAUgURHMc5WkeZcHiGGLvKxo4G1AV8WN1aDmWiuXfKCgPn0K9EWb22RtdAK+s7Inrsp97mMCaTeXAchxvXt2IomgXHcagPqH2vtV79DeA4DuvaIzZRavsq8wt/x9P08BNudWVd3VpvE6XcMgAC6m9rEerz9bLOBhwYiesWdVqf1drjxvVtaKzz49lTMxTonCCIlQnHcWpmv+Yw3rKtB4Ca6ebUVBoHR+I4UBKqnjimvlEO+Dhc2ataU127tgXXrmnFmrZw1WCUBEEQlwLr2yMYzaguCE6WUps6G3B5dyM4jnNMBw64W1t0NoRs2ZqccIppclmX6qIznXLeXxNT9DfdliLWlCYJ2lzEaTLcEPLjNWtazKKUpS7XrmnVJ1faxKYoyQj6Q/og3WjhEra8eb9mdQta64OeXXzKwdMd3tBbYtx0NAQtsYLUv5qo4yT2qfuF9AllpQC8QUssHytOqeQ3djagPRLCzjNmKwC331zrpNnNXWdNWz16muvw+NFJ2zqrVVPAEvDdiiYSpgoiQn7ensmrVCXNymdVSx3G4nkojOn15TkOq1rCGJ3LoS0StFnjvXZDGwDgxg1tODOdxprWehwYiTsExlb/+koubFoQ/c7GELqa6nBsvHzPtUdCaIsEsaEjgqFYFjxv7ifGbTWuWt2sZ28L+HgUJdm0T2NdwDFjnbW1nNyY3DC2dUOdJkoptnWAmg2zq6kOiZJFkt/HeR6fqZZ/DAqzT6qtFlmaJVR90I+8KNuEyIBDlroNHRF0NYYQywhYZRDHjEZVRkubTSW3woXg4zk9e2SlbYCy+OEziCCAuU9Y3YQb6wK4c0u3/t3vs2dx025BoxWjydLQpwpCRoJ+Hm/c3IWGOr9j+1ndJb3C85zp/gr4eD1+3e2bO5HMi9h5egZFWQHPlzMs2kRHw3N9U2cDDo7GS26jlfua02rTM5fnTIIUYD5X43WzWqf2tYRx04Z2vDI0aztGV2Md2iJBtNYHkRdlTCbz8PPl+Q8ANNcHdJfdSnh5Me+UUMGOet43rm9DVymxxerWetPvpymDoWXvlvoALutqQEdDCDyvWgI/WZqraffruvZ6tNQH0FIf1H/rvCRy0M/D85YEQRDnAb+Px/ZVzdi+qhkfukVdNpsp4vBYomRNlcAv9o/hh7uHAaixEq5Z04KtvY3Y0tOELT2N2NARqZiBhCAI4mLE7+OxtbcJJydTYGA2U3ltPHhZV4OrKOU2ZrxhfRueOGYXETS0TK+VAu2asroZjqMN9o0xQTTuurJbn0SHS2+TjTFUjNjjLpl/B9oMlkjGiW7Qx+uTN57jdFcy6+Rdc61zsk6568pu1zgdTpOhK3sbcXwiZdjGvFFrJIi6gA+bSzEcmy2TW23S2lIf0MUVawwjIwEfr0/enSyYbt/ciZHZnK2uTgGync6nKRywTZo1KwYnvMYs065LpTg9kZIoFfDxtv6nHaezIYSJRN5kNadNbhUGdDXV4V2vWVVa7jx+6GgIoaNUjradUZQyBwBXPwd9vH4O2r3VHglhdWu4tG3ZAq9aVjzjetUlSDZN8q5a1Yy+5joE/TxEmWH3gN1VE1DFo6KkmCaggOp2c2rKbmmjoVkIurlu6UHpS98118ob1rdhMpF33Ec/Dg/dvc56GbT7urVendhf0aPeE5pgYHXfs1rS3LGlC4AqJNgEGMO2mihVF/B5skhx4rq1rTgwogrf5V6g4tS+uqUUb66D1k/NVpbVx7XWu0Q7pFFskQzWYW5x/ioFxq/VvbuzURVgNcJ60ghzP7KeX51fjfFlc98ztJlWfa3Nr1nd4prYwem3rdpTyCgCGXdf3RpGIiegKWwIru7SPpGQDyG/ud85vVipJkh5xYsb6vZVTagL8OhtrtOfT9eva8VYPGdwHS1vb+26HMfpv4dlzBaUHFcWPDlOFWgv62wAPFrZkShFEMSKo70hhDu3dOtvhGSFYSCawcGROA6OJHB4LIkX+2O6Wb2f59DbUofVLfVY0xbGmlb1rWxbJIjWSBBt9UE0hQOoD/oQ8vOe3+QRBEGsdHjDJN46kffituO2TTWvvls2tQOwp/c2Pl6bwwHcdlkHXnSIawSUJwCa+05nY8jkUlOe9Hq3vjCVX7KkkRVmmrgG/bweMJbnoFtKuVkERBzcfCq5/jhNQC7rakRjXUAP3m4l4ON1C2JAHdQbXS+1MjsbQibLATfU3zr1s7GJ33ZVr/55bXvlDLx6XSzf77qyW0+pbrQWuGVTOxgDnj6hvkGvC/h09xS3zGpuBHy8qyVYe0MQk8k8BEmxTci067S2rR6pgojVrfWIplWXOW0SaX1739scxlDMEi3dgDGeihHOsF4TNo3ufm0NQQzG1Amhdv5Bv91Fxs0q0diPNnREcHgsYZoI+3gOXSVLKlO9HESeNa1hkyiliT0bOyMmC7bGOj/iOUENLu4w2S1bs3Boj5gzBmr1XdUSNlknOWG8f6yxnzQLrWxRwhs2d+rLNXHEKkoZBWfNStMN4/gv6OdN4i0AvPWqXkeLPjfWtNWjLuDD7oEYCqJiuvbrHO4vny5katZf6rloArPJWmUeY9XN3Q1oqQ+aRCFzTLbayrzrym792TkQzQCwB0LXuGF9G4I+3vwyAvb20qgL+LCtrxk9zWofbgoHkBUkm3hlfOms3TPafWAXSuwYk2JUcyczCmXG58Tatnr0NYddz8VcRnkbLbunl0Qk2u9drfF1611e2ljrZI39CwD3bO/Rf19NGU89/OYGS7Gz3LrpHVeo4nAq5S2rL4lSBEGseHw8h83djdjc3Yj33bgWgPrGZTCaxampFAZmMhiN5zEWz+H5MzFMpwsVU1uHS7EJwkEf6gKqUKX+8yEUMHz286XvamwOp+X6vg7lBH327UgQIwhiMdEmMYpiF5jcBCc/z2Ndez0GohnX4NbVrDj07aoMtrUJRX3ID5Qm3qtawohlym5HWj2tlk6aJVW1jEPlY1ksp0pBk2VFNq1T4+Cok0CO4xAO+lCUZD3jnhUvcbc6GkLlOFULzFancXl3I+oCPkylCtjYEUFzOIDOxpAugGjn4hZDS6s3My2v3arY+rulCVIA9Aklz3G6yHj16hacmkyZRLZqvHZDm8miIxTggZJXnfX6r2+PYDYjYH1HBHGL+5r+1p/ncPXqFpNQq/UvqxFWZ2MId2zpcg1erB0+6OPR0RCyBac39q02g2XOqpYwOrb3mCapWh0YYxBktR1bI0FnUcpw3dd3RLCuvb7iGGL7qmacnck4bmO0yrh1U4duiWe1EmutD2JkLgfGmGNf0QKI372tWxcGNOsba2D0ShgtATsazCKGJmS6xfOyurZq57Clp0lPMOCFQEksMD523KzmAFVEcbJO7GwM4do1rWgOB1Ao3ZudDSFc5WB9pfUZTQC3itscp7pGrfYoTFitjfw8b7uexphSXkQVI1r9tq9qxlAsC4UxhAKqKPX6yztNzzQ3IbKSC5pRRNzW14S5bNFWf6MIr4tSDu1kFcuawwFc0dOI9e0RHBlLYjKZNz1jnHC6d960VRXmrKdh3fIt23ocfzfrgj5Pr1UiIT/eeU1fzfOESu6577i6r+K+blZwdgto+3W7YX0bDpyL6/frQiFRiiCIC5KAj8cVPY26WbeRoiRjJlVEIidiLicgnhWQKojICzLyoqz/zQkyCqKMoqSgKCkQJBnJvIiiqKAolZcXDdsslKCfR8jH2yZyNlNZy37WHynOsi4S8iES9KMh5EdDnR+RkB8NpWWRkB+NpWXa8oZQAJGQDw36Mj+JZgRxAaI9ShTGsLo1jJhhcmuMb3Lnli4UJQUvnY3Bx5cDD7sJJbVatrjRHA7ocSzOzWbRVBfADevbTNtokybrPKMlHMCqljAu77Y/551wSkndHA6gIMp6YFlAtWDJzKpWIzwH3LShDamCOO9zvmd7DwI8j7lSjCa3YuYTWHlNW70+0dYsEDQXMcZYKdaQ/beJsfIErpa4HoBd6LKejvX8bljfZhIZtCQnVvpawgj4eJybtVslabFWNIwTWc1VVMPHc3rcJ6soZcWUDKDUv5xcA5vqArjaxRVI29rPc7hpY3t5OSsv19DqpWGd9GkCbHM4oIs569sjjsGxrZ5W1X6fN3U2uMZGCgd98POqu6PVkmVLT5OelKA1Yp5g3ri+zeRme/PGdsykiqbzWttWj4CPM1nnVEPrL2vb6nWXVY1AydrG2u4aNrfd0gS6UoY4I411fqQLkprpr4ZkAG+8ohNFSUG2KCEnyGgx9HnN6rCYKmWVdIl5pGXQ04QEo6uixnVrWz3X6YruRjTW+RFNFzEylzO5LGts7W3EywOqNWOtopSRN2/thiApmM0WcXQ8ifrSi91quCVQsBIJ+XHP9l7bck0o5AzJPJwE0Du2dCFTNLuKbelRE1Ns6IhgMpn3nDFUSywAuGedFJVyf4sE/a7XoqeprqI7spH5jMGdflc2djQgFLDPNbwS8PFY1x7Rn9WaVaSRproA3liyhloMSJQiCOKiI+T3lQbyi1uu+mZTE6oU9bPoLF4VJbkkbpUFLqH0uSAqJksuqxVAtfmDdYIhM4ZcUUamKCErSJjNFHFuNotsUUa2KCEjSFXLBNQfXk2gioR8+mejcBUO+hD08brlWNDP69+1zwG/+vaRsfJgnjHDWdYwP/L7OIT8PtSVLM6MfzUrNxLSVhaKwlCUFF3w1f5KioL17RHHOEKXKt/61rfwla98BZOTk9i2bRu+/vWv4/Wvf31NZWgD4aBfHUQm8yKGYlls7GjARoMw0FgXQEjSAnr7sba9Ho11ftMktK8lrMfPqYV3XN2HWKaIlwdnHd+aau4Ib9nW4zjAl/XsXuaJBs9zNgHLSm9zGEopffdlpQl5yM/rQtf161oRyxTRXB/QYx411QV0Ma6+NJmoNrna1teEeM45XpI2QdcmMW7PpIVmOtTgOA5BnxoourupDpmSWw0AXXhobwjqx3PLiufGm7Z2m7Z3ii9ipJqrlsaNpbbc3teEiUTB5rZlpKsxhNG5HHqbw7h2bYvrdlotG+v8tvhBVjTrCrdYME5CGlAWO6yWQ01hPyaTqqh6x5Yu/bewEl1NdQjPZHBFTxNCfh4bOyOuQkENTeaJe7b3OAqUxhd81lhmVleiuoDP5vbpcwgYXY1IyI/bLutwtbLQAmIbuby7AaKi2PpbwBIsvBq3bupAMq+K0AGet7l03X1lj6OVqWr17rNlErRuAzi7/ALlZ0S94XfQ7bnoBS1Yd3dTHbb2Njk+x7oa6/DaDW3YOzTnKvRZcUqEEA6qHgbN9QGsa494fp5xHIfr1rYi4fL8rIZ237bWB3SRxakNKj3HOxtDegy5aty7vRccB92N0816ThP9N3c3Ymuve1bWSutqRbOeXN0aRkdDCH0tYcd2uGr1/GKkGXnNmha8Zk3LgsvxCo0MCYIgPKKmoFUHJfD2u74iYIwhJ5QEqqKEbEnAUj+b/5o/q/tE00WkC6rglRNkPfvISoDn1EllOOhDfdCH+qC/9Fd10awP+hA2Lgv6UB/w6ftoGVx8PAdfKRuSj1cD0PKG5apVgnZULauIUXQri4UMZWFRl+IM2yqMQZIZRFmBpJT+ygySokCUGSR9ufpZVNS/sqKmNdfWy6VtZMX8Xbsu+nnwaupxH6edq3qeaqDd8rXU5pnl+ALqd1FWUBDLQmvBILgWRBmFktBaFGUUSuKrGz/72M242WBpcCnz85//HA888AC+9a1v4XWvex2+853v4N5778WJEyewdu1az+V0N9XhurWt+kRNaz+nTEpBP4/r1rbqlhJOVhGPHBqvekzrRJIvxba5+8qeim/i3SYMWjXnk+XJapkCqJNK7X4L+HjdCue2yzv0ieuGjgga6wI2qxE3Luuqbq0V8qnnV+lt/ObuxpqyobnR3VSHkbkcNnU2YGQuB1lheMNm1Z3GOIm6spQhbedpZ9c0J6yuKrUGOq6G38dXjWe1urUezeGA52DAq1rqHS2nATXWVX3Jkvg1a1psVlnV0Caf1oD7m7saISsMa1rrPYvtDSE/7ja4NWptZQyi3tkYQmMo4NnCxCs+Q0D2Srzuso6qbk6LQXuDt3tPoy7gc7Qi6mupQzQTdm1/p3K0Z1F7Q9B2rguxJmquD+CWje22c+tsDCGaLmJzdyNCfh59zeVBpBdro2o4uZcZ6W0O4x6LK2klXn9ZR8X4S7UK7At5UczzHG7d1IGmsB9BH48b1reZrt9iownL4YBPzfbocq4dDSHctKEd3U219eOFsLGzATJj2NzVuGjWzEb8PI++luWZ4HDMg01vKpVCc3MzkskkmpoWT+0jCIIgLjwYU8URoSRACLJmBab+1cQWjitloykN6NXPKH2u/mPKoIosZaszWRdHCqKCnCAjXxLKciW3zFzpu/pZc9MsL5MW+9XzEsBzZesHP8/B71ODNwd4Dj4fp64rpVP2+zhwUK0iFKb9U62XFMYgMwZFUdtQZswgnpX+OghvxnhqmqVayPC3zvBXs2Bzsmjz8TyuX9dak4tHrVxI45WbbroJ1113Hb797W/ry7Zu3Yp3v/vdePjhh03bFotFFItlt7xUKoU1a9Y4nudkMo+9Q3N4/eWd87rWM6kCRIVhVUsYjxwaR3NYNdHfOzSHyWQe92zvgZ/nF83qB1D742Asiw3tkfMy0F5K5rICWusD592CU1YYMgUJzfUBiLKixnqpMOHU4lDNV2AaT+TRWwqqvZLaKF0Q8eypGdyxpauiBctCYIxhZC6HNa315+3cNUEqJ8hoCPkX9f4ilh9FUX9zK8WsIlYWeUFGuiA6JhMgvON1XEaiFEEQBHHJIEhKWaQSZV28kRVVrJE1IadkeaQJN7IuspmtiDj9P3WdcbkuxpmWqZ8CJTEp4FNFJj/P6enNA5oAVfq8kiaAK50LZbwiCALq6+vx7//+73jPe96jL//Upz6FQ4cOYdeuXabtH3roIXzhC1+wleN2nkVJXhTrlrwg632Ule4F6o8EQRAEQXjB67iM3PcIgiCISwY19lUQLbWFvyCIRSUWi0GWZXR3d5uWd3d3Y2pqyrb9X/3VX+HBBx/Uv2uWUm4slruV0Y2F4zhbbCGCIAiCIIiFQqIUQRAEQRDEMmB18WKMObp9hUIhhEJLF7eCIAiCIAhiqSDHVoIgCIIgiCWko6MDPp/PZhU1MzNjs54iCIIgCIK4mCFRiiAIgiAIYgkJBoO4/vrrsWPHDtPyHTt24NZbb12mWhEEQRAEQSw9ntz3tFjoqVTqvFaGIAiCIAhivmjjFA85XJadBx98EB/60Idwww034JZbbsF3v/tdjIyM4OMf/3jVfWlcRhAEQRDESsfruMyTKJVOpwGgYlBNgiAIgiCIlUA6nUZzc/NyV6Mi73vf+zA7O4svfvGLmJycxPbt2/H4449j3bp1VfednZ0FQOMygiAIgiBWPtXGZRzz8DpRURRMTEygsbHRMQDnfNGyx4yOjq7o1M2EHWq7Cxtqvwsbar8LG2q/8wdjDOl0Gn19feD5izdCQSKRQGtrK0ZGRla8+EbYoWfAhQu13YULtd2FC7XdhYvXcZknSyme57F69epFq5yVpqYm6mAXKNR2FzbUfhc21H4XNtR+54dLQaTRBnbNzc3Uhy5g6Blw4UJtd+FCbXfhQm13YeJlXHbxvkYkCIIgCIIgCIIgCIIgViwkShEEQRAEQRAEQRAEQRBLzrKKUqFQCJ///OcRCoWWsxrEPKC2u7Ch9ruwofa7sKH2IxYK9aELG2q/CxdquwsXarsLF2q7ix9Pgc4JgiAIgiAIgiAIgiAIYjEh9z2CIAiCIAiCIAiCIAhiySFRiiAIgiAIgiAIgiAIglhySJQiCIIgCIIgCIIgCIIglhwSpQiCIAiCIAiCIAiCIIglZ9lEqW9961vYsGED6urqcP311+OFF15YrqoQNfDQQw+B4zjTv56enuWuFuHC888/j3e84x3o6+sDx3H49a9/bVrPGMNDDz2Evr4+hMNhvPGNb8Tx48eXp7KEjWrt95GPfMR2P958883LU1nCxMMPP4wbb7wRjY2N6Orqwrvf/W6cPn3atA3df8R8oTHUymKx7vdisYg/+ZM/QUdHByKRCN75zndibGxsKU/lkufhhx8Gx3F44IEH9GXUdiub8fFx/MEf/AHa29tRX1+P17zmNdi/f7++ntpvZSJJEv7mb/4GGzZsQDgcxsaNG/HFL34RiqLo21DbXTosiyj185//HA888AA++9nP4uDBg3j961+Pe++9FyMjI8tRHaJGtm3bhsnJSf3f0aNHl7tKhAvZbBbXXHMNvvGNbziu//u//3t87Wtfwze+8Q3s27cPPT09uOuuu5BOp5e4pomiddsAAQAASURBVIQT1doPAO655x7T/fj4448vYQ0JN3bt2oVPfOIT2LNnD3bs2AFJknD33Xcjm83q29D9R8wHGkOtPBbrfn/ggQfwq1/9Cj/72c/w4osvIpPJ4O1vfztkWV6O07rk2LdvH7773e/i6quvNi2ntlu5xONxvO51r0MgEMATTzyBEydO4Ktf/SpaWlr0baj9Vib/63/9L/zTP/0TvvGNb+DkyZP4+7//e3zlK1/BP/7jP+rbUNtdQrBl4LWvfS37+Mc/blq2ZcsW9pd/+ZfLUR2iBj7/+c+za665ZrmrQcwDAOxXv/qV/l1RFNbT08P+7u/+Tl9WKBRYc3Mz+6d/+qdlqCFRCWv7McbY/fffz971rnctS32I2piZmWEA2K5duxhjdP8R84fGUCuf+dzviUSCBQIB9rOf/UzfZnx8nPE8z5588smlPYFLkHQ6zS6//HK2Y8cOdvvtt7NPfepTjDFqu5XOX/zFX7DbbrvNdT2138rlbW97G/vDP/xD07L77ruP/cEf/AFjjNruUmPJLaUEQcD+/ftx9913m5bffffd2L1791JXh5gH/f396Ovrw4YNG/D7v//7GBwcXO4qEfNgaGgIU1NTpnsxFArh9ttvp3vxAmLnzp3o6urC5s2b8dGPfhQzMzPLXSXCgWQyCQBoa2sDQPcfMT9oDHVhMJ/7ff/+/RBF0bRNX18ftm/fTm27BHziE5/A2972Nrz5zW82Lae2W9k8+uijuOGGG/De974XXV1duPbaa/HP//zP+npqv5XLbbfdhmeeeQZnzpwBABw+fBgvvvgi3vrWtwKgtrvU8C/1AWOxGGRZRnd3t2l5d3c3pqamlro6RI3cdNNN+PGPf4zNmzdjenoaX/rSl3Drrbfi+PHjaG9vX+7qETWg3W9O9+K5c+eWo0pEjdx7771473vfi3Xr1mFoaAif+9zncOedd2L//v0IhULLXT2iBGMMDz74IG677TZs374dAN1/xPygMdTKZ773+9TUFILBIFpbW23bUNueX372s5/hwIED2Ldvn20dtd3KZnBwEN/+9rfx4IMP4q//+q+xd+9e/Omf/ilCoRA+/OEPU/utYP7iL/4CyWQSW7Zsgc/ngyzL+Nu//Vu8//3vB0D33qXGkotSGhzHmb4zxmzLiJXHvffeq3++6qqrcMstt2DTpk340Y9+hAcffHAZa0bMF7oXL1ze97736Z+3b9+OG264AevWrcNjjz2G++67bxlrRhj55Cc/iSNHjuDFF1+0raP7j5gP1G9WLot9v1Pbnl9GR0fxqU99Ck8//TTq6upct6O2W5koioIbbrgBX/7ylwEA1157LY4fP45vf/vb+PCHP6xvR+238vj5z3+On/zkJ/jpT3+Kbdu24dChQ3jggQfQ19eH+++/X9+O2u7SYMnd9zo6OuDz+Wzq5czMjE0JJVY+kUgEV111Ffr7+5e7KkSNaFkT6V68eOjt7cW6devoflxB/Mmf/AkeffRRPPfcc1i9erW+nO4/Yj7QGGpls5D7vaenB4IgIB6Pu25DLD779+/HzMwMrr/+evj9fvj9fuzatQv/8A//AL/fr197aruVSW9vL6688krTsq1bt+qJH+jeW7n89//+3/GXf/mX+P3f/31cddVV+NCHPoRPf/rTePjhhwFQ211qLLkoFQwGcf3112PHjh2m5Tt27MCtt9661NUhFkixWMTJkyfR29u73FUhamTDhg3o6ekx3YuCIGDXrl10L16gzM7OYnR0lO7HFQBjDJ/85Cfxy1/+Es8++yw2bNhgWk/3HzEfaAy1MlmM+/36669HIBAwbTM5OYljx45R255H3vSmN+Ho0aM4dOiQ/u+GG27ABz/4QRw6dAgbN26ktlvBvO51r8Pp06dNy86cOYN169YBoHtvJZPL5cDzZinC5/NBURQA1HaXHEsfW52xn/3sZywQCLDvf//77MSJE+yBBx5gkUiEDQ8PL0d1iBr4sz/7M7Zz5042ODjI9uzZw97+9rezxsZGarsVSjqdZgcPHmQHDx5kANjXvvY1dvDgQXbu3DnGGGN/93d/x5qbm9kvf/lLdvToUfb+97+f9fb2slQqtcw1Jxir3H7pdJr92Z/9Gdu9ezcbGhpizz33HLvlllvYqlWrqP1WAH/8x3/Mmpub2c6dO9nk5KT+L5fL6dvQ/UfMBxpDrTwW637/+Mc/zlavXs1+97vfsQMHDrA777yTXXPNNUySpOU4rUsWY/Y9xqjtVjJ79+5lfr+f/e3f/i3r7+9n//Iv/8Lq6+vZT37yE30bar+Vyf33389WrVrFfvvb37KhoSH2y1/+knV0dLA///M/17ehtrt0WBZRijHGvvnNb7J169axYDDIrrvuOj1tLrGyed/73sd6e3tZIBBgfX197L777mPHjx9f7moRLjz33HMMgO3f/fffzxhT061+/vOfZz09PSwUCrE3vOEN7OjRo8tbaUKnUvvlcjl29913s87OThYIBNjatWvZ/fffz0ZGRpa72gRjju0GgP3gBz/Qt6H7j5gvNIZaWSzW/Z7P59knP/lJ1tbWxsLhMHv7299Oz/RlwCpKUdutbH7zm9+w7du3s1AoxLZs2cK++93vmtZT+61MUqkU+9SnPsXWrl3L6urq2MaNG9lnP/tZViwW9W2o7S4dOMYYWzq7LIIgCIIgCIIgCIIgCIJYhphSBEEQBEEQBEEQBEEQBEGiFEEQBEEQBEEQBEEQBLHkkChFEARBEARBEARBEARBLDkkShEEQRAEQRAEQRAEQRBLDolSBEEQBEEQBEEQBEEQxJJDohRBEARBEARBEARBEASx5JAoRRAEQRAEQRAEQRAEQSw5JEoRBEEQBEEQBEEQBEEQSw6JUgRBEARBEARBEARBEMSSQ6IUQRAEQRAEQRAEQRAEseSQKEUQBEEQBEEQBEEQBEEsOSRKEQRBEARBEARBEARBEEsOiVIEQRAEQRAEQRAEQRDEkkOiFEEQBEEQBEEQBEEQBLHkkChFEARBEARBEARBEARBLDkkShEEQRAEQRAEQRAEQRBLDolSBEEQBEEQBEEQBEEQxJJDohRBEJ759a9/ja9//eumZT/84Q/BcRyGh4cX5Rg7d+7EQw89tChlEQRBEARBXKzQuIwgiIsBEqUIgvCM0+Bnsdm5cye+8IUvnNdjEARBEARBXOjQuIwgiIsBEqUIgiAIgiAIgiAIgiCIJYdEKYIgPPGRj3wEP/rRj3Du3DlwHAeO4/DGN75RXz89PY3f+73fQ2NjI9asWYPPfe5zkGXZVEY0GsXHP/5x9PX1IRQKYevWrfj+97+vr3/ooYf0t3HaMdavXw8AKBQK+NSnPoUrr7wSkUgEq1atwu/93u9hdHT0vJ87QRAEQRDESoLGZQRBXCz4l7sCBEFcGHzuc59DNBrFgQMH8Ktf/QoA0NTUhL179wIAPvShD+HDH/4wPvaxj+GJJ57Al770Jaxfvx5/9Ed/BABIpVK47bbbIIoi/uf//J9Yt24dHn/8cXz0ox+FIAj44z/+Y/yX//JfMDY2hu9///t4+eWXAQChUAgAUCwWkc1m8T/+x/9Ab28v5ubm8O1vfxu33XYbTp06hXA4vAxXhSAIgiAIYumhcRlBEBcLJEoRBOGJTZs2obOzE6FQCDfffLO+XBv8fOQjH8Ff//VfAwDe/OY3Y8eOHfj5z3+uD37+z//5PxgdHcXx48exYcMGfbtkMonPf/7z+NjHPobVq1dj9erVAGA6BgA0Nzfje9/7nv5dlmXcc8896OrqwhNPPIH77rvv/J08QRAEQRDECoLGZQRBXCyQ+x5BEIvCvffea/q+bds2jIyM6N+ffPJJ3HLLLVizZg0kSdL/3XPPPYhGozh9+nTVY/zrv/4rXvva16KlpQV+vx/19fXIZDI4c+bMop8PQRAEQRDEhQqNywiCuFAgSymCIBaF1tZW0/dQKIRCoaB/n5mZwdmzZxEIBBz3j8ViFct/5JFH8IEPfAD3338/HnroIXR0dIDnebz1rW81HYcgCIIgCOJSh8ZlBEFcKJAoRRDEktDe3o7e3l587Wtfc1x/xRVXVNz/3/7t37Bp0yb88Ic/1JeJooi5ubnFrCZBEARBEMRFD43LCIJYKZAoRRCEZ6xv2WrhnnvuwTe/+U2sX78eHR0dFY8BqFld6urq9OW5XM72Nu+nP/2pLZMMQRAEQRDEpQCNywiCuBigmFIEQXhm69atmJ6exve//33s27fPU7wBjU9/+tPo6OjA61//enz3u9/Fzp078Zvf/AZf+cpX8J73vMd0DAD46le/ir179+Lo0aMA1MHTqVOn8OlPfxrPPPMMvvKVr+Bv/uZv0NLSsqjnSBAEQRAEcSFA4zKCIC4GyFKKIAjP/NEf/RFeeuklPPjgg0ilUrj99tvxkY98xNO+zc3N2L17N774xS/i4Ycfxvj4OFpaWrBlyxa8973v1bd7xzvegY997GP42te+hs997nNYu3YthoeH8dGPfhSjo6P4v//3/+I73/kObrzxRjz66KOmgRNBEARBEMSlAo3LCIK4GOAYY2y5K0EQBEEQBEEQBEEQBEFcWpD7HkEQBEEQBEEQBEEQBLHkkChFEARBEARBEARBEARBLDkkShEEQRAEQRAEQRAEQRBLDolSBEEQBEEQBEEQBEEQxJJDohRBEARBEARBEARBEASx5JAoRRAEQRAEQRAEQRAEQSw5fi8bKYqCiYkJNDY2guO4810ngiAIgiCImmGMIZ1Oo6+vDzy/PO/dHnroIXzhC18wLevu7sbU1BQAtY5f+MIX8N3vfhfxeBw33XQTvvnNb2Lbtm2ej0HjMoIgCIIgVjpex2WeRKmJiQmsWbNm0SpHEARBEARxvhgdHcXq1auX7fjbtm3D7373O/27z+fTP//93/89vva1r+GHP/whNm/ejC996Uu46667cPr0aTQ2Nnoqn8ZlBEEQBEFcKFQbl3kSpbRB0ujoKJqamhanZgRBEARBEItIKpXCmjVrPIs75wu/34+enh7bcsYYvv71r+Ozn/0s7rvvPgDAj370I3R3d+OnP/0p/ut//a+O5RWLRRSLRVM5AI3LCIIgCIJYuXgdl3kSpTTT8KamJhr8EARBEASxollul7b+/n709fUhFArhpptuwpe//GVs3LgRQ0NDmJqawt13361vGwqFcPvtt2P37t2uotTDDz9scwkEaFxGEARBEMTKp9q4jAKdEwRBEARBLBI33XQTfvzjH+Opp57CP//zP2Nqagq33norZmdn9bhS3d3dpn2MMaec+Ku/+iskk0n93+jo6Hk9B4IgCIIgiKXCk6UUQRAEQRAEUZ17771X/3zVVVfhlltuwaZNm/CjH/0IN998MwD7G0PGWMW3iKFQCKFQ6PxUmCAIgiAIYhkhUYogCEeEgoQze6cxM5wCxwHdG5px2Q1dCNbRY4MgCMIrkUgEV111Ffr7+/Hud78bADA1NYXe3l59m5mZGZv1FEEQBEEQxIXAyGwO9SEfOhrm9wKN3PcIgrAxdjqO//c3L2PXT09j5Pgsho/O4rmfnML/++zL6N83vdzVIwiCuGAoFos4efIkent7sWHDBvT09GDHjh36ekEQsGvXLtx6663LWEuCIAiCIIj5cXA0jpfOxua9P5k8EARhYmowice+eRjNnWG8/RPXoHuDGkR3eiiFF/+9H09//zgSMznc8Nb1yx5MmCAIYqXxmc98Bu94xzuwdu1azMzM4Etf+hJSqRTuv/9+cByHBx54AF/+8pdx+eWX4/LLL8eXv/xl1NfX4wMf+MByV50gCIIgCGLJIVGKIAidYk7EE985iobWOrzrgWsRbgzq67o3NOE9n7kOO//lFPb+ZgjhxiC2v2HVMtaWIAhi5TE2Nob3v//9iMVi6OzsxM0334w9e/Zg3bp1AIA///M/Rz6fx3/7b/8N8XgcN910E55++umq6ZIJgiAIgiAuRkiUIghCZ/evBpBPi3j7J68xCVIaPM/hjg9uQT4l4IV/O4OejU3oWE0TKYIgCI2f/exnFddzHIeHHnoIDz300NJUiCAIgiAIYgVDMaUIggAAJKZzOPHiBK550xp0rnEXmjiew5vuvxJ1kQB2/stpMIUtYS0JgiAIgiAIgiCIiwUSpQiCAAAc3DECv5/HdXevrbptXUMAr/v/LsP0UAond08uQe0IgiAIgiAIgiCIiw0SpQiCQD4j4NSeSWy9tdfRbc9Eehr4xR/i8hfejN7mGez77VnIsrI0FSUIgiAIgiAIgiAuGkiUIggC/ftmoEgM26oELk+eO419//P/w6sv7kem41rcEPwBMgkJZ3b1L1FNCYIgCIIgCIIgiIsFCnROEAROvzKFjjUNaF/V4LrNoacfx64ffguS3AygGS/tyOHeD34YXY8N4NBjcWy5YzM4jlu6ShMEQRAEQRAEQRAXNGQpRRCXOImZHGaGU7jiph7XbQ499Rie+f63sDY8i499+Gb8l3/8Pro3bsJjP/439G1IYi7biuk9Ly9hrQmCIAiCIAiCIIgLHRKlCOISZ+hwDACw6boux/Vjp47j2R98B5d1A+/aMovGuz6N5q5uvOcvHkJDWwdOnzsDP5fG8cdfXcpqEwRBEARBEARBEBc4JEoRxCXO8JEYOtY0oLGtzraumMvhiW98Dc3tLbi35SXwr38QCEaQF2TwoTq85eN/ivjUBJoj+3E2dhmEkRPLcAYEQRAEQRAEQRDEhQjFlCKIS5hCVsTkQBLX37POcf3OH38P6dko3v/mbgSn6xG7/L34H//8DGbO9aOel7B5wxpsfs0NmDlzCgjeiv7f/g7b/tuVS3wWBEEQBEEQxMWEojAAAM9TvNKVQDIvoqnOT/FjifMCWUoRxCXM6Mk5MIVh/VUdtnUTZ07i2HNP48a3vg29k79Bdst78dl/+g90jr2A7YEo1gezkM4dxDExgJwsI8j24uwZAFJx6U+EIAiCIAiCuGh48vgUnjg2tdzVIAAkcgJ2np7BQDS73FUhLlJIlCKIS5jxMwkEw350rms0LVcUGc/8339CY3snbr4ijMQUh+/sDqBXnMDmgoAH3vE2fPFv/gJt19+LnMwhv34rCmwQY/ktyB99ZpnOhiAIgiAIgrgYEGUFkqIsdzUIADlBBgAk88Iy14S4WCFRiiAuYSb6E+i9rNlmGn30macxMzSA2z/4EcT+8Z/x74W3IV0fxlUDI7hh57OY/MAHEf2Hf8An33YjkqtfB5HzIdnSDkkaweDzh5fpbAiCIAiCIAiCIIgLCRKlCOISJZ8WEJ/Mou/yFtPyYi6LF3/+/7Bm29Wo//kvsDvbifHVqzEY3IR3/vB7uPzZZ9Dy3vci9q1vI/b1/4P/8Z9uxKvyOsiRRgjhkxge9gNifnlOiiAIgrjokCQJiURiuatBEARBEMR5gAKdE8QlysTZBADYRKlXf/NLFNIpXBNsxOje53D8LXchIfvxnne9CQEfD0Qi6PniFwC+DZnds6iX9+Dj3Vdi7+QwuOYQRmLrIZ99Ab6tdy/9SREEQRAXHSMjI8hms4hEIggEAstdHYIgCIIgSjDGFlwGWUoRxCXKRH8C/pAPnWvL8aSyiTj2P/YILtt6FaQf/wT733grwlwBh8PX421X9wEAmKwg8cgA5OL1CGy8E8K5GG6YKOJe9hqwQBDpwAAm9766XKdFEARBXGSIoghgcQa+BEEQBEGsLEiUIohLlIn+BHo3NsHnKz8GXvn1v0GWRGw4dAJnbrwBs3WNaJUn8Qdv2IKAjweTGWZ/chLZPZNovH01uj62HrmX/g4o7kA43IlOpQlicx7nTmcAmjwQBEEQBEEQBEFctCzGlI9EKYK4BCnmRMTGMui7vFVflorN4MiOJ3D5qnWQhkdwfOMGXIkz2M9twftuXAMASD4+iMLJObS8exOa792A0GUb0P6f/zPSj/87Irf50S10Qgxw6M90AbH+5To9giAI4iKCLKQIglgJpAsiTk+ll7saBLGiWIxfaBKlCOISZPJsEmDmeFKv/vZXYIxh9Uuv4uRdbwYDw214BY1XvhkNIT/yp+aQeWkCDbetQsPNffp+bX/4n+Fra0PkJ9/F852dCDAf5AYf0oeeXYYzIwiCIC5WOI6rvhFBEMR54qWzMZyaSkFWSCgniMWERCmCuASZ6E/A5+fRvb4JAJBPp3D02aexsasPOYWhPxLBDfxJHJQ34t03bIKSlxD/j34EeiNovme9qSxfQwM6/viPkd29G+9eDYTzHCYDcYy9kluGMyMIgiAuVshiiiCI5YS0KIKwsxi/zZR9jyAuQcb7E+je0ARfQNWlDz75W0iCgFWvHsaeN94GxS/hq92nMevn0fDqe/CRx96Fu9I34nvbfgNhzy/RFGpCQ6ABzaFmrG9aj2ve81b4vvMdbHrmV/jXxg1YxRUwke3GllwaXH1jldoQBEEQBEEQxIWBwhh8IMtNggAWx32PRCmCuMQQChKiI2lcf+86AIAkCDj01G+xur0LqakMYnURnGs5jpsLaQx1/yfc2NmNNx25AUd6B3Hc34/kdBLJYhJZMQtWegwF+AAeuG0Nbvz187jxU3dhevwwxvxJ5J7dh8jb71zO0yUIgiAITygKA8/TRJMgiMqQ0SZBlFmM+4FEKYK4xJgaTIIpTI8n1b93N/LpFJrPDmDvjTfD3+DH/8r240ymD2ve/xCad44jx8/gnvs/gLe3/Ge9HMYYEsUEzibOYtfoLvxA/HdsCwJbD/w7JiKrMNIcw+yrRdTfy8D5aJBPEARBzA/NNeB8uu8NRjM4Op7EPdt7EPL7zttxiIuHbFFCJERTqUsRtii2IQRBaFBMKYK4xJjoT4DnOfRsbAYAHHnmSfjrg+D8TShEWvHOW16LnvwQjje/AWvAI7d/Gg239sHfEjKVw3EcWutacWPPjfjMjZ/BL97/OE6/bjVaXjqCYkCGzCkYEfLIHZ5ZjtMkCIIgLgBEWYGyAgK1jMXzAICCoCxzTYgLgdlMEb87OY3ROYqfeSlCllLE+YAxhkOjCSRywnJXpSYWQ6QlUYogLjEm+hPoWt+IQNCHuYkxjJ04hsjcFI685mp0dXVhTeYAAKDxmnch/dI44OPQ+PrVVcttD7fj3X/xXfgYEJp9AZAkDHJjSD97DmwFTDgIgiCIlcfjRyfx4tmYp20p0PklQnoKOPoLQFq5E7N0QQIAJHLiMteEIIiVBmNsXnOfoqTg3GwWrwzNnYdanT8W46eZRCmCuISQBBnTwyn0Xd4KADjyzFNgHNAptiDb0Ig777wT4vHf4IByGW7fthW5V6dR/5ou+BqDnsqvX78BkTe8AW89JsGXz2GUm4MYK6BwJn4+T4sgCIK4gIlfYG+FifNM9JT6t5he3noQhAsXiz4eTRcxky4sdzUuOsSxDPJHovPe/1IMekKiFEFcQkwPpaBIajwppig4/uKzYFwOp7dtw6qeHlzR24iu1DEcaXg9WvqTYKKCxttW1XSM9j/4EBpTIiAUIfqBRGAWmefHztMZEQRBEMTiQbFiVgCs5ELJXYpTM+J8MJ7IYzZTXLTylItEldo9EMPLA7NVt7s4znbpkGbzCy5jZGQEU1NTi1CbCwMSpQjiEmLibAIcB/Ruasbk2TMoJJJoRxtykQjedPfdSB76NQAguO1dyOyeQOjyFgR6IjUdI/K6WxFcvx6XR9U4C4fkIygOJiGM0RtPgiCIS5ajvwBiZ+e161IEOl/JnJvNIluUlrsaS4fWzvMQpXaensGZaRpvLBX902nsODG93NWoyqvDc57dhL1waT6JiFqp9Ter/OjjkEwmEY3O39pqKSH3PYIgamL8TAIdaxoRDPtx+MUdkHkO02s3YW1rKzZu3Ijc4UdwRlmF13VeATkpoOHmvpqPwfE8Wj/wAWw9egh8sYBBlgUX4pEmaymCIIglIydImMuuELc4pWT5MnVkeevhAW6FOU5ogW9fWsQJ9YpHn+HU3hbJvIiTk6nFrY8DF6MowSQJwshITfucmEwhJ1xCgmmJ+Qjk4lQWSr58rfKCfMG4zl2qLwQWzDwv28r6FaoOBTonCMIzsqhgejCJvs0tYIzh5J4XwJpbUQyHcde73w3k5tA9tw/7629DQ38SfEMAdVta53Ws5vveg7oQj0CegQXqcLLlBPJHY5DmLowfX4IgiAud/ukM9p9bKfH8Vv6ERjPKWQr3vWPjSewb9hbIVouVW5QupayAK7+/XIwUTpxA/shRSHMXVpDl5aDWHsoYgziVReFs+Zn83OkZT65zKwHSpOZJjdftQnULJUspgiA8Mz2chCQqWH1FK6YG+6GkixDa12A978OadeuQPPJb+KAgeNk7kT8xi/pru8D55veI8DU0oPnd70ZLXAF4Hv9RfBrgOWReHF/ksyIIglhZPPzww7jxxhvR2NiIrq4uvPvd78bp06dN23zkIx8Bx3GmfzfffPOi1kNmDLKyQoSMRYoRtBRv65diTjAQzWAi4S3mCGMMdUfmwEcXHqPkgkHrLyROLSmsqMZcYtKlZ/lUKzU/J5jlLwBRXiHPZ+I8UltH0USpSzGcHolSBHGJMHYqDo7n0HdZC1549pcotndD9vtx51vuBgAkD/wSY6wD1zVeCcgMkRu6F3S81g9+AGsm4oCioC7ThJn1IrKvTkGh9MkEQVzE7Nq1C5/4xCewZ88e7NixA5Ik4e6770Y2mzVtd88992ByclL/9/jjjy9qPRhjmEdG6vODLjKs/JH2cr2pzok5x+WSqMCXlxEauoTiJGltcIFaDRCXAPMVpS5Q6FacJzVeN+PmTGEXjNvkYtTSvwhlEARxATB2Oo6udY0I1PkwfOAApI4rsCEex9qbbgKELHpmXsJvQ/fgdacTwJpGBLprC3BuJbRpE9aubcHBgohmXyu+yf0UXxA+jMwrU2i6Y83inBRBEMQK48knnzR9/8EPfoCuri7s378fb3jDG/TloVAIPT09nsosFosoFsuZo1Kp6jFzGAPklaJKMWeLgNqDwJ6/8xEVAbHiGBg6gHwcqGtZstfVM7kZvDr1Kq7rvg49EXOfUC702ey8uHDOeb5dhJXuTY5fgULthXP5l42a3XwrPLsUhYFfif3AwErPSspEBYwx8EEfJpN51Af9aA4HlrtatYtSBqNiYTQNzs8DVy9+tRabxfhtJkspgrgEEIsypodSWHVFK6IjQxD9bWAch9u2XwUAyBx7EkEICKx+N8SJLCLXL8xKSmPt778VgWIdEKzHMWk/5I11yOweB7ukYmMQBHEpk0wmAQBtbW2m5Tt37kRXVxc2b96Mj370o5iZmXEt4+GHH0Zzc7P+b82a6sI+wwqKT+FSD6/VOzyaQGwR07k7MZQ+gfFcPzKJc8DZZ4DYmfN6PCOpoioypgS72MguRRcfbWa2UvrveaA4kED+yArLrLUAEfZCsehYLBZT75eX6doxhaEuKQCsukXOSm/e/PEYCifU+Fx7h+aw87T77+nSUv3CFSUZA9FMaeuSWF2yKj4f8yWlKDu2d0GUoSzjiywSpQjiEmByIAFFZlh9RSue2/EfEFs7sfbcOax917sAAHP7f4kYa8LW0FbAx6H+ms5FOW7znbejKR8BOB6bo734WcPLUNIicgdXyo8FQRDE+YMxhgcffBC33XYbtm/fri+/99578S//8i949tln8dWvfhX79u3DnXfeabKGMvJXf/VXSCaT+r/R0dGqx9YGlwsdZCp5CblDM1AKC4gz4xJTyqtoVpRkDM9mq2+4AGSmnp8ilo5TSNa2f1Zc2DVyQZEXvcgVhSgrGJ2zuC7OM6bUUgojCz2Wkl2aUAbSbB5MXHgnKogyMkX3/n0+Lj0nCuDEFZJB1ELN7V/JUmqZFB8lIyCcEOATlKpWtYtaQ1kERvepf88DglyApKyMUCFemvbwaBLHxpNI5IRFETvzgoyDI3HH336lKKNwchbStPmZyxjDU8encHB0fslRKlV7eHjYUxnkvkcQlwDjp+Pg/Rx6NjXj7A9GgHArrgcQ6O4CpCI6Jp/D73y34MaRLAKXtYAPL86jgfP5sKF7PWbYUWxOdOJfiz/F/X2vQ/qFMdRf370yzdYJgiAWiU9+8pM4cuQIXnzxRdPy973vffrn7du344YbbsC6devw2GOP4b777rOVEwqFEAqFajq2NkiUGQOvvXUVZTCJ1fSMl5NF/S9fN8/fBjf3PQ+7GgfW51N04BSgIe+bt5tKsV8dzNe/pmsxqwVZVuuz0i0V5suRsQTG4nk0hQNld5t5xpS6WK/RfGGyoroA1fkR3tJWfYfynrYlTx2fAgC86zWrPO6xcBr2qs9NdsN6cCss8nPt2fdcFrLl67f6uwKFQWasoiiwqM/e2BkgcQ4INQBdWxevXACCpGBq/FWwYADA+kUte154uG5awHuFGa7zArr7kbEEplIFrGoJo6upzlydkkAtZ0UYnRul0u/sdGqeFsnxc/CLCqSAPfSL4jHhCllKEcQlwNipOHo2NGNiuB9iXSu6xsew5s13AQCKJ59CvZKF1PceyLMFhLd3LOqx1995HXwFBfC1Q+ayOLw+Bmkmj8KZlZKqnCAIYvH5kz/5Ezz66KN47rnnsHr16orb9vb2Yt26dejv71+042tv341v4fMn51A4vRzp3rU6cBAEASdOnECxWPRkIaC5tnDnOUh6yxyPrkQISnFlucspF7CpFHN6U29ZlhPU8zNNeudrKVXT1hc/44k8RuZywBKETDifgvFiFn1men4JA5I5EbMGF+J5Z98z0DBTQOtodkGx/+JZATlhvhaapWcrA6rpBivt3pKSRQhj9rYUZAWtmQDaHH7mxhN5TCaXOItpjRduPl0hX8GC0YZL+VLp5Qc/T/HXP/4qOmdecj6kx5uFRCmCuMgp5iVER9JYvaUVjz3+CMABVx89jsa71ax7iT0/wQxrwRWN1wI8UHdl+6Iev/fKHgSERsjhCDZORfC/U/8OX0sImefHFvU4BEEQKwHGGD75yU/il7/8JZ599lls2LCh6j6zs7MYHR1Fb2/vIlZEq49h2TxGvEyWgPjwwvzIDJZSqVQKsiwjHo97mtipwhUDh/M78fXJJWsy/TSXyDIjMQKu6D5R9viS+byRyAl45NA48kJt7S/G8sgfiYKJ5RMYimXxmyMTKBjcycqGAcbrbe68UqKA/InZqu2/YmKorRAODMcxk67B8mEhMaXmvefSln1yMjUvl+adZ2bw4tmYoU4Ld98LFNT7YCH99vn+KHacmHY5ZJVyLZZSlViMW0uSFRQKBUiyUoqVN//+JgwlIcXsApNYEmCdXmK8OjyHvUPL8VLGO+WYUnbGE3k8cmjc9Pwc6J/FvicHkK7lPncgLxVxOP4cUqJzX6pIqXPwbGEukyRKEcRFztjJOTAGtKz2YyaeRXh2Ct0b16uue/kE2iaew1Pc69A+UUBoQzN8kcXNVtHcGUY9VgMcjzsGuzAm7od0fQuKg0nHtxwEQRAXMp/4xCfwk5/8BD/96U/R2NiIqakpTE1NIZ9XB9CZTAaf+cxn8PLLL2N4eBg7d+7EO97xDnR0dOA973nPotVDd99baJCK+DkgMwMkq8exAlT3iVTBMjjVlQfOsMhbvfTNlkgjYi7xr84HqdgMBp79D7BzL7vXR1peoeXcrBp7ZCZdqGk/Oa5ub4xnNB5X7wGjwKU4uatYLKWEkTSYIFdUJwaTgxCkxY8jkxdk3b3mgoMtneun9RjiTG7RYqwtOH6X5RkYzy1CnKoKVZLmCigOe49Jdz6EZ6UgIX84qrtf29bn82Cyeh9yzMvvxMLb4LGjk3j2lcM4c3IAqZePQUrUFrfPC2dfnQaX51dONsMaf38ZA4rZFGRJQno2hlyy7FUyVoq9l8qXn3OpaTUGYi69sD59rvT7nhTnkXyBKThTmEZGcbZCI0spgiAAAMPHZhGK+HGs/xUAwOaTZ9B+79sBAPLxRxBgAvJ9/wnSdG7RXfcANd3xqjWXA4xB4TrAQ8TXszvBhf1I7Ti36McjCIJYTr797W8jmUzijW98I3p7e/V/P//5zwEAPp8PR48exbve9S5s3rwZ999/PzZv3oyXX34ZjY2N8zomUxhyh2YgzZYHhU7uezlBnseETLNa8TZzev5MFM+dsiSzcNm3moVAPp3St+HAIZETEc+en8DH2pv1+VotpAsS8jUGlJ7sPwOhKBoMg+zHXimp2BfDfdLpXJjtAwwxpTSB0LLcwlxhDqdmT+HY7NEF19HK0yem7P15Eak0YSuIefzy+R8ilprf8efdYpY6ibICuZCDlLVnh9R3MTQgYwziRGZeYRoKJ04g+dvHLGWbSQkpTGenwTyqOeU+xtCQHkI2V5vA6kQlrUEYSUFOWMQgB3FdEWTIGfG8WPgpOVUQlFPOz8v0M88if+iwWiWFVbUeW2gVNUus2ayAQkLtR3LCvT/NB8ZUayxf1g8eAJNXxrOzFiRJRjY+g2R0ApJQRDFXDkjuKwltkqGtOI4DYwypdKom8db4ziV34ACEF1TXu0igwXF7JinumQCZgpF0CieK486rSZQiCIIpDOeOxtB7RQOOHj+OQHIW62Zm0fgW1XUvs+9f0K+swvVNaqDB8LbFdd3T6F3fCl+RQ7apFW88EcEzM0+i4Y41KJyOU2wpgiAuKlgpvbb130c+8hEAQDgcxlNPPYWZmRkIgoBz587hhz/8IdasWTP/Y5YGi+JMeQCrjQONc40TkykMRM9vFrtsKb5JMi+W3QxcBqVPDT+BaMHZAisTn8PwkYOIT02CkxiCWRGvDMbwfP883uTWQDmGU21T+tPTaRyfqG2SxUrHqiQ8ycs8sTofRzdOiLQJi+M1sPYbl8ooJfFKUhY/+yEAXWwUxjPIHVpkgarCBR6bGEAxlsSxE3sWVvYCM8UVJQW5gWPID5/ytov2eR5Wmrmz/ciJOTCxbA1irf6zw8/jd3t+i1Mvv+CpTE308YtpNCdPQEpPea6PIsiqVb+lEgt13ysURSg5EXJWquo6Ny847bAVni2apRJDdfe9BVbHqX/MZfOQ5cWLmccACJr1F88tStZJr0jJInKHZkpuiYY61Xjh5JLQqkgS5HweiiEjryZKySZRCsgLGUxMjSEeN8+nHA+tLyw/hMWJSShZdVzgZmCWPxZD/ljMeSVjaJptQ2fK2bCBAp0TBIGZkTTyaRG5+jEoioKGqRFEtm5GoLsbSIyiefoV/Ba3oS9aRHBtI3xNtWV38krXuiYEhBbI4QjedMwPKdCPx+vm4O8II/HY4AX5NoMgCGLF4PAI1S2lapwYxvIuA88aefbYGJ49PqF+0S2lOD2LFmMMCgMm8wOO+4upKDDyCgrRUdSlBATyEjhRmddEV06lkHriCSgFu4UEkxn6XzwElFwOlSV01XK0EjIgSyJGDuyBIuacN1gghUIBR48eRSaTqXlfcToLcaq6wFltUuYknhrWVvxqWqUsLEaNF6RormzEtViFepi1LtST1LMlDscBiqTXSRRFKIoCoYZA6YyxcmiGedT77NiLOHP2cSjFsoWPVQA6Mp7A8MCUfrzqdVL/ajFvBMG7m6cwmoYUy8NfXJjYYN3+1488jeKM6i2gMKbfi9ns/F8apAoihmOl/UvXfjYxh5n0DATZcD0tnXgpLKW0PigpCvKSjJwCTCazmJiYWFC55gQJDNliDnkpAy2z4VIhlZ6Fxhh6Wp00lJzomPyhvCkzxJTikJybQDJWtj7y86psYxSlGJORyScApt6vOUGq8hPp4C5tKHM+zxpFUl8G+GXn8C9kKUUQBM4djYHxEs6OHIM/Hcem8Rg63/ZOAAA7+gsAQH7VuyCPZ86L655G17pGBKVVAM9jrr4d20YVfP/wb9D81g2QpnPI7vP+1oogCIKoTtlYwcOkTVGw59wL2D2+G3sn92IiY54oMMYwlBlHUfYeTDV/7jQyU1pCC3sdFFkGLwJtg2MITNnN/rl8Qv2QUS1TOACRuSIis7UHdBXOnQOTFUgzdiuXXD6DaG4GcsnKxjfJoAiLK24MJgaxe2K3fYWiBeU1MzeRRTapum4oMoOcW1w3F41cyTUkmawe28U6WREnvYlS1WazZVGquqWU2+RGKhaROjKAfGwWveNPoTlxonq95sHwbA77R+K2qikFyWYhUY1sIYd4JjmviTMTZSi56sIK5+DCW5HkODC+H6yQgaIoeO6xPThx6CxkhSEgcQiJvGsb6DpHXoI8VxZ/lVoygwHI51RRnBXLZVgP6c8X9JtG8WBpo030faKA0GwDxGwNscdcLl2lKyqn0xCnLONay0lIoqAXpCjQheFUav73+gtnYjg8lgBjDDlBxp7BGQxNTOCZI89gz6TB2q703GEApJQAea5ocgmrlYFoBo8ccnbdMqL1nYl4SdzlAFmW0R/vn//LEIsF1uzcFES5qMYGnKeSlilKeOTQuCnbYi3VcFwvKSiciUMYqeQCC8h6oHa7BWlJkzJZtcVTMUAWwCQJisKw48S0Hv/PwyMVADCaHsFcYbZ0DG/XLJ8RcPzlMciiDEWWUOkKkChFEATOHZuFf3UcRUFAcHYKPckMGu+6CwBQPPgz7FWuwBua1wM4f657ANDYXoeGQDvAGKJdnfhPe0MYF/dioMmH0KZmpHYMexpgEQRBEE5obz852yIntwzrILFw9CiKz+xCoqBOuHMWy5yMUsRobhrHY8e910gSoWiBpx2ChwujabSMBFA/m0DdwGm9TtF0Ec+fiULRYjwpBisrWQZfwWpj//R+TGWdXnLoviwAgLF4Dum8qB7TcnkkRcHx4QwyXifTU0eB0kseN07NnUKikABgtlyLpfMYimUgM8UU6ys2nsZ4ybVdvNAtiR2t+IyfS5OvBVhKiSULuEI8BZ5JaMgM1V5PF1rPZRCJquXHSpNU1dqhXJnCqTkUh2oL2nwuNo7JxMy8Js75E3PeQh9ogl8VvYwxhieGnsD0XD8KiggUs3o/nRqLgjGG1kwAzVk/ZIP4JsULCJViFjmLikDh5Fxt47vSM0LKOQueUjqN3mMDqJ9Nls7NgyhVqlogL4JTeChztcSlU3fOyUmkxVlDme7tVjx7FuLkpMWKx7VoKIxBikYhJxcmPmvPelFmpb7KkC5IYApDRjBYQ2odggFKTgYfL0KarRxnSxNHnE5bc1tmjAF5536pZVE1o7Z1f7wfeyf3Vjy+e8UY8qfm9ONLuhCr1lXJS6ZYi16IlTLZjSfK+xWkAvJShXLcukNpuSAJKEgFKFn33xXG1P4cPn0c/Oysbb2zpRRDfW4MgdhxW5/UrdMSxbIro0Niidn8LGTG4Jc4VIsdqYUjOHZgFLlzA4jPZMEUCemiBKkkEFvrQaIUQVzipGbzmD6XRJwNIyDnEU7HEdm0AYG+PmDiIOrmTuFR5TZsnBMR6I3A3x4+b3XhOA4969oQlP0oNrRgw6iEDZlBfOelo2h5xyYoeQlJCnpOEAQxPxwn/hUm+9pAeWwMxcFBCKW3+oooYTyRx1SqYB74Qhvoe7AGyeSBaKI0wtYGwvb95IL57ap2uMOjCcRzAjTtiRn25RQ1U5QbJ0+cxEunX7KvsJj57D8Xx+GnB1HsT9gGzJmiAElRMBr3OJGJnQEA8IoIjqnnO5spYv+5SpMzlcmkeoyZZBED0QwmEuZj5ooSJuJ5JOQ4ilINLnyKooplsjdhrdKkYaGZz4x9U7emYeZ29wkyhKNRu1VNabvxeF6N6+RWF335+XHfC+bs9dIPWRINFYv1DWMMSr56H6p4eUvr8rNx5JIJjzvZqWYppTAFYiqLs+kJnMpNISPmdDGYMbOwLUrlayGcS6E+Lhir6uj/oxS9x/Zhpd2lnLNLabGoilX1SXU982IpVaocX7KGFKXq+yQtovVg5igGM0dsZVY+sPnrZHwGuaJd/FEUBfnjx1EccHZldi2eMfCiAq4kFAZKAYEEWdG6JXiOQVaY6Z6z3tM+BVDGK2fD9uK2qsRHgLPPqBZ31nUumtRiPF9YQYI4OYni8Agk7cRLllKF03MQRmvL9K0whsDkGHiDmvvs8LN4bvg5131EWcRMLmo/x9L350efx6k595hsgHot5JJrKR+LQpQYJInpLn/C9ATkp34BIa/2oZHUCCRFs7hjthdQClP3FYaTSD62F8WhIcA9VjnWRsOITFduj0OjCTx6eAJKdADh/CT4QgxMkpETZKRKWVUfPTyBmZTR0pFEKYK4pBk4EEWxLoqimIdvfBTrYxl03vsOdeX+H6GAENK9b4Mymj6vrnsaXWsb4Su0Qw5HMN3eiHfulbFj+BkkIn403NKH7J5JCBO1x7UgCIK45HFwvajsFqX+yR86jMKJk7pFUyyexWQyjxMTSZzQg3Zz+h8Wm0PshecqZww7eRTy0UNgTNEDeTuJBgzMNLHTs+xpbjl6NjzzKJpzcTNRmKJmIYxXEG+MYgjUGB+JyUkUYwl9uawoAKcGyvUGB8aA1pM70XpWFcT2DM5hLJ5zTLNuXCTl80AqqweHFywuYAVJLr39l5AS7W/OXYkPAdHTQPSk6yaywjARTaNw8qQn8cQrclaENFd5QmK+LAzBrISBaBazk5rQoOmYDKKsYCKZx5mpjLsrlSwByVFAWnhWNVO5Lv1ckVn5HGS7FSAAFE+dQvqZZ02Bil0O4r5KyEIcGQXLzGHyjHlCmxNkx/5lRBNwq8ULkhUJ+WMDyEYzakwoWdBjfTKo58oJ6nlIkrPVk36tnG6bCodPpVI4+uJBCLHSfVu6jnLe2X2vKJrb2EsQZe3ZwiuluHFVxPVkTsTO0zPon3Efk3qaZysM+aKE7EQaiqwgnk1iJGoXbGSZlbNbGsX86sWjeSKH5nH12mmBsAVJQVGUkStmwAEYjGYwNKuKeZlsAfG5FARZhsKY3m2rGWSWBWWndepCOZeGMOsHy9kFec3CxlzI/ERkJws0cWoKciKu9wdFYRX7nRU5K+ruyMr0FOQz+6AMndXXtwz60TLod91/KDGIicw4soLFwk+7NhWSMOjJRVEWWTmo/VYB08tIvvoylFwahalJSIqEo9GjmMmr/UlO+iDNmfurIpddGKV4CoXjJ1w7rrY4mKt80Ubmcmg9l4GYzUAoxZ+TZdF2rSeTmguh90YgUYogLlIGDsxAap1GpC4EfzaF3kQWTW+5GyhmoBz5Nzwi3YK3t3QBDAhvP3+uexpqsPMugOcxva4Lt51g6GQH8NNXRtB01zrwkQASjwxUDAJIEARB2HEa92kTsTMnj2N83DwRGu4fR2IupQsvSsmiRsqLYDNpyKKoZxwzlp89sB/H+1/St3fCPxcFXyio1iRy2VJKn7Nqgc71ws311ef2PK++BS9N+jlO3ZRzGeRKsgReAOA0n7NkezubPoCMqE6cYueGIWfNE2AGwyQR5n01UqPTOHZ0H4pFGVLaB64ogE+nTefgJAgalwVHh8HNJVEoiGjM+sFKFg2iKGAqNq66SimAqBSREucge5yslmeQzpPv3BNPYvCVg+g/OYxMKoP46VEMH3GO6VLrL3LmdBSpQUPsLqOFhr6IOa1GqqD2q+xICIXpgMkiiRkmZ7Y65hPgkylwqepxbWrBbT6lKEo5ILEWINggYk5NTSFXsj40ZpFzPoj7qtRYHEqsBemRWSBetqKRFIYTkykcGnW2xrMWXq0NFUlGYHgSwlwGwxMZ5HKFstjDGKTJSfhno+BzWUguGc2s9/NANItkvrrb3uTkJIqJHGb7S/1PS3svlIVSY1wd3V2P055dXmJKlYouCQPVMuflxHIGUQ3r08CtDDmRKG+jKDh6ZBqDx2MQHLOelqzsZAaFMcxlBcgTh4Hjv6pYPw39mVmqSjgvo2E6D0FSkM2kkSuk1NhEHDCXVS1q9vzstzj8H0/gZCyKE9EBNIwcgX9qFIJU2aWx7L7nfu2kBCDMMggOVlfqbcIgpyXIEm9YPo/EEhb3NUAVQYZnc3o7KRbX7IoBxgUB8X97FvljqsfGbDaKWHEcsWTZg0MQRQgV7uWimAeKTlkarR8qnRaDLJX7KGMcmMLp++o6OGOQZQX7R+KIl8RbORpH7tVDpQ0ZlNgUzr26G7lEAvHJcYilGGbVNCJZlhEdGba1czyTRCKb1AuYEmdwTo5C5njIojYecPi985h5DyBRiiAuStJzBYyNjSHPEuCTUwhJBYTX9CK4bh1w/JfgxSx+Jt+BrWkF/s4wAt2R816nznWNCIhNAGOIRtqh8DzeeXwQ/2/vKUh+Hs1v3QDhXAq5g4ucbpkgCOJix2GkyQyrRqZH8Pjg4xBkdaJ35vgg9j5/GKOZIgamUnoaapTiGslFd8sZTuFRGE5UGORzABiYJJvc96LHFEwNF/G7E1MQJAUsGwOXHNP3KhtalCalBQZ/oh2swOkuPWAMnMsYV1Zk1M3xqIu7D221jH9ZKYk5oRTM3XIe2iTJaiilKAoOHj2IIyOqC8/QrgOY2nMSAyM5ZKLOx9QtWeYGgdFXMLb/KOKj5SDyfMnqJJQPozMVhD+lindzyVkk0hnkcxkACmSmDvoVN9+LGmAKAyQJ/sFBramQiMuYHj6DbMJd5PCalelM/LTqpqLPDu3bmGNK2dcPz2YxOSMAYPrEeyYxjpn9vwGGX7RtL6dTwJgCfjyBmJxCVvFuMVUpELeb25ssG8QyqfSh1GEKuTzGXh3A2EwpxlS1WaDLfSRnRXCTPBpZA4LFRiBfjlmVz2QgpeKIZarERpIV+IV0RRFZPR+1HxZLmcNSmSxkWcFYPI9MUYJSCogPWYLkMjFnhgeOwoB4TtAtjUxWMtb9FIZkVsCx/lnMpovl8G8GCzPGADklgIkyZKOlFmOlrIuV0cUbzVqlatwc9a+py5eWybIEuZB3bdbMiwb3YUmGVJRQlGS1AEXWA1gbyxRFEYmcgGRewOz0GLxirUMkVkCgIEOQFEilNpfzOVMf4wt5MMZwfGYEsdwsFEnCnDSNczMjno5VqTczjkdhaBLZg/bYg1ofEONJ5DPqleXSk2BCDmAMfNps4SqMjkJOJMAYw8nJFAqiDDktIHdoBsziDnp2JoOCIGtvFMpugSaLKveaa1lZpdisapnKla6dUu6Ds4kEZg2CY3FwCOL0dLn41DiQmYZiTUrBzH+T0WmzKy4Af2EOPZPPAEJOF1k5hYFJAShSoFz3UjtKCoNQ+m01h5FU1wfHziF44GUo+Twyc3PIxucQ1+pefjtkqgOnqC+B5GQCsXPnkImbLXMn49OYmJvWz4MrPdiZLDtmrNVOm0QpgrjEGTgwg3z9OIKBINjQEDZEs2XXvVd/gHP+9Qh2Xw+MLI3rHgA0tIYQaQijnq+HWN+M+LVr8eZDMsTiPjx+dBL113YhuL4JySeGoORry9ZCEARxKSJGSwN5BqRyaX0iApjHsamiOlAuyFkoTIEsy2AMOD42g6mxCaTnStmQXK0OGHypPDhZQajQCGkub4uhY9qaAZws6e57iigimUhj9NQcilNjyBVFsPQ0IBd1EUqxzARZrhQ0tQAIc3lTXBrm4GsilmJxcBJM8SyAsnUWgLIAV2Iqkcdctjz5UByCsgPq4PrU7CmciZ5RJ1ilQXksXcRAMmGynDBoaCrZKAAgf3YO8T1nwUsKeFEBr/AIogl+uTQcZ+okPZYVMBsdR3b8NAISV9PbdtOGswPAmafNqyQZRVHWrwPHAYwpyCWiGDh8AKJojY1kOZcSKSGNZLEslBROnYIwMoJcMY9CsWiytLHXzmD5Ylh/LpZFsWSJkyvFkNKD9UoCdo+fwUGHgMiFlAi/3AUhWYez4iROZAaruo0oigIhmcfgvuMozjoH1ZZL/UyUisilsoZ9jTGlFMykCsiV4hSxogwU05ByVtdVID6VRSFrSAsvFlxjIjFB1uOpceBN3TE2NgIpNVtV8KrvP47wsV3A7NmK21nrwAGQJAWirCCWFnRXWgAQBRchzNBPrO6CuVf3I/XY4867KQzZtAAlK2Mulgc49V6QCkZLKaA4mEDhTFyNB8XUWs7mZ6taSsmZLMRzquCiu+9VmShrtfdJWT0+knYFcqMDyA0c9eY2qCjgJAWixFRhPT4EpFUhQ1SKkEr1YUVR1261v3I6jczzz4O5XW/YRVNNSBdkBZIMcIoMNjGBpumywCDIBeTlNHyyD5zihwQFCpSSZU71B0ylTRjHu26kxpRiYKOnIcQn9eXybD8KJ0fg23sCcsnSNJdKYmjHU0i/8CLmsgJOjc/h8GhCD1gupwQgM63GzGMMiZJFGwOn3iecZmlkrIB7vRUGTKeKKIoSYEzaZxBbFEsRhRMnkNv3avk85FLAf8Xyu2ixZkvHojh37LBpk2A+Cp9cgC92Ur8XGQM4RQCnCFB0V1qUtE0Fkv7CB1AkTtfjAMCXSakrREG1NJYVTMhZRHM5198QprWPoui/QwAwnSqgIMoQR0Ygjo2jaarUBrKsxvISi7qobTUnjEajOHXqlC1WohskShHERcipV0dRDMfQ19IAjinoi2fQ/Ja3AKP7gIkD+F7+DnygvRlQ2JKJUhzHoWtdE+pYD+RwBIVWDnUicN/4Hvzfl4YAAC3v3AQlKyJFQc8JgiCqUjynZraSRBFjc1MYj5UH+6HsOJriakYeTZRJZWOYiY8gPnYG8ekRBOUieCYhM5dAbqITyiwDl87arA+kXBHBs1NgCoMiM8yePOE6gdEG34FUFpG4GixYkRSIsSSQF9A0noKQygAld6y8xCFXFPWU5Nq4Vvs+kYsiJc5BMr6scLAu0dwe8oKElwdndWFq9tVXUYypohAYICmyKVj6XFaApDBDMHfVdY9zEKUURVEnBEyCUiyCKwoopvMQZ+L6WH/v0JwhTou6lM8W4Y9moB2leTynxoJh7Qhz7YBScmnk1YmhICkIiCkgeg51oh/adKia25GRglgKzFQ0v7lnsozxZB4FSYZql8ap7a0omJiO4fSp057KH0wMYCg5pH8vnh1A/shRxOJxxFMpFOVSpjqHKhubjxdk1KXUSY2gKDhhcUlTGBAQkqjLTyEvi5gU7FnuWEFGI9eKsNyE+mgGHaem8duXz+jZ8kzbKgxMUnD8+HEcOLEfM7lpjESHHc9REx5mU5M48fwhw3IGxhREMsOYTeYxEs9jZE6deDEhi3R0DFJ6BnKOVyfQANLpNE4dHcDIiVl1YqhIQGoMGD/oeOzZZAFCSejiSiKM8fjqudj3S09lUUyrx+Tjs5iGhNPjY5hKuliP5eOQ09OmRRyYfmxWOh6niUV5Z5GEGVQp3bVRq2/KPascM2bTVFhJUAAUoVxfWZJwYvYkZpLTEAQBLUIQ3UoLRhPDtmeVOJWFbBDMs7tfgnD8mGqNwzRLqcpC1lzJAq1p8iVgdrBkgVOy4Myq5+LFbRCSDCYyiIoCWXthIKjCy0R+AFkpqQa3LtqvafHMGcipNKRSFjamMJtVnyIz5App1XUMZfFdlGQwWUZdbhqKrCCUU+CT1XWThUHMFMYQlsOAEsAsVKFCKaku1ud6VsxCVESzG60L5T7gYDlTspTyMR4ceEiKll1VxsxIDGPxPJgkQZyextDvnsZUKolMoYhiNofs6YPIzEyAgUHMpKAk54D4OSAxbBJZGGNoyJdEVVlBytBXFUUBYwqYQ92yRRG5ooTplNntnDcUPpvKYTaeRirm7M2hPdNka7/QizD/ngwkBrB75ChOTqbA+FKsKiEPWb/vyvUsnJmDUpCgKArqsufQOLkHoiyiKdUPPi1CKPghM95gvay96Cm1pyJDVGSMziSdH8jaPkw9KldQEzcwxrBncBYvnY2BMYZ4KoOOyX0IFueQns0hNQPEo1HVKtp8sur20SikWAzpgjdDAxKlCOIiIz1XwGj0LACG9NBxBKUCAj3tCF52GfDKtyH4G/EL+fW4Js/gaw0h0Hf+Xfc0Otc1Qok3AhyPgWIYk9u68OZDYzgxMoOXB2YR7GtAwy19yLw8AWHS+c0lQRAEoVI8dQpyNq9PUgWDa0vL7AE0JM/qIgsAiJIIKAx1CQlsLq4PAifyQDyXgTwyha5ZP/h4eRKZzAuYiGchiApymRBmJyXEx8dw4OUXUXQI4qy9LW+LCWgei0LJiZAFAcL/z96fxuqW3eed2G+ttad3OvO5862RNZBFUixSIyVS1EipZTuyu+M0jKQ7gBMgjaATI0iCBPaHIAgMJEGjEQRxYHd/SJCgu20DbrdtDZZoSRQncaoq1jzc+d5zz/zOe1xTPqz9vu+5rKJMf4iKks7/Qw33nrP32mva+/+s53n+WmOn0/DZalepTeIyTOW5dSeAEYvEyrUJ5Kz1ljkrXVskogeTiklbbn7ha7HIcatWivTOV77MzddWJ9PWuUdAqZVx+gKUCifFITk5c1LuHODxTY11FndwhDoZI2yQKi6ucniSs0gKFvK9zhuHJLdOeeQ42wdgo/INYgFKtYqTJXvMPCpB+WH9V4Z5w+sPJ5zmNc5AcfeU8rXX8M49Kr9qO8LPDmB0G3s0Z3b7g32Z/m0V3KZzQVGyBC+qhSH1B7EmzqBSndNH55A5WxnNh8phg/ltZCulUaOC5sGjEidnXWifECTtfBBVFZLM74v61pjy9eBflC9kaT9AQveDsAvnPNFsj43xG6jTW7jKLFPOaa6Zl55pUeNySX03gBDz+ZxZPlnJiha3LN8PsgG8cmfEeJlUi0eYUqvmvr/dR19/yIM/uN+2U2O8Ja8qvnn7Bxjl3/g3uDvfV7HSmjOSHE+R6+W6LH8AwOTPLKPvJzLauXoEp7CzBtsCZ96Ele2NAQGTSnM8q7DNGfmeddRNyYPZA3RV0K3nJEaDe9R4fT6bc//t29Q3VsCmnRvcNALvVp5SAmylqe9N3ydDvj8suHUSZIe2rphO5uDPcMXaH/9hmFLeuOWGVM/CXPx+sBs8pqqW153lTbj/AtxYAE17c6q3hnjjsPM5ZjjEWce0OGXUgopLw3HrUS37hmbGuu5zdZit7rgAUIyltCXCt/uX95TfO6Y6039fvv9lvrX/rTOA0wc/azLXmKN2vi5AU+2W/et8GMc+HXpigPMCj8fikAvJmpQU3/4Oen+fibHc3S/Qb4a1qudTZnuHnLz5HvVw3LbFnRkPSzk7QVR5gNo9fPPmKXltOJhWOOuZv/0S+buPspTOdohnAVqHeSLOjHEyLYiPx+y98xblfPZ+8KmdIf77pbJndI+L8XlwdMy33/w2X7r5Pd45mMKCXSUEbnHvM+8erS16P6fQmnHUpcmnGF0TmZykmi9v49sNy7eybGctN+7coWgqtHXkk+ZPZUqJloqlxmDvFst9Zt6CofP5lNnJmKw6IZpYRNVQzaolU8oD8zMHY/rWLZp797EfUHHyg+IclDqP8/gLFje+e0jZ2efy7iWa+3s8eRSq7onZPrz53/Gl7q/z+NYW0b0ZnRd2PuAF+f+/uPD4GlG9hgRGyS7+8x9la+75jcmX+Qd/FEw8V6bnN34oKvF5nMd5nMdf2hg/wM1XPhRnT7G9sYy/+Rr1/TtnTLs9eBM+EqcFwjtK32Daj++ejwFIqtV18lLjfKiCNj2uSEgpnMZZw/iMx8YiBBbhmmVLTGPQVcO+sIzEQo60OjmXPvxB3bIbFi2tW/aAcuEU2WFXZrttovfN26f80bvh5HopOzvzShvlNfdPag6X8gGPdgbRsh4ezB4sP9J1o5nPJsFM3Hk4MIy/dbB8D3nvYXaIO76BdYap18wIrCvPStqx/rBYAgg3zlbv8otnhsZVgCdvagrThTaPsTaU8DZ1QTE+xmj3qCn4D8mUmtehL4ra8vCW59XfeYnixh3M/v7SqNoLMM5wkD/EzWukU0zzIx7uv8HdM6baalITlWYlB63tB8onTyeSw6FCCQVAYwKoYM/KLpd92f7B8BbCN0sDd3WmvP2i+l6QSgoOzZg07xLvz2lu3Xrk3mUZ2G5l82ii+IEsrfnCP8ku5/0P6tYfBDw455f+RNIazFgzbasH10WDriPqRkGxktgtkljn3CMNe18S24Z0HpynoU3sFwUCzkgao9ObVNP3G9T7smLyr36L4+oBc1chrMfp5gf6QTnryewARbvWrKExYcy9s+R3ymXSWk1XINrocJ/mKACEZ7twATqe/bp0xSrlrG+OqW+O2+d3iKokPj1AD8eU7dq2VYW0EmmDkXL54IjmeIxtcgQK2TL8zoJSN9+7wfF0iDuDOtuJwtcCrEVaE5ij3lHfmWGHFb5lcdy6+2V++yv/R2bV6nrTkxHj0Zw6nz8CZIdn/CGYUs4iijFCz6jniz1IPPpt68HWq3tqbYIp+ffJiG3L3vLWM/+jL5N//Rt455FliVyYWLvwjzBvxfL6Aohbc/EAeof/ti4AglpXFM0cZx23T3IePnzUqHxST/CNY/PunM7NCWb0fpAhm+kVC6nd21/56te58+pbbTM8vm2nRGBpASDvluDP97PePCxZOEJKmiLsKXr/hPIkxyOXa6mxGo3D6RJMs5SOv3Uw48GoPbhxDm/0+6tRLtagB5xf+ZY9gqQqaGXWN1/+Dnv79x+5hLGeSaUxC9+ys15PxjHYU0uwzlqHbiWH+qTm5K0Seechzuhlu8/KzPdvjimmDdo5OmIHP+thzPex5rzAN7OW8iaQTlLpwK6a1AWltswbswJhv29zjKspvfxeAMgme+DO7I+AnR2j9Op9tjjMcVWJO3Mo01RnCAVtG635twO4cA5Kncd5/IWLV7/zJi6q2E7CB/zV0Zz1L/4afOu/wHvH/+X0c/xHFzfB+D+Tqntn48LjAwSSjd42tjdgvRpx74Lgr7/7Tb763jGvPhgjOxHrv/YkzZ0pxSvHf6btO4/zOI/z+HMVTuPn46XnBD5Uszo9PaUsK5p6k9GN9xAITvMaj0cag3MWY2rGc0PlHGXrhyGtaq9jgymt0+A9ug4nrBt2I9wWsKfD933Yjmdj5vk+pixZfM+6RlO3jJR6ASot1DDOg3fUZoZZeEI5jzk+4f7xMbWzRC60yWLDybt2mA/4yH1vf8LR7NFk6cHJnLKC2Tx87ro8R49GCA8yVxycni5zh6ou8d4xKabIW3scfesBr797A98yrqy1TCcjKu2wVjO2msI7mibCOfGBuMaDUcEoX1Q9EjhnqG3F/cmbjPIjXAsC4tok0QYAwhTj0KayeRRo/FMOavTeHsV3vvO+P5/lFuHdUsph9CqZmVVjJqcSbTxZ08NZQTPVvL73Lbx22HlDfFQyOKqWrajeOqW+NX7kHvNylZAupYvWUs41998eUs4elSd5PJga9l5CHH2P4/F9rDO40zHyJKepFPNxRlMbbJu4ejzCC5IiOSMXaZ+9BXyMNyR1H2U7dKcWq39wMvTOe6fsH4Z5+UilxSaHJvz5+5LXRfvtChhaoJGmce2/z1R4K8f4OlxrIctxzrbLpk3Ef5AM1nkaW1MIQ8kZZpVbMaXWRm9w8xv/HQDVjdvMvvrt8CPztrS9XzE+8ndf4ca3v/G++xjrqLSm69bJ/KBtq8EYj81PsacPsKahtDO8d0vvNoBiMl7K7LTV3BrfwjsXGILO4YHSlNyd3KEwOWY4JP/GNx4Ber3z+KahqSe8+869ZSED4xy9qkOv6uBaMM3kNdrUzIkYRQrhPNqu2rM3uc/t+w+YjN7vYSONY1aOOTk6xlQFs3LOjfENGh9+/8a9L4OzOLeaq1EcQLpi/ig7THhLffwGv33rt5k3c35QmLziYO8PODn94+CFBSDEqgBCy0wxZ/p0ARqURcm9O6dLsN23/RUYnOFnnfNE41OiVlKWzm6zNfpeALe1RZRV6xXEMuMvraSyMkgZTQC/JJA3E5y1HM9K3nhwHz2rHmFmijPgsj6jZDi+dwfz1ptI484AHg6ModQF+0cPsNM67PlGo2yF8IbGevZGBcO8Ri5YQWdBqUV1i0UbpGJW5dwuTpgdDDnes8ymYnnPYzdjKCvQJTIfQn68lHTDo8CI855c57x1GgAzqx2la8LzOo8xCwDwg/ePB4dHHBQld07nfPduYJUN55ZqmjIvS5p79870xRlA8QPeEvK9W8TvvgbDKS7PcQv53pm+MM5TTBtiq6hczVGVo1t5tAgTg9om1ONTiuqUC3uvs1V4plNNUenVtRYlbIHxbEJzxq8samYI54iaCeiSw5Njvn7zlKaY44whr84wF896NNb1I31rXcNbN/8Fs3qCEIEN98MyfM9BqfM4j79AMRtW7E1ukkQZD7/7NVJTEu9skD15Bb79X7J/5Ve5Y7f5yUYgBzHJY2t/pu3rraf0NlIG8WVc2uX+rUPe+ZVnubg/4bPTO/w/W7ZU99MXSB4bMPmtW39qZZzzOI/zOI+/7OFKfebU3nNycsLDhw+XMihpBaezgqO7b4Wkxi4YSZK6zHG2j2vZSMKEBLY3u8v+0R/z+3d+n2I8pskrTG2RPoAJHrB5gd47I/Wq57z8nW/ibBftoDGtBK0xVEXNzFSYBdtp3OARqzLhWObVGIDsqCI6moJzWA9VE2RzDos9mmHvn65AuDOxd9omh0uCgKescibMmJhw8l/fuUf19a8jPchSYUYsM/wFE0JbQ1Ebjl1J0ZTLE+3aWPQpjO71uHM8JG80pXboJqLQKcUZeeFZhohpNGUNRxPFvfF9Hs4PqKqCeTlCeI8SAtrhMy1gIYUi9RlGw9yukl7ng/n0v3r14fsAuOLlV9AHh/zR/+v/w+0/eYVk3AW36GMXcjvnlqAJgB3PMToYk1sncE2EyRVmXlLdHDP/7l30W6+Af5Sxddbk3nvPf/OP/jn3RpO2je0JurU0LQulLgyVtkzavnQeFpUZ6xbUqJqCSX7C9PgE0wQgsij0o8o6D76RlNWjoINoQSntLZ3ZBt3qEuncwviDZSPee+LCICrHvNZYrSkWDKB3fgfeCabcZ6Vd5dl+c2dModthX5iiN0uA4dGk2jpHaUoqU4dkd5GzfsBcBsC4pS+X8hFVWfPuN7+GbTTOOypbMz5xNG3iPP/Ku1TvDBcPeLYFS8bXBwFgr+5NeGd/1j6KpFIdjNEYa3FNgfKCSk8xrqFy+aOJ+uJy3vPeOFRdPC1Pg4n8UY2dNLx3eMTp6YxROaZ67TWGd0dU4wDU+TqY2RtT4UyDHN5ePf4ZeZRpGmyuMSOPrjS1UDgEVrtHjNdnxQw5zjm9d8b3pzW9lrrh7dN9Hpgprq4ZlyPmzZybw2ACr9qUWDdzpkcPcNYgdETZWN55OA6S46MZdVWQDPcY738T6jkH+cEHjx9w+r27+LkB7ZbgmWDlNSdazpLVZ0DWdqxu3jrk1rBh72GQQ711710OxsdUw4r7tw31tIbJwXJcddMQVcP2Eh5GJ4iqwXtQpkK0FSmFV+HOpl6eKUg8xjZ46ynqKWU953tf/i75dLX3eDzR6DSYf5+ZRie3brH1xi3i4YiiXrG57t66Q6M1rob526MgI68brLc4PPvTGmMMk7JZMaWshSIASnGV4vNTmqpAeFBOMs0n2KKmaSq8dTQNS62ob4FbaXIEoJxBlQ16fEz14AbGOtZzyYXTY5yu+O7hd7k9uU1pSqbjMbemN3kw3yO8IjVOd7EfYDIfPJo8D2cl+ycjHoxaYHueQZ1S7Z1Svvoa5uFDvKddw4JGa8qyDmvTQedYEpWSwYPXW8BRgRdLIO3s3rOQ9BF+lcJXTA/2w894gheXabg1GXPj9lcZaY+vNdJ6ytqcKTrBksW2d7TP7dthvUmriHwn3Ku97b3hCQ8f3CcfHlJNh49MTzma4FvQ0GqNc6u9sRrepnPvZQ5u/DFCyOAV/8MRfM9BqfM4j79I8eY379Kkpzx59Qp6NOW5h1O2fu03EN/6R1BP+X/Hf5PLvZTO/XmQ7n1/zes/g7jw+AA/GYAQ3PJXuPRTH2PUg7998GV+940DbhzNEVIE0/O5Zv6VD/a3OI/zOI/z+MseszqjOM6X/i+rHNEzzGuGkUTgMeN9otv3iJoZ0mi0D+CQdxZnzfIk1SORzmKKhuHkXaCtKuR8AG1MDc5iXZDBeGsDIHZyA979XWw1CUkXDtuyNJzWlGWBB2qnl/Ijz+LD24fkuT1tlbY1pLUeKWDaaJJmgjJzxOgYMTxCnwzfl2Av5FRnvY9G0wmRyqgl7I3m3Lg75s3bU0SbA85rA6VDFuoM6Su0R1vHMNc0rVl2U9Ykx4pkWnE4mYC3iNbA2COY4liIFoU2qGFI6N77ve+SlY/R6EtUkyCDxIOdGIQQyDNf4t4E5ki3ESQ+oa7kI8/jnGdWBfbQuwfzUF0vf1S+NXrvNsWNA6SOEPM4yCfzWbiOc7hpYCCLvCA9OsR5aIwJ1e4IxuO+Mdii4ejdl5ievo6vcialXsog7w0LJkWDs5a81DQPvsve9F1qq6m1IW/MMrmyxuNLzTdurtoZGB8B6NJ1jTeaZnwM3mN1s5IK2pV8rx1cjk3G6wePlq8Pnl6eWiYUYoHJ+Pf5BQFwegt775vL/z2a1dx54wZ3X3vlfT9qTyomD99F1jX7Z4zCvVtxHmytseUEp6sWHPi+g7QFYNZoTqaH3B7fbIGdNpn+ABmYc56qmFI3FVGlQ7XGootuNO/cOcRaz0zPaUpJIiTUc46mNbdO8pCkLubhkqzhlwyk993LB080XacUsoORCUXdYKxDNDXRdEI6PEWZAlnl5Kc13gVWzLA8YVIfY73huDxu2+5WAN10xv13X6NuNGUxx6uIO6c1e3cDaOQXUtDWX6g7uk3kYjpu6xGWS6M1bjYHnVPO66X8Vh8pDm4HpoqdN6TT0N/V0fuBIn1/hp3HaDxSyCWYuPA+U0IyrTSv37iLaSrq2RQ56TKaWfRphZxVbL57j/pgiJ654PfmHJNv3+eNl177AZ3rULUmyhv0GeCptacjixRxxJIJBiAbQTRPGc8b5k3B0XCy3OtG+YTpsGRWeJr9W4h2HjfVnHe/ufIF89YhlpI+h7IVnfIhrjIMzICO66KrBGNUO0+CFNJqE4CE3DAfVhw92Ce+/RA5nuHHI+KjA+SZvq20xeVhT1DTEQeTEuMcxjvGwyHjk4fM3z7kzvfeCx72tcbg0N7QWEM+Kygn05Wvn/f441uIogIb3jW333uZjXnM4Migj4fosqCZl4zzEXVRtsCMQ+qWkbhkIAriaYGZj7HeYoyjW2n6pcHlx0uZnfeeYj5BuoZyvgfOU08trl6jmr0/R3ItW01bj5sPEdZjnV3uUQsmodOaw+KAP9n7BrWpOHww4eT+DA+IGoSFjftdkDAzFZhd3FAtQcmz0mFfDqEF8wC8luivfBc/rBC1pipmGGcwNniYTXVM41KcDnNUO4v1lnZzwJfj8OdVTX13SjffRLh1ynJllj5vcpoyFOdgyYZMqYsIMVpJeHUdpPwA0km6k4dYq5DNFKFL/OTBowy4PyXOQanzOI+/QPHyS6+A8CTTA5x0XBkXbPzC5+FP/gHu+b/Kf3W7z//4yia+cXRe+LOV7i3iwuMDyoOINI4pu1t89PZdfvczkitvvc7TxQn/8MuBLZVcG9D5xA6zr+w9UknlPM7jPM7jPEIcjHNmByW20uRFRV5ram3xDorGATKUJJ/M8DrIZDAaR0gcwOOcWcoVHBJRKbwT2JOWzbDQf3hJieNQaY7nc2rdcPzwAe9846tQnFC8cw+zd3+JjGnfego1hurMibPDYY3DIlp/E0C0pt60CgPv8dZjnSCqHarU4GrGzREn1R3sfEb9fRI+bx1yOEWejKhmY8q5ZnR0QpcuA9a58+5D3njwkIOTEWrhudRYKAErzkgrPGe5TkXeglJ5AJmkcdiyQhqNsI6mNXH1/swVvvUu8evvks3v08nv02iIaos3HluDalSQQomFpCv8prXBc0q29zf60WNm4+0Zw2WPu/8d3I0/ONsL1E3GVKtV+8dzdDXn5q1bFLMJ4vBNAPLDEcnkAaI13XbeIxsbwMH7JfdOHnJrtAfWIHTOvWHBN28Gs+yjWY1//TbFyzf5nW+9i7YNpp5wZ3rEqGjIa4PWhlnZsHf7HrP3RpiDAjkviW/cw1oXkizvqfICMx3iqhx1co+ynFG5wAay2mGcY3p0gig18cmcyGeMJmPe/p3v8crvhCqQzphlL9VLepBfnvoXjeG779zGvfpPoTh5xCsFQE/m1A/32J/sc+Nmza3DnMY02GGJHR0RDR+1EjjrC5WfntKcvoE/eoeybjAtu9s5G3xh2uR3fveE3ukcPdnjwck+s2axvhxea6q33sI7R6Ut+9NgUB3VgcEkjEVYxeG44uEf3Od0v5WTWYswwLu/S14vGBYrJssiQTfasDVbgSLjfMRbt15bsrScA19XeJu11whJfFSUpCQIWyOchgqio+BZVM6m6Ad7dI6OeDB/h9q268D5pbw2zw9RxT6RnmF1RaUVM1My0zNevX+LYjjHTmvONJjMDOj6LXwVL9v7+ju3KRqLMQZzppJXWRpevzWiNpb6xpiobp9HPQomTEqDLxswbZUzZ6kazaholsm/EpLZaUL9oMY3Dmkc+3rMsK7JTU6yf4otK2j3gfHDAWJuObrzFuXdh/ygiGcN6WmJLlvJmxAYF4zTS1dzkN+nHI842L+Hc45kzxJNFL6cgdWMj/aYHB/SVCWz02NmpwW6icirKLBQzkqiF91oLXU+RRuDXxjWCdd68TmUU8FU20d4QOHBOnQdQCkag2k0AkF6+5juKzeXwJhpKsb1mINJxb9+44C8ZQq5JGFRmMA5T/NwDs0cm4+oy1n4/WbFcNw3AdgQBVyqL4c9yGhMuU1kF1XBPbYomRQPKXVOUcxoTENR11gc4/GEurGkzQhlSpStsa0pfTYqSG7fYKpPGTUHVFVNNDyF6RyaCusclQlgjdEa4cJq8UUBpw8ZuGRpeA4gtUU4H/wbvSOyBTuFYOfmQ4y1eOvwVb2St3rPpJmCFzSuwWnIa8OoaPDOY6umHTCJ9p6xLaBe+VmdVbz5agzTvSW24x1gI7BuCeh5BAiB1PWKs+sMOMd0foC2OVhH+drLHNx5CeaH2FFNczSB+TElUJUxzGg9JBvydoz8maIDFkfZeiICofLvSU7RgvG9SYqcOKpCI2d7eF2izPvltB8U0Q/1U+dxHufxIx+zYcVxeZfNjV3ufedL9Oo5XNikU34VqjEvP/k/ZfbKnM/5CNmNSJ9a/1Daufv4GnjB1cuPc7ssmL7xTe78wjPob7zH/2r8Hf7Tl3f5T77wNE/t9ln71ccp3zhh9kf32fiNpz6U9p7HeZzHefyoRm0cVVEQz0pGN++itzaZHvZ44kIHZxzOpVgDyYP76LSDTz1+YeIqxJnCQB5rW4ZKpHAmWlYEcoSS5grJVJjWmyihqDXjgz0iXcPjz1I/bDCTCkk/sLDaT2PXWKq8wXsJOJyxjB8eM7gQgBnhffAhWrC9pKCTP8DWY0aTFGkicBYvFNIVWBw379xj3/ZYu/uQfLcHXMVbR1xVSKupTh5yWPeY7c9JvAEiOr4P5gQJdIarZKMtVIRsNNlsjusnK/8WPE0RADVdBIAg9Qmztwqci9vnhKLO8V5T4GiOH+JGc6LihLXjPZzvYbRnIDdwjaaxEtlXdEYPmYuKRkm2FmbYLQNlkWiUVQTZmSpM1hHh2Ri9xs7xQ/7lH9/iytpFPrk2YV5pTlsAbSGtQIBvGtLJmKw3ZrZ/kwzPkZ0Q6Ya+uMDQB78o61ZZbX2Uctw55qTOueQcylmM08EQWCXh0t7jdU3vwfcQSDwOMz1GdjeQxlIYgxseQL5PNeuTqR5ieIAtZjQnI1gbPGJJpsoZZnQMtmJIFykinjQWXdcwGhG5Ct+Nw1ypEr773a8Tdzq88MvPLo3vvRPL4i3CO8Zlw93TnPdu3GH4nS9z9fmMam45qmpU6RBoZKRo9m5zazTh5PF1Ojc6VGnDe1e+xNbbgqQZ4WRCQwCQhJCI4V1UFYCqST3DCc2uqzHaorVZMqZGXtNpzbWrMoA2UVXz+y99E3k648e6MTiYvvEmt195m+f6A/4kT7gzuc/F8ng5jsKHf7jS05k/wNdDEl0jvaZ+bwZPrC8W8pKZVRlD6QRdwJQ5O+UdzPYc+Hm+950vE787pPjlq+H32vkmFwbYWmOtpUeK9IZCz3AtuOFNRV1W3H35JWZ5RWUVtZkxaQsZ+sQzPTmmPnmAi1cMrXpygDEC5x0P5w85eaDJdclWmi2T7a7dRqrAtVz6v3vD1qu/z55dZ94YZLHyWGqsJfaWsrEcjgqmo5IIsKr1kHMuJNGNRTqLtB4pHd45HgxzRk1Dr5WUKiHwRReEQQ89iAJbFDSlR0czrHF43cEnCyDPc3I0J60M0XiOcw65oD2WE2hmuN5HOLGCNdHH3niPcSRY24ywVY1AUKPpCCjHpzhANDPwEWI0XXqQjY+O+dI//z2qakqXhPXpFOcN2nneeDhq5XitPR9waMaY4ohmOqGxDiXC3PECmJ8S6xwrM8zyRIDWYy9mXhQMq318fYCZJNjqGr35Fi5aAZqT05tUDwrWL2zSnNwln7X+ZVIF+3If+mY8ySkbywQLesJlD+JsRcX25olO8V4gfYQ1mqpxnNkWloymojomav3ZJs4ykQ3dvOC7t4akBOKbx+KRwcvIqfbdFe5ZFoHp50zNqDzmzmjO/nTOz15plt5KHs/Dl79NMrbENoYznnRxZTDaYLXFWY90Dd57shvv8C9f26Hc3yNxEXU5gCxj7+5b1GUX1tbCwLjQL8O84cRXgdllJU4KKqB2wbtRnmqyOqVycxwOicS5UABi4dvnW3ajUnLFgBQS7wX9w2M8V8AHWbMfnqLncwQRXsFs/4BhM6MpGjrxGk52mRXNQkFOZSz36oYZjtO6YkBGNFyZus9tyamYsYCQAgO0BZ2cRBQVm+YxZscTZv00bC3+h7NhOQelzuM8/oLES199CxsVXNu6yJ1G84m7U7b//d9EfO3/Bh/7Tf7Zwy3W4pL1vYLsY9sI9eEQJS88Fow0tzvXuBXd4O3qAj+5+zh/+In3+NWX/5iLl36e/+z33+X/8bc+Tbzbpfvpi8y/8ZD+z10lWk8/lDafx3mcx3n8KIbGoWvN6eEYvEc0DeXDOxwdNLgsfNorJ5FmjU3Tw0cev6gahlxWSltJfgTCe6RXrM279PYks7JgJBxrZ8y8nYDGGvZP9hD5EP9TT2GbNbxZVfnzHpyV5KOCk2ONtSnIEj8fIrxgVnTIhUW06cmCteEFCFtR1Q6hLcZZstqihlOcDwnLeFaRPBhSvPcW3YcKfv7jYDXSNihjiRrN9MEUnY9JvEP4BRAXpELp3hFkG5CkSB8sneLJnNrmWO3YN2NKt4Yu97i1F3H9U9cw+QxraiKfEo8LFmIubSxJm4w21mGrgrg4QczneBOjXZD3eTyyqmikRcngpUNrJ9WJJZGULZDoH5E7LAAXATTGgnAMJy+xXsR08nVGeUW5d8g7h7OV98hygkgYz6FlpdliwtvMmDhLZksgRaDauWSx1hELgdeG/dkxzqsA0Jmag+oWdTXhNP4YumXWxc0E9eYh63ITgwY8nVEA70azGd2iYWxztpsS0g56tEdzfJ9i9hj4Hmd5YM5YrItpKoc0BVYonHHY+RS0BQlaO5Bdch0hdA5FwfDBBF20dil4nEuYKUP/4B3G9ojv9j5F8co3iccj3vujh7jkCZKLW6jxiNSWJCca64J0xDmNB5I6Ir4rGd6/jXB2WenKtwCqOnqbWLZeMrYJ/StijLXYRlP5hsg5tPEcjnPu3RtTmzBj1ooe04PjsA6f2MQ5uHn/lHHecFo5ppXmfv4Wal4sCw94gol7PRyTOcGECcKnNDZheJS0vlKS0s6pm5rIe6z3SwN37xyuzqlvnXBveo/mW9/DnxqK629DIK0FWWn7XWicRRuHcg3OarwXHLtbbIldJrbg5a98jU59yNBaDI71ccPm7Zy3H+/wQlNwcnSP0uaIeLCUyeVly0gpCwwWYTQPy7eIn/oIxtVUrgAbIWSbwy98wT2IvKFpKjQSM1qZju+aDsYERtzhtMYaG0Cp9pdv377NwfyEhB7SaOLKEBuLz+dU3RZ0X1R+pL2xcICif/QOdlKhXRx8+NqCC94FptioqKnmjguAMQ3GGJIkALYUQapaFw1lBKhQHMEaxfThnPyPv4Jwi2qKhrwucELQqU9AXAQpls/QGIerKxg3GDfn/toNlJkhGs/JKCdmwGKSeO+Z+pK9/bd5bGGG3jJiER6Xj7G2gzcR0CwXn2jBjnlR0rgCVZWUdcX08IimaohaFlSYG5re3jFT8RXi+29TzjMy1wmVBvHkjSGSivH+iCZKMaZEe4N1juZ05U20zhUq32C9w9WbxEZw6/UDmlneApPtevYe6x12fkAcHLjIvSH45DnKxpC4VprmwnRLtcD6DqPZMWwH9t88nyK8Y+ZK/uT4JYb1xdVcX7DYPDwoj5kacKLkctPn7d/9Q7aefWLZ7gdvFxw2cxIXJMNVOWf+1ssIoPKaajLlVGpOxickrg/PrqGtbqV3QY5cG4OpNbKZBpak9Jxaz8nRCW57qx2TlqFMe2CAwFmHcx1krXDVhF7PLUEp7Q3WxqiywaehMES/SSnMaXj/uBRnJUcnpxypnDjZJb/9gJE/RlcWHUsgVPs8OyfkvdeY7Z3QT9cBgVyc4iwl1m3lhSYFE+FaELA3X+PQTCmmOWLww4FS5/K98ziPvyDx6muvIpCU997ERJrtvGZz4wY4jful/wO//+Yh/6Nr2/jS/JlX3TsbnUHCYCtD5usI4DC+wmcf3OVf/YTAa83/3rzFb726z2sPAm107ZcfB2D2b+79KVc9j/M4j/P4yxcnUclkcswr3/0TGl0jG0O/aHBj+4gnhXQd4sqAto942EQsJDJ+WewIHJGPScuE+akJ1Z+cp2qlZe1PY5ym0TAva2aHE6yTbSIscSYAFEXTcLI3wWkT0mPv0fmIpswxRYXNm9b3RiCqGjMa4bylcZrc1jhjkLVBtRXYtDdobxCjIe7NbyLqU4yA/OUjVGkRViJMRnaUk4/v02tLiC+qBS0ecVAlqOkR2WREPM9RxmCFIBEx5CVV7ZDeIk3D6cltAEwxBxtAibyZPnKav+qXEGo+w1rD8YMD9o5POY0Ew9hSeo90GjUfc5YPkChFP42CkbnR2CrHOENtKmxTBJBK1zR5zXA2ZE+fsv/OmxTC0gjH8atfoS5z5qMjHGdMuGvFfVkzxYKXVOOHjFu2gfRghEci8cIz8cGfxXmg1uhTjTfdkKI4DccP6Ow9YH90zPHRfQojmBlH3SbXsUiWzyO84/DOe0zKvEUYHMnD+zA6QnhPMx7ireFbs1s0bSmxpUF6y/gIVbA8rspX0rwmxboYnATb4G3Dja/+NrrwaNn6pSCphUBNDskObjG+8WWG89tEZQAzjHMUM0tTK8Az94YaT20sk70w/xyQH48xdcncSHLrMLrGeYfzDjOOEcOQ7GKC9MkBWhvqsqZ2DQ2avDGMZwW39icYo7F5QV0USF1gTYHD4wzcOX6bo+oeUnpElfPYt/fxc431K0Dy+LBg/uAQMxrjmnq5nogi3tibIPWE0kw5zA8AjzmNwth6cNrgvKLWNa+fvE7RBHZR/vA+2eka/Xx7AUmHR7KWSlsswcdm4TlX+BkTM+fuqy9x+vLLy71j691D0tcesDu0jF56j2kxDGsz31+aenvvKaYTytkM6oJ4pHG55aQ4oW7lPda7lQ/WcvvyeC+xi6qO83qp+e0Yz2apaKqFZCpUF7PG8OC9A/LpaCllElYDAucSxP4Rrp13C68n4RSYaAnaC2uZRgIHOFPTNWF+V24epFYNDA4NflZhT0bYVr5kHr4WZJtAU1Ytu8UHySqOsq64e+sQNZaAoDBziqoi1wFY9D5wTK1zoUqqNRzPx9BKE0XTglXeQOOWHWWtW3mJHQqaKgI8tZ8EoFWnzPaGGO2WxtRhzD1DFzy+5kWJdRZZ1jRFTZWX1FVNmZdoXWOdQc8Lmrrh4JU9ij1DOW/QRpFnGrzDOM+8dqj5BAq7GEJsrZFnmEeOYODvsGgMPdtjevOQPWe4YWoaZ7BOUjeKoqrJtcY6T+k0zvvVPmcd2LPV7TyRDvOo1ivZWJ7PEO2Yd49imM4RxqKdwRwfLiedGs4wxmG8xjqHGsH4lTP5x3xKXU8pXNGaoldkc7Pc/KvJjMPjQ+bacpSHdWoXtD+/+Ef44Ww0ZerPmKk7T9EUrecey/F0zgVJfXudRfXFTinP+MaFvVM0rq246ANDyQgcktoX4D3jecXpNGdma/JpznT4EC1av3hPYDh7iOaabiFpDgoi21+SxsI7YsVpKsZDyge3wMr290NENoI8mKd7/cEFJ74/zplS53EefwFiOiwY1ve5sHGJw2/+C7aLKf7qFunhv4Qv/O/4Xr7B0azmly/EiESTfWTzQ23vhccHnNydc/HyLkdlTue1L2N+8jJ7L8Bz3/k37P7iT/B//t23+f/+T36KaCOl/9NXmH99j/7nrhLvdj/Utp/HeZzHefyohMExrGfIWuOSGGF7CG9Cnlwngf3B6kPRVxU+7rzvOt57kOGjMmoMsnGIfkzVWDIdvlYXMhEA6zWiUYh8F8kav/VP/pjHoiv46Kwbk8d5y+z4hGKSt1WnIrxXCAEur1FSByaEgO7t28y/OkH0P8LEFRijcbXAywCc6LMoUJ7T0TWVN0gXgAZVm/BhDOimwuMR88ny2UVb+twS2A6ShrSYYY1C1A3zHmQypqkrnIuCpGUyw4y7oCtsmRO1rKJHGEnOU4kGKTSeZJlM1F6z15zSnyZ4H8C/WgYvIotB2zM+W86hXI13Ga8efg89O6VqJtRuTj++CFEHUVc0b57giWC6TmNyJmIFMKqJoe8GTPwIvOC0LkmVYGYbtIQLPmZW55Rmk8HRjAZPKRwCEZIzFThTwnpoHD4pAYE2HlnMufjyHyItuB//FKKYM9cW6QUbZi14gvlWeuglkc6JhyXWg3WGewe32bTZcibqeUGp55zonMLFbDRjlFkY1cNipjVFg/ajJSBhnA/Zk7B477HWc3N6xKCR5GoF4ABMq4JZdUoUTRjMSxQb5MRgHU3hiPQcI1qAo3Ec1TFbs5qyURSmYHhQsZ6XVFIGGY13TPJjtGl4vuepK4EpZ4h5jTARIvbovEDefxjWWfu0w8O7lC8XxBsJFA2mtJAIHD5UItOCev/bON9hWoxJ33yXraFhlIUS9RLAC8Z5SdWAI8VbAyk4b1Eiw1pHVp+GuaUNJGFNRy7G6JrSCYRIEfMSpQ3WQYwjPzmA3YtLAEiIsH6qomZ05z7aNURIjPM4Qj9oXZFox9SENY6HYliQRwmbbx6xxwgpIyKg8gU1msCJExw9vEFtGiQJUVMTNQ3eb+G9Yy4rtly6YkvY1U4iWu8jAG0FXoglcCltga6XtCDQJfV8yPirf0TemeJ9B60FItGBkekjrA1yUxyI1murPO0BBc6bsD9pH+YbYQ4LG9H3CUaX9KIuwglS22Bmjjk5umqQseK12/foues8ubvO3nDMwqa/rCtslFGYhuHpIT4GEXBRjDHoWuKl5ETX+HkA4ZzVaGPp+j7a1ijhaeoKgcbUAneo8J22oIBbIQJZvt8ePngaSpwQZNZRnSw0lmc3U1iU/xzdf0B27yHee5SXzEYFs7qhk8Dt+19lO68QBB+hxgu0kwijW/ZPQ513yBzUeBpTBkP6CLR3GG2WVTIXTahsha8mSJEhgK3TisInNL7AuobMpjjvSKYGPWiY2fCMjTMUtkbagsRBMS5orMJjgv8aUeCmitVzlrMZWXsgM98zXJjeo+l1aC7vI489zqVIYZFHY2yt8VistUGyayS2ZYcyn6KiGu0UFkVBjp0OESJASK4usHKDE1cQeYcsNS+/+aAlv3rG+ojKBZlpETkK0QTfNg/aGY6Pb0GpieIEjyd3M+a24qScMa2GKNIg3/MQ+YTGeTQNoOjIPgaLdJJaOLQzaGtxLsX5HOkqSiNwKhxa5aZANg09l+CVgfa6xcyhSsnWkV9VpV2a0TuczaDlCkd1hDucINY38bgWhBYIU4FqiNwaUr+/iuEHxTlT6jzO4y9AfOMPXsJLw27H4oEX7864cOkYcfmT8Pn/Nb/35iGpFFw4qMg+uoWIP9ylf+npdSbHJc888zFcp8eNfJfPJxf4Zy/k2MND/t7WKV+9ccIfvxs8GwZfuIaIFNPfv/uhtvs8zuM8zuNHLaauwjkTymnrFVjizphdWxf2fKFN8Oj5oBC0p+4eLwTV9ITtWw+w2q5OXpfhcbUmFgnOVEys4YGdo60l0w7lJT581jPbP6IuSqQH38rBHI6FH/NCvocDPZVE0wqNCR/pPhhYh99d3f3h/BDvJbXRVOUE5yE5CSycUMnPEldjlHMoIcA7ovp4pQmyDiN1MIr2Fulq0AZbDVC6Bc4WzJ1pwfA7/xWzozsoESMQSzYFLAA9hWmlhZyRTcWl4xH8alkZyi9lQ0Gq4yhO71Af32M4GQd2hTOkTU1lJkhjEN4xefllJt95hWSywbRaP3NdS+zjR9hxudE8nE4wLrBDJkXE3X1HWTjq2qKVQvsVO0YZCyKYHjtrMY0OY2g8ejykcQaHRGuDqqdIWwOKZsnmEdSmJLIWXSfUVcLclVS6RNcVJSEREt7D977BdP8BznmEkEhT48sKi0N7Te0Dw+HuW29z+403GSpYpixxtKy0CKAruzSKF2dkJbXtgN9Cz2NcFUCzymaUOpRId94EWRYgbUxCSnR3hBmdwmiCr2ryM59KwhqKo/v4fEptDHvDU45vHS7N+r13FLfvcTo5QZrwLTbDcVSeMhntY9sKa66tOgieiSl4bfiAeL5DVHbQpsbXObHJQyLXPotBB4me94FZY2uM1ZQYnDXUpmbuDUNhmDYzvHPsj8olM8M5hxFQGsX+nQJlYSw1b+Yzjqp86VUjWu3c6YGmevlrS/bk2Hmm8hoIkLXG14LCZkvQRi9AwzLH1jnGuRUTUMccq4TKdSjzeWC5tM9vcRTfuwVNjfCWGodpLHXpMdbicIz1MdBZ+aQZiXMeJwQzaYj1lDdu7Yf2t4l/Yyrea/apnMZax2F5DMURAtkCqALnLZ0HDvF6hTkpwcuWbWLQpiCfTtr1GvYPjCElpi/XkI1GaEPpwLeVA4/uH/DOO+9w30VoG2S4YzMNbBfvabSmaCqcD8b7AoFwHulsW51UYmWG8zDxZrXfuUXhA4E1CdP5LDDWVFucol0LeV4siTjX9hSyWu014IlunPDeqy+1f7aa13iBNxo1GTH97nuoYhaAGGAyHDP3imNjcceB8dquBrTRSCvBSSo05chgtWeYe8atf5rH0whNXjccDAu8s7SkVTwC3VSkk9XPntZzKizOJYAnr8M8AJCVRrvAptPO4HAUrqKoxhznQ4ZmFkbLOKRUQamNABzCGfR0xtQFmZ6vSqLiAmJkqR/OmIwqQGJdSm0s3gtKN8PYUGEUyXKNGFcSlxNwPRqbMRUNxRkmkNWGo1GOtzGuUpx+6QbzP3wF0xqg16bG16dEplruvfgwxjavEFNDYwTG1ngC4LQnTpgUOd4t3umeUveIXLqUvQPYSNIVa5Su4UDmlL7BLMz9RZiH1tt2TgicNTgNMxUvGYWe4CEJHmqDawFLbePFdFn61i3nkgFKjTdueR1cYPxJYrajH44DdQ5Kncd5/AWIN99+HUXKyRvfwsQl3cayfnUCf/0fgor5vTcO+B9c3sTn+kOV7i3i8kc2ANhILgPwnnqGn997m689UeEubvNjL/0BT2x3+fu//RbWeVQ/of+5q5SvntDszT/Elp/HeZzHefzohIvFKvnzJpTRXsRSDuVZfLcKDa6pQAqkCh+KKxeo9mcQyDjDzCJORnNmp2NYJpJnb24xaIZRRUcOaLBoE7ySRFDRYPHgg1mrd36ZWDo8ZVNhtUA4MGVFOWs4uKfpjd9BthfQMkBYKeqRRMp5xXFdMdUVw8kes9EQyhzTekeVVcG8noEzS+PrA18sP5gbHHMs2mtKP8dikdohEQgnEaw8VJRTfO1373Dj5oRIRCTOsXJhBoOBlmGySAqDkMYjig0AelaSOsHS/H3xoe+DH9HMWGrrqJsx+cm0Zdl4XNTFRw1OnyJNzd3xkBvjPS5UfVLTbe+vMdoTmRzvz8hEnKM8GOJwCDz7QpKXPZx2SAHaZXgf4c9ILjpWgrdo53FNFcBDBE2To6snwV5kdPCQejwMz+kSnA/PnjlJR/TxJkIJhaZhUp+GJKeuWnaLRxjFOBfc/uofgA/l6NEGR6guaLxh7HO01xSFZjyft9NZ4pVExPEjoFRSpCi7AmAXDzOOLVUEUdNFuAGlbZg1gsIacB5taqq6RvoGIRVd2UdoRWNqjHBE9ep0v3Q5lK3s8Xif6c0H1JMJU1eGLE0Er523XnmXxhmkceAcR7LGIVBNjZsdhyTdOoSxSG04PT7m4O0Zxl1k0DyGqRuMEC1ouUJirXdLM/IH4phCBimrEZ5cF7x2epv36jmmMVT1jFF+xDvTI7wJZvwVNTUGF+3AjRl146lkaHNl9LLPRBQDMR3XJ7HJGflQYPFI5xDOtcypDqotE7BIrq0TeC1wlWFmZ6sBER0q3+Fo0kqvFobN7bVVa+ptvcdoj7UDiiqmpkGbirlbJf3GNqFSZyjTSe0N0oSKaLiwGxa2BgS5qTDa4F1D09RnPLYkTA3JLEeezqjePSQpY9aqDqWZUefvMm1qrA4STWkcUlsChB5a7rTGGonF0XjNm7/3He7febC8R2NssM9YrHnfAm3e0rWwYVNkXRPnJc7WWAxmo/0+934JAHVbGd4ionmFbPVb3nuMLjG2ZnT7Hoxm4ASlsIGVCcuqfIXpcidfzGm/HNuwKwUZYG7n1C5px9LB7BhpPdZFCBcYpsZITCGCpMxbNJaxKsn1DLxHO4V24d1SKlBljagKdK0f9coToMhwPsEIQ9mMKa3ByfaN5DxOqrBneAc6wjThgCQsjWD8Pdu/i3O2fYbw/lJSkCiJEZ64GpM0Y073TpnQQxORzwTOpLiyy61XblKfMeJuWlaPE1DZhvrB3iOMq8aVSAKAeygLKhzC1Ku1OheYtoqltBpVaqytEda1LKOKzAqE02SkZD5rcc8YU5RtwQ+PMUHKKQh+ctIFuaNE4HzwwhL1Jt7qJSvzbOcKQDflmfe7p/GWGQahDRQNGNMeRAmcjLEEn6xZ04QDnKrBLY30/Wpc3AqcdF5SiQSMBt0s3/Hee0ptiRB0zTlT6jzO4y9FnB6OmehDLg12yI+PeepgirzQkPyt/xwufowbR3NuHuf8e0mGiCXZc1sfdpPZud4nSiTlkWKt1yPvbvHE/TGJinnn809QfuPr/L1PDXj7YMY//U6o+jD43FVkN2Lyr+98uI0/j/M4j/P4EYkoW5VNx4NqZsv/TX3a/rHH2QDOSKlwTuKEoG7p9+asCTigvEAohVGemW0oytazZHUGurzf0tyCNvnBL0/1PeCEZ8gMjzwDagm00zTOh493Fz68h3bO7fI+daNxeQPG0UhP1oPOwlyVltljU0wr7xHOsX/vBlVTg3do3+AbDVUdwCIZYTGUKkK2xu7ee0SjGVFTSkctPViJ8KGOXCQynNMBsbOCwkusV0QkCNeESoXLNMCTuRjvI4K9kmcmLcPYsuaDVF56QaTEso8dhokbUrsgkWusBW2RxuF1SF48HiESom4fYyukdUFC4iwTM6OMo+X41sYGjxOTr8bHObRbeGm1heGtgFNLUXWWoyl965tDkGoI6YgsYDSC4EVkKgkuRZsuti4xTi8TEyMlEZaIpk2ualxaU7Oq2AaO2JbBYNkndNQm+3dOcNouJWOL9gw5JRy+h3LnS9mMEMEyqB1n0ab/znrqM/MQPN732v90SGFIZUypJZWvsV6C0TTeBIlP5WjabMhazzSyFCqw/QByNwnA42SELAuMNhxUmmljqLzBek+DoTRz6tED7MKTyIP2FdgI2QjqqcS7MATSOFTdMD/VFKWgtjXHfs7w1l3MdEghopDELth0JvjELDyewCOSBCUDgKUe5Mu1QDnnZLaHa4og5YMAeHgDXjCY5yGxd5Kijjgys+XaDJK4Tri+N8gFiBxJsqwDC8AASEjIFgxMsUhEg8zOWo1zc6R7JFVGt8w05cUHZqDBvyrsaWVTkusps3xEIJkJtLT4dm/xMoBSxz6nOLxHPvwGSk8xWgf/r0pgh4K6KPE4Ym2QwiJweC+RD4/xTcFca3RZoqYRWQmXh4KdeYfIx+A9UzdaTCukikJBAqFXjRYBH7OzIYcPDsGnNC5j3jgwAcgCgfYO7e0SkBMt0CiAxAoiG6RQKIXTBusdkQ+eQaoxyIXPkFuOFKapqZoJzuRwPKI5HiEqw8yX6FCykdjWGA1FJMA/2ukzN2Hop0jAu3LpRefweOECQOMtkiDtKqiZ+IZmXmNtg3QgRIx3NUnxYGmObVqgO5dNOKRo6jAXzzJMBSi3jnT9Vo4WzNBNZBZTHidl+H1nsE490vYFA804jXdm2a+0O0Nig3zPOsPUOfJ8Ri09uYqQBWAqUmuYFxPydjwrX5Cbds4qz9zUvDs5Yf+VG983UyWp6NCE0oaotoiBQJDKTvseAKVrknKG8wZvG6ImJ6rmSB8YZso1pCLGGY0TEdZHmMhDDJgAEEVRQW0niEmJRCLbk4+RqhlHBrl0Ygr7I97jXUvfXIKPK9jKEqqB+lqjltiSwHqFLsdwhnklXU3UPoxNJKWf441dXgshKZTHivDuWHdxYL5KEQ4R2qnqpj+Anf2+Xj2P8ziPP9fx1X/zLRCeNTfCScfH9nIufvHz8Km/BcDvvXmAAK4d12TPbyET9adf8M8glJJcfHKd/RtjfuzFF7HdAe81z/PTRvDfPHMMccTHv/slfvKJLf6z33+XvDbILGLwC9ep3x1R3xp/2I9wHudxHufxoYfqdYkWLB2vHj0uLVqT1zZBkAg6C2NzIYm6oWqT8034GCcwUiQSIw25nrQXClKO76+fs8CYFmmqaE9wBYH9ImREHA8w3mBc00pCgh9M7otWoiUAhfWSWhhmug7SltYfxSNQVzoIuTLRlvjA5vEGkBjX5fWDtyhNjfTtR7iuwjWkwgiH8xbvMvzis9fTsp3Cx7oRHmksqRmjXIRDLbvSWE+BQDYCpSSVr/DNykDX40FIPK2pq/WUrdfTgsUmEcgI2oyCxHmk8Kj2dVzPJP4AsgOHmgbgQeBRa5dJLl2k20qZHIGx5qwFITEYnPDsVSVz6ZnIFXA4qxza03KdFlKW8Bxe+BXEKAReOEpygn2wCUwAbTBNifPZMlm1TtHMRo/Mg0ZKUJakTbB9BFIIhAiMBYFYUsic9Qhh0UBVQnNniEAwdyVFC46KFtwMfW+XrLSorXCIgBhFKmUgyzhL7RZG12EeTv14NTrO4LoR1gcpivcReWuA7FyMs1GYZ14uMSAZxUgvcSKiosFiKPITRuM38E3DuJZY1yG1u4BYsjRK0zC3pywWomc1b51zSL+aE4uE2vgFcAGT/UOa2ZhKKTpOIu2K7ehbTsuS46IEQkm8dQyml7CihxMJ3lqKplr2h1/4oEmP9zHRxKJshvVp6JvScWRmy7kc00FJhZKCTEYgBS5SZHF8phhC2Cd6SYZCsJh2geDoCTCnRTYN0ol2ji1gRPDW4CIQrQTtTJcs1+isGTHVJdpkNLqHx1Mow7yZUVmL93L5i9P5PvNmDA6MDZLfyRTmx5ZJOaPymtpZhHAtq03QmQwxZsLcnfLSG99hMhxjq5xoNiWuaqI6MLAWrEaAWCniJMOJsyCooCGnbOaoUhP5LfZkw2Fj0bYJa1lAhaOMGkzaMlRtC04pSY+EnvVYq/EIjAjzJGk7PDIG4S1OuFZyFfpt4idM7RxlU3KjeENrGNcraTAC7Rqs7T9SWGERpoU5pRDgmuU6F8KgEOGdAkTO0GiLbgHB0obKdwoQMrB+rHWYwwd4JKWABo+3rfwRS9MypdaIcWmEkhIlRai+Z2qk03gBdXex9uPArmzXRwCuVvubEhLpLJg6jJG35OY4zEEhiLRFCQnG4rxHtVVMjZSBjWRKpAFdNcv+ql3J3IT3VISgcSWFaZid2fOcF+AzEpFCHFNaEO0BiRQChcJ7g8BQS0uZSJTOoZqhipKo1GAV6Lh9WdZhxQiBsR1EJAL46y1ChFUvJzOmszHerQDgXFgWjNqFmb5fsCx1A0Iu5+4CyAZwIsZ51fpltc8kFIXTYc3WDYv3ojQO5QQ+UjgBDoWVK+hIqNWhWK+BpNIIoUJ1zXYXwHtM88Plneeg1Hmcx5/zeOfmm6R+wP6rXyO2c0QMa//L//vy73/vjUP+xoV1mGs6n9j5EFv6aFz+yDrH9+d89KMfByF4wz3F54cHvOUfIn/hZ5n8t/+cv/crT3I8q/mHX74JQP+nr6DWEya/e2dVXeg8zuM8zuMvafjYo1Bc0DHrWuJNuvy7uv0w9ABSYJIRSXtSHXuJG3RopKaJaypfgrC4SNEkApTBqZat0yZVSLnywACiNmFKRBwkBe1Hr+h2iDsRUilUOkC2EgyPw1THjMUULyS2mbCmI1I9wJkI0fosFfVZFhJkO7sIEYyJTzsFtoXHhAApU6SPoDFgLKbjsLEPlfNiz4wZjaxRLlQFfKTv2ndIQ4UWwa+nJwqitpJa4eeUosAaT+ITFIpSlNiIJSMAAuA0FTmahspm2CKAXVKIpUmsIoBpkQzAVuxK1BJkEWhraEyFrw3R/Sm0njxybZt4axeRdsOfOQ8iop6fYJRh5/ntlpliqWyMcYtTc0+pHYULFb5ym2PQuFiRekHjV3Io5cPzNq7h1B62iZAglRF4T65WVb08finBkSIkSCrO2MouIaSi72QASxbVDs+AGHNTMpUlD+V9JrGF+AJ6FvxNxKo7l5Qpj2NW5LgmjJ1AIts+075hqz8HBL5pVuyThWfVYi4KEJFEdoK/mfWWxAlM+wzRGWAjESnOGSyO454lJ2fMDCcTUq0pfY5xga1khccaja2TVlXXaop0SuVCIu69wrossPV8qGB3pjsC8wWBkxE2aiVTuWRe5/g4RskZg9YPJpiiL3oljIYUDmSonChEBxFJhFJ4G7y7pAvV5kzLMKkjQxplYB3Cp636zRONKmbVomS9IPMRkYpacDn0Tq1KRJQxjeVynXupUGlGZsUSoVZLwyCHE4ZI1mQiWyLXfbGGVAopFHEUI3vhuZ0PfmbW+3bQJKUQzDFh7xDghSSJO9RUAYT0EUtp1/SIPK/B+hZ4DGwRY03re+XaSoa+BaWCZ92CIVdPhsyriplpqH0d/PlcK8FFBDCrjVLO0CIwP6QJHknO1zTOYkcn1F5jBDz0FcbZtlcDUOKSzhLYE94hhcQlEtIIGyuMNVgR7uudJ3YB0BVOI5xl5ot2zS7WiMd6RelyjPOhiEO1AswsEtdWHWzvemYGenyUBDaSgK6tWLMBkBJCI9QC+AOBQjiP8jE+EpSRJhEpSng0Bq88c1+Rm4IGT56leKGQ1i4KImJ0qM6XCkkUq7ZSa4DLXSs7d8Jju20xIy8wpgEckYzwIqIR4/CuIiwr4T2D/Xu4okI4g7Pt2C8geAGylSzKFty2WYp1evkeWb1rBHU3xiBYlx0iKcndHIOmOrNfOh/TtR0iETHraAqfI+qwV1Y+x+OpEw80eFHhhcIqEXyYvA/gugtrJgD2DoHEYjm2hyBDr5g0wqYRigCqTVwVAKrWn8niQSi8D5VBYbHvCjwxUgikDHuhpsZLMFmMEzGeGO09Lo4wSQIIEilpiWlBfownVpAmKakQoCJKSWAVL2ZQ3GBjSW5Pkc4jracSBifq8H5tK/L6R6qU/OA4B6XO4zz+HMeDe/sUdsxuIrGN5cfuzlj/q/89ZL8PwMGk4pX7Y/5a1gnSvec/fOneIq48vYF3HjtL2BwMmGdrfEw/AcCrn72Am0x47Hvf4Dc/dYV/9JVb7E9KRCxZ++XHae7NqN4cfrgPcB7ncR7n8SFH0a3xcUSb9tC3q5PLBUMGwCSK2UaEU4H9pFA8ffUpkl3orVmUgE7iOV0/5PRiDr0gQfDh0zck1VGHvGMwckIqJH2f4b3GCk3JjKkv8D4iSnskUUiWTS9jVTcLig7YgGYgIgkieDeJ1tDcWc1sOguJrwtV+pJuGpgWgFWObmv8K4RERuF54yKcpve7EWksgnygFzyM1lEIoZYcEyccFoOMHDVzGlFQ+gJrG1KZBzaLErjUgfB4B9ImeCCRijjtYltmziKpCPIH21b2MyElEoKypZDM5Izp1gS5O0BsdB8B3Wj7F9Gawdca7y1JpLi2PUBGMULK1u8DSjWjjAyN1Fx//CpeePLGBD+mFaJDXOoAYQhBTY32NVEaE0tJ4wtm/rR9hgXbK7RjodBq00VgJd30eJwJoIv0YQwylfHE9oAsTtq+s8huyoIg5YUKBrimoZI1WrbJoRQMTmJcLqgay9zNyN10qQj1HqJGEM0Uxotg9t1KTuW6YuOFF3BRinB+yToBqHxOEkkqMaZWJSQRMgreX5oGna2qT65ZtQQnu1GGlzFRlFGu7yDi3VZuKUiWoFyMxWOFbdkJIQkU0iGMWdEHCQySkgYrgmG5c8FfxbVMGS9MAGqTmCQbgICmmKHcJkQJ8eYllMiWHjK0htqteC3IHqVsmTWBJSFU8KFZquaEwrYdur7Ro7eZkkQdojijJypkyzbEr0iWCREiq/BxgRSOta7E9VKIk4AXCQMSTHcN1essVEJhXxErRkTAwgIYiBAh8RYeGQcgqpt02dq4BMDcTUAJNGEdz6OQqEcLTyzp0FlKmvXb+0DWFk0QUkNpyEZlOy8dDRpZlkEeJxS4UO3SE6RFzgc2olEK5yyns1CkwRvDlMlqASzHsl7+mcMhhKQUI4ydovSEWAUWm9QCkJgkphBgncXLlqkmJNEZBqZwNkipjEHGCi8EpaupnEM7h3eSRMXhmaSiiQxGWKRrgvxx1bog22xDmxUgrH0MXiKRRFHaosSLv5dE3hG3vyplQyJyhNBUTCkHCifj9u+CzNcLmPkJWowhMqhYUpKHte4sQ5nTSMu8I9Ey+HwpGQTdx9PbOGeRLbN3oXHzgPSOVgn3iCRdKIEQHilThFQ4NV/KfUXA0qh0grKWVIT9SMj2IEYFZp4RAlxAW6QUxL1O6+W36AkV2ICdOAA3az3SzceQ6aJ9C4irXR8yMLgk4b2qFyAaYW6cihlWSRTQVZJURVgZL0EoYzqBYdaOES04ufR+yzRSxi04CzLt4b1D21C9ULXsJIdf9qVp3zNC+vZaAiUEpZ1Tmgm1q1CqNZSXAhGnmEjipCBPPWUmqeWjIJ0Ugp6ZseNT4sggVByKNJyZeWz0Ga4b4qYOnlSqQyfL6KQ27MlaUlpF0ZxlFv7gOAelzuM8/hzH1/7wW+BB3ftDrNRcnFTs/A//o+Xf/87r+wjgqaEme27zR0K6t4iLT60hpODhe2N+4qd/GtfpcSv+JV6oa/6l+zLpM88w+q//a/43v/Y83sP/9V+/A0D30xeJLnSY/Os7QTd9HudxHufxlzSe+PTzbKkekpCwmrUO/Vauo5QKsgzAq5jBE9e4vNb6TEWOJ154lk+9+NN0ntxAphFxmrLR9zx3dQefLRhXq2xVRhnF5YzBT/8EV9d3kV5hqJGX1vGpQmM5URWjp7bIEoUQgirJ4UySYToxKokCaKVg4qchofIO6UKioI0FE7WnyRCnHRbCH4Eg9Y4NG5I15xT9tEcc94ikYH1zHdlKqXwUnj2WEV7EARwBrHAYV7Le7dO1OcI5nILGzymxRF4gZWCKqJaSYIyhayVZHIGSmNZDRNNQ+PkSKmikY2THeO+x3qzkMNLgNgaY53o88eSTy/4QciE78yCacNLtW3mPgCyLEFGElIrSzKl8gVRwcW3A1Y2YzX4PIQSm+oB3YUsYcnHw9vDek3U26Mp2DsTBjHfBIIuUJI4kkVwAbuAJyfjSNJlAlFJRhEoCGCq6MdkTjxMpRePG9JMO0dXrq3YICdrirMZLD8IzExpIcG6dqLbgJVUkcMoHxpy1CKeDXMk7DAqDIfOeyEt8NmDroy+CIIBSQq5oWS1ZrKMENktaL7UAjwgMancFSmUy9EEkJev9NTaShH4mkN0AfqzHKbKbEqtVurR0cBELU3kP0i4ZRAIdZDwyQmYDYiqCjNBRN0OKjZpRNMf7BotHR5JMdACBtR6ZJMheh+5GhhACEXeQUYQjgClKSbJIBdaYgLlyGOERqUXGjjWtiHSJRuOEpG7HMOmndDd6SCFJIkmsHIlrJTxOUUQBXE18hIstaa8hUQ0X19f52Cc/sQQDwCOkYa2X8cTHn0QEKJYIwWWXrYYdwcQfUpAHL3jZesy0TBAZw0ef+CSFm+Nw5FFFJYILWS0DYFP4OZiSWrbSpI1tImlJEtlW+HQI4dGVwLpOkA9LQeGmrdm8Z5OYftbFqgSfdCAJ+0AtPT4B6wuMc2jjQjsjR0O5TL7jSLXPE0CFbnbKoD/l+kVFN/b4RJH0LCIqlz5kkZLMXMHUTZAywssYp2Lm5BipiSJFLKD2Bb5l8NRpjrAK71MaFxN7SdzONiFFAAJjxdSNl0ypSEGGxy+kr1KihQIRQAmNBZdRdhyuEyPi1fiAJ5Vl2O8AIS2xEtSyJI8E9DOWoKuHjWYDR5DqRWaGTAxRvNqrQuVXxzS2lJmkkHkLuLTSu5v3KZucShSkaR+3ZHUGJqmXIKKY+OKg7W8ooyKwg6Qiuvg0G7tbkLSSWBnM1q3VFHZOIiBREdEClIoCGGYBdIS0HhkFVlCsJFkUni/xhnWjWCclVgJHhtt5Gru1uzxcKOIVKCWEX7KEIyWIBgMW8Fa6vc58LbRPts8Vq8D8lcYxc0Nm/hThBF0f0WlKkGDTFKFijBTQqYm766u+idPANLMaiOirsH+5qKQRBeAD0xeQMszRREmECgboNRVKVgipEVmGSBKI06WU3HZ6zHa30P3OIzy6qTsljof0kjkik9ARuHgBp4Xopd1Q1KITL1nU/SQlTdsDIB9hPKu9+d8S56DUeZzHn9NwznHz7tt0dIfh2HL9dIb8zCfIPvrR5c/81qv7/JWdNcSPmHQPIMkiLj4x4MFbQz714osI4M2HE35+8Bzfa05JfvEFqtdeY+v+Tf72zz3JP3tpj9f3JgglWP/VJzBHBcVLRx/2Y5zHeZzHeXxo8bmP/SJNXFO6KQJBLhrSXodIRVQbWcuiAr95gSsvvsDFvkZKydpOn8deeIKnP/OTdK5ldLY9uzuOXsey0e1zff1aewe//LdE8WTvGs/9xK+w/tyn6ac9NvpryLSHSLoBINi+gu9GiDZh9janiUPC5IVAZhn9TUGWtXINU4cEVSqcrIikwJoAUiykNnEWPFwKNw8pkgwMsJIaieC59WdRaQdUwmD3IkuyRizY3Y1ZX+u1j9F+GLf4RSQUyBiBJ5MJCoEYrFGYMRUViVBkUdwCOo60H/PMT7zA+uACNRUzN8bKkBQ4FX7fw0raJwwqcLpY623AWp/1J3f41Bd/gW4vJB1SmmW7Et+aVXuJayU8UawQUtFZ30DgqH3J9Ys7/PjTz/ILn/8VosQjYqh9haFo77uYHa2HSK+LjxQmUUgh6S3Njh9NASIhUAhiEczBaav2VaJECI2S4bTbWIdQEqUgjiRJR5KsrUOvi/eeja2Y7oUVKzuLQiKTNwItGjqdlLiXUicW7UMipCRE/RQS10rdDAJBHMXQd6AirHcICRukrCc9Ll65RE8k9KykVCULg664ZXf0YsuFwRpxz+MTg5IzpMrppJ0zzyyX0qwkzugkihd+6ee4trPORidmJ+owGHRZ8UtojfxBpk0wuMYjxKLGmkCqAiEs3c4OSdoj7nYCQFLWeGmZPn0Bd2WLTjxDCEm1vo5/PHy3eS/xccy1zYSda1fIRUOdKLJsHa0ikDlSWGIhqVVD1bcoFSGTPmqQQKcmoqTRY0oKRm6MbZ9PxQlRLMmilkm4HhN0kxK8pBGejojpkNKXKa4bkXnBtd0nuLx7aclCqX1OyYTORkq82UG1gKWNFXHvDOghg6H/UgIX7LTxcTvv4oi1Fy+glUUAjWiYuBGTyOOEoTRjCjGnPAMIyDTic5//NI899jgTJszdDKoGVTahgINzCClQUbUCDZVG91pmTKTwsaCMHIUK4BO7Kqxh64NpfOoQUTuaQtJNM2SrY0wiQyKDLOqJzYtsXr6KSrqkl66ytr5LhGxlUwIdZ/goI45VAOSExArDTMxI44wERSQj1kiIEThhg7y3BcGUD/vign0XagRYTCLoCUEkAkDacx6tYObGjJIcGwlc7EhUmKvORcjEU+0YxHMpcbpyBxTSo9KcIP2CmbqFiGukd2Tb/SAxbplGugGPIJaKbrxFXyUkWUykZkQqDxb8PngjhWsv9sGwF2WjHF9MMMKQxOEgBeGY+QnOl6gIdLdm+4kBShL8prJZkHj212CwxS/93HNUGylucx0SQe0LZm6MqycooYhbVlpbEBO0AxRJbYmUwUvBZtRDJT36SYZQigSI4ow+KZGSAfxUEtYvkl/u4SRLObIUAoshsg1xFXzYYhUkrd5LLj9+lWi9nd9REphfZ9iDiMBDyt2cKWMkHpMpUDEeQRMpZMTSq8mlDnt1i2Kzi3MGrxRxKsj9AaYvKIXjlHl43wKyRSsrSlxUIKUkkTE9XbLWbRYYI7msWHjNiUgGNqGSkIS1gBBs9tcYZBn26QG+G4e1Kx8lNmRpwsV0Hd1NOJUzKqrAUEsVtKb+woeDoR8mzkGp8ziPP6dx451bNK5ke34LEDx7MOPq3/6fLf9+f1Lynbsj/oNeDyJJ9vz2h9fYHxDXP7bN4e0p0sc8+dh1qt4aT3V/EycEL5t/gshSxv/kH/OffOFpdvoJ/6ffejOc9r6wTXJ9wPRLd0OlovM4j/M4j7+EEcuYzSeu0fgS6+fEaoBYL1n/jz9Cv59iI4nJYvJNya88/Xl6ETw70Fy5vIEQgv7mFjJW9C8Z4l744OxkGSpKWQgXgBbfkHzqyV0+fnWdp37po6xdT9nc6tDbuky0sYlVEex0GTzpcUkAopzT9PshOSpSgVxbJ04zhIR60PqrCIFY76Iv5VRJibeWrGxCIu8hSVOmckTjaxAeJSwTc0LVshmkirmY7tCRKb31NXwW47KIbK3L7rrg2uUusVgd1i4kD1II2IkRShClHUSvQ78/AFnRiAaEJ82CfMh7x9VPfIJ0c41MdYi8wGIDQ00GFpZEBmlPW5ZeqFA6PJExXL+KePY6URoRJwFUASDpLShJRKJGCk8t9aLDUXE7JlvrZEkSTvizjE4cM/jpn2bQzbj8VJ9qo6EeHBFnCcmCDeFb+Z1KELu72F7GZjQgXkuW119Bjn4lPetYZKKJ05j1pEuWpcFnRno0Tau3kcRxMA43fc/WlavBHweHlFHb7tDh2yIwB0o3w0