{ "cells": [ { "cell_type": "markdown", "id": "36ee429a-0d11-4897-996c-687e3a05e914", "metadata": { "tags": [] }, "source": [ "## Parameter Selection for Temporal Mapper\n", "\n", "On this page, we will describe the critical parameters of `temporalmapper.TemporalMapper`, and give advice on how to select them for your data. \n", "\n", "Here's some test data:" ] }, { "cell_type": "code", "execution_count": 1, "id": "b417f886-e552-4cef-b4ab-e0727538db55", "metadata": { "execution": { "iopub.execute_input": "2026-03-10T17:53:34.198601Z", "iopub.status.busy": "2026-03-10T17:53:34.198086Z", "iopub.status.idle": "2026-03-10T17:54:11.555372Z", "shell.execute_reply": "2026-03-10T17:54:11.553695Z", "shell.execute_reply.started": "2026-03-10T17:53:34.198556Z" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import temporalmapper as tm\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import requests, io\n", "from sklearn.cluster import DBSCAN\n", "import datamapplot as dmp\n", "\n", "demo_data_file = requests.get(\"https://github.com/TutteInstitute/temporal-mapper/raw/docs/docs/data/genus1_demo.npy\")\n", "X = np.load(io.BytesIO(demo_data_file.content)) \n", "X = X[np.argsort(X[:,0])]\n", "fig, ax = plt.subplots(1,1)\n", "ax.scatter(X[:,0],X[:,1],s=0.1,c='k',alpha=0.8)\n", "ax.set_ylabel(\"Semantic space ($\\mathbb{R}^d$)\")\n", "ax.set_xlabel(\"Time\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4c81fea0-bf3d-4d05-802c-d37099a5275f", "metadata": {}, "source": [ "### Number of Time Slices: `n_slices`\n", "\n", "The parameter `n_slices` has the greatest impact on the output of Mapper, so it is important to make a reasonable choice.\n", "\n", "If we had infintely many data points, then the theory tells us that there is some maximum `M` such that for `n_slices > M`, the Mapper graph will capture all the topological features. For this reason, we want to take `n_slices` large. However with finite data, as `n_slices` is increased, the output graph will become more and more disconnected. This defines the following trade-off:\n", "\n", "As `n_slices`$ \\to$∞, the **amount of features captured increases** and the **amount of discretization artifacts increases**.\n", "\n", "To avoid having many artifacts, it is important that each time interval has enough points for the clustering to be reasonable. This gives a heuristic; if you need at least $s$ points to trust the clustering algorithm, and you have $n$ samples, then you can take `n_slices` $\\approxeq n/s$.\n", "\n", "For density-based Mapper, which is the default for `tm.TemporalMapper`, the clustering intervals get strictly larger than in default Mapper (with the same parameters), and hence you can afford to choose a larger `n_slices` then you would for Mapper." ] }, { "cell_type": "code", "execution_count": 2, "id": "fa3e64c3-1ecb-4b32-a9fc-df04dc2d6e08", "metadata": { "execution": { "iopub.execute_input": "2026-03-10T17:54:11.557216Z", "iopub.status.busy": "2026-03-10T17:54:11.556442Z", "iopub.status.idle": "2026-03-10T17:54:20.974574Z", "shell.execute_reply": "2026-03-10T17:54:20.969981Z", "shell.execute_reply.started": "2026-03-10T17:54:11.557172Z" }, "jupyter": { "source_hidden": true }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "checkpoint_numbers = [10,25,50,100]\n", "\n", "fig, axes = plt.subplots(1,len(checkpoint_numbers))\n", "fig.set_figwidth(11)\n", "fig.set_figheight(4)\n", "fig.dpi = 200\n", "axes = axes.reshape(len(checkpoint_numbers))\n", "clusterer = DBSCAN()\n", "j = 0\n", "for k in range(len(checkpoint_numbers)):\n", " TM = tm.TemporalMapper(\n", " clusterer = clusterer,\n", " n_slices = checkpoint_numbers[k],\n", " n_neighbors = 100,\n", " kernel=tm.kernels.square,\n", " )\n", " TM.fit(X, time_index=0)\n", " ax = TM.temporal_plot(ax=axes[k], layout='semantic', cluster_labels={})\n", " xmin,xmax=axes[k].get_xlim()\n", " ymin,ymax=axes[k].get_ylim()\n", " axes[k].text(xmin+0.1,ymin+0.1,fr'$n$={TM.n_slices}, $g$={TM.overlap}, $k$={50}')\n", " if k%4==3:\n", " j+=1\n", "plt.subplots_adjust(wspace=0, hspace=0)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "10d33e2f-090a-4fad-aa70-ea2509be3d7f", "metadata": {}, "source": [ "### Choice of Open Cover: `slice_method`\n", "\n", "The next most impactful choice is the method used to choose the time-intervals used in Mapper. Temporal Mapper includes two natural choices, `slice_method='time'` and `slice_method='data'`. Using `time`, the intervals are evenly spaced in time, and using `data`, the intervals have even amounts of data in them. Using `time` is generally fine, but if your data is very unevenly distributed in time, then using `data` can provide more consistent results.\n", "\n", "Using a sliceograph, we can compare the covers generated by each choice. (Our test data is fairly time-uniform, so the difference is subtle.)" ] }, { "cell_type": "code", "execution_count": 3, "id": "69a5ff71-05cf-4d09-a3ea-86e529dad23c", "metadata": { "execution": { "iopub.execute_input": "2026-03-10T17:54:20.977157Z", "iopub.status.busy": "2026-03-10T17:54:20.976561Z", "iopub.status.idle": "2026-03-10T17:54:26.129258Z", "shell.execute_reply": "2026-03-10T17:54:26.125204Z", "shell.execute_reply.started": "2026-03-10T17:54:20.977100Z" }, "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1,ax2) = plt.subplots(1,2,figsize=(12,4))\n", "mapper_time = tm.TemporalMapper(\n", " clusterer = clusterer,\n", " n_slices = 25,\n", " n_neighbors = 100,\n", " slice_method='time',\n", " kernel=tm.kernels.square,\n", ")\n", "mapper_time.fit(X, time_index=0)\n", "tm.plotting.view_gomic(mapper_time, ax=ax1)\n", "ax1.set_title(\"slice_method='time'\")\n", "\n", "mapper_time = tm.TemporalMapper(\n", " clusterer = clusterer,\n", " n_slices = 25,\n", " n_neighbors = 100,\n", " slice_method='data',\n", " kernel=tm.kernels.square,\n", ")\n", "mapper_time.fit(X, time_index=0)\n", "ax2.set_title(\"slice_method='data'\")\n", "tm.plotting.view_gomic(mapper_time, ax=ax2)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "766d3825-b9b7-43d1-98c6-ed0127305edc", "metadata": {}, "source": [ "### Choice of Clustering Algorithm: `clusterer`\n", "\n", "For the most part, your choice of clustering algorithm for Temporal-Mapper is informed by the same trade-offs as any clustering problem. For this purpose, the [Scikit-Learn documentation](https://scikit-learn.org/stable/modules/clustering.html) provides a good overview. However, there is one extra thing to note for Temporal Mapper: in Mapper, the clustering algorithm's purpose is to determine the number of connected components of each slice of the data. Therefore, it is epistemologically backwards to use a clustering algorithm that requires an a-priori choice of number of clusters, such as k-means. Instead, choose something like DBSCAN, which has variable number of clusters." ] }, { "cell_type": "markdown", "id": "bf3de0b0-8b07-4930-8e11-b0b1e50a80c9", "metadata": {}, "source": [ "### Number of Nearest-Neighbours: `n_neighbors`\n", "The parameter `n_neighbors`, or $k$, is the number of neighbours used in the approximation of the temporal density. As $k$ and the number of samples grows, the approximation improves. However, for finite sample sizes, increasing $k$ will average the temporal density as a function of the semantic-space co-ordinates; in the extreme, if $k>$ `n_samples`, the temporal density will be constant. Moreover, the $k$ nearest-neighbours computation is one of the computation bottlenecks in DBMapper, and therefore increasing $k$ has a noticable performance cost on large datasets.\n", "\n", "If your dataset is large (100k+), then we suggest taking $k$ as large as your computational budget allows. If your dataset is very small, then taking large $k$ is likely to over-average the temporal density. In this case, start with $k$ around 50-100." ] }, { "cell_type": "code", "execution_count": 4, "id": "9b87749e-9664-48dc-81b3-36d6bcaab7e7", "metadata": { "execution": { "iopub.execute_input": "2026-03-10T17:54:26.133283Z", "iopub.status.busy": "2026-03-10T17:54:26.132360Z", "iopub.status.idle": "2026-03-10T17:54:31.138622Z", "shell.execute_reply": "2026-03-10T17:54:31.132868Z", "shell.execute_reply.started": "2026-03-10T17:54:26.133194Z" }, "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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oUaPcZxYeHl7GUDsbAwYMQFVVt1uvEILZs2fTu3dvfH193f2OHz/OsGHDCAwMxNvbm5CQEDp37gyU/7yNRiMRERHndV1hYWHlwhZKXegriu0+Fx9++CF79uyhatWqtG7dmjFjxlyUsXsmznU/Xc6xSg3JoUOHlrvfp0yZgs1mO+N9Wjp3p3/PAwMDyywIXIg8pdSsWbOcnqpduzZAGT1TUb6AM322FemZN998k+zsbGrXrk2jRo144YUXZGksiURyQyNjqCUSyQ2HrusoisKiRYsqzD7r7e1d5vWZMtSeqV2ckrjpTJwp6+/5ZgM+fdcI4MiRI3Tr1o26devyySefULVqVcxmM3/++SeffvrpBWfoPV9Kxx0yZAhDhw6tsE9pzHEp5zN3H3/8McOGDWP+/PksXbqU0aNHu2PQz8cwPJ369evTokULfvzxRx544AF+/PFHzGbzVSuBVdFndibCwsLo2LEjs2bN4tVXX2XDhg0cP36cDz74wN1H0zRuueUWMjMzeemll6hbty5eXl4kJiYybNiwcp+3xWIps5N+qZzpXq2oRNLAgQPp2LEj8+bNY+nSpYwbN44PPviAX3/9ld69e1+yLJfyXbzQsUrnddy4cTRt2rTCvqfrkEvhcl7bhVLRPdupUyeOHDni/l5OmTKFTz/9lK+//pqRI0decZkkEonk34Y0qCUSyXXLmR74o6OjEUIQFRXl3sG50hw+fLjMbk9MTAy6rruzK0dGRqLrOocPH3bvFoEriVB2dvZ51bFduHAhNpuNBQsWlNnVOt2F/XwplenIkSNldrVOr1lcmgFc0zS6d+9+Uec6E40aNaJRo0a8/vrrrFu3jptuuomvv/6at99+u8L+51qQeOCBB3j22WdJTk5mxowZ9OnT54w7g+ei9DM5ePAgNWrUcLfb7XaOHj16yXMxaNAgRo0axcGDB5k5cyaenp707dvX/f7u3bs5dOgQ06ZN44EHHnC3X2q25cjISJYtW0ZeXl6ZXeoDBw6434eTO6WnZzQ/0w52lSpVGDVqFKNGjSItLY3mzZvzzjvvXBaD+mpS6rHh6+t7wZ9x6dzFxMSU0QcZGRkXtZt+KjExMQghynwHDh06BFBGz1RUc/z0z/ZcBAYGMnz4cIYPH05+fj6dOnVizJgx0qCWSCQ3JNLlWyKRXLd4eXkB5R/477rrLgwGA2PHji23yyOEICMj47LL8tVXX5V5/cUXXwC4jYlbb70VcGWUPpVPPvkEoMLM2qdTupN16jXl5OQwderUi5K5VLbPP/+8TPvpMhoMBu6++27mzp3Lnj17yo1zphI/ZyM3Nxen01mmrVGjRqiqWq6M2Kmc6TMv5Z577kFRFJ566iliY2MZMmTIBctWSvfu3TGbzXz++edl5vzbb78lJyfnvD6zs3H33XdjMBj4+eefmT17Nrfddpv7+qDiz1sIwfjx4y/pvLfeeiuapvHll1+Waf/0009RFMV9X/j6+hIcHMyqVavK9JswYUKZ15qmlXOBrlSpEmFhYWf9LP+ttGjRgujoaD766CPy8/PLvX+2+71bt24YjcZypexOn+uLISkpqUw1gNzcXKZPn07Tpk0JDQ0FXJ/tpk2bWL9+vbtfQUEBkyZNonr16tSvX/+c5zldP3p7e1OzZs3/5GcpkUgklwO5Qy2RSK5bWrRoAcBrr73G4MGDMZlM9O3bl+joaN5++21eeeUV4uLiuOOOO/Dx8eHo0aPMmzePhx9+mOeff/6yynL06FH69etHr169WL9+vbsUVZMmTQBo0qQJQ4cOZdKkSWRnZ9O5c2c2bdrEtGnTuOOOO+jates5z9GjRw/MZjN9+/blkUceIT8/n8mTJ1OpUiWSk5MvWOamTZtyzz33MGHCBHJycmjfvj1///13hTV533//fVasWEGbNm146KGHqF+/PpmZmWzbto1ly5aRmZl5Qedevnw5TzzxBAMGDKB27do4nU5++OEHt/F+NpkNBgMffPABOTk5WCwWd11ucO2m9+rVi9mzZ+Pv739JRm9ISAivvPIKY8eOpVevXvTr14+DBw8yYcIEWrVqdUnGOriMzq5du/LJJ5+Ql5fHoEGDyrxft25doqOjef7550lMTMTX15e5c+de8k5n37596dq1K6+99hpxcXE0adKEpUuXMn/+fJ5++ukyMfUjR47k/fffZ+TIkbRs2ZJVq1a5d0VLycvLIyIigv79+9OkSRO8vb1ZtmwZmzdv5uOPP74kWa8FqqoyZcoUevfuTYMGDRg+fDjh4eEkJiayYsUKfH19WbhwYYXHVq5cmaeeeoqPP/7YrQ927tzJokWLCA4OPu+Qj4qoXbs2I0aMYPPmzVSuXJnvvvuO1NTUMgtqL7/8Mj///DO9e/dm9OjRBAYGMm3aNI4ePcrcuXPPKySgfv36dOnShRYtWhAYGMiWLVvcJdEkEonkhuQqZxWXSCSSq8pbb70lwsPDhaqq5UpozZ07V3To0EF4eXkJLy8vUbduXfH444+LgwcPuvt07txZNGjQoNy4kZGRFZaOAcqUByott7Rv3z7Rv39/4ePjIwICAsQTTzwhioqKyhzrcDjE2LFjRVRUlDCZTKJq1arilVdeEcXFxed1biGEWLBggWjcuLGwWq2ievXq4oMPPhDfffdduWs/n7JZQghRVFQkRo8eLYKCgoSXl5fo27eviI+PL1cWSQghUlNTxeOPPy6qVq0qTCaTCA0NFd26dROTJk1y9yktx3N6OazTSzDFxsaKBx98UERHRwur1SoCAwNF165dxbJly8rNxamlhoQQYvLkyaJGjRrCYDBUWEJr1qxZAhAPP/zwOa+/lIrKZpXy5Zdfirp16wqTySQqV64sHnvsMZGVlVWmz5nuo3MxefJkAQgfH59y94sQQuzbt090795deHt7i+DgYPHQQw+JnTt3litnNXToUOHl5VXhOU4vmyWEq5TSM888I8LCwoTJZBK1atUS48aNK1O+SQhXqagRI0YIPz8/4ePjIwYOHCjS0tLK3B82m0288MILokmTJsLHx0d4eXmJJk2aiAkTJlzwfJxO6X0zbty4cu9VdI+ejfO9N0vZvn27uOuuu0RQUJCwWCwiMjJSDBw4UPz999/uPqeXzRJCCKfTKf73v/+J0NBQ4eHhIW6++Waxf/9+ERQUJB599NFyx27evLlCOU+9r0t1wpIlS0Tjxo2FxWIRdevWrbDs3JEjR0T//v2Fv7+/sFqtonXr1uL3338/r7kQQoi3335btG7dWvj7+wsPDw9Rt25d8c477wi73X7GuZVIJJLrGUWIq5DVQiKRSG5QxowZw9ixY0lPTyc4OPhaiyMB5s+fzx133MGqVavcJZEkkmtJdnY2AQEBvP3227z22mvXWhyJRCKRXAAyhloikUgkNxSTJ0+mRo0aZWrxSiRXi6KionJtpXkJunTpcnWFkUgkEsklI2OoJRKJRHJD8Msvv7Br1y7++OMPxo8ff0nxqpL/Dna7/Zwx/H5+fhdU1uxSmDlzJt9//z233nor3t7erFmzhp9//pkePXpw0003XRUZJBKJRHL5kDvUkstOly5dLnqVvUuXLjRs2PCc/VauXImiKMyZM+eiziORSG487rnnHr744gtGjBjBqFGjrvj5pC78d7Bu3TqqVKly1p+ZM2deNXkaN26M0Wjkww8/5Omnn2b16tU89dRTzJ0796rJIJH8G5A6UnK9IA1qieQaM3PmTIYMGUKtWrVQFOWs/1xsNhsvvfQSYWFheHh40KZNm0uuOSu5sowZMwYhhIyf/hcghCAvL48pU6ZgNEoHrX8bV0oXFhcX06BBA8xmM/7+/tx+++0sWLCAv/76y/3Ts2fPK3RV5WnevDnLli3jxIkT2O124uPj+eyzz/D29r5qMkgkkv8e1atXR1GUcj+PPvpoub7Z2dk8/PDDhISE4OXlRdeuXdm2bVuF4y5YsIDmzZtjtVqpVq0ab7zxRrmylZKzI58oJJedpUuXXmsR/lNMnDiRrVu30qpVq3PWPx42bBhz5szh6aefplatWm63wRUrVsh4UInkX4bUhRfGldCFO3bs4M4776RevXqMHz+ehIQEPvroI2w2G4sWLbrSlySRSM6C1JEXTtOmTXnuuefKtNWuXbvMa13X6dOnDzt37uSFF14gODiYCRMm0KVLF7Zu3UqtWrXcfRctWsQdd9xBly5d+OKLL9i9ezdvv/02aWlpTJw48apc0/WANKgllx2z2XytRbhsFBQU4OXldUXP8cMPPxAeHo6qqmd1X9q0aRO//PIL48aNc9dIfuCBB2jYsCEvvvgi69atu6JySiSSC0PqwgvjSujCV199lYCAAFauXImvry/g2uV56KGHWLp0KT169Lii1ySRSM6M1JEXTnh4OEOGDDlrnzlz5rBu3Tpmz55N//79ARg4cCC1a9fmjTfeYMaMGe6+zz//PI0bN2bp0qVuzy1fX1/effddnnrqKerWrXvlLuY6Qrp8/0cZM2YMiqIQExPDsGHD8Pf3x8/Pj+HDh1NYWHje4wwbNgxvb28SExO544478Pb2JiQkhOeffx5N08r01XWdzz77jAYNGmC1WqlcuTKPPPIIWVlZZfpVFBNz7Ngx+vXrh5eXF5UqVeKZZ55hyZIlKIrCypUry8m1b98+unbtiqenJ+Hh4Xz44YcVyq9pGq+++iqhoaF4eXnRr18/4uPjy/WbPXs2LVq0wMPDg+DgYIYMGUJiYmKFc3HkyBFuvfVWfHx8uO+++wA4fPgwd999N6GhoVitViIiIhg8eDA5OTnnmuJzUrVqVVT13F/FOXPmYDAYePjhh91tVquVESNGsH79+gqvWyK53pG60IXUheV1YW5uLn/99RdDhgxxG9PgMr69vb2ZNWvWJcsskfzbkTrSxfWgI0ux2+0UFBSc8f05c+ZQuXJl7rrrLndbSEgIAwcOZP78+dhsNsA1d/v27ePhhx8uEwY1atQohBAy7vwCkDvU/3EGDhxIVFQU7733Htu2bWPKlClUqlSJDz744LzH0DSNnj170qZNGz766COWLVvGxx9/THR0NI899pi73yOPPML333/P8OHDGT16NEePHuXLL79k+/btrF27FpPJVOH4BQUF3HzzzSQnJ/PUU08RGhrKjBkzWLFiRYX9s7Ky6NWrF3fddRcDBw5kzpw5vPTSSzRq1IjevXuX6fvOO++gKAovvfQSaWlpfPbZZ3Tv3p0dO3a4M7aWytyqVSvee+89UlNTGT9+PGvXrmX79u34+/u7x3M6nfTs2ZMOHTrw0Ucf4enpid1up2fPnthsNp588klCQ0NJTEzk999/Jzs7Gz8/PwBycnJwOBznnG+r1XpRsXLbt2+ndu3aZR4MAVq3bg24XBurVq16weNKJNcDUhdKXXi6Lty9ezdOp5OWLVuW6Wc2m2natCnbt2+/4HNLJP9VpI68PnTk8uXL8fT0RNM0IiMjeeaZZ3jqqafK9Nm+fTvNmzcvt0DZunVrJk2axKFDh2jUqJFbB56uI8PCwoiIiJA68kIQkv8kb7zxhgDEgw8+WKb9zjvvFEFBQec9ztChQwUg3nzzzTLtzZo1Ey1atHC/Xr16tQDETz/9VKbf4sWLy7V37txZdO7c2f36448/FoD47bff3G1FRUWibt26AhArVqwocywgpk+f7m6z2WwiNDRU3H333e62FStWCECEh4eL3Nxcd/usWbMEIMaPHy+EEMJut4tKlSqJhg0biqKiIne/33//XQDi//7v/8rNxcsvv1zmGrdv3y4AMXv27Ion8TTZz/UzdOjQM47RoEGDMnN3+ns333xzufa9e/cKQHz99ddnlU8iuR6RulDqwlJO14WzZ88WgFi1alW5vgMGDBChoaFnvQ6J5HpA6sjrR0f27dtXfPDBB+K3334T3377rejYsaMAxIsvvlimn5eXV7nPWwgh/vjjDwGIxYsXCyGEGDdunADE8ePHy/Vt1aqVaNu27VmvQ3ISuUP9H+f0zH4dO3Zk3rx55Obmllu9v9BxfvjhB/fr2bNn4+fnxy233MKJEyfc7S1atMDb25sVK1Zw7733Vjj24sWLCQ8Pp1+/fu42q9XKQw89VC6xAoC3t3eZ+BCz2Uzr1q2JjY0t1/eBBx7Ax8fH/bp///5UqVKFP//8k9GjR7NlyxbS0tIYM2YMVqvV3a9Pnz7UrVuXP/74g7Fjx5YZ89RVVsC9orhkyRJuvfVWPD09K7zOjz/+uJw7U0WEhYWds09FFBUVYbFYyrWXXldRUdFFjSuRXA9IXSh14em6sPT3mfpKnSm5kZA68r+vIxcsWFDm9fDhw+nduzeffPIJTz75JBEREcDl05G5ubnnlFHiQhrU/3GqVatW5nVAQADgcoM5XwVptVoJCQkpN86pX/bDhw+Tk5NDpUqVKhwjLS3tjOMfO3aM6OhoFEUp016zZs0K+0dERJTrGxAQwK5du8r1PTVTIYCiKNSsWZO4uDj3uQHq1KlT7ti6deuyZs2aMm1Go9GtkEqJiori2Wef5ZNPPuGnn36iY8eO9OvXjyFDhriVJ7j+WVxJPDw83HEvp1JcXOx+XyK5UZG6UOrC03Vh6e8z9ZU6U3IjIXXk9acjFUVxx5ivXLnSvbggdeTVRxrU/3EMBkOF7UKISx7jVHRdp1KlSvz0008Vvn+6gr0ULsc1XSwWi6XCpDgff/wxw4YNY/78+SxdupTRo0fz3nvvsWHDBrdCzczMxG63n/McHh4eZRTr+VKlSpVyiTEAkpOTgYvf7ZFIrgekLry8XA+6sEqVKmXaT+8rdabkRkLqyMvLv0VHlubOyczMdLdVqVLljHoPKtaRp+fgSU5OduelkJwbaVBLzovo6GiWLVvGTTfddMErVpGRkezbtw8hRJmVxJiYmEuW6/Dhw2VeCyGIiYmhcePG7nMDHDx4kJtvvrlM34MHD7rfPx8aNWpEo0aNeP3111m3bh033XQTX3/9NW+//TYAd911F//88885xxk6dCjff//9eZ+3lKZNm7JixYpy7lkbN250vy+RSK4sUhf+d3Rhw4YNMRqNbNmyhYEDB7r72e12duzYUaZNIpFcHqSOvLo6stS9/dSFiqZNm7J69Wp0XS9j9G/cuBFPT0933epSXblly5YyxnNSUhIJCQllKilIzo4smyU5LwYOHIimabz11lvl3nM6nWRnZ5/x2J49e5KYmFgm9qO4uJjJkydfslzTp08nLy/P/XrOnDkkJye7szu2bNmSSpUq8fXXX5dxaVm0aBH79++nT58+5zxHbm4uTqezTFujRo1QVbXMmB9//DF//fXXOX9efPHFi7rW/v37o2kakyZNcrfZbDamTp1KmzZtZIZvieQqIHXhf0cX+vn50b17d3788ccyc/PDDz+Qn5/PgAEDLur8EonkzEgdeWV0ZGZmZrnyZA6Hg/fffx+z2UzXrl3d7f379yc1NZVff/3V3XbixAlmz55N37593THTDRo0oG7dukyaNKnM2BMnTkRRFHcNa8m5kTvUkvOic+fOPPLII7z33nvs2LGDHj16YDKZOHz4MLNnz2b8+PFn/OI98sgjfPnll9xzzz089dRTVKlShZ9++smdHOH0+JcLITAwkA4dOjB8+HBSU1P57LPPqFmzJg899BAAJpOJDz74gOHDh9O5c2fuuecedxmE6tWr88wzz5zzHMuXL+eJJ55gwIAB1K5dG6fTyQ8//IDBYODuu+9297vYmJhVq1axatUqANLT0ykoKHCvYnbq1IlOnToB0KZNGwYMGMArr7xCWloaNWvWZNq0acTFxfHtt99e1LklEsmFIXXhf0sXvvPOO7Rv357OnTvz8MMPk5CQwMcff0yPHj3o1avXRckpkUjOjNSRV0ZHLliwgLfffpv+/fsTFRVFZmYmM2bMYM+ePbz77ruEhoa6+/bv35+2bdsyfPhw9u3bR3BwMBMmTEDTtHKJ1caNG0e/fv3o0aMHgwcPZs+ePXz55ZeMHDmSevXqXbCcNyzXJrm45FIpLYOQnp5epn3q1KkCEEePHj2vcYYOHSq8vLzOOP7pTJo0SbRo0UJ4eHgIHx8f0ahRI/Hiiy+KpKQkd5/TyyAIIURsbKzo06eP8PDwECEhIeK5554Tc+fOFYDYsGFDmWMbNGhQoZyRkZHu16VlEH7++WfxyiuviEqVKgkPDw/Rp08fcezYsXLHz5w5UzRr1kxYLBYRGBgo7rvvPpGQkHBecxEbGysefPBBER0dLaxWqwgMDBRdu3YVy5YtK9f3Yiid64p+3njjjTJ9i4qKxPPPPy9CQ0OFxWIRrVq1cpc/kEhuRKQulLrwXLpw9erVon379sJqtYqQkBDx+OOPlymfI5Fcz0gdeX3oyC1btoi+ffuK8PBwYTabhbe3t+jQoYOYNWtWhf0zMzPFiBEjRFBQkPD09BSdO3cWmzdvrrDvvHnzRNOmTYXFYhERERHi9ddfF3a7/ZJlvpFQhLgKkfsSSQV89tlnPPPMMyQkJBAeHn6txZFIJJJrgtSFEolEcmakjpT825EGteSqUFRUVCY5RXFxMc2aNUPTNA4dOnQNJZNIJJKrh9SFEolEcmakjpT8F5Ex1NcpOTk57oLtZ+LUeIsrzV133UW1atVo2rQpOTk5/Pjjjxw4cOCMZRUkEonkciB1oUQikZwZqSMlkktH7lBfpwwbNoxp06adtc/V/Og/++wzpkyZQlxcHJqmUb9+fV588UUGDRp01WSQSCQ3HlIXSiQSyZmROlIiuXSkQX2dsm/fPpKSks7ap3v37ldJGolEIrk2SF0okUgkZ0bqSInk0pEGtUQikUgkEolEIpFIJBfBvzqGWtd1kpKS8PHxuaTacxKJ5MZFCEFeXh5hYWGoqnqtxblsSP0okUguletVP4LUkRKJ5NK4EP34rzaok5KSqFq16rUWQyKRXAfEx8cTERFxrcW4bEj9KJFILhfXm34EqSMlEsnl4Xz047/aoPbx8QFcF+Lr63uNpZFIJP9FcnNzqVq1qlufXC9I/SiRSC6V61U/gtSREonk0rgQ/fivNqhLXXR8fX2lMpRIJJfE9ebyJ/WjRCK5XFxv+hGkjpRIJJeH89GP11fAjEQikUgkEolEIpFIJFcJaVBLJBKJRCKRSCQSiURyEUiDWiKRSCQSiUQikUgkkotAGtQSiUQikUgkEolEIpFcBNKglkgkEolEIpFIJBKJ5CKQBrVEIpFIJBKJRCKRSCQXgTSoJRKJRCKRSCQSiUQiuQikQS2RSCQSiUQikUgkEslFIA1qiUQikUgkEolEIpFILgJpUEv+UxQ5HBQ6HNdaDIlEIvnXoQmNAmfBtRZDIpFI/nUIIcgsLEIIca1FkVyHSINa8p/heE42rb/7mpZTJnDgRPp5HZNfYGP+kh3ExWdcYekkEonk2uHUnfzfnrGM2jaa1elrz+sYXegsS9nG1szDV1g6iUQiuba8vmwZrSZO5LW//jpvo3r98ePM378fTdevsHSS/zrGay2ARHK+HDiRTr7dDkDvX6bTvXoNvr71dtYdOY4mdG6KjsRkMJQ5ZvyUv1m8Yi/eXmbGPNuX+nXC8PG2XgvxJRKJ5IpRpBWRUJSIisa0Y5OZnzSHDxt/zPHCeFKK02joVx9vo1eZY/5M2sxHB2YjBLza4B4a+lUn3DPoGl2BRCKRXDnWH48HYObuPfy6dx9Lhg3FaDCwLSmJ5mFhhPv6lukfk5HBkDlzADiWnU2XqCgah4Zedbkl/w2kQS351zJ1+zY+XLOaIU2a8nS7dry19W8w6wgHKAZYGX+Uz/5ex6R1m0GBHnWi+WJQvzJjeFhNADjtOi+MnUtkRCA/TBhxLS5HIpFILhux+fv4/ugHhFqr8nD0G8xN+BYvQzFOYQJ0ch0ZrM9Yz8Qj3yKEgo/RjwktPkJVTjqmeRjMJX8pvLV3JmbVyKybXiLY4ndNrkkikUguB+kFBQz8+RfsTo1fBg/in6NHOZaVjaqADjh0nZ937Wbqtm04dR0FWD7iQar5+7vHMBsMGBQFTRd8sX4D49etZ8qdd9C1Ro1rdVmSfzHSoJb8a5m1Zw82TWPO3j30q1+H44U5KFYBZsAk0IXGhrjjCAUUBf46dIR1++PQdUHM4VQ27z7Gk/d2pm2LGsxdsI1NO+I4kVtATl4Rfj4e1/ryJBKJ5KLZmb2WYr2QuMKDZDnS2ZO7EU+jhl1zYjaAEHAodycGdIwGcIhMtmRuw6E7URQr8xOW0zesC+ObP8aa9P38fPwfwEZ8Qao0qCUSyX+a9ceOczw7x/V3/HF+3LEDAL3U01uBo1lZOEtcuQUwYcNGmoeHUyPAn8/WradFeBi/338/mxMS+L+/l4OAnckp0qCWVIgi/sXR+bm5ufj5+ZGTk4Pvaa4Ykuubj35fxbcbt+Bd2YORbVugGuDT3WsoFHbQQDELKFBRs42oDgVhAkOewCNbBU1gtIFugNrhwXz+9F0oGrz40Tz2H0sjOMibqW/eR0iA97W+TMlV4HrVI9frdUnOzb6c9cw8/gG68KCZfydqelVhUdoy0u2pKEIgFAMgQNPI1jzxMjrRhSDT4Q0oaLoFRbFhwMwXzd/BqJj4+sivrD2xAYNi4H/1R9E0oO61vkzJVeB61iPX87VJzkxcVjb9vv+RIs1B66oR9K1ThyUxh1kVd+xkJ8WVREoXrr9LmhCA1Wik2OkE4JeBA6gVHMz8fQd4a8UKBPDMTe15ol3bq3tRkmvChegQaVBL/jUs3LSPrbGJjLylNaOnLeBgSjp6OBRZNBSbiqFIQTdpGApVFKuOcCg4/DSMuSaEWWDOULDkKqALVKeC3UegG8HgVKgW7E9+TC6FmhOhKigqvDmyN73b1rvWly25wlyveuR6vS5JxaQX7SImdx7Rvv3YnLWezZlL8FYL8TLY0YRKusMXhw5+hmJ0xYCug65AWrEvXmYHQhMk2AMBBUUYSwxqHQ0jJsWEl6Eyx4vS0YWCqkD3Su14svZ91/qyJVeY61mPXM/XJilLcm4eX63dQJOwKpiNBp77YzEgMKgKmhAIcBvOpai43L9PbzeqqmvnusQ6UoDu0TX4KybW3Sc6MICFQ+/HYpSOvtczF6JD5J0g+VcwfelmPv5zDQL4bdc+HJqOI0TB7uEAAd6BeZiMOsIJBXG+GA06mq+GYlZwqhqqTcXu71KaJn8DtnwnmgVMOS5NeTw1G4uuu3zDFZeeXLrpoDSoJRLJv57Uot0sT3wcgZ3k/MU4hJ06ZgMOFIqEBQ+liABLIRHGDOKdgRgU8KCYZM0Pi4dGsTDhbbThFAq+Ric5mpUcpwWnMIAAm+4g15GCioooebpcc2KbNKglEsm/nqzCIu6eNoP0gkJ+2bnnpIGsgKafYhWLU37jWnCEk69LUUTZNgFljGkFiM3M4lh2NrWDgy/z1Uj+q0iDWnJN0HSdIpsDbw8LAJ/PWg0egFHBoesIFSzehXj5FNO/xmb22quQqflwPCMQvaqNsPBU0gt9EPkWfD3yqRuQyqaDdbFVFtg1gVbNiVqkACpqoYpFNaDnCYTqsqkNikKDRmHsS06jfpVK13QuJBKJ5FSEENj0fKwGHwBWJo/FIRwYFQA7JkXHx1SAQxjwEScwGQTeqgNvRcOhqNQwFpCvK6gOnRQg2pRJgjOQmn6pxNgqY1QdgI5NM1Ggm/E1OkjXvTAqGhoKTt3IzZVbsj1rL03966MoylmklUgkkqtLvs2Gh8mEQVV5668VpOcXAmAwuHakgZMG9MlfnI9PrkPTyxjepceLkjEF0DK8CgfTThDp7y93qSWArEMtuQY4nBqDx/xI59ETGPfzCgA8PcwoNvASKiaDilB1alVNYXCDDXSrvJ+egXvxMNjxsNhpEJlAw+BkwrxzGNZwHSOarOKmyMP4V8rG4O1AN2uoZg38nNirOtE8BA6bjt0fnJ5g91OwBat89M9aBkyeQUpOnlu2w8fTWbUlBl3/10ZCSCSS65y/kj9n/MGB/HD0eTThxNsYilOoFOsG/IyBGNDwUYqpbsok3FxIuKEIb0XDpECksZAwgxlPBVpbsunnHUOUJZOGHscIMebjqdowKE6sqhNfUzGVLHmYVQf+pkLMBg2rQcfT6GBp6mre3v8VGzN3uOXKtOWwMm0rBc7iazc5Eonkhmb+rv20+HACHT+bTGpePvUqh7isXAGNQyufYggrJ/8+bde5TNvpP5T9rYgSQ1y4DGtFKOxJTueZhYv46J+17uGKHU7+2HuQhJJkaJIbC7msIrnq5BXaiE3OAOCX5Tvo3bYeeXY7Bg2KCzXsHgomTw2HEdITAjA21KnjkUqP4N2spD7RPqmoikKjwAQiPLJwomIXZgID8nH4QHVzGpn53gR65JOje5GUXAXdT0PNM+L00TCadByKAeyumtUC0HXB3xsOMObrxWiaztNDujC4d4trOEsSieRG5XD+RpzCwPHCA+zJXkmuPQEjOiBwOBMxKQo+qg0zYFBc/8h9FBUFBX9VRVEUwowG7OjYXElsseJEVxRqmVM4YKuEMCroQqVAs6IA+YqKQdFx6CoVrScezjvOW/u+Jd2WTbugRvxfg5FXb0IkEomkhLWxcQBkFBQybtlqLGaXKaMAu5NTXQZwaQNl/bqVU7J8n3Xb5BRPcfdvobjfc4rS7OCujonZubyx6G9WHYkj0NODtU8/jEGVe5Y3EtKgllx1An09ub1DA+av3oNZU/i/L/7AYlApMuloJjAUgm4zkp4awKGMauR7KNxWdQ91LanUCMskVzOT4gxkX34VMvI98fcqZt3xKAqKTQR6FtAjdC8NvZIpFmY+P3ozt7TcTqBXLn/va0qm2YLTIigqtGAqFLzR4hb8PazMXrydz75fgXCVrUb/9+bqk0gk1zmdKz3IgsTxOITCouQfiLJ64NQNOIRKvrCiCwW7MGJUNFQhUBUFo6JiQMWoGEpGUTEgMCgqBl3HUOKrKITAU7VjVFUynV4o6DgwoZQ8GApAx4ABnV6hXanjXYNDecd4ZvvHrgQ+KFI/SiSSa8ZjHdry14EjFDoc/BNzlFqVgtyGsqad4u5dxp5VSq3is45dpos41Rg/aYErwnWeTlGRDGzUkCKHg36TfyDPZnf1lvrxhkQun0iuOlm5hWTkF+LlbUE4BElpOfRuXg/NW6BbBcIATi+F3MN+OHWVbYU1iLWFYBcqCrA5KxIvg51dKeFM2NmdH3e0Z01sfeJTg2kSmIDJACZFJ1+3cEvYfrpH7qZeQDLdmu3Ey78Yu8OAEKBkqbz12wqGTZlDQUExii5QHfDS8O4M6tX8Wk+TRCK5AXHqGluzMkgqrolTmCjQcsnSwgB/nMJlVDtRydVN5OhmXNHQgmJdQxMCu+5ERcUhBMVCxyF07IATl8t4vrCiCSM23YgQ4MSIQ5x8FNBPeR5dlLKSp3a8QbY9FxCoCG4Nbc/zdWWyMolEcm3YdDQef7MFi8FAbrGNrceTaBJWuYytXNYwPu13yd9KqQt36c8ZXL4RSkk6cNy/FQ3Wxhzjtsk/sPFYPMUOJ+jQMiKc2cPvkbvTNyBX9BOfOHEijRs3xtfXF19fX9q1a8eiRYuu5Ckl/wHemrqEVXtjybPbsHlCdn1YZYhHNLHjjLSjeehoZh2H2aXRvCzFrMquzbq8msyJb8rvR1ryR2ID0mJD0HItxCZXQXeoCKGwKaEGW3Or8c7m28hxeLEhPhpdV0nV/PC32vEjH6dTBZsKDrD56ezNT2X9rqMuharpxMWk8/OcTTgcGrou2Ls/kbx8GTMoubxI/SipiCUpK1mU8hc5zjxO2KzE5QezIVOQ7KjCCYcPuU4LRZqRTM2HHM3KUZsfdgG5Qidbd5KgOckVxcRrOqm6gg1cNVeFTobuhR0zOZoHRbqJIs2MJhQ0oeAQBhy6go6CEMJlbOsK2XYH607sRFVAVaBIK2LW8b/ItOcCEFeQTGpx5jWdM8n1h9SPkorYk5jCGwv/JjknH5tdQ9HAqhgQmjhpJJfGO1cYN62UM6zL/X2Ka3cZdFB0QHP9Fi53Hpbui8Hp1FGAwmI7P2/cyd7EVABScvI4mJx+Wa5d8u/mirp8R0RE8P7771OrVi2EEEybNo3bb7+d7du306BBgyt5asm/jOOpWSzZeIBbWtchyM+rxB1HoaCKji1Y56glES9PB54+gkI/C44UT9RKNjw8izEaBRnFXqwurEN2lhdF2RZ2FFVHsRkxFgMOgRqkYhUW0pP8WRIfjIIgbnVl7Bg46gykhfdxgv0LickIBaGiqAJnkIaOSoGusXtHCiqgojDv920gBHv2xFM1PIjZ8zYTWtmPn757GINBrjpKLg9SP0pKyXcU82v8Bur5ReBj8kYTKgahk233pEg3oepFxBXaKNZDSDT4U9mcQxwKGQ5P2vrEcqQglDqmFIIMxRSg4qEXkatbQFFI0nyoYigi1lGDWLtCttMTp24gV7MiAKOqY9ddjwIO3YResl/j1FXswogmVJalbkRRXLvX/6RtRxOCdSf2cUd4J76ImY1RMTC51SuEecgSMpLLg9SPklJ0XTB3024MBpVm1cNcGbeFq2ILQLFDY1dSGlBi6JZsOZe6gYvSbN+lP6fGVZe8520yk293nNyJLumjCBA6KCouQ7o03fcpBvuv2/a6x45Pz+bg8XRmb9rNG7d3Y8yvyyh2OPn4nlvp1bjOlZwmyTVGEVfZ2T8wMJBx48YxYsSIc/a9kILa/0byMvOZ/u5vhEdX5vZHu9/QpUfuGfMDh+PTCQ3wweJlIi49Cx2we+vk19LxrZSNh9mJXTNRZDNizzVj8NIwmxxU8skjKTsAZ7EBY7wJe5BAcRpobK3MkSMnMOSB3QfsvgJhFAiTQBgEaAqKQyCsAAoKOsJbQwiFmyP2UcmQz9bkKPI9zBSuDsacDZWtnuQm5mGwub4W1asFEXc8A4vZyO9zn8ZkMpzlKiX/Rv5LeuRG0o+6rvPLhL8pyCvm/qd7YvUwX2uRrhmf7l/IzOPrAIUGvtWIKzyCnzUfFYFTGNB0gYfBgdmgoygCCw68jHZydSv1rIkctYcSbMrDgEY771gsihNfS1syireSpPmR47SS6fRCF4JMhw86YNNNaLqBIt2IQzPi1MGgglEVFDsN2DUVDQOgoCo6JlXH2+BDtrMAveSJNdQaQJrNtTv9ebNnqeNb7RrOouRi+C/pkQvRj/DfuraK+HvVfrbuPM79A9pQJdT/Wotzzfhr92Ge+eF3AFrVCGdXYgqFaC5b2FASplK616GWGNAqrrDnU94TpxjVtYMCOZqd7SqRdVp9anestCsPZFn38ZJ+ioZrx7rE0BYqGBXQ7SfNdYOiuCvGvHBrJ4Z1lIlu/2tciA65aknJNE1j9uzZFBQU0K5duwr72Gw2bDab+3Vubu7VEu+K8Ns3y1g4eTkATbvUp3q98Gss0bUjxN+Lg4nppGTmoRUAioKPr5UspRhDHqgBBgp1FYtJw2R0onkaCPAoINtmITXPF1BQdfBMMOEbo2POEzj0DKoHWkixF+G0qiiOEp1nAQyA2YnwAQqNCAQKKiaLDd0JAyK3YDTo4CvYmBFNlr+C06SQnlaIWVFK+kPfPk0pLnLQtHE1aUxLrhg3on7cuT6GHz5bCkBYZDB97q34um8EKln9sDtd+mVX9jEMqhFboQ+65oGq2rAYirDrKgangofBTprTB7PqINhaxIacaAIsNrKcXggBv2U2I9vugacxALPaG181lkLdQqClkARbABbFgQMjBU4z+Q4LZtWJQzego+DQQNU1ip0GdIwoJXpQR8Wuq2TrRSefFoGGvjWp51cVX5OXNKYlV4zz0Y9wfenIwiI7b330O0KA3e7g9eduu9YiXTNCfL3cpas2xSaC6top9vewkGOzoZR6cbuUleu1zkkju8RgLh1DEZCRV4iXYiJHt7n6Giib2VsvGatkCHfpLACNk4a2VmKjO0FolAmkjQj049meHUjJyWNQm8ZXanok/xKuuEG9e/du2rVrR3FxMd7e3sybN4/69etX2Pe9995j7NixV1qkq0bdljVQVYWAyn6EhAVca3GuKTc1rcHqQ8cQCHRFQTNBjrDhMAnUYoW8eB8UD418Dx3/wHzC/LPw9yhGLfCiWLOgAbqwYgQs2QLVrlOg2XHgxGxQEOkCxaFgq6ygFepUC/MnhQxsp2g+4RCEBmYR7pmDl9FGgW4hzJqDl7kYRxUb5v1WivwUqkeEcO9NTWjZKJKI8MBrPHOS65kbWT9GRFXCy9eKrchBzQY37mIjQLugutgcf2Mw6Dg1A7quYDJY0BUHZoOCQ/cAh45TNyBQ8TDacGhW4nMCCPAsJqvYG0URNPCH+CI7BkXH6cwHdI47w7EaHNhL/t0XCxPBpgDsDoFNA6fu8t9RVLDrBjTdBCgoikBRFHQBihAlGzMCD9XCvdW70zygLjV9IjAoMgxGcmW4EP0I15eOtFpM1IyqxOHYNBrewJsxAE0jw/AwGCm0OV1Gr+bypskttLkM5VJjuaS/MJ4SP206OU50SAAxGVkoQFZRsat/iWEsdNyJwH0sZjyNRtKyC10Hlr6nnRaXrZTsYuunxG5rMLBtI/o0qUODiFA8zacIILmuueIu33a7nePHj5OTk8OcOXOYMmUK//zzT4VKsaLVxapVq/5n3XUA8rIKsHiaMVtuzC/VnqMpHIhPpcjh5ON5q0AXaGYFYQQU0AwCYQSnB2heOkolGz4+xfhbCylyGkFRcDiM5Mf4oRQY8EwFj3Qdg01QLciPyBoh/LMz1hULaDUw9YMhmK1Gqvn70/Gnr0kypaMleCAsAsw6reoeIdwrm3oeSWQ6vQkgnzXZ9Vl3PArPXWYMdpXWtaoyZVT/KzovqfEZfP2/OdRoEM6Q5/vc0OEAh3ceY943y+lyZ0ta39Loso//b3b7u9H1Y3GRHc2p4+VjvdaiXBOSCnNZmnCQ5sFhDFz5LUKIkrhAgaIITAZXQJ9R1XDoKooCBlWgIHBoBhQFPEx27JoJTVcwqRp+HsX4mG2EmH2I8opgY0YMGhpGReelusOp5hVKmEcYH+6fzdKUjdg0l0FsMTgRQkFHLdmVcT0aqG7V5DKwvY0ezL3pTYzqlfPYsdmdfDb5b5xOnWce7obnDRwOkJ2Zz/df/E3VGsHcNaT9Zf9fcb3oR7j+dKRT08nPL8bfz/Nai3JNKLI7+H3jPupVrcxDE+dQYHO43bZ1V9IboERTlagjobp+Sstm6erJDN4CEK4oFjwsRupWDiEhO5f0/AIEMLRVUwY1a0RVf382HI3nkZ9/cyciK81TpjpKzqu5xlI1V7uigaqDoij89sL91KgcdEXn5sf5m9ixP5En7u9E9fAre65/M05N5+vf11Nkc/DEHTfhcZkXMP5VLt9ms5maNWsC0KJFCzZv3sz48eP55ptvyvW1WCxYLJYrLdJVxSfA61qLcM3IL7Ix4uNZOBxO/D2tIARCdfnm6AoIU8nqHgqKJsABSpqRYoeZfG8nigFUq0BLs6DkGzA4XDvbNn+VdvUj+Wr03QDEHEtjz6FkWjaqRkToSU+AKGsQGVsKKQpy+QCpVp0T+V5U8ixgW34UnkYH8460pFC4aq6WbrQUFtt564s/2bY3gWce7EpKfBbpJ/IYNqQDXl6X5/6cP2UlG5bsYsOSXXTr35qwqEqXZdz/IhNfm8X+zbFs+ms3cw5/cq3Fuarc6PrxRo6bBnh0zWz2ZKbgb7YgBAjh2hkWAnTdpZBURVDssGJQnQDoqmuLxBXEAoV2E0KoiJKgwXy7FQ8lmM/aPou30coJWzZbMvcR6VWFer5R7nNHe4VRYDe7DHQFbJqKougYlVO2XwBdiBKj2vW62GljxrEV/Jawntsj2lLLO4x1J/YxsFpnqnldHj22YWssvy/bDUCzRlW59eaGl2Xc/yLzflzP4nlbAWjdoTZVo0KusURXjwvRj3D96UijQb1hjWmACQvX8ePf21BU0E6JkQaXASuEK4bZbSxT8kypAIaS90t3lUt2nxUDGBSV6ff1p0l4FfJtdpYfPoLVZKJbrRruclc1ggNQnK5BlZLdaU7ZhVYEYHcZ1G7vcsVVg3rVnqM8+fV8alYJ4rHe7Zi1aifdm9Wiff3ql2VeMnMKmfDTagAC/Tx59bGel2Xc/yIb9h/ju8WbAKgZFsSdHS7/psz5ctViqEvRdb3MCuK/kZT4DISAKtWur1WfwzvieHfoBKo3qMrr00dhMF7ZmGCDQcVsMOAscpKbW4xqAKe5JEuiQWCrpKF565jzFJQ8EwabijlDRYk3oRV6o5g1RPVCqvoEE+csRgfMgSamPHkXTSKruM9TM7ISNSNdD3IH4tNYtOkAfdvW587I+mzbkIA1U8WEgQKLk4xCX+zOExQJE6oiwKThbXLiUIw46hVRLT8E/2SFxfv3gaIwbeZ6YvckAxAY4M09A9tclrlp1a0Bf0xbTbXaoQSfRzjA4Z3H+Oa1WbTo2oB7nrv1sshwqUx+Yw7LftnAo+8OpOvdrS96nGad6rJ/cyxNO8oMmP8F/ZibU0h6ai41alW+rjwr8nKK+L9R07AVO3lzwv0EV/a74uf0MVoQmkK2vRi1ZCu41LAGBc2poigCgxEcdpfHjl3gqlSg6KiqwMtsxNNkINtRhK4beK3+nfQKb4jF4FqpD7b406tKewAybPlMi9lAi6BqdKrcmHH7F+HUdfxMZgr1Ytc5hWsnujR+Glw5JQCMGOhRpTVTYhcDCtOP/o2KwCE0Mmy5vNf0/JJFnYv6tasQHOiN06nR+DzcXXOyCvj0tbl4eFl4+q27sFivvUfYij93MvH93+netxkPv3DxOrtBs0hUdQ0hoX4EV/7v7bJeTv4L+tHudLI/OZ16VSphvsLPWFcTIQTvfrWYrXvief2JXjRveOVzJvh4uhZH9FPcsdFcu8UGFYTD9bdqAk2jbGZv58nd6vpVQ9iXnA4KPNCyKY/f3A5fq8sryttipl/DegA4NI1pKzdjNZm4p30TgqweZBYWYTaoOO26a3f7lNJZpUa0O+hFh/5tGvLpfJexm5CRw4msAvYdT2XptkOs+fjxyzIvfj5WmtYLZ8/hZG5qUeOc/XVd8Nn3yzmakMHLj/QgvLL/ZZHjUjiceIKnJ8wnPMiXL568E4vp4szRmmHB+HpasTudNKgeepmlvDCuqEH9yiuv0Lt3b6pVq0ZeXh4zZsxg5cqVLFmy5Eqe9pKI2ZvIU3d8BgI+mfskdZqcVBq6riN0ccUN0SvFilkbSD6aTvLRdBJiUoise2XjcjzMJsY80IMXvl6I0wSoUBSkI6wKmp8T3QyKWcMZDFgFpjQTCDA4QLULDMUq7PTCYdQIsMErj/TglrZ1MBvPfNu+NPl34tNz2Lj/GN+9MIg1B+KwO5xsP5ZEUbFGcZaB2IBgwr0ycQqVWiEp7EmPQFF0zEmeJKcXUhifV7LkKAjw88TPz4O8vGLq1L7wL2tedgGe3tZy90zNxtV4ceIwmnaoc17hAL9OWMbejUfYu/EIfUd2wfsCV61X/baFnz/+g34ju9J7aKcLOvZMLJi8AqdDY9H01ZdkUN//Yl/ueOhmvP1vrJX4/6J+LC52MHLwBLKzCnnsmZ7cOejkApMQAqdTw3SR/xivNbs2x7J/RzwAm/45yK0DL/6ePl8+b3cH7X79EodTIEylcXwuf0WlZFdYCHA6wB245za4VTRNoaDAQLYmGFq3PS8264Kn8cy7/uP3LWfOsW1MjVFYf+tLDK/RhR1ZcSiKk905ca5xFVea3FJXb4HrfCpgFzq/J21wJ8T1NXoQ4RnM7pyjNPSvfsHXX1hsR1VVrOay90yAnycvPtSNqOqVCA0998LG6sW72bjyAABd+jShTZe6FyTH0UMpfPZ/86jVMJzHX+t7WRaKFs/dTG5WIfN/Ws9Dz/e+6DFbd6zN7FWvYLGYMN5AiTH/i/oR4IkZC1l9OI5b6tfk83v6lnnP7tT+s0Z2dm4Rf67cC8Afy/dcFYP6wR6tWLL5IEeSM1070sqpO8GnuHLbXTvPCiddsxVR0leD2LgTNIuozNcP34Wvx5nDi/7ccZBP/lwDQPWQAF7v25Xp67YT6efH79sOuIzpUxKSKQDOk8cbdPh1zZ4SAVy/WtaOYN/xVBpHVeFCcTg1im0OfLzKymxQVR65pwNmk4F60ece92jCCeYs3gHA/GW7GHXfhT0D5hfaeH3Sn2i6ztsP34qft8cFHV8Rf287THJGLskZuRxOOEHDqIszhkMDfVjy/kPousDjGofWXtEnn7S0NB544AGSk5Px8/OjcePGLFmyhFtuueVKnvaSyEzNQddcDy4nknOo08TVnpdTyOh+n5Kdnsf7Mx6jTtPIayjlSVb/toXCvCJuue8mVPXsyWF6DOnAjpX7qN4ggohaF/7lPpX0lBy++2wJUbVDGTC8Y5mHhWK7g3W746gXWYkPf1mBwwec3gqaUcfpIzAUKwiTcGk+J+A0oBaYMGeDqRAUm8DkAN0AXh5m8rNdK9Lbdh6nT4ez15+MrhJMfHoONcKC8LSY+XhIH3YdTeb+j3/BS4OiyioFGZ4UmwrQDU7yNQs2hxHVAHqWCgYo8lHwzNIxCpUBt7Wg4LYm7D+WSu06F/aFXzJzA5+98As16ofx+R/PYzCo7Fh7iOOHU1k2awOHdx6nZdf6vPXjY+ccq/OdLdn0126ada6Hl++FK7OfPlzIsQNJfP/2vMtmUA997XaWz9rIgCcv3d3oRgyN+C/qR1uxg9ycIgBSk7PLvDf2+V/YsOoQT77chz53t7wG0pXnwK549m47Rs+7WuB9ju9N07bRNGsXjb3YSbubz5z46HywO52M+2s1Dk3nxR6dyiSmEUKwOjGOYA8vvty9DrsTUAxodlfctGIUoOPaHy5JuOOu1SKUkkyzAiEUjIqCWTVh1+wsPR7DmFY9zipXtI/LXTjUww+LwcRjtXsghKDjspddO9KKQKC696RLd6hLE5IBODQFg+KKrb6zantaBzZiQfx2OgQ3vaA5OhifxrBxMzEbDfz82hDCgnw5npDBug1HSE7KYuHC7fj6ejDr58cxm8/+qNK8fS2CQ/3w8DRTt0nVC5ID4M9Zmzi4O4GDuxO4e2gHqlS99GSUA4Z3Ije7iJtva3rJBrqX942XY+C/qB8BErJyyvwu5bu1Wxm3dBV9m9Tjw7t6XQvRypGckcvSzQfp2qwm1Sqf3VPO39eDu3s1Y9ue49zRo8kln3vmsu3sPJzEqLtvIqKSf5n3DhxPIye/iLjULGITM1FLs3ifVEouTsneXerWfWrNaaFAZR8v0nIL2HMslWK7k7P9G6gW5I+qKBgNKmEBvrQPiaR34zo88MVMcIAqcMdql6hjFN29BurOIF4qY9s61RjWrSU44aaG1S9ofgqL7dz78nTSMvIY9+zt3NSsBrn5xfyxai8g+PyHf1CA6e8/QM3Is4eBRIQG0KhOGMeTMunUquYFyQGwbk8ca3cdBWD1zlhuu+nS68Df1rYeG/YfIzzYjzrVLi2M5WJ3ty83V1SKb7/99koOf0Vo1bUeo9/tj9AF7XqcvGniY1JJOZ4BuMq9XKpB7XQ4efP+CcQfTuG5L4fRsF1tAFKOnWDLX7vpcHsL/EPO7t61d8Nh3hk6AQCDyUD3we3P2r96/QgmrHvzgmUVJS6ApzLvx3Ws+HMXK/7cRYdbGhBW9aR7/Ec/rWD+6j34eVvJLLahml2Gs9Go4MBVK1rJVxEeAqXAjKoJVBsYi1y706UuOwbNtUp4IDcVo6IwqM+5a/h9+PBtxKVkElXF9UBUaHOwaPsBwvx8SEvNxZSrkHkkkLx8L4rMApPJidNhRFFADdGwJKtgUMmvohAe6s/q+OP8vHgbQoBD13n67vM3Rlct3A5A7P4kYvclEhDiw2v3TUTXBX7+Lq1eXGQ/r7Ha9mrC3NjPzvvcp3PbiC5Mf3c+/R7uVuH7mlMjLSGT0Mjg83746/94D/o/fvYHeMmZ+S/qRz9/T97+9F4O70+iX/9W7nZN09m4+hBCCNavOnhZDOpvP1vCit93MPihLtxWshNeWGBj5aJd1G9Sjeq1Kp/1+OIiOy8Om4Ld5iQh7gRPjbnjrP29vK28N+XBC5azIv24KiaOHzbtAKBJRCh3Nj35v2Tu4b08v3IRqgImq+LeeC7d9RUO19OgorrGdY1/SjFUdzFVqO4TxOHsE4DC8Hrn1o8PRLelU+VaVPLwwaQaEEIwO341tX3COJIfj+66IIyqESdOV21qpaSCjFAwqSBQKXYa8DR4kZBvY/rhn0kuymFrRjwzOz983vO2ZvdRbA4nNruDjbvj6NuxIS/9bw7JKTkEl3ir2O1OzidvalhkED8sf+m8z306XW5twtpl+6hZP4xKYf7l3hdCkJqYRVBl3/P2wGjZoTYtO9S+aJludP6L+hHgi3v6smjPIW5rUtZLYtn+GETJ78vB4h0H+WTBatrWrsbYQbe4MvLrgqU7D+HrYaV93XM/o746+U92xSbz25o9zHt7+Fn7KorCsyMrfn44GxXpx6zcQj76aQUAnhYTrz948jkiLiWT+9+egS4EIYFeZWpAK6U706VlrnCVqlJK1xtV10KfKHntrZrJOFEABujcIIpKft5nlbVZ9TCWvjICo0El2Me1yL9qdywmoWJSFTSnQLGDxWSg2KGhnpJZXNFOGtZKSdbvYE9Pxk5byupdR/nl7+2sHD/qvHdRjyVnknLCVfZt3c6jNK0bwRcz/uH3lXswGVybZwKwOZxnGcWFxWzkm7fuOa/zVkSLOhHUjAhG03Xa1K/4vjqRW4DVbMTben45DCJC/Pn+xcEXLdO/kX+HWf8vQlEUeg9uW669TtNI+j/SlRMpOfS4DHG0099bwKalrqQr8yYucxvUr9/9CQmHU1izYAvvL3jhrGN4+3uiGlR0Tcc/+KTxnZ6YySt3fISt0E6d5lEMerYPtZpVL3e80+HEYDSgKAo7Vh8g/lAKPe+7CXNJ/JkQglfu/pS9G2J46ZsRdOh78oGtWZto5s9YT0RkMMGVyhr+u2JdMcd5hTaX66AdDHYFTVEwKAoKCuYCA0IVCJOCancpI90EmgCjUAgL8+PFIV3ZuPs4B46m4uvnQY2qweecV6NBpWb4yX4LN+9jxqodADSMrMRGSyq6VcfhNKCYnWi66orPESpaJR0ffwVDjIrDrnE8K4fv/9mGp0HF6dQJDz7/mMpfvvyLbasPAmCymhjd9xPuefIWLJ5mivJt3D6yK34BnrTrdXVqE/Yd0ZW+I7q6X2uaTlJsGmE1KmEwqLw++Et2rD7AXY9246Gxrgzn21cdYOXcTfQd0YWajV3uXSnHTpCTmU+dCu4nyY1ByzbRtGwTXabNYFB5+vV+rF95gPse6nzJ59i+4Qizv10FwPefL3Ub1FM+Wcyfszfj4Wlm1upXz2rcGI0GvHys2G35BASdfJDSnBpvPPkjh/YkUKtBOD3vbEGnnuUTmZwa4nM87gQb1x7i5h6NCArxcff5dvY6vp+7gXv6tizjRle/SiUCPD1wahpNIsp6A21PcelHHYFNL0kf696BKQ0CFAhdcT0oKgoC3b1PjCLwNVp4tnEXAswePLVuPgYDdA0v+5lUhKIoRPmc1I+x+cl8eXghAE39a7AlMw5FAbtwglDQheLSjyioKtg1QZApkHh7PkUOGz8f3YRZcT1AVfU6/9KQ63YfZcrsdaiqwGKDj776i1VrDhHg70VySg716ofTtkUN6tWrguUquPE1aB7JjJUvl2lLis8kMNgbq4eZnyevZPqXf1Orfhif//wYiqKQdDyDWVPX0KJ9TTre4lowycspJPZQCg2aRt5Q7tmSk0RXCuKJm8vXyn6+R0cmr97MbY0vLByhInIKi3n5x0XouuC3TXt5pEcbwgP9+HPbAV79aTEAvzx7L/Wrnn3RMcjPq8zvUr75fT0//b2NWhEhtKsXyYO9WrtzPJQihMCp6ZiMBnLyi/hj7T6a1YmgXvWT51y7K5aXvlhI/ahQJrw0AGOJIejrbaV+VGUOHEujTcOyBlpieg56ySJaenZBmV3oUhRKaj6XuoCXJiIryUxmVhUGdm7KrS3rMuzjmeDU6d6o1nnMLIT6+5R5/dLUPymyO6gVEUxM4omSuuCaKwVkqUzOEkNeh7rhwRw6fgIELFq/3z1vwX5emM7T3T8pPYenPvzVbazP+Xsny7ccpldb173j5+vBU0O64O1ppUHNS/M2PR+C/Lz4+c0HyrSl5+ZjNBgI8PJg/aFjPPrNPLysZha8NJRgXy8KbHa+WraeAC8PRnRqhaoq2J0a244nUr9KpbO63v9XkQb1GcjNKmDf9mM0bVcTq4cZg0FlxMt9z3pMRStxZ8LsUfKQoEC3QSeVr0dJFmmrl4XjB5OYNX4xbXs1oUO/k8bs7M8Xs3DKcoa+dieTN7+DrdBGjUYug2fNwm1sXrKThEMpAKQnZJKZmsMnS191H//NazNZs2Ar2Rn5hEYG88YPj/Pq3eMRQpCXXcC9z/UBYPPfe9ixyhWXtnz2Rm66rbn7+lp1rM289f/DaDKUczVXVFcWb4vFQLs61fhn71F3IgdznoowlO5EK+iu5zY0E2jWkn0XA3TtVI92TWrQqkEkrRtWo1ZkJbcyvhDqRVTCZDDgYTbyyZN30OPXKeSbijGZnaAIhDCiqqAXGBBGHU8spFuKMCBw+Liu1eHQaVYllAGdz9/NacG01SWpIUFzuOoqzJu6BpPVwssfDKLTbc2uaEInIQQbFu/CJ9CLhm3Ku/i8N3Iya3/fzs0D2vDChOEc2X0cgEM7j7n7fPDIFHJO5HPsQBKfLXmZ9MRMHr5pDA6bkxe/fhCfAC88vK3UbRHFrrWHqFY7lKBQ/4uS125zsGrhdr57ax6BlXz54Nen8fK59DgdyZXB4dDYuuUoNWtVJjjY9QDSs18zevZrdsZjLkQ/nvrw1vmURSePkqzgZquJwnwbP32zhMAQHwY9eDLsZMu6w3zx9kLada3LxHmjSTiaTv1mLv14cHcC61bsZ8uaQwBsXRfDjo2x3NStvjvPwd9/7GTahOXk5xYhBHwydQT/e+EX0lJy2Lz+CB9+eT8AuXlFTJ29AR3Bgr9389i9J2UI8/Nl9XMPI4TAZCj7EGVRjOB09esTXZu/4mOwnxqIVxKgd1Ktlm7PuJKQqSo0DA7h/lotUBSFUE9ffMwWavqde8HxdCpZAwg2+5Jpz2NIVDcc+gp2ZB9F04wlWz+qK4ZbN2BUNQy6B8dsBQihoGkGHJqKTdHwNloZ26TfeZ/3z/X70TSBwQkeqpEiYWfPhqMYnIJh97bj3sHtzunmfans35NARnoe7TvXLWcs/DZjA19/+CehEQFMmTeaw/uSAIg7nIqu6RiMBqZ+sYzVf+3lrwXbadO5DiaTgafun0TS8Uz6DGhF77tbkpacTdvOdYg5kILJYiQq+uKyoAsh2Lkrnq++WkZmZgEffjCI6IscS3J12JSUgK/FQt0glztr82phTLzv9jP2L/XEOB8dqSigGlQ0XaNWaBBV/F2bGp4li0+KAiaDyuQVm0jLLWB0j/b4eLieLRMzc3hq6gICvD358P5bGdS1qTt+NSUrj8U7DjJj+Xbyi+1sj0lke0wirepUpUl0GAD7j6fyv+8Wk5dXTFZeIWOG92TT3uP8sXYfHhYTy78chbFEl7793VLsDo0dhxI5kZVP5SAfFEXBoKp8/797sTu1cu66NofTpfEU6Ny4Brtjk8nMLzp57SW/VUrcu0vrSJe4WysK+Ht5MLx7K4L9vJj16v2cyC2gZa2Ic85rRTSLDmPd/mN0b1KLO1vX58M5q1w75Kfsmislab5VHRJSc0A/af3rJX+/NaLXeT/Drt8ZR05+MZR8jg5NJzOnkF/+2sYtN9Xl2fu74u97ZXPOJGbmsCU2ke4Na+JlLZuXY9exZB74aiZGg4E5zw7hcHIGuhDkFdlIzsoj2NeLeVv2Mm3NNgCaRYbRMiqCN/9Yzpxte4gOCeTbB+5i8/FEutaKIrOoiJTcfFpVDb/o5+LY7Ew+Xr+Wf44d5e2ut3BHnXqXPAcXijSoz8DLw6Zw9EAyN/VoyOtfDDln/1eHTWb72sM0bVeT96af2+3tnmdupXq9cKrVrkK12idXmN6d9xx7N8bQtFM93hs5iY2Ld7Ji9kYWJE9wP/DN/ORP8nMKmfvlUiasfsN97L5NR3h76EQQguoNIshJzyUrI5+k4xkkxKQSUbMyBblFzJvwV4lGVog/nEJmWg4WDzPFhTb8gk6uzn039lf3356+HvSNeJLOd7Tgha9crkFnSqb17KAuPP7FPAo0jfVJCTgtJQa0AzSLQNVxZ45QNZebjq67dqhLv0q/bt/L6K7tMRoNtG967iyGZ6Jx9SqsfOcRDKqKh9nE/3Xuxktb5mO26OgCigtU18OtpqCYIJFsFD8TNgsoTjDmK2AAu1G/oPMOfaEP86aspMfANlStWYlFP29k/V97KS60k5dTfMWzI6+Yu5lxj08FYMKK14mqXzYBXezeBAAO7Yjj6//Npt9DN5Obkc9tw0/usjVoU5N1f+ygYTvXym5RgQ2HXQNVYfGPa9m1/jAAve5rz+Kf1uEb6MUP29+t8L7QNJ392+KIrFUZH//y8dLvPjqVjUt2gRBkpeVyZHcCjduf34qy5Ooz6evl/Dp3M4GBXvwy+0kM53hQ+Pn7NUz9ejmBwd58P+dJrOfIwtykdQ0+nDoSgMYto9ztw5/qQZM2NahRuwp/LdjOgl82uvq3iqJeY1fs7J+zt5CalM1vP21g+JO30LBFdcAV//3CiG+xFzuoFl2J4iI7qSm5qGYjG1cfon1X1z/gX75bTWpStvucu7fF4R/gSVpKDgGBJ+/dH2ZuAIcGBoU6UZXo/shXVAryYcr/3YOXhxnjGXJaPNK8FfNi9pFlK2JV4jHsuvNkmlhFuMv3ASiqVrJLDYoqUFXXds3mE8cocNrxNlloVenCY4ZL8TF58MtNr2DT7PiYPAmx+HHv2s8RQqAJE06ny6MIRSGvyIiuq6iqjtNpcu8IKQaw6wLTBdSlHtStKXFJGdSLrMygm5vx25IdLPplCzquneErbUwnJWTyzMip6Lpg9Mt9uO2usu7ycYdTAUhNymb6NyuIqBFCv8p+tO5Y2/1/uH6Tqqz+ay/RdatgKtmNPpGeh1Bhy/oYFs3fhqbp3DawNQvnbkVRFCb88BDRZ0hueSQmFU8vC1Wq+Jd7b87czUz8ern7IX79hhhpUP+L+fPIQUYtWYiqKPw1eDjRAWePyd+SkMC9M2djUFVm3zuYhpXPvrPs62FlzrP3EZuWSZf60e4FoZsb1eT7JwfibTVT6HDy2eK1AIT5+zC8sysMZ9muGA4mnwDgQFIa7U5xDX/xxz/ZfjSJYA8Pqnr7E5+Vg26C5fuOuA3q39bsJTYpw+XWjCt0o3KJK7WvlxWlRJbthxM5kVMIQKVAL0aN/5Ws/CImPdefWhEhKIpSYexrx8Y1aFCjMnuPpbJm71GcuuDUp6VTi/qdvmtdSkZuIYcS0gn28yIqNJCo0IvPifDlY3eSXVBEoI8nxXYnU/7YRHZ+8ck6XSUnV0rqUReeEsZ3qkyeF+Bp07VVLZZvPoSqKDw7pCt/rt3Hn2v3cSK7gK0HE664MS2E4L4vf+FEXiHrDh3jg3t7l3k/Lj0LTRdoupNZm3fh1HXu79ycqkF+NKzmunfrh1fCqKp4WcxEBvkDcDQzE90ER3OzuXf6LBJyculSM4p18fHYnE7e7NmNe5pV7LWZkJdDdnExDUPKfze2piTS/9efQXPN+K8H9kqD+lqhOTUUVSmz01pc4EqEVVRg4/C+RMxmI5E1K/PdR4v4/af1PPhCb2679+TO8o51LuNix/oY7DbHOTM3G4wGOtzWvFy7T6A3bXs3BaBxhzpsXLyT+q2jUU95YB38XB8WTllB/9OSQXn5erhdwEe+ORBPXyvP3voh2Sfy+GfeZu574Ta8fD24dXhnNizeSXjNUBq2q0WjdrWYtO4NTiRlU/eUh9e8LJcyDK4SQEZqLppT45/ftvD8l8POahA2qlEFD4uJfJudfM2BYhI4TVBUzYEqwHLMhOoA3eSKncakYASEweW5I1ToEh11xvEvFG+rBZvDyas/Lya7sAhVUbHlmzF6ORDFBjAJUAVmTzuaTUX3V8Duii90equoDkF05UA+WPwPA1s2JirY5dqYk1PIPysP0LJVFGFhAeRlFzB38kpqNozAYjWTkpDNod0J3DmiMynxWWSk5RFSxY/OtzU9L7mPHUphzaKddL2jBWGRwaQnZXNgxzFada131vq9RQU2VENpqkvK7b4AvDJ5JMtnbyQ9KZv5k1egKAqzDowrkz38te8eJjstj4DKvggh8AvypjT1b37uyRXjwvxiAIoL7OhOHUpCaDLTc/HwtODhZeHL12ezeNZmLB4mZm190/39EEKwYelujh1KBkXB6mmmQ5+m1Gt5+T5/yaUhhEDTdPeuA0BRyUODzeYkKSmLrKwCGjWqyuqVB/jk/T9o36k2L752csdyye87AMg8kc++XfE0b33uRbLGFdwDRpOB1iXl1eo2isBoNODta6VKxMkHpj4DWhEXk0rbLnXKlE8yGNQSF3An7bs3YOjj3ejdcix2u8b8Xza6Deq7h7Rj2oTlVKkaSJWIAG6+tTHdbmvKof1JNGh80njNzMxHdQgMGtSMrsSGQ/HkJ2RwNDGDhmdxw6vs5U2twCA2JSdQpNkp9R1UDK4daCFOfneNJtf8C6Fw6tc40isQb9PlqbdrVo2YVSOTD61mbWoM3qoPKcX5GAwCTTO6jHgh0IWKpoMQRoQOmqZiMICmC+r5hzNu/Ro6R0bRoarrAd2hafy57QDVgv1pFhWOpuv88td2hBC0qVuNnGN5HMzWCB3Ymc5No0k5kI6m6wyqIOSqInJzCvl93lYaNq5G4+aRFBXa2bQ+hoZNqhIU7HPG44qK7Jwalm2oQD8+8PjNePtacWg6M793Zf19e/x9tLzp5CLfnUPa06V3Y3z9PFAUhYICG1WqBhJ3JI3MzHx3P1uxA3B9jkWFJx+28/OLcTo1/P29+Gflft4cMw8Uhc8+H0KjRifvs30HktiyzZUQCAWaNq5Gzx43bl3ufyMOXSuzoFTgcH3muhBkFBWQUJBDm9CqJOTlcP/C2QR5ePLz7YPwMbu+w7/u3YcmBJqmMWPHTt7tee7cJDUqB1GjcvnSrs1ruBbPM/MLCfL2JLeomEZVTy7idG9ck9+37yfQy5MmkWFljg30dv3/rxoawPQnB3H/+F/YeSyZH1dt55m+HQG4rV091u2Nw9dqJtTfhxF92lC9SiAdmtQgOjzYXcc5NikD3eAyenu2r8+0pVsA2LDvOLUizpyEymQ00K5BdfYeS3WFu5RYzaI0QeOpexulbt6U/W00qLSqe/ELjaeiqgqBPp78s/0IPyzeTLVAP7Kzi9zPQqW74xVRmp/M28PM8m0x7ItL5c5OjdzPz2t2xVJsd9KtRS0UReHvLYc4cCyNu7o0JsdmIyUzF5vm5NZO9TmekUNKag4P9GlV8clOw6npzN6wCy+rmb7N6yEE/HMwlrAAX+qEnnn+7U4nQuD+HCvSj72b1SE1J58ih4OJa101oB/p1Jp7OjR192lePZzVrz9S4iFqotjhoGblIDYnJeEUOg5XLBG6ENidLg+t3OLik3JoGumFBYT7+JKUn0unGZPRBYxu3pZnW3dw90vIz+HXmL2uPTpVUNMviFEtL0952wvlhjeo42JSee7+SZitRkY835vOPRpiMhl5d+pItqw+RMz+REb3/wqEoGp0CPExaSAEf/68kT73tOW379dQVGDjtiE3sWTWRtp2a3BeZZDOh7sf78Et97TH6mVhyS8bqBIZTJP2tej/ZM9yxjRAZN0wJq0fi63ITnSjathtDlr3aERafCad7jiZJGj0J/cz+pP7yxwbuy+J5XM3cYeqUK+F60H2te8eZuWvm+n9QEeX0SQEHfu1OKsxnV9gY+SLP2LKdvD8/Z3Ymp3MwiOHcPhqGPwd+Hja8IywYbU6yCv0IG97EMZsqBERSL8W9flkyVqsqoFnbrnpssxhKRsPH2fh1v3oKhhMVhSLwGG1gqfu2h73cqIqGt4BxRQUWrApFpQCk8t1yqaycNMBFB32JKbww4hBALz37gI2bTqKl7eF2bOf5Jcvl/Hrt/+AAi061cVW7GDV7zvodldLJrw5H6FAQHgA6ak5+FRQIkpzaixfsJ3czAL8gryY8dkSko9nsHnFfj75dTRP3TmerPQ8eg5szdPvD6zwOif8bw4Lp63hjhGdePuXJ/H298Th0Hhl0Bd06tec3ve55rVWk0hqNIjgxf7jAahcNRCrZ9kHdFVVsXpbObI/id+nrmLJLxto0K4WjmI7D75+Bw6bE6uXheiGETRqWwtPPy/+/m0rN9/Rgp0bYhj78FT8Ar2ZvOxFDuyMB0XBVuwkZk8i9Ut2Ddct3sXbI6cA0Ove9tz9WDciasidl38LxcUOHhk9naSULB64pz39+jTDz9eDxx7vTt16YWi6zrChkwCoWbMyx4+k4bBrLF20m6dfuJUtm2PZteM4A4a0Y9L4v6gU6kf9xpfnQadh8+rMXPkSJpOBrZuPUlhgo+stDWnRvibfLXy6XH+jycDEWY9z/Gg6DZpFoigKgx/syPI/d3H7KUZcrztb0OvOsjuWx46m8+fC7ZxIz+OW3q4V9EeGd8bfz5PmTapRu04VjqdmUyXYl3o1zr67NGrJAjYnJ3BvvcbUDAnkzS1/gSpQVFedF1VxYjCIkgQ8rocaH7OR91r045nNs9ER/F/TS8+sfyp5jmI+2/83QrjUocCEWdEQAoptBjSnEdDQNQPCKNBtRhAKmibAprL5RBpbRDrTdm1n7yOjMRkMTF+5jc9+X4MqYNpTg8jKLOCzX/4BoG+LemTlFJKVU8iu/QmMeWU2mlOndp1QUlNyiI6ueA43bzzC0Zg0LFYTB/cksGzxbkwmA3OXvsBH7y5k1Yr9hEUEMG1mxfVely/dwwdvzadm7VDGfzeC7Mx86jYKZ+yrcwip7Mdjo7ujKAqBwT6MfKYnkz5f6nK7NBkIq1Z+l8vXz5Mjh1M4fCCZzz/8g7DwAGrVq0LP25tTr1FVUpOyadu5Ns3bRONwasQcSSWkpAzYyKGTsNudfPL5/ezZnVCazp3Vqw66DeoTGXk88eyP6JpOmzY1GNS/Nc1l/op/Fc+tW8i8o7sZXLMZD9VvQ5RPIHfXaYDZYMCsqty7dCYOXaeGXwCpuQUU2hwkF+axOy2VAA8PZh7YTeea1fn7SCyarvNgy3MnFzwfAr09WfbKCOxOjWNZ2fy4ZQd3NKpPeKAfs5+p2OvygyG92RGXRKNqLgP8gS4t+GThKm5vdTKpYqOoKix8p2zyxrwiG3/sOkhA7HFG9WqHQVW5rX190rPz8fWyMqBLY/KL7WTmFXBbu7PvHP60chuTlm2kVb0IHuvdlhHj57gzd7szeOMysC2qgsPh8vn+4KFbeeuHZRQU2bmve/NyoTaXypezVxGXkoWulOaHFO7vbIVPxCUZ1HQgr8jOt3+4vKlqVw2hYY0q7IxJ4qnPfwPgkX7tuLtzY16e+DsCSEjP4eDxNADW7DzK8h0xHIhPJ8DPg/SiQjRddxu8p3Io+QRrD8ehoKBpOp+WlAALD/DlQOoJ3vl9BUZV5a/nR7i9Ck7lcNoJ7pk8E7NBZeIDd5CclUuHulG8s2QlyTm5vHd7T3wsFkwGAw91a83fh45g3KDi1HTqVilvpPt6WDl04gSZRUWMmDsPs2KgSVgo9SqH8OhNrdkSn8jNtWqwNyWNmMwMdDNsS02iaaUq3DZnOoeyMvhf+660rhJOSSoPlsbFlDGo7136C8fzsqlTKYSRDVrTv06DK+4BeiZueIN677Y48vOLocjAuNfncXB3IiOeuoV3X59LfFw6xSdOrjTHH0kHFDCo5OUXs2N9DJPedSV0GfnybcxY/78LivvMPpFH1ok8ouqeXCXcue4wW1bsp++wjlQKD8A30Js5Xy/n2/d/B4uJ2+5rz+P/Vz4Ox+nQsBU7iKgZyi9fLeOjF2by0Gv9eHPGk+X62osd2IodZYy6j56aTn5uMZtWHmD0+4PoekcL6reOpn7rk4lu3pvzdLmxsjLy2bDyAK061iYjPY9cu52E5CwAHHl2l0IxgjC6VuscArz8bKTk+1JkN6OECEz+Zg5lZzF5zWYmDbuDWpVD8PO8fPGzxxIyWL38ACFenjgUnQxHMQabKxlagMGLVO8cNB0cdgM2k8BscmKzWVEEGAtcZWqMNpfbemJizsk513RQFQoK7Sz8fTvVSrIO+wZ40/+RrtiKnbTr3oAqVQMxmgw4VIUNqw5y5FAKPywtn3Du9xnr+frN+e7XwaG+YDCQnpaLpumuWBxF4fjRdIoL7Vg9y+9Sb1q+D4DNy/fzyBt3oWk6D7R8ncy0PHasOUSbWxoRWJJE7uCO4+zbegyMRiIaR3JXm7E0aB6J1cPCsZhUXv5oMB88/RNJcScw6q4VxLycIr5Z/mq589ZpWYOn7hiPEHD0QLLrHAJyMvLJTM3ltvs78N0HvxNRoxI1G56MZTJbTqqg3kNuksb0v4yklGzi4l3VDb6dvobl/xxg6tcP8s2Ulfy1bA92m9O9Ch8Tk+qKHTOqqKpCamoOY16fi64Lbu7WgO/mPEFQ0NmzrJ6KzebgaGw6tWqHul3KkxKzWLhgGzd1qE3DRlXx8rayb08C//fSLABm/7yBzycNL+cyLIQgL68Y/yBv9u9L4rEHJtHjtqYMe7wbwx4vm7lW1wU5OYUEnFLK7dtvVrBuzSFWrNjP8fgMho/sQqUQX5585OSx454pr5ftTieLdx2iVmgwFosRk8HAkqMxCAHxebnUrRyEqrq8csDl0l1qTCuKQEHD22SiWBTyyo6ZvNviThr4h1HL9+xG+4WQbSti8oF1VPcKJqUoG6cQFAsdu9OIRVXxNnqTVlSEECYUVaCXhMig4AqXsakoGqh2QIUihwOTwYDVZHDFFgKTl27kqd4dMKoKOOGWDnXJzy0iwM+T5g2rEhzsQ2pKDocPpvDGa3OYMesJQk5LdhlzKIVXn/3Z/bpq1SA0kwpGhezsAjRdRyiQW2QjLS2XSqcdD7Bty1F0XXDoQDJVwv2pXa8Kb/1vLmtWuRJIRkWH0LvEg0jXBb/O3IQwqETWDeXxEd/h5W3llp4NWfLHTkaMupmdW+JY8sdOrB4mhIDEhCzmLXvRXeaqZl2Xp0LbTrW55+4vKCiw8dvcLTz9fG+3l8fR2DS692rIypX7URSFO+44aVCpqorBoKLrgtatakhj+l/IovgDoAp+id3OvLjdrOo3ipVJRxi7bSlCV3DoruxZx3Kz0XSBYgYUyNWKeXvFCvZlpPPX0cPMHjKYqj5+520M6EKwJzWVqIAAfCyuxfB8m50pm7cQFRDA7Q3qYTYa0QUM/n4mNl3j81XrmfvgvVT1L59gNae4GB+LhUqBPgydMZeooADeva0HtzQpH3qVUVBIgKcHaoms8zbuYeam3aDAnqRUPrj3Vvw9rTx6+8nKM68OKZ8hXAjB6v1HUVWVOmHBZOYX8fdOVzb0XcdTUEwqJqtKsUN316EuSU2DUKFYCDy9jDhsGi9+9yf339ycrk1q0rRmWLlzXSx2h5MF/+zBz9OKyWjAx8tCRm6hu3xhnWohHIg/4e6vKIp7s7zU4BZClHgiKWSVxINbSv9HKQo/LN3KAz1bEuzvRVpOAfWjKuPnZSX5RA59OzQgNjWTA4npZBQX8f7sFQT6eNKjedkKAg5NY8jEmRTY7KCAr9WMZnF5fsbn5KALHQE4VZ29KWkVGtS7ElIosNkpADIKC+nVpA6/7tjL9I3bQQHnvEV8PfgOd/9J6zdjM+qYLArvr1vNS38v5Yn2bZi2fTu9atWmbqUQXlqyBJOq4nDqFOPkiS5t6Rzl2rTr5+fS0W0iq/LO1pXsSkvFoCisunckR7IzAdiTnkr/OvVpEBzCsZwcnmlVdrPNYnAVIK8eFMCAutfWc+eGN6jrN4103/QARYV2jsakcnBvoiuJjklFcei07lwXh81B7IEUcrMLEcCWfw66V6GmvP87v0z4m8lLX8C/5KFR03Q0p1bhjnVeTiEju71PQW4Rz44bzC39W6NpOm8Mn0SxzcnuHcf4aMYojCYD3n4eYDKCqvLHzI10u7M5dRpGuBVvYX4xD3b7gJzMfJ55dwDTP16EEIKZE5ZxYFc89ZtXp2k7V2KqvOwCHun2PjmZBbw17RGad3K5T3r6epKfb6e40M64p39k8jvzqRQeyPs/jzqje7EQgreemcHeHccxWk04dUFQJR8GD2xBYnI29RuG8+nEDZi8wekFerGBQsWCLkDXFJzZZowFBoptTkwOyHfYSc7Op0Pty+fuO+6bv1iwaAelVWd+/+EJBn3wI0mF+dzSpBZv3tODob/PYktWAnqRJ44CB2qaEe8cA5oFl0u64jKmUSGrJCYI4IEHOrB37yzsDidR1UPYsWwvBouZ3Nxi9m6JY9wvo9x9p618ha/e+501/xwkI7eY9f8cpF3nOmVk9fQqu0McUaMyJ1LzyEzPJz0pmw9mPMqT/b9i/+5EJn3wBz0HtKJW/bAyoQqj3xvEgmmr6TesI1npuTzZ+yOy0vMAl+uS6RRDI6peGDUahJORnM2hAynYHRrb1x8BXP8QFs/ezIkU1wKCU7iyJN3cv3WF87zqz11utyebzYHB00LdFtXxDPTmhRHfkZfhWpga8cptZYzoVjc34MWvhrJ301HXfS75VxEVGYzV00RxocuFsbDIjhCCPxbtdC3wlHzooVX8aN6sOhs3xJCZUYAQgm3b4lBNBpyaxvLVB1i++gDjPhxMs2Yul2AhBDab84zx1C88/zN79ybSq1djXnjRlSjx048XsXVbHAsWbOfnmY/j6+uBxykLSzGHU1n0x05uva2pO64V4MWnZ7B9Wxy9bm1MwtETxMWmM/Xr5RgtRqxWEz17N3br01eencG2zUcZ9lBn7hvmcnM0W4wuFz9FYcZP61mx4TDFNgcfvzeIyGoVJwMTQjDx7418s2ITmgfoZjCqKs92a8/G5ASGNmzKMxsXIiiJESxJRFb676jkdBRqNlQVNATLUvZwR7UzJ367UObF7eLFTQvcWyyTOwzm1yO7+SN+LxHefiy7dRTvbl3O1H1bQFcRmkBxKKCV6BxFoDhAdSjusj1JuXn4Wq30aV6XH5ZvIzkrj0aRVYiLP4G3zUBxgZ1fft3E+DcHueWYMnUkc2dt4vuprmSO8+dvZeRDXcvIarYYUVQFUZLkJyjUh2Mprli+HduP8cKrfYlNziI+KYuXXp/FC8/3IapaEB6nJNS554GbKCyy07hJNXx8PXj+uRns2hrnfj/4FFdxVVXo3rsx/yzbh65DQYGNggIbs39aj92hMfPH9fj6WBFAUZHr+9GqXc0Ka0bv3hlPQUkYmVPTKLQ7qd+kKp7eVqb/uom0SbkIASOHdiQsPMB9XGCAF59/dC/zl+686IRmkitLg+AQtp1IcBvPDl1nTuwuCpwOhA6oKp4GIw81aMOcmD0kFbhKIR3NzSTdlo8waSQ7cuk4ZxIvtujE401OessUOR1YDcYKjexP1q1lwqZNRPr78/ew4aiKwvdbt/HFug2gQKCnBx2jqqOqCmajAZtDI6u4iCmbtvBsp5vws568T79at5FP1qylRmAgvaJrsjMphZ1JKdStEoJD17i/WTM8zS49PXH1Rj5bsY52UdX4/v67AQjw8XSXsVpz+BgjpswhISuHN++6hZ6NKi4dJ4RgzYE4Hv/W5b2nluxAP9qtDRazkQ71q/P5n2spFLpr0RHQSxJ/URKvjAJFNqc7lvq39Xt5tv+lV5ko5fDxdEaM/dldmmpo39aEhvjy7vRlmA0qs98dxsHjabw46Q93gjQBJRnTTm5iC0Vx6/UdR5Lo2LgG0WFBtG9UnXV7jlE/KtQVl+yhoNkUpizfzJ9jR7iTgb35YC+6NIvm5R8W4TAKpq/Zxs1NapZJcqagYDUZXQY14ONpJaskxGTz8UTe7NudTYmJLDkUwxO/LmTakLupHhBAiPfJhePeDeuwKzEFk0GlQ83qjF+9ji9XbXSHG1XxK7tIeWej+uxLSadZtVDWJsYD8M2mzWQWF/Hd9q2Mau1yvbajgQqVvLy4KbJ82a08u41d6SmU/iNKLcqnQ/VqaJrO3uIEWv/6BXZdo2P1KHpGlV3g+emWwUw4sIoGgZUvKPHpleCGNqhzsgqYOW0Nfv6e5OUVcWv/Vjw4+hY2rTuMxdOMrdiBUBRUi8r9T/Vg3Yr9DH2mF0f2JlKlagCvDf+2TPBEfm4RGam5+Ad5k59bxOODJ5KRlkuTttG07lCb2wef9OsvzCumILcIVJVl87fTqG1NKocHEFY9hCNpeeyPPcGzr/2Cf7gfDw/qQLf+CWxZfYi8/GKeHvAVQSE+fDzjMTRdJysth5yMfFBVvnpzPr3vbcu6xbsxmM38MP4vDEaVWZvG4OltIS0xy21gHdxxjGYda5OXU0ij9rX4e85mAELCA0hLyiYrx8azgybw6azHy8QiAnz0v19ZsWgXVcL8QVFwOl27tTmZBdSrEcrM37awJD4OABUFQ7GCECrCJIiNDUUUGzBlKSDAYMMd/7I9LpHMgkJGdm5VoUvLhbJ2yxF3JZpqEYHkFBeTW2gDJ/wTc5SOH04iDzsEGFz//FItqAUACqYCgSUbHB4CAZjs4Gk1kl9kIzk+ixeedtVKfP+DgdSrE8r/BrtqgqMo7Nl+jOkT/iYzPY8uvRvTtHUNnn3rLlZ3/QCnpvPXHzvLGdTd72pJ5YhAigpsFBU5qFojmM9fn4tNKLzy+I889kJvLJ5m7AU2Vizdw5/ztnL30A489Fwv9xjH4k6wYX0sial53PdwZzJSc0DAzXe14r5ne7u9EvJyiijIK+L9mU/g4+fJhHcXMv/nDfgEehIU4kvc0QyWLdnDS5/cw/Y1h1g2dwtGk4HOfZsz99t/mPbV3/gFefP+lOGER4bQ/c4WrPtrD/6BXnTv35qXHppaUgYoBeWUpCIOW0msTFYBv/+wlojoSvzw8SKSj2Wwb+tRJix58ZI/c8nlQdN0Jv2yhoAgL5KLsmnVojrPjOrB0eMn8AnwJC+7EE0HFIWnn+7F/kPJvPhKX7JO5FMlzJ/X/m8udt1VJLQ002ncsRNug/r1N+exZmMMzZpVI7pGJR4b1qXMA0JSUhaaUWHjzqPsP5xMvVpVqB4VwtYdxyiyOxn1xDSiaoRw950teWh0d379eSOFTieff7GUbyYtZ8zYu4iuWRmHQ2PHzuMIg8KipXsYMawjCfGZ1G0UwZfjlwJQOdSPZs2rA7Bnl+vBYNeO49yHK4ylYbNI/ll5AAF4+VqJT8pCGBVGvTSDrz8aQtXwsu7Ac1bv4sOZK4iMCkIYXLsEAE5dJ9LbnwmpG1mdFosw6igG18OlqpQ8NAr3Oi2nPxsIdMbt+4OHa3bFz3zpiWnWpMa6PAwEeBpNBJq9SC8uQNNUEjKLaPrT5yXxoKrrWcehun5Kjf58FUVVUBxgsIMqFDSHTpHdwV3v/kBGXiGP9W7HIz3bcM+zUykqtKMAxxMymTZrPenpedSOrky/Xk24f1hHlv29j/jETBYu3F7OoK4WGcw30x4iJSmb3HwbTZtVY/yni0nJyGPKzPVkFdmoEh7A8ZQskrPyefT5H6kTXZnJn54s95KRXciqbbFs3B9P5WoB7Nx5HGFQadwkggdHdKZRE1c2+KJiO7k5xQwbdTPPvdaX9asP8cars1GMKo1bRLF5WxyxiZm88OKt1G8Uwd9L95BxIp/b7mrJ1q1HGfvWb6Ao/D97/x2t11He/cOfmdnlrqefo96rLVuWey8YF8AGFzCYDqEETCAhIQkECAkthN5Dt8EGG4O7ce+Wi2zJalbv5fR+911m5v1jbknwJs/zJDFk/RbhWsvL0jlH0r73nj1zlW/5mw+/gnPPWcqxx83i2ONmMTpS5h8//Tre/1c/I0kNVv3uA46b+2OqDbfdvw5PCZ5fv58nnt3BfU9s4e7rPkAh//vhzv8pXnrceWAtVkYIAXNb2vjCya+mJQip2RqhJ0isxirLW5aeSGfR569PPo0ur4VKGnPn3k0MJ2UQAm2d79Om0cHDf/cPNjzH51Y9xrKOKSzu6OIfTj2XntyRqeL+iUmstOyrjPPgnp28fO4CFnR2gHT7zXvuuoNz5s3hvLnz+M4bXs0n7nmIUhpx/Yvr+fnmDXz49DN4+/HH01cuccumTaBg9+QYDZMyvaXI1NYCn3/MUTRirfngGU4z6Pl9TtB07QGnfF9PEqZ3tZDxPRpJipKCLf3DGAV/c+u9KE9ywVG/6zSy/kA/77n2VtrCzGFF70OptOcpehtlPn/f465wls5OlUxT2FYCofu1sM0CuxkdrVn++cYHedO5x7No+n/d9eD/Pzbu7CeK3TspBCyc2cm2g24aHWF442eupxIdcWiwkiNWXgDqyOcy0n2W1iaK9cM/vJOVO/Zx1oq5fP19l/Gvv36UoYkq4GzRfvLY81TjhFzg874LTuWik5bw5M693LZ6M+v299M7Nsmc7iPNN09JbvnLN7PxwCCVJObYmVO46fkNPLFnL08O7OPDv7mHZdOncN+OHWjP8MabbiYfBDzynj+jM+fOkkaact+BnYxHDXq6izywfRcoaMll+PTF53PxUa45khrDcLXKmQvnsG7FBxir1zn3Bz+ibhKOnzGNx3v3klhDKg0fOessHtm7izUDfbz22GUM1ipcfc+NjEQV3rxkBZ845eUUg5C3LlvB/Xt28vHTzuXzLzzK6uGDKOWm6ra5SOppcvjzPty/mb2VEWppzK8OPMevDsDMXBun9/y/7SP/UPFHW1DHUcrAwASzZneyf/cwN/3ocU45ezFLlrtD7ZjjZnPf7S/w6H0bwVq+8P13IHyPJ1du49tfuoc40Qjl2kyZfMjnPvor+nvHef7pnXztJ3/Gumd30dqRZ3K8Smt7nhPPWsSyk+ZRLtf56Ht+wrEnzWWgbwKUYPUzO1n9zE4WLJ1Kmhh2bunj9HOXIAIfA6xft593Xfo1vnfrh/jizR/kTa/6CvU05fl9A+jBAYb2jrHr+QN4UmBTjbAwNlTm+u88xEP3bEBIged7aGOJY82Zr1zBBz97Fdd+9T7WrNuPn/EOJ0Dzj57Bez55GQMHxrj0bWfxtY/9igebhTS+x5duuobuaW38/Vu+x2B/iT3bBti3Y5DFx87kgd+sZ+VjW3ntG0/l0Xs3oFNDW1eBE85azB23Pk/geVzy3jP5t5tXkoQQZw21HoNfE5iCQeQ1NpbYWCK1h5GWzERzt7GCXNbj9nVbsAJ6WgpcceKy/+DJ/tfi799/EXc/tJGLzjmK/Y0yl37hOmZ0tBAnlkqaYlOwOYEqS2Rz0gJu8zMeZIyDex8S16jXE7bsHSQZa6C1gxj++rY1nLZ7GOErhLWccM5Snn9uD2tfcFZUTz+6lZsf+yjDQ2XIeBjhctLVq3ax7NhZJInmq5+/i1ot4r0fvJAHf7OeB+9cxzkXHcMXf/5+XnP6Z0EKvvTZO1h25kJWPbaNWjVCAPt2D1Gvx2SzAXGUcNMPHwcJB/aNcOuNz3LFu8+jUqrxZ//wGg4tgmcf2cI/f/AGrHRt4de+7QzmLZ1GvqvIRCNmsm8CiRPT6ZnZwV/885W8+6OXOlXOjM8vvvswcaIZHpjkq5+8ja/87L3MWTyVHz/090yMV7n5hqfxswFxnEBqQQr80OOaj13KiWe5Dfm7n7qFx+9cB9jDFhNd/4G67Z/iDxPGWPYNjjGzu41GlPCdX6+kszXP685fwba9g5xw1Ey27Bzghtuc4Mi733kW5566iK17Bvn2jx5hrFoHaWmKTnPXfet58ukdKCW58+YPMjA0ydQZbWzb2SAX+Jx64jzmzunmhJPm8vefv415szp5dvVutC9Y8+IB1mw6gLWWy191PI+u2sGFZy4lzkhMQzJUrvHnH7mBj//Vq3j/By5g05Zetm4bYHBwkt6BCbbtHGSoiYBoa05Roijl17esZs2WA6TakMso4siNNWJj+PW9f8PaF/by1No9R0bBzfjkZ17Lyse38rqrT+M3963ny1+7z1W6geS973oZl122go9/+jbWbDpAuRrxzOrdzJrRwfodffz0N89xwSmLuX3lRlJt2LtnhE+//eV8+qFHSYzl8uOP5gcvrKaaJNgA5y4gcRzqprqNgzQ6tZ1DiYQQFgk8PbyDp4Z3MBHX+NyKq17yOvjAUWeTGsNxHdNZUpzKlXf9nEBJFuS72TU6TtUkzgPRSLAWqSWk1jUILHQEWSbqEcIcSWwf27abaS1Fxis1hLE8uXonXWGG4YkK1sdNY/aO8OMbVh6eLJ2wfDYd7XnGogZpVqFaQta+eICZ09robC/wnR8/yqatvVx1+Uk06glf/M79TO1p4frvvYv3/fX1DA6N870bnuDSC47BbJTUIpd49Q1NMlGqHVbF/fHPnyQxhqQe88nP38H7r7mADRv28463n02hNYu1lv7BSd75wWtpVN3fsXB+D+9713nMOHoq+/aM8Oz6vYcT5lot5l3XvJy3v/c8oiglnw/51D/eQrm5P//rl3/DuecsJZcL+dq33kaaam69Zy0t7TmGx6u/o1L8+itO4q1vdEXLvY9t4mvXPnLIdtwJG+Uzv4O6+FP8YaO/PkrRy5H3Mvx0zyMMRRO8a/6F7Kr0s7g4g4KX5Z823Ia2lovmLOKfll/GpsmDXPPs/eyoDGI9UNa9xxNplZ+ufxaA6895K0s6p/Ng71aEZwjwOaFzBke1T+EtR63g75+5h0aa0NcsrjaNDbJpfIgtY8PcfOnV3LhtPSf2zCBWiaPSCcuf338HVx91LF8472Le3nc8161bS2I1D+7ZyYN7d1LwQypJzOLWTkZG6hhr+dGa1dy4aT29lTI5ecTGdcPwAI998N1M1Ouc/sPv07CayOjD9+VjF53Ltc++wIVLF7JpcIjX//xGkthgc3DhwgV8+fJXct2Tq/nmE8+SGsOdG7ZwwVELGSxX+JcHH2duRzuTpboTrY1i/vl15/OtlasYnqxy2uyZrB8dYNfQmBNsDoEURNgsqtSRItr6wCEYuHUe0L2TZXavepHndh7gN5/8XZ73fycuPn0p2/YOEvoeV5x/LO/70q8ZK9U48ahZPLfzIJU4bdJ1XBzaFw3u2rrb885LG5qQb1i5ZQ9vu+BE9g9PYAVsHhri2sdXu0aFgCltBVo7cnz/4ecO5+2zu9q4/KRl7K5OkBRc8dxfK9MY1izp7uJXG1/khvXruWDhfM6bO49rfnk3ErjzLW8hDS3XrnuBA7tKSA9k3sGvpYFKHLFrbPRwQf3zjesZrtdAwReeepJ/PPtlPLt3P1ctP4blM6aijcEIwatu+hnbxxwVrBgG/OTSKzhh4XRWHtzHA307Eda5QxyYnOSjrzyH9518MpNRg7ZMlms3rWF/dQIh4EebV3PN8tPpyOT4zFkX8pmzLuS+g5uxIkV5Gk8oJ14m4OXTF/Ivp74KgAPVMT6y5hcIYTFWAB5SCNrDf+8g8z8Zf5QFtbWWD77/WnbtHOKt7ziLvesP8syjW3jsvg2oYpY4TvnwP7yaWvNB5YpZegcm+dpX72t2611Sc/GrjmPmjHZSY9m4eg/9B0bp3T3E6878HFE9hkQjpGSy1KBnZievuvo0PvTGf2P7pl62vniQaXM76T/geADGl/z616tZde9GjLEc3DNMc68F3DRocqLKrPndfPW6d/OVVU/wwpp+KhnDhoFB8jjYyF9/9rXc8qMnyOVDcq1Z190UkjTwWDq/m6kz21nWFHzKdxbAV0TasnNrP3t3DPCzbz3EFW89g2s+7aA6a57cfvi+CSlpac8zZWYHX7j+fXz1Y79i2uxOFhw1DWMsX/3C3SQCnn1hD8aXzJrRzjs+eCHPPbsTi6BmDdc9shatDdEcj3q3xnQaImnACqwRYAQ2sBilMUpQ6XAYmW+fewkmtvz9rfcDsHrfwd9LQX36CfM5/QSnKPwPv3DPd3+lhPitlS8aII08nLygQMTgVwUE0J3N8urzj+Hp9XvQHjyxZQ9//srT+NCHL+a6nz/Nc2v2sH31Xkwzmb/qveex9oX9JKmzmNKB5APv/QmtrTm0FFgleOap7Tz75HaOO34OL7tgGU+u3I608P53/Iju5gRi26aDhBmf406dz9p1e5mMEp5ZucPxlnzFCact4Lnn9/LO136bn/zqA2zecIDxsrPkEkC+kOG9n7qCnVv6ePfFX6ZaanDZ289izdM7HaenWUQ8dt+LDI9UwJMQKqwUGODiS5bz6MOb2bFjkFdcuuKwWvhr3nomv/jxE+ArXtzazxtf8zU+9LeXcOqZi/jnT9zCi2v3gxTY0Oe08xZw2hmLuOS1J/0OFGd8pPpbYzg4/8qTWLx8Nn9+wRc4/aJjeUcT4vun+MPEV375GDc9so4TFs/gvGPmc+ujGwC4+4kXGRgp86qzjuaSM492avEWZk1r5+0f+RlaW4R1xd2Uaa28/cpT2Tc0AbHFCjCh4Or3/ZDJibrb2jKKCoZ9E2X+6VNX8t2fPc5Tq3excvUuTj91Ls+udurFVsILO/t4/PO76R8u8fhzOzCHlktz3QyPVpBS8LnPXcX3rnuc557fzWi5Tn+pcghtyNveeTZPPraVsbEqK06YzaqN+zACysJw7NKpeFJx0UXHAuBnfKznsqEXt/YhM4pPfvkulszv4QsfvQKlJDfc/MxvWaMI2tqz5LIhX/jn1/GFb9zLZLnOy89ZCsA3fvkYG3YP8PiWPVgJrfkMH7r8LDraC8Sp67Tfu3075TRyiaIEPNdPkgjAnUeHXpMjAjyCq2efxlVzT+R1T3wHsKwd2/97WQfzWzr5xulXAnDjtvWk1pDWLPvqJWwiEFY0rRcEKnVrQRiJSAQihRIRhYzHG09azsb9g5RKdXoHJinXI77555fzg9ueZuuuQb6482FUCijBZa9cwXU/f4pa3bk+qKziE1+9i6mdRSarEdYTDFZqfOgTN1HIh3ztn17PzXeuAQWbvnI3i+c66PPAUIlqNeL8c45i+y9WooE7Htzo7HSAJYumsrNvhMve+z2+/7k3sWhuD2u2HERKtz+Ggcell67gwouP5ZqP38i+/aOce8YixiZr1OvJYVTNzt1DfOwzt5DUU1CgUrdelx0zg+G4wc9uXcVrX7GCfHPffs1lJ/LksztIA0lJWV75tm/zxtecxNtedxrf+/mT/PL21U65OCNZOKuLl52yiKuuOIlc9sjkuVxtHNkfgYXzunn71Wfwvs//kq62Ap95/6vI/J7ET/8U/z4eH1rHpzf9jBYvx8ePfhs/2u3ykl2VPraU9jM1084PT/oQBd9nMo45vmMW73jmuww2yhgrkNInEIrPrLicF0v7mZZt5879Fs+z/O3qWxioOy93LwSEZnNjH98/4QqeGzzIzbvWA5ZLZy1DDB2iOFhG4jJ/8didPHFwL4FUnDd1Pkc2J+ivuKbiR885h3zW596929kxMepg0U3V8VNnzeKorm7W9Pfz5uXL+fKzT2KFpWIjjp8+jSjWXHOqQ1K2ZDLE0oCFDaMDDNeqvOmumzHW8vNLr2JqocjP164jSrXbF4SgJZ8hF/hc8/LTEZ7kkW27eMfpThPg58+v4+5t25p5liATSF5//LFcvGIJn3jwEWxg2VodY2yghg3d9mikK5xl4vIVqxwNT3vOpkp47hVZPL2bf3ndK/jz791CVK5xYGySWpT8l6yq/qPIZwM+9mcXArCnb5SxUg0rnA8z0hXzRnC40D/E8TaAzUB/VCWTlZy3bD7CCrYPjBAUPZ7euY+vvvvVfPPep3hk626+ca+zNyMDpx83lyjRbOobQgjQGfj+6tXct3snqw/2YXxoKM1bfnkLAvj1W9/Ipx97hAoJG54f4M7tW0m0a4DsHh/nymXLuPbFNSDgjh3b3DEjBFNaCiSh5vV3/pLPnnMBbzlmBbdsfRGrDKLZMjxx5nTedsIKPvDgnbzr4duY39bOsT1T2NEsphFQjmM+ufIhtowOc3jzBTqyGRZPa+dLLzzOVQuXM7fFTdMvnrOIL7/wOFUbIX3DOXd/m/OmLeCrp13O00O7+NCztwAWP4SMFLx73mm8Yf7xzC7+1jReSDzlrG+lEOQlfOPkq/nZ3ruYTKp87Og3MzP3f1Yy/0PFH2VBbbTlwP4xLLBu7X5OPGYmzzy6hUXLZrB1p1POm5yo8eS63ZSWZDGph/ktl3Yr3aq4/8EX6WzNMTpWobU9x8yZHfTuGT6C4TiE0QMO7BlmbKxCz7xOXhwcR3uK6mAJ60kK7RlKieWx53bQ1KNg1vwePv+T97BzSy9e4HGgUKdjiYMN7gur3BPtJpyiIFWMzFe0T+0grHl88Z5n+dKXrqJ35zBf+/I9ZGYUGS844l1jQSfv++jlXP/EWk5aNJNjT55LthjS2pFnwZKpfOezd1IpN7jzxlW8+X3nc9uvnmM4Tuma2cHik+exYecAq9btY/bCKWzY3Mv8MxZw3Io53H7HGh56YBMUfEyqsYlBhB5zjpvJMcfPoaUtxy33raeuDEZbdEagJeiCdpOXwGK1cVgdLUEZCA2k6vALuHzmVKbmW/jJ02vYMzzOq5Yv/b2viw+98kykFNy6YTOHNCJMDL4BrNu4ROQ2xqAKQluMhqFqjVuf3ojKegwMVdg8MsK967bxwD+9h41b+3jooU00pKBjdgfHnzafB1/YyWlXn8B9K7eSHYkYj2IGh0YQBw2F0KNujYMrAaVSnRNOnue4gdqiM5KhWgPpS45uWgv92Qcv4AN/8VPHXwwkxlqCQpatex30aGykwt13r+Xmm57FFAIQgmyg+Mi/XMX2LX187sM/p1pydgR33/wcaaJp7cjT0dOCVnDeJcfzix88RmyOYKeCQsD99714GI61bt0+PvL3jv/89r+6mCXHz+VTf/0LrBSMjFa5/tonGC/V2LDxwOHpjQkUT2/Yz9rdAzy3u59zT1vExuf30tKa5bXvPY+Na/eDNVzxtjMRwPc+5XzP928f4Oq/uOCw6nh5ss7BvcMsOXbm7/DF/xT//djR69bO9t5hLj/rGAJPUcxnKDd5nsPjFZ58YRex5+gOoimMBO4wTjPQW63yy4fXs/vAKFLByafO4/l1exkv1f+d6unQcIkoTpFZhclLEgUrd+zHZiU5z0MFki0HhpBNb9P21hz/eM0reXLVDtpasuzuHeX44x0cV/mK3zy52XGPFRhPIgJYung6377lKd5x5WmcvHwO13zyJryCe9+wkt21Ctd+6W08tW43bQeGOHP5XHqmtlApNzjtlPnc/eiLjE1UeeaFPQwMlxidqPLQ+l2ELQFnnraQVTsO8OyOA7zy4uVs3TtIvifPuS9bytMb93LXyk0cHC1hlDgChxaCK846lnqSMKejjb3jE1QiZ5MljtDPOTyPtq6A0prDwmSH/rIFxR4WFKdw5ewTuXX/aq6cfRK/77hiwTL6qiV+unodpThCCgkpzTpfON/Z5qBKaIuwAplAI0r5+ZNrWdjRxZ4DY+w5MMa9L2zlno//GVecdSz/snMQ5UlaCyELZnezZ3CME06dxz2PvEgaG1Jj2HZgiG37B+nuzDNaqSOsa7TWGwk93UXyeZ9qI8FI2Nk/hlEwfVo77W15Xn/5Sfz4jmeJaikoAdJCoOivVokTd8FPr9vNp35wLzoUpDnXDPjUJy5jvFLniz98iL37RxHA0+v20ogTVCBYPLObej3hhFPmsW7tPvb0jSGMASUx0vJC/xBrbhkCAY+t2cEX/voyejqLnHjiXO6962+44OpvAA6++f1fPcXZpy/i+vvWEDSfuVaweWyMLQ+sYuPgMMctnkGSavpHSrzllSfx/duephGnnH3MXM47awl/9+27HCKEQdZt6+W05XMBSFLNi/sGWDqrh2zwpyL79xH7qg56XU6rDDaG6QpamEyqGOvWUympsW5iD0aUaAktLYFHQ6c4YUHIZyI8YfnhnnvorU8igfNnLOGJoT0MNSoceq8P7ZMNnTIe1aiZOsXQp06DlcO7IEgRWtCTLTAUlXmyvwpI8n7AZ8+5kJOnzqQtm2H7+DArpk7FWkugFHcf2MruyphLcpQlkYYzp8/hVwfXc9b0OfzmrW/l4luvJQ3N4YvYUB3gp694HdU05sebVvOWpSs4e84cnjlwgFcuXMyzfQfYMe4KqZW9+zh/zny+selpRBZeNmsem2tDvJgMUIoalOOYIa/K1ecuZzAp8b57nncw8NBpMAgDjcBwzctPoyWb4YJjFnDf3p0M12suLwvAaldMC20xCKyySCswgaOQmUCgEjeZntbdwqLpXXz41Wfzjzc9wGmLZ5P9PXvZz5veycfedgG/eGwtuwfHsM2C2ioQ8rAFMsI0J9XN71Wl4Z6dO1kxZxq7quPs2DHOIzv38N23XMb7Lj6NJ3bsIQ4tRT9kWlsLPT1F+solitOzjNbqCAs7JkfZXh5lXncbeyoTWA9E6sqPUiNixYxprOzdjxWW3dUxjGdRQnLGrFkUwpClU7rZPDzsNC+kQKsUXdAMTbrp+QuDfTzQt5299QnIW6zW/OUJZzCvvY3PPvcI9+7ZDgh2T46xuzwGHhzV2kNdJ8zvbKcnV2DLxFDzUJNYYagFdb62wamM37xnHT8873Ws6JzB9EILL77lw5x6+zcYaVSp65j7+zazduQk/mb1zcARUU4vrPCr/gfZG+9kYXEKy1pn8uzoFq6efR6LWtroawwwJZzBB5e8is9u+SEN7XLYBwdW8875zjvbWsve2j7a/Xbagn8vxvf7jD/Kglp5ks9+4fVcd90TbNh0kJ17hvjpAx9h+4ER/uGfb0Fqy8aegzwzZ5j0zBTbNsFHxu5n2ityzNiRpX/P2O9AuqySTJQaLFg2g8mxCjPndjJeVLR15Hn5MfMZ3D/Gua8+jje88buOS+wrUmvp6i4wmDf0KUtuOEUHktrMHDKxLDxxFs+t3csllxzHjX0b+NaGNfz4jk2sev017GnsIAgT9KwUDmYRCPpH6gTDFqHhs9+7jxUdnSAEk4GbXFsJG/cOcNnnrqOUxIj7nWDAgUUZDqLZPTTOW695OTf+8DEufYPrQK56agcm9BjGMvzifmIF3772MVpasnzxX+7CAjf/+nnXUQSsJzC+RCiLwbJu3wDv+cjPyIQB1ThF+yC1QMWCsChpCPDCiNj4budpuOWmJpWbokag85YQxbZ9I6yJ+rjlfW/Gwu9wKX9fMbW9yGfecBH5QsjafX3kQ591aw+ipcV6TtFbGFfvW2PdxohTKB+O6tA4kiyPlmtU6xEf/dtL6O+fYMP2PhpRzMFntmECCcZilaDRKhFIkqICo5hIDOEk6KxHPgz49L++nhHToOdl0+ldM0SSVWRGI0rzMjyXjjNachZaUknirMCEjpSja4aajpk+q503v/kMvvbdBzHGoJoNoXogeePbvwfjDUQ9RniS7imt5LoK7Nvcz+VvPYOLX38KV7/je3z/V0/Rs6iTeu8kWkJbNqQ6Xv2tF0ryyMObOWrZDK547ckcODDG3MVTyORDqlpjch7bD47y8xufwQaS1AehoLWQY7Jcp6RTHn16G08+thVVdXyjP3/XOc1iXdI9s5PtL+w5fG8vuuqUw8W0TjUfuOpbDPVP8sb3nsfbP3jh731d/G+MT7z1Ar5++5M8vGkX/3Dj/Xz/I1eycFoXF/3t95E+JAHc8uyLpDk3+/27n9xDpt3n2Fk9bNjYe5gk1j9Swion9rxveJzuriL5TEDQGqCF5fJzjmXfnhEuOOcorvzEtQyOlQ+jQ9oKWSaSiAlh8OqpE97yAAMvP2cp976wjVOOnU0Sp3z2hoe58dF1XPfpN1OtxRjVnF4gwBdo6/hu1oMf3PI0mcAnTvQRa1IFk1HE+/7lZvrHylgFF528mD22hm2BJ7fu5bKLlrNl5wBHLZzK9CmtPPj0ViJjaHiw/uAgI9U6967axtELp/HNG58g1YabH153uCmoFeC5vVhLqGcNr/7qT5nSUWC0UnPcaFwC2BpkmDB1bFPFxlpAS6x0oipag1BHYJYzc+1cv+sZ/mrpxXxs2aV4v+V5+/uKjOfxNyeczZxsOz9et4alnV3cvWE7JrVY6RI4oZuvaXNyLSyQQmot23qHEbiloY3lwMgEl51zDAcHJvjZA6sZaTQY3XaA57ccQKTWwTYVSA1WCawQDOkGSjQTVQtf+OhlKE+y9KRZrH1uL6kHSWrQOcmojdi4s49jFkyjrTVHf1rCBM17qGGoViXMKt5x6Sncs2or+/rHUUq4Sy8KrvnmrWSlR1xLUAqyvseJJ8xh5apdrFgxm2/94+u5+uM/5cZnNzC9q4gpKDSSjJH0dBfo65t0N86DLXsG+cYNj/G5v3w1QxNuUrhgXhfb940QtzjO+dd++TjWF8QKjLAsmzeNzfsGsQYe27CbRzfuxmvSMTtbczSaCCcvHxCn5jDPdOHMLo5ZdMTn/JPX3899a7Zx/ILpXPvhN/CneOnxulnnUk2qPDbyBD/a+wveMu81XDL9ZVyz5l8JZEp7EPLTvbeT8xOEgJ/svQXPV5zdsZinhvbQnMkwGI0jkAhhWT2xlSUts5mI6kzPtlA3dS6ZuYKBao3lHTP47rbHuOvAi6RNbHA5rZMNFKlMGUknAQmeRSjNa5cu5a4DG+luz3P21Pl8at29/GRPylhS49LZR9Nbn0Aog/Usotmce3p4L0jLg33bWT140ImjSQvWXZ+Rhn967kF2ToyCgjv3bGLj6CAmZ3lwYBtfP+vVvHzOfLSxXDh3IVvGhhlsVCAHI7LCwWSc3soY73vsVg6OVdk/OcEhn2iRSKyxSCEwvsEIS5BXXHbn9cxraedAueyGWhkDkSSf8Snb2JGnBUghsR7Ops9vFqyRwXgCmcKK+dP54erVXLhoAc9/8UN/kPwR4MrzlrN4bg+f/8XDzJnaxgObd9KQBhKOaGU0Yd/C0eLd1yWs6e1HWld8A2wbGOaMs+fwzXddxrtuvp1R2WCsFLF55bA7EyQYzyASgfEdzWa3GXdVmxQYz/KeE0/ijDmzeGhwO2uG+6iqiNS4/IuM5a59W3nj4uNY0NnB5vEhCKxDx1joj0oQwBVzjyHMSJ7YvhtUs0sQar6x7Qmu37uasVodhEIIeNWCxdy3ZwfthSw3XvF6vrbhSX62YzUt5YAwB4nVoC1HdfS4fw+QnmEsqfLeJ37Fc1f8FZWkwUhU4ZLZR/PT7asIA42QcO3ux4lMTBi4/Pu0nnmsn9yJwLJhcgebStu4q1disEzEFQq+RMUQ23Fm5tpITAoIil6ec3qOO/zMHhl6nOv23kBO5fjaii+Q81669sj/Kf4oC2qA557fzabNTjSh0UgIQp8Fs7vItmeJMwk7cg9jW+fwylnrWTm2mMQK9s+qE2yAtKAgNniepFpNSfMKG0js9AKNbDerk5ioUsMMlZkqpvC3f30xf/6XP3PFNBB4iqnH97DGjBEOQZqRpNkA7VtmmRxXXbiCT33pLgYaNX7w2GpmvazTXadO+Pr2G3lieDVzpwp2D/dgA4uVAhs1kxljGeidwMyawlnnLuGhHftIlUUiaLSBjWK38fhw27rN+Lii8FPX3s+tn3kH/RMVvvfTJ1mz+SDnXXIsT+/tw0qBjLR70wXcdc+63wISAQJ8T2GKHkk9gdAlcyMTNUZKtcMwaUKJ1GBCw8TciFy+SjEXU68FVBoepu5jEoFKJLkDkBZAjAqEsXz4+rsBZyL/mhOP/oOtCyEEH7v0PLbuHuSzP7yfFi+gNtFwvn2BJfEFSehUvWXdwXmEBpLm2YPbIM+fN5tL3vItTjl+Ln2NKiaUyJpBB+4M6e4qcDBs0AizyMhgfEk4aRy0vNvjDecex4UvP4ap09q46MvfotwV07LEI5iwVOZnUFXJ7rEJHlq7g7tvXUsjJykUM5RrsVPTDQRWSfarmIe37KFtaoFe47zCF7S3c3DvKEZYMhYIfU67cgXt09u49ZbVMLuFacumUy7XaRiNlZKhsQr4DnhaShJOOnEeLzy3h56eFsYqdeo+PLp+N6m1/Nu/PUKxmOHT33ozH/m7X2K1JsVxDwEa3T46lJy+fC5PP7ODVFq8GLS0hJ4kXwwpLuzgvMuPJ6klvOzVKzjvkuOYvWgKwvfJtmQZH62QyQYoJZgYc8X96FDpD7Yu/rfF9qERHtq26/CEJEo1bYUsC2d2sbNvlLX7+0gTTeJD0NQBaWAYbNSpd0tEasnlAsZrCVJBmhVEbYrWtgJ7h8epDU26InPtZn76kav5xm1PMjBWdvmVgKXzethaGSOpOcJZmhUYCe1ewBlHzeWJjXt4YM12fnD/KhZ1O+SOBR5cu53rfvM8tijwIoHAYj2BaBZ9SEGsLI9u3sUFZy1h1bb9jJVqCCkxEvrHymgPTAj3rtuOVK5R+N27n+GKc47l/e8+j4/88C6e/Zd+Pv/WV/CD+1cRJ5oDo5Nu+gnc88xmEmN+ZwqvpKDYkmGs1kD7Tn9hXEeMjUVsL7mJqggspjlArMvEJTbSIhDYFKQPRiuENA42aJuVJZYPrPo5idXsrgzzqeNe8wddG6876hgumreQv/j13UwJ8wzVq9DUIhc0E0V7ZMrepAa6aMIdl03v5oPfu4P2Yo5FHe2YQ4WzcPdKhZJC4DNWj9DGghKOK6wdUujys4/lzBMXcObJC3nn537Bhj0DkHfCkEnOiZ+V6hG/fHAtd63awr64Qmd3jrGq28tdMipJPLht0zaWzuxgZ3WCBMgrj6iWYhQ04hThCWYd3cm5py/mx3eswrQJZi12cMG9IxMYT9A7Wkb4oLSgIS0nHTOHOwc3UggDwpzHUL3G5tER7nluC5+64QGMsHzsDedz46Nr2X1wFK1g3d4+R0fPCkwoEa2KbD6gnMaH4d2h8tCpoau7yJsvPYkde4d4x2tOYeHMLlKtKScxhJJSo0FiDO35LIMTTmT0UCH/p3jpUU5LPDfxMHGTd1HTdbIq4Pi2xQw0nsZXlv7GML7UpNal0UJohqN+OnM1sAJfZqjrmEbqESiNQnFsV4HnRvvZURvGANftGeTel32cZ0Z2cm/vBkCilGFhfip1MUlftYrQCs8HvIRABBzVOp32bIYvbHgIqSxdYb5pzQX7yqOcd8830EEKiXLv66Hem3CIHoTlKy8+zFVLlrF+tNfBd5UAYdlZHgVlkZ5l/UQvAgXK8kjfLlYPH+TL57+C1z90Pa+87wf88OyrmN2Vp7c+wdrSAYTnlvGW0gDjtd8SMmz+262FkMmo7oS6JDREwoHaBAdqk06foSAdVLqoiZRAa+0cBSSYKEUJiTUONWMyxhXWElJh+be1zzFWb3DTxg08/M6Xzp3+v8Uxc6fy84+9iU/95mHaxvL0jpex+WaeaNzH1h4oDaRuIIOToHD5YQrtuQw3bNvAN9et4s9OPt5N7lPHh/eFItWGo6Z0sbE6hDUG4YP1DMQSfMEr5i/k1Bkzedtxx/PtDU/z0x2rIWeRiYf1NYHyiY3ma+ufJOsr7h7cSL4QUG1CwbEgPINU8MjEFt7acRIy1IicxmqYmmmjvz7JWFQDKcjmLR84/mRu2bUFk4vobm2hLZPl2eG9SM9Q1hEcUjKXhmWd3WybGEIhmdfSwa7qEMqPuXX/C3xz8yOMRGXeNP8k3nPMcdy493l8pdlW2Y+SBiUNhVzCULqfOflWJtIBNAIpQFqJsZpjWmfQGmZ5ejjHJdNPY25+Gp865s/YXz1IwU/wRcJEPEZb0MF4PAFAXdeJTEyOPxXU/+XYuNEptWazPp//lzfQ3p4no2N+/t23sb26hR/t28YXz/0FeRUzJV/hyYGFkBSYVAG+EKRKukJASqzvdoUt/UPsp46yjrsRtQluWL2BUiNi554h8KEwJcf4DMWwmiQVhvpCCMqAFphQ0Nff4HuPPM+xXe0cHGlggfE1VT7/3os5qqOTf9jyZbSxlHUWT6ZEWQ8ZSerTYXpQYHKgAsby4DPbOPvsxcSBRQcCWYc467p11sNBmANLWBX445pqvczb3/djDu4Ywlp46ImtPLp+lxNPwKJ9VwwHvuLCC5bx4pZeZGSw1mJDxbGnzCNOUl5o3lf7W9mkSJtTlubXG0Xn3Rz42iWGqcLzBFQMpuzTMi4xqUGnkBvFcXy63Z/vyP/hFvuhMMbygc/eTDVOXONAuX87zoLxwYZg666oFgYwlrAMVhp0RiKsYLy/jLXw5I79GEBlBY1WD11wkpSLjupg+/4+x5EU7t6mOZfozZ/TxSnnLmJh03M5CTW0xZRaLZSdYXdhnyArFMcvmM63Bh8hbpGYWuzupwARCEyT07xq/T7eePlJ/Oy+1aR5QW9rxPiigKBkiFokSY/ivm37sFv3Yrs9kDDRqHP97aucDYWjaEFTBMkGitX7BzjpkqOZPqudX961BmEFz28/SFxykOBytcGH//oXhxWCkZDkJI12SZKTxC3wm927ER3uUM0Na4Ksz7e++WZueX4TH7vhflpyIV+95tXct2Y7l565jFMuOJZr3vBdrIDvfO0BMlkf31doT/HK15zAOz/0p+n07ys27Bs4DFf7+8vO5Zxl80i04UcfeT3P7trPN29ZyV4zCQqS5tSYEEZ1w/HjA0GZFCUEacYhN/pKJfZXS86TWEJSgLWjg1z59RsoDdScyJ+vUFNCtkfj1GONybv3zCYCnYFhEu7cs4NLFy8+vMfsGBrlo297GTM6W/nkzQ+4gthrFtMIlAEU9LQVGK/UaXiG57cd4PRlcxipNTBZiRdB3OTl2UNQagWJsJgcCGV5/7W3s2v3MGliGKnVefd3fk2UapcEaXGYHnb1xSfwqR/fRwpgIc3C3BntnDh3Or9avQmMEzG0Hk40RwK+40obYbAeTuTHb8K6hatKm7kYh1R2jJVI4X7GNluc7cH/jOjKX/z6bp7df4Dmq+2K6UOMkN+avhw6BqxsQh2bOXRnIc/WZJi+0RL9Q5NICannuOKxtZyzfD6Pr92FyDiElRc1tc8EtHZmOfbE2Zx1klNr1ZbmGhOYxDqr8xSUEZxy7BxueHQtOisYSxuYADDu3lvlxIt6Rye55LSlPLB9D/hQERrb7poYxneWjlurE2x6YBUy66blB8sl7nhuE3XpVOqVbT5TA2kouHn7Zuaf3MOVpyzjS7c+jpCS3eMT/OjBVSTGoEP4p1sedklywXE/J2sxthWnURHA8wf78aSDrkptkUbwsXdfiJXwsRvuQwDfeO9lPHvgIIWWDK89/zjO+OR3qUYJ33r8GRKjmdPdzr6xcc4+Zg5/e9m5/yNr439D9Nb7iW1MqARndJ7OG2a9CmMN75n/Gs7tWcZ9/c/ydLwGXznKgrXgCUtrIBhPQEiLFTUECl+5PEhbzeND6zBWIKSHLzRWply+8jMc13IUgZdCKlnQmqNiehmuarIBaKOJEo9MkCBlwq5kJ/PqhSYsFkbjKu8/9ixm5zp5cng7dRPj+QIpEowRWBTWCjrzWRppSiwjtpWHGIurjDYaiIzBpm5K7eB5bvAgBBgvRXkWoQw/2PEE254foRSlCGF579M3MtCoo5RGHyIUI7h83jLu37eTvuokWIHnGbpafK6YtZQfvriatOljL3yD1Y42KTMaU7dIBTLURFEzM/WbQ+5WQ6otWI30DcQeNgaExWYsEzVHaevI/eHzR3B88F+udnoNQU4RpZrUN1gpnGsDuGZA8xywnkN1SiOQUjB/Rjur+vuwWL695jn3cxl3DqQYTpw6jTVjvRBaCC02lqAsVqVIZTl+fhdvXLzc8Yd9H+VrhDRYz+1XqTUIIzlnxmxeHO/H8zUN20B5AmPAa+5r1iqqacxYWsP3BFY4kbXYmySTi0ijED9s4EuP72x7DGElhYKmIiY5WB1jX32gWUQ7jSSlLFIaHhlfzbwpGd6/5Fy+tuUhspmUsk747Po7iY0l9BNuO/g0IMkFKb4yRKZENhBk/ZhAagw1qijyQUqiFZHxuGLm6bx65ql88sXPkNiEN8+6CiVH2VXZzpldy3l+7H4eHX6RBwduxZKyoDCHg7XdzM/N4XWz3kZ70PYHXRfC2t/yffr/WJRKJVpbW5mcnKSlpeX//Qd+K3bsGOCOO17g5ecfzfEnzOW50e387dprWdAyTqCqzM0u5LTcz6jpkL1xFz/ddwbJaIBZ2Uo4aZkzpY3+PROgDX6omHZ0NyesmM0P165FJpYkD0HJpRMysUyrB8woFHghGccoV8zWpxmEAa+qENrZQ2XGAAGfeOP5RI2U+9ZsZ3pbkd37Rrj64uP5afIrBmyM0ZKxPR2kAbgKHp55w/spDdd538d+QUMb5s3vYvvgCDorCYQgyrsE0Qp3TX4VssMGZUA2NGkg8eIUhMR4jshnhRPJOqRN7/uSc45bwDPP7WJae4EDB8fQvuuKod21WymwWYE2liQn6Ih9KnF8GO5bmypJi4bscWOk4z61Sg6Vghzx8KsCFVu8mktmgqpLwlqm5Hj7K0/hreef8HteRf8+nnxmBx/9+p1oD1oLWTIZRe9khdpUeRiiJGNAumlGZz1gbKSMjJvJcXMiL2JL0qpIg9+CLTZbVDZoFiIKVM0ijEtIZWzRWUAJls7poe5p7BTDi0mvo+SnoBMPEUtEJDhr7hxqqyrsGxwjKFmEdeiDwyEEhWJIOtenL6kijUDETjgHA8azrlEyifPVTi1JUXBUeye964bBuK8JA0obx1sKJGkgnDp3QVGWGplCUpRIacnvSwiqFppCSwJBkhck7T7lToHOgxcJSByiQjXxmyccNZOap9myaQCpwRMgG67B8fqXr+Bt55/Auy//hhNw8n4X0jpjVgfX3vIX/63n/VL2kf8vx0v5XGOVGv/2wLMsmtbF609fzmCpwhXfvYFKPSLVhnzgExjJRDlCyCOcMOH6KeSVU99MEwevnT23g1cuX8w3n3wWoSGVliAVpKGb1hZSxcJcO1vqo6TWukadEU5MzIBMAOXWqPHh0sWLefWSJVz/8Au0dGfZHo9z8swZHNg9yprNvWjPYjIgjEDG7r3413dcwrlHz+fKf76Og/UyXcUc9SE3yTMeBB0BtShxRY52k5s0c0Sd2uKmByoBnQOv6t4No5oI58D90DvOO4mbHl/LrNZW9vaPk2Y4bJdihSss04L7depb8hmfWpKgMxbruaTJSuvEG5RFyCYsUx4psIVwXEzZvDhfKq6cs5x/XHEp6hBm8A8Ue8fGufxHN1BLUqQUnD1nNo/v3HdEkfrQhBqHEJxVaGX/+OQRCDjQlslQmnRJrnCaRUgLMm0W3K05RiaqbqItXXNENjmBSVaAB90tObo7i+SVYs3mviMCQE1BIpOBtlyGl82fx11rtmCNO2N14KbcMnX/KQknLp/NUzv2YwInaoTkMA9RWEC7daoSSLOWrPIIalCLtPuccbNekK6wNof2dguxav65vFsDXrWpQizc32s9DisBHxIsEhano6GB5n7emgk5c/k87lm11QmfAW3dOUYrNRZO6eT2v3wrl3zhWvaPTWJC933ThJh6QrLh4x/8b1lN/rHuj/Df/2zaam7v/Q2pTblyxqtRQvGFrZ9lZ2U32iqshbmZJWyp7kQgkMKgJNQShUVgjKIz7GA4GifSghnZDo5vX8LK4XVMpg2wmoYJUcIQKI3RHp3eTOp2ktG4hidTanGARaCtJNUKX2qUMoRK0x108rnl7+DrWx7F2ATjTdLiZVmUn8/XNz2BFEcGGlpLjBG8af5JfHz5JXzgmZtYObqZQCm8pMhw3QlITsn7jEYRWgu3P0oIwhRt3IRGCBDWkKYemUxCqgXGuIk6QDZ0lnivn3Ma9/etRaYFDpZi8GN8L0UIqDcC0ki5ItxKwiAlkIpqQ+AFCVY4r3tjPKTQxA0Ppdw1+GGKTT13TsRgo+ahpCwqTDmjax5fP/s1dP2WtdgfIupJwmU/uYF9/RMI4DXHLeX2F7eS5pqikolAB8blhL5gcbGTXZUxtHvzEQamdxXonSg5HrbFQfkPdVWBBV1tDi0gQMjmOQFgwMtqpDKESnBy12wqScTa4SEsBiktUhgMisDTeFJwzaIL+cqmR8AaUq2QEgI/IdUSa9xavWL+Yu7p3UDoG7QRGCMIPEOqhVvvBkI/JdaKjO+e5XFtC1g1vBcpLI3Yx1qBEALPS/GVxpP2CM3JGgLf4klNmnqkViKbIpxKGjxlCESKFIqMqh9G7CAEgdQOiW4t75h7Cbf33UFVu+bN4kIHg1EvEsW/Lv8OvzpwE0+PPkEoDWDIqIRQOB7Nh5d8l85w2n/wRP/v8V/ZQ/5oJ9SLFk3lIx951eHfrxvf4xRMbYwez/DA3VnkJYvYMt7DKTN3ux8a9vEabvoyFNX5wj9czn3PbObRSi9rolE2bBxDCIhbcHDGoHmQFgUHCgmqHmFTC74g6rBNSwPn2SZTga8dfCUN4CfPvcDBkUlOmjmDh5/djrDw1eseYbKtE4nB+AI6Lb4F3aJZ3jmVKdki7/zeL6ljSLOwdXgUIQRH9XSyY2AMJgwqKwjyirAvJVXNa0iAQKILksQPUTWDit1i1W0Kr2ox2oIUJMby2DPbSbKCff3j0FREtUKAtIRK0Ta9yJ565fBUoiRT6tMl4QTgabyGxAaCeGMrqfVcoqgdzDI1kLQKskMWFUP7lDwplrFSnWt/s4rNeweYM6WdP3/VaS/ZoP3RhzexfdsAV7/pdFrbjnQub7/7BVRVozzBV/7xclqKGT5/3UM8Md5LOHnk+VoPKqTEeUPBhkTjETKBGdNb6R0sYcNmMu+5WZlXd8n356+5lH/8t3vQGQuBJVOCOA8yFU1OjcAo2Dg8hDCgDxryxyvqWkOgEZUAVZb4VcnzYwd5zbxF7BsYw/pNP9+cQmvXSTYZyXCQEFcSpO8aI4fglW4QJ0hDixe45D7tABS8WB6h1XONA6PAK0o6X91NRymk/HyF3vFxUhTjbRarJQKLDt1hMTHfJ2hAblDjT6SoNp9gfoGDpkbS5u5xKkH4Dpopq67o3mUnGdpfpjHbEFQFx+emsHPLEALwPcmmHf285SMXM6OrlUcfepF8PuS+O9YBHBbE+lP8fqKjkOPjV55/+PfbB0cYr9UPH+hlkZD1PFeYJE1YMpAWAQXjIuXmt17NTSvXsikaY/PoMFs2PkPe86h7KSYPceRGljaAckZTbTNEvQbhQZqxyBi0svh1gZaWQmtAKU2xyvJs5QB3P72dxbM7WLm3F5vCtvERAitoLDB4Ndc4ksZRYoqZgDOWzuETtz/AgbQMgWCAGrYH2otZtLCM1xr4KXhSELaHTEYNVCrc/mgdyiRWljS1eJEgDSy0CbKJopFoTMYVMfet20rNN2yvjCNyQAA0YfHZ0CMbegwKhz6yPlRk4iYNh5px0h7m2SGbv4d/V0wDWCM4un0qmycHuGnPWpKmp/tHl19M0c+8pDWwvn+AOzZt4fXLj2FpzxFF1N9s2kYtcUnIpy56GSfPnsn8ro1c98xa9wOHJtPNHuveyiSdxSyj5TrCQBhKqjpBZ13RiHLnRNJsSLx80Ty2jY2Q1N1+5eXA1gRpE1mFcmdkf1xjYMCp6va0ZhiJGwjjGi5u74NR26AkIuLWZnMuBJWRpNLg1V1jJAZW7tnvqFDNQhTc2SiNQFiL9d30WRfdMynLhIJQroAWFhPC0qOmIK2gzYQ8vWsfIIhbnBiR0YBxkH7dYTFAxiqYdJOp+VPb2T0+0UTwN9uQzaJcRq4A7+opcufareisWx492RwjldphFMALvX1ces4xLGht5Zm9B6k3Yn6zZTuJNWhrqCcJhfBPHtW/j1BC8dqZR6gVdV1nd3X34d8HKmFS7yaUKdpKp+WAJasSAuU6Tu+f/w7WjO9iNDnIltIW1kwcIKu6qBhDzkvJakPDeGSURnqanDfBQKWMJwVZT+OJCCmgmvpEAqZmPEppDSUtdQb5+Oav06ICxmPBSK2BwLJpch/TWmskRmKsJEoUnu+6OhdOX8otB57l+cmNKCkRIiL1G3T5MCPfxe7KOJ5SSOHR05JhQpcwWmCtwVhBS+CRihqQkGoPJQ3FTEIofUpJQj5wfPL1EzsxchLCSXo6FHEqSa0k1h6Bb8n5ktZsykgtxvMMUqbkfdBGkGpJmEnR2iAlZDIOlRcnBiEtMkydU0wGokaA0YJTumextrSX58q7+PLmh6ilER86+nwWtrw0lefBSoUfrVnDKTNncOGCIz7a6/r72VUeR2ThquXLePPJx3Hm0rn89aP3oI1B+E5ATSuHVNgmBpjW2cJAtYqNLCJrEQHYonFaPdJgtUQGKVJpOkQrZ8ybwp5tgwgLuYygmriGq5QglcGTKUjLqpE9CGHpyRYYTysYK/GUBZsSeK6hcn//GtpzKfXUoI0Bq/F9gxQeTooj5ZnRF1HKkvFSjBGkVuBJB/3SqSQbJFgkhbCBlAJfpuypHkRKi5KQCRKO7ejCl5YefwYP9G8ELKFKCTyDwBAbj1CmBIEmlCmhChiN3HOfl+tkLO0jo2pYCxmlDxfUFklqFbOybdzRdzOBTMgrQ2qzjMX7AYUUgkoyyqJCC8e0vpfxuJeDtT4GGlupacflHosH/lsF9X8l/mgL6kNRq0U06gmvm3UGI1GJNhPwwguDjI+U+en204j7crzw2DFkZySc1DKTF+woWkKlnvDA5h3c1r+LVIH1LRGOqyxjML7AeEc68ggomxhdcNNpG9CE8glMziLqoK0gLkDUDruHx1EJPL/1IL4CkVh03EwuPYlVEEy4QkSMSwYGy6zZd5D+Whk9DVTkYGReHbbvG8E4vQpM3WIaKX6oSEyK8dzPveyco7j3uW0IC7VOUEY67rQWTM6BMAJVtpQWSLr2K8R4epgTYQCMJQ0F5W5BOdtAJ1CfYpFaUDwg6AlzlOalhMeOoHYKTLtHMhpgrUBalzALiUuyLDQ6BX4NvvGXV/Doul384O5nmdJZ5L412wB4+YpFLJrR9d9+7qMjZT73z7cDzpLsmt8Ss7ryNSfS2zfBgkU9vO9jvyCb8al6mqxnsUqi6mAzDqJpFdR8QyNvEHlFUIbdSYUZbTkmBiqQVYiKdZMP7f5rVGNsZMjH4pArFF7NYjMCAokV9vCkW6QQRpJok4+ZLiCAYFSBdkmoSCzPbt3vIPwKUAKDceJHAlrbM6RdksFKFax7XtZzEzj34Q3RFLC+hNk14lKGrukTVLe0UZ4lkTWLn0hqszT7GwMQwE2fPIVG5f1EieJzt1/N+Gjx8Doy0iWhcQ5UUVLrDJhYKlCNKm0J1GXTV1e4exiOOj6RzVoOxiV0p4E8RK2WF0eG8bPQkglZ1NXJP//rXYhE49WdGE97e57Pff2NPPrAJl79ut+/qvGfwjX7BiplTps3i3efdRJjtTqDtQpP7N1HRSeYAi67Ty0XzJzHo3v2oJuWT3/z8H1UkpiRUg0rLUZZSu0JIrFgBUm7RVWPWHAgQbe6NY0HiadRVtJocZyDumogI7CtKf31FJsxvFjuQ8jAifwULPVmgWZjgQ4dhM4KQ8NrsGtsjId27yRqM04TwXcF7ZCpIRKBbYG01WKloTXVaM9iEzA5zVEdPewdnMDWDUmbJY1cAawSQSOb4gmBqFh0HvriatMioHktCqKCQWhLvcMyQYIoQxpqbAgilgRK0ZoNqXoNqkkCnnHvOL8F+xbuPvx2H/Gvj3k5S9t6+MAzv2RKtoXb9q8D4Jj26bxx/skv6dl/6I7f0Fsq8fzBXu56x1sOf/1VRy/h3i07aMtm+OyDj5Fow7RC4TB6xyoOT6mbKE8n2hi6X9cxHN3dxabhYUf10c55w4bug3lFj/6DFeKuJpQ9EsRdFqmcUKUxrsCVqdvj0pyljzpKgIoFaQ6w7iy20vLsYC9auf1GpBA1lYvjEAINM6a2sK+/Wcwq6ZAGzX3SeMadz1pgtEVpgclb0FBRxvHcm16/65siO3911uk8LQ9SjWK8WCIi6SZNHujQNilElig2yIIlabNstqPkWzySqsEEFpU4NJPGYgqumbJtYoQ065ATWkCfrhJ67p795StO5403/gptDYc84qQQ/PhNl3Pfpu2cNm/2n4rpP0BYa5lIhmjxO3n7nHeyeXITOS/DM2OP0DBVip5GCYsxMDN/HFvLO/CE+9rP9n+H2bmF7CzvRAqJEhqrBmlDkVifYhARpCmJdRCFgh/SnR0gMQpjJRnRIManuyl8hvVoURpfGrQVaBtR0YZykgU8sp4mtSmecpNKYzU5PyE1ilDV2V/r5faDq8h6EZFWhEqjpEEIwUA0TC4wtGSsG+iYgKwwxMIjH8YU/QztQYZdZUvWixF+jGoiagR1ZucspURR9CMm9R585aGNQEpLNtBkvSpRqujMaoxNGK630ZZzf1cpzhJbj4UtHYzG4yTEhCqhVM/hK42UFk+Zpr+gwFeaWhwShAmnd8/jn1dcylWP/ITEaO44sB6AUPl86eQrX9Kz//JTT3HL5k1ct/YF1l7zAQqB0+dfMW0aZ8+bw1ClymOl3dx413qWtU8hDbVT5/RThBWO7+1pRKgZYAyyEtXqptRhxqLSBKkM2ngYrfGyrgAOwpQXJvZTbK3jKYvVitaMJvAMceqQpRJL0kQO5IIYK4edwKL2CVSKkgZtFUoYBuN+rICcb2ikPrkgcZTMTEwjkSxt6WZXdZAi4CmnZSKMwJcWTxq681WkMDQSDwMU/ARPGcqxpStryHgGT2qGEqd1MyWX5fwZObaW+9BWUE8DhABfumZTxksQwpIaQ9ZX9GSqKDFC0WZRShPKmMT6BEJjLHQFZXxpSe0YHTJxPWgJ1paxtFAzEZdMex037/9HSukIvtCHz9VXTv1L+hr9ZFSBBYXlL2k9/Gfij7qgnpyo8s63fp9yqcFnvnAVHznxCi55179R0jGiKJAvtuIbSxRaKsaytmWUzHxBY4+rgn69ZYuDj/mQdqX4oz4YUDWBLbicKs079T2hYMn8aTyz7QCNbsdPaJLfENqiumJULUuqHNQvKUjUuIOORS2CsG4xFdfRNxlLXLSoWBwurKq1mF+s2sDEfA15S8tmr9lqFxhlf6ewT0PBhNL41aY4SwB3bdgOvoPg1qcLdEuKVxbkDnoknRC5MTRSC4ZnWs6eNZ2RvjIyVKhJzdBEhajV8cCrQlObYzAFkLGg0WmJC5p/vfBi/q33ZxRmHmTLxFT8aYKJPe14JQk5gTXuXoDA+BC3wsIZXSyZ1cM7X3EyG/b08xffuY3pHS3M7Gp9Sc++UMzQ3V1keLjMwoVTfud7Z566kCWLpvLuv7kecNYsx50wi9U7DqLyikRpBy0UHBYROpRAS21RDct4tUqjUyG0ZW5HG/saZSZ6UpK84Atbn0YVFQ1jEKloQjxdYqR180EZB/fzEyeqEY4JssMecc7DdgjCPkuaswQlqKoG1mvycSxEbQ7CXZ8Cky11t0YOwc41rCh2s92OIq1gzqwu1leGMAVDoadGPh/R0zXJDtGBkjRVwXEcKK0JUAT6PYisJpsVvPV1D9A/1ImpHc1jz85hQNewsVuji47bz9T5Q9y++2Q65k4SbykQ1D10DoIJ10AQqZskpcI6mGRzjYZ+g7bjqyRLJUdNmc+TT+50A7sjwsZMTtYotOb4y49dQn/fBG+9+jtMmdrK5/71DYR/8mB9yWGt5Y233szq/l6uOelU/vais7n85p+zbqQfT0pkRmCNK05MxvKC6Sff6VFquOnl7so4WIttAYt2iJJYYgsWkbjEXxelg/FkLN0dObaWR9FF7fyNPYtJLCLUkEnxkoAksChPY7OAFajAkJlZxiBo1EMHpxAC3RlDXTl4Ws6AhB9vWkOppQFFgygr14FqFoA2MKBdAUZrTMkkUA5IiylkNJviftccy7mpsM4ZbMO5FuBBYg22zeKlijhjmdfZikmgWoiZli2yfnywKVjYtAboNK5oTiXkY/y84qoly9k9Nsn9fZsxWqKyKdYqrLX4gYOUWCMcl7E5lzy1ew4rOmfywms+ykRc53WP/YBaGnNi5+yX/PyPntJNb6nEsik9v/P1eZ3t3PHuN/P2X/yapGlDsnz6VPrLO5HKFbxGujG1bGpMHKYNCYdk2VIfRedBW8t0kaOa0UxWG9gMPDS+h0ybR9U0MJ4lNc7vWkUC2yxmAWiqYVvhCmydBVJDCyFlk2BTB/sf1XWkwCl8h6BzBlUVpHlDEhh26lFolSBB1i0zuwtMRhGNWLNkahcbJgZcJhRaNClN5SaMb5ocTosNHM8UC3f0vUiFBiIjSDIaoTUekvlTW9jRO+G6jlhMRmO7YqgFWAUVP0H4ILRAF1KHsJDKCRcJ6xTucVBHjcFkQecFHfksvbWKK6Z/q9lirGUsrfORi84mVB5X3XYjI/UaP3nVlcxra3/J6+NPAY8O/YInhm9mVm4p75r/r1SS3Tw5fCeBCNFSoUixQpJVmtTsYGpoKB3WfYrYWdlM0TNu4icsVROS91K0TkAIlG8RNqbFj+gOM4xEEPoxntCkVuJpgcTS4jeITZaaliiRoK3CIFAYphcmMEZS0xkqiYOJt/gRsXFw3bwfoYTl2fFVDCe9dOfc96pJplkQWzJeQmodDinnx3g0mIxzhF5E6Gk8UWc0nqQjK9AGCn5MrCXaKtfsRNMeNnAqCZai51P0egjVIDOy3Wwq73YaElYiBbQFZXJ+TGx8OjNVOsKEZa1FFuQv5vu7ricxiqnZMtU0pJoEdOYSfGnc57M4D2IjOX1qF7MK7ay89MMYa3n3U9ezZnQ/Z09Z+H95qv+5OLq7m1uA2W1tZLwjpVLW97nuta/l25tW8uXnngagO5dHTQi8XIQVEoPGU8ZNV7UbdEhfYwzksjEjoo9Ci0FJS9rwmNOa4WB9lEImIZAVMl6RbJqQDyKHgLCS2CgygUHYZi/XpqTaoqSbLOeD2F2gyZOQok1CMYgxVjAZZfGkocWLaPE0E7Eiq2KmZhvUmaQl8PEk1BKfjMrT4QsO1CK6s22kDBEZ6MjUiZuFNrgpdTGISI1HVsXo5jXmVcS68j5yHlgEBT9GG8FxbXPYXt5HbEEKg5CGnnAcTYAUlq7sOKkReNKSlxVSK8nIJrwJCETk9AfcSUtWJPiqRgeSOdkunh8ZaspmHmlKl5Nezum+lII/jacGv8LeyhOcNeVvmVM46yWvj/8o/mgL6jXP7+YTH72ZpGmd8tTK7VR0SrURIxWEJYuZ4hEV68RTDGE2IlscoudlFUZbuqkN5UiLHsYX2I4Y6YMd99BSYPNgQ4s30ayZm3Cxp4YPsGRuF+vkAAiD0ALS5sQur4kXVziWGfTlt6FTRWljO6rsgTHEwmJ8S+OcBpQlMQq/N0DVQWddkrJpfAiyBhEYqrObk4+ywGtISB1nOskKomYtmgnBq+AEAywIJWj0WNKOBNGVkkyByXkJcjB0vGgDxG5S8EI8ytxCjr6hEl7sIG+HvJNNq0U3/w0bWLBQnmjw4VvvYebRPbR3HyDvx/TkyrQcd4ApLWV++djZIAVSNCGWCi5dtoSDfePceMdqzjp5AWedspCVX/kASkqkfGlw7zD0+ckN76NUqjNlyr8vzp9fu5fR0QpCwJWXnsC733QmF/7DD6gn2qELFC4BaxzhTh6aKAsLqY+Do3iC005ZwI6Bp4hNhmzYYLAsyDcVYQ91VdNMs8fiC2Tkkka/bAm0Uy90PBpJUAFq1g0h6hzm2KR5sCEsmNHFpvoI9S6LyVhEKpC4ZNYvWwoTgv3bB/F9wBd89UOX8opbriNNYzqyNaqeR914TD1qiGTHdMqN1BWykSToDWmTAZHVLkEFGvWA29edQqaep1Suo7tAdyV0T5vk7069lRZhmdNS4pl4NoOLEoY2diMnwa+DbbjEW6SgWy3ZljrFXJ1lMw5SlSG91TZqXsBTowc4V+bd2vIEuTCkkAnIBB4feu+1LFo8ldPPXUJ/3wT9fRPs2jnE0ctmvKT18b89+iolrrztFwxOVLFYVh7cy+snl7FuqN9BbltM0zbOOP0EDENJGXJuH5GJIMhIIpEgfAGehroPvsVriZFBio49TKwQgcYLE56LNnHM3BlsmxwnzdYxDQ8rFLLgRG6sHzHDbyXJjIGF8ckcmYymWKijtSS2ihnTR5HWMlzNE8ce6URA2BbheZqNyXaCosBkUqyXYmOJVBYb+diMxpY8/IJ1E0KVgErRykHK8LQT8FG4AlE2C+mWBNtwn9cIS2otJm/YzggrOqeza2CcgUoZmbXgGVQUYP0U2ZK4KaowaCvRKuLaXY9z0bRjQFi8IMUKg8K4a2xO8T2pneeqhTmFduYVO/nipnuYkmnhbfPP5NFXuMTR/z3YZn37sks5MDHJ7Pa2f/e9g5MlVh3oBQEnzZjOP7ziXCZ1xMoD+w+vC2klWjk6D9a4vSrjUFVJag7Lfy9bMI0H9u/A5gRITVnHlIND5DqwxqJyMTqWqECRVkHWJbolQYSgS8rtxwoILZOyhmwoN83VDqGgW5wy+vRMC31xGd2usalFGIUIDSIbI1JJ0GPpjyNsq0YKwwdOu4CvrH+M/dUxGrUQEaTI1KDrPmFe0Yg0qi1yonlIPC9lIB1zEH4NaMh2N/CUYGc9QnRaiCVSGZRnEMogsoao6mOMhIzFJtIJDYVgawYhnK+1yZsjHra+cFY8nmXU1Hjw4C503kFEc8Ynm/Fpbwv5qyd+Q8EP+OLZr+D5gV4AHtizgz8//pSXvD7+N4exmpv2fZRdle0ADNZ3MBkP8sL4AwgBRS/CGNcwCpXGWEXDjJPzYgKhqOgMoVJoUcegyEpDahRZEjJSEwYNx422HhZL0WugzXZWtM5lII7wxQT1VDFqi7R4UZNrWkNJRbtnSImpJT41E9DixXgiZaDhsag4TtGLGYlb0dYwHudoC2oUvARttjI330FkSvgyZUIYQhUzmeTI+SkTjYCsJ1HCTbk9WQYUiZX4QqOEIrWSjtChRazniqpUC1LrEaqE2Hp0hjWkmGRJIcuOyhC99QFalE/Rq9IXdWGsZl5xnIaRhKKMtpKMTBioP0Ob8in4DgvqC00gNdNzk1TSDLH1KfoNPGGYjLME0uP1s87locE7KSUTvGraVfz07LeTGE2gXnpp884TTuCCBQvoyefx/gNtguu2P4cMUzr8Ap847Rwe6OviBzsfRh9CK0vXIM2GhnrDR0hLR6FGio8x4vAUdUqLoBBa2kXdNShkQtmM0pIBx22x+CqiIJxWQiUVpEYRqJTOTMR4FBAogy+cQnaoKtRTH23cnhVITWfLKIFMsbZIqBRTc6OkFoRwdK4Ov0JVByzIR64vKjTdWc3y1jOw5lheKD1IOclircFXmlKSoz3QBCol8OooYTBNYpi2Q2S9BIsg1h6dYYWCShiM6hQDDda4KTOGnJ+gqFPWGTxhCVWCsJBRKRmZ0NAeKQoPQ05GzmddpHgKdNPuzROWpwe/SUGmjqduPXyZY0oQsrd0A7tL13H+9C+zZfJ2ALZN3v0HK6j/aEXJvvX1+7n91tVYIMgFxIlm+SlzWTnQh4otbYUMp79mIT+vPkeaSBZPHyTnJWS9mMk4x669U4mbCZYKDEiLTCQ2AjOQxQaQGQWNQLfj1j0Gk7dYZZ3IgGchhTDxoaVOtqiJdUJnSx2LZHwyR9rvptapL8gUIqxn8ZWhVg6RwyGy7jzoZOquJemJ3CQoEW76AfiTEq8k8RoQ5yw2A/n2Go2+PKpuQVr8soNWRrMMtiVB5VPSyEOO+ojUKVNb5RIUlQgK+50gD9qiEkA5gaGFp01lddSP1k24jxEQgV+XeBVoHF9jevsoth5w5rzt9AQlEJLBcgsN4fOblSeRGZbI2DIvyjE5WMU2nAXNqy44hr/94CtecjH9n4mJUo1P/eudaGvZNTROpRqRnZNjsFpzIkNNnuAhL2oVu8RRJuBFFuVJolmKmqd57+kncWfjYWrlhEJ7jbHRVtiWRYwEFP2AcRm5pkZzwuzX3HTQazYUlXYoCMMhHqU4wh8R7rnERYHJNJGWoYPXmsAiYoHSAr8iyA5YV8hiiVsFcRHSbojzmtCLKWYi6HBQKkoK1ZcliCVmwhC3uM/q1+FT776entwkaPj4Te9hKAnJjEDaCo28xnalLFzcz3fm/4qcdJdb0x7X7Xo3Nz9aJDMOfs3xCQ2wbFYPe5YOkuZGmBpOMrtlnKG4hUocsr+/CzGhaHs6ixxN8OsGtEHqQ0xHkJ5g/qIpCCGYMaODv//4a/D9/3xB8ccquvNSPtddO7fywYfuAiwtuZDJJGJKNs9wtY5JXMH2wRNO5WubVjr8qa+d0rMwCOm8Ja0RKE8jpEVr2RTVk/iBBZWSxh7GSvwgQckmJ86PSBJFNQ7QiYcxEPrCJVmdFbJhhbEoi7GSFr9O0Y+ppD5KQGIgtT6e0IxHOSqNkCRVhJ6b9qRaksTSXZ+0WCsIggQB1OsBuVxMI1JgBPlcDAJqDR9faFIUaaSQyhLHChtLpwHgG0wksc3GqD1kZeUZJ4iWSCgkrtkmLXNbM6QiprecIqVBKVcw+r5ByZQkDYhiia80SIunDnXTLVJAKH0qievIzy4WGY0qxNopeS0uTuP7p73jf0Tp21jLx+99kE0DQxDCi8NDLO/qYf3QYLPh4Kb31ndngPHcGWml25PIQEvGpyQbnNIzkziybBg6gN8eYxs+aIhrIVlPobNVpzRsBEmsCLMxnjJEiXcYWZ+UfUg8RJCicm7NJdUAoa1L5KQ7c/1MjE0l0nPCd0k9QGU0QlhC393HRt3HDzS5bIInEipRhqyfECeKOPWwCDyl6cg3qNcKxMKtXyx0FiuMlfJUGhmSyGNaZ4OaMXTny0zUCjRSSyGTUGlkkM0i6tB23i5aGUlLiMTSqGehKVTZlvU5pmM6Twzuc5twJBCyeb4LIDAUQp9yNW02ep21TpK6aRW+YUZLgVleN4nWfOvCS5le+M/vB3+s+yP89z9bORnh33a8BSxkvFa0GUeiUHIKI/EoBsmK1gvYXnmQ1GqEtc3ixHBILCG1HgaLwtIwzT3MKvKqSMNMNHNGRSAcBFYJ8EgAQUWH1ExAalRTmEzQ6Se0eCVGkjwWiSdSiqpBOc1Q8CISK2mYAIGlkoZUdYbIKAoqak4VIbWC1KrDE3CFxZcpw3GBFr9BahR17ZNRMb6wlJIskpSMp6mmAUXVICYgMeBLTU4lmGbhFIrEaT8IQVHV8YShmmboCKqYJugmJ1J6MrPZVB6mYXzyyk3Gi16MQJNYn/E4R2rcvphTCZ6weM3iOrat9DV8DIKFOYAak2lKRqbkvVbeNveTzMi99On0fyau37Gan+1YzfFTizw1uoEF2Zlsr/Q6K0GhSbRHPhMR64BQxWRUihSGShJS8GLagyxKjVHwCpzRcRG/PHA3WS8lNRIlLKU0gycUnkjJ+zVS4yGEwReajIpJjCKQhsQoEusUu32R0BLEhMo9rzh1RXVGpUhpKagasQ7IeimxFiRWubUkDXkRYYQkbfJ4WlQDKQxlHSIBbaCiMwTKDSm7vAo1XcTQ5LkbzzWGNIynBSo6oMVLCFVETkYkJiDSkkyz2BbWkqLIKId4M9anJ4BqUsEKgS81sfUIrWZ5+6XsLP3arQHjOrWpVQhhycoEX4REJsITlkCmKBGQmASNwieh6OXIB6cyngxwes9fMj134n/6Of9JlAy49DUn8Jt71hMnmjhxGJzB/WOcd+ZCtuwb4gNvOZMPrb8Do0D5TmUu58XUdMB4LUsihZuueIY0VogIRE4zr6ObRHvsK00St4CqW0STz0xA07NYoOoSndf0dGSpdI6iPENiBMYqTENSjkPqiQedCUYLiDwHEXR1FCqjSTpjiBSyJp0KrgVSiW0qwgLOrqjNIGOBRjB9+hgHxzs456itPF9aykh7gBr1IQtJt8W0JPhZl4BiQDQkXt2JU+kmRFfW3O6nfdAFQThuEVgmFsCqRh8UUjLKFfZJJcQkHqpmCcqC9IDPwOAUsIreqUN0h2Uirah5Pv31VrpmjVFsn09xk6V/dBKlzeFFeM9DL/Lmq05j5vQ/PFytpZDlrW84nVo95qNfvRMLjPdWoMUVp2keB/GOjqiR66YImzCQWku1mRRfv38lXXNKFEON71lkS8LEjBz0aL74yov5yI/vJsEgrMB4Fp028eSJRecstgFJHlQsscbBKI1yyaptZmNpzilxC+GQBDJ23xMCZB1InCCP1tBocRNtnYMkNEyfNoKRhkzGEltBPoyolVvIT52kMprHS50VmNcQyAR+9KtXMmf2IKvWHo1FEFg3KU+Vm9ZbH/b0d1Gf4+GLhH/c+So2Tk6lc7yboNpAxU01XgOZBuzaOoSeLkmtz47dMykcH9E71IaPRW8rIGuWVFtkXuLVjxTTRkJHZ4HxsSo7tw/yV3/3Ks5/+bL/UjH9p/iP4+Vz5jOtM8dAVGIybgCC4UaNj5x8NtduWsNfrDidH+x80nV7VLNgMa7AFDh7E6TF8zVSWNqydeqJTybrceGMpdy+fxPtxQo5FVMzAVkvoRK7wzjnJ3QVajQSRRJnOXZKhbopERsPa6A9cFyszkyNvIrwkjypVrR4KcNREV8a8l5EvhDRk6vQV2mlHIUY4yCUVkPgJWgjCT2Nrwyh56YuHbmEShQSqNQd6hlD4BmSVJL4DiIeBpZanGlOTwUqkzo1VC0R1uAFljT2QECmtU6SgNaKlkKNkqgQyJRpbRYhNLH2iRKfwE9Q0pIog8CjkNVoA1GinMppk49oSJmaa2d6toVNpYNN5VQHndteHuDxwW1cPusP74QgheDNJx+HsZbX3XQTFsvGyaHDKuVY0IFxFjEagkARCafMZjPu/JgUDYSwbCjtprso6ZxRoRb7hB0JuSYM9U1zz+fOfVvor4+hmo0ZjSTwnFWKJx1ctqWrSqmUxc+kWCvIhQnVWOG1xKQND6EMFoHyLNJL8T1nNeQVYgKVIKSmkEmpRAE93ZPU45BMkKJEikIztVhFYUiNZOd4N535Onm/TsGvU00CEJa2oIFSltbOBuP1LLNaSvTXCmSNoCdXJpCamvbJqpjObI3xRtbBVbN1OjI1uoOEtcMWk4eW1phqLcDzLVrAngSEdDzKFIUKtTvrpeOR12WK12rRNR+VSUkj5yncmcswltTpq5U5d+F8/ub4c+kM/2es1f6Yo+h3sbi4gr7aKhIzDoBBc3b3lTw18isWFk7BmgECqgjhEYiUGB+JBQweKTUryEiNsYKsiknwCJGc230VDw/+HE+meMKirSAnIyo2SyBSBKC8lC7KjOs8RxV6mIy2UbcOzp2jgZKWvBeTkRGBSNEIQmFIjEcgNIkUKGmZEY5TSbNUdEBqVbO8TwiFQVrcZFMaZmQmSK2i4JWp25BqqshIQ6IkbX4DgyWrYjw0RVunoRzHNcEjJxKUqmOsRGDINovgBMWMcAyBoUqGoqxTUBH1ZBOLMhaFpmYzVE2ALzR5GZFaRWoEU8MS1sJQXCQrE4qqgRUSjwrGzmNqZhblZDWpVRSVJcWjpks8N3YfV+T+e24g/9V4xax5rOgu8I1tDwAwanbRElp86UTchGgQKI02MZ70yPtVGqnHlGyF2PpIas1CdIzNpbuZlp2kYQJ8X5OTKdPFJHPyC2gPZvHU8FMYmaKEQQon9lVPm04pKqVb1SilOQqeQ0TkZQOUZkoQU2/awghhyEhNTtbIyIQyIXkSEitp8RooDHXj0+NVKemQQFpyIiI1gu6gQqwVWTnC7qiLnHQT5DbVT9nkMAhneYYhFyZ40rLYr9MwPlXt0e7VMbZBzQuRpCgM1gpqJkNe1unyqvgyS10LQj/CF5rISnJSo4RhuHorUhhCkWCEIiNdE8uI5jtmIvKeJrIKhcXYBhJBRvp4SBJTQqe7uGTmt8l4fzhhsj/aCXWl0uDKy79Bqg3F1iyNRsInPn4ZZ5+9GIB3PnQzj/btQijrJOj9mGlBTHdHTO+E4uBQBzYVToE1UshIIbQgSCQ6NaQ+hKUmN1a4SXRStM4uA9HkpgiyU1NMdwkhIEkkjUoG21Dga4RvkJ7FxBKTKNd9l5ZcvkGtEZLWAgcZjwQody1F3yc/mWE4rTpvO2UJxpwaqdSCM0/byKy4zjtPWEViYx4bWMwX77vUTUiFJTh2HIEkThTGSOSeDP6IclPYBJAQF5zVUtxiyYw6mysMcGoZL4Eko7lkyYscLLezcutReCUIBzy8hoOoRXkH8e04eoS2bAUlDW1hxJ5yJ/U44MrZK9jy6yrbB4YJSpZM3fkfn7B8Nl/+9FUo9Ye1hQG4/tZVfP+GJ1FKkBqLkaBDQVIQCNw0XoeukNQ5aB2RxKnBa1i8yDpe/dEWdfQYsZHkw4iJao5p+RIDlVZqA0XIpE48IYIgsni5mHgii5qUSCNBaupLElQVRCLJbfcPJ1DSQHWKRTUM0VSDjBUicugBrBOvS7IGPIlX5bBFlQkcFCsNHKRQFzVLFh1guFqgJe9G4gqFTAMy2VF27J6Gl9VEu4pkSwZR9Rw1310ecdEiG2B9gfYtaYfBTG2gAkvgJXTma0xEWaoDWWwpJBwVZEYFOuOQDX65WYQv8CmpCC0k02cPcqDUiR8keHuzWA3tu50OQEvFko43XPc+54O1TGnNU+jIsn1skmwm4OfffCddHf95a4w/1gnMS/1cr7z7x2ydGKKgQqpRyruWncTHT3bK39duf5bPrn2wOV1zNhrCGjozOSbSKoGf0JKpU0mydOXKICUZTxPKhBY/xlo3ZS16EUNxnq6wSmokI40CU3MVBhtF3A5pmBKWKOsMGZEQyoTAcxYade2hhCU2Etuc5KRWUtcBWRkR2ZCqDhms5fGlIeM5+OG8/Hw2lw4QSEMl8WjPRESpR2IlSlqkteT8iEAalDDsLbdTCGLi1CPWksj41CMPayVJIlGeQafOMg4hUFJjtKCt0KBUD/GkIUkVU1rKaCuQwtKRrWGQWCvwhGYyypIaQegbhE2pJDksruvvS2cho5oiMLOyPZzYdgw3HXiSRCskktTC1EwrPz3zvUzJ/OHX8PN9B7nqtl9icZZ/TjSNw/8/bPUiAK8pMSEt9tAoyoLvWTq6JlBKO2sgJI3Y2bZk/ZRAafJ+QikKmkJLBomgFGXwlBPBac1GxKlECBiuFJDCEngO8icw1CKffCamkXhoo9Ba4KmU9nwDayyVOE8xrJMPIhKtaAsr+FLQSD0EzuPaWkExaDRdJRzcflH+KEbTVUxEBQfNlLY5DZLExqPVq1M1IS2qhsSikTSMz1gjS3emTKicR3pGRBxsdBLIhMQoUiM5UG0j6yXUEtdUD5QmJz0Gq4JcExJZTwOyQUqlGpJqD983aAO5wBJpQ5J45DIp2lqKtpWCylKRk1TTiO+f8SbO+i9wSP9Y90d4aZ9t5dC32TB+C9pIjPCYmjmKN8z9OgCT8QFu3P1GXAnhZBdjKwlEB1VbJhQNCjSYtAVCEbtJdNPKJyckFeOEpZSwJAayyiCtZlLnyKkYjTxMA/FxVJPYCnIicfuQdRNBKS2R9kmFIMAV7waJBrIypWqz1FKfvGyQVQnGWHpyL2dzaTV+swGU9yKslUzoHApHUcmICIQgEJoRXSQvG/hCU08DfE+TaNVsIAXkVYQQhtR6FFSEFAZroMVrEBvXdK/bkHZVISNTGkZRkA2kcNfqZBgEFZ2hTdXxSBhI24lxVkx52UDhGk1tqo4ETpryHe7r/TsmdJ7EesRW4cksb5nzCeYVjvn9LaD/Q1TTOu9b/TEapo7Eo5JIMh5I4uYzVRS9OlpICl5MaixZZUisJDXujDHAtKCMbNo6NUzoJtvWRzWn8kXVoG5ySCIaxqNF1RlPCs2prqXFayAwZETKaJonsYqiqlP0UgRuvyqqBpHxSHF0PyUsraqOT8KobsEXKUVVd3B9VUY3LSgaJiSxognJTwHBIfDo3NyrGKjfSmoVkfVRTZ6ztYK69SmIiBoZFCl50aBmQxRQMz6BSAll4j4jCdatXPymv2LNhnhCk5VOKwAgJxLqWuHLlICUBoErrpHE+DjihD1Ms0rwyYgUJTTa+vhqOnlpaKR7md/2Fyxo/8B/+ln/aUINFAoZPv8vr+eOh9Zz2mkLuOjso/E9xc2rN/DrHZt4Lt4LwmJigcFDjPj0HWynX0CS09jpmqA1xtYtsi0mnfDR2sMOeKQZ61T8JKQZxwdQOYOXeBhrsV0ppiGRqaS7PWQQSCd9p44bC0hx476KxIQQttVYPrWXNSPz6MhXCTMxjSREho5Pl2mzNMY9RC6lHGuSCYPICkRDIJpwcONZrDWEnRHndW3GCE1OGRa1D+EvKZNuKzYJ+4645vspSeohZjUQo3nnD5q66aPOWAcd96E+NYIA2kUWv63O3MI4SwoDBF5Ca66Gn4nwhgOMgqTo7E50HmQiKK/qotZVpLh0goYOKNczaCu5YdtmVEdAOBlQz8JfXXkel522jGwm+B9bH7WaKy5tQyN8idSQ4tRerYIkb0mLFhkJvKWT1PZl8faGzjrKwtGzehg7ZT8DdQcxmazlAMH+8Q6Etsyf1c/BagsL2obZNdaD7EnxAkM18EimCIJUQ0Ezp22CUjnLWLWIPadEIW5h/EWBXwWEJZrvDlCpUnpUldmdJYb7uundU8B6Aq9EUwzI3X8pNNlCjG1LEXVFJfXpPdhFwypyfkJSDlncMYs98U6yOVg8t4++chumyyM4pkZtbx6MQA37mFSQzNYUclX8uqBqQsKZNZLUHfaFTIRUhpawRs3PYgND1KWIe1KkNgQTktJCTcuuEDOQIrolZOHgQDdea0z3tBJB9zjzQ8kzYipeHbr6fUqBxQKZsmPlvPLKEyjrlK23PU+1FtE7OPFfKqj/FP9xfPvsy/nu5pXMbWnn7YtPocXPsHpkHz/Z/hSPDOxAeY7TKyWkWpEJY7So0y4NGS+m6Mf0iApd2TraGDwEoWcJRETD+oQiJasSWr0aNRMglU9HpkarVyOfa1BPfWZkM0wmDYqqji811vWuyamYbj9xQiwyISNjJnQBXyRoPMpphtg43taxrbC3HlD06wShobexE0/6hCpFSQePK/oN6qlHZ1h372sckvVct//krgPsrnbRGkSM1bMksSIfxk5JNjAUfI8SKUpZUi2RwtBajAiVptDqbESEFYQqoug3KMchBRXhSYMiRSlIjSRQKbXUpyOsk/c1GZWgNQxHBbTVKOFUcQfjPn4z0IcnM3gy5aKpK/irJZfRGuT+3w/19xSVuMlH8YyDu+eMO7eaglsidC4QNlV4mchN16MAGRisFnSGeV65tI1Hh8YIZOqg+0nA1LYSxoDfVBf2RYoM3L1t8RrUtce0/CSpUfhCM5lmSJSkrjPMbh9HWkvd+NTiECUN7bkaqZW0ZRtEqWR6vkaUZIgstOdrkK/iCU05DWnL1PCk80edGowzGLXRFZYIRErDBDSMTyA1RZUjkE/S5SWEaBLrUTU+szNj1FO3rqo6hNTSGVRpkVUm0jx1G3Js4SADcZFAQElnCFXCwtwAE2mOug7JhDEtfg1Pmv8fe/8db1ly1vfC36eqVtrh5M5h8ow0yhKShUSQCCKZYMC8gI3BAXyN4H54ccABro2vbcD2xdk4XZKNAAMiCARGAmWUw4wmaWLPTE9Pd58+accVqup5/6h1zgi/li8ympGvTH0+PWfOPjusvVftWvU8v8Rjs3XWx0sO/BCvhi2KhDQ6D0sYFB2r5RKnGbt1wbITtqoRB34PLWsanyMIN2+O+Y5bP4e/9O6fB+De/cufVEH9R+O/PV66+W2IBoSW565/Iyv5ORbdNh/e+ec8MnknmVGMpuzlKIY1aRGZsAF0KmQSGbFDwCEa6MjIJeKBoTHJX05gZDxeLcYIayxS00g6ljFnaIVOO7pojuRVokl1Ms4a2mhZyxYUNMypyCTSqMUklwNCMGwWgTq2VKajsg37zZvJzDitY67GmEAmYCXgCGQSmYUsedmIcpO9ykJzrEQGpmMRMzKb9qYrWcOKrajjAVY6BCWqsuaWFMazaSbkNgEmBsNQ5ixMjlWf/HQEBrTMY0FpPVGELTtn1SbENAJ7YQUPOCJD25LjuXDtW1hza6y6mtIc54vO/xRDt/aMzY2ggVY7CuNRAmeHTfK+iKlBUJqWwnTMY8nYLhnkLXt+SGU8wQiFKn/i9Nfwzu2folFDaQIuREobUF0CESepVWPlgCCOzWyCQRjbhsx0jE3LLBaU0tKQc9oekImnMgUHPhW4hWnJJbDqlhzEihvyGXUsqBmw6XY5oWkDuRdGDKjT+qiRAS07Yti0SzLxLGKBquDFkRHJ4+8xlIYlOQNTs9SCkWkQIpkGJrFCUKwE1u0C8Un8sJUf0EaHk8BcS0oTsMySzwiJkVTSUEhad50kvX6vhUw6awkYVRLxX6loMWaNRZxjJSOTGkNDID1nYRyff/qnecfFVwNw0NzxtM2Lz9iCGuDSZMqb73iIN931EP/iP7+T2247wZuuPko3Duhxg6hCayFXZGJSUSlgawhZ4OT6AfXAUOWBx+ot6JRmJQCGmHvCWiCfG8zY85wTT1BNA8dO7fD6Sy9GQg4eHn2oxpkRXcjRcY0gDB62dBV0m0Cj3LS2w9defyevXn+U8ytX+eWD57O3HPXh6opHydZSDlz0hlAp2SwtyB2gJuJXoNiG6bTizpVN7pmv8Pmrj/PDD7+aZZNhCsV0QnulxLeOcmvJylD4svLF/N7gIjtX5jRr4MeRbsOnbn00vcspTKg55QKxj3eJatitRwQMZjUSQ0piDFVqNkggITz7BXu7Q04f2+Xm8VW2mzFXmlXiyQDa8q03vpSvfeXzyLNndip+2598OSePr/BzP/9eLl7dh8xgROjyFOm0PNeRlYHCNkgZkdumhJWW6+NZNnTI3VevYHcXuGHEaqCxOXVrcLnnpo0dbljZ5jlBwMLMFszagojBZkqIYNc9he3YHM45NZxyZV5TFi33PZRjxgWLUxFKxRQBl3uODWfcvnWVRcjIi22GznPw2CogiEK7EShOzbn+7BUGRceJwYw65HzkY+fZuboGLnL58ilAeee1CZurGboGz12/zMs2LnD11Ig7d88zO5vRecPgfI3kkeO2ZVguqGOJtDWdJp0pfTdcgb3pCKl8csENhjiK2HFDOJdy1JuZoV0Flg4JYFc78qLj/HiXNbdgvWx46SsP6ObPYv7ICH1fl5gSKyma7sNXr/KujzxMVgrf8hUv5fnP+iNDsk/FUIm84dKdcAl+7GNv54vP3MKbL92bOr0Yctcd+RnkJlGWrUScSYXoOGtYyxaMXY0xUBhPRosVoQmWlaxlHlL3+phMuOZHnB3sMQlDctORSSDDMzBlb5gSQC258RhRFjFnNVvQqWVkF1TSEtSyJGcpGRg4V+7SRMeJcoiVhJiWziMoJwdLHEt2miFnqwM2sjn7XcUiFlw32GXfj6hs2gidr3ZZxBwtI+O8YdLlFBa+6OTtXK13uWP/CUrXUdiAk8CsKyizRD/2ailczalyxiircRLYymeUNqSiMJScH+4lzWKRNgptdOTWEw2MQouYZATYxYwuGnKnGGm4feVZfOctX/6MFtMAr7ruBn7sS7+Sn3/gTt5y8aHefFNBQ58HGxMmYDtcniRTZd5xohpyrFjDlpd57+7DOGMZZQ25DWzYwPFihjMhtXUjDFxLG22ibPo8aSklYmzSkhqzpA0W52EtXwDCtXrI2WqPlpwYlWVIBjw3jGcIUFb7oMpON8aJp7CB9XzOil2ymi1QLJl4zlUH1CFlX4rOQQyrboFowvhmMmQrm/b9SqGJqdFSSMu6W2CrhMRVNrEyfEyaxI1siROOUL7CdAxNwzSUdDjGpeIIrG0s0QBaC+vZgmlR8tB0k8rVUCrjvMGZQBszNmyL1Yrnbxje+qRiTCRowJnIqVHL37nrpxgUwss3bv9Dx6n90UgjNwMen76BTmc8NPlFzg8+h6v1+4k6J0pGoQFrUxyq9sVDJBklWcCJJn8GTZKOioBGpTBCG02SPCFYUQppadWx4hKabXp0MpdAEx3OpiigRjMciQbbaNY7iKfm01D36cgYiKHWjIaMY27CUDwHZKlok8hCPRtuxsgKoksmocAJHMtrFiGnJmdDFjRaJM2u8RzTmlYcMQpjs6RWS6M558pnc6owPL54FIfHmUgG1AoFycVa6Vk7piaXmqzP9HTE9P7UsGqXBBqspmuMktDxgbQ4YBkdW27BQnM8Qk7klNunkZt44YkffkaLaYCVbMTffe5f5t3X3s57dt+MIFgJDFygDpHj+RQjkWFoqGxLZtL5DFqyWtzIpo3cv/cvcDLqy77k8eDEU9Gg4hACuSQMv+1ReIH0fOLJSQZhuXTMQmTF1QykYR4LtvI2zceoLLTCCJzOdmjIOO72yTWwrSvEvkA9LXtUpgUSIg3Kil32DAJhaDqCGkamJiOyjHsMjWPMktJ2CIY6JiffTDwrsSYah4+JAl9knq7XZouFAk+pHt+bz2Wm7dHrmPTTBAa9zjWowUlkaJQZeY/IpyPLTWJURL3GQBxnBi/jav1BRKd0arEE1uwpPnrlK8llTuGexW2bf+Npmxef0QX1aFimvF8R9qdL3nHXBdxIMAshZjYVf0GQhcHNDbYGXwHG4h6ylGc9phCGWUuZN7Rq0VVH7IBKOb1+wHOPX+T28gnOV3uUtuXXnnwRq1nNJObJxMoIcd9BpdjtjG4lxQdZA6GBcqvmxvE2t+bbnDh1kUfaEQPbcW51l8evbDJvC4phQim7DqKN6DHPa577LN704YfpVgMUYCeGbkX4vbtu48OPneN5tz7GI81xWmOoCCwqkE7xkwIJ0M7GZOp4/U7KfZYKYhGTdhiSuUwDshAYKMeGJarKowcb5BLYmVfsLlZAhboQOO1hKRTGU5YdzdUBg7xlYjNevH6ZzdUDTlcTpm3J73S3sr8cMbw+47u+4pXPeDENyQX8q1/zAr7wlc/irnsv8p9/5QO8/fIlJMKp9REPV9ucPrXDqKyZNiXX5iPqLOPe7X2y/T2kinzH+fdyd3OSZ48OeHCyyTv3z6Ymh1oKEwkYJr4kN4H5xREyT47cfl3BGcKAFA3klDOre3x0+zSmCvi1lFFr5gYzUqyB0+MJ+22BYpgsKxqx+FGyHje14k96NjaWDKuWE8UUK8oyOJoSYqEpg7WIqBM0wHOuf5Jj1R4D07Liau6Zn2ZQtth5pPE53kbyoJSDhirzrDCjySzbiyFr2ZyrzQq3b1xl1mU82a0TdgrwJuX91oIOhWrcsGwc9c2euHCIidiVmpWtORs6Z+SW3DS8yuVunYPScfe9AcIe1WkYXIMogh8b3nHXI6nZUcCrXnlbT838o/GHHaXNjkyfIoE3PXkvIskcyxCOckad8b3JlyEznpWi+ThH0Y5R1uCDJcez5mqCwgnXstSMs9UObTREhdPFHqg50gXbfsPpzBKvloGpKUwyyzEoQ9NgJZDT0agFq7SqEIUTdp+WjCgZyxCobMci5EnDVdY8f/WPccfBB9jK9rmpvHZ04V4pa4IKPiTdYmEDdchpbI62PauZmtNDj0G4d7ZPFyG3AyoXqGzb6xg7nHg2iiXb7ZhnjaGUfVbdIl38ZcFmNmcvjDllDljPFuz5ijrmHPiS48WUnWZII45j1Zyld2CEisCkTUHfhYXX3vrlHCv//1MKnu4hInzZTbfyxTfczPuvXOR3nryHn3/0g9RdZMUN2G+XZFmkGje0nWVctTgbCDJnxzxJETzHykQ1XMs6VrMpXi0rbkFUoVHHKKtT8WAhlyXHndJimfoCIyRTJ01JAaOsYehamuDYKueMXUMTPU2wrOULhrZNiJwaBrZlaFtOFhPQwLVuheurHWp1jKTBiyWXRLM/k09posOIYvBkBuqYKIQbdkLsoy87HAMb6dTiRLHiycSjVsjF06lhZDtmoWDAgikrnCqmST8aCtaKwIYuMERmoaCODhVDTcZNw53ekFL4Y5sX6MjYXZaoMSnhIVq2ygleFzyy2OXk0DD1JYqwVS64d3ofnpIqh88/fT2j7I/yqD81Q3BS0OkMg3J5+TaSeaCSa5uyfrEMpUvzFQMaKMSTSWQZXTLDk775hEnmdqQmS4tjLC0hLWmMqXGiLDQ/Qt8ySU7Kh0ZiIxqSIZOhMD6lgWhCvTMDhabnH2iijTsRWoVjLkUORTGccvvk9jbmfptWG1btgqVmgGHNLei0JiKEmPTZHgvGYFVpjaWUhjO2PsqgntR7ZFJSmIAlUYMrEbRHOlscpVgqM6UkkovSRmFsA7UaRngGJnKoPW2jobIdLSkkZd3WnLBKkKQfPwgZQRw5gVvWv5mt8nmfhrkBt41v5Lbxjbz6+Odxrb6TD+38OFO/pNYKIWIlsJVNWYacka3JJRKYk+k2B51lYBVnJgSVXhbgkr5YItNoKaTFiOAkUmjHQBo6tXhx5DR4CippUYGhtIwlxQeu2poVkzTt0UEeA2umocNQEMglUJhIpXtYiRyEnIH1LNXhxBPEYjQQsJQmxW6lJoYnF+iw2NhxzNR4wCIsEcamIWgKKGiNRaRNyQ8IkcDYNCxjQU5IRmnGU/TzwwpU1vfNfJKzfJ+fmApu8AobukBMkkodRrQFhMIESjom9e+SazKqRMCi+PggEcEJrObnGWY3PG1z4mmtZH7oh36I17/+9dx3331UVcUrXvEKfuRHfoTbbrvt6XzZo/EFL78V+68NIaZNomsg5krMDaYGmkgcgGv6vOYiGU5V2xCznCc+fILN529z0A4YjRqmNkdVaRYOYwMm85wsp9xQ7fSmCcJ1q3tM9RIf8Zb28oDVm/bY/dgaazcfsHt1hA6FxThgskhuAs+/8VHGVYMnsohw9/IElycjLlzdomkz6JfiGJP5CwuHdoY3PvQgMgQKwCYztLjaQRGZ+QFVHtjIJ3zduQ/zc8s/hlcDGxEWBbLnEBXqOpDZ5E7OBnTHW1hmSGvQQlOGcOsw6unWroBaOnV86Op5Bq7m+ccuMThzgXc9eDN7TYVaw03XP8nx4oAPX3s2t33Wo9y7fYLjxw4oTZP0ET5nrQrctnqMF2yeZeg+PXnCH73rIr/xm3fwFV/2Atom8N6PPoYesxgvnAtDrhSTtFkzijOBpk6al3yeFghdCawPFtxeXOYvbV3g3sGYqprz9u0buTIfsfP4s1g7NaW+OKDcagmzAjdNhYTrIq046s2ci67l/OoB29NVjFGK0qc4AwTTCrqTo2eWXDjYwM8zNkczrl7YpI2JoRCrlMWKi1ybDanyhuPFjP02Z78pWdQl5IGkOARXdIQMtpcjbl69QkXDtW5M4y3N0hGWiXZfLzNuPb/NwNZJ02UsI4TNfMJa0fIsvUZQZSU3DM61XCk2eOjiccQb5MARMqhLT2xTzq4qsOLJVzo2qgWfs/UgxkDjM2ZtwQOXj6cInkyIuaFeB19AMQUMfPbzrufrPu8FPPv6E5/olP6/bny618ezwzWuH63z8Gz3aDNz+NNZ7RFfTXpVUUQ8o6yltIHKtVS2ZWRbMhICWEiHBbLezXTAgkwig94VNGDoyNhyM0IUWjJGLDhgxDG7j8f0GsFkmBMBI9pLd4VOIRdJei1bYGmpo2JNho0BNUJukqnPY4u3MnaWske7B7Tk0lIZT605wRgGcUlmhF0dIArPHhzQRcMjzbGj1y1s11MWlSrryEia7tVyyalyn9J4njt+klI8XlLT4Xg+paThbLbL6WyfecxptGDLzdgPQwa2Y+YLVvKGuU9sH2M9Cy0xopwZHHCuOs9WeZzT1eYzMhf+6/Hk4oAf+9jbeNHGOT7vxK382Xe/D0XJckVNzQvXN7hn7wpGYJC3GIlY0f5zS/+siWxmC04WBxhCYi8Yg8exoTMwQiEd1/yYUd+oyAkMpGEZS0SWzKVAfHreTNI5HkmDijC0DUMT++YMjMwieYEYZcUuaDRnaJacLKa0mlFox6pZ0mEppCOokEtygRyaLl1nMWQ9MiICXXSoEWJMDdJCQs/fiOREEKWQDoeQiTKwC0Y2cpy6X8eVDTNPtHGSq/GJbMrMZ1yLKwykYRIrRiZRcpvoWAQ4WXXMYsUyWFbtIm0doyc3ihGHMTUbRXL+jQg3j0b8ibOv4StOf+ag05/u9VFEOD96BQ9OfvVooy8kDwZrDv/f40xqbBcaMSZda50oY9OkhgyK1WRSmFwCkkI6U48BMknFZB/tzkgajCgaIVOPiiWXOq2t/ZqsPTsMSMa0KkQ1PSoek6a4p80aSMamJsPRYQWaeDeZpCw6EaHE41UoxGOk35MZwZEMz1rNWZW6p5Q7zGGxons4USpdUqAYCbRqsaKsmUTXzVhSmmRYJtDrY2GswoqNRIUWGCJ0KCtO015Fk1+DoFiEeZKOcybz5OY8zp1mVH3WMzIX/uvhY8OHdn4cIxkv3vw23n7lb9HGA0Y2MqLmtpUv4879/0ImkcwsMZJ8QWrNk3ZY0zwZ2xqrfXQpTUp1wVKyjxgh044FJUPXIChDOpyExGwgFc2zmOHEMDYNC3LG/XlCAgWRhU3zIldPIZFWDUNRGglkQJU1NCqIdlQS8RoIfTMnAl6UcT83VQVLYGSUGujtzlDtUBEGJpkvFwYcIaVvKGSYFLVmWkpJa7bvpYpD9TTY3m9Ee9QZ2l4/nRgfSkaKIkvNIyVoKqZzfKKFK0DACngER+wBA4PDcWbtr3B89HVP67x4Wgvqt73tbbz2ta/lpS99Kd57/ubf/Ju85jWv4Z577mE4fPqdKN/6/gcIMS07gzLni1/xLH7+PXcigF2CFAY7681WgFBFTGMIOXQjCMuC/YMhg1HD/s4QO/B0SwNRiD5jbznksekad22/nGHecirMODfe4ZHLxwg5jG7dZTSsWX/pjN1miKx58A5EiChu0BGBa92Y3548m+dnj/HjF17Bfj1ILi9WsS6SimrpM5ySO7edkwqpZKxKHERkq8G5iPiOZeN44dZFRlKz9ew5P/P4y7jjseuhecrwSwsYiGN7s4EyIFVEXQeN7dHEDh9z1tanZC4ZBmSmw+aBm1a3KfKOXT/ihtPbzC6fZojn+mqbL9q8ly/+ko/xocl12POBc9kVLnbHWcTI+7avY+FzrtYX+ejkIqt5xf9226uYLmr+1Rt+jxPrY77tiz/raUchf+Qfv5EnLu1x191P8E//r2/i2MqAx7UBA09Opyx8R30wxpqkSXIasYNIt+owS0sMGT96xxeTrXR8x+ZDmHzGej6jXhT4hWN+aUQdM7qLI/QSKU/VxpQdbSCUKWbm6sUtLl84znPOP8a1bsg3nHk///HK5xE6h2gqQtplxm7t0P2cyeVVAgpZciDHAp0g2wVx1PGEbmBQBgPPwaJgZbgkDAzt0mGzlLG9mBU8vr/B87cuMo8FO2HM4/tr7F9Zo20zXN6xsV4ikrre0Vj2lwPOjPZYyRrmMefifI1zwz2cCaxVC7KzgcthwGDPUluYbY9ZMkjRLzZCFkGVrzx/JzthRBczWu/48M5Zui6jaR1kCh10g6TlR9P3UFS45dkn+PwX3fS0zolneny618eHpztcnO8Dyc36e25/Nf/8Y7971MATK0dFtTUpXiWzMWVBmkSl7dT0hW8qfp3EFHEikVwi0tMTrSQHZUNyiRYjIC2qsMVBiozp88+tJOmNeWrLiCUQUbxaohhUk7TESNJsYQyqLZKyrdJxkGiSQEKTbY0xkUI9dbCITZuXzWyOp6GJlgUZpWnoNEcEVl1Ox5SBbbGSKIqV7TC9kUthFEOksktCNHRiOO+2GUmdOuQCq3bJJJRMtKKMDS0ZQ0dyxDKWTjvEZOSaXF+jGi7Vj/Jk8yj/8sFdvu9ZP0jUyG88+RtMuglfe/ZrqWz1tM6Nf/Oxt/GLj36IX3z0Q7zjS/8KL906z4d2H0k6chpmYcGgTJB+YVOmc2k9uXhyF3oH4o71bEklNSPXYPtCu1HLuq3x/Rk+Z/epQ9o8BRW8SVEnThLtfT2viTEy8xWjrAYMTbREhOPFARahi4bSdv3Gq2NkW5axJYohT+4YZNJR2I6SLjV/erpgqabf4Bkcka5HpVF6ym7vHEsfjqGQyRDkANMX3rYvuUoT+08wUvZIzMC2eALrzKk1o5SOYOGEHFDknjYaFrGkaR1DV5NRsuiN94xmiIFlcBQmZaZbiRTW91m3qcA/VeV89dmXP61z4pken+71McSaJ+fvwEpCi29a+UYem/0aqjMgrU/JPzU134yJyc6pbyDbnoWTYpT6CUWfaiLgJPYhW9pvQWPyUdCknzU23a4E8n7+GVIREyVVI9rvDR1KIxGH4gQsnohgjSdTQIVIQ9sX0FYT1dcS8TicRCqxGElU3E4FxKAohQoDk5qkEcFph/algyE1lIbuMDJMk+s3aQ3OJKambF/oRIUcYSgW7Q0OjQhDhSBKport1wXbG50lw6vAqhEyFYKA6CPQXWC2/TWsnroXEUe7fAO+fgvF+LVY9/TuFR6ZvYU7914HwLHyWdw6fg137Pw4lUkb8jZcYsMtEFXUpsZEaTyFNokfrfgAAQAASURBVCiOdddQR8PABrooPeslyQEbMgZZh2qaWZUsiNA7LCSqcyb0Vl6wkS8RQmqoaHIIF4QWoTKRFY0sVSh7xllBJAeMCr6XJxSQin4g703vjElNnR7spQMK0Z7RBlXyYsailKJJ5y7gjBJwGMLhqkkuAY9h1M95UIqe1WF6OQSa5rL08zyx0w4FaBAk5Vw7+uJeFEMySgtISr3pn9v237+k3Q8YyTmz+h1P65yAp7mg/q3f+q3f9/tP/uRPcvz4cT74wQ/yeZ/3eU/nSwPwK2+582gRmi1bbj1/jOLdBq0jlbMc5EmrgVH07ALfOvInMurj4OZQjRsGSzhWXcdVPSDUDlU4tXLAoGiIVnh4eZy2NdgW3n35VrxYqAVbBqpBnRZS0WTCkCmhS8HjNI58vGB3MWC82vJIc4Kfu/9lBGNoW0tR+KTDV8V3FpdFnBVk3BCXFpkV2Bpc4/BDj+ZgVHEuUFVLTgymaBScVSrXccvoCncXZ4gtxCgQFCeGYpQn6N4LTF2aEQaK1YZR2ZDbCXne4tUx63K8d6xUNdOuoCN1P69Mx2S559Vn7+U163ehYhiOG6T2/PET385p/hS73TZ3t+e4YbzD3XtP2dZbSQX+f377nfz825JZwMtuO8dzrjv5tM6NF77gHE9c2uOFLzjH1uaYX/7p7+QL/uq/YTKpWS48f+bEi/ipJz7MpcubrGzOsVWg847o+nza2tCqo4oNH50MeLxZYewaJjsjVsYLZFBjN2q4UOEx2CEsspRRbtZaaB1YUA+Z8fzN23+dd+3cxuceu5+3XX8rl+4+ic4K/EbK/7UmcuaGK7TBcfXJNbbKOTv7GwlTqVPMl+kc7VLw0ZHJkpMrHWG84NJkzOece5RrzQqPHGywtBmTgyHveOBW7MAzaQum9YCARVrBbVfs1C1T3WIja7n++Db3XD3Jg5eP8Q3P/iC/9fCzObE5o9OMa8uSzXzKhpvz/FOPUZyHDz5+HnNJsUUgZmlDUay0bI2nVK6lwHO5XeE9F28keiE8MkLXPcVlQ7sSGVwTYgZ+KJhCOLky5ls/9w+eG/j/lvHpXh9/94n7acJhDrLwwGSXl2xcxwd2L3B0aVJBVUF9v7FRChfwUcgkFQyZPY6Ri2TiKcUfxVsYiWR9QWt6xDI1iWzKJdXea4R04XOpV4g9RKfp/fb6jWmn6YIaD6OkFPSoTDvsoMPhrdYouUScdEkDRnKSdxIZukgbD21vBKMdDQZLZGRbmhhRDDesneGO/XsIYigkpTDkJrBmF1gJjE3N2C4SsuTqhGD2BX9qAtjEbDGeKrS0xqLREiSZcH3O5hfytmvvQXxLMCkDOerhu4HMJAzgwdmDvP6J1wNwrDjGa06+5mmdGy/aPM8vPPohbhofYyWv+I+f9238pff8JO/afhhB+Zqzz+dnHnsrKp7cBErXUdpA6dq+EFZW8zpF7UhqphkDpXgGkgzPSrpEd8Uxsun8RlLeeDCC9DR9xZCZyHo2x5n+c1Vh1SyZakkunsp1ZCS3XJFU2GRO0RgZmAYkIYFRpd+IJVMbi1L381/64kRVSGFaabO4jBmtZCiCiZGZllgNrDoDmnJil7HAY1g1C5QerTdg6dImWxPqPZAUU1PQse5mzLREcayYJSvlgit+jSxLSGYlHbXNaGLKXl8GR6sOh/YNqgxBKG3Jt1z/tU/rfPh0jE/3+rjfPkATtxNDRuDJxVu4bfWbuW//35Go34eCmX70ZmF9ImlCx3q2mZMxkQlwaAsbj+5z2JCx/bwUSf7ehtSoVE2FdS595jqHa6UerXcIDPqClY97HCQHckSTCVgMSK9ljWLIBIQOQei0B1sECgNLTQifSsr9lf77YsQimiQWxwev4KB+ezKUIqKiZCSUHKCQmEiUkraWmTG4fs/njkpwyCRpylXSKwWUCkeevZAgQug+RCC9h/Dxn3n/XKoti73vJnm7zBht/LtPyRz4RGOzuAUrBUYs6/kNXDf6HNZcwfuu/TNAWc9O0LZDgu4gEhMgIyk1Rkif3dimPOZCDrkxiV0zoEsRa6YjKnRk6XpKWvuMJNTVkJrWiunZC4GROWzQKKO+EDYGVvprHyTmhQK5JAwjSRDS5+41nYPYny8xQtQE6ZXpwYim+en657eknwWJaVBIeo9dfx0/fOGMJE1A02NUINO0JxBRYs9GgLRGlxyyQvr/an+lF+kL5UP+rhw1PA+vnJloMpuWgFBwavV7nr7J8HHjGRWvHhwcALCxsfHf/HvTNDRNc/T7ZDL5Q73eK154I79316MptzcXTpxc5a9806v5mTd+gIfqA6yFdlUpbj5AciXWBeMT+5zfOqAsFuz5EbV3PDQ1mDz1RfKi4+ZTV5LGIzou16tUDh565GSKSYqAiagzzOclfuGYXhvB2JOVAYLtG5WG+cOrdGctqoaNak7bFbRtWiC8UaxGwixLK+5qAyZSjDwzP0AGHrvaYmqINmP91IRBUadJRMedu6f54JWzrMucP7b+CL95+bkMxg2djSyDgQw665kdWEwUwkCRPm9boxIGjpbAeLPpu5ANszYnRpguc3aunUqutfOSaJVqteXe3RM8Z3iRqa943aMvZdpWfGjvZ/mRZzdcVySTAtlUvuLsOtcP/zwH7YIvOnE7f/Hf/BIPXLyGNcL6qOLM5tOvGfzL3/Ol/Llv+zzW1wZcuLLLG959DyvrJbt1zSS0/Ny774bjFjUcRYzFru8XZ5BPoLtUsbtu+DNPfhOdZpwZHOAksLo15/iZyyki4RVznpyMWTYl7Bcp+9sAhUdbg11pefHG45zKGr7h5B1cDiXTUME8o1uJ0EKx0TLMa86t7RI8fMt172I3jnnfiRu5e/sU8UJBPOaTTjpa9pcFhfEMso5h2fC5Jx9iNV9QWU+tjt35mNAJF/c3qMziqKqRMpDX/cXuWkbTjbgkwuWPbRE3Ao0Xfvm9L+WgcuS1593T68hUGZyqadVyYjDjyWaV88e22TxzgQ9cvoHGW0KXdhjjouWjk1OcHs65PBkTgfpaRTWx2AODq4XqiuIaEFVGE0culn/25/84K1XJB+58lA9+9DG+7stfxNb6Z57L9zO9Pn7J2WfxIx99M6rp/F8/2uDP3PJZfN8Hfo0nllcJQRGrxCT572lVadNn9JC612H0MqKJdqUksxnTb/4ON3tBhVYdItJraC2iaRPZUOLwDCQhiV2/CTx8vGgqlKMWRE3P1XcbiZoiiwTFq0HE9I/yR2jo0CyJCP5QI9YnRVrRfsOrdL3hS2EDTW82pApX6kcSAqvLoyikTXdA7GO8ctM745qIk8PmRIoASSBSICp4XPrcBKx4Co00FHx4741EHZBb6TdPlnE25M/d8Nd4fPkoL9t4Bb/2xM/xzmtvpTQlnXbcMLzhD3Xe/yDja86/kFedvJWhK1iEhtdfeDelg8x2lC7ynx7/HbQvAhTF9TTUtDlKzRZDyhoVk25L5whyANG+WSKgsT/XychSBCoJNDFisYnlQJIndb1BTS4duQ1UoWFkW3JaRCCXwFAaVFNRH42lFUvZH49XS+iLZ0gbuUIDjbpeK+iOjiOqYREzOpU09xHmMUfE4hEOugqvlkvdGht2jjWRuRasSn2EOToUiZpyxvt5hijrNulU16SmwzCJFR5hZBbMdcC6mzONJc5ElIDVmLSsIWX/So/ORODP3vB13L56K5eWV3nTlXfzis0Xcsv4uqd9jjzT4/9pfYRP7Rq5Xjyb3K7QxZSJvFbcxg0r38CV+n1Mm4/R6TxpmOEoTiio6RszCXmVvhANTFJh/tRfSSVxX6r2RfMhLy9Kj3v3tOdIKkJMf9NR5