uIsw6dTs3g+sdpFsmKFETdLr7tl0hC7idoVfHCb/wkU5WjMRTkFDLHZpY4ibmUbXE57jNQvRXmKCVKQkfC8x95jI8+s0623cNmEWmnR7+1NxDCobKMlktBN1X89Oc/ybM/91P0tgRJJEnjzhIkeCQySbXTGjDjsdJQyWCirdIuKlJEShF31lG9wEwzzhPJmK3NPk8+3UW2ZtlRL+ILf+MTLEqzp2nC2qagu7HJ2sWriCiikoYkjpBRg1IVSkjqtAlm4WkfJ2PqbkExmHLs3wlAkIAsTrFxBy8iojgJ1Jo2REdhsgglBbKVP8ZSs9vx7FzYYH3gebbfY31zGymDX40HSj+npsKuw8Zml1DUTdAklrRzRnq1lInZ4KcEeOHxSYxPE6JuF5WkbG8MUP2UrkqIEAwZU6c1mWyCXXo7ronM6D3zY1x58Qsk6xepZUUiIoS1IDzOGJx1dBT4x7qoyIOQ6E6OTAQqyRAIfCyX1+xHGYN+D0Fb8l60Zv2LydTuT7EUpComVWLJfuw89yybT1ynu7bD5esfZWv3sbC3tIBI0k9Jo4gLGwrXSbHdFIknwRENaiw5W01D7A1rLNg1gkgpcsY0656JHGJo2ZQtsyVTEV1pSZUPMq9snQiBdxqbRogsZrOT0lHh+SFmLYYLH7X0Pn6B/sX+coSUiPBCLVmoADtrko8/tcOFi5dILl1AxBHaaWo7J5IK1nok6Tq93cuIOGJDHVExxyPJMTRJTS+LoQX25NmKf76tIkjYf6XwmF4H3+vQVSk7m13Sfka8PgAhSBNLNw3SRoQgSxSyoyi2O9jYBNk1Fm81sYyQQrTlIMAnMSiJczEKQaQkpZuTJzWx15hEgJQoD920T5x06KiEjW6H3Ut9VJyy3r2EXJjxL3pNgEoknd5qrtdZTWknPL59kTSRCAlJFONUQiQklS+YuOES2Na+wQiNFAFoF+uShZlemnqQEUiQWQNbAxAenUlsFtPpDZhf6BNvDvAqbse4nSKL5a0Mg8ev0NuOSdM5qm/xuwuZocAogZURNsoQiQyejWfJtkmXwdYaorfJfHeElSZgbMqTRaviDVtrPXZ2W5N4YZl0I+LM4tM4rMl2CSHPVAn+U+IclDqP8/hzGt/4o68jnKKaH9BpSqLtdfpf+MLy73/7tYNWutcE6V76oyPdW8RjH9vCe3jw9ogv/PKvgIq4/fJNLnV2+cONDuuPzZn8i39BV1f8nV9+lj+5NeQP3j5CCMHarz2BHdfM/2T/w36M8ziP8ziPDy22nv404sIOdidmuLXN2uWP8YlrP85WZ5NZAjNVcGU7yLwSKdnuGp564bnl7wsh6V1bQ7bJcxxlREnK0lHDWoybsrsFF7e6KCnobWY8++KA5z65Q9LpIdOE6kKMWktI+gKyhqmfIARcuLaN2d1gsrlOsb1OFK/M2D0QRVEwaI4EOqmwnZimYxeNg0gF6ZD3IAX9pCGNHJGU+EiRPPYYu/Eml+UGKgl+H0gRTn4BJRWdWCFbs6Q0SdkZbCLTBPVYgrzu8BsD1nc2obdLsmDSSEn25GVsrLBpRPZCONi5sBskHACiN8CqFJ9EmH4nGG6bUL3IKYUXEQj45CceZ3e9va6SbMdtYihWoJ/ABBsRbwFHDGQ9RbLj6e0a4iQjTjK2NjbodwLwtNHL+MLzF/nZpwY8/rM/xsXL1+j3txcjF4ApFTGI+9DVdHdSNp8OydjyZ9r/CmwWTxRJkJb1OKWrNFe6gZEsI0WdVNTRDBe1rBkqglWNJErCaXoax2xvbwewsU3vjXeUZk4vylCRYtCNeOJjz4TkC4g6HeKty4i0H8y1vcUJixSWq8/82BJQ7McpjayJk9ZnqwOFGJOKdIWwrffpJkHG0+31Edc+CeuXaQYZbtAly0LfeQH6+Y8vxzK9fo3BZ38GIQTxZvizyxeusPPxi/T6G6Rpm9QJCb0OZ+rogVodjiVphlG+rTzoSLspZbTPzI2JVMT2egcVxygZjO93N3vsri2kUnDxUp+o64k2d+h0NemGpKAklwW7Uc523CAQKAIAspDoqo5DxAohNGlyzIATrqXrxD5CekW/30eeAaUuXOmSJZaekyxMqHpCc3mQ8OKnNvm5i0+yka2BsagoCqCA96SdmN56h62r1+hfvEyy2cEmEY2sya4dL6+/GLQoOiFO6pBkK0EUxcS9DXrdAVJJ0ie38YlCquB9pFNFspngrq6DFKs5KmQwVu8PSNOYrWiAbPvARwIvBVIIKjGi18uW43rxUsZjz++CBC0byCRKOpT0rJFyfePxpY9auFe4jm//P8KjfAFKh+S9fa4k7ZAOwpzwjWe9v86mSxZQHEoJ0k6fJFlVwhM4RBRxbafHumlYksDUikkihaOzuU7aWydOMgpyqignEgrRiej3qna9+uUMzFREpjWRave4TLGxtoFUAUDYHsTET7xAttllq7eQ7UIqk9aXDNLW62vzIx/h2Z//a1x5+nmIFP4M6IEQ6EtbpL/0V0EIbCdD91JkvKheVyEjy6AbLUFi1VbhlFKQKbEslKBa5pySCqSkc3GHT/zCv4+QkrofPJ5IEmzfUKdddKxIPvpXSNd2STopMlrtX6kSRCpBSElDQUVBJavA2EGQypTB1iXU+jpzXxN3Ui6uXcYNAiNrrirMZsLHrz3Ds1e22djtBiN6mSKj8hGjew88vtXnC//hzyCzDjKKSbe6pBciIiFwsUEpEEmYS4rgNxiA4natNoa0CVdLlCDNuvRcSt9o0n4ACiHIiqNYIbwLQKoQZKlifbuPihS7g12izkrqJ5SklxiiSBNFEWsbikjl4d0nF6MOSixc8gQiFiSddZRUeAFOaJKtmOjyFZJPfBybabwIFVl3thIy0SwBTBlLPvP0OlksEXGG6szprc+5snE9gNWru/DDxDkodR7n8ecwtNbcO7hDr1LUueUjhzOu/M//F0sKJ8BvvfqQ39xdQ8w03R8x6d4iLjyxRtqNuPfmKdevX2e92+GoMvx872f4WrdL/8UBvm6Y/KO/z3/4E9d5cqfHf/6ldwNb6ukN0mc3mf3hPVz1/cXKz+M8zuM8fvTjH/yDf8CTTz5JlmV85jOf4Stf+cq/8zWe+YnrXHi6H7xSvCPq9nl87XGuXblI2l2nSjrIMxKY3S50N3dXF2g/lK9mu6QiYivbQMUZHZEGJpAHRISMJXHcfmQKQf/ZF7n87KfYWNsOMisJqj1FVbFiQ3UQQnLx+lU++8Wf4RNf/AzVxYw0ToLdr2g5CWeSHrG5RZ3FoLoYaWikRURqaQSLhH5Ssd2b49Z7lF3Y+dQFLnx6m8sfvcTm5Wurz9/2fRirKIAI7f9HQtK9skOytUb/I5dZu9bj8qU+L/zMp8nWOog0sHWanQG9CwNM0sFkfbavXgn99+nPkKZ9VJSSdiBWhvU0ohPHK5BCCOwCkhGCXvaofCG9sk0mY2KxMKkP1fkW1ZIKc4pQCSpRJBc8Ko1QgFIRT33xi2x88YvtlTyDQY/nfu6vw5NP4n58k243feReMkqIheJyb5eLn36cZz77Ilk2D0ABwRhX9brEcUaSdomS0FYp4OnOLpdSicNQq4aNzS2iJFRwW1u7jMwyklS0oFoAEFQUs3PhAn2j6WuNUhKzsHuKBJ+9+lE+e+V51jd6yzYqFaoEyjghkiHpcd0Yc3GNtd5gCTglLYi10U2QUqFTh0tTHrvw2HLc19fStgKgDGBK3MFHiypigqS3kO85hGz9hSiInriAbP1qZBeSpObiTsRvfOFvsj7Y53rvIYkOzLgWPVy1P1FoX1O01dFKMcdknkRGrG9uIaMacGSbA371qV/k+YsvIIQjS0u6F9v+lhohHJ/83M/xzDPPEV29Rv7iTxGtr4PwQTYkLbHwbBpPrAIlRwhBJ5Fs7Hr6uxIrwzOsvXCB/mPXA/vGeS7v7nJlZ8WY719aI7suMHa6/LP1bp/sEx8le+pniLMUki7eWK499RS9OKMnFeuJpN/p0OkPQMW4ZCHXUo9Yx6TCErsmMI9kAM98HESu3cEaUsmWdRdYcumgR3dtQCdKudrdwOxcw6iV1FJma8hI0t/c4tJHnlitGyFAOmaZZhhPWNtdBxUhpaffiXjhqYt0Op66f0Sh5tBJMNEpVuatZ1dE3AIyXgTJsFSyrS4pyZA0HEE8p5c0SzpKnHTp7nRIkopBp8ZlAhk9YCMWrHW6xEqRbmuiM6QrBhvIjU26axss6z4KgTgri0oUvTXH4PIm1y6t0+92kVLikgF17wKbTz3LWhoRS0HiLHHW4/JnP8XGJy+RZC3DUnlEtrHcWxOp+MTOJ/nJyz9JnATWigdileIJ8rNIOTY2Ei48+QTXnn2RrAW+F4MqhYBuEoDNhbm3Upw8exUShZCGSBVEsWHtQtt/HjqthFkisJmCfhjTSEX0VUy8MC5fv0rUesDVqWOixqAitn/iZ9m8vsvuRoZIuiS7kOwG0/KolaBJIFIxV9MNYimx0jGOxjRxhUoiou2M7ReusHUx7OHsbHH5Z3+C6CMfZZo1XPvMNS481mez2yNrq9thLUIINjLFYnR8onDrCVf/5t+k+4lfpPfMOtn1TRCCi2sXghm8dMzUFLG9QSQliZCkLib6Pq9v5cKOuZVGRFFguG7219ne3EC0noYdGREp1cKPjo5MWd+2fOrys7xw5Vk+dekaP37p2eXeF0WSVCq2O5uBzaoitlNHtxO3EzBw4ja6HUxkUFLQ70dknX5gt0mBSYYMrvZBCGTSaf3M1HIqxFLgfMi5ZBSx3u2Qbm4iBtthwGPFem+bOFkxsx6lYf3gOAelzuM8/hzG61/+Xaxw9MwxwjvWEsnOb/6N5d/vjUteujfmv591EYki+9iPnnQPQErB45/Y5s6rJ3jn+bnPfx6Xddl5Q1KYku/9x3+f7FLC+J/8U9S3/wv+01/8CK/vTfnSW+Hkdv2LT+AKw+yPH3zIT3Ie53Ee5/HvFv/4H/9j/s7f+Tv83b/7d3n55Zf53Oc+x6//+q9z7969f6frxIni+Z/6Zab9x3BNTpKGpKO7nvLY1QFbvRTZJuVsPw39C4hoBZIkbRLbi7t8tHuZXr+DiiMSaVnYizskUkji5MyNt59GXn6BjcEWcSLpJIprW+tc7F0EKRikGf00Ymetx3OfepFf++Rn+d9+/j/g6s4Ga9KERFvJJeMDIB4kAZgRChlJhDRc3358VXFJCLb6HToqnK6bxLLxzCY7v/Bpnvhbv8LWtcdYVIxbGJ1HSuG6HWQchepLygdmlhCoLCPKIi5f6pPuXiXbXqPXsURZRJxEJFmCjEFtRqz3N/noz/48lz/2AnRTQBBFimsbmo0XU9YGfSIhsCbHClDKrYCxNhkSIsig1KBHLBSDdHCmQ/2i4BKildPJNoGUScKFZMzF7JjuYA3R+idx6ZOwfo3+9ee5MriC3nVcfnF96W8FnjTtsZZ02ewkPPnxT6Ie/ylkf3vJJJHtcwghSJIUrwLbY8EWEdt9Zv6Yoi+58uNP09/YZufKGnEUkaYNcSyIdjokcahq2BlEKLky2Q+yI4GVCb3tHp0kJY4U/V6XBdoUyQhkhFIJF7KYnY5mI+nz1NolMtUmxzIhTQQb3YTtfgchJVtXemxtJ6ytdZjrIaXP2XkiQSpHrIIh+/r6Op9+/kUiJCkR3X4AwwLxQJL2+6Qb2RKQCuME3cGMNBEQxShp6KWeLMuI2uqRyVqynLdRN8Umhq31AYlMWOt0uN7b4PNPXeATL3yKiztPsbm+w+WLF8iSLnEWnl1JvWTwcfUy7somW888RfbM59DW4bq9JWAiABElyLQXgA7nEdLhexm+3yVKPFlPoeM1qmST5JkfC+u8vXyWpajFfAKIIkRHkqjVoV79fETvc5+EjceQH/ksdHfxxpD1+jz3ws8RxTE7sUZELfCZdol3d4LEbbDD1gs/u2SDxNITtwbcsfLYToRpPWviTo/Ni9fob28H8DBNSQebpEKyIzJkto3rXsbJeLmes2jAx64GVsjW9cdQayki7ZFk6yS9DeK1x3hqY4dLvS4i7ZBIRZL0SDsJcmEcLUAmGU0qEUl4hu0r18kWQI0I/lYB1AwSzkiEpDoRNetZzcV0g3XVIUm6JJcvkzwZoZ5/LMyZtQ7JrqXb9/SvStZ/8incla3lPlBvXaDqX2X7ylXiKKHTevGdlWD5bkL93OP82Be/wJOPXQn+QlJgoxSnFNmFbQZrPZ5QMd0oIettcPVT23Sf06iuodjYR6zlrYywBQzjlOtr19np7JCkadsVgkQmqMyRRDO63TlKSQaD4AfX7XfY2d5YgWqC4DkUCUhirvSvcrV/jSheC6zAqCbKJDsdQ29dsNu7Rt8lpAuoQQnsWoxKUi4mm8RSsjlQiBZolnEWWFOAUIqo26FzdZuk0yGLJTv9BCUUMgWZhr00FoqBdsGoHdF6F0myzR2uZptkqcClErmh+cwv/QpXnvxEWK9RzOXnLpJsX0E880me//wX+LG/9ldCO/vhwCa99DiqOyB+/rNL0KefNfzkX/31/x979x0mx1Ul/P97K3fununJOUmjHG1ZcpBzBkzGLHGBxYBZ2OXHAgvvssvCwruBlwUWs4S1YQ2YZKLBOYETxlFykG1lK2ukyTMd7++PDjM9QRrJI81IOp/nmWdmuqurb1V1VVedOvdcoo1VKNMiVBUgWBXktIWX0FbVgk5ncYzcd6WybHyeTb3nsrixlopImNE8O0nE7WPY6UebBrZhY9oOvkhdLlBpO9TX1hPyBwu9SHN1s5RB2OenLBylqkzRUuni2DamofDckYAjboimqghBx6ShOkSoOULYcwj6rFxWnJdhyDeE5Rksqq3IZR57EWzbYc6cDuorKzBtB+IdaF+k2G2bUckPpmliKQM74M9/J2m0ZWI6dq4eWv64pfXUyqxIUEqIE9CfHnoUI+MwuHsTNd0D1HzgAyUXGb95aicO0LA3gW9h+awadW+stmWVDPWl2PlSD8tPOx3PMtnXNUxFMsxde/5E7IOfJNFjM3Tjp7lq33/TVu7jK/lsKacuiG9JBf1/3EGmL3n4NxNCiFniy1/+Mu95z3t473vfy7x58/jKV75CQ0MD11133bhpE4kEvb29JT+jWT4/ynLQ6RS2MyrgZFvY5kiXE/xxiLWUfF+cXb6IsyMd+eLiYLkWbStqMe3i9SygckW1x4yiowxF3ZwYbrlByLVprgyzvHI5iysWYhgGPtfKZdaQu4jwLA/DHPk+Gg4HyYRGui51VneQboqDyt1d95SD5/nRKLKmwjAVsYCPqmgQv+vgjKn3Y1kOyeBBEm4v2bJC7RITy69xXZOskcUtKxRjznUHzA3cliuS3H76aqpfdxWqPEDEZ2NoyFQnMBpUMTiiCt0D0XiWQXLFHDKtlajKKH7PQwNZQxN0kuRq2kRw4zX5thilAxGp0WsY0ip3EV8opl0Y3UqbJj63h4AzWLxwy21gPzSeAYbJ4vhiLmy6kMZFp1GRzQUj0raJYbnEaufSuvz84sts1w/GSOeKqtjIsObJimq0axe3fXPTfFRFGbYbwQpWYV9Qj9kYwcBEGQrbsrDKPIbPqMJtUFhzOnM1iPIXLz3OPg7qg6AMGtrmEL3gAoIXXkg46FEIShn+UL5dBrH83X5/RSU1y0/PBUO9YK77ViCOYxko08h9vuJRTAOq41kMNUw2M4y/KoA/2oVlGCjTpLGxkdqKeiqtELahiMTzF4fa5ECNQ38gV+jY84+OuBa2iVHymS+OwqfAb9kY+S5j+FwiwSRrOmuIuBH8tkdLrUHYp3EDfhrjjcwtryQSi4NhogMe6aoQ6Xggl50DvOE97+LN73vfyHbIFAqw5zKzDMOAUBVmOILpC6G1xvJstOegHSvflQ/6qsvZ1VCBFYtg2SbaG0ZZwzg+f76LJZj5rq9EHAwnWHxPw6A45LxRUQ9KodP52le2S1N8MYSrqaiLM3fuXJQBdrwc7XcxlUH1gtMpjOZoAKbOkG1xCM/tpBBxNQ0bhUEkXoFhmMWAczASwa7qJOGW4W85DTtmj/qMwryaWuZU57adYZkkq1rQpoXphTAcHwva2gk6Dp6reNXq11NV3kxZJILVeQF2zfzifGwvQKaqLHfBTS5wGQonUCo1EhQuHKM0OE4gF+LNJDHJ4pgeUcuPYdvYjktiYStZn0tzPEiouoNsp8G+qn6ay5og4CPdmRs0QilIhTWJVvCHyygPxbGKx0JVPBYolet67LP9uSC2E0A5Yax8XR7P9eOEg5goIpYf21K0151BZ6gpl+VpgBVycRsqSVkZ0paf4fiC4jY2C98PCsxgiIGaOOXxLFY+4y3gRXPb27Xxl1sMmf2j2mhgmCbKNLFNi4Dr8Pr5FxMwcwG8ylik0Gsa1/LjGblghXZMsm7uMzpkDmIpk5gNc0JJ0oFq0lYAw3JHCnajczcMouGR4uX5rE435OKFvdz+AGTdKNlICBUM5oLhJlh+P7ZhEvSDFxlmTmMZlm0T9ceoClQRtkPYjoNTXoW/bRH+cC5oWX3OBRBrye13sQrsskpizXPJ2PnBEyoqaVswHzNfrN8Le/giPhxfCKUUmUyG5WU1NLpBlGGQ9Wwc16Nz8VzmLZ5LJpIvru4FccwMppElaQ1REwtQWZYi3GBixjtAKzJeFKd2EfNq52EaSTIqgzZcVMbMdXs2TZzKcqKrl+P4Qrier5jlWsiKcmOFUVA1hm2SjSfJRhPFgBEKWmIteFYue81NJwmamnhFPZ7fj23a4CtjOJglYSdJWemSzGbTsqBhFdpXRtbIZX5hGliuRdIZKG63QmD5cCQoJcQJZuC5O9mVNggkDMhkCJsZGt/wtuLzWmt+/tjLvKMyikpk8C+vnMHWHl7j/DIs12Tj43sxTZNz1q4l4wtw7q6F3L3tbvyXX4ERCtHdvRTjoa/ynYqbeGZnD7c/uweAyEVN6LSm964jyy4QQoiZkkwmeeyxx7j44otLHr/44ot58MEHx03/xS9+kUgkUvxpaGgoed60bOa3xmhoCuMPjZzaOb7cSWo2Maamw6jAkGu5hEyPbOGuumliWDZ2VRk6X7Baax+WocENMlYg4hKMeLieScCfu5AylMrXKBrp0ld86+JFBmQNA3y5592Yj/aFy3JVrg2DkM5SbfcRCoVJVteS9tkY+ZoptiLXxWFMkMwwzNwQ24EBlGUX388MKsKxAGWVJm0rloy8wPLnbvw6gdyNDp8f23VzF4iaYrcxz/ZK3yt/QaRGDXftBgIMNNpkQwGwTXxBj4SbJRsxsE2HgB1gcXzx6EgfhoKsL1/LSxkMGN300pOrm+iEMfPbybCsXBcKb6R+yFimYeKYDoFoObvLe8n6bLShMC2Hqromqurqi9PGm+biVdWQ8ptk/Rbh6jhWfpmqmucSac5fSANOoJyw4QOVX98GWLEgrQ0dtMVqWFQzJzet45JqaUEbuYBRsduPObLAjuNhh0IYjkMg6MOPQQQTvxsmFg/RWF5DmaEps02qWxoJlOVqoVmWjWnZ+MPg82nC0VxNKSwTq7oa36KFDKxZwPCiSubHmqlwQviska5fpmMTcyDqQKw8jGmB42iwLZKBcoL1dVQ0lq7bxNxGrPJc1sjgohoGF+cCiwP0kbRSNLadhWVmsEyNsi2McJjy9kVY+YCvUgoyaZxAgNZoFF8ol4GhDEW5Vw4BF+2OfIZ9QRdfcKTrZVkgt19E/L785yNfFy3oJ7pyGYTr8Ne2k3Q0CVfnsykUifpqMo5NykwTbwyhnCzKSuC6PsxAINddLRIA08BwNUZ8pLxDPOhi54vrq/zn0m2ry/3vufgWL6H54tdx+qV/geM4KNtksMGg3x2mra4CjFwmh61y3Y+GywIkwx7hhrbc59fy8Hyx3OeisA8VMrn8JqefdyaLVl1IY0UFpmeRDWQo7IQ17SMjOgaDQapaOqiKxYtd4KJVQSqqcl2MfYEAyrRyQaZwJZYzsl5D0TK07aDdfFdN18MLa5RKY+HgWh5OPpBuGBbBUG67myofbitkbVq5zB2ArM7iWiaNFVFUvBUMizIvRjxQkduH88tYGWwm6lTi+HLHUSP/esP1UZzIyAXvC/t+YbtmCuMQxBsw80HcunCaVa31WG6IthXvKRaUdoJR3LZqPNdPwI6jR2W3uP4ghmFhWDa6pY2e5josZRQzGwOB3PaxTIvu9jTDhULfRiEWP3JDwzRMqqsaiFnDlBlDhJoaSNVVkq4uI5g/rivbwbTMYsAhZaTojyRR4RpU7VKMUCVGxRwMw8D1Fb6X8kXSXT+WWSiSnVsBwXiQQHkgn/WaINoQIVtRjYqWYSiDqBsk6uXWj2FCVcxPQ2NVsc0+y8t30cwtr+mNHCfCFSMDJsxvKKeutoZVi+aMfFYnGkXOoFgbT2fSlPk9AqYFykA7BlZTJd6CeXgtDZiui51/PyMfAHUsA8e2sVRuVEfLyHXp1oaJclyUoTCMDJoMQX8tw83LwfZAKQJnnIFTWZkfGTM3ymPQdUeyIyO5fcasrYPKBWBYGK5LS/vS3I0fEzzHKX4luZEYHSvOxwkEsB0XM/8digkJN5Xramt5xemVaUK0Ae2LUejSrC0L07KwTIM0KXp0LxnG9F2chASlhDjB/PnWX4AC++BGvGSa2o9cM3JXB1i/o5cX9/bzKsvFDDu4rdGZa+wUWI5Jy6JyXnpsL5lUllVrzsQzDRiKkjzQy5N9zxN5zWvofXofmWUfpGXLj/mbyH185c4XyWY1VtxH8IwaBh7ZRWr3wEwvjhBCHNb+/fvJZDJUVVWVPF5VVcXu3bvHTf+pT32Knp6e4s/27dtLnjdti4DPpqEmRDqVKD7uevnATGnPgZJMqcJFVkVdDY5r4wXDKMuhdcHC4h3VrGFjlDVB1aIJl0cpcH0mZv7k3K6pyl1sK1VSxBdGLkaxLLSbCwpZgQSmaxKpqMRwFOnqOGW+HmojJqZpEi6LAQo3327bHAl6jJ23kc88MR0HbZoY+dGlDMui/YrLKa+qBgpdHIKo6gUQqi6OqmWMuoBz/AF8AYva1vrSN1IKwzBxXBe3Jtc9vrzKR6Cin6jPj+UMYsxpJlQTIxjM1UlZ27CWmmDN+KKv+eWodaNoK9eGkGlTFnLwh/PrzrYg1gyBCg5HGQYNtUuIZW3C2i5eWIwODhmmhRUIkvVSWP4spn+k+HF1eYRQbVu+RhSo6k50sAIdLM9lehkKZSj8wRBt0VrcfNCxJlCNaRjEfDFMZYzqcqnx2xZO0KaysbWYDaEsg6i28WdNDNOmLljL3Noy2uIB4iEfvnCkGLAJWS4eCtNRRCKZ4qiEAHZtDU5TE2+76GouufydeIZFg1tWrBeV26Ymg74aBgL1uH4/MVdRFQ2hDBOfL0hVRaykCDhAuiZOYPVqALTPRuf3pSwZEl4SL1CGGx7Adg4Q9MJU+atQtkPT0sW0LFtSeONc0GzxIuy5K6F+BblEO4Mmt3zCz3BBZcjjysW1RAM+yGaxDIvEmsWkz1xMtKaOqtq5oCDhapKOhso5qEg92XiMTHMtRj7LLubV4DdDuK4PwzIxA14ucGYYueHnA/7c/m0M0VYRRBUCJYZB+dsvInD6qEERXIf62jkEfCMHlExI0X5BA2uuvBSUwYDuoz9zkFRzNcPNbQxHFmI6Dj2+NFnDKAYZbF+hG9nI57aqOU4gGMQL2JimiXJzGYkAtjW6e6XiojOX4Hed3NP5TDIzP6CPUQxk5JbDtkf+r2+fh2EoAvFK7Jpq7FAQJ2Tn52sQdkLFDCYFRLwyat2y/GhxFOvrGI5bHMlTo/HmdWJGImTCgUIjc/teIfoABN0YzcEFGN5IvSYnGsUKhQGDIWMQL+jQWdY5KiiVD1rms3NioRBWNNcd2OekRg+omDuG+eN4dfPyy24W9+ORbejDMC0M06Z2+RoWlp/LHK+GVi9Og68cOz96Z2HZHKcQZDXyayTXnurWDipb2sBXhmn7cdwAjucn01AFhkFzZYiyoINSJhFsYvlROAttscrKcCrjuWOKaVFWG8DJ72Oq0K3Z8bAnGv0yz4wHqT5zPm61xnIcVHk7PtePOeoYbjsWTkX7uNcqY/J9D6CzOszFy+dg23YxWKImiJoog+J3XCiQLn7WgmUVxCurc1mjloVhGFh+f66WGpDw16KiQVp9ZbTE2sgauUCcZZjF455hKKK+WG6AEsOjOxrA31E1pgGj/sxnSxZGjyyL1dC2djULOpaDGyTQfBCvZohoWQ2Wa2KFGQk85Wdg+HMDMbiBAG4xYDfyJmVljcX/3Xx3QQX5wKdGWwa27WAogyG2k1WD9NBzyHVdIEEpIU4ku9fz+IEIZtJPqmcnjp1k6SV/UTLJzx9/mQrToHz3ML6llYc98M4G886qZbg/xcYnc9lSl152GVnXx9mbF3LH1juIvflN6GSS7gNzYO4VXJu6nszuZ7j92dzFW/jCRgyfRfdvNhYvLIQQYrYbm+mj9fgucgCu6xIOh0t+Rht9YhkqHwlcmIZBdFUlbvWY9x11IwNlgGHi8/to62jAtOzcXevKdvBybdFkscLlJfUkRquozmVuRSO5AI1v/nyq57Tj2Tb+4JiIWH4eoXANZdWLc12kzCyEa3NZMUFwaqHlPe+n89rPANDY2EydP0yVk8tmsfLfa4Y7dtYGjp0l4KWoiFYwtGIu/qVLckOtAe1lHZhjLnIML9d1rTAqmzHq1NirjhNb3ExtVWlmWsaXu1MdbWnEzGdcNNQHuaylGaciQ8pM4Bg2obII4YrYmJWf+xXNZImMCg4aKFS+9oapTPyeHhm8pHBRPcXvt4YFjfTae+gxeoqfDdMaWS6VH9VMmZqQ7aBMAysfjIiGI1RVVBHJ/4/rZ8mataxasTDf/VAxXJbFDFsod6Q9fjvAoorFeJYv10WzMNKUnSU8J0DZwhjVzW0jbTBVcXmUnavPZPp8uS6V5C7Gi6NVKYWDKtZfGt2FJFKRywavCoVYUFMD2ZHRzgojfQEM+6pJuBUYtk1lYw3RxhDKdrAsm4DPm3C/m4gC4oFKPNfHuedcyZrTzqY6VItn+VC2jWHbWJ6Hb+ECAmfmaiw5jY250SALQQKdLWamaCbfpqahsG2XgOXHtVyUY6NMg8rmNppjLcwrm4fh05ghjfLFMKK5rCZGBWGayqJE3SiGYxe7g3qWy5xwC2Hbh98LoKNR7GAonwk3sn+o/CiLoxlj/m+ONGOEIlheIHdRq3KfLac8jG7roKXs3FyQIB+jdkyHWHMDXiRf20sX5mtiuyZNC+PE64P5UTkVps6NNme7pRmXKl/zzFSKgO2joiZazFgZndFiGAa2ZePl9/uGmkpef+VfUBdvxPBcDNPEibikVR9D9GPbdsnxVCmFitSDP45R3l4sSm7YI0GprM5ihsMEzz6L0VGipkhTLoib/+So/HZRxfpleiR4ryBpJMkESoPjhS6Ftgm1YR/BQADTy687f2m92GwGUBaubyQbByjpPOXzRzAxCJi5bBZTmSgNrmHTtHJJ8fjsWR7zy+dT5guSUrkaVZ5hEQxaLG+K4VQGcevDYBioUA3KtAn5IsU3tSwLU+VG9lO2S8pMMJpTV0tw1WnFuKxpKdxCvSs3AMFccMvLB0b8vkDJ6wtF8pvKO5gb78Cz3VyW7qjgu8/v4p+3FjPeUnysrL6DSFXTpPt7XUeMpgUT1+E1JnpNPlBpmprqmiyRqE1VbTOxmsrcZ1gpMM3iZ6UgWVmJqqnFNAzKO+sZ8h/MrTfTKkbuTFPhWA5rKhqxMdGOQ8jnjHv/YmBX5eszGhDweRiWQ72vLF9rK/e9vzjWmp84f/NGmWNnh2lZVLW00bRgSX6+uee0Z+FUVRXXg8oHf0fPQ9u540yt6xBxYvhXnAuHOMaNNkEemhBittp517fpMWOEu3rQSlHxnjeVHFhTmSy/fmon11aXw44EgVneda+gfk6MSIWPZ+7fyZzTqlmyYiV/vO9e9meaWPfIH7D/+lP4Vqyg+yc/pexn/4vxjTP4Gt/mb+6Yy8XzqzH8NuGLm+j+5UaGn+3Ct2B2jjYohBAA8Xgc0zTHZUXt3bt3XPbUVFiFix2lqO0YyWwwMHDj4QleMOr0z7TBGqnvgzKKF0Qpkgxk+/EHq7ErJx8wY2HrSloa5hHM16cxTAPX86gmjDk2U6pwCq0BzOIJ9dyqZflC4LlrS8v1o+zcRYrl+nLZNyi8pipS/UM4WuPESi9UCkEc09AsqVhCrLYOnc0y7CbwJVzMsIuZGmnP6TWno7UmQKAYlHKD+WwsL0PAC2Em3Fzx9lHiFUH2mSmU3ys+prIpXMMiYObanNGaus42xskvsAUExgT5VDqTy7DIb89C956SzLYpqG5rI3XfEAMJhZcfFn50MEGhyGpNxkwT8HtgKIKmR9Tw4XP9lMf99BQuPCyreBFSyJTSJnjtcdK7wCx0/xoVMDONkVpMydZaAo1lZIYSY7pAKrTlQSaVy+pRCquiAirmw4GduULchcCNa+cCtpYNSXKfWWDemWvHL3ysKb+CSyOWbk0TyjAxDAOvJhe4Oruzhq19m45o3QI4po1pWgTrGvCFo+zasiW3rkYFg5zm5olfbIAXCOZGTwtYhCsm2D9HMfOVpk0URjFrJXcl6hgOzqjdcqKh18N+B3/Mj+k4eJ5HVSxIyA4SaTqLc8L1PLR3G42NHp3N+ewUNXlmCozPMJlfPp/55fNHFq/QPdfK1R+yDJuyWDWO5RJ0y1BKEfKHR5LECr3W8oFy12eVzCegu4hnw8VlH63GH6VrIEu4IZqrpVcomj06+4NcbTbbVFSGXMI+B8Nfg2FuzL+vwmteSbJxP2U6QHkozt6BXGZHilzXtSy5g5Jp+8CnwbAxbAd/fr+MutGS97NjueNgVaCKS9su50f8NzBSz8nI31QYWQeju7uOZKqFL74Ia3gXmU09BC2XrM+H3+cn5fogWIUKWLhzOorv6wuYJBNZbMsmmRwJ3qpRXdScgI+glcW1UsyrCZHVGn/zCtj9dD4CNrL9myPNPOX6SRl7iZiKisoM9e0B4kEXRnU1HV7SQSaZwrFc2sva8WJRTDu3fpNGkoTfwgkZsI+R+ITKBZlrIh79iTQL5s/HyQfrCu02lMLv+WisacUbM6po0NYkNFiOg98J0M8wShkYhsoF4aLNlC1qBnMk86iyMczeUZU+XMukKlw630B0zJ0ORt08muAmv7Jy26pyUSeqtgrnpTuZNy/LM4bNsB4JOhYy37Qy0LYPHD/J8ioI2jgxHzqfKWUog4SpIUU+K9XAtQ18jmK43E9wzEiuJS0ybRSK5poq7GgEwy7dDwhVU12+gm07GBX4svCpACEnRMQJ524O2Lnu0YVOl1Evxh4GUZaJ01CPNg3I6OIyzS3rZEh3g9JkykK57qEKAuUtJFvnYLxw97j1NhHJlBLiRNG/lwc29II2sPY9R8qX5soL31syyb0b9nFgIMk5w2DXBrCrA5PMbHZRhmLh2jp2vtjN7k25ehpveOtfgGEyd3srf97+CLG3vJnk5s0Mrt+IuvzfmJt9iQX7f8dtz+Qu6gKn1WBV+em+ZTM6PbWiekIIMRMcx2HFihXccccdJY/fcccdrFmz5ojnVwhixKprR7JroLQo9iglQY6KedB89khQQalRwYNCIWrvkNeqSqliQAoKXRrsSaeF3A15pUbyknyWLxeUovD8yHIYtoOhwG+buOdeTfDStxJZ0kyso2n8G/grIFSDMnOBEWUYpO0M+8oPYrhmSdevuC9Ohb8Cf37YdQDbNfEqerGcDC2xNs5tOJewM3bkJDvfnWdUG/MrqNqfWw9lYy5Uxy5/7jWKrNIMhxK4LTXFu9d2KPfdbeQzHnAmXpeTCcRipMOVpOwQdj44o0ZlEJTVNxIrryTVHsJXDoYffG6WxvBALpuneBFmlmTVFTKlAMxIhNBFF+LU1+cnNYu/zVGjNClbYUeCeNWlQc3cxZoBpo3n+lFAMB4HN4QO1RW7ZAEkG6rJ1lZghCtyQafwmO6Uo4VroXlNLkAxKlDmlFVhR+PFTBeAeMjD70494Kf9bj5BQ+Hz+XAaG/EtWADKoMznoRynWDR5MgpwfH7mvPoviS9biO07zLY1DGzbh1KwuHYZp1WfVgwMqQn6E9VHfXRWjxrVsRhctFGmiRs0MSoMsByomIPl2AT8Pupr8umUE/VRKmnOoTPKIj4fnm1iR8PUxXy0VwZprY9xxVveTKY2zEAgm6sbR2lUyhhzrLLywewsKZJOF17z+OCd43iEguUEy+OEK6pGMqUsG6etGaelMf8OimRzDYm2uuLxxR/OZTA6ng83VovX3opbm8syNTybXt1FltzIhH7TwFaKiOvmskOcIMo0CTpB1jaspTXSWtIuX2M1nWvOAXLH4ELMqRCgN1w3P7poYR8xRh338vuXaaIch/K6KJFAAkMpPJ8fQxn4mqP4ow7Bigq8OXOK72s7JoGQXdxvnHgFTvUc4q0jgSvlhbGMNFnbh2uZLG+MYdj540xhnxzFsH1gernBBaxsyfdLcXnLK0nV5rriNUWbaY+1F7vD+rwATpumMhQteU3u2KxwbZOygFMMcBTbAWDmPgeGYY4LhjoGBO1czcKWJSuobV1QnGd+BRKLVxazrwCiVf6SeVy6sJpljWMyWSdQGIxgIsqA9hWVhNrmgi8K81+Dmv/q3OvyQanC91Bh2bSRy04tHP8Mw2R4QQtDy+aAgr2BNN1uBtNQxf2ivRkuW9OEOXb/y6+rlJFGhapxOpdiN+SOj/aojDwAAnGI5GqkFb7PDSNX86zcV4ZlWoTK4yWZghc3X0xtvq5a4djpswIYlo0XyH3XuaaDUVFPf2WUTHkkVwy/0DyMXJrfFEimlBAniNTD3+F5GnEHfKSMJFWXnpMviDfiJ3/ezhl+D68rQeC1DZPMaXZacE4dj9++jT/9ZhOv/sgyqmtqWbxgLk8/q7jrhhtZ+YkvY37hX+j+8U0E/uM/0A1n8ImXf8Zf3nERlyyoxjAV0Ve1sv876+n7ww7C551Yyy+EOLX87d/+LW9/+9tZuXIlq1ev5lvf+hbbtm3jmmuuOeJ5mZZN+4pVWKNOwKta2unvPgBsHzd9yYWF5eR+Rm5hj1zUmAYJQ+E61hHdxlRKQbQZLN+kdZBa4gGMQIDEAVXyOpUvMj464GNaFnHHIei54M8Vb11hnE7EnSAAkC8GPlLTqPQkXhkmtqXx+Se+eVG4ONTk1pPf8I+bptKL0G/1U+kvYz/7c6+LNYO/ktbkw6SHowTDtfRNOP9Sw1UDgIPRtJxkXw/Z4SQVzTFijQtR4SD0k6spdQQMw8QLxzjQ00VZaxk1LVHsUaPw2q5LfX0Hp/sbCPdt5vm+DLFKE39/KpehpN3cZyJUBqZFW1sbGzduxKC0O5cx6vNW3tCIMgwilVUMDA+hVH54ctOiPlRPY6hxwnWhAdfzM7djHn6/n578Y6ODo06lQtOAG3QgGy0p1D+RYobVBN0dC127vCleKAFcGM3V6PlBbC/ZUJpYbT3xypFM9AUtzSQ2bkLZFo0Ll0w2m5K2Gb4oeJFDdt8DsGwTvy9EfXWIxnBuHQ7k68ZN1J2oOuIr+d/wPAx/rmthMVA4KigdjAVIDiegaSUMHRxXA25c+w9zHLAMk2gghlkWxjAMFtTm9kd/xCVrwpA/32VzTNONMdt0dJAi5fSiJtheyrIxzQy1HfNzI4H5opDNBU7c+pEglqEM/I3lGOZIUDVUXoPhRLE9FzfhYlgWmXIfvuZWjOeeLF0m06BK2dij2mTm12HAHn/zVylVetxRCgwNyijGSb2WWhKJYex0HyoOvj0q1w1wVKYUwDltZ9O9y2ZTn8dOrXBNF+JZyurCmM74rJ7C+wO4sQiVLc0sax7Ve8DzGHbjmN4E67OQpjrBvLSTIeUmcSb4Iji9+nTWbxtGaaMYRClsT8uwmFfezsDu0u8hI/85K4tU0NW9txg0j/vi7FfbCTkhlFEITqbH5wDm16NlO3jBII4/wADQPHcJL+7JDYRUX3+I4PUROKIqKPmbMVpr7NpajO5ujGCweNOiOM8x+1km383bNAwqIi69dog5HR1kE8NQvRCVGsLn5YJMdXPnkc2PilloWtJM5YJGtkt5Qw2+UHiku73pQjo3iqIXsKloCGFvUKQSEAh6JHpG2hGOl35fW4Y18l2a30aOYWFqE9suZG4Crkt3bXXuuD0qy1UZBtlA6TFpMpIpJcSJIDXMuofuI2Mo/Pu3kDY1b3zVh0om2dE9xF3P7eED0TDKMfAvOXxB1NnEdkxWXNrE9ucOsvmpfQC8+nVvApUkmYjwzJ8fIvLa19J7x52kDxxAXfzPxPUBzu76Kbes2wWA1x7DtyhO713bSO0fmsnFEUKIQ3rzm9/MV77yFT73uc+xdOlS7r//fn73u9/R1DRB9s8U2F5pXZyy2joa509cmHxC+XpGJZlSOl8jxjDJ6qlnoCojV0eDSO34q8/8v45tEPWPrxNTCAqNrlORCySUBkRqgjX47fEBo4Dtp9JfUZJp1RZro7N8bn5eBvGKDIHA0dcfNJWRGxbeGHN3P9aE45g0NldS3zl/4her8X97dghsH6ZnY1WaLFi1guaVq0amO8KgFEB1sI7aunaqq+oIlXkTTuOUNWM4PgjEsavKCS3vwHDcXHZUpBGc3Ghtfn9uPRe6703EMEziDblaLaZhgC8Ejh/lePgtP9H8UPOj6UKhXNMqqQWTe3B0UEoTXAChiime1xSCLhMEr5Rh0FwRoKUpF+DxBUMlnxXI1QIq842M9ua0XYDTfiEAtmWxePHyYlej3MLnu1na9viAxLgG5OeZ71bZEDr0DTTTsqiIaYKBUftD4YLvEBGicxvOzb0+FsPt7MQwFJrCxeXI56ltxQI6Vy/NdXcMVU8wpzHNn8IVulKMu5K3R72nL+QQiOUCKiNFpCfOlFIo6syJuw477R1Y8XLMQP444EWgvGXc9gTwQh7OmONNoRC4XQgkoFG2XZJhanguvqVLxy/jJIHR06pPY2nlmOkNlSvdN3p7GQaYBmY0iLLI13eCWCxcUpjdtGxs0yJo+VkSX1qa/TrZ52zU47GAjTOqnpxhmgy7CTLOJK8b85nS+RptiUiSgfKDE362PcujPL+/FDMpC/ugUjQtXEJ5TS7bxjYsyurnFEcgrKysoLmuo7jNVlavZGHtfMp8ZZxed3ox6Df2fTP5vJpCjUAz4MdpqMfX2UmozEesZvp6ijiF4vxe6XH07PqzObv+7ElfZ4ZChNauzXWBNkvXq2nYmPb4jaCUwmebNFTG8Pl8uRtITgAC8eI8wvFKotU1+ReMerGd76bY3EqoPJ67gVO7LPcDxWzmWHUAN59BG4h4tI0q9TLRvjM2e7n4lmpUUAqj+ERh3yjz26xui5MeW1dxEpIpJcSJYN1P+GP/YkzbIzG8leDSVoKB0jvEP3h4K34UbfuT+BZXYHgn3u69cG0dzz+0i3t/uIGa9ihewGbFlav5868f5de//DXvf+tfwPXX033zzcTf9z5056v44PO/5eo7ruLyRTWYhiL66jaGX+rm4M9fpOJ9i06IQu9CiFPTBz/4QT74wQ8e8/ep8Oe7pQT8ZAcGJ56o2H3PwDRztXcKmSYqX7x4qg5ZMzrfJU0FfIwu0jry2vxFzegLQ8PMXXB6h7/Q6CibM64RIWekO9PYbkITCYQhcKj7toXuU6NaP/qCMxwJgusxd+7c8ZlaY/5vCDcWT/Y9x8TyFJ4/gjKMYja03w1RWib48ExD5YrIH2JjKNuHOf9VsG5dLpjkcylWVi5MM0n3vUMxDAOlTDBslGWMK/JbkPV7aM/JjVCVn69VWQH9fWO6keabpQvr/dC8hgbsnTvwGkays86dW5nbbEoRWnAJ5Ef4alq8bNzrF5QvKH0gWBoMs8cECZVZ6IZ1+G6WhWWyDZvLWi477Pr08vtLZlTR9kIXL4PJP8tjA7aFYeMBrFFdFh1valkMI/OZ4jnVmOkMZWCXaaywpqGzrGQyw1CUlZVeuIbyWSGWMvEZE0VQIFARJpk1sfJZgL5giKH+vnFdzCZs86iHCgGwYmadm18no7KGCl3vWleuYOeTT01a561wrB3N8IBMvitTns+XpS+twV9GobQ/QHnUz9zOztGNxzBybfMFxwx4MOm2KOQgTvRUabfJcS8bkynleSFs148TsoA+yKYPOd9il8RCDSXAH4kSLa+g0g4RcAP4QiPbunZOlOGB1MhnWhk0dVSBnaIyWMHwQGrC5vaE52Jkk1ijuppZFXEM1y4GPCdSXhskMTTJMkzCDPgID2YxQqXfP6O/Vw5n9PeO5Q5i2hZVC5bRNKatYz+rozMIJwpCj56+cnEdgXSwdILyXF3D8xrPK+ldU+2vpk/1YlsO5qiAmTIneI/C/lTyvaeLH6XirSRV2ubKsEdFaPyNo8lIppQQs53W7Pr99RzwBXB7hjE1XHnVX5VMkkhn+PGj2/nr6jJIZgmuqpmhxr4ypmlw/jvmMTyQ4vbvPkM2k+WyZZexLbaJVCDMT391M74zVtH9k5+is1nU2r8jwCCrD/6GXz+1IzePkEP0ylaSm3sY+NP4odWFEOJUclHTRayoWgFA8KyzCF1w/iRTjnTfU0qxYMECnEL2iqGKAYGpOGQgJBoh2VYH5dFc9yM3DL7cRYphjNxtHX3HVpkm+GMo36Hr9Yx+3WQ3JMZmZEzE80EsMvl0xS4toy4SxhWZNkwcxynJepisvUG/j/rOBfii+aBBvsZL2AmzvGp5MUiij6C2VLSuASsUPeSAfaXbKVdknrGBJ3N8hs7hWIaJYVn5rhwmnjVxplZ+prmLnfys/StW4FtWKHo/JqA3pXeHWE0dtavOoKxupPtOxGcTyg85j7+s2M3msJlNo1QFKgk5wXFZD4V1dKiglOcf/9xU3teXD0ol0yMX0oWP3ejXH/YC2VD4Qg6VlWkq6o8sEHUkrLAP0++N2x+UUrjVGnPMNapnOoT8DjVVpVlaTWV+aqMe4UgZVZUTD/4Qrw/StDBe7JrasGAxLUtyx7qysjKi0ShAyYiaE3Hz3eAKgTw3GEG5AWx/BDTMWXUmjfW5DNayuXNZ+OY3TZhRMhmfY+PkuzQVgvsNDWkaW4YpfKoLAYcxg4NiRiLYFXE6LlpITXv++KdHjtUTMZQiHA4TGxPoG/3aieLEue57Y57QFqbjogo3utMTh8eLn8VCcMo0Cfg1sfJ8HS3Twm+640Z7My2DQKQ0MFNeUcbSFQuLXblz7c3Nd2F8IUsrl6INi4zlH6lll88GO9wApeV1QWrbo4eeaAytIGsYJUHFqSp21y1mN2oCXpagz6MhHhoXFB4bwDdHHVMOd7yIlsdobmue8Dmf5cM2Suflmb5x3WYny74MOgEqQrmMqqAvS9hNEgrksx0LEanCd/fogO1Ug9hIppQQs55+6S7u2NYG1YpU79MEGipp6iztkvH7dbs5MJDkIkvhNISw64OTzG32q2gIce5b53L395/nnv99nvPeMY+5qxey57ZtkI7zVEcLcx5+hIEHHyJ41pno9gt5/8Zbecsdr+XKxbXYpoF/eSWDT+2j5/eb8TqiWOXH7gRMCCFmM3tUwXFl25NfOFcugERfri5LnhP2YQ4M4A8H6Gxunfh1R0gphXacfNaNgXJ8YA6MPD9BofPioOpTOME1LZtsMjHpyfVk3W5K3muSIu2jl2F0u2D8xcQhi+/UrYBAbnSqpnyB6VB5nHBEo8PkaoDkVQdyzw+tnIeeYASyycQbWthOlMwhrtLGB31G/nfbWjEHe8ZNUxWoojZQe8j3NgwD0/ERiFSxuGYptcFDTw8jxdWVaaI8D5LJ8VkDhULWhwksKsOgvG7660r6LF+uIL9Vum3tmppcHTRv8uBbXWeMdCJz5O/p9xNyHOKhkaBTMeA6atOuqV3DgeEDPLr70Qnno/LVtqPRLEzQbWi6GEE/Ck16zK46NhhRsLotzo7dJsFAabTKNEw8y8LxRQnULZzwtcpQxdH6INdlzAzmzn/r6upGpjvMccMxHeaWzc3VawJcx8ENRLEKQ95b1hEFocYKe36ydpaBsU+UxIQLGaJjJjEMAmesKnnMCIVwmptxW5onfkOlaGpsorFRj0uYCvpdon6HyvoxGV1VC6B6fJfjgD+DgcYMB4GDk3fxLHb5zr2h6fcT8DSWkz+eF6NtU8u4LWaPBm1iVQFi1bnPR6GuWnG6/AqLVvrpPzh8JDGQqTtUdtlhX1q4gTHyWNjzcfac+gnr2o39rNqT1A0bzTUd0JkJR9+cTCwcZu/+LqwxGX8T7StKKcp9cVrizTS0l5F82WVwxwBmOJc5VtUSwdi1d2T6wvFZTz7YykQkU0qIWW7vN7/Elsp6nAEPbzjB+a99R8nzWmu+99AWXhsOYPckCZ5dN/X06llq3ppaVr2mlecf3s3d33+ON3a8kfvqH8YwNE8OJtjV3MjBG28EQJ31N5Tpg6zouY0f/Sk31qtSitjrO1CmousHz6FTMhqfEEIcUqAcOq8oDcioXHxkXkcjjntkI8BNJlhZgROPEKipZKKT/EItn9KTWY1hWrkRtg6jUMtk7Pegm6+LdKg6PEXVi6Fp8lEQixca2UOmIR2ikSYoc9zSr410sCLUlC88X2pO0zJOazrzUK0e8xa5uY/u9jW+iRNkSmmdGxQqEsZtHQlEdnR00NzczIqqFdQED52NXcg+MkyTykkK3Ze01TAmXF1jt2GkpoZ4fSOx2sMFuY6tsRdahufhtrYc+jWmgTtBttThKNOkLhTCN6qbUiEoNfrTZxpmsU5MQdvy00Zek8+Cy008PfvyRFxX5xLfDtNttSDgWcypcccHIAv1r15BMKj43hMcZ0LluQCi5RpYlkVnWyfz582no6MDu5iROE3n0koVP9+xUXWt1KjnjfzAALbvEFmFxckVvoULMAITd2cuBMhLRqPL80IhFl1wDgvOP6/0RU4QqsYHpfy2gS/YD54LDavAGz8KIpArrM3I8depq8Npacaqqso/PmafmeJ2VUpR0RgqdtEsLkddK2YwUsxA8ocdGueXE630Y1k2sarp6zFSCHwdLgtrIsWi85aHpQxqnDBn1S2YNNg00XppWriE6tb2Sd8j0NqM2dowaTfpiQT9PhqrK4vdCoNlXm4ggIlqShWyvQwTX9DBjoTwtZYXu/NFKny49T7qovmu+aNHAD7UsL1jSKaUELNY6tk/8sCWCNlFkO59jlAkxJxVZ5VM88jmAzyxrZvPxSswo+BbEJ94ZieYlZc1YxiKh36xkXSykmUNy3nafoZFLy3kwWVLidzyeypffBG3/Ux0/Wl8ZNfvuPKOi7lqWR1hz8aKuJS9eS77r3+G7t9sJPra9hM+WCeEEMeTvzxEb9c+vOjhu82NFYi447plALluRPWVWLZFdlRh84K6YB0VbkVJVwOdhZo5K6hqjR72fc0JMsHmrDqzeHF2uCwby7DAsHDdiS++gFy9JCipszUd3y8B0yVgumCOD0qNHXb+cExVCEpNPk1Jm70wigSYNmpsmgvgeR7eITKBxs88F1iY0moxSi+eJxo1D3IjssWaDh38OR6OZ63KCTMX8r/HBkXH7kuOL1eMP5vN5IKxlpcLTLlTr4Uzet5TqStXVpbLBttOrmB8waRd6BrPgAMbc0GRUdI6113RbG7Emz/viNs72kTrMFrpJxL3FbdlOJzb323bHrm4n66YlGmA1pzTUUFwVL3X0bO3vTBJMhix5lf+fofZ6ermzJnsheMeCoby9b8Oc1OisqmFSEUVji8/KIJpYsZGug8WRpuzbYe2ZZWvOKPJjsaxo/GSdegFcm3sWDX5DYWjES6P0NWdJh4vO/zEYxRryDkOK8qbUJnukscLAnaAoBOccERNfySKPxKd9D3McASd7DuiTKli+/Kf/2DMIxjzJg5KFep9FZ6rnAfdu3LHk7wrF9dx7/YXc+3JDwLh8/nHdQ88FMmUEmIW2/V//p4NHfOwEh6Bnv2sftUbR0a0yPvGvRs53e8R258geGZdccjOk8HyS5o4+80dbHx8L2etewsbU1voPL2VtONx54Xns/s7383dgTrrb6jO7OKMxAN87a4Xi6/35pYROr+BgT/tpu/e8cOiCyGEmFzZmmVEz5pHsObwo3KNVTcnRrTqEEVO89kUaszt0dzobWbJSXuxgsoUvt7MfEZJNpMZ9Zg1MlT5YYJSFf4KFlUsYk5skgu3Ue3Qo4tPH1W9kUmemCAodaQK1w+ZQ2RzlVwYxZpRcy/NjcI2DeZ1NDO/thLLO3xWzqT1vw7RvXAmHdcbXBNcJJq2QbTST92caOmkh8qUUOS27fzXQLBy8ukm0bq0gpYjGNX5spbLSgrGT9o2L5wbHWzMOk3nC2obkUhJxt7RmOxzM3nducLrIHTk8btx7FgIpzxKLOBgjy4qPer9LcMC02UoM/yK3+9os8smep3b2kZ03mLKynKZR5OvSwMvGCz5fzTTtiivqKG8shbTMsbXZTtKEwVxppvnmEQiQewjCLAUjB4p07MsjJGiiSXTrW1Ym6v9eBSLUyhgfiSDkRTbN5VBAcZOa3sQqSt5bvT+bXkeDfVNxPOZzVMN4ktQSohZqvdXP+bZXh8Jz8Lo3oY/GmXJxZeXTLPu5R7uf2EfH4tGUK5J4LTDd2040Sw+r4Hz3zGPoc0GV73w19ypH2LlnDaGQhF+2d/D8Msvw5zLID6Xvw/9nv95YDPP7uwtvj58URP+5ZX03raV/od3zuCSCCHEiaUiVIXbVDNuJK/pYCiDmrYIzpjr3AlPiovFeQ9/clsYKtsLTFxbcSqFzhtCDYeshREpM/H5soRGFUMvtvsIA0o17XNpWZorzowXLczsiOYxkUKmVHaqfU6UKmbQTEcm0JwLzqbx/FXFGj8TtjFQ2K7mlAI9Mx2UilU3Tq375zGmlKKyKTyuO+BE66d+3gKCsbKRYOwR1HgZzbSNYkHxqbZx7P+u5bIwPnF9qLFS2RSh+c00LF16JM2cUlsOK7/LWHaG2JEniY5jmCbG2PpBXrRka4WcMK7pTKH+2uFN616iFDVVbYftsjvW2G5oyjDwfAHMowjsHMrxiA9bXr5Oln0UQZ8xBeBHPTHh9OZRBBStfOZuMpM84teOH5Bgou57pV1pKytzQe3R9ahGB6WUUji2MyogN7W2SPc9IWahTHc3uz7/JZ4+7xKMlI1zYBtn/OU12G5p6vx1973EPNehbvcQgbPqMLyTc5eet6YG2zW57bua7D1Q/eFF1G96iZcrqvjfb3+Ld/+ff8A666PU/vIDXOF7lk/9IsrNH1iTGxJbKWKvn0N2OEP3LzeSHUgTOr9BuvIJIcRhtERaqAnW4LOmb7CIumAduwZ20RhuxEob466Ry8rK2LNnT8lFzUim1OGP24FojHlnrp30+emoUWNY+YLRalT3vcLJfcfFkJl4hKrR7KpKrHJNpKJypE2ta+EoLiwmUugmVKjzcSgtLS309fUV/5+Ob0dl27kC4IdguKASoMZ08yt035tqXaLjZcG5i0kOja+7cywp10VZFl7n3Amftz0bMx8smmj9BKIxAtHYuMePmcoFkE1P+NQFjRdMeTbVgWq29GyhJlZ/+IkP40izGM18V75j+mlrvwA11A1/zBWmtwyTmmDNoUeqnKpp3E8K++KR1CuCCTJwjKOvy3TI9zkOxwQnmMUp68f2Hf17FbuPF2YxyffQ0QTenXwNwqMK2o89xk54Q6L0eByLxYjFSo8pJe9dXLYj++zMfLhfCDHOni98jm2hGIN+D6frZSIVlSw6/5KSaTbs7uP363fz6WgEZRmEznnlX9yzWfuKSi76q07Khmq477otvP59HyW892V2KIMf3HADqc6rINLAZ2O38tT2br46qhufMhXlf9GJf0UVvXds5eDPXkSnjnwUHCGEOJUopaY1IAW5ka7W1K7BZ/kmLOpaWVnJwoULS++oF4YFn5ZoSb44q//ou8gVhwbXE9SUsj3wDp9eYfh92LW1pQtl2uBMXLz4SLmWyauX1NIcHz+/ses9GAxSc5gA0rGkDDWlCMBMZ0rZjjlxnbRjSBkG4UsvyX1WJhCuCVNTe+iuVceVGywZwfNolXllXN56OQF7GvaHI1wtyrbIVMZyL5vuKErxTdQxS/OZzmw+fQRZqiVtGHtsLxZfn5ZmHVeZaIpUuB9CR1GzqZgpNbVuckczymOlr5KGUAP1oalfB4bKcvWHx3ajnPCmTXEfOETXvkN2+5Pue0KckPofeIDu3/yeh1atxEiBdXA7F7znA1hjird+6ffPscB1aN6TILimFjN47Ib4nS3mLK0j8OouzD6PX3zjaa54zVvwdmxi8/bt/OCmn5A4/VrK9/+Zj887yFfvfpEHN+4vvlaZBrE3dBC+qInBx/ew97qnSHcNzeDSCCHEqW2y+k7jTnD1JI8fpQX1ERrKXkGwrTD6np4gU+qIZ3XsrtImm3djYyOVlZW47vENsExm7IWYPz9Soj1B0XpR6rKWyzizNjcq45Fms5wqjjRTqvC5s4+yq+NUjb5YD5X7CMen5wbAdNZZmixr8bBtGFtTyjIpL89QX3/i3RBWlsFQpO+oImrFLmxjAzOTZUodzbZTUO4vP6LXVrW203Ha6nHfwRMFNIvfcoeY/aGOPWqK+58cvYSYRbIDA2z/9CdZP7eGrOvH3reVeWvW0rrstJLpHnxpP/ds2Mc/RqMo1yR49smdJTXa2y96PX9a/nP6uxI89nCQeaaHt2MTW7du5cbnTBK+aq4xf0V7RZCP3vQk+/pGulEopQhf0Ej8XQvIdCfY87UnGXr+wAwujRBCiMMpBn+m6VrLsD1UzeKjfr0K5Ee5LdSA4sQKCLiuS1XVbKhBOVJTarTKykrmzJkzLmg20933ZiOl1KjaLbJ+JnKk68VxHILhKAFreoKiLZEWGkIN4x4vHDPSniYQdfFPUxbeMcmUOsLP2PhMKUV5eQZndsTBj0hxYAt9iKFMJ31tsb9e6ROTBaWO08ieSiksZ3wyw4TbN1v4DBwq8DTqdWPnIZlSQpx4XvrXfya9p4t1S07DSCQIa7jwfR8qmSab1Xzx989zYdBP9e5hQufUYwZOnbuJrunyrgvfxG86v8HB/f30lb2VSNd+Ijs2sWPnLm50/oLUS/fynUtc+obTvPf7f2YwWVrfwJtbRuWHl2HFPbq+9wy9926fdAhqIYQQx8gUz7+PZPS9KZn3KqiYuEbPVJQ3dOC1n0OkurH42KzoOnWCMVvKMAOBcZkdSqkJs7hkHR/abFg/DQ0NsyTgOeJI14tCjRvp2mluxj6KUUgBIm6Ecl/5uMcNZdDXkGagZnqzh6YzOHm0mVLjAhjTHDB1rWObxTZa1MoN1hA4iq7sk2ZKTaJwLJypPfnQ3QenNpKryh+7rcrccWCqmYoSlBJiltj20J2kfvwrbju3DdPw4e7bxes/9Rlcf+moR798cgfrd/TwcduPGXEJnVM3yRxPXhc1XcTiRe38pvMb9A9onOo3k+neTxspdvTBjeqN1Dz+Zb7+1mWse7mbD/3gcRLp0i99K+ZR+f7F+JdU0HvrFg78eAM6feR3QYQQQhylqV6oTHP3vVfKcRw65swp7V42O5o2LWzPJBj1qGoJH9P3GW62GJzjQykDYwoXbbNl+89WsyFbLxqNFkfnmi2OPKBSUnUfAN/CBfhXrDi693cn6aaMIuMC0xxfORYjRL6idZh7JP97em4Anzu3gnM6Kg4/4TRo8FdxbmQuMXfqQzE6+SykyWpKTWayLu3Hy0Q1pUYCk1NcBschdPFFuHM6cv9LoXMhThz7unew6e/+li1VfgbKF2MO9LP6gndS3dpWMt2BgSSfv+U5PlAeIXAwSeTyZtTYYWZPAUop/s8Z/4dURQ/3Lf5fMk4znrOY3c88wdoVy9hBJT/b6HGu8zxfet1i7tmwj7/6/mMMjylurmyT2JvnErmsmaGn9rH/e8+QTZ54/d2FEOJkNt3d96ZT4aLjSOvWzGZKKWo7onjHOgvbAKtBU9sRxfUf/r1mQybQbCbrZ3ooprcIuTe3DN/i4xNAgSMPIJmh4KTP1dfXU1FRgeu9wn530xwo82yTWOD41dL1m84RFb1vbW2lqalp5AE1taCckd+H9TQF76aFOvJsOcNxjjxL7MhbJoSYTt3D3fzs797EUNbHU0tOQ5sWFcZSznzT+CGtv3DLc5hDaa4eMHCaw8f1S262iXpRvnbB19joredPK3+GFT0XQ0V55qbvc8n55/ECrdz68xt508p6/vUNi7n/xX288ZsPsaO7tLi5UorQ2gZib5pLYmM3+7+7nuzQxMMZCyGEmEYn0TW0ZPEcuXJfOcqAUOzQ3WKKFzcn0wfmGJDP4PTR07gulaEmvDA/VtvrSOcbOOsswhdfNOFzjuNQXV19VG2taGymaeGSQqOO+PWzxlG03bZtwuGRTNOpZhnNxn24WErrKNs25Qyro5q7EGJa9CX6+Nd/exvmbj/r2ptJxqrwBqq54I0XYY4ZpvOBl/bz88df5isVcVQqS+x1HbPy4HU8zS+fz/879//xlHqEe1fehBu8mKHkMLvvvZuz5pTx6GAdj/3i67xpZQP/887T2NI1wBVf/QO/enLHuBpSgWWVlL91HsmX+9j33XVkhyUwJYQQx5JSioATJOrGDjldIF8A2LRm32lrYch6CZgcuWWVyzi7/uzDnssU162sYnEcHK8slWN1zDjSYtnKNFETFL2ecNojaHO8oQl/JFpo1BG16WQz9hg32TGvuH6P8+qqaGgaN8p7QUNTEz7Xoazi6BIhpnqtemp/QoSYIdlshvUP3M1XP/I2ytdDyjZwmhsw8WiMLqF9eWl//IMDSf6/nz7F68MBmvYMEz6/EbvSP8ncTy1n1p3J/1zyP+zybebWhT/Bdlawcf1j1NQspsPXw++e3svLG57ivM5KfnPtWbRVBPnITU9y9bcf5vFtB0vm5VsYp/zt80ntGmD/9c+QTUhXPiGEOJY6ou1UBivw+yf/Tos3BGldUjErg1KnV5/O8qrlR56dEKs65W8sWYZFyAlNeXoJ/ImTybHLAJyF+8lJEZR6BcHK/CZx6uI4DfUYkYnrU1mOiVOh8TdO+PQxE29spuP0NRM+V1HfwJmXXI4/dHQ1Bg01tTIzJ8MnRIgTRjqV4um7buP6v7mG2776ZfwHhli8bQ/Nc8J0qyCB7nbOffO8krscWms+/rOnUf0pPpJ0sOuChNbWz+BSzD6LKhZx82tupnVJO8/WPYYyKrjtv7/OuZe9gTD9/OSnP6G/v5/meICfvH81n79qIRv3DfC6bzzIO//nTzz40v5i5pSvs4zyqztJbu+lS2pMCSHEMddW3URbW9ukz+eGr56d9RM9y6M6cOSjckWrm+lcc84xaNFJqJgoNQsvtsVJxw1amAHwB4ZxOzqO2fuoUfWDIhWVxKprp2W+s6Hg/Xgn8r47DW3Px7MMx8G3ZMkhb0g4FRrzCEp41bRFqZ9b9gobeGjWFDPpJjLVey+z8VMrxElHZ7Osu+d2vvvh93DHt77GnkwXByN7uOTp7cTnWzzqLsA3VMviZQuo7SjtxnD9A1u4+7k9/HesDDMLZVd3ombh3eKZVuaV8ZXzvsJ7PvoP2DGF1hlu+r/X0bHIZTANP/ufr5LJZDANxdvOaOL+j5/HJy/r5Lldvbz1O49w5df+yK+e3EEqk8W3ME7ZmztJbO6h63+flVH5hBBCiBkSsnPZVKd6ZtlULK1cytn1Z890M05ohqnwtYJx6Rk4o4tVT7PRQdbaOfOobpueANixGH3vFSu06QiKhc86r6TtppX77T908OhoAu+hMg9/+PgVfZ/MssplrKmdINtKCp0LMTt07djODz/zMW7/5lcJV1ax+8pqXgpt4K3392O2Wdw151W4RpCyVAdrXtde8toHXtrPv/zuOb5UXkZsf4LoVW3Y8UMXBD3VnVZ9Gh/6+neo8bdCupvHb9nGUOUGthxIctfP/6c4nc8xuWZtG3/4xHn82xsWk8pk+chNT7L2X+/hO3/YRLYzRuwNc0i81E3XD56TwJQQQggxA06rPo3Tqk+bpRkgs0ttsPaIukSKGXSMMgANY/r3k0IbzSl2xTqpVC+EWDNEj75PnbIcqFuOU91+yOkK67cpdOyCocdKTbCGqBcd93hzuGVKr5ejuxDH0Pp77+TGT36Unn17ueTDf8vDaxNs3vowH/t1Fqdac9+lf8lQIot/71zOvXp+SaT7hT19XHPjY7wzGGRNV5rgmbUEllfN4NKcOAzD4M3/9c9E7XZ8A72wLsOe0Es8+OwOnrnvlyXTupbJG1c2cNtHz+H6d59GczzA5295jtVfvIsb+/sJvbqN4ecOcODHG9CZE/gOjxBCCHECckyHCv+pO9qwODkZJ9BleKW/kvZYO51lnUc3g0KWozlxMe1ZzXKhfiUYRx+QM22D2rkV1HREDz2dYXJ56+W0xw4dvDqRNHYsmNJ0J87eIMQJRGez/PGm73PbdV+hrnM+r/38v/Dv/d9n14N3848/TuOG4Ml3/S07u3oIds1l4WltdJw2EnDatK+ft377Ec5RNu/uN3DnxIhc3jqDS3TiMf1+rv5//4BrNVJ2IEX1Swc56O7n5nseZfeDN42bXinFeXMr+eH7zuC3Hz6LM1rL+eLvn+f1D73IgTVVDK3bz4GbnkenpMaUEEIIIYQ4eseqO+qxyChUSjEnNgf7aINKpg01S6D51O1aGoy5s3KwjmPNPcQgJqOdemtGiGNMZ7Pc+Z1v8MgvfsKSiy5j6Qfewfsf/DDqwcf47E1pfBGH5z/6adZv2Ul4qI2aeCNnv3lO8fXbugZ567cfYUXa4JMJB6c+SPlbO1Gm1FI4Uv6KMq7+5/+DaTUSPGDQ9tJG+swk19/+GN2//jQk+iZ83cK6CN9+x0puePdppDNZXv3gi9xd5zK0bj/7vrWOTF/yOC+JEEIIIYQ41grdH+uCdcf0fY5Z4f7ZWnst3gFucKZbIWYpCUoJMY201tx9w3/z9F23cvpr38S+M8t46+/eyuJ7N/Pxn6bwVYd58f/7J/78/EtEMy1EaeaKDy3B8XIF8J7b1csbvvkgZw7DZ5I2Tl2Q+F8uxMg/L45ceWsNV/3dpzGsOlJ9JvOeWscANt98fJj9X1kLD34dBromfO25cyu59aPn8JELOvj87i7+yU4wtLOfPV95nKFnJ36NEEKIqTNCDnbtqXWhUj+3jNr26Ew3Q4hTimVM7VzaZ/m4vPXyoxpV80gUMqUaw0dfq+hQ8xXiRKK0Pnwp+d7eXiKRCD09PYTD4ePRLiFOOFpr7vvf7/LYLb+k4YIz+Vn142zoeo5P3gFLH8/gX9rK469/F0898wyhdAOR4Q5e85FlVDTk7sg8sqmLv/ren3kPLq9LmLhzYpS/tVMCUtPkyTs3c88NXyWbepGqwRSblizDtExex++ZZ2yDptXQei40nAG1S8EJlLx+075+/uFXz7D9pQN83gzQklG4i+LELm/BinkzskxCiFKnyvnKqbKcQggxHRKZBAbG0Xc/O0a01tMWRPrRzf8JwGuueC9+N3CYqYU4PqZ6viJXu0JMA6019//wBh675Zfsmedwg/NDWroi3PDDNN52hf/1F3HfnBVseuYZgoMtlBltvOZjyyirCaC15gePbOObv36WL5sB5qYUgVXVRF/dhjIlmXG6LLmgmQM738vTd97EHp6g+tmnGaxv58dlr6Yt3ce5O9bRsPlzuYmVmRttY96rYdEbIdZEa0WQ/33P6dzx7B6+fPeLLN4xzNvX7WNg/X72z40QPaeBluYo5hSHPhVCCCGEEMeea7oz3YQJHZOsJjkNFScgCUoJ8QoNpYb43299jr771/FcUy+7F4f5Qs8q5n3jPtIDFpm/+QA/6UkyuHkroe65tDd3cuG75xOIuAynMnzu5nX4ntjP/6ogtjIpu7od/5LKmV6sk45SirVvnUf3nqvY+WItg4N3kNq3kYr+vWytaeO7yTWU9y2k3dLMLUvRMLwB++5/hnu+AEuuhrV/h4o1c/GCai6aX8UDL3Xxw0dfpvHZg5z7fDf6+W6+p9I8Erdxa4O0VwZpqwjSURWkvSKIIcEqIYQQQghxDBmvYJQ4IWaKBKWEOEoHhw/yo+d+xFM3/4I5L7jsn+Pwlnf9Pcv/93vs/Pmj7KpdzIY3XsSOXbsx0z6qkqdx5lWLWHhOHcpQvLSnlx/d8BRvOJilEhffkgoil7VgRWbn3ZyTgWkZXPr+Rdz8b0kGuqsJ2nfQs2MbgwcfY2nTavak/TxiWTwyBP79Php6W2g3emnbdguhR27GvvLvYfWHUIbJWR1xzuqIk8lqNr7YRe8fd3Dexl4u3gdbD/Tx28x+vkeKLjQxv82Z7XEuW1jDRfOrcE7B0TeEEEIIIcSxdSxG3xPiWJOaUkIcAa01z3Y9y09f+Cm/23gLC9f7WLAlTOWylSye9xq2/fIO9ugquuIphvw7QWnKzVbWrD6LRWc34HgW2azmF7dsIPTAbuZjMhT3aHzTXNxG2beOl74Dw9z874+RTqapX7qFJ3//U4yMpnL1Ui561bvZ/uzzbHjmWbYNDpBWCieRoHHrNubufIGaUBrnzNfiLlyB09yM01CPGYkAkB1MMfjUPgaf2EtyW25kv4Gow7Me/Lq3nwcGhwkFHF6/op63nt5Ic1z6/AsxnU6V85VTZTmFEEJMTaGm1Otf8wEc05nh1giRM9XzFQlKCTEJndX0HRimr3uYl3Zv5rmdG3hh10Z6egcIJf007NoJfdsxvRUo/yrSXjdJZxcJrw+lFK1Nczn/wnOpaxgZvWP7th6e+P46lvdrei0ov6KVylW1KOnaddx17x3kl19+glQiw8o3xPjx7Z+lfEMCQxl0rlnLaa96HbG6BjZt3MjTDz/M81u3ktGaioP7mPPM89S9vLPYbd8Ih3Hq67EbGnBaW/CvWInT1MnwxkESLxwksbUXMhptKF72FPcPDfGEzlA+J8Zbz2llTVu5jJYixDQ4Vc5XTpXlFEIIMTWFoNQbXvPBWVfQXZy6JCglxFEY7E2y4eHdbFy3m71b+tCp8YGCdGYrqcwfSNkaX9U8EtlBhvIdYcOuzdJVq1m2bBmxWKz4mqFkmlt//Cxzn+nGBfbNi3HaW+ZhutKDdib1Hxzmlm88TdeOAVa9rplfJP+LHfc/wryXI5gpqG7rYOF5F9N55jlklcHTTz/NIw89wIHuXsoyB1nhDNJRs5Lsni5S27aRfPllklu3QjqNchyCF5xP9LWvxXfaapJb+0hu6SGxuZfk9j7IajJoXiLLdp9BzYoqzrmwFZ8nJxJCHK2ZPl/ZsmUL//zP/8zdd9/N7t27qa2t5W1vexuf/vSncZyRO9cTBaGvu+46rrnmmim9z0wvpxBCiNmlGJS66oPYhpxLitlBglJCHIG9W3t54Nbn2PlUH2QN9vtfZkfkRVLhXppitdR6lVh9afbu3MFwNgv5/tpOMkF8336a3WEWf/TTVLXNLbnY0Fpz32M76P3VRpanDLYHDJrftoCalugMLakYKzmc5q4bnmPTk/toXlSOXruLrz/974ReHGTZnmrcriSW49Cx6kwWnXcRtZ0L2PD8c/zx1pvZ2ZclqIZZc/pyVl5wFY7jkB0cZOipp+i/9156fvNbMgcO4Ha0U/7+awhfdinKNNGpDMntfQxs7GbX+n24e4fxNPSi2VfjY865jVQvqpQMOiGO0Eyfr9x66638+Mc/5uqrr6a9vZ3169fzvve9j7e//e38+7//e3E6pRTXX389l156afGxSCSCz+eb0vvM9HIKIYSYXX7zzC9I9w/xqtPehGXITW8xO0hQSojDyGSyPP2nTTxyx4tkdrokzWE2VPwJq62bFqsBu9vm4N6DFHYRlUpiJYepzGRoen4DZXv2EY8MUvV3f4fv0nePm/9jW7q472fPc/n+DDYwuKaGhVe2S6BhFtJa88z9O/jjz17CtAxWvrqRP5fdyQ+evxG9p5fFuytpfNnFSGQIVVay5Pxss263AAEAAElEQVRLmX/O+XRt/DP33/4rNqWr8Nuw+qxzOW3VGXiel5tvKkXv7bfT9c3/JvHii7jz5lH1yU8SWHV6yftnUxnWPfAyOx7eQVt3mgCKfkuRnRej5ZwGvPqQdO8TYgpm4/nKv/3bv3HdddexadOm4mNKKX7xi19w1VVXTWkeiUSCRCJR/L+3t5eGhoZZtZxCCCFmzu82/Q6AS5ovwZQR+MQsIUEpIcbQ2Sx9B7rYtH4Djz74GH2bhzFTMGz2MBTZTyheRjLjI5HRoDXW0ADGQC/mUD9lvX007txLTXc/np0mWJ8k9ppL8b3zX8ENlbzP+h09fOeW5zl70yCrsDgYd+l450K8Cv8MLbmYqu69g9z/ow1sf+4g0So/y69oYEfl89y69fc8sv0hYtvTdGwPUtvlQyswWuOUn95JrPtZdm9V7NQtuLbByjPOYNUZZ+C4DlmdJZ1JMXjHXfT+v6+T2bkL5/y1BD76AbzGJsJuuGSklO17+7n39y9ib+jm9KyJg6LLZ6Dnl9FxXhOBuHyOhJjMbDxf+cxnPsOtt97Kn//85+JjSinq6uoYHh6mpaWF97znPfzVX/0VhjHxqEn/+I//yD/90z+Ne3w2LacQQoiZI0EpMRtJUEoIoGvHTp687S62PbuOgztfQmeSJc9rZZCKVZAsr0ZbNvZgH4F9u4nu3UN4cJhYMkV12EckNIhnvYxXnsG39jWoCz4NsaaR+WjNfS/s47v3b6J8Yy8fxMO2DKKXtRBdUytZLicQrTVb1nXxyK830fVyP7GaAIvPq6dtZZwXBzbw5N4n2bD5Kfoef4GKl9L4EyY9/hTPN/Wxt9Kko7+TusE6UirFxvBGNoY3MmwNA2CnNZc/qnndg1msDNy6QvGrM218ZRW0R9vpiHUwr2wep9ecTsCM8Yd1u3n54R3UvDzIIm2SRbPFVRys9mO1RyhvjRILuET9NkHXwrEMLEPJ502csmbb+crGjRtZvnw5//Ef/8F73/ve4uOf//znueCCC/D5fNx11138wz/8A5/61Kf4zGc+M+F8JFNKCCHEoRSCUpe2XFpys1OImSRBKXFKyqSybHxiJ0/ffR87X3iQ1MBWAJQZJ+NUMBA08bdEWL5qMenNXTy5cRPDQPWuXczbsIGmkIm/3sbzd+Gprdj+RK58VNVCmPdqWP4OCNcU32/Tvn5++/QufvXkDpL7hvi06WdhxsBqixB/4xysqDczK0K8Yjqr2fjEPp64fSt7t/ZhuybNi+O0LInTtKAcx2eRSiV56sE7eeq239G9cQvKsfB3hNHBPfQOVTKUagEgEBkm0ugn2FyPFQxjd/dT+YN7iN35GGmfw7rL5/D7ZbBhcDPDmVwAqz3azqqaVayqXsXi+DJeeH6Arkd3E9sxSFM+tnqQLM+T4TmybCfDHjQHyJK2DNKmAsvEtQ2qwi4t8SCtFQHm14RZ2hAlFpDhgsXJ51idr0yWqTTao48+ysqVK4v/79y5k7Vr17J27Vq+853vHPK1//Ef/8HnPvc5enp6ptQeOS8TQggxWiEodVnLZXJzUswaEpQSp4xsNsu69Rt57PcP0/PcM2SHXgCSpC0/XeUBdjZp2he3c8G8tXTuC/DIb37F04k0SdumdudOVnY/R3vwRYK1wxiWhkAF1CyF2qX538sgUkc2q9nRPcTj2w7y2NaDPLLpABv29OECH49Gubg3i+laRK9owb+iSr4QTiJ7tvTy7AM72fzUfoZ6kximorYjStPCcpoWlhOt8rN3yyaevO23PP/H+0inkjTOaae90aOrZy9P9ZfRRxBFlhqzmwq/QTQaxcTP8FNbSL24BctzCa1axeDKObyo9vDMwDM81vMY/dl+FIrOsk5Oqz6N5eVLmZttZeCZXhJb+nC7s/iGDAwm/rxlFKSAJJphrYt/K9PAcU08v02g0k95XQinwo9dG8Qq9+TzK05Ix+p8Zf/+/ezfv/+Q0zQ3Nxfrye3cuZPzzjuPVatWccMNN0zaLa/ggQce4KyzzmL37t1UVVUdtj1yXiaEEGK0QlDq8tbLZ7glQoyQoJQ4aXUNdfFM1zOse2kD+x7txb+hD2tgEzp7gKwy6K8N4Z1Rx/w5HSzs01Q8u4kdjz/Pk6kQG2saSVsWzfu3cmbqz7TNdTEaFuYyoaoWQM0SEv4qtnQNsXFfPxv39vPSvn427utn074BBpMZAIKuxcqGCG/zB+nc3A99KXxLK4he2YoZlAyUk5XOavZs6WXzU/vYur6Lrh0DAITjHs2L47QtryRaoVh/7x08efst9O3fR7iiigXnrMUXUBzs2snLe7vpGszSk/VgkkDSaK6l0OkB0v0HMA4exOtPjHuVgYnfCvOm/+8LuHhkExl0IoNOZ3M/mSykNalkmoO9Cbr7EvT1pxgYSmKmNTUYVDJy0ZxxDNyGEL7GME5jCKcxjBmQ4YXF7Dcbzld27NjBeeedx4oVK7jxxhsxzcPX9vj617/Oxz/+cbq7u3Fd97DTz4blFEIIMXtIUErMRhKUEuNorelOdLNrYBe7+nfRNdxFIpMgkcnVqfBbfnyWj7AbJupGibkxol6UiBOZtoJ5WmsSiQSDg4MMDg4yMDBQ/HtoaIihoaHi34ODgwwOD5JKp0hlUqSzadLZDGQMnKSJlUyiUj2odArbNKhzhpgzvB/rYA/Dgxm6sxEO+GLsrqmmNxLBzGaYSx9nn9FO1eI17HGb2Nyr2do1yJb9A7y0Nxd82nZgkGx+r1AKGmJ+2ioCtFcGaasIsiTsp2b7AEN/3k2mJ4nTHCZycRNua3Ra1pE4cfQdGGbbM11sWdfF9ucOkEll8Ucc2pZW0LI0zlDvBp66/bdsW/80AP5IlIqmFsrrG/GFQpjpPtLduxjo2sVQzwG6DwxwcMhi2HTJWg5ZxyPr+cn6AmTtXLDT0FlcnSClethp7GCLbw89gSSu66elrpNFlYtZVLGIxfHFVPgrDrsMu3qGeGJbN09tOsC2TQcx9w4yV5t0YtKBSXFQ4TIXf3MEpymM0xjGrvIfciRJrTV7ehNs6Rpgy/4BtnQNsrN7iL7hFAOJDEqBbRqEfRYVQZd40CUecnN/h1wqQi7xoINrSbFOMXUzfb5S6LLX2NjI97///ZKAVHV1NQC/+c1v2L17N6tXr8bn83HPPffwsY99jHe9613853/+55TeZ6aXUwghxOwiQSkxG0lQ6iQ1mBrkwPABDgwfYN/BLhIqQcZIk86mSGVzgZtU/u/EtofYM7Cb3dkEuzJD7MkMMqTT42eqwZ8MEuuPEhuIEB0I0L7LBRzQoEkxXBEAnUZpDWRRaJRpYjgWls/FC/kJRMP4/WF8viC25SOdyeQCSwODDA4OMJgPOmUymQmXTRkKwzHIGpoUaRKpFDql8JI2bsrAzIDWg2iVQJsGmDbKMEnbdi56NAETTdQfQtV30uXVsr0vw5auQbYdGCSZzhan82yD1niQtspgSQCqOeLD6k+R2tlPcnsfiY09pHYPgAJvTozgmXW4HVHp6iRIDqfZ9swBNj6+ly3r9pNOZvGFbJoWxQmXZxk8+BJdL2+gZ8/L9O7fSTo5XHytUgaWG8T1x/CH44QDPkJ6iGDPbvy7dmD0HGAoBfvdEPvCcfZXxOmORoufeyeRwD80gJEZYFAN0u8k6PGGSYYV0eoYrWW11AfLaQzFqQ7ECdgBPDuIYftIGzZJBcNKcTAzxMuD3Ty+azfr9+7k5a69hLsNOlNR5qfizE/UUp7JjTaZthTDcY9kzCUVtOmyFXuyGTYNJFh/YIDn9g/Qnxg53riWQV3UR8hnE3RNsllIZbL0DKXY35/g4GBqwvXq2QauZRIwM4TtNCkrhGOZOKbCsQwcyyDk2lRHPKrCHtURl9qIj/oyP9VhD/MQgTNx8pnp85UbbriBd7/73RM+VzjduvXWW/nUpz7FSy+9RDabpbW1lfe+97186EMfwrKsCV871kwvpxBCiNlFglJiNjrhglI/2fATfvjcD/FZPny2D5/lI2gHCTthwm4493vs3/n/bcPGUAamMo9JcEBrjUYXTyg1midvu4VHf/FTbM/Dcl0cnx8vGMQLhvCCIdxQEDeQ/z9U+D+AGwiiDIVWuSGhk5kkfck++pP99CX76En2cGD4AF1DXbnfw10j/w8dYDg9BBq+tO2j1Aw0oTIWaTRpsiRJMUyCYYYZZogEg6T1MDqTQGeG0Olhsulh0ulhMpkE2WyabDZFNpsiV3VmPKUtlOmjv6kZDBOtFNpQaKXgEBd7hgZLGzjawtMOPhx8uPhw8bSd+8HBp23c/N+mVmR1lrROk9YpMtkUaZ3I/06R0SlIp7FTg/gzg1iWZth16PGC7PaH2esGOWCZ9KSz7E9k2Zsy6NEOwygMIGqbNEX8NEZc6kI+6gIO1a5NhWUSzIIezpAdTJEdTJMdTJHuTpDtHRmtTzkGTkMIb145vgXlWDEpYi4mlkpm2P7MAV56fC8vP3+Aob7x+5fWadApUArXH8C0DDKpLKlkFp2d/LBsqAwGaTQJUlYfaWuItDlMxhoiYyTJmBmyh0guUpk0KptC6xToFFqnyZL7yag0WTKkjTQZlUUpha1MTGwsXHTWT3mymqpkLeVGhAojSNSwsfP1cnJHytzvbDZFNpNAZ5NoUli1ZWgjRValyOo0mWyKTDZDNp8BmclkSWc1mSxkNKANTG3iM54kZN6HQ5IhM8S36r9IOgNJrUhmIJGF3uEMu/uSHBjKoEd1brQMRW3UR30s91MX9RPxWQTc3I8CshqyWpPNH9+zWpPNanRW59uXBZ3FQoNOQyqBTifJphNkkwnSyeHcT2KYZGKI5PAw2WyGhqYWzrvoUizTYDiVoT+Rpm84Rd9wmt7hND1DKXoGk/QMpegeTNE9lKJnKEXvUIqs1phGbiTFkGcR8zvEAjYxv0PU7xD12UR8NhG/TdRnE/bZuJaBbRpYpsI2DIxpDsZprclkdX4b5X6nM1kS6VxgsbAcvUMpuoeSI8s0OPL/UCrDV968lMX10Wlt22inSrDmVFlOIYQQUyNBKTEbTfV8ZWq35I6Dcq+c9lg7g6lBhtJD7B/az9berfQmeulN9pLRE2fXjKVQxeBU4XchqASjAkz5/3OZQCPBptGBp0Op2e/RGPFjZxRWQuEMGLi7TNykgZsysDOHH4pTo9GK3DspyCqNKnQbQxHQEETRpEFhAZXF14YrUqSMlzGVhaUsXGURNVxsw4dtRI9oKFCtNcU3zl9SKgpZRGb+B4oPZUa1H022+JPFxEBpTSqTIJkdJpEdIpEZIpEdJJHpIZkZYjCbYBAwlIHCxFAmlrKxDBuL3PJYysIyLExlYZgOphVBmT608rCVwkThAn4UZUBLEhiJH00sBewH9ieAkaG1NdAHKM/E8NsYfgvDZ+HNiWGVeVhlHnZ1AKvy0N2VhCiwHZPWZRW0Lst1nxvsTTLQkyA1nMYwDWzXxHZN3ICN45olnyutNalEhuGBFImBNInBFMPF3ymSwxl0VpPNaHQ6hU4Nk81kSQ5nGRrIMNSfob8vwdDwMBkjRdZIoVUabaTJqkzxb60y+Z/830YGrbLFxycsd2VAj5Wkx7/lyFfKwBSnG3foigKvyf2ZgejW+yZ/rZcL9ivDzB/rQQ+BHtToHbBPw77DHNsVYKAnS74cJ6MVw1gMa5uEtkhgkdY2d3Qd5BOP3nXY1wddi4jPJurPBZpa4gEMQ5HJaFKZLH3DaV7Y08fBwRQHB5NkDhGwHM0yFMbYhVAT/pn7v+S5kX+yo4JRR8IxDaL+3HJFfQ41ER9+x8RnS3dMIYQQYrrZpk0qM3GSgRCz3awJSl3QdAEXNF0w4XNaawbTg8UAVfEn0Utfso9UNkVWZ8noDFmdLf6MDmQpVDGLqnDCPfr/kr8LJ+Rq1LT5aca+drLX63QGPZRCDyXQg0n0UP5nOIXO5u/la42BgaMcHMPGVhaO5eK3/XhWfvQrZaBUrntP7v98O/KZCVnDQAMZwyBlgOMpMp6BY/uwTB+24eAYDrbhYWQMdCJDdjiDThYiS5pirpzWhZhU7m9Dgc6g0v2QGkCl+iDdj8pneCgzhWEkMcwEhgvKVRiuQjkmyrTAtMENgb8W/HHwl+d+rMMXAk9lsgwk0mSyGtNQGIbCVArTUFiGwjKNXDAto9HJDDqVJZv/rVPZ3GPJLDqV+40ByjJQlgH538o2cgEov43hWShTAk7i2PCHHfzhqRXAV0rheBaOZ0H50b9nNqtJDqYZ6k8y1J9iOP+TTmXJZrJk0lmyGU0mlUFns6hsBvK/dSaNzqRQKokiCTqJ1gmUTkJ2EE2SNLmuwhmdxjCyGLaJYRkYBvnuvRbKdMC0MW0H0/YwXR+W68d0g5huANNxMU2z+GNZFqZpYhi5/TuTyZDJZEin0xP+PtRzE2XNZrOaVEaTymZJFbrvqtxRvTC5UgrTMHLtyLfLMMzcdKaN5bqYtouR/8kqk0wW0tksqYwmndGj/s6SymRxbZOwZxF0bYKeRcizihlOtnlkNxD6Eml6Bkeyqrrzv5OZ3HumMrllS2ayjM6DHn2jZWx+9Oh/xz6nFNhGbp1YZu74axoK2zQwjVwXykg+c6sQWIv4bHz2sclcFkIIIcR4Z9aeSW+yd6abIcRRmTVBqUNRShGwAwTsADXUzHRzxHFgmwZR/6Ev4pVSYKlcoIliPpcQAjAMhRe08YI2sZlujJgWSinCnk3Ys2mY6cYIIYQQYtbw2378tn+mmyHEUZn6LVohhBBCCCGEEEIIIaaJBKWEEEIIIYQQQgghxHEnQSkhhBBCCCGEEEIIcdxNqaZUYUS63l4pniaEEEKI2alwnqLHVmw/ych5mRBCCCFmu6mel00pKNXX1wdAQ4OUVhVCCCHE7NbX10ckEpnpZhwzXV1dgJyXCSGEEGL2O9x5mdJTuJ2YzWbZuXMnoVDomA7x3NvbS0NDA9u3byccDh+z95nNZB3IOgBZBwWyHmQdgKwDkHUAU1sHWmv6+vqora3FME7eCgXd3d3EYjG2bdt2UgffTlayP5+4ZNuduGTbnbhk2524pnpeNqVMKcMwqK+vn7bGHU44HD7lP3CyDmQdgKyDAlkPsg5A1gHIOoDDr4NTIUhTOLGLRCKn/OfhRCb784lLtt2JS7bdiUu23YlpKudlJ+9tRCGEEEIIIYQQQggxa0lQSgghhBBCCCGEEEIcd7MqKOW6Lp/97GdxXXemmzJjZB3IOgBZBwWyHmQdgKwDkHUAsg5Gk3VxYpPtd+KSbXfikm134pJtd/KbUqFzIYQQQgghhBBCCCGm06zKlBJCCCGEEEIIIYQQpwYJSgkhhBBCCCGEEEKI406CUkIIIYQQQgghhBDiuJOglBBCCCGEEEIIIYQ47iQoJYQQQgghhBBCCCGOu1kTlHr1q19NY2MjnudRU1PD29/+dnbu3FkyzbZt23jVq15FIBAgHo/z13/91ySTyRlq8fTasmUL73nPe2hpacHn89HW1sZnP/vZcct3Mq8DgC984QusWbMGv99PNBqdcJqTfR0AfOMb36ClpQXP81ixYgV/+MMfZrpJx8z999/Pq171Kmpra1FK8ctf/rLkea01//iP/0htbS0+n49zzz2XZ555ZmYae4x88Ytf5LTTTiMUClFZWclVV13Fhg0bSqY52dfDddddx+LFiwmHw4TDYVavXs3vf//74vMn+/JP5Itf/CJKKT760Y8WHzvZ18M//uM/opQq+amuri4+f7Iv/1SdSt8RJ4LpOoYnEgk+/OEPE4/HCQQCvPrVr+bll18+notyyjva465su5mzY8cO3va2t1FeXo7f72fp0qU89thjxedl+81O6XSaz3zmM8Vr39bWVj73uc+RzWaL08i2O4XoWeLLX/6yfuihh/SWLVv0Aw88oFevXq1Xr15dfD6dTuuFCxfq8847Tz/++OP6jjvu0LW1tfraa6+dwVZPn9///vf6Xe96l77tttv0xo0b9a9+9StdWVmpP/axjxWnOdnXgdZa/8M//IP+8pe/rP/2b/9WRyKRcc+fCuvgpptu0rZt629/+9v62Wef1R/5yEd0IBDQW7dunemmHRO/+93v9Kc//Wn985//XAP6F7/4RcnzX/rSl3QoFNI///nP9bp16/Sb3/xmXVNTo3t7e2emwcfAJZdcoq+//nq9fv16/eSTT+orrrhCNzY26v7+/uI0J/t6+PWvf61vueUWvWHDBr1hwwb993//99q2bb1+/Xqt9cm//GP96U9/0s3NzXrx4sX6Ix/5SPHxk309fPazn9ULFizQu3btKv7s3bu3+PzJvvxTcap9R5wIpusYfs011+i6ujp9xx136Mcff1yfd955esmSJTqdTs/EYp1yXslxV7bdzDhw4IBuamrS73rXu/QjjzyiN2/erO+880790ksvFaeR7Tc7ff7zn9fl5eX6t7/9rd68ebP+6U9/qoPBoP7KV75SnEa23alj1gSlxvrVr36llVI6mUxqrXMXroZh6B07dhSn+dGPfqRd19U9PT0z1cxj6l//9V91S0tL8f9TaR1cf/31EwalToV1cPrpp+trrrmm5LHOzk79yU9+coZadPyMDUpls1ldXV2tv/SlLxUfGx4e1pFIRH/zm9+cgRYeH3v37tWAvu+++7TWp+56iMVi+jvf+c4pt/x9fX26o6ND33HHHXrt2rXFi6NTYT189rOf1UuWLJnwuVNh+afiVP6OOFEczTG8u7tb27atb7rppuI0O3bs0IZh6FtvvfX4LsAp6JUcd2XbzZxPfOIT+qyzzpr0edl+s9cVV1yh//Iv/7Lksde97nX6bW97m9Zatt2pZtZ03xvtwIED/OAHP2DNmjXYtg3AQw89xMKFC6mtrS1Od8kll5BIJEpSNE8mPT09lJWVFf8/FdfBWCf7Okgmkzz22GNcfPHFJY9ffPHFPPjggzPUqpmzefNmdu/eXbI+XNdl7dq1J/X66OnpASju/6faeshkMtx0000MDAywevXqU275P/ShD3HFFVdw4YUXljx+qqyHF198kdraWlpaWnjLW97Cpk2bgFNn+Q9FviNODEdzDH/sscdIpVIl09TW1rJw4ULZtsfBKznuyrabOb/+9a9ZuXIlb3zjG6msrGTZsmV8+9vfLj4v22/2Ouuss7jrrrt44YUXAHjqqaf44x//yOWXXw7ItjvVzKqg1Cc+8QkCgQDl5eVs27aNX/3qV8Xndu/eTVVVVcn0sVgMx3HYvXv38W7qMbdx40a+9rWvcc011xQfO9XWwURO9nWwf/9+MpnMuGWsqqo6KZbvSBWW+VRaH1pr/vZv/5azzjqLhQsXAqfOeli3bh3BYBDXdbnmmmv4xS9+wfz580+Z5Qe46aabePzxx/niF7847rlTYT2sWrWK73//+9x22218+9vfZvfu3axZs4aurq5TYvkPR74jZr+jPYbv3r0bx3GIxWKTTiOOjVd63JVtN3M2bdrEddddR0dHB7fddhvXXHMNf/3Xf833v/99QLbfbPaJT3yCq6++ms7OTmzbZtmyZXz0ox/l6quvBmTbnWqOaVBqooKlY3/+/Oc/F6f/+Mc/zhNPPMHtt9+OaZq84x3vQGtdfF4pNe49tNYTPj5bHOk6ANi5cyeXXnopb3zjG3nve99b8typsg4O5URcB0dq7LKcbMt3pE6l9XHttdfy9NNP86Mf/Wjccyf7epg7dy5PPvkkDz/8MB/4wAd45zvfybPPPlt8/mRf/u3bt/ORj3yEG2+8Ec/zJp3uZF4Pl112Ga9//etZtGgRF154IbfccgsA3/ve94rTnMzLP1WyDmav6T6Gy7Y9to7lcVe23bGXzWZZvnw5//Iv/8KyZct4//vfz/ve9z6uu+66kulk+80+P/7xj7nxxhv54Q9/yOOPP873vvc9/v3f/73k+x5k250qrGM582uvvZa3vOUth5ymubm5+Hc8HicejzNnzhzmzZtHQ0MDDz/8MKtXr6a6uppHHnmk5LUHDx4klUqNi6DOJke6Dnbu3Ml5553H6tWr+da3vlUy3amyDg7lRF0HUxWPxzFNc1x0f+/evSfF8h2pwqhbu3fvpqampvj4ybo+PvzhD/PrX/+a+++/n/r6+uLjp8p6cByH9vZ2AFauXMmjjz7Kf/7nf/KJT3wCOPmX/7HHHmPv3r2sWLGi+Fgmk+H+++/n61//enE0r5N9PYwWCARYtGgRL774IldddRVwai3/WPIdMbu9kmN4dXU1yWSSgwcPltz137t3L2vWrDlOS3DqmY7jrmy7mVNTU8P8+fNLHps3bx4///nPAdn3ZrOPf/zjfPKTnyxeIy5atIitW7fyxS9+kXe+852y7U4xxzRTKh6P09nZecifye5KFDKkEokEAKtXr2b9+vXs2rWrOM3tt9+O67olXySzzZGsgx07dnDuueeyfPlyrr/+egyjdPOcCuvgcE7UdTBVjuOwYsUK7rjjjpLH77jjjlPy4NrS0kJ1dXXJ+kgmk9x3330n1frQWnPttddy8803c/fdd9PS0lLy/KmyHsbSWpNIJE6Z5b/gggtYt24dTz75ZPFn5cqV/MVf/AVPPvkkra2tp8R6GC2RSPDcc89RU1NzynwODkW+I2an6TiGr1ixAtu2S6bZtWsX69evl217DE3HcVe23cw588wzi4HDghdeeIGmpiZA9r3ZbHBwcNy1rmmaZLNZQLbdKee4lVQ/hEceeUR/7Wtf00888YTesmWLvvvuu/VZZ52l29ra9PDwsNZa63Q6rRcuXKgvuOAC/fjjj+s777xT19fX62uvvXaGWz89duzYodvb2/X555+vX3755ZLhsAtO9nWgtdZbt27VTzzxhP6nf/onHQwG9RNPPKGfeOIJ3dfXp7U+NdZBYbjv7373u/rZZ5/VH/3oR3UgENBbtmyZ6aYdE319fcXtDOgvf/nL+oknnigOb/6lL31JRyIRffPNN+t169bpq6+++qQbAv4DH/iAjkQi+t577y3Z9wcHB4vTnOzr4VOf+pS+//779ebNm/XTTz+t//7v/14bhqFvv/12rfXJv/yTGT0KlNYn/3r42Mc+pu+99169adMm/fDDD+srr7xSh0Kh4vHvZF/+qTjVviNOBNN1DL/mmmt0fX29vvPOO/Xjjz+uzz//fBnafAYczXFXtt3M+NOf/qQty9Jf+MIX9Isvvqh/8IMfaL/fr2+88cbiNLL9Zqd3vvOduq6uTv/2t7/Vmzdv1jfffLOOx+P67/7u74rTyLY7dcyKoNTTTz+tzzvvPF1WVqZd19XNzc36mmuu0S+//HLJdFu3btVXXHGF9vl8uqysTF977bXFoNWJ7vrrr9fAhD+jnczrQOvcAWqidXDPPfcUpznZ14HWWv/Xf/2Xbmpq0o7j6OXLlxeHlT4Z3XPPPRNu83e+851a69yQsJ/97Gd1dXW1dl1Xn3POOXrdunUz2+hpNtm+f/311xenOdnXw1/+5V8WP/MVFRX6ggsuKAaktD75l38yYy+OTvb18OY3v1nX1NRo27Z1bW2tft3rXqefeeaZ4vMn+/JP1an0HXEimK5j+NDQkL722mt1WVmZ9vl8+sorr9Tbtm07zksjjua4K9tu5vzmN7/RCxcu1K7r6s7OTv2tb32r5HnZfrNTb2+v/shHPqIbGxu153m6tbVVf/rTn9aJRKI4jWy7U4fSelQlcSGEEEIIIYQQQgghjoNjWlNKCCGEEEIIIYQQQoiJSFBKCCGEEEIIIYQQQhx3EpQSQgghhBBCCCGEEMedBKWEEEIIIYQQQgghxHEnQSkhhBBCCCGEEEIIcdxJUEoIIYQQQgghhBBCHHcSlBJCCCGEEEIIIYQQx50EpYQQQgghhBBCCCHEcSdBKSGEEEIIIYQQQghx3ElQSgghhBBCCCGEEEIcdxKUEkIIIYQQQgghhBDHnQSlhBBCCCGEEEIIIcRxJ0EpIYQQQgghhBBCCHHcSVBKCCGEEEIIIYQQQhx3EpQSQgghhBBCCCGEEMedBKWEEEIIIYQQQgghxHEnQSkhhBBCCCGEEEIIcdxJUEoIIYQQQgghhBBCHHcSlBJCCCGEEEIIIYQQx50EpYQQQgghhBBCCCHEcSdBKSHEcbNlyxaUUhP+vOtd75rp5gkhhBBCnFLk3EwIMdOsmW6AEOLUUVNTw0MPPVTy2B//+Ec+/vGP09nZOUOtEkIIIYQ4Ncm5mRBipimttZ7pRgghTk2bNm1i1apVnHnmmdx8880YhiRvCiGEEELMFDk3E0IcbxKUEkLMiJ6eHlavXo3jODzwwAMEAoGZbpIQQgghxClLzs2EEDNBuu8JIY67dDrNG9/4Rg4cOMCf/vQnOekRQgghhJhBcm4mhJgpEpQSQhx3H/7wh/nDH/7APffcQ2Nj40w3RwghhBDilCbnZkKImSJBKSHEcfWVr3yFb37zm/zgBz/gjDPOmOnmCCGEEEKc0uTcTAgxk6SmlBDiuHnwwQc5++yzufLKK/nUpz5V8lxFRQVtbW0z1DIhhBBCiFOPnJsJIWaaBKWEEMfNDTfcwLvf/e4Jn3vnO9/JDTfccHwbJIQQQghxCpNzMyHETJOglBBCCCGEEEIIIYQ47oyZboAQQgghhBBCCCGEOPVIUEoIIYQQQgghhBBCHHcSlBJCCCGEEEIIIYQQx50EpYQQQgghhBBCCCHEcSdBKSGEEEIIIYQQQghx3FlTmSibzbJz505CoRBKqWPdJiGEEEKII6a1pq+vj9raWgzj5L3vJudlQgghhJjtpnpeNqWg1M6dO2loaJi2xgkhhBBCHCvbt2+nvr5+pptxzMh5mRBCCCFOFIc7L5tSUCoUChVnFg6Hp6dlQgghhBDTqLe3l4aGhuJ5y8lKzsuEEEIIMdtN9bxsSkGpQmp4OByWkx8hhBBCzGone5c2OS8TQgghxInicOdlJ2/BBSGEEEIIIYQQQggxa0lQSgghhBBCCCGEEEIcd1PqvieEmF10VtO9d5C+rmGGB1IkBtOYloHjsyirCRCt8mGYEnMWQgghhBDHxnAqw1AyQyzgzHRThBAnMAlKCXGC6D84zEuP7WXLuv3s3dpHajgz6bSGpahpjdC+opI5q6pxPNnVhRBCCCHE9LnvhX0MpzK8ZmndTDdFCHECkytVIWaxTCbL5if3s/6+l9nxQjcAFY0h5q2uobI5TKTChxe0cX0W2YxmeCBF185+9m/vZ9szB7jvRy/w0C83sejcOpZf0iTBKSGEEEIIMS2GU5PfIBVCiKmSK1QhZqF0MsP6+3fw5B3bGOhJEq7wseo1rXSsrCJS4Zv0dYGoS3ldkDmnwZrXwZ4tvTx15zYe+/1WnntgF+e8ZQ5tyyuP45IIIYQQQgghhBATk6CUELNINpPlmT/s5M+/28Jgb5KGeTHOe8c8GueVoYwjH+K8qjnMxe9dyJILe7n/phe49VvrWXB2LWe9sQPLMY/BEgghhBBCCCGEEFMjQSkhZomdLx7k/pteoGvHAHVzo1z6VwupaY9Oy7yrmsO87uPLefQ3m3nstq107ejnig8uwQva0zJ/IYQQQgghhBDiSElQSogZNtCd4IGfv8SLj+4hHPe4/AOLaF4cR6kjz4w6FNM0OOOqNiqbw9z+3Wf4+b89xqs/spRQmTet7yOEEEIIIYQQQkyFjBkvxAzRWrP+/h384LMPs+nJfZz+qhau/odVtCypmPaA1GitSyt4zUeXMdSX5FdfeYLB3uQxey8hhBBCCCGEEGIyEpQSYgb0HRjmN199kvt+uIGa9ihv/ewqTrui5bjVeappi3DltUsY6Eny6/98ksRQ+ri8rxBCCCGEEMfb3t5hdvUMzXQzhBATkKCUEMfZhkd2c9PnHmH3pl7Oe3snV167mHB88hH1jpXq1giXf2ARB3cPcPt31pPN6uPeBiGEEEIIIY61hzZ18afNB2a6GUKICUhQSojjJDmc5s4bnuXO658l3hDiLf/ndOafWXtMu+odTkNnGWvfOpdtzxzgoZtfmrF2CCGEEEIIIY6tRDrDgQEp3SFmFyl0LsRxsHdrL7d/5xl6u4ZZ9eoWll/ajGHMXDBqtPln1tK1o58n79xOeV2QztU1M90kIYQQQghxgtBaz+hNVjF1D7y0n77hNK9ZWjfTTRGiSIJSQhxDOqt58q7tPPzLjQQiLq/92HJq2iIz3axxznx9Owd2DnDfDzdQ1RImVh2Y6SYJIYQQQogTgNYgMakTQ9+w1JEVs48EpYQ4RoYHUtx5w7NsXddF2/JKznvbXFy/Pb1vks3Arifh5cfg4GY4uBXSw2DaEKyEsjaoWwENp4PlTjobwzS48N3zuemf/8Qd//Msr/+7FZiW9O4VQgghhBBCCHHsSFBKiGNg79Zebv3v9Qz0Jlj71rksOHuaa0ftewEeuwGevgkGu3KPOUGINYPth0wSdj0Ffd/PPxeCuZfC6X+VC1BNIBBxOf/tnfzuunX86bebWX1V2/S1VwghhBBCnJRkqBwhxCshQSkhppHWmmfu38EffvoigYjL6z++gsqm8PS9wY7H4e7Pw8a7wHSg80qYdyU0nQnBqvG500MHYfujsOF38MwvYN1PoW4lnPsp6Lhw3OxbllQw/+xaHr9tK80Ly6lpj05f24UQQgghTgLDqQz3btjHme3lhLxpzoI/AWmtAem/dyKROmBiNpGglBDTJJXIcO8PnueFP+2heVE5F7xrPl5gmk5Uel6GWz8Fz/0a/HG48J9g2dsgED/063wxmHNx7ueSL8BTN8FD/wU/eH0uoHXJv0CsqeQlZ72hg+3PHuCeG5/nzZ8+HdOWbnxCCCGEEAW7e4ZJpDNs3j/A4vroTDdnxkmm1IlH6oCJ2USCUkJMg4O7B7j1W+s5uGuAM65qZfnFTajpGF1Pa3j8e3DbZ0Bn4bzPwBnXgBs68nk5ATjtPbDs7fDIdXDv/4VvnAGX/xss/YviN5Ptmpz71jnc8fWneeYHz9HSEUUnMyjLxPCZWBV+nNoAyjZf+fIJIYQQQpxgChfzWqIxQgjxiklQSohX6MU/7+Ge/30eyzF49UeXUT83Nj0zHjwAv3g/vHg7tJ4Lr/rquKymgmw2y8DAAAMDA2QyGbTWaK3xPA+/34/P58Mw8hlPlgNnfgQWvRF++QH41YfgpbvgVV8h1Wcz8Mhu7PX7uSRiw/MH6Hn+wLj3U7aB2xbFtzCOf0lcAlRCCCGEOGUo6apWQoJzJ54Z22RaQ/c2iDZKqpYokqCUEEcpk87y4M9f4ul7XqamPcIl711IIDr5CHdjaa1J795N4sUXyRw8SDaZxPB8GAE/TiCJ88DHUQO74Yr/gJXvYTiRoGvHDvbv31/86e7upq+vj4GBgXx//okppSgvL6empobGxkbmzJlDJFILb/sFPPhVUndeT++z32doaClYCm9OGd4ZNdx1yxbsuI9XfWwZpDXZwTSpPQMkXupmeMNBDv7sBXp+t4nA6dUEz67HnK7uikIIIYQQs5zEYnK0rIkTzozVATuwCXY+Adk0lMugSiJHglJCHIWB7gS3fms9uzf1sPTCBs54bRumefjaSzqTYeDBh+i7+y7677mX9O7dE06Xsiy6KuP0tK+i+9ZddN31f+kbHi4+bxgG5eXlRKNRampqCIVChEIhAoEAlmUVCxcODw8zODjIwMAAe/bsYdu2baxbt45bbrmF2tpali9dTnP35QwnV6D0ACHvVwTf8lrMzvkALHQt7vrec7z42D7mrqrG8CysMg/fvHL0lZrk1l76H9xJ330v0//QLkLn1BM6px4ldaiEEEIIcZKSBA9xopuxMGI6fz2TSc5UC8QsJEEpIY7QjhcOctt3niGdyHDJ+xbSvqLysK/RqRTdP/sZXf9zPant2zECAQJnnUXgmvfjzp2LKitj+759vPjgL9m29wB7zQq0UqA14YMHKe/qoj2ZonLuHBovvoTqVadjmkfXZW7//v1s2LCBpx5/kt/+7rc42mJ5/XzWXjYP3y33w0+/B2+8ATqvYO6qatbfv4OHbn6JliVxHG/kkKGUwm2O4DZHSO0dpPfOrfTesZXBx/cQvaodr2OaujEKIYQ4YQwk0gwk01SGvJluihDH3KGy1E8lJ9JqkFHnck6kbSZOfhKUEmKKtP7/2TvvOEuKcv1/+5wzeXOCZck5SpIkGRSJipgAEyB4VTBe9Irh6v1dr3q9ZjELKEFBQSUjeWFJC2wOszs5z5wcO1b4/dHdJ0zYTJLz8Flm5pzuqurqqup+n3rf59WseHSA5/7exawFLZzzxSOZvXPbZs8rPvUUY9/7X9zublqOPpoFX7qW6aedhopG6ezsZNWqVXR2duI4DjE0u8+exalHncoee+7FLrvsQswTlJY8TeHRxyjcfQ/52+/AOeAAZr33Ima+611EZ83aquuYO3cuRzTsw+5jmmRzkfZdkjzfv4rVd3Zxxsk/4qjV/4Vxx0fgot9iHPY+Tv7A/tz5vy/x8kN9nHDh5G62DQtamXvpQdjHZcn+o5PkDWtoPWI+M8/fm+i0xq1qXx111FFHHW9cPNYeR2vNu49Y9Fo3pY46XjGUhc5f22bUsQ1QGqJ1Tup1EHL5OrwJWkNhBGbs8lq35E2HOilVRx1bAOkpnritnQ3Pj7LvWxdw+ocPrPEamvScYpGxb/8PuX/8g8a992bXX/+KaaeeSqFQ4NHFi1m5ciXFYpG21lYObRrhAOcp9jr5YhrO+I9av/CmJmacfTYzzj4bWSySf+ABsnfdxdh3vkv8hz9ixrnnMvvSS2k57NDNXoeWmuw9nZReGKV5/9m85QPHcuS0RoaGhnjkkUe496FHWbPnJbxr0Qxm33UluCV2OvpjHPi2hax4tJ+D3raQWQtapyy/eZ9Z7PS5oygsHiT/RD92Z5bZ79+flgPmbHFf11FHHXXU8cZF3XOkjjcT6sP9jQelNdHXIyFSx2uP+HqIr4M9T4LpO7/WrXlToU5K1VHHZmDmXR789WpGu3Mcf+HeHPXOPTbr9mutXs3QF76INzLCvM9cw7xPfIKCZXH//fezfPlytNbsv//+HHnQvuz7/JeIjq6kcP7/0bvPKeTjyyi6RYpeEQODWCRW+WfEmH76Qex8/vXsPJAmd8dfyN19N7m//53mww5j9qWXMuOcs4k0TwybUK4k/ed27PVppp++GzPesQdGxL+ORYsW8bGPfYxly5bx8MMP8yt9NBfuPIuD7/0saMXx776UrmVxnrmzk/M+/ZZNXrsRizDjzN1pOXQu6ds3kLppLdPetgszz9mznqWvjjrqqKOOOnYA3P5+YnPnEmnbvMd2HTse9fCvWryRyLmX+zIcv/fc17oZrzl21D1zhaJge8yd5id78uJxYvPmYUSm0Jd9PQ8Wz/R/Cue1bcebEHVSqo46NoHkYJH7f7kSu+hxzr8dxt5Hzt/sObn772fkuq8SW7CAPW+7ldghh/DUs8+yZMkSlFIcevihtO3fRn9xLTe8+D06Iw4j++xDce1PYO1PtrhtsUiMnQ7ZiX2PPJxT1mj2f6IL+7rrGPve95h10UXMOO88mg85GMMwUKZH8g9rcQcKzLpwX6Ydv3BCeYZhcPTRR7Pvvvty55138pcBl+NnfYx33PdF2i6axjHnHcezd3XSvzbF7ods/mHesFMbC64+gtw/eyk+PYTdlWXOxQfSuLD+Al1HHXXUUUcd2wNr1WoizU1Mf/vbX+umvMnxOjawX0VILYmbKRa0bl5n9bXGWN7e/EH/wjAMY4d6tD7fnSJjurz7iEWITAZz6Ys07bsPzQceuMPqeKNDWQKjOfqqkNmeVAxmLPaa9+raW5Zl0dPTw3777UdDw9ZnY6+TUnXUMQV6ViV5+Ia1NLfGuOhLRzN/t+mbPF5rTfKXvyT58+tpPeYYFv3sp3TF4zxw/fXkcjliu8Ron9vOXzN/Rb/gPwx2RXLQtCM4Xu3KDLeBphJQsDE8haFAK0WksYGGthZiba20LJiLsdN0CjM1cZFipDRCT66HH+zejXWpyUEDUS5YaXPkzX8gfdNNxHZdxPR3nIvmWGQB5n74YFo2QyjNnDmTyy67jEceeYTnn3+eTOvHeO/fruYt77+JdTvNZcmdnVx84GwiW5Bt0IhFmHXe3jTvP5v0XzYS/8VyZp69F9PetkvZS6uOOuqoo4466thyhAalduvZq14rhG8wr2enj1cTnZkOhs0+jlt4HHNb6l5IbwRszdgtOYJH149x7F5zWDizpea7nOUF5Wm043sYKdOcsixlWhSfX8u0s/blzZCrW5Y8nI4MDbtMo2ETEig7CmuGcvSnTaY3x5gXeK+9Gkgmk0gpKRaLzJ699cmu6qRUHXVMgnVLhnnytnYW7DmDcz55GG0zNz2ptdaMffe7ZG6+hZkXXcTMr3yZmx74C0PtQxSaCry88GUKLQWOaDucTza8i4XPPIGTipHw5uHaBWA9JUBNn8H0ufNpbG0h0hDFiETwbBtrOImVy2KXin6FhsGCPffm8EMPZ5+jP8TC/Q9kqDTMsvgylp62lD91Pc0+q9Oc3JnhuK45RGd5OCtuID7UQNPe+9C4z9407b03DbvsQnTGDCLTp2NUZfOLRqOcffbZzJs3j/vvv59bGj/MJXf9GyeccDMP/gPWPzvCISdvuYht836z2enzR5G5q4Pcfd3YGzPMef/+RKfXRdDrqKOOOrYXWmqs1QkaFk2jYf4r/9Jbx7bDkwoDiG3Bxs6UqDMhrznq0Xu1MIUFgKe817gldWwptkboPCSehrP2BFKqppTy2jT1BHFH42gh8cYSNO2xxU14dfAKrK3alQAoW+zwsieDK5Rfn9q6a9GeROZcYvNaNn/wJrCt3mB1UqqOOsZh+SP9PHtXJ3seNpd3XnUoscZN6yBppRj9r/9H9o47aPnwB7nzbbMZ+vl3aPaa6Z7TzR6H785XGq+moSND598XU8yuoJvZzN9lIQcfdjQL9tqbBXvuw5xdFtHQtOkU2qVshnhvN2NdHQysW8XyB+/hpXv/xrTZc9j/+JM44dQzufDkC5EnSpYPvYxxexxS07gt8lsWLOrhyMwMWu9ZiyoUJhYeifjEVCyGEYtBJMJ04KQFC3jmiMP5jfl+3v7dzzNn32t57k8uc9c/zPS3HETL4YcTadn8AhZta2DuRw6i9OIouXu7GfvJy8x+3/60HFTfUaujjjrq2B5o6b+EiqRVJ6Ve53hg9QhNsQhnHzoxjH6LUSelXjeo3wkf1f0gsg7R6Q0Y20O8vlmhNWgFkVdeg3VrlpHNHRrxFE5vnkij2ooWvI6Z3R3JOuuwyFfnesN6tnZtsrtzaEsQndWEEXv1526dlKqjjgBaa164p5uXH+xjv2N24szLDiK6mQeq1pqxb3+b7B13sPqCg/jTrOUc9tRbaGxu5ODj9uHM1D50/v0Z1o78kWg0yl7TM+y/d4ndP/5r2vY9Zqvb2DZrNnsdcTR7HXE0x7/3Yjzbpnv5S2x47ilWPfoQyx68h5332Y+3nHEOu3fthJuZyYxL9uWQaZdw87qb+XG6nb1n7MW1e3+do6ydEIk4xUSKbCKDZbnYtovwPAwpMZRCGwbNEYPjHc3Sthk8evzbedu6P/PSoi/x8t/WsfePvg8NDbQefjgzzj+fGeeeQ3TGjCnbbxgG045dSNNeM30R9D+uo+34hcw8dy8imyH/6qijjjrqmAJ1y/gNBUdsjeE2Ceqk1A6FFAIpPBqbt9xDILwFb5RbkTVdFm9McNr+C5jZuvV6L5tDaG9rW+IO5IjObqZpj6nfB7cFWii8MZOGhW3/uhIQ/c9DfggOe98rVoWB/8jYUUNXa820lI2INdEwXVYqmfqEHVTzGwSv0fVudbXb+1wCHCF5ZN0op7+lZatDB+ukVB114C+oS/7SwaonBjn0lEWccvH+W/TA6/7hd3D/9Gf+/rYYHbvM5IjkHsybO5MFhSwDv/sLQ0aE3Q59C8eeegz7rv0fmltb4WP3wNx9dki7G5qbOeCEkzjghJNwzBLrn36S1Y88hH3PCE5LE5l9c8zfbwYXtF7A+Xufz90b/8n1K37Bp1d8jenySJyx80nl5gNVAu4Nwb9xmO8VeGfzBp4/6gD2KDxDz15nk3nncRyU3kDDyqWMfutbjH3nO8x897uY+4lP0LjbblO3e34rCz51OLlH+ig+NYjTHYig7zJth/RLHXXUUUcddbxacMwS0YZGYtsg7rpN8Bw/S1TTGytxSKrosKw/y+kHzN++8MUdjP41K7FLRQ468dRJv29fsRbDMDjg8IPLn221vZeyiM5owmh49a5ba43dnqZh4TTijq8/Npq3XxFSqtwhgV0bhiztSHhjJiJhEmmOEpu7fSFGr1vkh17rFpTDzCLNW0ET6JofU2feq8abJQZ28xGNrw/sAO7MdCRg0JMs1UmpOurYWmitee5vXax6YpAj37E7J1y0z2ZdLEteiYe+/xkOvuU5HjuqCXHEe9gjrZlhF7CXvERmzlxO/OBHOOyMs2jLtcOfPgDT58DH7oVZu78i19HU2sbhZ57DriN7YLdn6G5dy4uP3scTS25B7H8CS5oPZnlCAlfRMu9ZivMeJbLLOs497FLevdfFzJ/ewpzWRlobo1UKnmC6klTJJVV0GBjYm8EXHsKYniZqmSzraebrrUcQOeQIzjwyxwUDL7Hv3feQ/fs/mHv5Zcz71KeItE4eSmLEIsw6Zy+a95tN5i8biP9iBTPP3pNpJy76190Bq6OOOup4JfE6esnXWr9q4Qo7FFpDfB3M3Q9iW6Z72L38JRqbm9nn6ONe4cYF6FkMo6thj+Nf8aoyJZenOhK84+CdaG3cPrNh/UgB0xUUbMHsttePpmRZr3MKFAez/i+HVz4ri81P4Y7gjY5SXLKc6W8/jUhrI+5Agcg0m+Z9t14AeJuhNNqRft07+fIQcit1ZrYU5VLD/nglpn65z1+Bst+EmGrs2u1pAFqPWDDh2KmWdCM8xijHqm2qYnKWy2i6xAFb3erNQ9kCpy9P876ztiGE9BXQlNJb0Cc7EK/VY1drTUPUAAW2t/Wk9Otnm6KOOl4jvPRAL8sf6ectp++6WUJKa829Xffyrf86k4NveY71x+yJdchFqJSieaibXZqiXPD5r3Dlz2/g+Is+SFt8KdxyIUxfCJc/+IoRUuBriqT/3I7dnoGz92DVSWfy1CEfZV10EWrVE5zw0q/5wqwO7rjsKFZ+/jv88333cupuJ/J06ib+1H8du8x12HNeGwtmNLNgevBvRjN7zmvj6D1mc9YhO/Pxs4/lox/9CPnYbLx5L7C328CN79yLz565H/bu+/CVXc/iQ2d8hUd3fyup3/2e1edcQGb5yk22u3nfWSz43FG0HDiH3P09JH63CpGyXrF+qqOOOurYUfjud7/LMcccw/Tp01mwYAEXXnghGzZs2OQ5Tz75JIZhTPjX3t6+HS2pW2k5y6MnWdr+gvLDEF/vkz5bAdd+FdPM2/lXrar+tJ9FK1Fw8JIWehuMjTcjnI0bkYUIdnui4kUiXqt5qgn3+tR2MDrp4SGk2EIh81fCMi7HCG5/P26tCPS/EgwDotk0akeuWXrcU2gzpFSq5DKa27L6ZdHFG93ytd0bLaEtgSy+TkT3t8JTKmEmUHr7w+j8ardxjO+AqWF7W38NdVKqjjc1Vjzaz9J7ezjoxIWc9P79NklIxc04n37s0/zxz9dxziMezx59EGsWHUrJFRwwexqXf/WbXPxf3+eAE04iGovBytvhz5fATofAFQ/BjF1esevQUpO+YwPW2hR3z49y8j9X84OHN9K68+68/dP/zge/dz2HnXgyYsVjvPi//87ye+9kbmwWPz3jp/zfKf/HhswG3n/v+3lq8KnN1rXXXnvx3ve9n1wsRmn2WnIPPMfnTlrILR8/jmXfeAc//tSZjF71Rb599hfI5C0GPvQh/vj5/+H5ruSULwHRtgbmfPggZr9/f7wRk7GfLKPwzBD6TfzSUEcddbz+sXjxYq6++mqef/55HnnkEYQQnHXWWZRKm3+B3rBhAyMjI+V/++233yvWzpyT44HuB8i7rx6ZsSm7UTnOJlOGbwue3BBnVejRsj0IDQI9kXwpukV6cj3bX8d2oty1r+KWuOEqvMECTm+e/pRJouC8anW/XlDtWRL+ulWvKVtKpmgN7g6YH7ryMxKMlW0lpaxCnrGeTkY7OyavKiTeXsn3th2vPb3dyOVyDA299iF3W4vWtSuwnnlmq88TSlBwJ0mWFGIrxpc2toyGcDqzW0VKlYXFt/yMzeLJgSd5cuDJ7StkM+t1xs7w4uiLdGQmn2ObglIVEmhbr7ty67Z9doRnWtuweVEP36vjTYt1S4Z55s5O9nvrAk770IFThoxprXmg5wG++9x32G+jwTtWLeLlfVtx9joQo7GJD7znPRx82FtqT3ruF/DPr8Lep8MHb4WmV04ryfUk636/inl9RX6GzRI3whffvj/vOWoRu86uhM7tfs2/c8y738czd9zKkttvZtmD93Dcez7I299+NgeffzDXLr6Wqx+7mssPuZzPHvVZYpGpl4eDDjqIc889j/vvv58Nso2eX32DvT/zvzQ3NHHaAQs47YAF6AsP5eW172ToW9/i2Idu5ZG17Vx3xke5+G1784G37jbBdd8wDNqO3onm/WaR+VsnuXu7sVYnmfO+/bc7PWkdddRRxyuBhx56qObvm266iQULFvDyyy9zyimnbPLcBQsWMGvWrC2qx3EcHKdCAuTz48ilTbxDFotFxuwxAIaLw8yYs2PFh6fCpl5rC488CsDM8897VdqydZi65c+NPIcnPfacseeUm1i2sGmObTqT7nbjVYxfGm+naKlZPpAB4N1HLNrKsl77jSblCJQtic3cOr0TACEEDduiG7a1VuLYWki0w4HnQcPE9x+tfbeULZY60JpocOy2hu/pwOiVYoq09qrWVUYVXJQrd2wSm7Kn1PYXpbQmugNoi/7+fgAWLfLngrIstJREp0187x/MmKwazHH2ITsT2dy90/oVJ521s+XEcrjkdORWklQu5+59bs33RjAmK2vTpj2lXlGUm7A9/eef69oWubFRTLkdJPFmQh9DuNLXfSt5W+fxWywW6enpYa+99mJa1bjb+m7e/vtSSQCx9WXVPaXqeFOib02KJ/+0gT0Om8uZlx885cMhbaf598e+wE23fpvzHpvLoe2zkI3NcMhbibZN56Mfu6yWkNIaHvt/PiF1yHvg0jteMUJKKs1fX+zn9v9ewry+IndNh7d98GAWf/l0PnPmfjWEVIh5u+3Bu6/9Gh/6nx8xf4+9eOIPv+GmL3yS0qpubj77j1x8wMXctPYmrn7s6s3uqB9zzDGcdNJJ2K0j3De8F/KvV4GqMOOGYfDWQ/fg7L/eyOzPfIZ3DLzEtU/8mp/es5zjv/sY/3HnKroTE3UcojOamPuxg5n9gf3xRk3GfrqMwpK611QdddTx+kculwNgzpw5mz32yCOPZOHChZx55pk88cQTmzz2u9/9LjNnziz/2218IolNLI89PT0k+hMAWOLVC43elpfS1zuE8g3yqciVolvk8f7H6c31vrINKXvAvAZ9/ArZyZ5UPN4+Rs56ZUNu7PVp3J7cNp0rqgiZsvE11eSbzALd0ttVHA0qnJw0cLpyWKsSmy+n0sjye+62vkptbj63dUraRqI11+h0ZCc9VuYdZN7dZHmDhUFSVqrms3KX7oBx/0pNncJjj1N8cvGk360dzuNJhae2ILRpcw3MD8PA0m1o4fYh5/qE9ITxoIO5EA6wKRgY0zTx5MTr11vSJwFKLyyl8NhjeAkTc0V8gn1Q0XDa4iKnxMDaVSQH+1HeFGTsluAVFjoPPbPDn9vLZQq3sgYXHcH6kYn2YKbkYrrb0SeToE5K1fGmQ6K/wEO/W8P83abxzisPJTqFCN6Lgy9w7Y8uZvbNGzhh7Vx2tqMcmCxhHnE8KhrjYx/7GHvssUflBOHC3dfA0z+Et34c3nsDxLZ+J25z0Frz0JpR3vnjpxi9q4Mz3AjpI+fx2a+exIVHLqJhC0T9dt53f973tf/m/d/4Di3TZ/DAz3/AX7/xFT7cdh7/feJ/s3R0KR9+4MMM5Ac2Wc6ZZ57JvnscRLotw/2rmuHez014kBqGwc5Xf5pdvv+/7D3SwV1df+ZDh8zh7pVDnPmjxXz6tpdZM5SbcE7bUTux8xePpmnfWeTu6ybxm1V48R0b7lFHHXXUsaOgteaLX/wiJ510EoceeuiUxy1cuJDf/va33HXXXfztb3/jgAMO4Mwzz+Spp6YOn77uuuvI5XLlfwMD49bmzRgw4Uu7kzcR6VdH++g1U895BYkaI7AqasK4qowpU/jPqJRda0xvKQqFQk0YRrlcz6Qr21X1ybhUV1WQniLRX3hdkYJa6xrDcTKjKVl0KNiCjrFNhAZtAk5/HnNFfFubuEWoIaW2dISHHiRbg80cr4qbJnSqqw4RdvmmwvdUqYT50ktoOXXozaYM3gbTqGn7VPpjTncOpzs7dUHAqsQqXhh5YfIvd5Cn1JZAK40sbFl/bym2rOrNHNT3LGT7t6l+4xVgRyp84aYJofa1G3lhYxGlKwe4AwPkH3gQZW3ZpolIJFCWjQhtAjmRIBvfBq01Zn4LyOhxN2d7tAIryRDC9mxfv2dNl8fbxyaQelN57W6Lo1Qpm6XzpRdwTJ/gerYzycaxAq6orfOpjgSPrBubvJxtvMw6KVXHmwqFtM1916+kZVoD5376LTQ0TXQr9lyXX//xP3nwa9/kkJWN7L7ngbxj/8PZv3uUNaedAQ0NXH755eyyS5VGlJmGWy+CFbfC6V+H834IkR3oshxg9WCO9/7qWT5568t8uGjwHhqZfvpuHPaBA7cpy9Huh76FD/3PDznvc1/GMUvc+e2vI/+yjJ8c8m0ydoZLHriEFfEVU55vGAYXf+S9zIgtYFnjItpffh4e/eakx85817vY7fqfY3R18JG//ZAlVx/DZ07flyUdSc7/+RI+csMLLO1J15wTndHI3I8ezJyLD0Akfa+p/OP96El2Weqoo446Xktcc801rFq1ij//+c+bPO6AAw7gqquu4qijjuKEE07gl7/8Jeeddx4/+MEPpjynqamJGTNm1PwD/6W3xmCa4jEQGtCRXhe3f9t0pbZUfNUwHaKpwpSGl9aarG2/YqSJJzXto/ltKl/ZArO9hNrMBnA1IbE5ckILhd4C0deR7Ai9vb2MjIxM+G7p6FI2pDfgyXFeRML0N8SqkBgskBkrUcpuu+ZT0kpO6L/wFWNb7I3xnj2T3ZrNOFhQKBRqQljHQ+4AsnWyMeNJNWlISvnXKW9/9YVsfizKXLXBvJnO2EZILXg58TQ5Z3Lj3F63Dm90DJH0SVXXdSeSpFtpAGtPYq1Jouwd4FWxHd2xrcLm3nARpyuLsnasV8hmsZ3rY7LokCqOmy/dT0LX4+WyJ6uiVCqxbrAD23Un7bMyMT/+jmsN0oXBF0F5U9oknitwhULrSHkseUPDAIhMYceMk6psdyJr43TnSA3207d6xZYRU2Fb43G8/m0j/kTKwl6frm3PFmKqZ8r6kQIFW5AxXbSnUOaO9yoNySgn0HzcWm2o7Rm1dVKqjjcNhCt54FerkEJx/jWH0zZOT0BJyYsP38OPPvUBSg8sIzZ7Ohd89T95z8nnknt8MYvPfieN06ZxxRVXsGBBJU0qqS644R2+G+17b4BTv7TDXyTSJZfr/raad/1iCYNpizv3XsTbLYNpp+7KjLP22K6020YkwoFvO4XLf/QrTr/sE4x2d/LS93/N50bPYmcxiysfvpIn+qcOLYnFYnzwkg8SFa3cGbmAxDO3wJIfT3rstFNPZdfrf47T3k7hs1fz+RN35dnrzuSr5x7IhtECH/jNc1x209IazynDMGg9YgE7feFoWg6dR/7hPuLXr8Ad2QFZluqoo446dgA+85nPcM899/DEE0+w6667bvX5xx9/PB0dWy9uKpIWTld2s6EwIeQk4t3jobVP6jiicqwrXR7ue3hCOM1k8Dq6Mfv7pvw+k8kwWiqRfoWy1a0fybNhtMBQduKuuxYC5U7dVyJpgQJpRtmUBVxDSm3G2LXWJLHWJieWUWWojBRHWDq0lLSdxp2kfVKNu29hnaOroePh2nJDnXYNDC2D1Xdusn3jETfjLB1ZSk++p7ad22Ekj/fsmayk0ACOTPE+09vby8aNG7e5DVuESa7xgdUjDGen9tJOmy4bN+XdVe0pNUUXuv39FJ9egkiMD8mr7Ysp9ZymrLv2V1PksKU9tZByJDALtUIpxZMPvMDa5f6x4TiYysumoj1W654lsg5aKERq2+a7yDp4Y8H7nhF6Km59Ofeu8omPZivuX9+mPMaUZuVAFtuTKNufeztiM3RL3tSlUoFXyvaRUhtGC7SPjhuXpSSYaYyg7MlqyOfzOCWPFRuHy302GSYL33Nzo2DloJSYmrysHpOVeEwAnO4idnt64knbCq1xe/PIvIMbeGGJgNg2PZONmU2vJ+bSF8sE7bShKNOGqpwNhOPbfXLyOalchXaDdXsH7b+EunBag9Wewt6YmeLILbMJTc+s3ejYRDu3xDM0VXQoOdtOKtZJqTreNHj6jo0kB4uc9fFDmLOwrfy51pru5S9yw7Wf5KkbfksmVmLWR07jKz+6gz1n78zyH/yQxWeewfQ5c7jiiitqtUL6noPfvx2sLFx2Hxz2vh3aZqk0tzzfx+k/eJK/vjTAVSftxb3778bO3QWmn7EbM8+eWmx1axGNNXDUOe/iyp/9juMufD9DL6/gpIcaOKN7d778yBe4a+NdU567aJ+5HLX3aSgV49aGD1N69Hvw0k2THjvt1FNZ9POfYa9dy+BnP0ebofjEKfvw1JdP5+vnHcTKgSzn/3wJV/9pWY3mVHRaI3MvOZC5Hz0YWfSIX7+c/JMDda2pOuqo4zWD1pprrrmGv/3tbzz++OPstdde21TO8uXLWbhw4VafF+4qT+WJM9Hzw/9bpKYOk0gWXTaMFmo2B1zpe0yEmlQZO1OrO+gUoOdpUBLluUQce8qX2NDzQu6gtNdmPlez+y2C8iezOYtPP03h4Uc2XaDWm99XqjasJqloKi+t6s+rH10lr4QnFUV38vuySYNAbMLYT3dP/V0VvLESKjCgwntsb6rc7cTkfeb/HP9OY1kW2WzWP8bzyC9+imfXDVGwJ/cS0EohkhNJwO2BIxRSqVpPqeCnVHpSzZWt2ZyUOf/8ckbKSfonNTTAxheewXOn9hbLu/lxBGa1Z5c/irSaOtyHMBua1mWSMD7sG+Wb0vxRWuGG+ldb+EqmlKZrWZxSbtMefW5vDi/chNxOgrTRSTEv9RIz8h2b1NYaK9j0pkoTpCU2hU3NeZGytthzc+NYkVVD2Qq7vPmKJ/1YaT018baJfjQMA6voUQzuy0ujLzFcnEhOjV+TDKA3afqEmqaKQNQMZ6uuv/yjJrauqpSpscXer5siV4px0JqXxl6iM9OJ6U1BOI+bIzE7Qsyq+mxsLWT7cUY3YOayAJi5LOufWex7G4XeaEpv8XjdnD0Xyh9LpSeGLE6CzfXXkwNP8vTQ05OcOFlZk5dRvQ6vG8kznLPYVpfGOilVx5sC7c+PsO6ZEd56zp7sfsjc8udjPV3c+e2v8/fv/RfD+UGeP67Ie7/1HT5+/rXgujz/9W+w+NhjmDNvHpdfcQUzZ86sFLr8Nrj5XdA2H658FHY7dse2eTTPRb98hm/8Yw2HLZrJQ589iU+aMbxlcWa8fXdmnrXjCKlqNLW2cdLFH+WKn/6Gg046nZ3Xebx/8e789bYf8quXfzHlInfqRW9hdv4wCqKR25s/hrjvWljzt0mPnX7aaSz8n29TeuYZhr/2dbRSNDdEufLkvXnqy6fz+bfvx+INCd7x46f42t9X17ggtxw8l52/cJTvNfVQL4lfr8RLvnrivXXUUUcdIa6++mpuvfVW/vSnPzF9+nRGR0cZHR3FqtLGuO666/joRz9a/vsnP/kJ//jHP+jo6GDt2rVcd9113HXXXVxzzTVb34ByzFPNDwBsT1ZeGMct2+7A1J4dobEhql56FSHR43/23PBzLBlcUjlpZBUUx6CUoCExQiydnPIl1tgOb4fJ0Ld6BX2rV1TauolyVWkrdAnHP189C1x/o0TXslKbLsctgV2Y0DY3IIGGshaPbxhj7UiOjrGJyT8mw47cilGOwBsp4fb5xEjoTRc1ppAgGNcvsuiixxlIE8mRWmhgQ3oDTw1WdNRCA3p83pnOzs6yhpqybXKJFOl4mrXDfnuFK5FVpKzd3k7p+RcQ6QzW+hSytOUhLpsi//pStWNn28JPt/SciccVUj7RJqYIYfSUx5LBJayML/clJcYV4zdXb5rgLAtPqQlEgQ5JkkleOzPuKFagpzZlv4w7T3oKKRWpwcnHfFN7Hw09U3jqbEXXe6Oj6MD7MCptIob/c1P3b3OhpJM2aVx5Mp9HC4FM27gDBUTSIuZIDKk3uWSUQvHoLSZgpiLDKtfhuQ6pIX8OSduoCd/zxkqT90XwWdyMsyK+YkI1E8P3AMPATk5DS6Pcef1pkxd70/Snq8bHhMJqn2Pgew+KzDhPoAnNrBBfIufgJTYxBjVgptEDL0Kqc4vnb0Q2gKh4OyrTq9kM716zjr41K4FgjmpNZvWqWl22sqfkltVZ1qIat9kUPjs3p4dWTlK5BdXVbj5s+cSyvALR0iDPrFhLf2r8c3XbnlBT53yvo45/EaSGiiy+bQO7HjibY873d7FL2QxP/+kPrH3qcaKtTbx4aA7z4Jlc/46b2X3G7gA8853v8MSee7DzrFl85MoraW0NstkJFx76Crx0A+xzBrzvJmiZtcPa6wrF9U908ssnOpnV2sgvLj2Kcw5aQOauDswVCWactQczzth9h9U3FabPmcc7P/lZjj73XSz+0x+ILn+JeN+9fO/UjXzpIz8gFqtNizxtdhPHnnEozzxmMTB7Pfe0XcJ77roKI9oAB10wofxZF16ITKWI/98PaNhlFxZ84fN+vc0NfP7t+/PRE/bk+sc7ufm5Xu5ZOcznztyPj56wJ42xCJHWBuZeciDmIXPJ/qOT+E+XMetd+9D61p1eEaKujjrqqGMy/OpXvwLgtNNOq/n8pptu4rLLLgNgZGSknDYcfJ2Wa6+9lqGhIVpaWjjkkEO4//77Offc2hTbW4RNWE9PtMdxhGCf2OTGtta6Zr30xsYwX3wJTjilpujwWKiQU+XPlR/mEy2/Basdy5hsA7aL7NrUuRsehNQa2O3YGn0tXfX7pKFNY2uDX/YpGxPKU3QvT7Bo75kMlqytFx7eAYzehueWMG3OXBbuuZ9fZEAshZ5sEWPcvvVkdp6ncDqzRGc10bSnv2lnmSWe632GRQt249B5kwv+K63HCbdXk1IGFEahdwkc9K5xFfrHGEEbl/VncLoKzJ3WyK4NfntV0Sc5ZMlBOxG0LaCt9n1lKmily9v1BbfAtIba7MkiaWENeLQcOq+2O7Quz6dU0cF0JbPLhqHe8jkxwZqsnLi5MRLO0czoCvRYN27zwcR2O2DCcUpPXZYRjZbLGm+0lz2lgjaWvBJtDX7UgdReVfje+IZtstlTOlXERgMPrTnVWffCn1to3Lsu5ksvE5k1C6btiaEVhgHaMDbZrM2FkqK1T1A3TZ+yjOJTTxNbMJ/GPQ7xyyy4tI2YEDW2UGR94jGy4OJ0ZWk+eG7ZqyRVtFjal+eMgxbQFIty94oh9pk/DU1lTg1vWI+Zz9GqJTrTRtOMIJzWiuKNlDAao8RmNwNVmwZb37wACuVWwp9DUe6SIyfOhaCutJWmUThU5wy3Vq0GYOb5521BnZQzajbMb60aJ/gst9IY2gDpVe7dFqLBmUYsDrT6hdobM8TmttA4iVuPEYkgczmcbAHXaSU6Y+E2r9Ve3MQbLvr3utGfl2H43uYSFW5JUoMQVl+EYZVll31nlfstUgCZdnFnu5iiQGusdpwn+3vpWn4X8+fkOap5H/K7BR7i2/lcqntK1fEvDdcWPPTbNTS2xnjHFYeAVix78F5u/Py/0f7sU7SeeCA3v20jrcfuxy3n31YmpJb8/gYeMwx2aWzksquvrhBS+WH4w7k+IXXyv8OH7tyhhNSKgSzn//xpfvZYB+8+YhGPfvEUzjlgPqmb12GtSDDz3L1eFUKqGvN235P3fuVbvP8b32H6rDk0PtTF/33uYjpWTExFe+RZuzO7aRE7Nx7IqtI8nppxIfz1Mlh396Rlz7niCmZd/EFSv/kNuXvvq/2urZH/vOBgHv7CKRy75xy+ff96zv7JUzy2fqz8stT6lvns9PmjadxzBpm7Osj8ZWM5BKGOOuqo45VGaLyN/xcSUgB/+MMfePLJJ8t/f/nLX6azsxPLskin0zz99NPbRkhBZcd2EtvJlRWCKCSlPKnJh0KyVe+PHZkO8h3r/T9KE72BQhJmvCbVwLrVbHzhmUoDJhOCHoctNnoA1zJZn1rPA90PbMHRYb2vECtWTUSNC4uaDEkriemZNRob5QgWz9e02VIxcu3nW6/Uu5WXKIsuapzWh1KSfDLO+HsX3uOQlJqSbKCKrDQrZefXjDF9MErR24ThN4UjAwR2ajwYi844j77h5cTiayHwwhpIm/Qmx+tLjpsMU/TVpsaJ6Zk8Pfg069Praz73xkrocVmomvIuM4dNP6QGWNKZZFn/eA+PbbtvmzLyRnN2zdgqC1C7JdyRFPaaNXiDg+Xvh3vX0zv47Kbnh2GgNeTTDirUUArvcZUl3J3rZvHA4nIIbzUxW9tmv01FbwoNUKEwSpvWoNFOxZOj3I1bKNsQHuVksn5rtCIiokBkk9FxoTHvkwC1dQ2kTZY8+zR6w0NgV8I2HbOEFLVeeSKTLZ8e6v5FPbllw2CS+yRSFr35PtYNrC5/tmYoiysVxSqB8K5EsYZYVIEWWbh8R8P3ZBXO/UodxgQGcIrmTRmeHRYU1BXolEnlt2cyoqQz00F7ev2ETWUpYWhDBjluLE7SmHF/V5G5AZFjaANHSGwha753zPHjb5I6RO1n0vQm3QhSGrQMwnxF5Tk7PnRxKlSTxWECE11l04RepBP6UIFIWxM8VqfqLll0y3NIFaCYqfKWMgwiFqgxm6cHl9BReKmmrKIj2NjdA4AjpvBCDS93K5/FdVKqjn9ZaK158tZ2cgmLd155KNnRbm796hd44g+/YZf9D4TLj+WXMx7i9H3fwa/f/mtmNvm7fE/fcw+PDg6wq2XxsWuvpakpEETvehx+fTLE2+GDt8KZ/7nDMuzZnuR/7l/HRb98hpIj+eMVx/LDDxzOdAmJ36zC6cox+wP7M/2UrRfQ3VHY/dC38IUf38bM952IYxa557v/j7/8z9dJDVY8ABqbYxz3rr0R/fPZZ/cDeSK3G6vnnAN/vXzSUD7DMNj5a1+j9bjjGPna17BWrZpwzN7zp3HDZcdw8xXHEo0YfPyPL/HRG5eWhUWjMxqZd/mhzDhrD8wVceLXL8cbrYug11FHHW8CjHeoGPeiPJ7EGEibE0SZPenRkelgfbrdL2KSF+iwnPEvmaVAS2OiK8MWNF1q5Cb0ZMxclq5lL7KhZyVO0WH16tUTM4FNgu2RGfSvT4OxGYNMayxh8UD3A4wVJ0+LvXRkKX9rf4Sxgl0Oo1RaI5THQKmdouOQKrnjDLGqeodX4K1dVQ61nNUVw+nNTzxuHCZz7nA6s5VMUCEkoKjK5U7QRr+Px4fvGeP6ZPqIib1hHPmCH0YG0Bz1PS8m1Y+apN3hcRHDqFjPkXFmitLgmRhyE5tP47xpyoa5I2s2rYqOycOdLyCVJGHG0QWByNiYqxO4gW5TrpChpYo4LHmC0byNVpUQrIjURIQuj7vGokdLxqnc1/EeR56qiGZb2cCKn8q9aJK+0xrbdugfS/NCz8TEAxqN9nyDeP1Ahpf6/Hs03L+OSCLte0pVDRKd7mFt54N+GI8RwfEgPmhhFWoNztCINTDI2H6ZYeiP1hrbk3Qni7hCIoRXzuKVMpN0ZjoYMSdmlYyOmRCfGFKrPS8oX1Eyq9aIrSX3QqI1IAgirqIx00asFEUWHJQzcRwppdkQCIRP5im1djgHZgqpdY2eW9fyl+hdubzmWJFomOR91NgiYz1c6zIjQ4x1d5Y/z9oZRkqVvsybAdkVMWqy5WkNUsHo6CheOF/CPYwgvWj5+VB1mTWbBkE787ZHzvLvSUspgiEmJ6V8nahgDQ2+jgVMiheu3ZN4Sk3GnpieRzoOhZ4k+eRmPJsmxhbiSYXjyWomh43xUvD88493UwaD6zLYxSn06cI1ZAvrfqozSUe8OPF7pSl6JUZLo5MWIZUmnt+0hl/GztCT95/Rctz1ioyFLHiIcck9qo9SSlJIJZFFF6czi0iYNOYN5qaiMIUmpelVytNoEC4bHrmJ7r4NADRshkba2mdxnZSq418WaxYP0fFSnLeeuwvrnvozf/7GtdiFAud94T9YeYrmhsE/cfEBF/P9U75PY7TRJ7EeeZTHli1j97E4H7n2Whqbm/0duSe+C7dcBNN2gk88MWk42ja3cyjHeT97mt893cOHj9+Df37hFE7dfz5ewiT+yxWIpM28yw+h7aiddlid2wrDMLjy/ddx7Fc/y4sHZ+lpX8Efv3QNj97wq7LQ7IFvW8jcXaZB727ssfse/CNzAP07nQV3XTlpFiCjoYFFP/kxsZ13ZuDqq/FGJ1+0T9l/Pg9+7mT+37sPYfVQjnN++jT/efcacqaHETGYccbuzL/qMJQlif9yBdaaHSt0WkcdddTxekPZY6DGGNHEC8ELbtmGm9TNpfbPcccUHFH2/giJCjWle8FE42KqY0OjR+SjOD1TCwl7gYeELFqYGd9wFVXZx2TBxWpP17x5O9JEBKSIFAp3K9KLJwoOL3SnkcoXtp7U/azKSB1a0w5deUYmEQEutydor1AhQQIpd4i8SLFyeID1I5Nff7wvT6G3G6+7v0YkWeWCsJvxNpjYPFk3HrFR/LCUcSROeN/KnlLj+JFwnMRc5Vu9wXdSaTrjBVzpt7El1uJ/J6vHJkEdE8ejEgpDap8IKIeKjd/4CwvYkuutJTDs9SnsdRUS56GNL/NSTydrn1zJ2NgA2c4h3P4CSI0u+vetaQSacxWDtTNeYjBjBRcSkDShJ0zQF20ph+a8V+UdodEDS/1MXYDTEwh3Cwc6H4XhZbiOTWe8gAjK6DHjjJQKlKpJk6rhGO/pwk0M4Vala5+MOI5X6XGWPam0rvHISPUupm/oeVYnV2NEDN+DSOsKAWyA051FjlQZqKGxHndpDbLqhR6YBVOQ6O0mGWxYOl6Q7UyMI5805XWrus3eWJzcPx8CYDhr0VGdQS48bEut3aBcITVoTVRowCDiGYiBop9tcxy6kyWsoF+j0sZNDtRkPazo+kysy7XHlTdOIM0AtDEJBakUXjxe81k4D0e7O0mPDAUfBsfXFBvO2wpZYRgGGo3rOiQSCeKpWkLa0OMIoqp1rdpTKny+bBwr0J0sYkjFnHQjbaPRKYg1IxD2rhQehpyFnlK6/F210Hnwo6rM/nyegUKWQkcn6cGe2vaOQ3XGvrzt0ZcssXIwx5Mb4pV7oCfWpyz/VxHcb3NFHC9VmbeV4yvzHSZ9MpS/cYSsuY7w1M5MBx3pybNerh7K8Vx3ioLjBc2r2REC4IXRF4jbQyitJvb9uD8n055K9PYw2L6W0nBlDYyV/DXemOL5oRh3HV4JjcZw/I2YJmOqsOhwTG4dK1Unper4l0S8L8+SOzuYv2uGFQ9+j1WPPMjR57+Hi7//I35h/oW/d/2Dq4+4mq8e91WiEX9xfeSRR3jymSXs1dPDBz5+BU0LFkAxDre8BxZ/D478kC9oPm+/HdJGqTS/eKKTC3/xDJYr+dNVx/H/3n0o05piOH15Er9aifYU8//tLTTvN3uH1LmjcO5+5/G5q/6P+85I0rePYNVjD3Lj5z7Bi/f+DSUFJ753X/Jxh0MXncysWbP4c+5IUovOgL9dBav+MqG82OzZ7ParX6Itm8Grr0FZkwuXx6IRPnrCnjx57Wl89IQ9uO2Ffs780ZP8Y/kQWmua9p7FTp89koaF00jdup78Y/2vXChHHXXUUcdrjXJUQ2Wd60mWeK4rfPHcxPo3/r02FEvXgQE3UmJlR7Km/ClJqUk8paZKoS7HGUhTISJM6H8BHYRwjV/L3cECdtFFuJV62vMvsDHni86Orc/Qu7qyObG5Z8H6kTyukORMlw1jeQZTJmIKTy6NptA5gjFgboKoqzkB2NRLem1I4+hgihfaC8jx5Msk50vbwFqTRGTtKqMPcKtIgEmq9YRCur7FlMraZONW0Ea/zqn0GSe/BE1nvMja4TyJou8ZEov4srXjQ0rGl1H2kNqYZdZQyR9KU/TpmJtnzMtvmpQKyh7u6mC0u2OqBuN6ilYniiUspnfnyacSmM44T4PxzEOFVasi63TNdRphSEvZCwTIj2IJ4RuUwv9HmIo904vTsZh8ySyTUKsT3fzlxed5sn2id5FffVC5p3GHipWxrRTa9arud/U9NDA06E0pHEQiZQ8ZVTV/Zd7FTFgUbI/hzixW2i/EsBUxR9X0saZCaL3Um2Zw4+TEa43hHZJTUmItX157yyYJDQzvS3VGwAnzW3oQEGK6MMaioQfKQufaiPhlTEJuVZczbeQZRlc9S7K/t/xZLOKLeKuqrGpaa7riRZKF2vVi/BwyCnmaO9ejxs0Jp6MTc+mLNVkj3WSSsX/cxcqhlyi5pdq2VXs26UoSinBcWF15SkNmOaxyQqY8XRvCXd3M8Z6bkxEkEWFM7illhF5gesK8E9InpbKmi1D+2YbWPpm7xR5wE7XOxmPlQJaxfGVTxig/1wBqGUGtDDTKJ2ODcr105YDyPNMa1/VwAw++fDKBNUnSjFovs3KTa9YRKbwJmSzDMFxZNS7GL78GRsCv6fJegNBySu9hrTWFsRGGh4fxPK9MmIah1ka0QgHJbBane3ymVs3EW18htmES3cEJbdjk1xNQJ6Xq+JeDXfJ44FcvoexHGVh9E43NLVzy3//HcZdcyr8/+2UWDyzmG8d/g08e/kkMw0BKyd13382zzz7Lfhs2ct7JpzDtrW+F3mf8cL2BpfDuX8K7fwGNrZtvwBZgIG1y8W+f4//+uYHz3rKQBz9/Cm/bZx4A5uoEid+tJtLawIJPH0HjommbKe21wQm7nMBv3nUjKw4r8egZeWbssztP3Xojf/z3T+MUN7DbQbNZ+c9h3vvuD2AYBreVTqK0++nwt0/Ai7+fUF7TPvuw6Mc/wl6/nuGvfnWTD55ZrY1884JDuO8zJ7H7nFY+f8cKPnLDUnqSJaLTG5l/1WG0Hr0T+Uf6SP+pva4zVUcddfxrQlVe5nNmAU8IsoUS6cFOhGsT6llsKuNW2cMCP72zBqKuorEkMPuDVPVTGDdlVKWSD1HtXQBAugecIvkVLyG12Kz9YVhZv0gzW/ls3Jv66qEc64YrRq9OFMlm/F3cakPAG4uTv3/LdKls4T8v7H6J25ObPPxMayLawMCYYGBMhuo+9i8k+CwwmsYLT+cLGZTWmELUkAOVcMyKNalcv+/Nl1dVrtHOQ/eTVYdOvIbBjMmGxAhr4xvZsCFNz4Dfj+N1w6oqL9c5GUIDzpXj7nv4uVBkglCj6taYrsfGwZw/lPW48L2w35SmWMyT9IrEvTxabiqjnoFUio39oxRKNmIsPuVGlzag4OUxMCih6EsMBpcYGF9ThHFW6/lXe0qJTIbmro1Ec9mq0B+NkIqefI7hVBDqqXzjUJTCeQMR5aGDeu14EYRGee7k9Qc/m+MWImGiTIFG07S+j5aXeyfVsDEw2K00j91HfA82rTXKGnevAk0p31NK05MskS3aSKnoihfYMFJAConyxo3D6jkwjujJWQLleZMNwWpFZpTjoIpFtPCQusozKVh7rHWpimeT1ox1d9L+3NMopekaybB69WpyuSoCbN3dsN7XKtWmT/ZEpV11nZMTHJEq76ZoEL7kuU45m6Qf0jcuVE4pcpZHX2pcqN44oz0WH8EQHtqtJa9C3SyVrnhdun0DFNw8hmWTc7IT2jmWtwMR8craMpAfRCgXNHh5b3xy1vL6EQ2uJbx8q8rjLgzJDbPk1XTRFuRjKIuZjwt9E0qhlGYka5EtVcaDHEdAK9vBG6v1GgsL0p7rE68Buaq9iWuVIT1yhUTl3kYMhJbBBk5IplXmhxaef88nDIWqRCAa0vk8qWwWgGx8lN4NneNP8NdGDVpX+RiF/RGUs/GFZxlcv2biuVUoVnkp187hgPQNCMg1idWsT6+jcmN8TzXDU3iZOGNd7fR3dTA0NFRF/OnxxeIODGGvq9XPg8qarmUtST2+s8anDdiUR+ymUCel6viXglaau398N+m+3+KUVnP8RR/kw9/7KTP33I2rH7uapaNL+e7J3+UDB3wA8LMg3XHHHaxYsYJD167l5LlzmHv5ZfD0j+CP5/uZNa563PeS2hHt05o7Xx7knJ8+TftogZ9efAQ/vfhIZrY0oJUm92AP6dvaaVw0jfmfOpzYnOYdUu8rhYPnHsyt59yKnt3C9Xst5uBPXUJDUxP3/Og7FOJ/xjHjrH0sySWXXEK+UOR2eS7e/ufD/f8OT/7vBBp92skns9N/fJnCgw+R+s1vNlv/QQtncOcn38Z33nMYqwazvPMnT/GTRzfiopn9vv2Yef7eWGuSJH+/eqvSQtdRRx11vBEQEi9SCobSo3QMduHavoFj5TPBC+wk59W8l/u/jBVsNo4VKFouscBjQzdFa44JQweiExyIJvGUqjFUFQy9DL1L6EhvZLAwuNld8fLX0n+pV4wLWygbNYGhZXpML0YRVdocRVuwZiiHGBcaE5bj9vfj9vX5VzAuAjEyiQhw+XKoYiXGPcek7WK6gpGcVe6VnPQF25XW6GFFLOmHPSjHpDDUWz437yX98DcjDHlRjHRtwE7UepfpamJIgxYu3uonoDCK29W5WS+pEK5ySdu+V50nxoVojj+v7C2nx38EuqIdE3p3aVviDhXLJMWGsULFIKoykJb1Z+gYyDIa3DcDDUoykDbpCbRkRNxkuLu33CbXK47zpqltk+lK8qbHWM7GWt9O6YUX/C9lheSRponRN+SrKVcsSF8nyLU23XVKj7/tKKlQhUCLyDZDLfaatpVss0wU21153ERjbZ+O8wSaOvtbeHj1dWtiyWxNObWnG0QD89EwDMSYib0hjap+NQoIF601UmqfbNnQTn5de9m41qqKzNEGhq6lqtW4BUc7NvZwCisw6GvgV4dWGmvlSqxVq+hLrmNt3+KqAoM+qd5c1L7WEsBAqsjL3WOM5m3W98ex3OqQRh8VA7+iwl0JM6tFtKrTlJSAQX+hn2eHnwUqpJWsWkT1OF0wLUBZxoTwvfL34xflUJ+297nqo4J115igT2ZLyUDGpCdeLK/VJbfE6uQq+s31VeTFuHrLFxaSfgZFR/DUxgQDabNSh1Mg5mV9ckXXFlBe6acgHMpdPG6uC6V9bT1dzW1pnzCqWkjs9esoPvUSWtVyYDrTA+0PoGybVF8BNzk5hWGmR7HdIkoH8zpisCaxmt5cb8jqVNpmZmF0JdrKVm3wBOuc61Y9w2qvddIQOihPuFwuy0BPZ9WptccWMunJNzuCflo5kGVjolhuT3XIrdYKISTJwT6UJxgujNSsMe5AgcaePNpz0QP9WB2dtR60etyDLsBwcYgV8eW+h6GZAV0ZPxvXvMiLS5ZhrsvRmG6rREKG64xWsPpOWkphYgU9WRWbRZ2UquNfBsLz+Ou3f8zg6j/QNnsmH/rOjznxgx/B1g6ffPSTLBtbxvdP+T7n7e2nF7Usi1tuuYWOjg6O27iRI7I5Fn3jSxi3XwyP/Rcc+l74xJOw08E7pH2ZksvVf1rGtX9dyWGLZvLPz5/Cu49YBIAseSRvXENh8SBtJyxk/lWHEd3CFMavNXabsRu3nHsLe87Yk68O/IC5/3Y27/jENWTHBnGyN7P2ib/gpSNcdNFFDAwOcnfDu1BHfBie/A48+B8T3PBnf/SjzLzwQhI//RmFJ57YbP2RiMGlx+3OY/9+GucdtpCfPNrBOT95mue6U0w/aRFzP3Iw7nCJxK9XIjKbFhKso4466nhDIXhr9IIwM6U1fd0dzM6sBrswcae7fFrFoEr09VBs78MOSAlPKqKB8GmYuUhXGRjeqMn0gRgRF7TtoPL5Kg+eynquqsSoPcfEdAW1FrBmRXwF9659mZ4JGdRAh5pG40R6p0JbwqLFjWBUPVI2jBboSkwikqsUsuBiLluNtbpq11pXbBOlwMy7E0N8Qg8LbWBoo0Z3w7VMiu19rHy+i6GUVdbZGfIytI91ITyJNAWG8K/NHtmAGR/xrzFod3e2m6ItiBdsXNc/38uGGREr7azGhtRaNlpxsDJ4Y3F0tZfaJEbRuK7wf7o2IjuC7HochFPlFVe7Y6+KXln8u7rUUDtGBF5OxpBb9uJBKzyvcu/94adgcCmR5DrmpFbSGho0UoNWjBVs1gdecGVv59BglC7NfXkagsxtkVGTVCFD91g/a4dyjOTCZ31ApNiO7z02vAKsjN/OVAbQQbhbFQE5sgp6l/jXMN7pq8pzq7Z/QY/L0FVtz2odarzI8IPaY1G+t9A4Uqp6PlV7CVZILMoC1GH/6Jryq7SCdGjy+QauLLh4UtGfsBDK/8yIRMqEtZAKkR/Dc7LIUqnsYSJklUGuJ7azmlhTjixnIRN27fuXf1gggj1mInMO2nXJJNaDXfF4MiYL5dQQicWC7/0+Hc7adCeLLO1OVbKJhYRI4OVhoGp4ouH8EMPjNOGiVQfIcO0xDFzhgtZEy/p6wXU6ElFwaiaDyMSQxSjGOKF+X+tpIqFjxALyX0pipUaaktPHeabgZ+wMBLlD7zyRbWL6mIMhFFJJX1dKeaHDTiVr3fiwKx16SimKllc7jjTglogJMyAmNI1epKoUgmk1OSkThu9Vnhn+V8qV5LI2Wvvv7Tr4UqqJBL8sRtFWrZ6cKozhupqxFV3YJQfTMlG2jTc0NLEdNdPT/yNtpqu+9OeJsEr+8u5aqGKpZloWFz9XReQEo19IrGKB/myCVGmy0O7qzYLKHAkJ//Db/tE4nZ0TPa2UVsS6h0B4mAHZ6PTksNdWdKA04BRyOKUS/T1jyFW1z06Zd0FJYok4ulgAN9CpCjxY473djHRumFB33IyjzTQkN4KZAqdQ5fGkEAN5kJqIjFZdW3DVytfQazMHAGjJOMwYNuueUnW8OZEZGeLmL3+BgbWPM3f3E7niJz9np732Ie/m+bdH/43VydX88NQf8s493wlAPp/nxhtvZHh4mNNTKfZas5Zdv3oV0dvOhe7FcP6P4aLfQdOOCZ17amOCd/7kKR5dF+dr5x7EbVcexy6zfBdqd6hI/OfLcXpzzH7//sx+974YsTfW1JzXMo8b33kjRy84mq88cx1LFwxy+Y9+xaGnn4V0Xubu718LqQRnnXUWa9au49GWd8GJn4Olv4G/fwJEZffSMAx2/q9v0XzYYQxf+6VJ4pwnx/zpTfz4g0dw25XHoYFLf/cCX75zJe6eM5h/1WHIokf8lytxR+qZ+eqoo45/LYT6TWN5G8wkhhI0u77xrasMhBAqIKu0UqT7+5G2W/G+KYdhWcQtX6xYBYyJ1BJl+i+5EWEgEgmcvr6aF/Bym6oM966OjXSNFSHQGfK/l+DZrBxrZ9VgduI16arjqPWUGkibvNQ9zGi6F601ozkLEezjRKWBm7RrTKYwVKdae8fpyiIyMcZDB0Z7IaXJJa2aawqPgIphSH4UhpYFxSo/NKs/T0O8iXyQdU9r2LDU4fGn1uMUk+VrIvA62XkEFqb9TL9ZO8fa5Aa0Bk9IXE/5mfImNqEMW1iAJu8I2kfz4zxoJh5f+U4FRAm4mREGlj7uk2yBoO34bF5h/4Ti3+H3WkMsMMCFqiURtdYwto7ZmVWgwculsHJZDFcQ9WI05PtospM0Own/eE+B9sWC7VJtpsgyeSQleIq2dOBdJRRj2SS251CwvcAjo4phjBgQ6PJgZ8E1y2LQvudGBKEFcStR23dTRTJKVTZ2w2yVUijig0kKKgjFUmV3gvJ5vveRLhOQ1X2byzex7JHnyCfi5fk8meFv5h08R1ISJomxbjriRQqOV3vshPk+MepSK03eEuRdj3RoYBsGQggSwxt5buMwWgnKIU+Bp5QnQhpWo/OjE+qS0te5GYyXEBl3wtrjWqKKLPENdSdpMdZro0Wlwy2hfY384PzR0iglr6KtFA1IKelVi0MbpDf08+K9/8SyKh5wItB/qgh8+2RLf66fFfEVeLZdTtZT3VwVtKdMzvc8zYKB+33CR/ntcEdLiKSFBmLCwEtUrSmGwdrhHOtG8pXP0BWyC9+Ly4iGpJQiZjYTyZt4Y2PlO2oYBk5fpYzyrfT8BkekRhFsQJS93cJL1QGp5rC80OfPz6Ab4olRMoN9GGiaG/w29KZKOCHxqDXNiQi7JpuJeIqp1hFDjiMlJzmuebCIs9EngqMRUIHbUpmohZrzqj2ltPb7ZmOnTW9ntnyM09WFF4/74aHVvaMrBJwT3kOMStu0pi9lMpo2UUohXUlh8VOI4QpBqVWVB2WwiHrZIunhQTAqOlA1/VAtGB9MmZzp8mJv2g+1rLo+2564Sa6TKRr6RpnRN1QT+RkmsvBb4YdBqlKClnSOyJohCOdNUH1D9wpaulYHbYLSc89TeuFFjFLwLFXj7qX29aFGEynSVtiuIMTVlYTaZJaoXRDDNSeivGoHNBpMQdRTZVLKNCfqb02GN5blW0cdk2Dd009wy398juzoGLN2/SCX/veXaGhsJOfk+MTDn2B9aj0/Pu3HnLnHmQAkEgluuOEG8vk875o5k/kPP8JOl55M89OfhGgDXPkIvPWKKXUTtga2J/nWPWv56I1Lmd3ayN3XnMhVp+zt7xIoTeGpQeK/XAHAgk8eTtvRr32GvW3FtMZp/PLtv+SCvS/gp8t+yv9b+V1OvfIq3v5v/4XWrTx4/f8x+vQjHHXE4Tz73HMsaTkL3vH/YPVf4fZLwKnsZkeamtj15z/DaG1h8NNXI/P5TdRcixP3nceDnzuZa07fl78tG+LMHy3m8XyJBZ86HCNikPj1Suyu7CvQA3XUUUcdrw38l0cXJ51BGeGutm/Yq9B7YhIUFy/GXrmaiIyUDX6tNYaGuN1Lzk4EO/BVoV2h/RAKUiuFDt+GVeWltXqn3ws1VCIVD2BdjEO+EsantWZkZATLdkgVHXTwiuo4MiDRKqRSzvKI54LdY6UYylh4Uf+7qDAQGZfeKu8roTS9/d309HWV66ruu+JwBrzwhV0HPxWudCd4LJTDKXRgeKS7/JAHrVHh9UuBIQMvEC3L3Eg+VSi3uVwcYChNo6joC4W/CA1DWZNMYZy2UNX7iVaaaCILQLIoQIEsVYc6BTErSpXvT7U4rkKDsIlKC7tY8DVeAvLw3lXDfra5cZBKkC6MIoIwoEwxQ9fGdSgpSRdLpAtmlfcc4FWMEnuwi7ENa5jR38j0xFyEVrWaWsK35kq2oJQLvBuMmh8gRa1RlRmAdGe5PyrXHhih1e9zxQSMrUEHoWyWK3CDe2x7FqIqfNEYd+vLxdYInfs/8n05lq7oJa8CQWEp/Q23qrGWi5tkRs2JoTsahJQopUkM9pU/DkOzRCqF0+WP3ZGODGbexQyISK11WUS6tn2afDGLlMIPQ6qJptUgNbGoTzg5XoWsKZbylEpFnGwyIPYMRnO+iH5rcRTPtf0+LiUg00uLNUq1p9RQsY+BQj9umNFLGyAkOjB2e9ckSfQXQYPM51FSMpy1SJecCjkG5B2NLSPlskeKo2yId5T7KxKN+f2VM8t9bBjgJMaIeRFcR1KwPVKWhQx4j6iwal/tgy5LDfYzvLHd75uqfpRVpJT0JGvaN5Y9WJTWaKfWa6pJjDOrDQPLU5ihp58vIFf2/nxqY4LH2+MQ9eebF9aXK/rEpM8yAUZN4ojG7mGiG/oQwSg2gvEYhnkZRnhx/ixMmgl6cj2UpEtOWoSDwcDAcXztwYao3zEF2yuPhwZbErH9z0PyNQyB01qTyeUZ6OxA9FQ2j8skuK76G59slp5DxDQJo58NrRFKITx/jRz/nNJB3/ZlCgzmfRvBCQgoI4z9rKokbafpK3RR8FIUvTQGGq+KANSqQqhmTc8XWtegA80zWazyqp1kjvplBL8oPWUyDwCRL+BZJUaLKb9spSfO+/GQAq3BUKrGY6/cBCnRo4MYdgrDytFk+baR9jz/OSwEoImWkrRYw35ZwYCPuM1E4qri/VnVFtfJ+5liDYNiSPBFIv6zIWui7BJo2BCQqxPC95TLQ6l1JOxa8skNEo2MjY1t+roD1EmpOt6wkMLj0Rt+xYPX/5BY00JaZn+UC7/4HhqbY2TsDFc+fCUdmQ5+dsbPOG230wDo7e3lxhtvRErJxUcfTeOvf8PMIxcwy7oF9j8b/m0xLDx8h7Rv7XCOC36+hD8828uVJ+3F3decyEELZ/htzzkkb1xD7oEeWg6ey06fPZLGXafvkHpfSzRGG/mfk/6HLxz9BR7ofoDLH7qcXY7fncPe/gUa2k5nYM0qev/xZ3ZbMI9HH32Ul5tP8gXku56AP14ApUrmkYaddmLXn/4Md2iIoS99qRLCsQVobohy7TsP4J5rTmKXWc186rZlXPPPdRgfOZDorCaSN67BqnKHraOOOup4IyI1XCSXtNBaIYaHMTJpwlc7Q4fGU+X4ijYUPk9RMmmyZzA3O7NiEFQRS0ZgKGitMUw72DEdZ/SralHXqnW6Os10qGESqYRkaC39UI7AsLAsi2QyyRPL2lnSmcQREk8qkgWLRNEPJ3t0/RiPrhsL2haaF2HGo3DXdpKXeXwipjrsSAmBEILO7o0sW/o0iUSnr48TEBlpN89QfniCl5KyLFKDpSAkq0rwWFdSqJdtQmqJPP87v30NXg6qNFvKIsQlo0yGhMauU9bJGWfpASKZJ5bMAwbaiNAsY8TyCmmFRGFw/NBLvvgzULr3PhrcIDROSlqtYaJeAcd1fc8sIhOyCuoqryghXFzPxgmEuLPFvD8UhEexmCWVy43zMgiuvYqnMoLyRDCkPNtBFHMYsmrcTmEYIkUwrkPPqYmhNH4WSeV7ohgGNTcBf9wY+CnkbW/cd9X3bpL6q0mp8JrGEiZKCByrgOuY6EIKcgO+oVk1Ce2SW/bW8MsK56g/KZ20T/K0iWlMT/hhpqXnn0fEE6A1hqerLP2gneNDTJWmJASua1Gw0jXhuoBPvIXhgkLjDBUQlh0QrkHB44qMCZOdcgYN6QRuMUNxfR/p0SxG4NVW7qLgekJizDAgNpaCjp6qYzTSthHJFGJsFCE1ytG+B9x4hOMkZ2COSjYMdiOERyQapT9t0p/Ig23RsmEt0VyWGXaUZjMGEnrjFmNpi4gzH9BEtOuTNsF1GuX+kxWPzOq5JSpkkvIkJVuUM7tJ/yKhlERJjwkdNg4icFfT+OSI6Qoypq8/p4CS57Ex7WCK0LvS779poy5IVfbWAmgYzdCUn0PEjfrXJTVSq3IocXh9Wgqs1WvJZkawhF25rVpjChdPqyCLYE3OjKB+xbSxUu3YqhpG8YLNP55ezssvvkRLjf5RQKaV1+fKM0f29xFLJShvk2g/U2NfqsRQ1poQKq0BT2qyIs9AvoiOaIyAUPcdwvw+SRZsUkWX/nw/BS+Pqywy7hhocIUEt4QcHsRJSqRrlMe54TNjvkecBu065bmdMd0qfb0qAkcqXCFxh0cpreqa5E5Xjh1e+yKrkssRyhn/1ZQIx19kElKqYUUH+vkn8JJJFKCCY5Qr8AYGsFasmKQl4RppoHI5VMnfrFmzcR1myQLpkcz2IhwrEOavNLJ871Xt86c6nB98cXkxOJd0JkJjTxeNQ/3B92E5m08GAnVSqo43KErZDH/5f19j5cP3s+shb0dF3s3pH3krcxdNI2Wl+PjDH6c318v1Z17PSYtOAmDFihXcfPPNtLW18bF3X4j3zW/SNNtg531WYZz5DfjgrdA8c7vbprXmD8/08J5fPEvBFtx25XF8/fyDy66x1pokYz9dhtufZ/b79mPOpQcSaX1j6EdtCQzD4IpDr+DnZ/ycrmwXF993MbNOd2mddQw7H/gpFu6zP5nF/2Qaivvuu491TUfBJX+G+Hq44Sw/Q1OA1qOOZOdvfJ3S4qdI/PRnW92Wg3eZwd8+9Ta+du5BLN6Y4KzfP8dLJ86ncdE0Uretx1yV2JGXXkcdddTxqsJzFWbeDbyhAvIlJKWU7x4wzh4Fghff8i5n1N/1rcqERXBKFP+ZpopFWpeuQ/cOVgoxKBM4SkpK6QIrV1a0KnQ1QRWQUo4ySJXcwIElTAteSWkOUAxC3pSUwc6/r8mhtcbxJKbpVoWpVGD2toc1g9a02BUBXVllVBRKBp7tgRAIIbGURBQtim625lhHueV2VCO5vJfBnhzK8wNQ8CIYjh96N3V67rBl/n8R5dCSH6TJSQb3JzhAKJoSitlWDF2lk2xUebFZrmD5QM4PUQOU9L0NDN9ngogOMgIG5Jybqnq/CAR6lYam4HpdUQlTGS06JFP+uJHj0tZXsskFhyvFwMZOxtIFHOnQl9mIEv5Y9DPoBcdXlTNrsDq1fUA2aAUYWPkSIpso85rVtY/j9SZoUZZhpqrsR78NJVcy7lIq35crmsR9JmhipIbw0rRsXIvd01tuR1NvJxHb8vs10G0ZM+OUHP88b6C/Mi7Kk1TX1OP3pwYlUWNrAWjUTaA10vHo6unEsv1Q0thIFkRo5PrlCKXASuNJTUHEgrKNcpVKKbQCW7pYZhEpZNn4Fq4AT1EcGq0YmQHZTOjFVv4bCq5Lpq8TkUvi2KEe1zjiAsi7yeDiJoYxDhQG6EwHXk9S4RZcXDvCJBFNGAFxKx2wC3mcUoFCqUg0GsPyJFp6RAJDO5bNEAs8FJVn4Oaa0F7EHy5lwiOQAa+6BdWEteO6ZId7kMKrCF0b/v/i8ZxPMBoGJenwZPfDCDONDrxhXOFSFJNpDUHO9Co9IKVPUgWwXQ9H+OSlW86Mp8FtoM1qo3GgVCOa7uuDhSrxEJEhSQDN1hiz0ytA2BilEtJ1iKbyVbdAY2hNUTiMSRulfFp/gv5PwaS5p6NmqoW56wwgZ/nro+0ImhJJlDTLbaiqrIZX1o5bHv/hxyLY6PCkwq3yuMK1oJQiYScq/eEP5nJrlFKYpslgqkRPmPlwnAujlArMJMo2iGhBXjj0m0FopPIjWlCSsbyNbdrYfUNkCi6DWZOxvFWpO8BoziRV8q9dliyKOYt4caxmwwNAaYHjBkSbZaIB4SoypVqvV6U0smrTIXSOi457vhnawAi8xWSQrZGIX59wnEr/BD8KRgyz+uZp3xMs3T/MYNoPzy4WSkilMLSBJ32/OyJhv3lYHQPg+M8ZGdV4+RxmrsjOpZ2ZabWUuSrbMpmWn85Mr5V0vgft+PdCCEE6Nbmo+2Sok1J1vOEwvHE9t3zlcyR6uzn+fVeTHHkLB5+0iANPWEjCTHDFP69gsDDIL9/+S07Y5QSUUjz66KP84x//YK+99uLjl11G6bovogsZFp1cIPLRO+CUa3dIuF7O9PjkrS/zrXvXceoB83no8ydz4r7zAF/MPHV7O6lb1xOd08xOnz2KtrfuPCHF9b8KTt3tVG4991aaY8184umPEzk5QXIgwt7HXsnZn/wsTQMbiZpF7vzrX+mK7gsfu9cXIL3hLBhZWS5n9gc+wKxLLib129+Sf/DBrW5HLBrhqlP25p+fP4UDdp7ONX9bzf+0CSK7TiP953ZKL2+ZW2kdddRRx+sVk+nJGEH2Ia0nhu9VvyPmbI9E3qrskFfpTUS0gUKhLAs0NHQ5iCCUzCc+NKQ6IdFFYlUPdmfFqFDeRFKqM2nh2hGEF5IsTLl7HDfj5EQldEyjabAEs4ZMCL1NJrsoDU2eYpopaLP8NoRRFlJBMqMZWzeMdj0s5ZHyFJbrVDyvqsNUqPVCMYCiLekeC4SYtUFTehay2BrsvstJnHuqQr1GejDyaaKeR8tQimghX+ONE8kUcNN5DOWTcaFAdkRWXtftQMukEIioW44iZ7q4nvZ3ugOOIGd6SKVRbuXcsZEkfSuWVXW6xpW+ZohEgdBIV0EpgUzUiuEmCk45Gg402nOJF0p09w2TMBPQvpHmlc+jqSJgYBKh+NpfQl2n8qc1WbB8b5GeVJGSIyrhdFLUCMxD4HFnZjCEZprZyiyrBUNrhjMWXclKWIkXWFKGESEiJBEhfeJFSVC+14pGo20PXRxlVm4dBhVNFzQ4nd0++WabRIsFGkaHfN2mKnJrpBAQcELgZcKwIB18N8JoaYxhJ8tD6bVBWJFES8nKbBopDSKBMLlSArwiaOkb5IUxIk5FCLy12EdkYCm6ezHpfJGSimE5fmiSzxdVQl9dJRDFEq7rBp5SFcLTCOdibfdXXZO/irgIalLeV98zwChruVfGdSiOrssGu0RIAQYUhEV/qsfPaFYWh49U2hKsX258FJVM4oyMYiZTGBG/ZVoIYmH4oWGUPS+VFx13McE4MXwvPR1es98g0JrHnlxKR/tGlJK4ZrFM1Niuh0zncYYtin2S1rEGkikXTwrSjlkO2zXdEsNORQdNSUUkMNDjBacccKakqiF97bKQf1VYr660O6IqulahHmBB2XR4I4DyNaUCsrnBzGDm09h9L1HsWYdWmphqDG8hCo2VTVZCjYPKJoaUqjKhGZ7b6GSIuHkiRZOGxU+AVChXYLg20ZH+CWMBQLsSI/CalYAOSXMM4u4Yz408U7kP1ZCBNlupMncMbVT1kUEmm6JQzJfJYP+wyhzsyL+EGeiQuYE35IBMsKbQG5SgGc1bjGSKjOYceoeHGRsZo3tDH0rJslST1BXi3pVl10aUaCKXNMklsgzkh3BkKA4viZtJbOHQGM/S2t1JpGSRGXIYGjKpXvBGOrPku/LhbfDHnGFUEkcogaeCtS9YgHSgh2cgabQSdHQkKVn+hspQuohQGtOI4lZ7eAmXhJXww5WF/4w3HUmmaOM4lk9UU0nc4bku0nKIZAvl++8VMgjHRaOJ2RFKRX+NiqeKWK7056PSeNJh2OygK9nD4OAgjjM5UTsedVKqjjcU1i5+jDu+dR0NTU1c+OXv0P7CNOYumsYpH9yfsdIYV/zzCkZLo/zq7b/imJ2PwXVd/vrXv7JkyRKOOeYYLr30Ugr/+UmsNR3sfGYrTV96HPY/a4e0bXl/hnN/9jSPt8f55gUH89uPHM2sVv9BYK1NMfbjl7FWJ5nxjj1Y8KnDic1r2SH1vp6x3+z9uP382zl999P5ce5bFHcbZuk9PSzc/wQu/8EvOWBWG1glbrvlFjbkW+DjD0OsGW46D7qfLJez83XX0fLWoxn+6tew29unrnAT2GNuG7d/4gS+eu6BPLgxwftSCYo7t5K5cyPFF0Z20BXXUUcddbz6qDYoQs8jQwnfuFYK7dZmoFMVdgFXKAypyuE2WioMrTHsCA1OBKc/HxiYBhHPFz+1SyapwTR2KDIsJdHAAC63qVo3SUqUAqmjzPRm0exO88MP0ESC9oqyuLP/Mr4+00mfmwqMEL9tTfmAEBMV6zkkkyLFwgRj09CaxqE+RK5KxDg3hBhYidYKNyAbREiw6ZCEqtJsmsTNxgiJDWBkJEpfyUIrVTHgqvaaAscADO0xzYsxwzIwAs8vw/UCMsNHNDCOEaLG66om7C0IGwxb5QYOYVJGy5trWdNlOG8RzznlViitSSSzFJMjFYFyKhnGPDSRUjORwQZEchhG+mhNVVxXkgWHdUPDbBjsQAOOsnGkTxp6psI1p4MlQAgszw+9nKz//GGiK4Ydvj6X1JqEncIMxM21BmVJP0wKsLxKf0gh6M2tp+jlaDODDHyGgaU8YpYqG69hLxUCHSBPKTqyWRKWidLQlsrRks77xws3yMynEZ6k2N6Hl0whPV+jLCQuwo6LD/VTyCYJPbLGe5qIqvR7lc1Hf4yNpDYyao4R9/y6lfbDklztURSShtzOtMg2fIEwD4pjkB/xdc6ErDJpNU1uBl2MB54fHrYn6E2UcKWsjBurQFN6o98WxyHf62csm0xvTgOqUERLiaFVxd/Kq8q4qP1Z6klVdVZwb+K5cGaWPzODe6eVpneog2yQXU8oQU6YAVlSUbae5u5Jgxe8IyuN7UlcoVDSI11y6V/TiTswgAE0lyQtOUlERbAck0QgmE+VfrbSuqKpZQTEUEC+R21QpkBKSaqYpn841PSq9E3eMTHzNq5sQnkaQ0G02IztSoquoGB5hGryWkE8HcFxDQq5DG5qDOVYPvkcjAM9zlPKCbJsVhO4ibxLya0QR0OJEUq2SV/K9L8LtMsMACl9UkFrnISFXcoRKZM6USJWC7bn680Ndo5iDw9hlTJIr0TMK5ar1lVjPPx/2CRDQ/PQ89jZUaKJHIZWRByrrLknozGkGc6DSjlGZ9bfSAC8cgiwf07CHfMdn6qHoPSCpATjNuw1PuEkA00po0KYGVLSmu5GZ3Ll9iilsLNZRoqjgEHJEYH3ru9tqpRGeh4FxyJfLGHoMNJZI12B51Y8mmrCU9HEvJKvk6dDr2SDFWMr6C2spMlJVxF5GqPooJSB4Qo8pYgqo4anLwyliY4OMCu1ErJ9ldwMkQiWa7NidAVrk2swpP88i3gmsYCUDpOTSNPDccG0YDRbwlMT53Up0PVTCF8YXSk8VyCLGYTnYpdsyjsa+MSx9tM5Vu6FUT02Kr8ZQuEGYvvSNLFLOYR2/c2KyQjHKVAnpep4Q0BrzTN/uZWHfvljdjvkMC7+7x/y4gMFpFCcfdWhJNw4l//zcpJWkt+84zccvdPR5PN5brrpJtrb2znnnHM476wzML/3QVIPvMzsY+cz8/uLYe4+2902pTS/faqL9//6OaIRg7s+9TYuP3EvDMNAmR7p29tJ3bKO6MwmFlxzJDPO3B0j+uaZetMbp/PDU3/Il4/9Mn/f+deY0QL3/X4ZLdNn8b6vfJN3nHgCODZ/vuMvPLusyyemZu8Jt74PVt8JgNHYyK4//SnRWbMY/PTViExmm9oSjRh84pR9uO+zJzFnVjPvGhmlZ0aM7N87KT4zSVrZOuqoo443AGpIKaX8l04t/JfibC+kuyshP1T0eoxIsOMqJQYREs6AHzanNJFilGgmhkw7KCt8UdVk+nuxV3agbBcr1D+RGkQLWlRrRlVIhPSYw9hYjFI6izDtGk2KkERzx4vGejDXXEhUBpmp0ETKWYg0jW6OaaU+0BLDc4llUzTlihNegqOd63GScQBKjuf3g/LDXoQQpAo2QiikUEjtlY3VMv8gVTlDbLmby9nzwLNs7KwD1aRU9b0JiIgZhcrmR8QIHUGCTFzarzAabfTrtorYhbTvTUK1TlagqVLl2aC1gXJnYrsLCcXhXSExtFHljaHpTZZYNWIx2LWadFUIidR+JjmJIiWKvsHuKYi30TqaYcaSpzCCtOJj+bTfbiUpiQxFkQEDinmBVBrXcTFKJtK0GUibYQVAlYlZ5kOr/2/gOja4DsW8nz3QsWJ4eYU5XuQdKFlFMvkkKWeIVrtiuI+5ebKeT0pEzBKRXBYlDD+7nicYGowjhSLrOMwqNvhGXrXQeuAdIqVCSfAsF9f1x18knaap3/cE3DBSwDRLuLZZvq6Yl6c5FP0OQ1vB11yr4m50KY2RG8Up5Si5ArsE3SWJpKIvFim3R1cYSemSyFjkbc8Puax0Xvk+Sw2O5+fK9KTyx6nwKCT7EZ5HJBifUggcGWbGqw1ddJWihEfE8udSWQNtdAwcL/B4AiEjjLketmfXrD8U7bJHWc5JYrmht6NR7gdX+p6Oo8VEkNmzaowERUVlzP9EKdaN5DA9UQ5RBc1YZpDuvg3InE3BS5fPC0nPIPrQvwVAdE0XiArJpgLPm+mDMRjxsAMSJ0KMCAaGhkiuGUQU11NIrRHSK/eZViBFZV2MBWtKuIxZjuGHAAb3UWnQUQMCTyFZxUwkkwn6B/sqGlZAsegxNup7+RgasqUsfckhLKuEXUWca62wejcw+sKzRNN5wrRtDU6eOZkBPyRQSEazDqLo4o3laMyOIK0hLFviZBOkRruxTJPe3l5stwhV+lQNhTCznSZrOn7IpmGUMxqGeq+OE8MrKYQXerlpBl5ox5IVb9eQlFLSL91Qmg29KRqUL/Tu2A5WvAsKo9RA+xSLZ0Ux4imU8DCKY2UP3EYnRXP3WuKr29HZgGQrFIkWrXLmNyMoB6A/VfLXvYBAc22nZgxHvAYMGa15Til0kEFPEwsIHt+WC8l1RZMd99cA1yRKg79ZYEVxrMYaj1WtIWNneLZvA2PPPEZL3wpaiwMY6a7As9kgYkDXaD9dIwmU1kQ9A5SmyUnQWBquIcEj2vfy9JTEEaG+l4HlSWxR2UAJ0VwaRY2spjFv4poFRJk0r2RtlNL3Go1Kh2Y7DlrT2Fi7VijlazM29Q3geA5elQBjg1egId6PuXzFFmsCv3ks4zresBCexwM//wHP33U7h535Tt7zH99k+cNjjHbnOOMjB1Fqy3D5Py8n62T53Vm/44gFRzAyMsLvfvc7UqkUl156KccduAj3R+9g+PbVNO85jwW/fRiatl9YPF1yufLml/jOA+2885Cdue+zJ/GWXWcBYK1LMfrjlzFD76hPH07jwrbtrvONCMMw+MjBH+HXF1zPioMfpDgi+N1Nf0dpxQkXvIcrrricRhQPL3mGO2/9C+JDf4fdj4e7Pg7P/RKA2Ny57PrznyNSKYY+/wU/28Q2Yv+dpvP3T5/IJ8/Yl4/n0ixt1GTv7aaweHDzJ9dRRx11vM5Q84JayBMZHPOzHAFqbAjthEK8lZds/+AIWcOloByQYMkiSipfhFppDGWgtcIY9jBUBLRmrH0Y5cYwTLtMwiglke40HLvyWlkdvucGnipu1iTMla0AFDQ7EWb1F3HscloglJKotCYiY0wX0xBS+0acUjQkRtGeoLGYxMgUMKQXqt76oVgaSlYlkUU+PUJyKIFpa5LFwPtAAUpSTPXR6GYo2B6269FbXEOpkMUqFCuSQ/kxWH9Pud8MbdBqK8Zytq8/FYam2IEQ/Dg7X+OTgDvbs8DwM2NVv3xPTyyntTTg3w4FvmHgE0Ui6MOIMrBHkhTTaZSsCgcE33tAR3yDPTQuAmItDAET2Syiq9/PJqYNzMAzI/Skq9Z48a8TtKExEsMYeYvZPdmACAt25lVVuAy+SLMnfe2vBtPBUMrXcgHfAA+yNBq2RVs2gpHxBZF9B5aApSqWiJiFcmiYFAqtJUroSqPKYZihF1YQnqkVfY6fKMULtMAMz8UQAttqxCzGsEolP4TN9fCUosmNEtMRUKqKBPLvsSsUxYJLUYS6ZJqI7dRoWbnS94xxHQsrl6DR8TfLDC1otpPljMK255FPNVAqRnyCwPY9wdL5AnlbYJYCHTMlCXXYahyrtAo8rRTCDedv+LVGCMFA1xCu61KwJGAw5jQgtaIhnaRxZIhE0cNyK65DRavI+tS6oB/DO+97fMUdExuFCDTpqsP3EKq8ikjlE0SeEMHYCEqp0phypY0ZhLOFZF+l/xSWp3wPlrIHTRjgVm4RKWcAu4rYcMw8RTfLWHEUQxgUM2lMUcCTNq6Vp+j59cX7G8kXY75eVHiy5/khdFqXyWcArTS255NSsUgDkYhBa3EIw2kiZ3lYnmQ0VcT1TBzXRKYtzHgz2qvM5JmlGNUT0/EEI1lfawzDIBTMMvCJbhGQy3l3kKVdT6GQOLZbXk9c20WraLl9Ycme5+DWTNbAs3X1C8x65nEM5RNvjTTS6rWUPbKiOlIm6TT44bpEsYKwtlwmQzadxilmoWAh0EilaOkZKXuRYjo0ZUx0zmMk0QhCVjylAjKswoNrhgtDZIN5UTAzJGUYCuafM2MoxSEvJ5jnzgUN2XyGvOVgCycgyytlAQjb10tTru1rZtlZ/3ulUBpcdPCsg7Z0junxNFJphNagImgtafFamGG2VgYYoKWoIUQjVhuuo7CLfti6lIqC5WF6ftiwVIKCcCAWbMIEblaGEj5x5M4lqv3xoF1/bVaSSsZWoYl3DvBEx0s4VjHoEuV7FAcbFBHDz4Roe4Kc5dEyEmGamBFcb6VfNKDdHIZXYjTXz5jdS7UnreUIhPJwRIXcj2YSuANxop4b6IRFCAXqK9HT/vyIiUArTEpkmXTSxFwBGZNk1wANiTTCNMvfKx2hsVAgWgjO9WqfF1OhTkrV8bqGXSpy57e/Tvszizn50st4x1XX0Lc6w8pHB3jL6bvStJ/DZQ9dRtEr8vuzfs+h8w6lvb2dG2+8kUgkwsc//nH2axhD/eJUhu6OQ9M0dr3hdiLNzdvdthd705z706dZ0pnk2xceyvWXHsmM5gZk0SX153ZSN68jOr3xTekdNRWOWHAEv7jifynsM4D38kw+f/t1jJZG2XW/A7jm37/EtOZm1oymuOF7/0vunb+CQ94D/7wOHv4GKEXLoYew8NvfxnzhBUb+85sTY+C3Ag3RCF886wBu++QJ/LhF8KjhkXuwh9wjfdtVbh111FHHq4XKTm6VLpFp0oomljdoGB5CjMbRI5lgV1thpobxHDt4zzfw8MP3ZiRKzPHm0ZlZi+taGLk42Kbv6eNJGr2W8u55aCyFouBaaUrSIecVEbJEVNp0jBUYypj05HrKRkhNKFdASOy6uoemwX68gJSSroeZjmPZIjC+FEIqelNFovkcsXQKY7CfSKGIIQSEYRa6kpkpafX74Qf4hJ1hNtHszAw28H0DuphNYwtFizHb9wgJvEKsXBorV8LyFImCgyqmy01WGmaYbbjFJI4QOEKW36S1aVWlCNdlQ6pGMyk03KuywRkYxIQvhBsJBc0N3x8k9KZQHjiWSzGZBKFD/iCAr51jobA9gfAs7NwoQggiGAilSA0lMB2PmFtrOEPgFRR46YTfOMkZJJMx8iKH6yZRKhC7FRrPthAqJLVASzBE0G5lEA0MkPCNJzU6wqrhMUpjSZr6OmnIK+groVwP4fhGnj88gv6wFXYiRj6ZwMkOl9sUE0UiwbiL6lArLAjL0xJUBCmiNc/vpljgOebVdH/5d0NHakKmwqAXEWiuuEUb17UpiEzg0VN1sucTVq5VLJNjIeHhc0x+PyTyFvG8h+eBY+YoZFMUCwq7HNJm0O+myMlsJfNWWI1WPmkYDhfpE0VmxDf2IraF6BlCepJiwdeFa9LTiIk23BqZnYqHEeCPA8LwveDTwCiVwWfSKpY9Aie8ElXYAp+2qvLcs2xJ3vJqOxtwbY++lWsqH5QFtqFsZWswxpmmUroU3FS5UqUVtl0InMgMWoKxF1MxtO2vBZbnZ7bzpCRppyjqIBxMh3dJo1BEQoczrbBzQ0zrHaHVjWEA0/I9AUEJhh315x34RGkiTyRdRFdJ5ejgf+FlF2yBkMpff1yHSFcHmVzKJ1uUH5Y6LW6z00gJxxUUXZd03iISTzHmprE9A8dtQctIVduru68BbXqYI/2+CLZTAC3L4XghjSWDUMuGUKcrgFH+2w91dSyXodUbYHSgTI56+Bp5Mcf1PcdKPjko3EakUv7GQ0g+x6rCWLXvNaq0RtoS7SlKdqjD5990D4OCbkaqSPm+yyABQF8pS6pYqGquxrEieK4RhP4Gg9uo0kND41RlfA0l2dMFh0TBzzRYlB6z7DnMMtuqjgs2UKr6JtT5s00LxzPIZZ0qPlpjKgtbeXiGpuQIBkPyUYfEb8VjuEyxRsJ+1+AACtrsSsi1v1GiiCT6aS1ZqKpnZbhENakWGmjFcGPlOVkCXNfXpFKeUw4tj2pfPkZrzVBxmGqtrbBlMSePoSsbFFSF80opyuuR1pC20iTCe4hBg2XTmPczdvoZeCtjVIkGMLfeCaNuJdfxuoWfYe+rjHZu4PzPf4Vj3/0+8kmLx/64jp32msHCt0e57KHLcITDDWfdwEFzDuKZZ57h9ttvZ6edduKqK69kp95/wM3vZmxZG3Y6yi4/+CENixZtV7u01vx6cRcX//Z5Whuj/OPTJ/Lh4/fw27xsjLEfvYy1JsmMs/ZgwdVHvGm9o6bCjMYZfOGaS2mcBbu9cDyX3PVh/tn7T2bMnMmnP/8F5s6ezUhDG7//zn/Ts8/VcNwn4dmfwT8+CcJl5gXnM/9znyX397+TvP4X292eY/acw32fP5mXDp3JfbgUHutn5J7OOjFVRx11vP6hte/lUmNsKCK6iahnML17iDBCJ206lEp5UuleckGmuvA9Nep6TPdm0KgasIsFEpnge+nhSoUWlRCO8DzDdFBSUpA2JdvBC17ko14Ow8kxsm45L619nvWp9eQDsVlqzAx8w1QbRIsFXFeiHIns6cEeG6jYqcHOsZO2y6QTCohE0FoT8QRNbiQwCn2rUCrBiNlDxh4m7QxXOCLtp6jX0k8DXpaZsaFx1M+gJ8KX9KBTlZCMuXlG3EAHRyiU8sritzIkBHOSYq+F4ylEtUGhFNiCmCN88fmwnZU7Vv4toioklgayeb/fojpCxnRxhMeLw8/hSK9sPKAiCCQFBHml8DzfcIxaUSLKYDRnM1BIodE0lqK48Wy5PqkkhdEclnIDrykDrQyUEyNulzCdODGvgCFsX/cpn6GUySADXZeIEjQUEmXSUVWFbxiBJRUfGMA0LSzXAe0TKRQKeL2jOBkrqNc3RrWhQSpEMUpUN2CowMhViqiwaHSmkRIz/T51DEhX+k4UW1BWY3mEmaKAS4EZTQ0oFYSzhSQP4Lg2JSMSiIyH7gHB/QwISm06iKQfDih1heWJeTEaUjYREUwurWvuqZCCfNEshweVtYQ8C+2alJJNWJ7vnRERUVC+vpJSCioOPGgkWsjKGAlsZ6H9DIexfBI0lFyTMeF7oUR01J8vrkRphSGKGMoXcw8jAWNuRTQ7XAR8/RgJQXIB5dk1JE6o3YY2iAZEUFE4Za++al87UfZ8UkSETUQJMlmDvrXd5WOUrvLC0v64DxSCynPPCAkvVHANOozPI5rJM0+0lq8pGmYdBX/+6QqpayvPv59SkkpkkLZdmbf4Iv4jA/04JWjIuihHYoQhvkoHXjChyVzxHAtJ9nC+h+QI+El2wjFhuH6oZFaZJGUx8JTSNNiS1sZm0ArLDbN9KoQnsTTkDRsHf43UVWGqaAMpZqMLsco6FW1Ea4gEczNY7spehQ0BX6LwiceY0VIOdUyUukgOJCmNpmtI2jC0N2YHiSWkQmkDKaNI5TEt140RkK86GgrzB30k/VbYSYWXCvXI/L4ryBJx4ROFLoGnlzaI5z0/NLTsHVnuanxu1p9rRsVVCJSoCg/T5WQIGmiRLcSCaRsSXrI8Nv3xZ+NRcHNVdVXGsiaIhFcQCfS9NH6oXjhCHeF3rCsqGnauqkRyqHLodRVpo/12+JkiIxSURd4t4riSNrEbOq/IZJNEI4H3mRc8ELSiJbITuTyIXIGIUngGGNJDKolVLGKYNhgQM9qI6Ci2dPCUnxXVrtIoC71+ISCDVJh4T+MphQrF3TVgBx5P1TcEiFCVkIDKmi8MhacrOmlbms+rTkrV8bpEPhnnjm/9B9mRYd7zH9/igBNOQniSh367BiNqsN8HWvn4o1egUNx09k3sM2Mf7rnnHh555BEOPfRQPvbhS5j22FfgwS+Ts48lu8Zj7r/9G9NPO2272pUzPa66+SW+92A75xy6M/d85iQO3mUGImOTvGktmb9sJLaglZ0+dxQzzqh7R02FppYGLrr6OKbL2ZzZ+RGuffJLfOXpryBigqs+9Sl223VXCnN34fbf/Zpni4ejz/wmrLoD/vxBcIrM/eQnmfX+95H8xS/I3nXXdrdnZksDP7/0KOa8dz/ujnio50ZZ9cc1dWKqjjrqeF1DOkVId6Fcn7yIKF+MvByKoH1vjqKC/mQJrRRNTgZVGEa4HksHKtoduurFUthBSmcibOgbRMY7QDo1AtmxXBGzlCfllXi6w8J029BV6cybRJRpHSaGoLzzroQfOmdZEaQOuKWgXldIvJEirU6EWN6svOwa/gt5k6nK4VPG8DBGEKYRE5JZVhMNNJZJKb8RilIQ0hUKOhvB7rmhKyFyAJ4rcMwMsZIg45m4svL6raRmZc9aVnet9dOnh+FJIdGgfL0ZK6VQPQ6l1SNEbRu0osErUEjmiAxkaSw4fup6DYaSRInRTKvfltDEURDqPTdp38h0pEuTEwUNSTOP7dgkZb5i4Ejf+PcDvFT5RkZVFAqNKA1jTi8FFWg8KV2+j6FpZStf+0Y5DQirAa01Qvvhcz55GFp2vgGmQlJK2DS4BRpkCSMiagR8Q0Okklkr6P3gHkZKDpGCT4aF4YNCuSTNOGjKOjNaayLSrqI8YigpMVwDqcaH8WtiwiSiHCS+0H9TQwSBQ9Z0cVN5RNInF21hEdGGH3JS1e6M5ZIxHaTyiYOAdqJCRgT9LAWz0msR2qWAWyGgAKUiaG34njJKlMMeDeGgpaA5bWJIX/i60W6mVczCCExdy1NYTjiPfK+aijdFSFgqoqUijVYGjWZM5BlyMxVTWkOq4FD0UpScERrsDA3JIlHbJWY0+l4yVEiHsC4S68HKB+GfGspC575BqjXEZJRGsxkjIA7yMl8mJcfdCqSZocHJEhUmlqspluxy0gHluGjh1YRN5awwzBDKbHrghdXgFXxtt4D/0wKaS25VSGUEbSisiDchM2P4l5T+WBN5t0a/KWs6CNngl6IEXsbFtX2vO6l9JSuqyAUD35NEWm5NLVHlVuZfhDKRZ3gerlPCNvO+J5qsaEo1xxpBaiztZy8ruR7CDbJhEuhheTGEZWPmswA06SDaQ0RJewUszyQcn5a0MLVb1s6SSmMozezBJHgKVwty2qTZmOYXoSVKC3JOltpuU+V7HpGSqFDE3FakbPGJXbcIrk3UDQiLSkypv74ojXZLOKkhMtluHGUGTTRQWlL0piPcOeUqZzgLkCJCzjYCD9wwlExTDlMLxkWZSJYumCkMVdFjM/IxDCtSWb+R/sYKYGmrPLZCYsnVHsOlUWxbIsIsm2FZYRm2SXM2R9T1qGaNdcCRKqUo2h6GUjjKpRQQu+X24odCSukRLtFKa2aVGmgwmigqmw53xF8vgjqt4BmMNNDJKLIU3F/l4DomnmkRDdYJQ/nZLP21smpjAIOM7Yey51xBPtwUqVGYCnTO8En7olQMuRa261Yepa5HtGiBWeWFp2G6Md+/PunVCMI5EUlROIRr0ZaaUnWLuY7XHVJDA/z5P7+Mmc/xvq9/mz3ecgQAT/+lg+RAkQPeO52rX/gEDZEG/nD2H1jYuJBbb72V5cuXc9ppp/Hed7yNhlveBStuxTngakYeHKP12GOZ/5lrtqtdqwaznPfzp3lqY5L/fvch/PySI2lriFJ4ZoixH7+M25dn1oX7MP8Tb6FhQesO6Il/bczfbTonf2B/Zsd349N8nX/2/JOL7r6IlZmVfOzyyzn4oINwdtqNJ556iruezmGd9RPoXgx/PB+jlGTn//xP2k4+mZH//CaFJ57Y7vYYhsEHjtmdc79wLI9Mg7ntWR77yYs4VTsLddRRRx2vJ4ic/8KpXcvfFZceIi/KJIyWAi2bcG0IXY+U1HQmTJ677zGShUp2tbJxKiWNZhojEIKNeEWUlL5BqHSV8W2QKpqY9vzAgI+VjVMNNIsYWnhEi15ZU0JJ6es+CUHRiaA1mEox4gxhpdMo0w9BajNVWVtFo4mJilEclh/+3/B88yISpNCePZRhumvQ4OZodjIYRMrn6sDDZDBt0pMeww7JMu1LhAvPQ/v5iSp6I0rjrW3EXd+CZYWGRqgN47fL1YKkmUE4HhFP0pQr0OhkmF7ooqglhTCaQ/v77IbSzGIu05hRrihqGGWCLqojNKoWilaEvJPHK0gidgThWhiBN5UOiksn00inAKEnjKGJSNcnu6QvxKuVqNrjNsqhaEZwKxVV3kJBOy0cLB14byiBa5sQ8YVwlRA0liw/fLJkEbPtCgkKGEKSK6QQnqKQtMLEZJQ9ioSD4XoYlouWmqjla8VIBHkrw1jJotpEiSoXXfKQrgy8JXwjNOLmaLZGsIVAug5KQ0SYtFgjQZhMHsvJUPLiFDwbHRinKIVUgcC5qtrqBzIlh1TBwRNlv51gjAhc4Xt2NZYGkJluTG1TkllsbVVCaQEpY7giRs6zSXkJnKAfMQxEoO8WqdJZiagoKIWQXlkMGnyPv8UrH8YJvQ5k2BaJIVxaG6MYhhHQJLXuCFobKCXwMJBSEbUcYkEcoyENcPI4ZoZk0SMiG3y+y66QnWXvB0KvkrBcBY5Hw0gRpMJyHYRpMwHB+dKp8hpJxBGpFIbSeJks2jVxpV0OP86ZHg3WorKekB8OScWqrSK/JJqIDH20dPkzJyKocd/QZcrXJ2STOUR/FjNRib3TSmPQgO+FIzAMkG6EoiNwAyI29CoJyR7HtRBjYTiTJubmaHIyaFUJXw19v9ryvVAYROOTfGH4nioJ3Lj0RfXVeCoNDHw9tpIj2Njbi1nM0lgo1RwhtMDyrAqxrSGnTF84n4q3WIwG2qyZ/jFGtNxFCj/sWQfkbOhRqrUf1qu07yU3nFqFJW2EKxDFBBIdaPqHA6VCiCsVJHDID2NZcUw3TdFL4yl33Cj1nzcaaFRNoBVC+Rlhq/si5DsUiiJeJcMfBrYnAw/U4AzPJZIrVkLPUJiOh1RUNJGC64upiJ/90lWMFAdJ60CHUVeJ7xugpe/xFxNmRQMvIM0K0sPxZBA6qKoE1H0o20FJQbKUxyyYOMG9ksH8j2rfu9NQoMLrDry4tFZEPd/LSQvK/at1ZQ0PLjLYmDAq411XvCFjook8CtPQSMLF2CAaipMZBoYnaPBKuMF48aTnh6MH1RiuB6aJ0hqhq+wirVHlEPrKZxXyTk9OWk+COilVx+sK8d5u7vjWV9BS8sFv/S+77H8gAO3Pj7Du6WF2PaWF/+i9mmkN0/jD2X+gzW3j97//PQMDA7z3ve/ltH2nYfzudEhsQL37DwzeuorItDYW/fAHGLHYNrVJa80tz/Xyvl89B8CdnzqBj5ywJyJukvj1SnL3dtO09yx2+sLRTDt+F4zIFvop1sEhJ+/CfsfshF46n+sPvpG2hjaufPhKfrjsh1xw0bs4/vjj8ebuTHumwM1/XkL89OshsQFueAdGYYBFP/4xzQcfzNDnPk/p+ed3SJv2mj+NS//jbazYrYUDxxzu+96zDIZZhOqoo446XkcQ6Szak0g0iYKNFL7BqxQIYVDKJ3CcBpq8UCBVI4sSz3Ho7+9CVmfkUxolmjEKgphnE5EulZ1O/2eNBg1giGZajRl4rqwxIsA3jpSQJP6xhEKvn/0uJLQ0mqJtoWyBow0KOJgrXiTT04WhFY12kohbCRmIicD0KSv1VkJ/DCmIiRIRERIjBLvFfpsjRMrtDyG1ZqyUxlKhp0NFlLsc1hAcr4REyGY82UCpEJJyCi01ulTRaTE9QarolF/EI7ks2vF3r8v9pRVRaRMNTUilMIq+QT+jJUZEB9mPgjIkGiU0SksaXI+ImSKW7gctkSpCqhRBOpUdbbQm5hXJYZISvreZ5wmUqnh0GNqo0UdpSOehUCrrYfkEXkAAGn6/O8Imme6jUMpjFVwipTwNlktT0cYrFCFXAMM3yAz8zF9echir6AZZyiKBdaeJSouIdED4ukOxEYnneSjVgpQRlJJ0Z/NlEkBpv99QGuFKGuUMv38c2/fe80xyRRvpuCjHQSuwXM8nUFUEwzWJRQzi+SxWGFHiSXRASqkqEsg3fP1x7pZFvf3/e9Jm1BylZBdxZSMZUxF3TTAMosKpGpvh7TNwlYcRkJbgZ10MRegJ3xWlJhJ6RilZY7RbZgYyHq4zDXSkHB4TkhuRcBb48Yn4FEE4gCpEUsq1g6P9zwwFujSGF19LTDQwx9mFWMlAWCVc32wlFDquEToPS5Ua12jECEX+nSpxpcpQRCOxdBUpJWVg8KtymJijLd+wRdPg+eUUQg8QghA4XQmdEuWwICMYn5X753s0+fetpOwquir4VmlCiS7hVW84aqJhqGhAwGkZemkFFVeFhVUIa5C28AkB5aJlpBweqgFXSYSSxDzTJxiESUR6JDfk2TiSRxQ8lKcD+73CBmpAK4eodAJSysMURTKFBA2lMKwyuCopA0+hMHmEBqVJyVptqVamVTxNA80jUxd8/TodhN5qhdIKTzo4noUtXdCCZiuFHh7CdP1nglDST0YhKqQFIeGmA1LH3wnxfw+8taqfEb7DqUI6DtIOSc2QdKnmN3Q5/CwnTUqGS9r1cIU/DhyhqoTgJ5KzITkVkoll4kwr5jptzHLb0EKig+uyhaq6h7r8U+sIOhyPweci7E/te0uFIvNFp0I4e7ksnp0GL0rUimB5PkkvskWMnChH9RlKIwLSPOq4UCoScfLEXJuIsDFilAknQyuUrvUSDcms1nQex2vAU000RqL+hovdUkWa+z7DeacFpRuCvokQU07wrd9TQkpiHTYtaf/e+euaJqOLuMojov31W1mCojsDyqF8lZDccD5NyKw7BeqkVB2vG8R7u/nrf3+NWGMjH/yv/2X+7nsCkOgv8ORtG5ixV5Tvqi8yp2UOfzj7Dzhxh9///vc4jsNll13GYWIV3HQONLaiP/4II7c9i9vby64/+hGx+fO3qU1FR/DZ21fwjbvXcsr+87j/Mydz2M4zyD/ax9jPliNSNnMuOYC5HzuY2KymHdgbbw4YhsFpHzqAWQta2HBHkRtPvJkPH/Rhbl1/K5fcfwl7HLMHF1xwAWr6LBIzd+a2P95Hx1H/B04ebjiLaH4ju//utzTuuScDn74ac/nyHdKupoYo51/9VkaPnMtxJiz54VKeXDe2Q8quo4466thRCEVlPSHL3hKGUtiiFcdtxLZTlISLUgYz0j1EpVN+uYzo/8/ee8fbdpT1/+9nZpVdTrnn9vQQIBAgQCB0ARGBgBTpVQRCkw4iXxUFRBT5ghA6gqEjIOBXIFIElU5QQggt1PR2+2m7rDIzvz9mZq21z71A1KD48zx5ndxz9l57rVmzZs1ez2c+n88jTMdpsy8HuLqHXR/MLnLimod0TJscKqsZMk9u5xlP6uZZtMZS2xRX++2q0jbgl6++5RofrGpcIuIBpqqqsNNVepO9/tHYNRyVUJXOM4CGo0uQatKs0Itz9Cb70aYtPS+mTUcVgg0Jm4SEYt1MkEJDMIONGZCLfiKuI93o+EN1ZQjWzgJ0OHz1pdiK1VXsNSNcXWOD/MqYMcaU6Nond2IM+uCoSRZ1oXBlVyYWzsEJWkKCPBmhbMl6Nc/3DmkOjdeaVXOHQ2xNiWE6nVIfXGXt0DJmdb1p5IF6zLr1fZWtrZMdWvPlzsuQxEq4PlYw5Vzog4qD0ysoy2noS2mO55N0R2QfxLRQyhFK+04zjS1S600koUPr1QnT9Qm1zbBWdeRY4QjjCjp+TgCpTZGqwBUl++wK0+A47YyhntQUVY01AyrmkH5G4qAcwaEqDtLYTjlM6lUXGjPV3tem1cF6kIEp+8wq46BJFKtDT1jGBw7MjA8P7Hi2Qwt8CTbIImPohq0YBUVhrDjH/skqepKQMAd2QPRX61bb9EmqMPeDdXI3IKJi0+kEW3gwsrI1ItFpWdArY7Kf7MVYg6oTxEG5MuZff/JDDtWTAFA0e2+udRMC0IJkbOjD+Gdtq0a+KcS5xEuKl80Ui/P+M9rPC8ORr4DsHJi6DtXK/BwnDZgQCxj4nYptAbFkWpCurFPUY9ZHhxhN17vN6TBYOnMasFYeYFoVrNspU+Ovh2cZglufouoasULlaiIvDfzcYMsaU9aYCkylKUvTgAcHzYQDy/ujXzzKFmTVCvV4Sjoxnb60nmkTmlcI1E0ls8juc7ixB/CcTYkcJb22TrJ8yLfVesCxd2BEvuYlr1JPm3Of1HFODNLYwJDslZq88Myn2kwonaF2FVM7RpdrKFugx6Mwvv25GWejOrydN0NnO1Nhp2MOjktK61CTEcN9Xl5aTg9hQyU4ZSuwpWcABpCqvdsCFugstSuZ2LLDUhIP+MUCA64j39vIGGydA8OtIYyKAlOU8dZuvMFKmbJaTCnDPC7N2AfrcqgzqGt0qCJwxaGJB6OA+YMpvSoPBTN8lJMUjKa7ZONl1r6/9LIHpSbiGF60gpu0VfNk3z6srVlNx824nTo4kCjGxrNKY9uaqqguI5nU1Nab9SsBWyWMxikVXRDLYazC1D2cM1QKcDr4t3kwtt5ziK3VHAuyg+12CXCIraic8feitRiXs3JIdfrYh8WD65UByhGXH1jn2sQmKLUZvxSx95KL+NDL/oi01+PhL/4LlnYfDcB0VPHJv/o2qu/4q50v5qj53bzjXu/g4m9dzHvf+14WFxd50hMez3HfeSN89Glw4q/Ak/6Z5X/+JqvnnMOO5zybwW1u8x9q0/evWeX+b/gSn/j21fzBvW/M2x57OoO1kr1v/Carn72MwS12sOt5t2Zwi52hks5m/Eci6yXc+6mnYirLP//1D/nd057PW+/xVtardR71D4/iG+k3eMxjH0M2v8DasTfkIx/5FF896vm4ZADvvC/6wDc4/u1nk+7cyeVPfgqT7373Omvb6Q+/Cfbux/IrRnPo3d/jdZ+4sKFCb8ZmbMZm/HeHxVLXhov3j5sH6BwhdYs4LAl9Cmeoqh52zzaSupV+iItyi7g67f+t1le9lCA8XXvPHwtIAGj8dkntfU0ckJWtY1NlEwormLFPslQQsvgG++Qz1Hujti3bwzppvItiot1NinEOHdqflFFm5JpzcHhZmTUGFcAvwSLOmwFPqxqHUBrHejlC1g3Wpt0jYK2ldhWFq5v+MOujpk0uJETxvaL2lQEBsskq+aG9DJnzxzaWdFKhgrTJ4kJCHY/oQv8kQQYDupp9LLfimCQmJBgB/jDx+B7MMzbB4pkL62urNPyY8RSzfwUrtXfrJa6DC4fMOsNco4sKEAyOKRNKKfx5rhWBohS7ufVdin3Qdkq7Sl+KoZsUmgAmlrWHzVwAGBAh5D5MXcUPqoNMKL25bvAzEhS9aopbLlDWV4iUhlHk2vbgKEzH2ydIW7QpiIBqtPdsq1R6Nphy4pki0ZvKQTFJKdbzJjGOgN86a4xYx4ljHEAbsUJlciqTU0+dNyqfAWHAFDWTtfUOeNmmcGpcoYqO3My1nyvDNa5szbQyrIwt1B78nZXTeXPnQbGTzLWFdaqybCoAWmNpq9o50rV1jIHRiv9bipzJfkdha6wJzJPO3AAe7BAnGGyo6Balj7TgVFWjynoWqe2Ev2yeiTKuaqbKeFWdNeGu8GBJVVnKokKsB9mH65eAi4bi/szXJjXKlKTVWiPfijBxvM7W+POJYJ8LSJafb9q2FWZEZjXJ+sQz8ABsYGFZ48/J+kql1lrKauqBmM586ERQojHFKoz2RowFrMFZ1YAt1lncoQuQQ1d7T8DQMd322E5OUYdrnE0mUFucTfxPmPuacer8vlVtmVdbmDP9MGf6Y0zEsWYNheAZZgFMqnGkk5Ks8ECy2LqVyzXMHFDx3glNsxhsZahLTVkmWLGo/ftwdRin0zGVaQFs30m+P22Hoatcja36SKlZlVX29D1G1UiuOx5OJs4PYVcr4wDsWdMAP2ItqgtiO8AqwgSEsZbKWI664ErcyiquLFio5v24syUjN2W/KYiMOel4JeHw1V9d2+exU+YvXWPn8kIwlg/fHZX4ay/NyCR+nVqHB3Zw1CIY2UF6aCeOCM44rLYY8exXV9dMA7pZuJIJHoi0tkdls2berwvNaH0ZgIQECkU9nlDTGuBHYM/aGmctpXJUZAE8d9RTw2TV+c+H64+tsNaASVrWoFNMkoyRqrvfav67LMzv5dpBpuNrpzbZBKU247899l16sQek8pyHv/jlLO7cBfhVyM+c/V3Wl6d8+MSzOGr7Dt5697fy5X/8Mp/+9Kc55ZRTOPORD2LLOY+Hr70Z7vgsePSHmfz4Cvb8+cuZu9vd2Hbmmf+hNn34vCv4zTd+mVFR8/4n3Z4n3/kk1r98FXtefz5mrWTb427K1ofdCD1Mf/7ONuPnxtLuIfc486bsvWyNz7/vB9z+qNvzkft/hHueeE9ed/7reMmFL+GBj30QRx1zDNNjb8A//+u3+Hj1IKrFk+B9DyW56p85/p3vQC8uctnjHs/4G+dfZ207/h7XY+4hN+RWknDzL+zhGX91rpdobMZmbMZm/DeHxTIqCopqhAA7ZMAWq3FOMJL6xF/hVz7r2dXMcrxCOT3UeSU8Ck/WwEX/Df+Qaq3DOaGOEqmQ1JdhpTpbK70ptNU42/OSgckIvbyMQiM47JpBjeMKuH8YXzURcPEPsEXVgic+KfQPuComvdGzysXHdi9fccawqv02aWmastjOCQrFtLbNKvu0rKCqmEmYO9IGg+GQGTWp1ORHlzab1aMemAiydT8v1CEL3SJbSMtVkpB4xabvtauUyoWVdNf4lihJ2DrnzcVVXXtGRGffTjqJtFjvBwSYpBfkTdpDfKamQ+oisjW8q1Dbb855A2dVGSLu5wGzUD7eKbbX21GlbeR7GMv83gNkk5iwl00fOBHEZy3QAT5qY7ji4IiqNr7yXQdcFJFwXFgNY6gWhxFLND1XaAa2B2Uodd/xd9QodFGSjmvsZIKsjFDjskm41gITbE0ZrjLrOGsZ2aLp1cjskABUKNtJ2HBkJmH7uFNVznngxZdPtyRx7NkEF865LgVrbQCxQlKK86CI9cbYUc4VAR+1Gtl9oF3CgpmnV+eoyJwz3iuudg4RhdR1SNJDFclwJGvhGufHobO9AHwpn4xDqE4WuErOUFnDylpNOQmJv/UAkzjdKWZgGder1K7kYHmNZz+I+MTUtSyS0lUNCNS/+AoGy6ukk7av2/HooSFrLKbuyBSdZz8BiFOM8aBEOR2FqmyG7OA6YlzwGg/XpFYkjo65f3hdaMz0HVBNC6rKIE5mJGTWOagqkouvwtmaxGXgQE+9VMxUhkPTFepwbnN14qXA1lBW/j7oLkc7/Lj2YE/0aHMoVzesTpxjaktWzITlH36LtDjUIeN1+UF+jsidojB+X+IiqOt3NTXTILltRjXGONKpZagWyPWANWcoWaVk0oA8a1qxHqu6iWVqSnprY9R0GhYF2iqGnqWlwviPh4lcnwpq00jnnHVhMcC/W09WAs46K9vbGNZqwFdZrMWBCMtJW7kw3iuVM6yPVxuAfa0cUlT9uBP2iH9dmQIxFTiLLSvU/oOw6ucfAVRRI86xMM1Jytqzfyt//xsMEwUFMMVX7JyUdVxL6YCZMlPUQTthcvAA5aERh6Yptu6HcW0boCayHAHWpqWfE60J3xuQ2SWKYogNJvZVUbB24EDjg1ddc1kDgq27FRzxu9JLMUtXY61jLBVVeC91KT3JPZDd/U6JIy2Cyk6YqD7LpXcis1Ywtq1UKNZhTU1hUlyZNgVN/DhRofKusPFC++8b2qqzPyc2QanN+G+Ng1ddwYf+9IUdQGp3896/nXMxl33vIJ878QPsOGGOs+54Fh/9wEf55je/yd3udjceepebkL3zHnD5v8KD3gb3/FPM6hpXPvs5JLt2cfRfvBxR/74hPikNL/jwBTz/Qxdw+glb+Ydn3ZlbbR2y/+3fYeWci+jdaCu7nntr+jfeel13xf/6OPHU7dzufifx/XOv4Vv/fAWL+SKvuMsreOVdXsmPDv2Ix3/+8dzwXidzu9vdjmrbbi7Yv857L78V67vuCH/3JNKLPsQJ730PyfbtXPbEJ15nHlMAW07fza4nnsqJacqTLy15xmu/zHeuXLnO9r8Zm7EZm/EfCufYUyyzd+qr6InRlGUfgmTNOcGhcHgPnS7LXjlpHpL9rvz3pRLlq3OJaZIKayz7K8eeakJpItjS8UoylvXx6DAplJpMPFPKWqZrE0aH1sM+/Y8uvERHi2KtWKMwnjXkH4zb9Cy2Q0KCaDoMAakq7KpnM3nPpsInsM6X6Na2TWwW2cKQrc3D8+HE11au0XiPdCoOmmmU+x2eaI109LtxoX99W0vsDIgWj9PKC1MypdDjKbqskaIkKcqO0Xv7f6ssOGFkp1RKg/Yr5CYALAtsb7yYAGpnMa4M8keobYYxg2aVXkxJoN5QUQfvj9DKxh9TcLamNz6AsiVUE/LJvma71mLYtpX2Qv8srxdeYhPZGVgkGvJiWdGC6iTaruM11I5NRz1tfXQ00gAMAOPJGitu0lwz14EKSuXHSVkVMB4z1pba6QY4EBfle0JRpbg9ZZAnzkoIAZJqnaQeN6/oypBOokcPrJo19rmrGbnl5mO1s+AUpkqx1jIyUya2ppYumOBPVYtnv/RHQroWFr5sDeF+U2gYj5EDKwFkaplB1sJ4WlMxwNqBl7+ZBKwfr85YFAoB+skcqUr8eK5bP7JhkTO/vitUPvPspeaaOEvlqhakdB42xDmMq6AKY7WqOaQMMpkymwZDWo+Zlob1YPTevumw1jPsaqdYF2EtkdCv/jqn6wXpNAKHDm3G7KoGsTAn6WhKzPkdNGPIOUdRe/lkaftUpRdtahSjco1k3wp64se0juwjoLaOYrTKxFaUnYQ6k5zWzc4z5TA1UhSUtmbdloyKitXJOlJNUfUEZcsgi4qtB1umrK5PyNMw45QaU/cCQBPnH1+Z1AR5XxueCbQi3cVRP0cO7G6OLo8n7DJsXVFVV2PMyoxkMbZGhbmpK5t1eNmkCzJrnCO37SK8qJr1es2boMdKpU2RC2F5fcqVl13ud9sxDVdlifeear8prM2xwcsKaGTgsfqlB8pDu4pJc2+azjwngXEELbAhWKKfXwRRtlbz6GlNsuYB0GbOKNqxFWXFxiWUxlLUhjJ8Xpc1OG+sXtaWYq0Aa0kDmGtwYDL8SpDQfIk5XzBErEE5IY+MWOcZXoqkkZm7MB87Y3zfh++Bem0yA9S1s2NgSDnPSpsqyyFVBzayIcEzha2J1Uxp/nWEuU6Exr8NEBHWTRVAwjAWIigKSJlhbd5sG+ehVlIfqrQ6fyUG+bWzt9kEpTbjvy3WDu7nw3/2xyitediLZgGpi765l69/4hK+u+vLbDtN89KbvZQPvPMD7N27l0c84hHcdccycvY9/Rf24z8JN38Yzlqu+j+/T71/P8e89iz04uK/qz0/2rPGA974JT503hU859dvyLuecFsGP15hz2u+QXn5GksPOZltjzllkx31C4xb3/sErn+rHXz5Iz/m8u8dBOCM653B3973bzl6eDTP/Nwz+f7O7/Pghz4YtbCFy9J5zv7eMew99gHwj39EesHrOeHd7yI7/nguf/JTrpOqfDF619/CMU+/Jdvmcv5kLeHP3/g1/v78K6+z/W/GZmzGZvx7wzrLip2CMRhqjGnBD9dJEqy1uNUV3KSVKQ2ZRzuF2NJDJM4/XFZacGmClCWD/ctIPWF9ZcL62EukSls2K+PxwTiRpPX76GSi1grKevNqO/UWytE1xDiLKmoU/mG0rAyFdVSVTxasETy/Q9DrmnTfIZLlAzjnWF5dCf5UkJiWlaFsiXLGM4OM9y/S04QDpmadilWxXKNHHdiCDZWE8FoF45PNUbmftelqp7/bk1NlEUqEt695JkdM3P2PsX2ci4VWYuZsmUiNxZHrzL8WVusRQWoDoTqTMlNSLRSuxopBWUXhKg7VKyGDk1aW5kBLmwAYYFxMmaFQOQ+0ifMMIbvmXywCoGaBcZTrOXyp9PW1NjGsC8oywdUe2FhTnuGQWBdgj1by5nBMQmUmB/S0CtIXn0Sb0N3iHKv2kPepieXemzHkMOujBpAsgiGvdAea7zjEHP5aXMBXxmCBok6YjBUq+C0Zk2PsPM4pSpNSmYqxa0GwLihI00OOZFqTTG1zDIujcLPVxbwaxo9n0yT9jjKiKR1gJv5oExO78JKNpt8aWVv1fVN6iZWXpEK+VnplVAD8KpujSWhAVtuYepGqlL70wFlMAIMcYFdXWJ+W1MZhnK/8l0gLwEzsOPgc+bYLCmtSWJkwLDwCUoe7u9rgMdNeDmFaTGfQYH+Ks6yPZuaSUD2yu49Q3SyCB3pa0hvtD+OjBRq6+0GEcbmFQ+uJB5kc1LbAThxro5SVwmBsI4gkK8bgpBlzEBiZoTVxGigQ1HiKFAUmMHUMlnFVocqDDWOrO4ocUIbLP7aBeRjm7cq22wgegHU2xRhph4ujw+xroYnaOVI7bMBaIbIRfT3Rkd3PbEfGc3EBnPDySRfokwE+w4j3EFINEBKBe+sZbgHwN9Z41hzCtDa42gMeEzoVXh3kUqNJWGJb0Pc6lpOSVRVBtsDAq2FauY4cLoJfUSre9bGKVfXaz3cXXBA/XnwhCRW8oXIaSCfMheIMyoEzGmN7OJN1rp7fta5GzTGqypKNpocv9oD/Pm0Ye3VgItYoW3nwy1qSas0vGkTI2DnKqqYqa5RoL/sLp2+KViJnat3OJxuuaYSIKmco6qm/Tx04p5nOD5s+i91jo9VcvK7OA1FjqZgqP880DMN4rCqhYdQFYD8y/pQLTOXQvAxhLr92hcY2QanN+G+JyfoaH/mzF1GMRjzoD/6ELbtaQGr/lWt84uwL2DN3CYt3m/DkHU/mb979NyRJwplPeAI3vuoj8LePhd2nwpP+BY65FQAH3vo21j//eXa98IX0b3rTf1d7PnLeFdz/DV/m4KjifWfejmfd5fqsfOiHHPzAD0h3D9j17FsxPH3XpnfULzhEhF977ClsO2bIp976bQ5c6bXwxy0cx3vv814ecaNH8PbvvJ1XXvZKHvK4h7J95y4OLe3m7O9t4cKjHgtffQPJ53+fE85+G/kpN+aKZz6LlY+fc521L9095JhnncZw15CX2z6f/+B3ednHv9t4imzGZmzGZvxXRlutSzBUQUbV8ZsBHMqvQncSYAmiggRvHo6pvT8EJbWpUatTkskEZWrMPou1AqEyXJMrd9qhSXyZ8W7bcFRlCtW8f1APq8YihDXcjav2CovDSNW8AgG0qAUZlVg35VJKrsEyCZ8X17WR7Zy7NbjaS44KLBMxzTHz1TIk466R5/he9EfNVybI+ggxU5brkonAGCjrtqR4sjYim8xKuaMMKZMe29z2iEpsuGgOYyxrqmaiDXNZ7hOBsFpvO1KL0tZUBy7CmDGjIMsQoxgWCwzqxWACLZS6TRfbKktCbS2r05L1JG3eF1SQYDmMGVKVkyYx9RrKmuW6DNKNkNyXRXNJfIVCAZfgBMYqgDT1GtrOXju9towuvBy0wpEmvtdFpGNa7M+3cAXalhzMl6nSqrmSk5VDqMkErAeoIvAV/xUbtvQnjwfp2iSomEw8U6oTxdiQrHpQym6At6oAncazaNkTIWmrpy3PwyXNeFOuDlK7li23z1kOJJY1VQXWlN+f8eXOZsetCwloeM4UY7G1wk48OGvISG1GBMXa69zKyJzHx6itxqFIgyeMZyKpcP19P3lPt7Av8FIspNlJNGOXJvmM94ofJ86mWKsRozwDJjwHpUoC0FijTbdSnLBNtjBXgxqtoaqyaUtlJtRm2rC52n4RXGUCeBKAGacxKudAnjBWxvsM4U3EbayaGeVznT4CWK7XGQX/sWllGB9KWKkNalRgTLvt4loAfG0HICoq+jLw82Q4V20zaueB6cZXq/NPwZh1tdZIUqPDkjgPq0gANMUJVinK+QGIijgnyvmZOgIQXZwlHsO4mqkZN35Djc+XzPZklKHO/B126qzGiZCQz4wpL4Uz2NLO9KUNhQ0iUG2wrEz3MrFjCpNSGrjcwKiusa7uFIBwaK3pqRzrDLoBAltA00XvPJvhEi+UVZVpjmXDWFg3U0YB1JOOl1sSgE05rLPCXNZ0izTyZb+PuvEsxEEpliIar8dtWi5Q8EqMrzui716Kl4F6j68I9vjrp2xFWq6Qlisk9RhdGVzV+l9Z22HaojxL13rW76Q01A6wPUzdY4Uh+xPfnonrzm+z11lthHqEdhEDmrkuZ94zDy0U3vncA3VK0yJSrel+jMqZxhiedobBA5WwMi5QZQtM/qzYBKU24788qmLK37/ipSzvuZoHvuBF7DzxpOa9tdUx73vN5xmzzvx9Vrjr9C589P99lOOPP54n/dbD2PUvz4Uv/F+41W/Db38c5r3/1Ojcc9n3utex+ID7s+VhD73WbYlyvd/90AWcdvwWPvHsX+G2W4bsfeM3GX9zLwv3OoEdT745ydbedd4Pm3HkyHoJv/G0W5D2Es554wWMVvxkm+mMF97+hbzyrq/kh4d+yJO+9CROfcAtuMPtbksxv8TfXjrHpxefgvv2h9H/cCbHv+ksBrc5nat+7/fY/5a3NA9w/9nQCzlHPe0WDG68ld+lz44vX8OZZ3+Ng6Py5394MzZjMzbjOg4JMoGkGtEr99OkFJEplSgs3gAXhNQpNPE5UzC2hzUpzgo2rihXPulYdcs466gNHRZMSNU7c6pIQie/6EQ0i20fVK34amDNZ0OiHqvtibg26bcWXcaKbR6IcrPP3LjIjgAWaotzgW1RTGE6JT4kx5Vgu8F/xp+Zg7L7YB98VJyhMJp1E2od1cETykbDchp5BbFPEbYk2+mRo126EZICYGh6M4k3zlGuRpPnTiJZlZi6QoxPeKbOYsuEudFRTfIzFetlFrRgoQRAqcRBN2FwAL5M+JqZdACNWIq89onwjKQOalc2YEnUSSlTNiBQ3P/QpPRT3WRx+TUXBykX1AJXFQewWKSTuEhMeETA1rj1Q1RTjQmV8spxhbEt4Bmb0UgFceg4dkK7rW0NvwFMNWE2HM5K2EcrJYockWYrB2NbgvUG1/4CrVOE6mGCBxBqV5FpL0+cmmkzDqpO/5jGjDv8v+g3x4nQkAtXxAFSJdhaMRrDsss4kHg/KOcsa3bMpCqYqiHGKmZgaNeM7vY1a1EqJOt4WZbFNYBOvNieqeT3Nef6zLkBmlZSZvDAbl1WzXY4x2D/MotX70fVU5Q1UGdoM0GwLRUDwFm0s0hdo8vo++Yoi3XWx1cHI/N4kQVlBTMtqGvHVDkKFaSEpNTimCjLqgr8LWca4HA1yjkBZzUW6DPnTZ1N5nvcOUaT0vux4WDS9piKFe9qCUPZNYl8KtkMoF6wzrLZj1lfb+AH5xxTWaey0cvJNrK0shriyh7GGaZmGoC5jYA+EO9DHOvh3Jxt7y0/bvw1FAQnvkBUlOo25x9ZZRvm7Jk51OTNCGjvZ8AZzHRKXZim8ipIA7Aaq0jQWDOmt3ZxaBNMKs90mtRB7mZrlKvAQUafXPrNeG/m5dCn1grW9luZGaBrgy58pTqlNQ7voVRguVJX1FRMOQg4slhRNS5a1N54PzJ+rAvz4+yXSOyhBn+xzrIunhVsO35QDkjIWJBdiCSIs55xGhihS7JEJZYrTMlyPfVj0rXc0Tzx7GRwqKJi7AI4bgxlPUV1bGec8/dumKZw4mFb5xwTOVy1Y7IWjHcbTtCDkn6OWtGOaTk5fBxgsGUSDw54OT+ATXSYuzqAn+gGRIwdN5D5Zn9VqamqFFe2BVZ+VmyCUpvxXxqmrjnnrFdw9Y9+wG88+wUce5ObNe+tT0e86VUfhVHKwr2XWbponnPPPZfb3/72PObupzJ4zxnwo8/Ab/wl3O+1kPiJp9qzlyt/9/nk1z+J3S9+8bVmM/1476xc7z1n3o75K0bsecP52PWS7WeeysLdjkfUtdvfZlx3MbeUc99n3JxiVPOJN32LqmjlFWeceAYfvO8H2TXcxdP/5en8YNeP+e3ffixZr8dXl/u8LXkaxUVfQ3/ooRz/qpew+MAHsu+s13L1C/8IV143wJHKE7Y/9iYs3OME7kPGb19U8PjXfonvXrVynex/MzZjMzbj2oR/DvSJvTbe7yYCJi4kVkYEpVK22iX/fmQT4BNUT9rwkp3CFYCgw4Pofj3moFmjquumcpXFeRKBsUzdhNIVLKeGCSVlUXfaZqhsSU9yBmoheFD5A5cUwaBYMIWhnpYER3aMM0wo/KrzoSn5ntwnuuHT625KaeqZ5Mw12rIUF4xicY5+mgTIyaHN1HsiAVMlrKoieFcFuVtVNJKXhDZxrUtHVXkZRH95gq4NlZkGhsRsREZabE/uDvfSiDIH8CwH/zmH67AJmn/bJXoPfojBrg9xxQDw3jdl11/EOW9yGxLIqQtgigi1XQC8SfhUjTlo94L4qmzNYbqG5B2opq5riKybIJ9qt/DbZ/QRUSiRBsCcuIJ13bLL1s2Y2tYedHCRrweq6py7A1t3E+NgtowfAbXpYeu0TZ1dJ40OK/jrrFG1qFXTxrqfAtLY50jw07Gdbf194/3XrEt86fWyw46CYPxvG+C3cBMO9Pcj0oIV4oSyHuCclznaDrsg7mtj2uhPJjKT2g3W3KTpC4MNvleCaB0AuwA7SDS8D9JPfHVB52xzT0evnaZaWaTlOEdthuFzCu0UOQlOBFcniKuZMmGkYiWtdh6xxqKmU5SrsCaylfybtbO+jDzSsBptB4RxCDZWh3RCKWMKNwpcFEVN5av16QDYBdzEiXTuI01V9rDR98jZto9t4iW0QCGK5cRX1pRyCtZ4ySiRfwaJgl4o5lCXWYuCdsydTYCyrKopTc6oVjMyYItlT2d+cM21txhTYYop1tVM6glRJgeeQbimHFWYJFoJNrg6xZokSLH86+uyTkH0Odt437bhou9P47XVSjul9qxJ67x/Uox4bzrXMrv8vqC0hpw+Q5kDJ1iz4q97+KSIpkvOdeIathj4SqJaBCWCINTUFOXahpa7DvsRz3zFz3E28P6myjB1NSMzJQK6DWAS/u2tjsgbQ2/n2+IcUypKcThReENu7ykW5+511mdaY22NCKyrtpWCZxHpumUEWmtZSwzWQhkQQovDBXBMKUGHvHIlqZmEiqXG1BTVCOs01ilqY5lWvtrgqvFsVpR4CSJgnQqFStsxIs082a2BGnAx8RLMCkchYQvnsKoF6CbpcrOvbrRMVP+unrSSbIUCFRdxICef+WBtc/qjq7k2sQlKbcZ/WTjn+MxbX89F3/g3fv1JT+eGt7lD897ydJmXv/btzO3dRf8O+1j59l727dvHwx72MM7YfjX6HWf4L4QnfBpu88TmS8JVFVc+73m4yYRjXvs61GBwrdrykfOu4H6vb+V6z/61G7L+T5dx4F3fI9neZ+czT6N3gy2/iG7YjGsZ24+d555PvCn7LlvjM2//7swD3QkLJ/De+7yXh5z8EN727bfx6kvO4qnPeybHbd3CVSbn1e6JXLJ3jLzr3hz1rEey49nPYuXv/o7LnvwUzOrqzzjqtQ9RwsLdj2f7427KDfKMl68l/MUbv8ZHv7npM7UZm7EZ/zUREy+ZZtQuxc0NgpTAP5M7kZBwx0TRfy7CAQ78AyWOkVTYaupNpGmNuFfUKKyOtkwjh09ErbOt3E48SBKjDlKuQgxWhNIZpsYnpA7HqlmnNv472znXAAQCpDp4rJghq5mQl2PEVozrAXXdfgYH665g1U7CQ3NHUmEtar1sHr6jZ4gTEJXSeRZvftEk5KaHZoBqwI6UBdnGwM6RkbdsHCzjABbYBqQJRt4qBQvJEUApfx0ieBETXteRS/mko8Ywoi0Z7693C3rY2lKWBtsBQlalZL8aN9er6AAnI+0BK0FRUlLLiHHiExkXmiLdVW+RwGITqHJsvaU5jlI0mUpr4dyeTzquUFXNqOMn0+SY4dpNKhMSXlC1xepouAwNrQS/mNn8bnJqm4HVG9IumKqS0pQYgYkyrCYdrzBrGwlRYSzT2gMRygSpTefSNL9YjXMpa8ayyqgBrmqTebCqLrEh0UQUSgegxamIreHaXxrQKf5fmtfbAzdG2+IBxQh0WGewgSXVOPvMZHCdvrCWohp7BkeT0Fv/AWdJJwfwEkJacNHN7qu5os5ixVFVSTDrjkwSIYKUAK6useO19j4KPm/xbA+lGq8Ias3TRbyXvrXWe79ZD1Lb4FsV14NLphvYkZaEyA5zgZ2kCRzB5vqtSwtcO4S2Sh9YWyFrezHFenPvdkHHKlYKdDWdbDyeLStpzcG0RrRPy/3npRlLB5O6nSet9RUXgWkz39nmPmda0Juso0yBcaF6owqyvar0+3RmBis2galnkwqlLBm0fFHXuYehZSaKhOstOJc2YHw8M5mWh/vrQeNH5Cb95lzHChLJ/XeCwER5s/1YL1VIsCbHjr13mXNQlzXW1AFc8c/QEZxxMy3ZGG7mPe8DrjzIGV4bu6qzXcsMi6Gt84UnwjhS1nXumLC1SzE2R6NbGW1YwIljRGCmzQ6HoWyOFZly3T3HRR9bVZ756uyMN2H3DD3kLFibMSmDF2CQ2uIcTiR4Vnmpr3MpVd0y2HLJAUVVlxtaAeIqdFGEoxic8gBuU7DEgbLBFN2x4Uzalko92/as8TB09Ds+dtHcX5xCqsMXcI4Um6DUZvyXxRfe9w6++/l/4lce8Vhufvd7Na9fvX41f/C2V3DUxTfB3uhirrroxywuLvKUJ/wWN/n+a+Gc58BJd4WnfAGOvfXMPveedRaT887jqJf9KflJ1/u5bRiX9WFyvdsfvciBd32XtX+6jOFtdrPzKbcg2bIp1/tliBNP3c5dHnEyF1+wny998Icz1ONc57z4Di/mj273R3zxii/yhH86k3s94aHc9ZanUtaWd5r78anRqdi334ft9ziZo1/5Sibnncclj3wU5eWXX2dt7N94K0c/6zQWdw55uelz0Qcu5JXnXNiUUt2MzdiMzfhFhXHOe9o5sCbDJfFB02KqCVPlE8AuPadlmHh/Hk848AasyhbhWVyaj1Rm2kpEnHQSeIcoYS3rACUqbZkFxgM2I916PlmnsCRHTEI8G6YFOdZkjSokOSrI90yoJhjT3fWq8AlTs5NOcm6Cf4sIytazK8cRhWkP3v5ai09yg7/HtKbxDUyaRNz/vUevhvPy+7NYlKuYaC9zUu4Ij9lNYlxTO8O+as0nbpG+ExKmsRtRBuZa07yDE1jxlc3q0oOIpklp2uTJupoc8emSc1Su8NKnpg2WIt+Gb3VM7hv3oGYzW5cYO/BMCev7ndqgKoMSf808E2sGEkBcgppUVK7CicKoHg4bgEDXyNpaXxuLU4EOZqFQJUkSk+sInGTYLujo2vN2BEDUeUBnojvnAOjI2jFuZtTJYb/4/moeNURhcFRm2oxri575vG+F74NY7RIV2EhdXy5nMRYqGzkd7bBrwB5jUYboPNQBVaC0OZVJKKSmVoAIBkuBZ7q4kCwLHtjxFbA8QGata6+u8+c4DX3bMBhNEYDIFtQQU6Jsxd7kQNM3kiQBr0piJo3YElWuezhAWrBIJa1HTq187/00byNx3sgZseQqRTnlQXVaUBJARKGjf93MfvAFFZSdYY8QWhPhEvBSSu1qIvOsHRVe3jQxFRU1lS06e3d0d5ok0SHaH6uO8rPQn2XtE/E1N+HQBgC3VuFjDti3F4CB61HUUFCTKEWWpujQXmUsKnqXbjjnVBHMpptToMYFLpd4ZiNhiFugwzrshq49/ygC36pz+xW1CuBSHPvOg9jhoBPlmDjVsJQsyjN+upxAm2ACNmF7aZiqNwJIs+BfFzpqwCMsY+UYKxsqE2oKW/utO+DRUj0I8z+IsSTjCOSFKrNm1mcOwLiUBE1GhkZ1junC7e+/L1V7Vg0r8bDv1/CSXxxqx87ITBl1PKC64LpzFpulWC2M61Xs8gHScRGmAufvz6ZF4FwyAx25dqczrzgCKG+F2lZMXUXlLFakaZvF4CbzWOOfKzYMj3Cre4P2uHvTjiwABi5B4vOGI9jTia9ocS1iE5TajP+S+PrH/46vf/zvOO3e9+O2v9l6Pl144EKe874XcqPv34nRMd/mwMrlnH766Zz5gLuy9cMPgW//LfzaH8MjPwiDrTP7XP3kJzl49ttZevSjWbjPfX5uG75z5Qr3fd2X+PB5V/Dsu3u53pa1mj1v+CbTHy+z5UE3YOnBN0TSzdvilyludtdjudW9TuDbn7+S8//xssPef/iNH85b7/FW9k328ah/eBTztz+BxzzsIeTjVc41p/Dm+qHsfd9TWTzmEMe//WzM/v1c8pCHMjr3a9dZG5NtfY5+xmkM7nQ0DyXndl/awx/+1ddYmVy71YHN2IzN+J8db3rTm7je9a5Hr9fj1re+NV/84hd/5vaf//znufWtb02v1+Okk07iLW95y3/ouIUK0qv4E/EgV3WAIIutu6BMeFC1JlTeU4F1ZBExwWzYP1VaW8KBgz65VkCxhgv7blQS3YReNDYmv8KMoao6wkOub2wPU6de3gBUUrE8XKOSqnEfSmv/CTeT1DqmBpwbQjS3jQlXTNAl9WXcXc2Ywq/6hyMnZoM5LP6kfFLvfKUx56VBcQsniU9VwuY2PG2LBCYCMFHe/LtS7oiglAAYg7M+ZauqOYxxuNqDeEYcRrmZfo0gWDkW7HQ9sIkUgppNDJwvR15S0TeKog61t1TB1LWsJe0c03oawMeYYnUACRzUdVNKHbzkxjclsIwEEO2T02QO1RjdCxMD1qbEdNiDV1CXGWM3Zuxa4/Som7LRR6gqqXWN0RVaCaUpG4aH/4iF4M+UdjqpxktJlLUzjDLw0kKzAdyAaAK8AaiadgAInXig0XrDfNf41cQzDeMt4kfO77V0NSVVMw4JY9aY1v9LcBSyEu6lHk5vYOQ0eWwrnbJOWNaeeSiuZmwqClfjEKph2zbrWs8zF9GI0L8BpWLdOlIT76qotZIGCGj5UjWVWWbd7WfkVlFZFt4P4JNRnlWGxZPdBBJIZlgw/t/KeWPy9jWLMwYXjOinVFgsZT3AugCwz3CYAOfYYXO0q5m4Ma2ez2KLdT+vmdlrHf3uon+ZjaCVqLZ4QTir2LLaWQqKDcDIbDgrDeDvmjEXDdktI1t4wNDhAXXnwZxaXDDkdkxNRa6G9KRHalOcJJD2UWnHd24GUe/O5B71SFzpAY0Auq6khpG2UBvG1ajdiXM452WRaZgz1+0qY7eOAwrXypLjUazrc6g+FNoSWZXxr7jrIOuOUkhFc0NEoMg5TeYUS9ZLb01d0cPPG2IPvzf9qYabKvRb9B+sgp8YgLUZxnpZ5zDKE0WBGZIqTS/VdAeQ1d48vdOJM7+qiLB335Z2FGigH5mrTmHsEEwCThMLLJhUA4rEVAH8dEe8lo3ZPYKJFWyVYBOFDVVWpbaM9cSPaXHRARG7YVw6PPusM+M0oWxNPKm6C8K69ruypmqu1dS07C+tFR2Xx/Z64ihd0UwreZBySlPpswUVx+tR8vuzYzP73oxfeHz38//E59/7dm58p7tyt8c+qaGH/8tl/8KzP/J7nP79X2d1xwXUasSDH/xg7ntiQfqOX4fxAXjsR+Euzw9c8Tam3/8+V/3hC+mffmt2/Z8X/MzjW+v46y9exAPf9GUmleH9T7o9z73HyRQX7GPfmy8AY9n51Fswd9ujfmF9sBn/ubj9b57EjW63m6/+v5/wg69dc9j7tz3qtrz/Pu9nqbfEkz7zJL7Zv5jf+d0XsGN0iANVn7e4R/Llj72D3uqnOPFDf0uycyeXnXkmB9/3Pq4rA3RJFVvvd322n3kzjullPOXSkne88iv8+Oq162T/m7EZm/HLGR/84Ad5znOewwtf+ELOP/987nznO3Pve9+byy47HEQHuPjii7nPfe7Dne98Z84//3z+8A//kGc961l85CMf+Xcf22gJi9b+odFXx7Jo5dk0EGQpMw/CNO9l0gMlnYQKL1/YsK3SYKzxpeJNifesAukk+p1U3ssDoKlG1wUJXHt4EiukNjJkOuwGES9pE8/wmDM+6S2rKbb2Ug3rLC4AIcaFxMMlIAasfwguxFFqHR7DPQvAhRXvmOh0wwX2mBWfQDscI22wAfxrmBbULJuDaFuybA+gkxRBKJTBiu9zI0UjSZw9SKcDxCeJlbEU9RQVVpkjPBHlc9bVoTy9o6JqPi9O4cRLnxQCWpGkGqVgXHufMHDobNZIedtKjRt74Ct6bmWpYuLGlBSBVdFeDxVkJPFvf8UsWhIQIZeUeaPwZszC1I1YscsBlPR9Nq36PnHGNM+BPp8PyUsE9mxkngW2hzVUGKK6zziLNV42t1BrslgVD4fBJ0Td8Yw4lKhQFS8MNWd8ZbHuJQm/SG2QypBUlkQpCiWItTiXY21rTu53FdlTEsyTW3+nTl278Ld/pYjobFEyMYpRlWNtL+TerrPvzpCJRstiqII0zqOCDZzYbdRMtU0jwSunWy2sQYVCIYLwd6U8DJzRa/tFPLAwcgcBCeBh95gO6zQl3i8HEUoFhTIk4dndBl+tiRQ48b5mfgzV2LL14ylCBUPftMR7/RA9zCQk5ZZUNH2EqWsN7K1zYMYINZN6uem3CDt6/zw/X65RcUjKdhxG8HUj/pSljNW0AegaYLY5JtSqH3qhBbcceKAEjXJQm5wyyOUi6K2sv0777RqJ7owrrWYAGMGSCH5u2PC46hC0c0htqEyfqlRNK8Q6qGpMbQNotANhCAhKWgCgoqJ0JatMmbj1DQeQMO85pGPWHvtKOveec8J+PaGyZZizWtAsxpzNSCOg79qxKxGZ3hCumSu743d2O+2EskwY13NhHAtRgA7SzPeC8yB6mvv9hfktnpJCSEl8ZUwIhRzC4Ww7j3W/NkyQ0k3qEmyCCwUsXKKwWiPOkpiSOHOKdej1WW9bkZq6KsMItcH/CZxJ/LwDFDKicAXKlA0Y3PZrZ84QCcbk0rRdiDxMB0qx8SupTBx1r8codygHuiwhgJs53iNQ2gmjkdKu2mWmTBjbEYfcIQozCkzWuEDSHmNfsWFc/ZTYBKU24xcaF53/b3z6La/lhJufxhlPew6i/Irsu7/7bv74k3/CXS+5J6PFH7Jt+xaefObjOfWK98GHnwBH3QKe+kW43l0O22d96BBXPP0Z6MVFjn3ta5EsO8KRfexbK3jcO/+Nl/3Dhdz9xrv45LPvzG1PWGL5Yz/h4Ad/QHbcPDufeRrZcfM/dR+b8d8fIsLdfuvGHHvjJf75XRdy+YUHD9vmuIXjeN993scdjroDL/nqS3jb5e/lcX/8Uk7OHGp1mc9wF97xhctY+/LLOeG972Lubr/Knj99Gde86MXXmQE6QO+GS5z4e7fB3HALDxkrrnzdN/jSly69zva/GZuxGb9c8epXv5ozzzyTJz7xiZxyyimcddZZHHfccbz5zW8+4vZvectbOP744znrrLM45ZRTeOITn8gTnvAEXvWqV/27j23xCaMYD24csiMmFIi0K52NRY+Lv7TrmABJWAltnyIVSiUN80WplJVEYUQoyxrroKy9EbSakb50D+SP0uU4RPPrjs96I6vCWZyERLUoyfasgKWRFqgNsivnhNoKiPJJbppQu1Zat1pf0bCYprptz8w6cvPQDspUHmQZlySGxsOjkJKxGx+WrE6qNQqm2EQhMQlAMDisOO/7KqCsfz7JrZrdhY0GuD72TkZt4hCj84GxW2MsI2qxwasrCBtFNWNgIxNNgNIpb5KtFBKqJ4mAsRl11WtkYg6CHM959klsx4bEx7mYgIKI8w5VSsidRtUOawy16lHnyWxbypJeZE807KEICDhfAVKJ70sjWNvCmBKBrZjrdNh3naaBCGO7yppdnhmT7gifq+si+JjFPt+Q6E5r6nrKCF9RTaxrit40oCkRmImyqgjX0fm3U10sJuHBDEpbR1XPAa5hJ860O9B7CmnHSsfSHpTCSreCXtshFkNBCaJ81b3A1EiSMA6dByrW7DLruV84K8VLonLx4KFzXqgo4n29WkVPOxa6523UABvubS015AUYgy5rnEsQJMitvMG1B7sqVF2g6m5lQmnld3XayM9C52FsRSlTjCrjS+iAWHo2XE3ZYQXGfnW098hI117eGMBeHQogdLvXIWgUJUXLDNIb02aH0q1kur1lpfXXc44aF8AO1wBhSkFlDS2AGsdPBzzEVz8TW3k20QZQTBzBY0gF7CSl7mxjI/ju8KxIScNeO1LAcEtaaeqqNsfubBL20wEdOuwhfxzvXzepxhzSh0sNQyfNsC/bXuxu3Gl/l0Elvg2zfkxC4nyBjpGdooBENMkM0ykCiilWNFoJtq5m9w2+Kq1IMJn3316RwaXtdGbb2NR4xaduwrI5NDvHO0Kl1vZrUZe1BwutQJVROc9GbceobeYXb0nu0UNfvESBG2yogusjeoyJar3H3GxT/PtpEr4HIlMwoVaKa/KCIvF1NqWy3kAdx8AKvVirt3Ny60n7vFBS+HYXYwLE7Y9VG3CWyhry6U6uTWyCUpvxC4urfnghH3/1X7DrpBtw/9/9Q3SSUtmKl537Mv7mc+/nHlfdgyo9xG1Ouz1PefT92fEPj4OvvRnu+Ex47Mdgfvdh+3R1zZXPex71/v0c+4Y3kGzb9lOP/7kf7OXer/0C/3rxAV7+oFN582NuxbyBfW/7NutfuYq5uxzL9jNPRc/9dFBrM355QieKez/lVLYeM+STf/Vt9l1+OANpLpvj9b/2en7rJr/Fu7/3bn7/63/EfX/v97nNjW5A78qfcBW7ecv3t3Leu57HMX/xErY/7Wksf+hDXPr4J1AfOHDdtXWYcsMzb456yA3YJopjz7mUf/6rb2DLI1OUN2MzNuN/ZpRlyXnnncc973nPmdfvec978pWvfOWIn/nqV7962Pb3ute9+PrXv071UwxBi6JgdXV15gfaB9O0COwJJ9Q9zZrxK5NypMc8EV89LPypRKj6AUQQh1KJB4hCVaBap1jx/i4ueOJoSZANHsBNYtFJGuwRzCRiytMvClLb4Zq4kECaFoiygNblTJIB4ExGZX1lsFocU+WlTQKYgU/u1uwKXR2GtTkmenB0V7vFULoxypYk6xVp2WU8hGp2EnNvxUIRUjdROKVmHtYF7xfTSKIqX82sZ4U8LlG72T7yjfPSnsb5RrpJRWCJESRO0xUQ38ZEkg2QyizIIk2HR8aAf900le86K+CNFK2bWm/MK7tCDs+O0Eqx0EtJxIsJx+mYSGtqPlvXAcxqk/LIOFBVYCxE0McqLzkNLJ64k9ZNxVIxu5Dk8/LI8Ktb8FGa/zXn2mUjNd4wnWtoxYOhHtoxTUIe97mRTCNiSJKJB1HrIG2LQLG1bfG2AA6ICKIUiUqw1mCC1GxRb2naaCWdOU7scxOMiEOHAY56Lmc8txXqCDhEyVu4j4A6MJVECWnqmVOIYmrHmMQfv5SWOSLWIcaQSEGiW0lfvJ2sddhQBQzn0CJAQh3AwzIY9Etl0EmGKI3WKjCpOpfGX5jmnzIAnjNzSJ3jgtTMKg9mjfV6YAG212YSqtBtvECplbDvlmmkpPAeTbbyEubG520cACmHLipMWVHNVOCe3bkTRy/T5Fo116hl0fheM6rPqioZK9sAY4kSUiWoSctoxQFVgjWepRbnw5mjisImOqT+4iWl1M0I73Rnp8UR9Ij3XbtXB6R1TdaAghE4bU3hJdyEUhsQIaetSCjNUFSBeeSlda57zznbACniQuVDlcy008X/bZgXPdPWD7qpmTC2V1IHdm5dV0RfxHhP+AqPoErvZbaxGEI8oYkbNeeqgll7Gjh1/jWorQcsR1IeoU9Du8M8La698+J+vSOYRdlZPzMAjAIrvqqsi2Cs815OYTOTCUYnvk+snw9dwHyc0jPgXAO4N3P3kecqIPj5eQ8+B9Q6B8QXanCOujNnSlgoilUZSucd2GoFddqp+tn81n4fimnblXCEgh9HiE1QajN+IbH/8kv5f3/xJ8xv38ED/8+LyXp91so1nvnpZ3LRly7i9vtuhzYZD7jnw/mNmw9I/vpusOd78LD3wD1fBjo54n73vvJVjL96Lke99E/o3+ymR9xmUhpe8rHv8rh3/Bs75nuc88xf4ZG3PZ7ysjX2vO58qqvW2fqoG7PlPtdD9JFu2c34ZY2sn3DfZ9yC3iDlnNdfwOqByWHbaKV5wW1ewB/f/o+9Afpnz+Tmj34ov37/B9L7yXfJTMUnDp7Ae1/7EvIH/jrHnHUW0+99j4sf8lCmP/jBddreo08/ipN+/7ZcuC3j5ItHfPdl57L8nX3X6TE2YzM2478v9u/fjzGGXbt2zby+a9currnmcKkxwDXXXHPE7eu6Zv/+/Uf8zMtf/nIWFxebn+OOOw4A6yqcsx1hg1BnUa7jgtyku+bdLqP6h1KHKEUd1F22w7pwYumpKtQDCr5KQeqncGSSNHIWJUKdpWinGNgIcAnGVTQ23a6bOgUAx3g2R/Rd8Zv5ZEtsZPDUaDcDhYS2toCTwZuwV4tCnWuUcmjlfTJajpJuDuywFEH6U7oieKoIWEcSV8FtTW1103RrK+gAJVY2PkLPJgSGrvW3B0BcHhYmOlI4gHLU65xZTBdnk1yfLAcZmPj9JGh8Ja8u26LdT20TjF30e+yATfEqW9Vu37Ze2mSz08aZxEzrznGETCn6aYalCnJRv/K/bqfemytGqMholWfexQp/iYIs1V7BZxVqdYxdHzeMMmjzLYVhXC8zcWN6kpOgEZ1CkgIOpRRpog7zNPJA4mx6Gc2mS3FYlWLVTB2z2Gi02QAWb6BEOCHI94Kfmo1uaBvZeb6ne0ahnaMqR1TBTylWvbJaNbLUGN7QvApgmb9mEsa300LPLHSkoo4uf7Guh9Q2oQjVE3vWMj/oN8wTCYwsJyVEzCjkxtLp+EnipV/eP6vjsVMbBBowwgGVjCj1yLPcROFUcjiYF9sYvNgqBYVyVGUHULMVUzT7VS+AcCFZTlKsSdtutY4iVHpUWC9jDvdYan2PHDRr4cQE8Mbh1mvkUDJBqQmifIXD2HlFxxNshuvo2jttAU3iXCtRbvA7iwtVArvjKc7J0mFSdTql2cEwGdCTFgAi9pUIu+oePaVANLVMKOyanxvUbC8bm3q/L5d0/M1aOZYLl7cDOxJbPwu8zM5H6xzsTA4eaHYN68uS6QycRRcVDsOWSrFUJRCrRyaHgxQioHQyc28p6dw9zmKpPBs10c0Y0a6z+GFBFS2jbAZU705qtLNXZoX5OiHr9aEfAUEhq2qcqZlIAdQoFRlzbQNrCe1wHsTuXD4P7Ipr2qBMdxTA0Ca+4mSL087M3p6NqshUHKt4SlsoJGCRUAgDJnYECKL8HNSds1ftKlM7ao4r+O/atupk2FbrqJtu+5/O4kVA3kyQmIcaCk2faguqNp4xKAIq6cj2r12uvQlKbcZ1Hqv79/KRP38RSZ7zkD98KYOFRS5fvZynfeBpLH59kRNGJzBYP57fPOMRnOY+Ce9+AAx3wJM/Bze5/0/d76EPfYiD73oXW3/7t1l8wAOOuM03LjvEb7zui7zzK5fwhDtdj//3tDty/R1zrH/1Kva99VuoXLPz6bdkcPMdv6Cz34xfdAwXc+73rFtgjOWc11/AdHRkZsHDbvQw3vTrb+KKtSt4zCcew+CON+aBz34B6WU/YcvKHi4vF3nL2e/imkXDie//GwAufeSjWPuXf7lO2ztYyDnj+bfja7ffznJZs/7e73P52d+mPjT9+R/ejM3YjP8RITL70NVlhFzb7Y/0eow/+IM/YGVlpfm5PFQQLauikUP4KjcKAstj1a0wpcsobSkKRrfm3RKTDuea0uPRiSVVtpWniTDNDIeMB860C2XZJUi/FDgS0o5pxYxkykRpQfvga6h88istEOJCkiOd3/1quPecSawLiYj3lGpW/cOSdU/EP8iLsNHwOprvzjx6K2lYCbUqSWznGqwvN+01xicp4kDZ0gN0M5dLSKT1YXK4jncPOK1w2qFV1QFbgjTL1L6vVJAwOjx7wzlS3QEblGI1dfRc6hkTohugpW2Kv1Z1L20SUWu9d5gVjUYxLf11s50sQGtNkmQMVQ9tgrGTwERbxtpXKmu6MZQTb4/oDdNjfzvx3k81PkkhjDEXQM9lXbHan2VL+BO3/jCFN/WdvXxCRUEvXUXwDApRujl+Ux3PJYdVEYT2HkudeNkM3p+ou38XwDTrBEKlRee8F0wDDrgApsnMR2fABaeyALjMgordzVvz4w2pWBwAYXtVm6bilcfQPEC7nq4xUZPgXxaS5Y3HAErlPyWxD8oaVwaao3MkgZbXHUV1r72+EkAUI97jyVgbQKkIwAVGkLjQN+FkWxyDVKmZuc2YqmEZiq0RLLG4o7WuBRBoTcrrvANY6Iw6nQNgwjqr5cH2YHr2flDOMrVjKgdWMpxKm26yoV9U458mTOp16rqMF8LvQyBLNFq19yIQPMyiK5trwLwIh2hn2YCDdkBKO7MvgEwrepkGpzC1t+FHhCTN0UnGuvNsMC21n2ucxdR5A7Bb0jB24xEEWy9gzBBRKrQ3HLOLldYVdTFqPN/ANdtaEUzSYRF1ztcPDSFRuvFoCtOw37b05ud+Dvf76NQCDN9VYVulZ5h0AJXqPN+HRYCSCYWuKNzYXzsXvMU6QKl0u7d9pfO7PwNBSFxB6sQzNZM4cwSgNoBuBTVKWgFt3Jvx1TzQlQn784CQ2DqYi4cCCThUB/Dxt3i4QRpkcFbu7jtF0Diy9WkA+xU664E4TJKzJhWH7AFKYj4RgDrlZYrggeuieX92TqzyhDycs9OzYzucof9iD/e0dbbx3OpuJc7fBUlRNucQGY/+72sHN22CUptxncZ4dYWP/NmLqIopD/6DP2Fhx06+eMkXeenZL+X6F12fpWQHW/afxq/+yh242RW/D599CdzswfDEz8L2G/zU/Y7OPZdr/uSlDO96F3a+4PcOe7+oDX/xye/zkDd/hdJY3v+k2/Oi+92EHDj0oR+y/NGf0LvRVnY+45aku4a/uA7YjP+SWNo95Dd+5+asHpjyiTd9i7o8XCICcMej78h77/NeUp3yuE89jst2jXnkS15BfzJieMXF9Cj4m0//K5//+mc4/v1/Q3aDG3DF057OgXe+8zozQAf/UPfg3zwFHn8Tzk4qpj86xFWv+jqrn7scV9ufv4PN2IzN+KWM7du3o7U+jBW1d+/ew9hQMXbv3n3E7ZMkYdtPkaTnec7CwsLMD7Q+M4I0sgbwq5kGg6EiC6WtJSStpa2Cz1RbeSx1hnqgMIHk5EKiGu1iY342cROcVM2DuQhkvb6n/is762HCBt8LhQdR4v4g+OG0yV88dmRKEc5No8DpJvlPHNgsweogIXD+gX5dr7KvdzW5FKF/uobXsU3MggUADpbVIRI61aIioAKgILfC0LSl6FvsKoJfqmMR78tlN7KV0Fe9VJN0qqwp7WVoVV35dC1WL8OiraNXtl43MalxIhzU60wDpat0xWHfVz00Trf8KWsHHi9QGWmo8uQtlNu2iCjyJGuuhdhZY+Va7OGdFpqrxPsEiXNQjZp9+Gst9BJF6ryBfFN7TQlOqcBMc8FrKrANoglLA4QJhRsxsqt+XKopUDU+ZNEceCbZBlJpgYyY/vZsK7VSLhhJq2D+XNdUYsK+opxxlrUEDqc1WhRaBb6PspQbuqdNkAWUl+lEdoxno/kWKVFYa9pBgsKFio/iHKrzjDA7nv25ljjK6A6mHN7ZzDGy64zciGk4dystILBeDoPPEyRGEZmVDVYgCqeENNMzJzURRcHhC4HRvNsFYE+Jo5WpxmsrzT3onIcEC/H3o7IlLpjxNzZfzTXr2B7EoaMSqmQIOF8xjqIdqyGz1fG5MLBYbBifsa0ARjzIkjcYnKJyZXMoj6NFYKrtiJqadXsAMbHoQAAejJ/PamoqDJkxKGM7gFzHbr6xItv4rCkYk4KNjm/+GbJWNbUdey+sME8JYExG5Qyr9hAH3TKxQqRW0oLc+HG2zhojO2t9YSVFbOmNvfEV+MbuEKWdNDJvm4hn6YUFglg8Iy4d6AB84vw4cwFAiqCNUrHSadimC3CHvYh4xpNL2wXbQk0BiwrS3ASNyRIKmRJ9kZRr5+wu5AcOa1KMmQVimmYQFz/aGzfpMM0atqpjFvjvTDFm5o7fCCiBBEaro/kGjp1OrLyXKA/oRzmupB7obHbj4re8BwH9d4TzpmQbPcbCxzzDTDptPbwPTJZgE9XUEbPqcEhIubbNh/QyljoY2PvIApAlxnpAThRWWpZdHGvqp+Rohx3vWm21GZtxLaKaTvn7V7yU1X17eeALXsy2407grf/8Vj7+no9z9MrRnHTCKcxdektOvdkObnPpo+CHn4b7vAoe9DbIfjpQVFx0MVc869nkJ53EMX/5akTPPiB858oV7v/6L/OWz/+ER9z2eD71nLtwh+tvoz44Ze+bLmB8/l4W7nUC2x5zCqp3ZFngZvzPi6NusIV7nnlTrrlohU//9Xex5sjgzvW3XJ/33ed9nLx0Ms/5l+fwqcmXeeSfvZpt23dQ/fAiTmIPX/3xAd753rcw/5pXM3/Gvdj7F6/gmhe/BPdT/F3+o3HnG+3kt59zO164zfEFU7L6qUvY89pvMP3x8nV6nM3YjM34r4ksy7j1rW/NZz7zmZnXP/OZz3DHO97xiJ+5wx3ucNj2//iP/8jpp59OmqZH/MxPCxMSZhFhTdYoxSdJ46Wcqp8hc31v7htzwrw38+hscBSuwqka269bUMT5JEQRH0x9MlI7h1MGcf5xfF7n9JVPgpwOD/kh4RhrS6X8E6zFMHLruEEvHFlC+11YJW5BA2sFY7KglPCrz2rmAdvL4qI8ToWMJhp1V6rs+PiYzoO7lx7auiK654jUoGyzyu6wjRnyij2ItXVITYTECv3IwglJtTjHoKywGJROSLRCVPRTcjN5Sie/bfs/lF+3zpFTkWpF0vFjah7SZ8gjHqwJ3UbtvEl7jJyUvvTYp/Yxiky5kFCC5//kOvVVAlWX8SOkDoaRadFNeJztAIzRw6UFjHRHKqegMTN3wYB9SEpNyYhVqoAA1FlKleWtk0uS+WsBDXjSlZPE1L9WGUpKtBo1WZijPb8IBCq1wcPRtZ45s69bYgqakVK5umHQANhQWbHtJUArbD8yqfzWXXWOZ0cItasRUSRVjZqU6KqtANhl0FhTEyFYZ3Lfi65trQqDp1Bd35/AhHBgtQcTRbceqYaa0pU4gRJYTdrrFZNkiCXmNU48i2yh9MlyIIQBinKQU8qSF8MGCdaRmBXOeaamktb8PYJVvs1ND+KypB0n3cux8ZWNVCNAlC8w0JOEeclnoYimWc4DQs01soHx1u6/0hoka8GIFqNt/+jcBiIKJd4yzQFqXNKYozmHrtu21ni2Zo5DKUElGtORIctPG4+hz70stwttKpSpUK6mIRQ1p6OxWCo9i4zWrm79svoZrgHEI+DlgeH20BVKjagZ4xK/RalTqkwYp2OcrtmfXNVcIeWRl871jgBoK88T51BSkKkRbDjfVDRJr0+a51jxSylFF4RM6nCS/jiJSqiCD3DLM+zcm83U1V67OpqzN7igtGNMaw64vc17eaq955YT76vVnFN7bazVWOMXhYrgH9gvikaK11zfNAvVY9tBFVmHIFhrIuxNJv6cPKDnIO/FzkPC91MdQVt/1RqBX5bpPwAAtfhJREFUZZJ2+rqD6iRKYW3SfLfFaGWE4Ts+fkhm72cRGmZgnWuczPK40jwjy3NfSEHEL8koRUXFlAkrrGAwHDIHsFy73HsTlNqM6yTqquKjf/lnXHPRj7jvc3+f+eOO5SVvewlXfeEq8l7OGXd9IKN/28nxx9b86r6HIqaAx38Sbvukw5Demf0eOsTlv/NUJMs47s1vQs+14FVlLK/97I/4zTd+mZVJxTsffxv+/IGnMpcnTH94iD2vPx+zUrD98Tdj4W7HNyaam/H/nzjplju466NuxCXf2s/n3veDn8pu2tbfxtn3OpszTjyDV339Vbzmh2/kwS9+GTe41W3Yd+Hl3MxdxfLahLed/RbWn/Bb3gD9b/+Wy570ZMzKynXa5hO3D3n7s+7EF26ywPMYsX+1YP9ff5sD7/8+ZvW6qwK4GZuxGf818bznPY+//uu/5u1vfzsXXnghz33uc7nssst46lOfCnjp3WMf+9hm+6c+9alceumlPO95z+PCCy/k7W9/O2effTbPf/7z/93HtqKbxEQ717BZip6i7mWoVM+kNSLKS56cfwCO79ikIJHo8hJMvPEP0akTkiDVc+KZE8oZxAn5tiV6ofpUZEnEcOKotSJFqFyJEYekGptqHIo6GVBL6hM9VbVV0hBqkyHBBF2h0IBJFSZPvTRMfAF25QSlNMO0R+ZUK6eLq79hLdumGqfbVeEYIgbRVZPgNcQOndKmLoEV0KlcGDeMXixjxkwYY5KJT0KEmRVjgZnqeGIdY7vO2K2EY4CiBqU8k8oRPIqa3iSbm6LVClqthoTVJ75RcqZV8FjMUhAoU0sZgBkFmExDktCzGo1gFuZBYGDieblmW3/9ZlkAFksiSSOZ60as1Bj30XXRGdqERZczZUQtNTpsa1QfV+ftOSY9otuVdZZp8PACUCqARolqWBiVnQRD/shBCJJT0ZAnzXnEanfD0jAfje6PEAKM3ZgymKgracHBw59TWw8hPz5iGfouOJJgVeIBI1HhPpUmP47Mt7GUzf3mpAsGBTwm6ZPmfX/OYjumzhtEigJpcgSgCM+CsKr14Ylj2rkgw40SI9eeQ3PKgXETQSiJBBLx91XzWoS6IgAevaoaiDGwGgU0Cq3TAJLEg3VGTbe7Z0CpcO5KGA769NOclgsU+z20pAHAPDOnSanFV4wEfw70+tgtebN3J24GqBWgZEzbHaqFGdIeGA8QKxFW3XJz3ESDSwf+mmhF5WoKVzbjEed9sNSGBVXBS8k2jjhDjckTwKEjsOji/RruiXxWEiuBqWQXBpi5HKc8K05iJcCm0/zkp9UosHscdS+hzgaMegoT2qwSg80nnYkySiDbo3q5Xx+jc6yAtgaXKg9COoPtzxaXEuUrwllqRjLB6giyCHlWeyalCNoGSbzMFm2o3LQB+Natn0+VEvJUIb0UjnDHa/H7THXmfZ9icY3ONe+I0Km7Y9CvfmBtH6V76NQD61kHYpzKFAGmWhhnXnK5blZZdQdDJ8F+t5dMJZ0j+vtSZUkLEEnLQSwz1Zk/XHODumyu6TOlFa3vleDy2f0DWO2vlk0UtjPXEMZKc10kVATtJ5hMz0jV00STpQnD/iKIUPVTClf4OQFNLaEin8oos94Ryp0cOTZBqc34T4e1hk++4S+59Fvnc8bvPIf9meMVZ70Cd5VjeKMhT7j3M7ngI4fYsXCQM8rfRp9wOjzlC3DcbX72fouCK5/5LOpr9nDcG99AeswxzXvnX3aI+73+S7zmsz/k/rc8mk8/9y786o124qxj5TOXsv8d3yHZkrPzGafRO3npF90Fm/HfGDe98zHc9n7X48KvXM3XPnrRT90u1zmvuMsreOotnsqHf/hhnvWl5/Krz3gGp9/vQVz6/as4sTzEVrOfD3zkY3zr+sew+/++gsk3vsElD38E5SWXXKdtnssT3vKYW3OHu5/Eg4pl/mFRmHxnP9e8+uusn3sVboPZ4GZsxmb88sbDH/5wzjrrLF760pdyy1veki984Qt84hOf4IQTTgDg6quv5rLLLmu2v971rscnPvEJPve5z3HLW96SP/3TP+V1r3sdD37wg//dx44Gr7vtgMQ5piGhrqRuJEiCwqqMStFozqQDSMXH4Uwpb5yMwzpFlC8o1SbcFs9SaBaedSwxj3+iDAbYMWHQWFoIQ1jM+s1fTnQHGGtXvpO853dmk5Ag+n0molCJDkCKIkWROs0g7bOFnEWjO+flH28jMORCYt0m7Z1QQqIzvIrDsWIPMXGj2cS4KSrkcElv9uMh2beuJEqqHKCTthCHIBwuAqtx0kmYxDYJj++fth/9PlzMNRofseXEA2o6mDejLKQp9c4lbKLIbazSF4CgNGtW56MZeZfxJLTgG0DPeFASHIlSJEnuZSO0JcHb3m4/p2fejSfc8nOaMxIwZtABVvw5V66mdl6G5qV12nvl5BqzYwdz0qOfKJb1MkYmTb9YlYJK6EUgsRmoNABirXwBgGRD4u8Zav5cTZbMGlt3QgBRDpsUzStWAGtRdSf9Eo1FeXleYDC1sGZ7nY0oJm4SElD/bl93jKCVBp0FtmCHWxOT0k7Xa+VZhZkxzXtOWsigMkOmJvcJY0huk7Wp3694dkX0c4uMvwii5NJ6MTlnyUjoR1AKL/HyiLVn+Egoc+lwaFpALDY215HxErej83fom+BvNNP5gFKKXppSZkvUVnAdc2d/r0a2jb/mWnWOrrwJvlaCFmGY93F5BNZda4slYJIBAFMJ1QTFVynzkk2FKAm+eV7KmQa1aJ2njOa3o/umbXeDNNJk33MWz1LN08bHy/vAdUzdEcZqlUlSUfdTxqwxyBKyNMi9cJ6hhmPacx64ahho/t+onvT79mzaXMfyqV56m2iD6nhONfMm0CASqSKZH+Bw5AFI9P+Z5jqiHM45FuseuVUo65jIOpMFKIcZLmsm09jjzXUxorAqjRZLOG0Q8fOXimht57NrdpkVexDlHNo6Crc+083UBZjDF3tznbKY9pA0oa+GMBiSDBcYzi945g8zEGkTAmiddABrP68rBWqQNZ9qGVJgdAsFg2sARz/VuXbHQEl12FjpWuX7a4L/rhBQ2RCjc4iLAqrDWmv2G75XtZdFlsOccq7n29rd1jFT0Q+VImmv3U9oUvQvQ6Df4IfCqqxztd1LniovdXUWqzMkHR7u7fhTYlPLtBn/qXDO8U9nv5kfnvslfuXRT+CLV/6Iq//5aoqs4M73vzO3XbgrH3vt+WxJr+a+2fPJ7voMuNsf+i/Zn7Xfuuaq5z+f8XnnccxrXk3/FrcAYG1a8apP/4B3n3spRy30OPu3T+fup3jfDjOqOPiB71P8aJnB6btYesD1kfRnH2cz/v8Rp9/nRMarJed96lL6Cxm3+LXjjridiPD0Wz6d4+eP58VfeTG/9anH8sYHvJGlo47hn85+E1t3bOXmSz/ki/8GVx69lfu89a84+LvP5+KHP4Lj3vRGBre+9XXWZqWE597jZE45ap7n/e0FfLKf8uqlrSz//U8Yf2MvWx54Q7KjNv3PNmMz/ifE0572NJ72tKcd8b13vvOdh71217velW984xv/6eMarcBYNN4DZk1PGLMHoxI8N8H/1EqB1eTrofx5TCiiV4aGMptQqikY79ahggxPnGas1qhVDWQkWQpl8EbpPKwigtY5MCUeIklSxCoqV+EkQXf1BbrCmiS0A6J/kJPOQzsaEV8RSzkhEY1xkDmhj6YmJs0bYJF4GJUwrtcpSBmShm0CYBaT+sBMUrUF7SjdhJKujNInqkqvg+t73lY4wWRuHm1K5sJKe7W1T7mewXQKYjyrRTpN2sC4MaJC1TKHiGc9tY7vHfjG+cSkTgYoW2FtVxAhZDPQH8i8IGqEOWBJRFCBieOlRzHh6SZ47WdJEyh8IpcpIak0hxKD7VTk2viZWFFsRo4kPuWMn7FY3AYgKL6bphnZ9t2YQ1eG3M15xovrrPojDAdDXH8BLYotaZ+RcehovCuCU0nwWjEBWPE/WNukv4W22Cz1Picb8s6lQcreqgzt7LS0CwABSjtsUgJJ8HJT9GSZqlP6XEtCJh0EAmjYTc4n8gC1saT4ipldxlUioex7lCW6mSERr9YMnCMibKkUB4xpqlin1RqucTuLgDMN40yNS1TtQQUtiljkICizyIYD9GgVVQuGmv6hCaCR3oDjcsPVyzVVGuSTTtCBIamLlknWZXiIsmAVWilySSjxYjIXzN1z7dlzq/YgExQtjB3OUjSkQ5QOrB+H9+CKt5o4tB6hpMRYD3wp8fI9OveJEkFrheoxQ8bqjmGnPOPOOQemgiRB69T7P7swlzgQiTbXfqwmicXOG1RdICZvvM8gSlO9PFM7R51qtBFKNSZzfST0RYfw4s9TSTMCE6EFD5sR5nDKYhPBusAsCsecE8Uo0VQCseSkUo4BEyZuHgUs6QMoXbLqMqraYtMeIikYg01TrPZ+TuKEfrXKULfAmQpSaue8JLw0Y3JnUKHXV/VeJE0YMgCEVKUYIBFFCSinZkBgLYokzSjCfagkpafnGJgrKXONrAdZX/DX6tUGUxlUmlC4KQM8mCgCUyYkrUiYjcD46LhjmF9OSXXC3NwCZs7iDnovqzgiuqPDtycCtsLAwCT8HnZJM7NJ9+NClvVJE83UJWjV1rYTVSE2pcaw2l9GVd7E34ogGqZzOb1pZG/G+14h2hdUEKX8mkQ0pBc/x6yqVQBSPUYiCCmQSAqOwF52SBE6a2b+lma+GqcjnAWrcqZMKCnQDBvGYdNLw3mUG7XMqCCztdeSK7XJlNqM/1R8+YPv4Vuf/RQ3vOd9+fSF3+HKH1zJvt37eMbvPIPbLf0q57zuPOa5kvtv+zN6jz4b7v7HPx+Qco6rX/IS1j7zWXb98R+xcMYZAHz6u9dwj1d/gfeceymPv+P1+Mzz7toAUsVlq+x93fkUF6+y9OAbsvUhJ28CUv+LQkS488NP5vq32sGXPvQjfvRve37m9ve7/v3463v+NYemh3j0Pzwac+pOHvQHf8La2pg9V1juor/LpVft5T2f/wz9N72JZPt2Lnv8E1j91Keu87afcbOj+Lun3ZEDmXDGVdfw49vv8H5or/8Gy5+4GHstDQI3YzM2439fWAGXe8+b6AGyMKd9AiP45M+E5fvwQNsktiIeNBIYZAmxaHuNpVCGaeMZo6hUTb6UoobzgUHhGjAi2TLvTVZEUMHfQiufWKBgzDo1FdH3KYIhSpVYbOtp4erQxCClcA7RLdvI2Lo12Q0gRWo1kvbpJR7A7z4kN32ErwgkqWOQTlCholMW2upSf3xdm7AyzcwKM3gGSeIgURptgsmwq73Mr5Mckkin9Hpb2t4njrNtkwDiLGsPjiipmdMpdn4Q9CWKAUHq4jww5STxP8YnZRpNPr9IFrzC/DUJEo4gWdJBXonAsBfbG8q4b+wsATfX90yYkATrkKxUWJTyJryGmm6SpzbuBMBJ8JTyvWOtYUYYI55hJHiGjyhNnQ7a/XYM4X1PWhLleQNNAtgkdkKucvpq0IA6Siy9tEZldYMFNoBDB0xNVEKiFL2khxJFpiJo2QgAGyDThWQOwKiadbvC2C5jRVBi6FaY0+LvSxE6VQLb44bLiogiDSAyCIlWqCQJ5v6BedcBEBugr2FUuHanQsOaAVjIB8zlKb0kSHY6kkP/UQfOJ47eX6Ydl03qHphAoiBPPCBrAQY9dDakp9Y9+JAnkKYs5Am91Hbke/F+pfXpCeHPu5UPgiNpKjsGpmCXveEcVmWe3ZgEcK3xzOmAX5qOZUcw6W7uxfYCjFljuT8GcVRMWGMlkEkldGHwcrLFBjDVMagr5iNwITP/oMRhMhtUWBGQ60AhQSoVzbq18pU/417iOPJNmd25DmPB4pAqsGgiKKxmYOF4aLQW8r40ZtZK/HzWNxUikCbrDJOaPJNG4qy3H9seNPHVD50CHXy6TOLn/Alj6IAOkf0qIohoLzEUXxgggvm7s60sZAOUCLXUlMp/P0iicb2cNMu9fCxpxKSAoEU1c7xg6JfR9zUsHKCpXMk6y831KxjP3PeL0u/cP8zkpILger1QuMGyAVVqYtDvk2d5e22QxsvMATVm1pIvjGWVJDipmPYMSToM9RzCggTi96ellXgqqK9/IiZrZZmxREV3QCZJAKC1Rqk6zNNgG08xyyDz40uKlDIC4sPSg1LECrcbz1UwumYavoet0h74l/g912mEEvKuRr2ZiYVedu2YUpug1Gb8h+PfPv53nPv3H2Jw6ztw3uVXs1KvkNw+4dVPejX5/kU+9pf/St9czf1v+D4GTzsHbnTva7Xffa85i5UPf4Ttz3gGWx/1KK5emfDkd3+dp7znPLYOM/7+6XfiRfe7CcM8wVnH6ucuZ99bvgVa2Pm0WzC8ze5f8Jlvxi9jKCXc4/E35ZiTl/jsO7/H5d87+DO3v9WuW/E39/kbtvS2cOanz+Q7wyt51MteTW9hiQsuLLmTugg3PsS7P/oRyj95Cf2b35wrn/s8DhyB9fCfjRvvXuBjT/8VbnO9JR537k94383m6N96F+tfuII9rz6PyYUHrvNjbsZmbMb//LA90zxbu6CZSnoJi4sD8lSR6eALkfcbSUc3uVJ5FtgJmhOX+qSuxAbpiw1Mi5ggqVhkJK76O6E/ANVLYRDAk6wHadImh8jMw7nudUxspfXlUdpLSLSK1f4EcWBV6+WitZftSGREKCFBcWy6iyRI6pr8rZOQ4gTJxqjEUUvdsMP6WU7e0/R3eECrb1OWsu00q9wNSwcGeuDlDMmww6SQw56ipUW0PFElNMNLHhxD5c3Em+0j6CI+cViYL9k+2MqxMmQoQ5z2pdxxkKaC7nkgTWzLWtIqJc06CS8+sVFiQ6ImTflxaRgbPjnswBntp4NESZRQSPBDsYeolCML8kedzMr3koUFbGxb2KOyLsgM/XZ1AKWG2ahJll0YvbENRkVvH2/4e5iSXZr6fCEPb6E+RYIO0KoLe+0QC3A4VtMRteok0LpHkqWkKiFyo6wtQQkq+L1YrRFlSNN9sQn+CMpiqLFMsSFBUyJogVS3AyNJ+5SqZGTWwUHdS1m2+1nm0tAPUWrqW53nfZI8Y2AV80YDip7uMWGdqRsHSRsBTAqOM+JQSYUoUGpKNL5PlGorE3YutP9MBPY0WvXIdd4kkRbPlOorDyoMs4RBmniZUuxNiSCHRXr+WpAo0BaVKmyo0tcAYUlkl4RLKQqXeDDVMwoVzjls0pEudkCBnspZcjlzRnuJYh7YZV3FUTjJ8c6FDkLk29s16o/hgTJBa81qtk6tLCjvmxaZZLHrxqxgZioPWvrDIb25pQAyte+4RIf7qwVPI/h+sD9uOsFhwAZGagQ1EtWM33iftDt2LcFRJ6BTj6vYAKAoN3uW0oJQiEOrhDmdo4kgqULl8wwHeWNq7bclgDUC4qDfSlVVZXBYrAItmooKpGVKdRrbzONKqUZC7I/RDsixGmOo/WsCyfx8e4207swOzjMfEVa0RkyBIP47zkGeKOZ7eTNHtVdaOgsCrvG0i1LhfjpPQsJQen7ecYLq97HbFprTmA1Bp5pkPhaliCCxULoJa3Y1XM/O5AO+4p5AodeoTYGRIZL4LwmbauIQkghOxUizznX376WSzuw6TVKyRJGmiiQBpf1zQepqBINoodrRbwbzxFbs0+tI1jm9INNWSkiU9gB1vE6yoSMESFTzbJBiPCSsi3iB/fesCGs3TDCDn00UiLEJSm3Gfyi+8YmP8i8fej/lKaexZ1xx6eKl3PWhd+VFZ7yI/d/dw8de86/Muat54J3PZ+53/g62Xu9a7Xffm97Egbe+laVHPYql3/kd3vWVS7jHq7/AF3+0nxfe5xQ+9ow7cfNjtwBQr3iD6NVPXUL/ZtvY9czTyI6e+wWe9Wb8sodOFfd56qlsPXrIJ//q2+y9dPVnbn/cwnG8597v4VY7b8Xvf/H3+eDej/Gol72Kk251W87/7irXrw+yw1zDB8/5OJc//tHM3/sMX5nvz/8cZ65bBtPSMONdj78tT7jT9XjjuZfynOVD9B9/EyTXHHjX9zjwvgsx65tG6JuxGZsxG07AWMOk7x+CJVPsuOFuhn3dPFTOpfP0XPTJ8Y++tpe2z7UOdg8TtHOUVDigcv4BU5QgQTo31AOWskUPDuFX4NsQlM4ww37Hg6kDliRT0mEBG1djRVB57lfAOyvPqrZUUpAkmkSlZNonNrlKSCVBRKFFvA9Os6uY8W48hF/ZLWzdKvvwJa1VGh/0vbyw8e+YYV058ny7FwzGClobcgd/HOuT8v6AXq6aU526CodlqBVZY1TdYe4EKZAojx32JEVLgkmG9PMBc6ZGF2XA2KRJZEP3eSlTAJmUCGi8pCgkGH0y+iolkY7oT2lcVpOozr4AlYDWliTvUTBhv72CGm/GnSWauWGB0p3vP61It22jYbaEyKqapJh4LzClqaxBISSpwgRvsIY01fS5B7ESJU0Z9hgq7yPZAKP6RHZU9D1KtbTXS4iIVUgWIfpnFapi/zaLFeslJUoj2qHyyM4RD6R1EkqbJZTzOZGd4ERhkiFoS5qsUqYp3arzOnw2wg4iihrj2YLxgkHYn29/lrT1E/s6wyaOgdGkwYm4n/ZwDgrbAnrReMcDSA60I52boqRuroISRaIzz2QS5QEiCQBY2E+FZ46owDoThCE5cypnhyi2qJ6vHrdBqiMIVhSTrUPoJy3QqCxKCVNWGbl9RFmizTRmPsdmCS5NWOjN0c/mcSKe6Zcl1L0Uk0fbghb0VcEbbyipB1QEssPUEPG+cg1bMVFCFlgkDlBJhkoOd64RLVTzPVwa5kzVjgcJwIzDUop/BtMkHpcM47TLMLG9xDMmxVEsLYQW+fsw681h5vPgkzcrx0pi92YJ460ZemmRRKm2smXEt8KYWZK8aZ8b5kjqd1VnBSIm9mAz5kQ56n4GylEzoWQFrWpEZ/T7Eaj3YIRVSXtO2rS+24CLhS2Ul1oOLbChMhuAKAfocPsJiagZtppEoCMcRyOkQJZ1QEkd5+PWVSkC/3UyxKgMpYRBnqC1JlHaV6MToaq8h5ILHddXPZR4o3iLwVIxVlNEa7aoYZCuOmo1h0K1rN4NZyaAShPYvYgdakRNw/lCwYQpkxZAov26Exz1Yt+PhUmFcg6UYAYZ1Zz31auSJNiJtfdakuoN35mOnpo1i9dpTpL1SbKkZZIlGQ2/KmmrwjZfXqHNEiZJKTyQKviCEiOCj1r30KqB4OgnvQ5gGPYp0F+CfIsmyaZIVjHdtoDNutv99NgEpTbj3x3f+NTH+fTHPsr4pJuwogp+ctJPeNHjX8T9T74/l3/pXznnzd9jQV3Nbz5CGD78VZBuVIQfOfa/+c3sf93rWXzwgzh05jN5yFu+yos/9l1OP3GJf3zuXXjSXU5qSiWPv72fPWd9g/LKdZYedjJbH3ljVH/TIm0zIOsn3PcZt6A/n3LOGy5gec/4Z26/mC/y5nu8mQff8MG86YI38aKvv5R7Pft5/MojHsuPf3KAfHnCjexP+OwXz+Xrp9+MxSc8nkPvfg9XPue52On0Om17ohUvut9NeOVDbs7XLjrIgz72LVYffkMWzjiRyYUH2POabzD+9v7r9JibsRmb8T87VvQqVw72s1AoEoK8IZjwCrCS1SiVYsWgRZEmFvoZq2krjXNAOa2Q1FfNWZH1hjEVrVYRYajn6CUZWZKSJjl5r/VecgpEtZWD4op+8+AqXv7WlsBzYe8wnJtjKXPotESHangCYEugbGSGEvyRSjthNR0xyHQwpg0MngCSNfIHIvgTV5mhlwi6l2BVTa3WcP2SJFUMsiB7CglAmqVNGxGHdQ6lHT3dDx4lQSamRs2xtqR9FgcKPfTgwTQCPgmoZAodFkgELdp/HEfnW9k+XGSkvCRMlIU8RTuHKuo2sWgMZ3xHu/5Ck7R6phQ4qQObLPjASN4ABz6xyrBpRZrmZJKSiE8Ut2xdbdhked6HQU7dT7FZ1khyYvU/pRRJfw6V6AAo+dDDeZ+IWs+osEqonV+917u3U/WzwFjyjVZpn2SLQ5JY0dBhOtlQ32nPYBksefeaFoVse7OTyDX5ZExiE00x9GN1aa7HKBtRShkkOv44WdrvQqiNfM+JYHoJq0cvAoLTGXU0Lhe6mR1pMiJNRhtTtRkAsh4k1D1NoqcNeNLY84iQ5gaXOQ6aq4J0zp+bCCiVkKUJaWNCfniyV8znlDtyomfVlt4iA1+hAKNzhOCWEz5raw8+myRnSXv5Y4Ii1wlaK7IT5hgOopQJdLKKqBEiYCzef6vBVgSr6ub8TZhDWiJRABITD/5o0aRaoRPVKWcf7mXrOVaJKFLRGN3DquDPJDC3EI3SvZuTVTkS0fDmmggTvRbO2bOgZlNfDyhlfYcM0w5gGK+d0JeMXLycMnrjVJSevaLsjO+XdD7scKwdtwuzNKDse7Da37aCVgk5CblqFwaSDruzHmimiw4dvc16Cw04EC/5vKQsRNxol8UshQqmyoPDWnTDjnUBBHKikGGf0q3hMKS6RA/2k+qSnQs5gyyhN7cV0gHDXs4CA8+p6gyzlZOOY7xtzktzg+eWuFkZY93PSPIUwTPttNLkSjOVKRt215yQUlF22l4f1fGtAliayxAdCkKItKy6wLRb2H4K6AydJDNATgTG1twae7NlDCUigpkfIknKWjZmkpfoXTejSoZ+8aaZf3x/2sSvGDixTOZSjt9+MnarhuZ7soVoRAhtbE9TEa6Hi+cbyWixam0H9BUPyKrBlKSnSJM6tCSCyVEUC1VwG5cZMFz8zjtFOWYP0Y7XwdyA+a3bPMOs02cGQykF42REZJVFQGo+6bO9t4ActZNyLu/s0qEShcqCGYAOQP6RCowcITZBqc34d8W/ffJjfOIzn6XYfTxXDq5C3UnxV4/8K07achI/+fDf8g/vPciWbC+/+ZxTGdz5t2YeEn5W7H/LW9j32tcx98AH8p47PZr7vfErXHFowusfeRrveNxtOG6rN60z6yUH3v99Dr7vQtIdfXY96zSGt9p1xC/mzfjfG8PFnPs/+5YAfOx132S0UvzM7VOV8uI7vJjfvfXv8smLP8mTPvNkbnjvX+eB/+dFrK0WHLyi5DT3fb75w8v4xwFs+YM/YO2zn+Wyxz+B+tCh67z9Dz39OD74lNszKQ0PfMtXOHdHyq5n3Qq9lHPwfRdy4P3fx4yqn7+jzdiMzfjfEQLV8EQW9DzzaU4jpZnfzThLuGRx2qwYJ2JIU8GorgQrIhoOFar0tGwL/3a02NBhcainesj2k2G4HUn84pNWacNE0KJ9tt3P0QLDPOUmC0dhtaOYG6B6/oH5EAeQ+eBxoxyJLpoVW+egkIOssw+N99vJE82YVcpBRtKf85K00Py5QcqWfuKtOYJ+LgIU3mfLkooi6Xu5hNETRMH8/Aqp8oBUfJpQeozKphAkCYmkbJ/LUaJIJWkkUUnivwNsotg5t5W+CmXGpdOHusD0FiGfby5ZZix92wJagmOYZgySDKNKtg5zdsynns2D4FTun3XSnLn5LRAYC1nPkGQdyRo+6XeuxvXHHqR0FukueTufxDgBO+wjvdYfRTrstyxJGG7dQdYfkKocO78IOsVhEZ0hSYZO0nCOlkRN0YlGZ7FKn+/8sZ3icAyyKWSGSVJRJJ51YlWGyvwzXize2DWIBxhazTwapQVbTEMCS8dTChb7Of1ce5Cht4YSfy2TfoLLE0wWfFcCWKuyAp22wFgziELCK122jEiT1TkVPLua9nlmjt/E+J+I/sX9Bi8l7/2mUHnlD6OkkU0VYZuFLbs4arjo+yPgfEvzDqWDm5p4wLmXKJLhEEmzmb4q+z0mC+v0zQEWnUZEYTChXHuQi+JQidBPWoNpmw5Rw+0zAIvcbTdrp22hN180pBHBNkycKK9UOrrSgBPT8f2J0f42P9gWrnmP+aVFsjTzLWq6PwB8tUUkbfbllMKGangLSxmD+Rwlge0o4os7iAOxOFFEtXGlJ6RRksasnNgCOlshTQXpJ82YnciYNbfu5z2lGKqcflqSJiNGaoUyrTx4GiRKLRBFAyD63xVkmizPsSpUtBN/DZUIed6C1KpDR1JZO95QnQbTJu4Spc5Ab2AhrVrmZag6Gj+Z9ufa89+wL9ngQzXo5+zYOk86HIZz8+0eKMVCrjH9eYp5D0rpIHGd0j5jJ4mXe/Z6mkGq6Emf+f5ujj3mGIr+GvuzAywvtAu6VbqAldQzlUTTbbjobnsdSjx46ZRivH0L0HohDXQPrVKWyBgKHLJ7KdWYXPXIgw9ZtTBPrWG+NiS9LdjFrZ7JqA1lWrN7x1HM661+cSeMH4NBxOLyhLSXY8RQZEXTkyaw57oQVpTwinSZUv6aVWbQdL4v6iHtl2zYsOGdKRvk2/F6SgPbpYlitGsr5XAQxlU7J1mpUb0J2fyUgd1DNuNx1frFiUAyP2Q4H76XRBjLlDH+e2mkx+C81yKORvIrCFppZHEBm0Y3yi4C1/ldwpx5LWITlNqMax2f+/uP8IkvfpVqbpHvbPs293zAPfnzu/05A4TvvO4v+dRnt7JzYT8P+OMz6N/g2lUpc9ay9y9fzb6zXsv47vfmUYu/xpu/cDEPufWx/NPz7sr9bnG0p907x/iCvex5zXlMvrOfhXuewI6n3IJk27VjYW3G/75Y3DHgfs+8JdNRxcdfdwHF+GeDOCLC4272OF7zq6/h+we/z6P+4VFMjx/y6Je/huHSdn7ywzG3cj/h8n2r/L9rfszCK17O9Hvf49JHPory8suv8/afdvwSH3/mr3DDXfM8+T3n8aZvXcn2p9yChXudwOQ7+9lz1nlMvrfpNbUZm/G/OQpVMUwTts/nWJWSOOGm80cFRgvoIHGxwbTaPwD7SltZosgS5RkyM2nJRnmdQpzC1h72SBMvydAIJ9/4NI4+4VQG6TxzSR+XJEiasKVO2O5ymB8iczmJKBKVMjiuYKI8Q2uut4UsnceKCwAS4QHWJ4KCzxGXBimL/RSTOWwmOF2gRSNbd6GzfvhYWH0WyJKOrEfi/8RXkJpLSHdVkBjSbQuUxy1Abwskmnl9iGT9KgDydESW2JCUWvJswTNVmtwhys28p45JNUvH36CVFDUP5a5pg0OaKlx+FTknG2yZeRJXIoit8WwKTZ6mKNEMF47BpQG4yTOOPvpEz0rDkeY2MMNCHyCBOS64xHqowHnGCUDDeQmgVDbskQ3mwmcjOyF0nwPSPoPo9ZQ5pr0VrHNImgfmiT8/Gcx7BkyUvkmnD5RClEGLz9PHWe030d6gWAfQQAktQaGb1+DlYxL8dvLEg4pppsgyzyJIE++h5gDR3hR/0M8bkC3KyJrErZ9Qzy9Q9RchHYAIiXLoRGGzebIOYBBX+6tBn/1DS6VpyqmL80kyvfmZ7QcuQ1vo9x1ah+p3iuBV5KC/RD6cpx8rZoX/q+EOpkfdurur8K8K3mDQq40vMqgUqpfT1dhU+QIO6GVCKt7EvJaKulcw3/carzQRemnajBfCePDyVf/3cm+FpYUFUGCVQ+uMnk4hyNWcgA3jWTdVthwuqY9YcMABqWjme3MMh3NopVjYOudNmjs5uRZBSULiPDMjSTRJkqN7C9g0VNMbDFBKsaWfopVioH0F0iS870SR6vZe7OuMWhyiS1yvZp09jJz3HXV52mlvGCtiW7klfthk2tBLxqRA35nmdYC0NyFL15rtVapxW+Zw8wMWdqQM8z7J7qOp5uN85e+xRLoeUCG1TyDZElqSL3i2i0hTOEJry9IwYdvilkaK5a9zZF16BleqK0SE/mCJfG4eQn92sI/mmF1YSqUpOg2gO0IhhWftgGfo6RQ1v5PF+e3oJMMhVIEtlBOqvibRf0yw+XZk6fpeRqrAKM+YLGVMySpOaer5Y+gvHIsS/93isuB5tVEyGuZjABM9rwBrjQcD8b6EIpqKAiM1WfSL0x4ccQhqsI3tva3Mbz8qAM7+GP25jF4APiVR1HkagBjLQGX04nwnkO4cMFooWD1qgWqYz7A3BRjkCQOdkSgv3y2cl/VZp3FpHy1twQLX8dtKNKSqZR9JAAZTEpwIdT9D8hSbdnylRBjrKaAwi32mMkKlNTq3pBQMnGcf7+rPkeRh4ULczLkDuHyOuiUekyZ0vjDaEIHDPLM634vxM71kjkRn1Lu3cW1iE5TajGsVH3nnX/O58y+g1pYf3OD7/OmjXsZDb/RQOHgxX3vZy/n8907jesescP+XPpze9p3Xap+2LLnqBf+HA297G986/R48ZO5uDPKMDz/1DvzFg2/O4sB/YdbLBQfe/T0Ovv8HJNv67Hr2rVj4teNnVvM2YzOOFDuOn+c+Tz2VQ3tGnPOGCyin9c/9zN1PuDvvvPc7sc7ymE88hn9c/iKPfNmruOFt7sCPvn+IG9R7WBlXfOCCc+m/4qWY5WUuecQjmXz729d5+3ct9PjAk2/PQ299LK/57A95+gfOR9/xaHY98zT0fObviw/9EFv8/PPajM3YjP//xSifoqVlF4D3Wjl16WS2D7bTn0sYZNr7B4UUpJsv9jJB5zXJcAoiLMqAXIJsLWlXU50SiswntHkaHsyXFsLxcubSPkqE1R5MMkuK86vNAr1hTU9l7BpuRRAS5X9ENMlgif5wKzokyCjBaWHn3C76mS85nWrFIM8YbtlNtnWBXEGWWK63/Rh29LeHMwnJlXLNX/PWMq9qesmo2cQuDdABtFJ5CnkCSYYTX8q+F6R4Wgu9tHUqt2lKtWMXkiQt18BjPYyGxyLOsWs+p591ALF8ER1kSjM5eshE5uYXSLMcdPQHCQCWrSEkKRrFUXNHkSa9xuNFRIKpLWhdB2aG80XPJbAweinF/HGMh7vC2HCtN01IHJK+bqAQrVSQJHqpDYAY60GQbt4SkiQz1yMZDlCi2N3b7hOy+Xnqo3cjWcswgpC8KOUliIREs0tXEYsOlRCbjtrgO+ZS73eilKB7w8a3abAkpOmsdMg5t5Fc4kNv8IFUUA+HOJWCTtEKlhYcZmmOYe69WXqJlzzm88GsO+9TimE96wAWWH8+KoN8zv8IzLk8yGkV88kWBmTYLGsZQVoQnXpRTJo0yaxWGgmAStcjTSlpgDV9GPOgwygJ7yWJ8oBySN6VeP81v4mgNzAcbGDv9CVnoIfc9PhT6KWezWi3Xx8GW8mCJ0/MOp3y++glGq2EHhq14Jp2x6s4VpF96SD6ZwN5mvmtOnjh9n6Po/qLHZwqmM6rBMl6lLuORvVyRCn6Aw8EKhF6eojqh4VqaYG+2B+CQsR4gqF4OZ/MD/Gm9lEOqegnAxI1awciIiTAoi6YRxqvHpH2XEXa4gOSaezObbgsJV/KmduSo4aLrG87nsn8Cc1nFuc6QFb0mcockvjOWNfrTAJT06keKOj3Sw/u0t7LabhnY3/HuVcJLPYylgaeTWd11rn1pDEXd519qTTD46SGy9ODjPV6Aw55NqtiW+8ojlo8Aa2z9mICmU7YujjH1sWdvl+bS6CCRrU99qISLzFGSOa2okSzJd8NIrheilvsIVqFwhDOgyhK0L0SMofrtV54zsWqkn6+dVHSFo5ZMcZI1TCQHKCUpnfU8WTbjyLNPRCVdWxgBMHmlkT883XSsO18XP8mN+T6J53I3PwidSj00TCZwrXc0h+QJwmFnXRoswlOZSSpoT9fo1I/h2+pMxaqkrk5F6pkxIYI22UY5MQOFtepjz0O12GJRnBLBFwe/d26d5CP9S3rFMMKNZxvXle0fnH9Xo/5dJ5UZWRJxnE75pjbOQlbWpxW6CRl0J/3FQo7uFTLdAQVvgdTlXPyltvi0lbm/7NiE5TajJ8Zxhje8pr/y7cvuYKyPoT+1Zy3P+KdnLLtFKrvfIp//LMP8vU9v8pNbu444w8fSNK7dgPPrKxw2ZlPZPWcc3j3Le7Pi088gxfc+yac86xf4fQTtwJgC8PKP17Cnr/8OsWPl1m870nseOotSHcOfpGnvBn/P4tjb7yVez3xZuy9ZI1/eOO3qMqfb1B+02035UP3+xB3OvpOvOxrL+OP/vXF/OrTn8GdH/U4rvrJNWxf2YOra/7m3HPhj56OGg659LG/zdo//8t13v5eqvm/D7k5L7nfTfjMhXt40Ju+wtWpsPPpt2T+145j/I097Hnd+RSXrV7nx96MzdiMX+7YOsiRJG2kXABpnrCjv4NhOkQpL3e73vZ5Ul2jxDCgfYAEUFndPA3eZPcx9FWKSzRm3n/XKlEcOuFoVPB1SoM8T7RuHkh9ziGI0qwNarJ03bNulCfTzC1Y5nqe3dJLNXmqmwfhJM0a/545laFPOBotCUvDPvnO+aYNWmkWh/PM5T1O2rmNm+6+HomefeZwHUwomqCrYCEdJVhJYyTbYUeE5CXibUpttHAVSNLg8RPcNYbD5n2TzTPcenSrWAPQCZlOyVVCLwJPnZVpCSCEFUclq155pARM1SbS4tlAXrXXmtsqUWRb5z0TTXkj8S21Y95oJElQA5/E2yT1Cc7coGHESD8n7SfkixojBhwM84Q53WNHukCqAihZWhIqbnbqsVilscFcV4mHJFKdcnJ+DFvzpcAiU5AlDUAq3RRDK/qmROXeQ8fFfhBH0e+RHnN06JduoiWM3AqlLlg7eYHq+N2oRLcJm4DoBAm+MiJRnqdBHEmH9aMHJW64BiLkKu1IpdqrHE2+y8wyGVhKXTbgxHR+kTJdaLYt3BilHUM7IXGBpSH4wa7aimFKB9lM6BsPRrSDJNti6N1gieHxx5CpAameJ9UJSisWhzvQWWCwidDPEi8JUgLZXCOlsXqA7XioHX2sf4ZeP3kH6VG7m6IEaV6Qd3Jd1QBfIV8OlTq1t3kmTxKy4EljVTOqAc8kcoANVcBEINk2ot6yFzOsURsWjWuJz12d+06EQa99nreJpZKaJMnJaa+PVnX70U4opUiTrNmHczbcU54R1JDHlGruNf83bJQt6wZ0kRaQCh5pZbYVAXZTMuOt7lww8+4yTVvgOGxCvnubLx4QE/MGMIA8M83npDMmIwhkpMZGZlA6wKrO/SVdUEoFgMyGvyPELCymPRJR2CTD6D5z8/P0s7RpRwNVByD4hN1b2NoTxPq5SbQhT5QvDBGAzsVsO1mSk2UD/J3eatSShYp0KySZba6B0gppqt55OewQxaDD0Ep276I64fptHymB1N83DsGIQ6xFaXA9i1OC1jVK2dB2BSiy3hAGPapdcwwXfX9YsYwHXZlrqESqE/JdxzXXK+vFuSUA2xpEVaHZvkeHukc/7TE/P8+Ntt6A4/LtiFJk83MNmB6HSRLu18jy6jLV2LKF3oI/3tKwx3yWNpK/5nsV3w89SXD8f+y9d5wlVZ33/z7nVLw59e2cuyfnGQYYcpQkCoh5xfioK4af7q676j7q7rqoq+7jiiu6ruiqK0ZUBBQQJIjAAEMcGIbJgcmd4w31+6Pqpu7bMz3DJJh682qm+95TVafOqTpV53O+Ie/WS3PHFFPXiYcMwpZWrL+gZBGrIqXxqiBaFferW4A3ZinvC0/M02oSaLEYgUQau7mJ3ML5hSYjL12R2xAayVSZ63OhtgJi7SmitcFiUg0hKgXe/eGLUj5TMjw8xL9d9zl29A0znNnKGe+6mM+d908EpMHgLV/k5hs2s274JE67NMnZHzy3wuR7f4xv2cKaN76FgcdWcd2yt7Pjoqu48+Nn88GzO9GVxMk7DD26kx1feZSBu7dgz01S+4mlhE9vnJANx8dnenQsquGC98zlpRd7uf2Gp8lmDixMRc0o/3Huf/CJpZ/gzk138qZb34Rxahdv+NQ/kx0eR9u0CcsZ46ZH1zD4zvMxu7vZeu217Pvf/z3s9RdC8M7T2vnhu5ezc2CUy7/5AH9ev4/ohW3UfGAhOLD7hifpu3MTTs458A59fHxeFQgEwo5DrMV7IXawTK2Yzrw4/0PQFI3RIbOYomxKVvY7QtCUcIWWjKmXBS8RiDEdywmQCpkIJdFkBtPMEa8NUN8Zw4zLYha8wgQ5YgwTjbqxaPR4kOCiBd4OPYsZoUouGco1n2jSbTqiTaDpKDMMHZ3IYtwWN55IPJJC13VXjPNiQMliZUvjXyHOVc4IktU81yrpilUT41AWwnEYhkbY0ooiWaH9GptqqY3Y4IBhBDCNIEJq2KabLSmrBcCMFjcoin6ikIK8JLUUalqQTMZCe8ipveRxXSwStWM0N6dJJltBQDxtsmzZbKygTb6Ytl0ghMQpvHdJgUJgINFiyZJVggAtFcWxDGxNEVI2Yd1GjwSQUpDVzeK1IhCYQqM/OpOcctuu3U7Rkp5B/YKzqGvpdtvJs7ySCDJajpztTmiKqeS9WVWhJ/roZdAYJZsOEUmGytreayspkYbr/uIUt3fbJ0eWvBxFa82Rdw2uilZEJnmEZuAoEz2gsJOW6yImFfNCDURQSCFotZLYmu5a0QlB0Av27Vo0lL23FoQlIKe77WsKiW4JRuI1jJvxUlk5CghszbWOsSxRnNuVn5twHNdSrDDvQ4CEmnCZZZiUmGETTAshhWe5IBkOtZPVg8XrRhMKTXmWGFIrtpPjCZ4RJYlaGnokSOeiOmrrY0gr6DaaA4aexbbLrnsBphkAAYMMkW2oKesbB0EevSBKOQ5SUyhNopycGzQcgSMUyrs3jcg4Wc/yp+q7uipkwSsJN6ZhYSHBcRg0B+kXA2hWoHRtBEYJWYKArhCUJviA6+fknYi0DTKJJFkzxrgRdifYniLiCqGCUTHOiBwlb5RZ2HjtUBRstZLILWTGG3dKQoLUysRlQLd0T5DNFHvdRpUy/jkOWihA4/zFqILVmRToOhgq68Zj17NoZrYoNkWMEHPScyiT0bzKuuN7cVgGT0AGS2mIoI7UHC8hlJvtLqBbRJSNEIJsc5JcIEcw5AqOhT6oaAvAmtFJpqORXDRI3goidJNocz3xWAJhxRFKlcVJkjhSEhFD6Nk8oBBmAC0AqJIwKCsSXBTvDoomcgikZeN4bsRZmWPQHkEE4jiRFNlgFOEICo+CQh8EWlMEG6NlOxUkalpLbVYKwIVtBzGUd98l42iRyOTngBTUzUkRazPRjNJztHALuzqZoDXaUmw/qSR6bR3KcscfR7iB/2XEQdO9TKLuk84djz1xzgmEixadFfNnKTyrZkG9EWNJ/RJs6bpTBoSBcKQbWwvX7dnWFeFglEjMFaNr9DDhzm60ZKr4tJGqlKE2EjSKAltBrHVdvMtcOG0LaeiY7W04dknMy+uKvK5hx210fbL7Hzg4QQuhKWJmDBAopZjQzFPii1I+Vdm4eT3/9qUvMDouGFNb+ejff56Luy6Bvm3s+Ob7+PntXfTRyqUfnMei1y6cdGNPxa477uK5y69gYPtOvnzBh3jzJ9/N98oCmY+t72XXN5+g5xcvoCUsav56IYk3z0KLWQfYs4/P/ulamua8a2az5bl9/OG/niWXzR9wm0Kcqe9f9H0cx+Ga31/DrzL38KZ//Qr17R3kXniRcG6YX78wxNaz6gmefSY7/+mf2fWVr+DkD7z/g2VFV4pbrj2duojFO773MN/441r05jC1H11MYHEtA3/czO4bniS7Z+TAO/Px8XlVUDGxBnTDDQqRqG8sBQkGUG52MV0TSNNE6saEPbnuHAFDYZfHZbIMbyFVYOoShGfxFMwilSScsBipzTCcHgQhMEwvVo0YQdM9gcLBFZUKIpgQNCeD2LorzbjuDg7SgaaGBoTQkFYUChnRXAUBO+SmWHcncwYyGKh44XWkgFAtMpYEK4SmZVBmmBFPPMhrOTRFKYudR1tNM9LQyXjW3hWGVEA8HqYmnUSvq8W2Iygv0Lmll020ykSN0qaFFOaF2RkEHIdQTmLhvawX+yiLrBsg0ZQhFo+i62ZpImRWxqoSUhDwvi+4tQFIpSOVxFHedES4VhOF+kW1IKZp0tgU91w6JSOB+mJtJTBuxsircfRC5jQpqa8NEw1aGEbBVdQVSRzpkDcFmm54olRBfXFX9QFG5CijehY0SdJ245jlhRuU2hESJSFgBT1ruKJ6g1QKTTdIhkcwYlns1kJ9FPUiSwgH4V2nSstjhr0VeQekcIgjqTes4rk7wiFfnmFPuJY1OVUQSTwpTUAhynFC01DxPCiJIW0MaRELuNYJRsQoZYxTBaFzwruwoBiHrDDl05Wbcc5tcFmK5yMh6FjFfihdhCWRzo2Nk3VjOBVckQoCiRQEDI2hunwp0LgsZKd0G8bqai9VTcniNZbHIR8JFt0CHRyEk8fUCu5w7k8wGibACDm8IPXKQFhhN4B/YYZddj3aKo8Swo1FJI2KQP8CQCkiQnO1CUOCaWHHGyraD+FgCo2QHmVQz5DzfMKKQhK4x3YApZMxwqBJ8nELwgLDzqI8C6IxNeoFjq4UZAqWXcLUCYcSlX1YJg+pUAPjDZFiNxumSTSxD82z5tI0k0ggRKq2ch9KFWIlQbZ5DMMA5QWxlkYOpFPsJykFZlmWzgIFzUBqCszdqOAQIT1E2kpQ11iD9GLsZswhbCuHkG6yCSG8EPQKaLJJBEqWKwV7qly0hcIVGrAjZFrr3ALxNGNzlqEFY+xNZ9jdpnvikkMuDiOm636nhIPm5MlqQQi48YNsPVi0LHVdVT0hRHkWNhP1DOFav5Vb/ahQAGFESVj1aA6Qd5CqdGv0L1mETLoWQcW4gpZNuexV+H/AtJCOZzUXsDE7u4uHXjzDYmaz6Ro0WhrhaJxkIkpAc/ddpwQtmo0RGCSoym5mQJRlQi2cTzzZgBU20JTA0hVSjqC0MU6paS/GOpOageNZQpY/xAypKM9gq6RCAjEUtVqUWhnFkJVzYtXVQq65FoEreoUM7z7zrutwOIBZ41rVCm9Bo1j/ckGsIJJJjXDSdq3JisKTg4NkPBJEeS7auqriHeWJ1IX9FfcxDXxRymcSv3/gFr7/3e/h5ATh9Bj//OkbaAw34qz5A6u+9E/cvPot6OEoV336dFoX1k1rn7mxMR78+39i70c+zCYzzr2f+Ar/+aX3cMl8N8hcds8Ie364mt3feZr8UIbEW2ZR84EFmC2RA+/cx2eazDylnrPfOpONT+3hzv9+lnxuesLRovQifnn5L7l6xtV875nv8Z4/f5C5H3wbp15xNbm1awmO9vHH3TGeaRkldtWl7P3uf7P9b/6G/Nj+s/4dCs2JAL/66xW8fnEjX73zBa658RF6MjkSV88g8bZZZPaMsPM/Hmdo5Y6iObaPj8+rk4owF9582jQUjpDYkUhJsHKDDTFuJZFmECsUQRRX80v7U1Ji6u4PAIkoQ51t7oum5yIhZJVV9pBCGTCnMYah6/SLrWSM/qJVUk6zi5mGwiEHPZinLhKlLuyucquCKxGCeG0zjXbSsyopxHAS1HcvpWHGPArWOELTkYEAVltzcRU+H4yBEYZQgGiiF6nlCJkakbDGUHQYDIdkKko4HKtoRyscxm5KQTjlukZNCHwshCRWW0/j/EUI08R0BEpJ7+XeKZYpCR5unQN6BlPLuAJLNIxVV4MUYDuyODEQqiSEFbsrM1bajeMUV9Kdsglb0o6WXQcSR5pI3d1OGnjCgCBpBwgbdnHeEwwL0rUWVjyKE4+4gbKLOwKkJKdGkHLYu8AEmq5cizgvhAzCvVYK10Wsth7dtIoRWybOQQoTH00qzHCcnLLIB1IEAjZhw8SyAtS01CKUQCrX6kQJCQ0JzK4GQOBkPTc5qYoxdQrXsNcIxXMQAsblDkQhZo83qRq1apA1MwDIynF6QlkIFRLmuNsnzHhp8obncqMkdXY7SmieeOUeJKE81zEpSVhxDKUjDQ29kPbdcxNyyg3vylPFT7AoCjoWOA7xoEHYLk3RCu6kjgBNyxC0KD7fTd0V83QlGbdHyQUK12ypPzV9HBwH0yhLEe9ZMEjciXPYNoruq26cJ8eLGVSqp5Bu/DIHyKo8Y3oeIxpHj0eZFWomprzrTAii+UGC+RHP5au023Ilwsk7OAGdXMzGCSbJhZJkw42l77366UJh6iGGzFL8zFKcI7ev8pmR0pikKVeYNfLUx3VsI4umjyBE3oux5VrvaFbAE0PKBCrP3cjUCgFzBNIoud45XrB4AM2w3V+9vrCVQrPs4r1dGFrDZrh02gXXYDPixl3yXMak0jA8qa3aRL6wL2WbWO0ppJ4hmWwhFasnHAt61XPIaGOlIPxlgqbjKtQVQnrh+eBIrRhvKaCVrhEHQTTYgJSCvHJAedcz4ASgJp1DGfs8kdUBs2TKVBuqKy7OSum6yhnRYYzoSJmFTpllK1QsFggEWiiASjegWxFXkM3n3WDpece7lqQbj61QPpXEbGutVLu8+jSlYqTrGorJEJpmp4pFas+4lPbzL6q4DjrSYVKhYFEWFlISNWRFGVHYvRBIJdCkwkInpFmYZilCuGE5JOJJTKXQC7H7NJNMvAOsqHtNCAelxjGl5o3zbttohumJ2m72wZgITboqNOFdn1akZNYFiFgQJ2ySa67BLDPuEF7k+kL9J1uMSaTyLLIK35V5vBY+CxkhAsIqfQFuMo9y990qlslT4YtSPkWyuSxf/f4XeOjORxGZcZacNotPXPslNMdh5JbPc+t/PsmD+95E+7wIV3/2bBL1wQPvFNj4l8d54PzLiP/6Jzw090za//fH/N07zyFs6eRHsvTeup4d//4YYy/2ErmojbpPLCOwsGbaF7GPz8Ew94xGznhTN+tW7eaPP3iOfH56wk1AD/CZUz7Dt8//Nv3j/bzt92/n/ratXPq3nySwdxdWzy4eGW3lAWMHybedS//tv2fzu99Drrf3sJ9DwND46tUL+fJVC3hkwz4u/Y8HWLlxH4H5NdR9bAlGS4SeX65l34+eIze0/6yDPj4+r1yEphUnQFrMQCqnKEZA2cumEIx2zHDd2MwwQSOAJgU5fZRho88rI5FKUK/pBJVNRAVBSSI19UjhZhIKmdakiTTAvDmnYLekiUZqEEqRDUdxIvXFTHhOuN6baEHI0KiP1hK34sSsGO2xJpQqZAIDYRYmWBTr5QBK05FKocIB9ESk6BYlCwHJjQBY7gt7PmgztqC7cOo0R0rWFzU1caRS6Lo3qQ9qpKM2QV26MYE0G3TFWFsCzcli5sfK3B3cNlXBDjfcgCeACAClY5uuRYSley573rzWNm2Ekm5w9YKI5Z1hyCy8S5WeRU7AmzAJd+JeEALLI+GUr3ArT/jLRaJYjQ5CCc9txC1telnT3EZ2kEIQtxM4oQB6YVIhPSsoIYuuTwiFMEqilXBKtVei5JYhlSQSS6JrgrBhYJqiOBkUBbVNuJPg0dqlhTPAVIqANBFKoRUC0GvDGNqgVxeBVK6rmlETQ0rFwq46goaXsU0zitdJucuY6wo4Dmq82LQOjhtfqDAVFjBuOqgyYUsAtm4Xf0+lmlHdzcVzkZpZtDyTEkLeBN6RbhymgB5EtdWgtSXZF9cYba6nvSWGI12BxfKifBdEtXKXpsLv0rbpmJ+iuzOALg2vnSWWNo4gj1QOmlKQdxBaHmodrFBZMH0hoG4Bqn0u884+ndq2MEHLIagF0KQqWscIKRhviQNgKMnMugiRgIMmx9GyXnIAqVEXrKM91laqp6d+a1FBvMHEtE30aIigZmMUrlNREBzKYgZJDVsvjwkryOUyZNNRHFPD0BQ5ZRO1Lde6R2YKJmNFq79ySuKShlNuWSQc0BRj8SFScZ3OhnrPWq1MqBHeDgvxdwr/hpJIBUo5mJor9jlKoXnWOEpJjPgQMWWDEcJKpsA0yCcCmELRHFBoodGS1Q6SSzouQS+6BTqesOoODFIKNEvDjFkoqRGRBtqEEDxSli2emhaGoYjWJ8Bx0HXbixlWuBFLorV7KZRcJR3hxd2qEOAEGdMoN/xBL2vLkxoWUme3l6yXBCBVsXwqqljakMA2NDRjL8FQrCSICEHAzmLZGXesEp5VmKjsSl3J4v21qDVGQ9QuOwHp3v+F5As4SF1ReG0XVAoeRl09esCkmrzRPm8RDS1txb+D0bLs7ZoJRrCibXSlillhdaEVxW5RlinPvYwcwipYvJakEETjGWy71KpKE+iGm0WxzYpRYySJBFKu6yuCaCCKaQ9i6n1YUi8uPgDophthLU++/KFY/LUuWIdWiLNnxSFeOke7IcHQonqk7d53ZmoAIzbkPs+kUxTUyttQMzVCcS8DoXLH7XjAwCgaVpctxICX/KBQK8cV2MrFRVH59/7wRSkfADb2bOQfv/RxBjZmUKP9vO1db+fyi/8Kdj3Pxq/9NT+9fQ5bM4s5600dvOZDJ2MGDhzQfGxomNs+8XkG3v1XqMEBnv/YP/GOn9/A/I40Ts5h8C/b2fFvKxl8YBvBpbXU/c0yImc3I3T/svQ5siw4p5lTr+zkhUd2cs//PDdtiymAFY0r+PXrfs1bZ72Vnzz/E/563Wdo+OvX0h6PYO7cwrNOF7dlR6h5YzejzzzNxre8lfFNmw77OQgheONJzfz6Q6dhG4o3f+chvn3vOkTYIPXueUQv7WDk+X3s/H+PM7q257Af38fH59ijAmbx9bSjMUIo4Y5lhYl2bUcnynQneaMNtSX3MimQVhDHgFF9uLQ/KUlqkq5oI/lAmjEjwdnzO3nHeafRFa8hZFkT54buccJ1vH7ZW9wgwZ77QR5BQ8yiszZEyNQIh0uuO4ZhIQSkEw6NNd5LsR5CBFMUowl7L/l6vA1ird5kTqCaZ2N0zXZXzBtC6G3R4kt1MY6MEDixwoqyQFN6wZMEJSQ1NVkSCTe2oG4paiKWd/7eREJ3ZyA6eSRORXZDFYvjaBqOpioX5I0gWvtp1IRNNK1cICmsNDsVq8wgaIu0EQu4woAozOEbFpMPpL0SuC4wxRhRhQ4sWZcBxWDWxdVqzU2NjqA4gSuUcDz3l6gZpTuyjOGWNE5NHKEpDClwhKDOaqfecN0npTnRzROQoBcUN69KMTNGe6ydtBl0gxEXjucFwC/WQQhsGcLWgkjbcs9FU2hS4QhBSBoENd3rN0Es5IpSWtAm3dmJqesEDbftR/IlQcHULAqanyqbRCvLDYTsZq6TGKp0PoV6UWrWCisv07CRZSqB1dRMc00buieUFZMFetYXbowzN/38eCiIY5poyr1DTTNE1IgQCce8ANnu9aCHgiilsGwLq64WLZ3GCurELjwPPVKHbseQUhCIWYQa+wkbDgGpcBwHIRy0EIwZ415bexe5boNmUtOSRCpFQ6iBpJl0AzJ7U7+8EDi6QqtLoxKuu5mmBJrMlEQKqVhSu4SZTbOxdYuoaVGYkIYDJslQScAoxLkRqkyQLLSzENi6XXT3kUJhWBaBaLwonFiaQUs8StjW0WQGS+8rXl4Re5QFs1Nle4SgV2cZriVvl9zlcu0t7qRed6hrSREMee5cheyVUoIRQmhmsa/1aCPLkx3UNM+n6fS5RIMKS7OwVIiADFAfLIgiEi0whq0MUsE6dCvA8Ir5BGuitIZjRK1Rsul9jIdci67Cm2XRLRT3vijerWUiUqxWeIKWd+0FdcIBB8seQlNZHMcha4VJN9Z47oCVC6ot8QCpkEVxh4BmWQS6Gj2LVVfYkGVjiGyrZ+fsdjeIdbHLS9d7czzE65c0FUUFVwSSFea1DaEaT08VlAe1FkqiNDcYvCuCePdaISi5FUPoNpGATmPM9hYsdE/Q906h4BYrJflgBG3hGdjt89zshApXNC+zahVKYpgKp4oIIqREK7M+nJzBkgpxRipJLibQpUNCerHdhBvvrXD2uWAtjtSoic5hVqC+5KUtC4Zc7jMmaDp0pIOAQJeKuBH32kenO97Gwsb5jKl+AEypkRel60M3XLdCBwfHKbOYFbjGaVrpHUBQfodQFLo14Y6XengcIzaMCjjkrZzbn+UipRQEoyaBsJdNUBTc/QRCy+PYOYoHKrXaxEbEUYqUrrCKVtW+KOUzDRzH4aeP/Zj/+ur/wxxPEMwP8olPf46urrmM/ek/+eMXf8Kt696ClYjzhk+dyrxz2g5oweQ4Dk/88Bc8etYFtN96E2vnn0bHLbdwxQeuRknByJp97Pz6Y/T+Zh16Q4j0R5YQv7IbFa7y4uPjc4RYcmErJ7+ug+cf2sEd/716WjGmCoSNMJ9c/kl+etlPaQg18H+f+gI/X7SWjpNnYr+0kY008xOnheTFGrmePWy4+o0M3v/AETmP2fURfnvtaVw8r47rbn+e9/xgJXuHxwmf0Uj62sXIgMae/36G3lvW4WQOf5wrHx+fY4cK2MVncips0plyrW5CwSCtra20z+zGanCDsjpKMmC7ApQbjFWDWBPNZoI5TS00tzdSDGJtBnGkRsaIkAhZRIKll9QCOVU91mNhAqOkpCVhM785Tnd7O3WNTa4RR0OK+plzCF9wPqGwcjUoKcla42RjEuVZzNiaRXO4mUSgBkezvBVXIFIL6dnuxFcK9LhdWjcWMDs5mzmpOShPTLFNk/IXZyUFmlYyUnHyJSHCNvMEg1lkMF/xrl0et0vZFmMdM1wXv0IZT4zAs5wpGmKUGWUUYmlNfIWKBUquN3SdD8lOnMK7v3DfqcrFk8IkoaalDc00MW2ruOI+LjP0tWdBCTpjnSStRrIFnc3KYtoaoTlzoH6Re16ahmMq6ha0oiVjGHUJHMPENAIYsVYI1SGsyn62PcFNV6rifdCNOWZ4llFufJmcNHGkVmFdJ4QgFq+hNlWHlQxipNNIJLpyY5dpQiOoDNADmMEoqahRjE1T6OeA6VrHRQMmpmYRNWPEA0kMwyFij5V78qFCOUZCrsAR0mPU2DVlBgeyGJTenftKzGC0WE8ENCQC1IY90TJkUNuaKF6LhesiL5UnKnqN7QisVCtaKIruxW7TDAPDDpcmlF4N7ZoEVihM0NCIRQPF70xNko/EyAfDBObNR09GyYVNQrrrJiRUyeLLakuQaR1lJDLAJFTBJcydgJpebjDd0N3PdB2plUQH7wS86rll4/UNNLfNIxyNAw5ZLewJjKXDSM/6R2iKWHOsogpCKqxgFCsUJdbQjB1NEq1tQNO04j6aw03UBmsr2qZooSYgkgigQhrSVsw/7xyiNbXF/YfL3BKbw3MxQwnX+iVQg6a52RALsbuk0l2BRLeKwrdKdRLrPJU5DRGkYSAQhIwQAoGB7rnyFcY/p9hO0ovZlG6uodbSCOmK0fAQo2lXlEoE3L7XddeirxBIXYRyZIzhUpZCO4lhG8hScxCvDRIOqaIbpq4Eeamjaue4rptlFk0OrqBoFMRw7x+la6AU8XgO23AFgoL1qq6U22cF0bWQOU5WmmoJKTit8TTao+1Fy5oKOawoYnmBrwsCiZAUQqu6mR5lsZwEsOMoO4YUYBSEqHJVwrOUrPcsmnLRGHq8BqEbCN0dAxc0RRFCkk0GkA21CCHRLVWxo6I1p6ZIdXnutjhVg/GXH19KARIc4VnKFsZzIUsGgJrF7vqzyBtB9LI4jNITjKSVI6/1ALlJsR8LQdSjVhAraJO1XOvEUDDiXiuGSTIdR7ft4jVQXsEau56OtGsNrIrPh8pzKiSF0FEV22sBURR8hRTEokkMTXM/d7d0z8OzRCvqmCYYVllcPsqeZwIQrqVUfaQBQ0osNdnVf3/4otQJTM9oD5/80YdZ/aun0WWEmY1J/uZzX8bO7GXDv3+Un/yshhdGzuCkC9Nc/blzSTWF9rs/x3HYdc/93HvxVZhf+EcGzCB7/vU/uPJn36GhqYbMziF2f+8Z9t74LDiQvGYOqffMw5imG6CPz+Fm2cVtnP7GbtY9vovbvvU0mfEDZ+UrZ1ZiFj+6+Ed85ayvMJIf5V/ED9l4RpbowE72EuN7+nmEz9yHHtPZ8v73s/e73z0icZ7Cls433rKYf3n9PP6yfi8X/b/7uGfNLoz6ILXXLiZ0WgODf97OzutXMf7S0GE/vo+Pz7FBaopArKbsk8JkUhCJRCZlxXVTvVtkdQfDMAnZNrWWRXsoTSjsPuNFoh1VFgNFUxLDLqSPdz8dNVP0RWZVrZOQkmA8TF1tA0gdGUjQuXQ5djiKwI3FJJVCmqZnbeKa9zsiD2Z5PCJB0k6WXmjL3VQoTd7K0887wl051qSO0BTx2gQz6uqJhUrvGVq1F+SCcJNMYDelyEWtyhfpit9B2KXMXwCaPUjznETZC3phYubOZMrrbQoNXZYmMMFAgHh+wHV3Klh8Faw6BMhAoOiq5whBwqhHAIZpoVluxrZkU3Px/B0FSEFdKE5rNE0y5E6M80YGo8NApUNkzZjXdqUsbpGYoHOBxfmz65ldF3atbYRAmKUJvwQCOiRDNprQSETzJFPlWdXc8zU9S7O8MlBajoARpD1SspSTAQ07bnrFJUiJXUhTXugSpbnCAUDeneR3dHUwY8YMpBC0p4Kkwu6EVVe6awHiAAULmEgD1M73Ts+zxlHBikm1EKqUKRFob+siWlvnWvx5tdGVpDkRIB02CegaeSePpBAA2IuiJb0g5MV2EigziN0yAyHA8lxMhRCM62XZ3zyBSvfiesky6zdDSfbGDAaCOso00AU4OQfdNqmraUBPNxXOgnhnGieZm2S0ABTjYxV+lwgaCBK0CkHVywVDr17Fjird98FYDUpJMiGDkXi4dCzhhawrawEjMDlQt2a4sZakdN0Ri2OTdzBNmywkFGfO3p6FFOhRwxXUyvZd29CK1E2MSA1vWbqAVDQI0WZQBkpTFe5QpeM6pXZRkjlz5lBfX1953zvudyQ7wHNBdqtUEHBK/VWjQ8jyBGYny6LmOK1JVwTRdZ3m2g6kaeHgoBs60WgEy3Jd5xzNQJNaMRYUQNfS5TQ3tpCwBBFNkQwEqY1Y6JEaRMcZiHBJlCsxQZSQAqUcUqkcqbDF3IYowYgrugYMg/r2RuYmz6I7NrcUs0ozuKDtAubXzC/1nWkCDkqTFZZCXuOVMiFKV0Qbi+TByZcJgWWWUlAaH8tjrQHSdO+7nMoXrbKSofJYSKL84iBoehkZNVdck5qGYWkT1C0wNBOhudk4tVAEqRkV1q8FKmKLydJ1Uqq2435e3gDFa7/y+nUtMxVuqsUQk4SZMnFaKoVh68RiJuFohLxwP9M1iW6YZa65kDMzgECXOk3JFtoauycJXsVDFGItmklEek6pXaT0Yqe5Y5Jp2piWQo+KYn0AlK57YlMpu6hRcJen0BWiUDXiZpI5NXPpSsyg/Fr0RSmf/XLfpnv5xy+/n8ALcaRUXH7h+bzlXe+n7/b/5Hf//GtuW3slVjzKG/5hOcuvnIfSpr5UnPFx+m69jSdeeyV7P/h/UDu28/ibPsQZf/wdZ1x5AbnBcXpuXsvO//c441sGiL62g9qPLcGenZz2herjc6RYeG4z5/zVLLas3sst//EEowcZg0kIwWvaXsOvX/9rPnPyZ1hr7uAH8x5klHWMOjr/Zb6J/oUDRGba7PrKV9n+ib8hP3L4s+MJIXj7Ka387sOnUxO2eNeNK/ncb59lDIfYaztJvXse+eEsu65fxcD9W3GmGUvLx8fn+CYUtwlE3EngxCeqnOCiIKQgVRtmMJpDCEE8FHZf1DVVetkXAiUVdU1tzOzuQNd1hFS0tY3T1Dp5YlFO69wkdlseM2Ch6TrMuQy6zitUZvImYuILq0MpSHAp9lJNPE8oaaMZpdhOxWxUE1a8063tNM2aWzx/UzOIBL1YNtEWROuKivKaUbbaqySx1i7m1iUJhMpW2buD2PNS3v7DmA2B4rETAZ3GNNihUursytVjd0K9N5khE3CI60EsWQqB0Dx7HuGw+3cgFgcoxjrUalKoaLQijkshJk55s0lbMeD00WP2ecd3rWLaakIYRUsGieNpBZmM+5xb3FbDIs+qJRQCy3IwvIlnofoVgdAL4oCuI6XENiFW57Wt55UjgPq45bpsWhoNcZ3WbpNU0KywpCiQsdwAvrZmFePegCfMFSZReXfByLIsTNMs1UQqHM/xSBjetakHoHGZ+68egHADhmfpp2ojZde5ez8U+8xb9RdAQ6iR5nAz5Q09v72BRW0pwJuYCsh7F6GjJOFwmFAo7LW0Imi6FmK6FLQlg4QtnYHACC8l3GD0ljK96wOCsQThZBLdChbvBykFeSlwpEBKhQrVus9tZRIMhhDBNITr6arvYnn9ckh0QjDNJGTpntE0SaLJwoqESpYiE6zdQpaJHUl6H6jKXSHo60whA9EKodVRBcELcBwcrbKPAcyARiBiQNCzFvK8I6SnCuoBxdJTFrr7Q+AIL+BzIXBzNSsQ76aI1DSgR+vRrZAXFL4kZEspMduayIVdwUgVEwvkXNcnAYlAwktdX3kMU3fHLBWqASNY5vpWJjp7BOd1EL7gYu97Da3ckhLQNFUSaaTEMm1E8zKUl61OKo2eyEtIb41BNy2kVHTH26kP1SJwUNKNzSVrWrHnzi2raUnEhmLSNdeqSBRcXAW2rsg1r2A42OJe2uE0mtRRQhLw3FqV1NClXiG4JRqa6Jq3DD0WJmk0ogWj1HfN9NpYZ2R2mpFYyWJ1JJ1HpsZKFmWeKOXqw/liuylR+R6q2Rp9bVkykTBCt0GqCsFlovbiiNK+BAKpdMyARrBWw0wMkrDBNoOYuhu3riXaTEPLXGbNPYtqlPenrk+wGHNPBBGsYeIXDqJiAaj0qwOhtBuvigkKnBAEa+pQWiFwvkApgaYZIAQ5aeAkOlFKFa+7nsAo2cgodlM7oXTbpHqLlIGKlY/Xntu0MN0smQXXW8sgbqTde6UgqGtOURQKxuKEk0mSTS3FfWtKko6YhMwyQVhAPKATMDVCps7y5g5qg3VQnvQDphTNJqIduIjPq4nhzDBf+8MXGPnjNlKR2Vg6vPu9HyA2sJ6/fO5feGLPaWiaw+mX1zL/NbMnrbKWM75lC70//wV7f/4L6NnHnmCKh899B1f+3fs4oy2Fk8szcP9W+u/ajJPJE1rRQOS8FuQ04lH5+BxN5pzWgGFp3HXjan755cd47YcXEknZB96wDF3qvGnWm7iy+0p+t/53/Hf8v5EvPsCSvhX82rqcGW2Pca79PD23387YhvU0feN6jKbGA+/4IOlKh/n1h1bwb79fw3cf2MBf1u3l629ZxKwZcWo/toSeX62l79YNjK7pIXH1DFR08oqmj4/PK4e6jjRijxs3TlhexlqtbOIOyLLhTBm4b81lb42qmGnK3UoKwYyu2TTPKGUoMgwwQp4lhCZJhSaPHWZAx0tIVjT9ryZeTWLCxBggoCxisRgB20aTkO6K0b+3JOgXhPVySymAZJPrrkifd26qTHDTjAoLg0QaNxV9rjCLc7PiLUk0soN9DNQmyQg3RpDwsogpJRGOoF6L02SaSD3LkBj3xKKC66IX6FzgBl1ubmZfuyBRmwM5yriTAdxOsaJRDEORTCoCnhVD0RLDc0EsWkoVLFHkBLFASXrZA3JyRmR3JdwktvhiGNhOIBojNzbO0NAQbekoY2NjbNhX1vZCVEwoxIRA4EIIpK4h9SB6Rx3mjBmMPrMXHAfNUCTnzaUn3EtoDYz37EHXVTGFeLo+xd5ipQVOl8HAnjwCMDU39k++EN3GcUquQaKUnXHCyZHXMmh2Hi1mo0lBVteRBTcpAQRTaIaGaomgpW1EruxaqyaUev0mhScieAVaWtzratWuHVjKIiOEZ/GWIy8lCkk0GCMSjzMy7tAQD5CeHUd7+AXaIlHyw5JdeYesd7yoGWVX2VGV5+anJr13CzfAfzAJiS7oHSi6UUVTKZbMWIKpmRBMuT+TTkdU/B6MG4xgAyOT2tSa0Y0c343lOIRC+UrrFq/0QqOVZwop5z3/wbxyIN4Jm552P7Yi5GrryKsR2OMWtT0RKllXx1hGEI7HYDiLcErjTiwVYu+WYfLJesZGdrqB9ZuTGHrDJMGoIphyWZtViNTe/VjX1szqoUHye/sJh4LsAmxjnMXzu8k6zYSMkhVf4bSEgHRMMbcpTE+Z8FHIBuoe1+1/NBMtGIKGWTA03xVDJ/UDhE2NeE0IuaXXDeJkBokl0+RzDkY0gTO0FaJ1Xle5x4hZcbKWYMPoDgCiUXeMUPGY++8EYSdkjzOzroOXdkBW14E8irLxXmk4QjISaSM19zxY10PEMohbNYzlS9kNW+YkyYzlinVJ1Tbymngtd67eSbAtRay21h1ilY5jG2RiXoKAggCRyZIMmWgjgpChUbDJcwqjmBDlXr2kmsJousLR3H2ihym40JY1YcV1kHNypXhXwr1PzKCOMgVCOVjuYSHv9pWmNJojzV75Kl1U9iwRAhq6Z7J9+zrYiytwxhphr15pKCW9MdM7b0sbQTccnLwntkrpujyXvBeLB4i1dlBnjKAiJRdzTRo4jJLTbAi6MeGKSSqUIBnU2RmMUWvFinUoiD6Ns5oJjNvs3rO58EWxbcrv84ZYkGjWYM/wqNcvoiiQa4aB1DQiqTRKaa5oZYVg3MTUNC9mX+FkXFdiTbrupbpyrV6VF29RFmLITTPQuS9KnUA8tPlBfvi9f6Wuvx092kZzXZq3XPk61vzoZ9yytp1R50xmzxec8ldnuKsZE3Ach/ENGxm89176b7+d0aeeIi8lD9fN5Y8L3shF11zOP5zShpKC0Rd76P3tOrK7RrBmJYhe2o5eU2WQ9vE5TuhamiYYNbjtW0/ziy89yqV/vZDa9shB70dXOld0X8HlnZfzwLYH+MXjPyX8WIAXwsvYMB5nzlmrmPPQC2y86krqr7uO8LnnHvZzMTXFZy6bw5kzavjEz5/k8uv/zD9cPIt3rmgj+fbZDD+6k95b1rHz648Tu6KbwPwqL7I+Pj7HPcFUkJb2DqgZY8tzzyDirdC9AAzPjUQIAl15hAbZwbINi4Fp3T/LLaUKL/2mYU75MhkLGLQlD/RMnyxITZ7/e8csP07ByEEImpubyYXDZPd5yRrK0s8VXNykksjoOAN7e1FMWMWGsilk4ZCT3YSEKNtxGUPdrcjd+9AD7rla3XGyvWOwK0NQWMSNACmrg1w6UTGBareSbB8zYHjMrbNpgfAywRl7GcGkIEqJKot/yZSCPXn6be81veAyIgU2OnHby/pmuPGVhJCE9TjSSE4+/7r5NBo2rd1pNL0NpekE83kSiQS6rjM2NlalxVzshQsAaGpqYuvWrUXzND0RQfVphDs6in1XsAIJN9TSJyyUvpVAtAYh9yGlxsx5He5k05v3Jmtq2WXshb3upKrWriWkx2lmD32AYQuMJhPq5kGmb/J5CbddzK4u7IZmhJLUz+gmbweK123hGglIA3KgC2NC/1e6YRb3ux8cxyFsRKhvOx9zYA30PkFeCqQXhNhQJiPOCEJCNGAw5LmJyfRMhgZH6QjF6Ixl2L5zmztpLNyDtQFyTgBDVb9n0q0dbK0ZgEdWl30nDjjhE4BWUwP1TRWfl2lBhM0gkUgEzY6CrmEZWRoasky0lAJoj0V4dpd057sajFtZ8ukcoXgjMtqM1Leg7CjZ1jbY9yKGPgRlMZ90TaMmXocyFAxnmRFLMC7HmD97NkqTzDipjt1rgl6w6rxrYWlUWcwucyMrD2xdKV65n5u2Vez3aChKVGSI6jahsEVv/+gU20LIhoAl6Cl+L8vGCpAF0a5uPoRavVhVU4+L8xoaGbB3UIhNJZVCSYml625+iHCquM/yuphtLRj7NALmUMnNWkrSiTymPkBQr/GyoGWRyU70RBdy13p3bJT5oqUUULS6caRBNBzgdYsC9G19AoQkvWxe8QawgjpWsLLdDW+sakuVhV0RrqihSUgGTZoSjSRbu+l9/k40KajtbEUGbNwAU8KNu+cINzB+2TkWrGArkCBnhNm3ZdzTUD3hJmCSHR4jm8+W3bquReFEy9mQUIzBJCOLap46Ffqt18YynSAfDCOHh2DyE8zbqFzycV0PO2pD7No3QFCz2DUsJh3PcYPSYc1JugseHqZlkgsMIpy8a+WmqZJbm5AETY1L5jfwwjPl47a3kBMIkAzFq59QGXnv/Asx6cpPK9nUXLK8KmwfSMJwf3GfteEAgTBsrmyI4ve6bVNX20hP1ma0/LsD4ItSJwDDmWG+/rN/ZOzutdTWzCYXCXDGySdTs3UnP/38QwznFtJa38PJf7WQmo7KF7rMzp2MPP44wysfZfD++8ls2QLAePcsfrP8Kn4Tn8OpJ8/i3y+bQzpike0dY++t6xl5eg8qaZF851zsWYljcdo+PgdNfVeMq/5uKbd84wlu/trjnPP2Wcw8efLK83RQUnFW81mc1XwW61as4yc/+CEZ2c1zu2z+cuo6zn9+N7m//hCBt1xN8z98BmlMFoJfLmfOqOEPHzuTv/vFU3z+ltXc8exOvnjVfFpPqsPsiLLvp2vY9+PnGF1aS+zyjqI/v4+PzysD03OJUp5LE1KCFS1+LxDICUOLK55UuhK4mdxExWf7I6Ad2MKysBo+6dgT/nYALZVCRSLo6dpJ1jAqFkPFYhP2LUrue0rQUC94Yfce6gLzqlYk3dZBOrgbPRKqPomf4JbDjItgfQ52ZKiZ01Z0ZZEBHSOgwy5PJJGS6NnnID3RqlBzQ2hEjAgDYjdJzWBfPk/YLgV9DRmjOIWU4WryuKskxCIOA4X5b1mdVdjtX3teivieKIHRIYSuoUuLuF3PRIkJ03YnjgLPVcRzH5oQwLy66YD7WTweZ3h4mIzSGMuCtAzqUt2lmCNAKaSU9DKwUWyTkqtYpcjRGe3kKbHOFW2kpNZsISzXMZp30CzQI44bG2rfQLHtilUrHMAwELqOQKDH427myTFX+RKeC2CtESGhLHKpNOwc87b3Asg7kNaiVM0rWc3L3XMvDITrwNzmfiQKk06nYhMpRUk8NSzGDZugCmMqs6K9TdMkkA6T61UV1hqz6yPsNNxrLVHfgHppTXm3uPs9UCQWIdCbm3CCUciOUD55tGr7EBtD2LpJa2sr49tc5dpRhQjVk/ddF7WZUW8xOjwCAoy2MMMmxOrqOfnkM9mw+Y/UBZt4nh1otoajDUOZJZIrYuYQAQ1NVzToksZcBBEot04vi+NTmDVP6J6Ka6GKqO3Wv3C9uZZCpswTDISoD6YJ25Gp9+k46FVc9KRwrUgnue8pE2Itk9qqgBXSidcGaaudT17NYd8zdyJyuWL7OrgLmoiS62z5OGW0tCCHdmMGy+5ZKQnaDgw7WFLn/PhsfrJ1NSCKmTmDIY26ulFPiKoc45wq97sKVk9eUUBTktctmmDhL93EBOmIRbjOwGgJYyiD4JKl6KNDaLW1xfp2tJzJ3swgSbML1m0t6vQFJiZOAJCWJKckQpSync4+eRYOkLJTFEL7h9MGXUvL3FeDadAjRDSBKaxS3Kv9UBH83Ps1r6yiC6nUNfKAVt9Qtg0gSqLTuBEnUzMX29hKylRszhXc0CfcS96xZMHt2BtXlDLIR/M4oxStv0qZAmX1WFgFyz1Exb2wNLUQY/PuUkFlQC7jxYADcMDx4mEVL4/J+49ZcXbRX2wYTUqSYZMtoxMXfNx70XFcgUx4m/iWUj4A/PGx33LnD28g3h9DNC1AGRan1TWz9dYhns+20BjbzkVXz6JuwRmMb9nKwF1PMrZ+A2MvvMDI44+T2b4dcANtBk49FfmWv+KbQzX8cluOrnSIb7xuLis6UzjZPP33bGbgble0irymlfDpTQjdD1vm88oiVhvgDX+/jD/817PcdeNqdm7s57Q3dFUxqZ8+nTWd/P3HPsOvf30zzzwDkV6Tx+s38ERDD5f+5Of86d7fsuFvrmLR0ktYULMAXR4+F9dE0OC/3rGUnz26hX+59Tle8//u428unMm7Tmun5v0LGbhnM/13b2ZsQx+JN83EbD146zAfH59jQ8yKYWs22ay3HjnJMqnKajCibBJd/oVET8cRAwoVizFVToZFl16CMmxU4AAuzoIDm50Uywo3LX25xVaVYuV1Knffk0JxyowViLY5VaohiDc2Y+aec/+ulgp8ovpghsAMs6z1wFVX4dKEOxgIoEtJKmixb2QYISCu66RrwzhhN46TriQBfRQ8UUrqGkk9iEZp0lRMiFFoC6UIGSCyguyiU4gsafaEHEgFjeIEs1qXFdzQporhWS0Ab/GjsrZqbGwkFIvzxM4Nbn8JV9ApbO/GgMKdvE3cp9Ih0gipGbCup/hxd7yb5KwG9mwdQDMUIpctijuRYJQs7sRzDZ4YU9WiyZn4ARMLCQRLGtLQluCFnS+Vfe2eny41IsIAxifvYwKJhkZ27d6D0vWiOyVSInOu2AIOoXhpcq8lk2S2v1SckubLzf08S6kZM2YwMjDOlt59Fe6oAVNh6SXLmdObTmcsOep58zhuhq8DxGsRQngZHCfeVwJlZCpuNC1lkzPHyQZGgcAkEbFsrwDE6xrobmsvulwahsHMQB3DQhGa1YrcuZehzXsrNy12l8RotGFIQJ4quNeBGzvMDcgfDxoEjMmWRBXZHb3fNVkKeF0uCEjNwNYCaKoQy6dEQcxxgBpdoz0er/heeFZBBWMpKUtC8/5ws2UWxgmdkKHjZCXDZe+VTS0ziNTX07N3uOr2kz+c0O+JdrBckVR5/aZMDcuaMJZUyTo34WD7/34imsnyrst4JrsBRxfIkNsmWiRcEqQ8QsEaQtTgEGZ8wqGqnyPFmMZGupPa9gQbx59BAy5ovQBd6WwolJVaycJHKTAjCDMGTr933gd+hy+OWw0LEV0h2LydoWgXDG7x9isJLFmEVh6GRoqKcdKRGvlAArJbwQjhjExU3qpb5ebCFnk7iK4MxvUchmG5MZ+EJB7U2aXnCMTzriXYhIdz6d4WFZZiKStOUoUZw2FRehFBx6K/Zx09mQg72EfMjKH0EBFKiU0KY2JHRwcAF7RdwOMvPcwuNiGEYHZ8FuQ2l43xE8YVKd3FgPL6+ZZSJzabX3qR//nO5zFW9xCsa2akpZ6wbhHe2cbzW9OkxGaWxtcSG9zO8P+9iec3b4ZMKcCz1lCPvXAhiXe9C3vJYujo4rsPbub6e15Ek/DpS2bzztPa0JVk5Pl99N2yjuzeUewFKaKXdKDF/Dg1Pq9c7JDB5R9ZyEO/Xs+qOzezZ/MAF7xnLuHE/leR9oemaVx11RuIxxPcf//9BJJp8s8+xl1Lw8zcvJfFn/xfbjrrJj50cpBlDcs5qe4kTqo7iZnxmRUBJw8FIQRvOqmFs2em+fTNz/Avtz7HrU+/xL+9YQFd57didsfZ99M17L7hScLnNBM5t6XCnNjHx+f4ZHn9cs8NomD5NFFgmLzNxAxGRcFdgLJNwmeeysB2OenFt4CZmp67r7v6OqECdQtgtGzldoqJQtdFC9HD1dxgChOsUvUKL+QBO0C0s7tqTcrrUX0CKSb8O+HbKts4ooqFk9LojsWRumupE7Qc8sYogRoTcN+xIraJJiU7LRNndAyUotmcYFE+semFRJMCI6AQZQGZT5/VBHtH2ZTzMuxV6TIhBU7emcZcc3IbTD7vwmwctEmLJw4FS6lyQVLIPMSj0LrUK7WvYqtEfZBIykLTVfEEaiNB8k0dzGxdTtA8QIbm4nXgXUsFcaz4+4RrrNzyRZaufco2KX0/+XCheJLGmbO98yxZ1sjSr4QSFjNOcq2s7QULkMEgxr4QDPYX91PYtR1yxd28Z1GhJrrvlVnlRIwIfcokm4N0IM3uzM4DCiKBSJTB3h7K7wOnEDRpQjwiaSoykdGyD0rvHmZAL1rhFY4ZSiTRyi39yhpPWQZIgWTitTehvq2nwt51YJQyfAe8INNZZZML1rrBooGOmlIZV2zzfi933wPmpua6Yt34SKFwUTBVhkFNqpaAHWB8QtsVroc8rkChycpxUBQsVYwgjDrTtgCZRDG7Zmn7SE2aCGl69j49uXzZrVnKpDihHQOpsuKTr+uieHDAoNMHKUoBVt0C4ttGGR8dKQoQ+7suW+elGN2T47n1lZ/bdmmhQ5duQG1d6phNAfJjlhsvcP0z7veqcvwRsnQdzllxFiufugdz0GJM9AEgtQNLHsU21UwwvOeP0hkzk7QEdMzZM9mxj4rxWUhBYkYM+aRD2Mwybijq41GInAsDz1O7ZzfZfJaEESu6gboVquyH0fkt0AuGZtOaXk5ffpt72QpXaIomMuiBPNU0RSusY1juwsNEC8KIpbHbgYZQA4yNEB3eR68X2E6XBgvqFrNj5zAFY8RCGwSDwWI/JFMpDEuiNFcks6zye7o8O6H3Py9WX2GxZzqCIPii1KuO4cF+fvzDL7Lv/ifRpUG2ax453SIwWIM5OIPwvjW0bPkp8Z7nEbrOWGsLZmcn4QvOx+zsxGjvwGxvQ3oXo+M4/P6ZHXzx+gfZtHeYyxc28KlLZlMXtcjuHWHP79Yz+tw+tHSA1HvnY3XFjm0D+PgcJqSSrLiqi3RbhHt++Bw3/fMjnPnmGcxYXnvAl8CpEEJw3nnnEYvF+N3vfkfi5HMIbF3Ls1mDHTXDvP7BfVz+Inz/ynV8Zeu9AISNMEtrl3JSrSdSJWZOO5PFRGojFv/1jqXc8tRLfO63z3LJ1x/gI+d18X/O7KT2o4vpvWU9A3dvYeSpPcQu78SaET/wTn18fI49svqEo+oKpfDKe+OYKqahP7RxbSqEqDIxqZkBO0oOZoHly8ls3Up3aytO/z5vO0Gotb7qPssNiKQmir8HT1uBMzpadZvii/IElBSc034R1M1HrLnDK1x9bK3Wjr3xudA0RXgCCV3xOFINY7baEI/A6GDx/IKWgTVjJk42i6zivjfR+qda3CnAjWVjx2Hv1NlUpRTFcC5Vz62KpVTZxlWr5ZRbU3lougl5MGwbke0hU59E293L8BkLkdEoEykXfzS94MLiBlZuMCX9oXDFJLWirvF2xFhfeZUqrLMmn1OV35VWEZdoIlo8Tsrcw4v7uS/K3b2EkK4AN7GMpmHNnAkrdxAwFAub4rDWQQlBNGkTjLvv2wULKXOKZEATz6k+VE+L0TSp3NLapTy287Hi342z5jI+OsLa9UWbEqLRPFJ3yFU5tdl1kVK3l1lKtcxJQM61+tAsC4aGXFfJA9Q1pUbAFqiQTm4wUyZaeAXMMDQsqti+Ix1iraZBwMSxU1Xvy/JjOAIMI4yUGYQUdLZ1MjY2hi0ysGNb0aKtsEUk7FqETyVK6XW1aNbkxXWpNGTzSfDUXhjdQ1WFYDoURKlq8eSSSfburbQuk1KQsmvYyZaSJf3Ee7N8oaGQGECVLWiKQjExqfxU+zkYJmZz3J8QYdgaWQWpRA27cm47z58/H3DFk+3sI2bFmVfXQdSMouxB1H4Mc61kkvSM2cW/m8PNaA2n0rvuOcYKN/hBejuU2sn9RzM0rEnjkfuv1DW6ujI892QWw9TdhZ5AAoRAkxqtkTZy4158wbIxtAIvw6hQOpoyXIGp7Gsn7yZdUFUspRItNrv6J1tgCStMVzpMe/0Cr2CH68K3uQfYS0NNEiVLbpGulezkduqcMZOVz/4BgKYZcZIDL5bcKz3h2rBDnqglS5a+hd1O8z7xRalXOI7jkN2+nZ5HH+XBO29mw65d5IQkaCbZ19qBIxSRfV107N7MzPhtpC+Yi9H5YcyODvSmpoqsKhN5fHMPX7j1OR7b1MOsujD/+76TWdGZIj+eo++OjQzctxWhJNFLOwitqJ/6pcnH5xVM19I06dYwd31/NXfduJqNT+/hzDfPcNN/HyJLly4lEonw85//nPGGTpadeR7P/e7n/EUPUN8/wAe+tZ3/++bLWH3V6azc/TiP7HiEP235EwARI8LS2qUsr1vOyfUn0xXrOiiRTAjB5QsbOK0zyedvWc1X7niBm1dt459fN48Vb5hBYFGa3t+8yJ7vPYO9IEXs0g4/Q5+Pz3FO4cUwnKgMdF3dfa/SgklOmEwUrSleZp2mY7KvQiHUrFkAGPqB3ZYLSVjCSYuEoRjsGcOwNLCmFtAnWoYBtKaCWLrCaDkVgBylCUg47rZhOpBm17CbHy1QNXixnHJS6gb+VaBZ2GGbUSMAEzUzTSE0Vf09zHupb5s9H5lKIvpdQUsfnrATqSDeCkM7yAfD5AMBXBeyElZIZ7A3N333vcovJ33UHG4mll4IE7yMgrEYwYY0gXgMseclHNMg05TG1Kr6ZlX3tvPUM1NCW1PjJEuU4jUVShetZ8q+nIxDVUFDmWEc23Lj1BTFWadsI0idNIt4axg2/r5iW8OL/zg2NoZZ5roYPWk52b4+jHwWZ2yEasxuiNCcCtBrB5BKYaUTxXrbYYPGGfGKREOuFeNky5Oi4UyV6y9pV44BUimsoGdh5ImJtu0Qbxpmd/+kzQmWx5Yss5QqBPJ3HAgnazADQezwFO7+FQKh+z8taaMlbRxx4JFFScGCWZ1sDmYJBXQYd1BBHfZOUV4pLDtBTdh9VylkqGNsAHZU1qd8vjzx2i8I9MKyUbEIjFbeS+lAmvr6k3hKeNfEIS4QFo9fEKTL6tTQ0EBDQ0NFOaVJagIpOuJNrlsilIlSVcb4gtti2bxsVmI2QT2IOeZuH7GnGm8PddHVO2ZRlJrawr9wH0dCEUKqUthflF7E3tgQuVyemmC62uaTUKaJGQpVfObG6HLHfiEr3doOBkcIxowEiGFEOAWMYFj7916oOqYqA6QF4Troy0y+dgJJ6N8G0WZOMQQr+1+qFF7dHSNFmbJV2HUhAyGiIqC7tEPIeVeWAvILAbFm2NILgKZUyWRzP5eym3FVkc/kMAI6wkua4jhu/NxAfT3p8WZvwUtC3s2oWqhm2JxeWBBflHqF4TgOY2vXMvzQwww9/DC9Tz7BOs1hUypKVgoMFWW0ZR6DdgZjPMQykeGUa2qILHnztNXvzXuH+dIfnufWp14iHTb58hsWcNWSJqSAkWf20Pu79eR6xwgsSRO9uB0VPvwBmn18jiciKZvXf3wJT9y5mYd/u56tz/Ww4qouZp1ad8hWU93d3bznPe/hpptu4r6nVnPx//k42c3rWHnzTdwXDtFw14PMvuNuPv6pTxO84h/ZPbyblTtWsnLnSlbuWMk9W+4BoC5Yx+mNp3N64+mcUn8KQf0Arg4eyZDJf7xlMVctbeKzv3mGt373YV67sIHPXDqb2o8uYeD+bQzcvZkdz/cQuaCF0IoGX3j28TlOUZpG10mnoOmVz+P9ZhiatKJdaU1Q8d5rJ9yX6JqZ06uQOxOdXtmDwLC0olsUuDEAp1GZSe0QsXUoS6ld+lrSNMcNlr44vZix3NgUgtQ0CaURXSchrAj0v+ieQ20CYZRev6s+Q7yZsxkMokeiOAF3XM9NIdxJKRlvbMExbZrCMeJmnMGXXN+Yuo4IY8OBYmyWqSm3+pm6VNJOYZlhcsOTQqpjhUpZHyv2XPZ33LMEilaZFNcFdXKFyWPV2F/e6nwwQH7IVcUClhvsPx5P0AvE6xvJ9biOMioYqPrua9shnPCwa3WsCewmg/BgpXgmRClosKVZZdu61hKZTAYL0IUJeYf69nbs3l4SiQMn99GURmtzG3uClfdrcMICUPuiGtgwyPDwUEUbKgWpxjChRBVrnv0KJZPvy3BSm2SRVio+efJdSC9vBqZ+19ifIC2cA48LKpnC2L2Jjvooel5hNETRG0MT030VSUct6qIZ6qITQix4Ak7FFL5SlfL+KVh9yEnflf9tSIOIHaeaUFiNqdqhlDm0IBbsZx9SFIPfF1w8D3Rsw7sulF0aZzpiboygkUwv7akgVnCKxcaDeKc1u7txvNAvhXtlUua2/RxjKgsaTVfkcvmqQb2njfcMcr1s1UGdl7t5qXxWD5FvWI4ejtI4w8IOVR+HVSiGE4tVWFAW9yeFm0m0dw3QO7nPdRuaTwYzREJmaE1W3l+uKCWRIj/JUkpOaPvSOVRxoS9+6ZaPJG1GyGIOVVk4KS+ua5CZuLjhIIVgYbiZ8cEoMOwJ396V79VzZuvCqXdchi9KvQLIDw8z+MADDNx1F0N/fpDc3r2MaYqNnc2sb4yRB8YDKbTYMvaFexAiy5KgwWveeQFm2/QuBICNe4b45j0v8qtV2zA1yf93/gzed2Y7AUMjs2uYfbesY2xtL3p9kMSbZ2K2TTbH9vF5tSKlYMlrWmlbkOJPP36eu//nOZ57cDsrruqirv3Q7oXa2lre97738ctf/pLf3Xoby5cv553fuJFVt/yCVbffwrZciNVf/CoLb/gaXZ//MpfMuYRLOi4BYOfQTh7c/iD3b7ufP2z4A7944RdoUmNJegmnN57O2c1n0x5tP2AdzppRw+8/dibfuW8937znRf743E7ef2Yn7zuzndqFNfTeso6+Wzcw9MgOoq9pw5qbPGQhzsfH58ihG5MnGVNaSpVRXEHWbe8fDcgRjJVNmDUD5l057bpkGlKuJc004ngcLeqCdeS9DEfMeI2bmrxAlfhZSioC8mUIUgVCaciW3vbtbs/lqoqVSgG9sZHMjp2oiLvCLDSN4eVz2Lu9n4Yq5cvndgtqXFeN53BFKakk9nQWDw/G4rY8flO17/czy04ETZa0xKuKUk1RCxKBwkGm3Efo9NNxxsfhiUfRNY3Z81whcfZpZwGwR0rMObPRampgYGjS9maqlryxheUz6hk0Mijy6GZlQOJCc5zTck7JOgXQPWFQ0zQswySiJ+noPg8p5bQEqdLzs2RlNRVSimLMt4nP3URDdVFoqrZXSpHL6ZO+TbXWELRrq24zVcy3A1GyaKuFUOVMNxS3GOwZwwxObRlpzZ2DXmPAjqcR4wJpqCkFDCUkQika41WEtUK/TRGwPdnYRF4KomlX6K60zKs8nj1/PpFTT690qzqA9Y0zlb1pITSbUozF8oxGc1WLRV5zIQjB0ID7fb48aNx++kYGdFQ4h9CVK76P9pYd20uTOSXTHwesmTNKW01wdytvS90w0XSdkaGCCzOEzz0HNTQMf35u0thT2xqjv3e4wurnYBGelZSKBDGTDdMe3gxLIxAxprwvJwrHReZegblBoZl2sS3K9yEFzDipjqeeX4MQ4OxnfJv0jm0EcJxheuPzEPEe16qKXcWvi+6a3n9T7qcKUkmidTbBbANRLUIxneEEFjYsZqinp9LtsBhisGCp5f1fFKyT3QLx2uru+BM5ft4WfCrIj44ycNcfGfjD7xm8/wGc0VFUPE5+xSmsMfKs27QeJ5cnY7dhhJeQi+5kXNtDe0Tj8je+lXhTtWCf1Vm3e5Bv3v0iv35iG4YmeeeKNt5/VgfpsEV+NEvvbesZfGA7wlTEXt9JcHn9tP1DfXxebSTqg1zx8SU8/9BLPPTr9fzyS4/RtSzNKa/rIFpz8BOYQCDAW9/6Vv74xz/y4IMPsm3bNt7whqtZ9vo38ejPf8CqO+/g9rxDw//3tyxqCdH9qevQ2hdQG6zliu4ruKL7CrL5LE/ufpIHtj3AA9se4GuPfY2vPfY1umJdnN96Phe0XkB3rHvKB5SlKz5yXjdXLG7ki79/nn+/6wV+/PAmPnHhDN7wV3MYf6GHvts2sPdHz2G0hIle1I7Z4YvSPj7HOxPv+Uy6jol5uIuTh8alEEpjxGvoXJJ/WRlHM231RD0B/XhhSe2S0h9muOK7A8ZZeZkcrJCv19cTvezSis+cgEVen5yZC0oiwKG4XJbOff9xewBUNEqur29/OwMgTx4j7aBNYUyzXwsIby5T1f2nUFVdR3jiULUJjxUKIy3LdVsbnNxmeiiMObOToG0wpknIllrOoeQOC2Brk8WOrq4uNE1jeN16VixcQN3SBVOfz/6QYmrhYmLRaQpEU11rpmkynMvhhBtA5jGkG8OttqOdRHJG1W0m0XEODO+tiAtXQaIdxvrcLIvbdkG8DczKwPbhhEUoZu5XcBBCIIPu+5QsE9HjtfWYwdJFVRdKkB0VU9+3Sof2s3Be6qn+tWHSUBaLqOi+J6pIM5pCGAVx14sJ5ZUqFy0PBqEUI6k8xhTeYIVrXHkusNMWpaQquk3SfiZkJguz5W0WPG0FzqqXJpc5CErue96/ZfVrmjMPKxjiuT/fWyiNDATQZUFMqaSzq5PBwcFpXfN2VxesH8YMTmjEgjAkBELTpj0Gt813A8aPThGjcEqkoqF7FtlsdtKxrDlzUBH3mVOblji5cQYPZh6dnkvv6D5MPYRsmTmp7ysspQ76GVayWpPa1G6J0WCC/MAouUy2+JnjAKpMpCuzwj6UJ6kvSh1HOI7DyOOP0/frX9N/++/JDw6i1dcTvfoNDMzo4sHVD7Nn9QtuZxuzEYk5iOg2BvTNpEIGF7/2jXTOnJwOeSqee6mfb/1pHbc8tR1bV7zvzA7ed0YHqZCJk3cYWrmDvj9sJD+UIXhSHZHXtLk+3T4+JzhCCmavaKBzSZon/7iFx+/YzLrHdzPz5FqWXtQ2TZeSEkopLrzwQpqamvjtb3/LDTfcwOWXX86Z7/kIy66+hpU/+g5P3vsnbusXJD/8MRakFQs+8Wm0uWcD7gvR0tqlLK1dykeXfJRdw7u4e/Pd3LXpLr7z1He44ckbaI20ckHrBVzSfgnd8eqidXMiwDffuoT3nt7Dv972HJ/85dN874GNfPLimZz90cWMrNpN/52b2P2dp7BmJYhc0IrRGKq6Lx8fn+OP0e45RBc1wj2/L1q5FC2llO4GQoWXJUgdTzjTttSqDCx+IGpCJvrsJOn09Ma/6WSkejmELR1DkzTFDz1DLKluSNtgTn1OwZOXkx8ZITeVlZd3euO5cYyUg6mZjGXHphVfbPK+qln5VX5WsIyaSCieoHPpcpRuwM5dVctAmatb2W5ndM5il74fMzYqs4SFTM0NPjxNyuZt07repuUONQ1M02R4eJhsIAHBKHNCY8THR0kYB7HAFEy6PzuqZIgDNwZV41JEbrz693juf2oa511wuxWlc6/rqhTPLMNiZCyz/7YJ1YDsr34FTrFdXecMujs7GL73/qlOAoCoGWVWIkFzuHnKc6iGisXI9fYiTROm0PfKkdN035OGRn48W3SxlEq5Vq5ayVJSmCZCSYymUpB8LR6HmphX4NDG/mqZLCfWtWA7U3SX9ERANUEM0XWdeDw+reMaNQlCgXGUPiH+XEGgOaBl2OFjohudNAxygFaTQoVdUSoYlDTGLUbDFs3x6nOFSX0rJYlIgCEEmjfWhOMWAz2jFcetuu0UTEo4cIBtNU+QzXrumi4ORJugoQuef57CkFZI7jmVJe2Uxzio0j5HhNzgIH03/5qe//1fxjdsQAaDhC96DeHLLmP1wE5u/c0vyT31Fxxpo1mnko2nccKbGVQbiYVsLjjnIhYtWlSWQWdqMrk8d67eyfcf3MgjG/YRMjU+dHYX7z69nYTn2z62oY/eW9aR2T6E0R4h9q55/sTTx6cKhqVx0qXtzDm9gSfu2sIz923j+Yd20LUkzcLzmqk7SGuiOXPm0NDQwC9+8Qt+/vOfs379ei688ELO+uu/5dR3fYhVP/4uj9/5B+4ZEjzy6X9lrvV/WfJXbyb4mvdWvHSkA2nePOvNvHnWm9k3uo97Nt/DnZvv5PvPfJ/vPv1dumJdXNpxKRe3X0xjqHFSPRa3xPnZ+0/ljtU7+dLtz/Pu7z/KwuYYHzu/m7M+sZShh15i4E9b2PWNVZhdMcJnNGLOiPtufT4+rxCEcnC8oNKvFgGqGiNLZxKILz5gOVHlt/2xoit14EJVjyOgZpbrOti/rfK7afSDrStSocnuI0oJ5jfFCFhlk08h9usaVl4OQOgW1M4Fpp5LCMNAGQa5gQk+HlJA3ik231jOnWmbyhWlDmlOWBEs2z2XgxG3DMsmn68eZL18vwBS1wE3OLmU8pAz3E6LggYs3Ox/NXbNAet4OJ6tdXV15PN5whl3cVmXihbrwO6Gh8Kh2UlMxggaJCNJamuruxdK04SBjBu/OR1guK+6GNbU1ISmK9fmqjzOzxTHlUq5guZUlO2jEKvpYAgsW4qTzTFiOPt14y3Wx4sH5+Qqb0yh65gz2gD3vIPdzeRHxxFSurdPtbhsSmEvXIgyD3MCm0IG2KqtWmaJ6pTGCSkFkZSNXWVMK+ecWWn6RzL7LTORWG09Y/teQuyuVP1SjWHGR7NTbFWiIPQopTMa1tH2Mw8ujLMTBWR74UK0HTuKglQBXUmWtcanjPNX7X5vitvMWNhY/K6+K0Zg9wi7NvUT1AOYyiSgHYK7eYUqNXWxeH0Do4MDxOsbof+xkrWxAKRAhsIghkHX2W+61/3gi1LHkLH1G+j58Y/pu/lm8sPD2IsX0/DlL7Gjs5bf3nozA9/8MjKTQagaiJyLSA0xao4wyjbisTivPeMsFi5ciDaNlcBd/aP87NEt/OihzezoH6U1GeAfL5vDG5Y2Ff36M7uH6b9jEyNP70HFTBJvm4U9L+VPNH18DkAwanLaVV0seU0LT/5xC8/cu40XH9tFui3CwnOb6FhcU0p5fQBisRjvete7uOeee3jggQdYt24dr33ta+ns7OTk936Ek971IVb/8ic8+uuf8kjOYNX3bqHt2z9m0SkzaH7fZxA1nRX7S1gJrppxFVfNuIqe0R7u3HQnt66/la8//nW+/vjXWVSziIvbL+Y1ba+pyNojhOA1c+s4d1aam1dt4/q7X+RdN65kUXOMa8/p4uy/XcbIozsZfGA7e258Fr0uQOi0RuwFNUhzeufq4+NzbDDrHfSsgW4qxMjhnYDPTMxk2+C2Axc8Cji2id5QLQrTVBy+9x2jqRGVqvH2WpiU4Qa7BVhTaqPIyXMOaDUzKzmL5fURUvZkQazae1rXSafi5KvHqqlG+Wp78JSTMZ/eM3VZL4Cy8MZ6IYWbstw7z3HPUsZUhzDx1UMwPlgxoRZM383tQAQiJninVnA1qojHdngOc0A0qXFuy7nTaqOKzHtK4uQmi21nN5/NSLZ61j9wY2C1tLQwLgfI7h2FaCMM7tyvZdwhU3Y5tnYuQWk6vQe9C1eMq0nXTLnobnR3k7F2IQMB0jVTe3KYpokd0BifeJtMIxj3VLUDcA5xvJCWa9EoPLe6A13bBUup3IR+j7zmQtiyEno3ueV0zf2Rmtt+VdrNMAxisRip1BTC+iHO+aq57U3c5URxWSlFS0cDsVhsv/uOWDoRa/+eOhPbUCpFfUcn+u6t7BssfT5VLLaJGIZBS0sL/dYYe4Yy6KkpkgGUH3NitlDDwGhpqSw0jeatOu8WYpJFZrTGJlrj1uu81vOKn4eDAcxpZLMtHmsaY57SdJpme8+u9jPBjNARH6Q3MoQz6j7vwrNnIQ0DR9PQamoYjYX3v9MJ+KLUUcbJ5Ri87z56fvRjhv78Z4RhYF10PuvOmckj614g/5ufYA0OABJpdZGrjSGDwwxKV0qfMWMOJ510Ep2dnQf0tR3N5PjDszv41ePbuH/tbvKOG9T4uivnc9aMmqLJfq5vjP4/bmbo0R0ITRG5sJXwGY1ugDwfH59pY4cMTnldJ0svamPNwzt46u4t3Pm91ZgBje5ltcxaUU+6NXxAoVcpxfnnn8/MmTP5zW9+ww9/+EMWLVrEBRdcQDAYZN4b387cq9/G5of/wmM3Xs+6HsnaJ3eTePf7mBXKMu+y8wm97oOIUOUKbNyK88aZb+SNM9/IS4Mv8fuNv+e2Dbdx3SPX8eWVX+aU+lO4pOMSzm0+l5DhvqjqSvLGZc1csbiRm1dt4xt3r+W9//MoHakg7z69nSs/thjn+R4G79tKzy/X0nvLOuwFNQSX1WK0RnxR28fnOOSs1jMZ0HbQu33bIafKnorOWCedsc4DFzweednjVent3l60qGy/hX+q71/oB34d74hObZFhBUNEkjWkWtqKn2m6Dhx4YlLNPcxKJ1DxLPH66ivvWtJGBnWkVUhPXya6UWkp5X5c2vf+3l1VJEwuPxPGhyev4DsH78JWdPsqy8rW2B3jeQPGHRBed2lVrEaO1LOrop21A7tbTrSUCl9wQVVTtoAemFamSKMpjNEUBmog1uq63B1B2s5yY8v1Pj2Fy98B2F8/CE1DS+/f0mwiFS1X5Vpsbm52RbAqwapLBz6oQ07JdC3KCtasoWm652rpGqzuLlRg8vUghKC5ubq7YaFWh0LVTK8Ussa53zXNnkfP9m0VwlXDQS0auFlR1UFcs6lUjlTLoZ1TNBrlpGCeXQOjBIwDj9GFsW268d+m4uWOPYnIQYhBZaLUtI8bSgNQU2NRU5PihZU7QApU2Mu+KqXr6v3ENoLTaLcCvih1lMj199P7y1+x98c/Ird1G2OpCM+8bgFPhCIEt+wl/IPb0cmRC9WTaW5HBvIMSwvI01jfymkLFjFnzhyi0f27Aw2PZ7nvhd38/pkd/PG5XQyMZWmK21x7bjdXLWmsSDGZGxxn4P5tDP55OzgOoVMbCJ/TjApNI0uLj4/PlOimYt6Zjcw9o4HtL/Ty3F9e4vmHXuKZ+7aRaAjSfVItnYtriNftf8WmubmZ97///dx33338+c9/5rnnnuOss85i+fLlaJpG6ykraD1lBcP79rLqu9fz7GOP8GBesPJXf6H5f/5Ad0rSduH5BF/3fkSsrmLf9aF63jXvXbxr3rtY37ue2zbcxm0bbuPTD3waU5mc2XQml7ZfyulNp2MqsyhOXbm4kT88u5PvPrCez/z6Gb5yxxrednILb3nHLGoGsgw/upPhJ3cz/OhOtKSFPS+FNTeJ0RT2EyT4vKrYuHEj//zP/8zdd9/Njh07aGho4O1vfzuf/vSnMYypn6PvfOc7+cEPflDx2cknn8xDDz10xOoa0AOsmFdfXE0OGSHMhiZG+/qI2ge3mvnq5OBiSh2QKXYz5SS0cakb0+tQDycljbOmH1O06j7Kzl0qyYyT6vZTmpIghWsx5YznimJJY6iRjX0b0eXkc0qlUuTz+aqZ6oIrVtD/+z+AFanoi7ZIG+t71x+0W5gQgvnz58PTa0qfSeEmY8tCdtwVzzTzZcTiOsJMFKXE4cxoWW1y37wc+re7WdsOkWr91NnpBq+e9j6KcYj20+cv16qtyv1esNrJj08dF+vwVcDbyzTcbDsXpYsWU1PspPirEAJ9Gpkgq3KollIF972y7Q07wNjIsOcqDsFYnGBserGipqI+VJnYoDPWSc9YD0krOcUW8HJURDdWX3WxtyFms7N/lNn1bpbU6YhRRnMzIz29iCqC4bHgcLnawmRR67SuFCFTY3ykSqD9Kvii1BEi7+TZOrCVDU/eT+ZnvyF977M4js1Tne2sO3c2+jgY2/aSskbI2VHG2hvIGhqOkGjCobUxTefsRcyaPfuAKWZ3DYxy/wt7+MOzO7hv7W5GM3lSIYPLFtbz+kWNnNSWqFgJzfaOMnjfNoZW7sDJ5gksThO5oBXt5QTI9PHxmYQQgsaZcRpnxjnzTTN48fFdPP+Xl3j4N+t5+DfridcF6FhcQ+fiNKnmUNVVCl3XOe+881i4cCF33HEHd9xxBytXruTMM89kwYIFKKUIJJKc9nefZYXjsOmxR1j1o++yaft21mcFgZv/TNP3f09XNEfDaUsJXvYOtFmnVLx4dMQ6uHbxtXxo0Yd4Zs8z3LbhNm7fcDt3brqTsB7m/Nbzubj9YpbXLUdTiksX1HPpgnoe29TD9x7YwLf+tI7//NM6VnQmuWpJE6+5cCm80MvwE7sZeGAbA/duRYZ17NlJzO4YZnvUF799XvE8//zz5PN5vv3tb9PV1cUzzzzD+973PoaGhvjKV76y320vuugibrzxxuLf+xOxXi6nN52OpSyMCTGLdNOifdFSeHrDETv2VLzcleQjgZSCRHPLgQseiGgzqMpsXwcMdJ5of/nHPUScYsD7Q+8TszVCtncMabrTitmJ2cxKzGLNPlcMKp/4KKWor6+eIrxScCltMysxi5nxmS/PgiAw+V06kkqTHRyhprWd4TUvHvq+jyC2feDYWIeVWIv78zKoNtENBAIEDmEivv/gywqGM/sXazxyhoYujbIMeuxXgNm/8553hlW0pIIb5cMvPXzAOh3M9TwxkPd09n1o98shuiQWBM6yY9bPmMWu9evQrSM3v4yaUc5rOa/6l3Yckl1uEocjgJKCZW2lcaUwhu7vfjVaWia79B1lampq2Ll+rfvHEfRmKMQ/HJ/aq7gCX5Q6DPSO9rK2dy0v9LzA2n1rWbdzA/HH9rL0uSip4QZ6w8tZvWw5Y2oPWa0HzYRsPERGd1VdzcnQYI3S0lxD5/ILae6Yud84USPjOR7ZuI8H1u7m/rV7eH6HG3CyMWbz1uWtXDSvjqWt8Um+p+NbBhh8cDvDT+4GAcEltYTOapqWn6yPj8/Lw7A15pzWwJzTGhjqG2PDE7tZ/8RuHv/DZh67fROBiEHjzDhNs+I0zYwTmXBfplIp3vrWt7Ju3TruuusufvOb3/CnP/2J0047jYULF2KaJkII2padTNuykxkbHuaFP9/Ls7f8nLU7d/ECELt3LQ2/+RjN+SGSM5sIrDiLwEVvRm92J0RCCObXzGd+zXz+ZtnfsHLnSm5bfxt3bbqLm1+8mZSd4qK2i7ik/RLmpeaxtDXO0tY423pHuPnxrfzisa18/GdPEjQUl8yv59LT6jnljTPIr+tjZPVehp/czdAjOwDQagOYHVHM1gh6QwgtZfuWVD6vKC666CIuuuii4t8dHR2sWbOGb33rWwcUpUzTpK5u/5Yo5YyNjTE2VgrY2t8/jei4HhEjMu2yR4M5c16eRc8RwXGYOacdmtte1m6EJiFSj6zvqvr9EQ2gfYgUJlLlGeUOFqHJinfJQvavpnATmwY2URusHqh6v/sUE/9+Gc+H2ZeDLLPsKoiEStIwY1ZF0XDKYnhgfErXxUPFsLRpBVieSDKZJJncnxXI8cfhdH2UTH3P1LZHCPWZGNaBp7MLF7+JLfZ6RF09+kgPmZ279l9PLx6Tnk7DYG/FVzNmN9O7cQQ7MnlsDeiBqhaC1TicViqT9n2offAytys/rh0K07pg0aHt73AgBDQcveNPR5SaihUNK9Dk0ZFl6urqGKivI5txkwQUnkvTvW6PFL4odRCs/stWNm/fwe6hPewb3kfvUB+Dg6M4owIzZ2OPB0mOLifprCAjt7Cj4SW2GgPkjN3kTQuEBdQTyA/RxkZaw9A0exl1p1yNSkytmg6OZXlqSy+rtvTy4Lo9rNzYw3g2j6lJlrcnuHJJI6d31TC7fnKsmvxYjpFn9jD4l+1ktg4iTEVoRQOhMxrRooc584KPj8+0CEZN5p3VxLyzmhgdyrDx6T1sfa6Hrc/vY+3KnQCEEia1bRHSbRFqWyPUtIYxLI3Ozk46Ojp48cUXuf/++7ntttu46667mD9/PkuWLKGhoQEhBGYgwPwLLmb+BRcz2LOP5/98L6vv+B2rd+5kNTVE945S+8PfUvvNm4jbDsG5HQRWnIN95qUYHR0oqTil/hROqT+FT5/yaR7Y+gC3bbiNn7/wc3703I9oDjdzcfvFXNp+qWtpdW43Hzqni8c39/CLx7byu6de4uePbSVsaZw7K81r5tWx4rUdBHrGGFvfy9j6PoYf28XQX14CQBgSvT6EXhdAS9hoSQuVsNzYJX7gdJ9XCH19fQe0bgb405/+RDqdJhaLcdZZZ/GFL3yBdDo9ZfnrrruOz3/+84ezqiXMMIwNHLjcYWI6mYKPGS9TNJIBHWtmAmFVnqMmNbrj3dQHq1sIHUt0Xaejo+NliVJTETbCXNR20YELVuNwWtNplZaIy+uWs21w26Qg40ZLM0pJGrpih+/YHs2zEockSp2oFASb/cYg0ySR5PSuW6U0cmk3fpG9ZAnW2Nh+ywulCJ97DsKy4C/3V3wXiRjYtekphZ/pCkIFMeBwBfGfWIejGdOzeKxXWBzRusjhs+IKh8P09PRgHkJmw1gVd1nrCFqYlRM1o8xNzaUh2MDzu54/6O2bZycY7p+Ou+v+8UWpKjiOw46hHUXrpxd6XmBtz1rm/vkS6vs7AQMhUsRUnJiZRdFDLrONMTbQF4WsZRZvSpXTiTv9tGZWM1PfTGNNnNCcC2DeeyA9a9Kx83mHdbsHWbW5l1Vbeli1uZc1OwfcDJoCZtdFeNdpbZzRVcOytjhWlWDkTjbP6Noehp/YzejqvTiZPFptgNjruwgsTvsTPB+f4wgrqDPrlHpmnVKP4zj07Rph65oetq/tZdfGftY9vtstKCCStIjXBYnXBYjXB7nojCvpH9/D82uf4amnnuKxxx4jFosxY8YMZs6cSXNzM4ZhEIonWHbZFSy77Ap6XtrGi48+zIsP/5kX1q7hhfokwXyW1OY9JJ7+IcmvfgdLF9gzWrFPOhX75DOx5s/nvNbzOK/1PAbHB7l7y93ctv42/vvp/+Y7T32HmfGZnNNyDmc3nc3iltksbU3w+cvn8eA61634ztU7+c0T25EC5jfFOL0ryWln1LHgzTMx+8cZ3z5EZtsg49sGGHl2L/nBytS/wtZQIR0Z0lEho/ivMBVClwhDIXUJunRfjARoNTZazHdJ9jl6rFu3jm984xt89atf3W+5iy++mKuvvprW1lY2bNjAP/7jP3Luuefy2GOPTfky+w//8A98/OMfL/7d399/gGC1B0HneZD3J8vAYZlQFTLTTaQ7XulC0rH4JMaGpxdr40gTDE4vI9VR5QhObkNGiJmJmRWfRS56TdE65kigdImtHz239UKykmPB4bAAStkp5qbmEtYPf8w7odS0YvpIr0z7oqXIg7g2pnv+h9tSalZiFuv61gGuS/ghiVKHKMwXgpe/kpLbvG5R42HdXzQaZfbs2fv1dpouM2fOLC7gJOob6d+962Xvsxyl62QzpXft1kjrIe/LDhnYhyEkxwkvSvWN9bG2Zy0v9r7I2p61rO1dy4s9LzKQKa0aNoWa6I53U/uGUWoyO1E7MvRt2MGenh6GlV5czRFZhZUdoz4/QEd+PXPFs6S1fmg5FWZdCrMugURl9pR9Q+M84YlPqzb38uSWXgbG3JfDRNBgUXOMS+fXs7glzoLm6JQpMXOD44yu6WF0zT5G1/TgjOWQQY3AsloCi9IYLQfO+OXj43NsEUIQqw0Qqw0w70z3YTk6lGH3pgF2be5n3/YhenYMs21ND9lMvmy7CA2x08mF9zE8tptHVz7GI488ghCCeCRJXbqemnSa2ro09Y21LLvsCk567ZUM9faw/vGVrHvsEbY8+ySb4q7jdzw/RmpgH9Gf/4rY93+Ckctj1CWwFi7EPuk0Lli0iNee/Q32Zfu5Y9Md/GHjH/ivp/6LG568gRq7hjObzuSsprM4pfMUzp6Z5l9e7/DEll7+/OIeHli7h2/fu55v3rMOKWBmXYTFLTEWN8dYeFIH7akgKpsnu3eU3L5R99++MXKD4+QHM2R2DpNfN05+eP+T6OhlHYRPP7wvHD4nBp/73OcOaJW0cuVKli1bVvx7+/btXHTRRVx99dW8973v3e+2b3rTm4q/z5s3j2XLltHa2sqtt97KlVdeWXUb0zQPafV1WijN/fF52ZZSB4MZCGAeJ8Fuj0uO8jvrIQUQL6YXO764qP0QrdMOE4djvqGkelkT5cOJFTw4ga9w/gHtAPe310wvy1Iq0Q69myBYQ4cRoCPmzjMPfdHi5WXfO9HnmodDkILKOJO1HV3UdlR3CZ+KcHz/Lr/Nc+YzuG8vSju2LnvlvOrfQvJOnv6xfrYNbWPLwBa2Dmwt/mzo28CukZLyGDWjdMe6uaz1ElqyNQR6DLL7xtm3oZfep4fY6+xmr9jrFs5l0UdHSYzto8EcY3ZkM11yFaaVh1AtdJwNHe+ArvPBS8s+MJphzcZ9PLu9nye29LJqcw8b9w4DoEnBnIYIVy5pZHFLnMUtMVoSgao3t+M45AfGGdvUz/iGfsY29JHZMQQOqIhBYGEN1twkVlcMoY6/+AU+Pj7TxwrqNM9J0Dyn5BLk5B0G9o3St2eEwX2jDOwb8/6NMLCvDqO3kxF6yBj9DIwO0NPzHKvXlqVjdiTKMVCOiSYMNFmH3tGCmR8lP9ZD3/Bu9gzugPQ4IpdDz2tYeQtzuyT2wzto/+J1mEJgz+zk3GWncOmiN5M54+95KP8i9269jzs23sEv1/4SU5mcVHcSJ9edzEn1J/Ghc2bxkfO6GRzL8vgmV4x/fHMPv3tyO//78GYADCXpTIeYXRdmVn2YznSI1tkxmhM2plZaqXRyDk4mh5PJez85nPG8G7TXAS3uuyf7HBrXXnstb37zm/dbpq2trfj79u3bOeecczj11FP5zne+c9DHq6+vp7W1lbVr1x70tj6HmxN7QnVc8QqY3IbPPx8nc/xZGR7p2GWRSIRQ6MBCzfGY0GA6me6mu4+pBBgpJEtrl1Z1ySrnsFhKBVMw/w0vfz8vE1Hs6+P/vn21M+vUMw44fuqmRbz++Fq4fUWLUtevup7x/DiZXIZM3v0ZyY7QM9rDvtF99Iz20DPaQ9bxHhgO6FlBvUzRIms5w5lFTW4F9piFMwJDgyMMjY0zLgZ5Uc+UgrZlM5jDQyT7+4j19tLs9DMjspXaup2osAN2wk2h2vbP0HkO+dRsNveM8NxL/Tz3lx6ee2kTz+/oZ8u+Uvj5hqjF4pY4bzu5lcUtMeY1Rie54jl5h2zfGLle11ogs3OIzEtDZLYPkR9yTe6EoTDaIkQWpLBmJtDrgye8Su3j82pHSEEkZU8Khl5ONpNjdDDL6FCGkcFxevb2sWfPHnp69jEw1MfY+AhjmVHGs6OMZgcZyI/hkAcTMEMQr7Iqk8uxOR/m6cW1yFwWc3wUc90LBJ5+gtDgENHMOG+Ox/nwjAvZ0xLmkcBu7uhdzVe3ue5MYSPM0tqlLK9bzsKahXygcyam6iafd1i/Z4hnt/fx/I4B1uwY4OEN+/jVqm2lcxbQELVpSwVoTQZpjNk0xCwaojYNMZvapI2hHX8vwD6vPFKpFKlUalplt23bxjnnnMPSpUu58cYbD2kStnfvXrZs2TJlRjKfo4j//nTc8EroCWmacKQsGI9jWlsPbME0JzmHlD29cfTVyHSC+x/JQOeHzCGOgUIU3PcOZ2V8DgVxHIrB0+EVLUrdfddPqdmnoxyJ5ih0EUBzdGqlQYsTRsvFkPlOyEmcPOQdyGsGjmaQ13UczWC3lIAn8DgSSyqSI0OEtm0hsXMP6d17iOcHCdeNEqofJThjHNXQDS0Xkm9azvbIQtbm6tiwZ4g1OwZ5blUvL+y8g+HxHOCmi+xMBVneFOOaRc3MTAWYkQgSNzTyI1mckSz5XeNkNm1nbDhLbjBDrmeUbO8Yud4xt9IeQpdodUHsuUn0+iBGUxi9IYSYRipUHx+fEwtNV4TiipBnMdRMAth/2vFMJsPo6GjxZ2RkpOL3gf4++vbuZbCvj+HBfkbGxhiOSvbJCbEW8nnkC7vQxsY4dbSec3JJNCdHTozTJ9fxuPY49wQdhmxBMlZLY6SJ5mgLTdEWLk/UY9XaNLzxZEaFwcY9Q2zcO8SmvcPFf+94dgd7BiuDKgoBNSGT+phNQ9SiIWZT7/1b+D0ZNNB861Gfw8T27ds5++yzaWlp4Stf+Qq7d+8ufleeWW/WrFlcd911XHHFFQwODvK5z32Oq666ivr6ejZu3MinPvUpUqkUV1xxxbE4jVcttcFadg/vPnBBADMCY/3+jOp4wu+LVzRt0bZjXYUjR2Fq9jKv0aIRwfHkAnqoopQsuO/571g+h8ZxI0rlenvJ9fVNo2AOxgeAPNfqF7F6+yqkkkip2F3XQc7zjcx5P+UIx8Fysti5cQJjAwT3DRLq6yO0q5dwzwCB4WEEYEQy2Klx7GYb/ZwmRtpOZ2ewi1WqjedH6zlv1Si57XlyeQdBDyF6WAgsFQJdCjQRQtMFCm+lZ1cedg0BbkDLDFAtXJnQJTKoo2ImZmsEtchEi1uouIkWczNR+SnTfXx8jhS6rqPrOuHwwQUWHRoYYPvG9exa+wR7tm2it7efgUyWYUMxYicY1CtXkqP5PPHMGGJgHLl3DJkZYnvmSXZkHkFkxhG5LOEGiNXVEg0kqLUTzLTixOw4VqONaBKMj4zR2z9M/8Aw/QMjDAyOMLR9hOG1Y4wMjzI2MkZvZpyhfI4N+RxaPsvqVDsPLjyfdNgkHTapjVikwyY13r/Fv8Mmui9e+RyAO+64gxdffJEXX3yRpqamiu/KXUTWrFlDn/d+o5Ti6aef5n/+53/o7e2lvr6ec845h5/+9KcHfd/57J+ltUunX7jjLBjtP3KV8Tl4fFHK5zCivPmTPI6uq4Kl1KvBw0U3TKSUSM1PpvVKpqGh4ahl/ZvIcSNK9dx0E7v/39cPapt676fAjtqXyEuJzOeLP3omgzE+jp7JoHK5oqGkNB1UWEHUJJsOMjKrkW01DaxLdPICDTw5FGfzIGR6HOgpHSOs7aFVCxKM6AQtRcjSCdkaYVt33e+kl4JTuhmghBRudihdIQyJ0KT3r0LaGjLg/dgaokomPR8fH5/jnWA4TPf8hXTPXzj5y/FhMjufp3fzs/Tu2MLebTvYu3eIfXnoUzYD4Qhj+oQHoOMwPj7O4I4xdo8PY471YIyNo2WzaLksWjaLyuaKf6tsjoDjEHQcHCXcuYyUmLqFdCA8MkpGKJrqdIJzatnVP8augVGee2mA3YNj5PKTlymjtk4iaBAP6CSCJomgTjygk7Il8YBGwpIEDUFIh6AOQV1gB8MEwgmkv3hwQvDOd76Td77znQcsVy5Q2bbNH/7whyNYq1cubQsWk828/LTSh4RmFuN/+hwnvAom6lMhLRMnnz9wQZ/DxozaMEJAS+LlJxewF8xnbO1aVCJx4ML7QQjBjPgM0sH0y67TyyZcDwMvHfLmoUSSrpNOOa4CZ/scPMnk/gOkH0mEM42Ib/39/USjUfr6+ohEIkekImNr1zK65oVpFByALY+AlDy+pY+1u4bJI8g5kjyCrCNwEO5nCMYdnUEVYJ8RZo8eZY8RY5ceY0xVrtwHDEU8YBQnInVRi/qoRV3Uoi5ieX/bxAP6q0LR9vHx8Tnm5LIwsJ2xfdvp3bmF3r076evtYXhogKGhUYZGMgzkBAN5jRHHICM08mgczHpKQg7wkcgduKsEwvtXFn93nDz5XIZcLoeTy5LPZyGXRTg5cHJIJ4dw8ihyyAPY2N+QfS1fyr2FgK6wDQ1Tk+hKoCvp/mgSw/tbU5Jyz+uJz5Xyvyq/ElU/n6r8xJgVFd8d4qPsYOPElpf/+IUzmFF75CyCjsb7yvHAiXKePicefbfeCg5ELrn4FRsb5UAcKFC2j89RJ5+D3DjoU8cq9fE5FKb7vnLcWEqZ3d2Y3d3TLO1mxRl75iX2bulFCYHyLJTc392BXkmBoSS2obB1haVLLN39vfBZ1NaJBvSKrE4+Pj4+PkcBpUGsBTPWQm3HKew3LKjjwPggjPSQG9pHdnAv44O9ZMZGyIyN4GRGyWfHyGfGyGdGyWbHENkMSuQheIanjDhl/+bBcRBSoYRCSQVSgdRAeP9W+SzjCIazMJyBsbxgLA+jOcloTlBndfJRs5uhsSzD4zmyOYdMLs94Lk8mlydT+DubZySTKYo1kzSeMhXHqf5xRQrpis8rykzcbXU1yXGOvFFCYfI1mpnoWO/j4+NTQgjhjlWvYsHGF6N8jjukAukLUj7HjuNGlDoULppXz0Xz/Gw1Pj4+Pq96hAAzDGYYFWtB4SYKPNroQNT78fHx8fE5vAROPZXMli2+cOPj4+NzAvGKFqV8fHx8fHx8fHx8fF4daPE4Wjx+rKvh4+Pj43MUeXU6a/v4+Pj4+Pj4+Pj4+Pj4+Pj4HNf4opSPj4+Pj4+Pj4+Pj4+Pj4+Pz1HHF6V8fHx8fHx8fHx8fHx8fHx8fI4604opVcjY09/ff0Qr4+Pj4+Pj4+NzqBTeU6bKNPhqwX8v8/Hx8fHx8Tneme572bREqYGBAQCam5tfZrV8fHx8fHx8fI4sAwMDRKOv3hyJe/fuBfz3Mh8fHx8fH5/jnwO9lwlnGsuJ+Xye7du3Ew6Hj1mK1v7+fpqbm9myZQuRSOSY1OFY47eBi98OfhsU8NvBxW8Hvw0KnOjt4DgOAwMDNDQ0IOWrN0JBb28v8XiczZs3v6rFt1crJ/p9+krG77tXLn7fvXLx++6Vy3Tfy6ZlKSWlpKmp6bBV7uUQiURO+IvRbwMXvx38Nijgt4OL3w5+GxQ4kdvhRBBpCi920Wj0hO3nVwMn8n36Ssfvu1cuft+9cvH77pXJdN7LXr3LiD4+Pj4+Pj4+Pj4+Pj4+Pj4+xy2+KOXj4+Pj4+Pj4+Pj4+Pj4+Pjc9R5xYhSpmny2c9+FtM0j3VVjhl+G7j47eC3QQG/HVz8dvDboIDfDicGfj+/svH775WL33evXPy+e+Xi992rn2kFOvfx8fHx8fHx8fHx8fHx8fHx8TmcvGIspXx8fHx8fHx8fHx8fHx8fHx8Xj34opSPj4+Pj4+Pj4+Pj4+Pj4+Pz1HHF6V8fHx8fHx8fHx8fHx8fHx8fI46vijl4+Pj4+Pj4+Pj4+Pj4+Pj43PU8UUpHx8fHx8fHx8fHx8fHx8fH5+jzitSlLr88stpaWnBsizq6+v5q7/6K7Zv336sq3VU2bhxI+95z3tob2/Htm06Ozv57Gc/y/j4+LGu2lHlC1/4AitWrCAQCBCLxY51dY4a//mf/0l7ezuWZbF06VLuv//+Y12lo8p9993Ha1/7WhoaGhBC8Otf//pYV+moc91113HSSScRDodJp9O8/vWvZ82aNce6Wkedb33rWyxYsIBIJEIkEuHUU0/l9ttvP9bVOqZcd911CCH42Mc+dqyr4nOEONGfAccb0xmPHcfhc5/7HA0NDdi2zdlnn82zzz5bUWZsbIwPf/jDpFIpgsEgl19+OVu3bj2ap3LCU2389Pvu+Gbbtm28/e1vJ5lMEggEWLRoEY899ljxe7//jk+y2Syf+cxninPZjo4O/umf/ol8Pl8s4/fdicMrUpQ655xz+NnPfsaaNWv45S9/ybp163jDG95wrKt1VHn++efJ5/N8+9vf5tlnn+Xf//3fueGGG/jUpz51rKt2VBkfH+fqq6/mgx/84LGuylHjpz/9KR/72Mf49Kc/zapVqzjjjDO4+OKL2bx587Gu2lFjaGiIhQsXcv311x/rqhwz7r33Xj70oQ/x0EMPceedd5LNZrnwwgsZGho61lU7qjQ1NfHFL36RRx99lEcffZRzzz2X173udZNeWk4UVq5cyXe+8x0WLFhwrKvic4TwnwHHH9MZj7/85S/zta99jeuvv56VK1dSV1fHBRdcwMDAQLHMxz72MW6++WZuuukmHnjgAQYHB7nsssvI5XLH4rROOKYaP/2+O37p6enhtNNOQ9d1br/9dlavXs1Xv/rVioVqv/+OT770pS9xww03cP311/Pcc8/x5S9/mX/7t3/jG9/4RrGM33cnEM6rgN/85jeOEMIZHx8/1lU5pnz5y1922tvbj3U1jgk33nijE41Gj3U1jgrLly93PvCBD1R8NmvWLOfv//7vj1GNji2Ac/PNNx/rahxzdu3a5QDOvffee6yrcsyJx+POd7/73WNdjaPOwMCA093d7dx5553OWWed5Xz0ox891lXyOQL4z4Djn4njcT6fd+rq6pwvfvGLxTKjo6NONBp1brjhBsdxHKe3t9fRdd256aabimW2bdvmSCmd3//+90f3BE5Apho//b47vvnkJz/pnH766VN+7/ff8cull17qvPvd76747Morr3Te/va3O47j992JxivSUqqcffv28eMf/5gVK1ag6/qxrs4xpa+vj0Qicayr4XMEGR8f57HHHuPCCy+s+PzCCy/kwQcfPEa18jke6OvrAzihx4BcLsdNN93E0NAQp5566rGuzlHnQx/6EJdeeinnn3/+sa6KzxHCfwa8Mpg4Hm/YsIEdO3ZU9Jtpmpx11lnFfnvsscfIZDIVZRoaGpg3b57ft0eBqcZPv++Ob37729+ybNkyrr76atLpNIsXL+a//uu/it/7/Xf8cvrpp/PHP/6RF154AYAnn3ySBx54gEsuuQTw++5EQzvWFThUPvnJT3L99dczPDzMKaecwu9+97tjXaVjyrp16/jGN77BV7/61WNdFZ8jyJ49e8jlctTW1lZ8Xltby44dO45RrXyONY7j8PGPf5zTTz+defPmHevqHHWefvppTj31VEZHRwmFQtx8883MmTPnWFfrqHLTTTfx+OOPs3LlymNdFZ8jiP8MOP6pNh4X+qZav23atKlYxjAM4vH4pDJ+3x5Z9jd++n13fLN+/Xq+9a1v8fGPf5xPfepTPPLII3zkIx/BNE3e8Y53+P13HPPJT36Svr4+Zs2ahVKKXC7HF77wBd7ylrcA/r13onHcWEp97nOfQwix359HH320WP5v//ZvWbVqFXfccQdKKd7xjnfgOM4xPIPDw8G2A8D27du56KKLuPrqq3nve997jGp++DiUNjjREEJU/O04zqTPfE4crr32Wp566il+8pOfHOuqHBNmzpzJE088wUMPPcQHP/hBrrnmGlavXn2sq3XU2LJlCx/96Ef50Y9+hGVZx7o6PkcB/xlw/LK/8fhQ+s3v2yPLdMdPv++OT/L5PEuWLOFf//VfWbx4Me9///t53/vex7e+9a2Kcn7/HX/89Kc/5Uc/+hH/+7//y+OPP84PfvADvvKVr/CDH/ygopzfdycGx42l1LXXXsub3/zm/ZZpa2sr/p5KpUilUsyYMYPZs2fT3NzMQw899Ip32TjYdti+fTvnnHMOp556Kt/5zneOcO2ODgfbBicSqVQKpdQk9X/Xrl2TVhJ8Tgw+/OEP89vf/pb77ruPpqamY12dY4JhGHR1dQGwbNkyVq5cyde//nW+/e1vH+OaHR0ee+wxdu3axdKlS4uf5XI57rvvPq6//nrGxsZQSh3DGvocLvxnwPHNVONxXV0d4K7q19fXFz8v77e6ujrGx8fp6empWPXftWsXK1asOEpncOJxoPGzkEXR77vjk/r6+kmW0bNnz+aXv/wl4N97xzN/+7d/y9///d8X53zz589n06ZNXHfddVxzzTV+351gHDeWUqlUilmzZu33Z6oVjIKF1NjY2NGs8hHhYNph27ZtnH322SxZsoQbb7wRKY+b7nxZvJxr4dWOYRgsXbqUO++8s+LzO++80x98TzAcx+Haa6/lV7/6FXfffTft7e3HukrHDY7jvCqeB9PlvPPO4+mnn+aJJ54o/ixbtoy3ve1tPPHEE74g9SrCfwYcnxxoPG5vb6eurq6i38bHx7n33nuL/bZ06VJ0Xa8o89JLL/HMM8/4fXsEOdD42dHR4ffdccxpp51WFA4LvPDCC7S2tgL+vXc8Mzw8PGnuqpQin88Dft+dcBz10Oovk4cfftj5xje+4axatcrZuHGjc/fddzunn36609nZ6YyOjh7r6h01tm3b5nR1dTnnnnuus3XrVuell14q/pxIbNq0yVm1apXz+c9/3gmFQs6qVaucVatWOQMDA8e6akeMm266ydF13fnv//5vZ/Xq1c7HPvYxJxgMOhs3bjzWVTtqDAwMFPsacL72ta85q1atcjZt2nSsq3bU+OAHP+hEo1HnT3/6U8X9Pzw8fKyrdlT5h3/4B+e+++5zNmzY4Dz11FPOpz71KUdK6dxxxx3HumrHFD/73qsX/xlw/DGd8fiLX/yiE41GnV/96lfO008/7bzlLW9x6uvrnf7+/mKZD3zgA05TU5Nz1113OY8//rhz7rnnOgsXLnSy2eyxOK0Tlonjp993xy+PPPKIo2ma84UvfMFZu3at8+Mf/9gJBALOj370o2IZv/+OT6655hqnsbHR+d3vfuds2LDB+dWvfuWkUinn7/7u74pl/L47cXjFiVJPPfWUc8455ziJRMIxTdNpa2tzPvCBDzhbt2491lU7qtx4440OUPXnROKaa66p2gb33HPPsa7aEeWb3/ym09ra6hiG4SxZsqSYdvpE4Z577qna79dcc82xrtpRY6r7/8YbbzzWVTuqvPvd7y7eCzU1Nc555513wgtSjuOLUq92TvRnwPHGdMbjfD7vfPazn3Xq6uoc0zSdM88803n66acr9jMyMuJce+21TiKRcGzbdi677DJn8+bNR/lsfCaOn/9/O3doBCEMhGF0ToUqIqIQ9EYBdJI20lkcas8xcw3sAPeeTdzvPrG2u7cxRmzbFqWUWNc1eu8/7/a7pzln7PsetdZYliVaa3EcR5znef2x3f/4RLzgOjgAAAAAj/KOI0QAAAAAPIooBQAAAEA6UQoAAACAdKIUAAAAAOlEKQAAAADSiVIAAAAApBOlAAAAAEgnSgEAAACQTpQCAAAAIJ0oBQAAAEA6UQoAAACAdF81IbFxv3r/dAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata_path)\n", "plt.tight_layout();" ] }, { "cell_type": "markdown", "id": "e40c4760", "metadata": {}, "source": [ "## References\n", "\n", ":::{bibliography}\n", ":filter: docname in docnames\n", ":::" ] }, { "cell_type": "markdown", "id": "61645596", "metadata": {}, "source": [ "## Authors\n", "\n", "* Authored by Thomas Wiecki on Oct 11 2022 ([pymc-examples#429](https://github.com/pymc-devs/pymc-examples/pull/429))\n", "* Re-execute notebook by Reshama Shaikh on Feb 5, 2023\n", "* Bug fix by Chris Fonnesbeck on Jul 17, 2024\n", "* Updated to PyMC implementation by Michael Cao on Feb 13, 2025\n", "* Updated text by Chris Fonnesbeck on Feb 19, 2025" ] }, { "cell_type": "markdown", "id": "54a072fa", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 6, "id": "6d638c61", "metadata": { "execution": { "iopub.execute_input": "2024-07-18T02:13:28.722448Z", "iopub.status.busy": "2024-07-18T02:13:28.722352Z", "iopub.status.idle": "2024-07-18T02:13:28.729376Z", "shell.execute_reply": "2024-07-18T02:13:28.728969Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Wed Feb 19 2025\n", "\n", "Python implementation: CPython\n", "Python version : 3.12.9\n", "IPython version : 8.32.0\n", "\n", "xarray: 2025.1.2\n", "\n", "arviz : 0.19.0\n", "numpy : 1.26.4\n", "matplotlib : 3.10.0\n", "pymc_extras: 0.2.3\n", "pymc : 5.20.1\n", "\n", "Watermark: 2.5.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p xarray" ] }, { "cell_type": "markdown", "id": "b0b071f5", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "kernelspec": { "display_name": "default", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 5 }