cBhgX5YvNO3CNN6Hfsi9LAEPVyjjSiiT+mWEyKsfUGenrhAScTkcHRcaXeQzKCEQN3dSQpdbY8QecvvbwwgfdElcsQ8dH05VGCw0vOP+garAjkmtQ7i3akxIIcsEaXQnHzt3xDjY2TlFxDr36Y5+D8wZosYr5DlTz9TY6O4iT9106+RzMgyHj74BWbdfVSSDMOuzH8+NVJ7RNaaw+Iw9hFPqTnhMcmUDo+K9Ap0KGmwPQshl7QH9/oUe+uwkZJkAqFnJmiva6cvsNOcMH1XOj22b5D34+PPiSpk/ROEvmhO8yIduR79/pTcIO//L8056Wn6Y2CamkX9v8OiPH1eh7P/6DKeiux+ngeeKtIP5/OhBOfo7v3/038Oqf36cV8KwCTnFNaHX8fJ1b9EiFOuTP49VX4b64Ov+MNNgE8wnrGCOsbI93zP9/DKV76S5z73v50T90M/9EP84A/+4KfsNae2oxsmbXQ3gP/t536VlxXHeeLKAS7rtawvqIlWKFxAi47bTj/JwLa0McMEpQ4ZMYKzAb+bk50IjF3DwueIKLuTku29VVSEIo9IUEwZaZaWdlbSNiY1V7yhWyoaUptKGghDJdQZt65e5YUrjzJdVDx49QTd0uHnJW4umMYQR4pvDGatRbMIVhneMKXIPNYGtndWWBkuWMsbri5G+GiZBcvOzohL2Tp3XrmOwUqdxPujlqZ2aLCYQcck75A2ufNFidh5ykPtFo4olqzsqIqOuToyieRFw7wtCCLMFtURDb2ZFDzkj/OvF68GA0uf42xgq5zxYLPFzeUutxRXuc5eY7/+J/zaOz/GW+98hF86dx8fevRJAP7MF7+E//3LX/GMmJSJCBvrQ2JU/tQPv4551xEtZLngveKmEI0hn4LfHuDPeORymVCHVggDUAzdbkEcKmTKFT/i9HVXOTc6IJfAPOQsSGh969LWMG4X6G6BW/ab+dOBySw5FAcVfvj+L2HaFIRxQAvQQvFRaNVyLJ/xgo0LZAYuLTfpcmE8rFl5/j4NqVGzvbfKfD7gwYMxWQzcet2TTK+d5kXXX2AaSpqQkeHxsxKthOBd2vDlnnBxgE4MrHe4A0F2XUKKS0Ubi2lh0ozQlcC2X8fmESUya0usDcx8RW6UlaymdIH10ZxrswHOWQrXIdFzZbKGBMM9l86lLuMyxdBlUzC+z0IHUKgXHTUd777jEW48t8lf/fuvp/WBxy7v8vf/8lc/7XPkmRyfjvVxu54dIdC5tfzTu9/O/ZNtHpzs9FTGftNjkyo2aezSz/W87a+DQh1zBqZhxw8Z2QZrloSQNpYLtRyEitwERjZFZVmTNo8+OZakjYNAEwUjaTuQLrYJjU6lkBCJySEbR1SDV4snI0SLlUhU21PUHIn5nbahwVq8QhCwGvqOfsT3ma2e5A0R+ttzCdRqadUR/A4jGylMl7r9KIUJDM2S1AP3OImUEnpq6GEyLT2NWIniyDXpyXINeLF9vmYyF3Im4qMFA7kGXr7xSu6ZvId377yZd++8gav1BK8dNw9v5jtv+etPO937cKz1zuJ/+8M/y/t27k+3FY46JuqhSKLSO5POpendeRNDIOFvjTqG/ScSSORV1CfdoKR51akBTT8PN5WqELG/b0MO9KyHgJVEM1/PlknfblJ+s+tZBIYkM1BN2NnhOclIz3u47fIxodFeDV4NHck0bxGTLdQiFHTRYG2gDTm7YUxa+SOl6Y6ovEvNKbRDYs5utKy7OU4qgk44kIKRdniVHl0S7GHTqW9ArNiGg1iQS6TTFoyyiBmqOQh0Ic0XlfSdUYVWE/ny93bez6uOv5J/dv9/4t7Jw/zOlffyUy/7+59R5o1/kPURPrVrZNCGNgZCFDIz4In5OxH+IdfqO0EDiCOQ6MxGA6Fv5qWwo8PvQpJtGT0sTuGwEIqaSLEhWoxASUtMJTA5sTc665FC7RG4vuo0JFpuIlrrkZGj7R8D9LRzQ9T0eqFHrENfd6TnS9/blF+d5udhsWQO+6HyVJEuQKaH33KIupfo6xwW2+lxjkQlpi98EstIeuQ9rfMGg8UgIjhNFPBDZpQRQ+xx2COpY99oJXsWEh9DZv8OP/tXqD2P6A5OheLER7D2mfGdyE1aHx/Y/2nu3vlRAArjEHzPOkjMnOzouvDxjYZ4hCTnEvp5o4w4NLBLn0TsmxSRhOgfNm5sT++X/pwnivTvP75DtoJ8fEOj/wn08ye1dxILom/2KH07Q4/O++E49BJQ+jmhPNUekjTHVadHDSAlKZt6yAb663D6fYTqjI4kQTgq8/ui//cvX2nepkZQ//t/VUA/NXsOHyEoHXvzX+Tc5g9zefJjXJn8S1ThOaffRvk0mJM9YwX1a1/7Wu666y7e+c53fsL7/I2/8Tf43u/93qPfJ5MJ586d+6Rf69+/9wP8l/se4NmDTdoBdKuKqwXvI3devsz0DBQTME45vbnHil2yJCPkNmXxGcXHyLwx+GAJ2wXMHXaa0UwtH5lczw3XXeZaN+LqzlricbiIRkm6F1HEBjT0bP8GJBi0NNClAts2Bhl3VOs1L155lMJ0vOD4E7TR8tDDp8j2DW6WLp5egLlD5wZ/tsFYpfOW8WCJM5HhyrI3tkiO5HWwTJcF6g3aCRqE5V4BVcRljmiEleEs5S1nBq0CcemInSVba/ncm+5jOcu5EDYJzjDrCgoXCQhV1mF8zubqlK2TCx6frjLZGxJah8kC+7Mh1XqLRghiuH92gl+79mL+9Mn3UIbA//GL38z+7I24RfoqfOjhS3z2s69nVjd8/Wc/8/FZAM5aYkxRTZ1PK0RWC9KBVcF2GcHZ5AjfpqzttIKlU58EHuBWO04Mplw32OdKPWIZCg7qgtx5ysyz1BxRJbtmsQ10JXSTnPv8SX78oc/i1o1rPLg4TmYD5Q0HTOclcVng9wo6Mh5wJ9EB3HriMktvMUY5sTahcp4uGppguTYd09UZ0qRojvsePo1vc1bWFjTWsvQZTZ1jo0GXEA4ymGZIFdBgMJWydfM1btt8kscfO87lg1XitRHaJEd82wnmmsGvRvzIU63VRDFIFGahYD1fsFnUDOyCLz9+J6tnG/7LE8/l+vE1rhvu8PDOOmc2Zty/c4LJbIAOAx6LaQXTgY4MLzt7hpc96zzbV6dcuTbhKz7/OThrOXlszP3LCb/5wMM87y0f5htf/aJnfK48XeOZXB/f+sRD/JM738FLj/fxYyp4TX3gt156ANWkoTb9jqr2FmsCqkJNJLeBZbC0sSIvZixCRhfHGGOoNWePISezfRq11FoSEAwtO90w2fFEQ2kSNTihy55FzCiNhai9tlCOdKkpnu1wQ6U92p3hccx9Iu7aGNgLYwppnnIBjUphA5NQAUopnmiESjwtjonPqUyHiND1RbXpi3vtaWgZkYHxROJRBz2XjkRT9GRyuMFIx5Uu64ZA7MNQ0iZwSZ5Qcg7fS9rE9AQ3EDCadGZv2/lNDjcK15or3DC8nalf8JqTX/2MFdMfP3KT1mQRpY0J/UtoR8RZjorEoMLSZ5ispdFDvMAQFOqYk9FRWGUZXZ/hK/1GPpW7HQ6nnjoWHAJlTUwZrV7AxgCS3H6D5gx00aP+aeOX9bRW+gIChVIijq43cRK8RIwaltEdne9FyFMhncpwljGnUZscddUx05LYwdQXFCYy9TltzMjoqFzHRr5kHnO8Gqak4728XGErm1OZRE1XsSBCpW1CYQSaYGgocKrJKE+g7g2f2miTBAclxDQ/E80xcsvoVs4NzrFZnOSDu3fytWcS2nJucII79y/w5HLJ37vnp/iB53zbMz5Xnq7xB1kf4VOzRh60F3nHlR9hJTtNRFNcUVwiAk8s3ksXzVHRqyosyMnEJ3SOFJGlKrQxxUU5A3N1R3MzIFR0xJ5iHTDkJJZE0oimNSUn9owepcZQ9JRZq9CopTTJYEo1opLaPEYjQYUgSW8fUx+PTCNL3JHDslE9KqIThk7vqZxGVGh6T4HDptahEuXQ50GJR0X9oS9QornrodXPEdL48f9N/9LvEU1o9VElZPg4u7VU8OlTf1ZA/X3E6T946u9xiLhbcdVXPWPF9McPKyVwiK63R4Wm0HuL9H8zekQGPPpssl6eAuk6IPJUswKeaqQcPv9hgXv490AvkZJ0zTP9fQ6R7kPdeuyLeUgGYQj4vumhqkfnLqCpcO2Lads/V1pf0wsfHs9hUa0kgzGviQbeRmh6/ozlkBWRiuRGLVZgEgxWlqhkSO9Sf9h0OCyYm5g8TlLTIB2J7xsr9Kg70M/jdKwRqNzNVPktrFRfyu78Z1kf/gkASndjYrhhuffKn+b5p9+MNZ/a6+kzUr1813d9F7/+67/O29/+ds6ePfsJ71cUBUXxh4t88DHyj97yDhRYub7gi151M79x9wN4VXwF2QRiISyOK1lrOTuoOT/YI6gwtC1P1iusZpZJm/PwI2exU8FE0MYBitnLuOI3uXpxneGzDtKV0YCxgSwLhJC6SHkekIOI1obCZsxzQ/CxN14SxEOZd6yOFsxCTmladhYly9al5+xpmKaDfA+KA/ADQ9zOCbe33GRPM41PkmV7rDSe/WvrNKdndDPH3GQEsdihByPEALo9IGhHlys3D7a47foP4plx185JdmYjxEbyPDLMa159/GOcO7PDW3dv460Ht2E0sPQ580XJ0mWICKdHB2SZMmxa6rKgbS3dJMe0lqaIxCgUwxZrlAf3jvNvF6+ivCLsT8epO+qguhYp9iOnb8j529/z6dGAGSP8wvf/af7O697Eex98jE7SxUAD2C6tguKhOrA0h2ZZLt1m5qADQeMhcQuuzUecrqaUtmM+z9hdDlivarpFhrUpiszV6ZIRnaaoKdPw67PnUTaeMu8YZB1RU76qXyj5doadGR64dD13bV1P8bGGZ916kVnMEWDW5inTNhi6ZYZESSyITvA9h+oD99xEXnQsllUyClPIDgzeJ1fvaCxxEBiPptywsYMzSnmyYbgypy0VLg/JsbRZJNiYGglRcN7QRktlW2ZtzsGs4PnHazbdgrFrCVi+4fwHOAg5Q+s5f2qHx7tNnn/yIu+6cDNagMwSOudHaZGfHod/8sj7WK8qfuW7vpn1QeoE/9g/+Ga+6Pv+HarKHQ89+RlTUD+T6yPAP/3oO7hz90kemlzj773kK/hbH3gjoYc1arqE7mIIQamcIxAI0dIFYdll5CahIW007HUDThQTxplgY6DWAZX1fGR+Hcfzg3QBFkMdMpaaHZmTbIoyCRbUYkzBQA6YR2HFLHtDE08bLblVoqaNZRf7QihmRwXGIhaIwiSMUGDPjxlmnpE9wbFijZ3mY3TRsogFx/MD9vyAJmRgDEJHpwWdWk7lB4naq6lTdqp8IY8vP9qjN/TGOqnbriTqsagjtx2tZpioiKRS2grEIDRSJtRBWnb8kE4dHTlNTBq4oInMfOiYmxCFjzON7DcvB901/sazfxRnPj2JCH/3+d/Ev/rYb/Abl95P17cEAmmDGGKKt4sxx9oGbxxd9FiTMemS6VGW51TGM40jVnVxVLjm2rKkxNGx1ILcBKa+oiVLlHENeHUsQiq4cwlUpqHuUf2EzqWiPAkNlFKEpQoDkrt7p8kt9tC1vY6pEbOMGV5cr4lODZeJr1hoQVCLj7CM6biXwRJw1CGnDZF5LPrPoKDzOTOfs5o1RIaM3D5N8GQm0EXLNIxTXrmFEAwLDJWJTPp9QkeW5oXa3t08x4myjAWdOrwKk64kkCLBWs14YnnA/dMFbbyLv/nsv8CzVm4B4C/d/E18ZO9xHl1c4aMHD39a5srTMf6g6yN8atbIjx28gcvLj3B5+RFedeIHeOeVH6SNnpYMJx1WEothrhkDMybqAT4qTfLQpogNQ+upcUS1FKEhN4EQlU4zMhPZDwWFaRMK2Of+tjFLOc4SKWmTyaFaRAoGMmNKQdEzYiJCG8wRyyMnmT7uadl/dxKCWZMhCnNNa9OMMjkpU7BafQVXl7+Ej1CTGl6piSR05Dj1dEZ74z5PJoGuR6e3Bt/G5flPQ990VBUcQqvCUFo8kjTRQNsXk4eNLhElaOTQUCoVaZFDD/RUzKWy7ei2XivdaWrBQt/EJEK8SrX5Wxh34x/qvP+PjhtW/iSqyn17P0YX9xFRPEkWZQl0pP2WI+CQvmhOCHzUlFeeRs8eIHmEiCYJgSH27Kle7tS/e2NSnVDTsxGAvC9Nk1FXOlfxsAjWVBR7IlZTAwQR6qipWCYZix1Su8MhmEcqdufx8JUPFQfpXB1S9XssiiVJL6VYOsDGJFfxVIjUmJDiEUsSEywjyVd8FJJLd2rxqNpev0/vFC49rt83H3oTgo7ke6ECHYa6e4IFQ56Y/23Or72WzdE3A7A5+noO6vexPf8F2nAJH3ew5r+/nnyyQ/TjCfWf4qGqfPd3fze//Mu/zFvf+lZuueWWT+rxk8mE1dVVDg4OWFlZ+X+8f4iROy5f5nUfvIPfffBhvvfVr+T73/umlP/rDW4GxS6QCd0Y/DBy02c9xsnhHhrTZqztHDEavuWGL+LvvPkujh0/wBG5eG0dM3NkB0+1ifzYEx0MbphS5Z5h3rIzH6S/XS4oPjrEtOALZXFaiZWilQdvkQjZ8QXHViaslA0bMuOe6Rn290bo1GHmBrcQ8qng5optU42tvZAmOGhuaBgeX9B+eA3xQjjeUW8pdrPFmtBvNFLfaX04J7aOxaLiVdevMudDlC7y2GyFey+dRL2FmOJbvurGD/LFxz9GZTseXmzxcDjFr9zxAuaxYLS2wEfLK848RFTDleUqFy5sUtcDNlb2Wc8XXIibbJUHeGeZLwvCLENnjuxqTrEHXQEvveE03X0zHr24SzyR8WWvfi5/5U98PlX+6dk03nfxCt/4I69LHTcHbpFchMWni0I3EkIJ3WqithgB00I0qVFjImSnFphBy8nBnPGw5s67rkOqkNDp3QH5Htg6odMq0FVKcyIyODNjNKh7R1ClWWSMV2raaJktCsKdq5hZWqTq40o0oOsdZ07uUaswnxesrtRsX1shzFLsGaKIN6gorvLEpQMvaAamEyQIZtnTe1Tww0A423BsOOPE+j5FFph3Bfc9eBo1BjOxmLkBC76MSQceFBkGNsoFa8cnXLh6jKpoufHENV66cT9Rc3bnY1zs2A8Vj+5t8Ref81bakPHhyVl+6cGXoJMMu59BJynWzkS6FdA8goM/ccOz+Sdf+sePztObPng/77n3Uf7sl7yUs8fW/kDn9pNdR56p8UyvjwD37W7zlksP8q/v+T2+8aYX8gsPfpQDPz/SUQvgMo/0/DFrPc5GrAlkVokxNYN+8Plfxb+/8B8TkhEcW8WMTh3rxZKRbXo6d9r4ddFSh5zVrGYlW5IbDwoTPyAziSo9lBpjlLEsKGwkp2WmJUOTTK1ij3K2OOqYsQwZDTnLkNFGm0yholDHtH50weKM51gxY+EL6pCRm46BS6ZppbQYkzY3PhoOuhInkY18wXp+K5eWD1PaLm0io6Gyvt/8BQamozItuXisJNKnjynXWoAVt+QgVFiURjPmMUtbDwWvwkLLo055HV1vrpZMDg/Rh5Fd4abxC/nQ/rvoouHW8Qv5pvPfyrHi0xcb97lv/mtHyEjsN1ciifCXNMuBcd4ycC1ln51rJXAsmzELBbmJbORzQoDSBebeMXZtOgfq2PcFRW9mtAwZIoHVrE7UPVVK68mkS1nTpmNgGiJCKYGhqUGUnIBoJDMRS8oEnoSK0vikfzbKPFaIemotySSy25UEHPthQFCbkhWiZRYKZl1Opxk+JgS+DZbKpWNwEmiCJbOCM8n9fSObEaJhnC0pxYPAUBpW3Zy6z89dsQsckahKZpR9P6SOljY6ctPhLMx9xj2z032RlZCrLia0ZuYLumDoouVUtcJ/+uwfPDpH908f5w1PvIsvOPESXrT+B1tPPlPXR/jk39uku8qTizt4/7V/wVp+HV4zrize17MF6BsfNSquR3dDiszrGRCxN1y8afSFXKvfTBM8M82p6N39bdvraoUYFRWDIRBwZNKRS6SSFkNkFqvkxSCJ4GohsS1Imb+TWJJLwOH7gsXi1aZsYoSFFsldm1TQOAksNceg1DFlIKyaJQvNiWpocQyl6SURKSXBmrT/WcYsGQHaGidbLOMBjo5cPK1KXwQlhDSjo+rfi4P++JOrswUGvclZ3v9MpZf5uLOgPWr+FPsHhI5ATtbryAU7+m78/J8SNBLcsxmufD95+fSb1X2i8asPfxmLeI2qZzCBflyxnGjflbQ4Sb9DKpgz8UeIa0bEq1JYpYmH2HXKMF+qS6g2noZ0rVjp0yRiz8YROSzSEy2cSJ/5HGmRFG1GQra9wsjAMhENUsNYDpHidB8HdErPsrK9P0p6N22EEA1qk0lYwOCjSRnrmgzBQnQsyXu0PFLg8WpoNZl8NpqRXLjTGW/JGNBy6J+SS2Sp2RE93tCRmdSAWsZkeZrJoXxG+u9ounfXO3B8wfV3p/QPoAvXuLj/zxjmz+b4+Jv/QOf1k1lDnlaE+rWvfS2ve93r+NVf/VXG4zGXL18GYHV1lar61FPX/tE73sm/f/8HOLe6yge/5zv58NUnIUC2MKiBcicVPm4a8WVC7h59y3keOXkSs9VycmXChftPg8Ibqt/kNS/e4VK9wePTVdSCihJzId8X8jmEvYx2MyJRyPBYEzm1OkX9gBeOXshvywPJ1a/ne2gWkWFAfaJURjXM26TLvdKOaH2KcqED49PqEzLFaYoPsjWJWmMgFGCu5Sx3M/I2fQvivkMqTxgZ1Co2S9mH42qJs0oxahiNGj6wXZMXm4zzhkcuH0ODPdKoqAhvfOKFPDQ5yb27p3A28uITTzBvy9RJbB3loGNvOUaj8viFrWS4hfLC849x48o2k2WF5sLj9Qbv27keuVphuvSlO0R533/pEtdtjBnKkMum4Rff/VFecvNZvvwlz/qUz4tPNJ7cm/AvfvNd5M4Ras+RIqNTJKSl3sREp5GoWC+YHXj1C2/i+MkVfu2OezhYNkhUooX2SoXmOReLIaubU8y+ReeOWgtsl5zBJUA0YBswpWCnQmihzS1ta1nulGiXMd8ObJ7fTovXbTOaqwWya/FbEbPrIMKlh45zw/VPcHxrTvSWxbAh5h3Lq0PObO4SOuHMyav4KmN7e5WrFzfwTTJay0dCYyO2FqJPNBtpDbsHa1SDmnaSEy3ozMKKgk3KsOqKMD8GYQDZxBCXln1TsH9xjbASmDrHI7KJxBt5eO8Ei0VBiIbMdfjo+A/3fw6vOnU/v3TfSxKZrIjEPNEwtYP2dEQWkpyLDPzO5d+PtHzxS27li19y6zM2R57O8Uyvj7994QG+402/Qm4sv/MNf4GTwxE/cfcHidGkGCtVcNC1GTYLWKe0TUaL4rKIZi1tyADhh+7+dSIjCpdE7/vdECuRK0vLNYYsfU6nwla5JDdd8pxAaDQjE89Xnv5GfubRXyUznlPlhEYzap/jrVAQGJqkMtv2I1ZM3SPSiVq4DI5lzFExBIS5L6ijowuGgMNJYOEdIklyY4k0mqFRmdQlK7ZhbnLGrqYwgWvtANQQjbLdrnC1fRJLBgKzUFC5jiZAaUNCBDSjDZY6ZqgKx/MpIMx9Tm6UGCzTMGBoFmz7Ea06Vkwy7lsGR61ZbyOTEAftNwCJDp82Jk1c4Kf3M7IbbIcp90w+ypsuv5Fvvu7PfsrnxScabej4Dw+/kZ32gOet3ny0saX/VIMmbaMRCFEQa5m0FUNznK8+93zes/MRLi2f4Eq7QmE8tc9pQmKjrLNgETPq1vVbPNL51KQpbKPFGqEOeaIyGuiiJVIysJ5Gcya+pLIdU4QJBVvZlP04ZGBaqtggUrAXIJCx601PJ0zUx4aCWSyY+4z9MKKNjswEmuDITGQRCvbbAV00GFHqPu7Sq6EOSogGI0nFmOHxwdBieKg5haHmWJGxjBkiKdZG22OMzILcBva6AcezCQstaX2ill9rhgysZ9E5xrbm/tnJVKSpQXoxZIiGecjJJBmiKsITyxn77Yy1PJk03jo+x19+1jc+Y3Pk6RzP9Po46a7yfz/05wna8lVnfoBbVz6Hn3/kO6g1P+TzgghTHeA0kptAHQv2dUhJymLvehzyo5N34SRDNc2BBRUiUEdlocIyFqgIlaR4uS72+zpJsUm3r30Ld+z9DJ1ajrkZimWuORpzbG8y1qnlWlih6jOqVVIBN+sbjw5lqQmtD31zKxWyHXXvEbCrKTLrkMUxi0VqYEZLbqHQ0Bcupi/SS2Kckdy/U0PQ9Ci1SSsYHsMyZnQmEYIrIoUE2nR5oSGCJES7U4/0OuqETyqdJttA6R2rtEc+VZSltnhNGcQ6+wlG5iRet1F/N7PJ97NRvv1TPi/+e+Mju7/M4/OPcH70WczDDkjyjbDkiC6YkTE0id5vjbLQAlR5/sZ3s7d8Fzv1ewjqiJraGI0YWoAYWUbXo8EmmXoZ06POAR8NKoZGHGikDhmd6VkU+KSz15Tn7AR2gmHFLtmOAxyBkU1Mo92gfbjk4bquVL38q8VSR4OXJMcp8BTG4zRdtyZxiCcyCg17cUBlOjosPkovXyA1VY2iUREjXAqbzIJlwy3Y9lkft5mSN4x6Cgnsy4BSkhP6vPcGSH4ASowZpbbUUvamekLoTRs7UpPLaJpfisED24u3cnz4BQBkdosbNv/Pp20+PK0F9Y/92I8B8KpXver33f4TP/ETfNu3fdun/PUuT1M+4M5iQVDlRcdP8Xc/9wv5x298J3UbUAeyTMXS8CKwA/NNg+xkhNZw4eoANxcKHzheXmPoOjD7XF6MEBPRzGLr5PCM6YvzmSF8ZJUr50tOjqZ0D4/4+lc8n6//gpfzpt97gFhAsxLRTGEUEBPJRgGNQvRC02Y4EwjBEKLBug5dFEm8X4A/1sLQot6R7SVNhaqgNiGLLOVIVCFRkM4RaoXGwaij8hEfHUspWB8tuXpphW5ZMl6fMR1X1LsVVBFaCxFibumi4aP1OWymdAjvu3qu558Y6ssD2ho+VoxYObVHfa2CYcCud0gW2cpnnCoPeGh5gsxGVrKaaawQn/TGWqTPTQM8GqZQwqrkOGt43tMclfVfj//7LR/g1z54HzED8U99GZ51bJOHL+xgQo/Y5UJslBhgbVxy4WM7VEvL1zzvdn7iQx8+eqBEg90TQgXTxzexGYhPjAYJCfnWCDHVJOT7aZEs8pzpbkJPVG3SKblAlXka9dStoxsLMupwDkJhOX9sh1nMeOnZC+y2A8pMaYPw2HwTe2LBeO2Azz39METhQ9PrGG0sWdt6nEcuHKedDghDn+J51EAJWCHOLGrhsftOQaloZzDeYB5XBtf6DrKFctfS+tREMDFluhNTXzNUwnR7xD3XSuxWSxChKlvEdjzv+EUUw089/Api7N3uW0McBQhCGKfLh251sEjF0O1bx2k6T/Fp0NY/3eOZXh+vLNL62MbAQVNzbrzKj3/hn+T73vmbXFpO0516fliYZAQLtgpETdTZ3h4H7y3LrElux9EkfXWE2ueHKSaUWYeVwLQr2KtXMAY28zlXd1e4brTGq49/Ca977M3MfMMj89SlHuUdhTQ0sWBCRWkSWmJ7OmRCOiL7YUDEMm1Lpr4kRqUjJyocNAVRhcJ4xAiX5z210gi1r1gva651IyA1NbfrEdZGhrZDIszajDIL5Cb08SJpna5MyyRUVKbGaUIr08YTHl5useqWGBNRb3m0Xqe0ythaJiGhTA/XSduXm4RGHUZqJf2acOhynexpkq/ubreHKozdCouw4PbV53/K58R/b7zz2l380sW3IsBbr3y4P//KZrbClXrOoRqyC0obHDaG5BIbNvmlR57k22/5Ov7R/f8WYoro2SgWLGPFIGu5b3KSzXJGE0d91nNCdaMaLrdjFGGzmLMIGaVZZ7edMXYNnRoyE3BAqxnEFBdjTUKYVYXcWHbDGENkGksq09JqhmqkiQV7YUgXJBXOMcdIondf60qW3lKYiJNNJu2CwgV2llWieMeEKOU2OcanTOiOEJVZl+4zyDraOGLWVeS2OyrSZ75kI58zsjURw5V2heP5jMwGYjRcaVaog8XHFI2VG48VZeGz1IgOjrynkR90BcO8wxgYuQrTz6PPJBMyeObXxybMCZoi3WZ+B4DXnP5+3vTkj3JxeXcqOxR8NMxjgYoyshUwZxELCuvpNGnwS2npSKhuMhgLLLqC0jpqzXESyAh06lj4Ao9lpEv2/QCRnK9Z+7M8PP8Al+tHudKNmcWS0kTyvnjebYe4PiNdRZlTUkmHIVAHB8biCBzEioE0ae0UIURYaMGKWRIxLAIEsQxNwyLkDE1LR4+nRtgLqVGTS0cUyywkiZiVyNg0KInhMzYNMx2Q05DbFJco2iFE5prRijASTwTmaihEQUKPMCq7oaUFVkyiPecGOlWcpJApC4gmI6qoSgeYuM1UIZc1DA15+fQ4N3+iMe22ecuVf0VUw8dm72bDpO8oVLQIloyOLLFMEExocERWy5fxwb3f4iVb/zuXl/ew0CX2MGJSBdXI1TDESGosoCQZTPQ4PJfjGp0a1l3NQjMsY2a0tCEVtCOTUNv9OMBJxGpKBmiCIahjaBqmIUs0bs0TI0Kkz8OOXI4FQQxDaak1o6IDhGs6JgRhaDzIJjvdjE23TF5LYil8x66vOFNM2Pbj3ngvsKI1F7utlIEtnkYdbZcaOqXpiBGWWlDRMjQ1IkIjGQZPYQIqwjwWxL7w34tjCtNSSUtDhlGbaieTCu9GHZUkdhliyO1xonqMPANmx08n5fsPOz5Zus7OYsEvfPQuPvv8OV5w6qms4/1lzc+9/w5uWd/g/oeu8hO/+B5CniI+fJUQwzAQmkEkXybq6Rd8/YcwRUNQy0f2TvPYo8cxuxn5VMimgu0gzwytRLpCmZ8PrNyXnJBFwDhhuFFyrauZn/dQBVbGC1zesjlecnUyIoown/WGBkaxLhK8hSdKCIJmker8hJMrU3bvPYZXMA8MCHmqg2yrYAQJpKINUKOs3jLgynRJtqe0xyK+hDjsKG2k2S0QNWQzxY+V4ACXHocFGiCPmAzUBWwREjpwkKGNodjPyPYg5IqapAP2ZzpGmwuOr015+foD2Ci8+8ItPP/Gi7zzfc9i9+oatoFo0/GaLlGp281IrOAffM4X8yef91ysMc/opuC377if7/2p3yAWJIQ/wupKztoyZ+fxKbEAtwSzYujqiIpgM8FHxWdQHwMTla5QKFJDI9tLunfjBV+CFoppes1Pb2QW5PAzT8cRjiX3dilCMvkIBuOV06d3aWLOvM5YzgvGoyVi06Jx3eo+B03JzavbPDZZZ2d/hb0rK8i4Q3Lly2+9kzPlhNK0PLFc54H5cbrouOex0xwKIDVKykxfOjAQqhapgEagtdi5kM0tbvqU+7ZCkhtsKKFKfc1DCrtdGmynmA78QAijSDmwnH/2HMmeQBAOmpKr01XavQxz1WEaoV1XyEAWglaKWe1QgS89exvnF5v89Ls/zLd+9ov561/2+f9D5/l/VkrjH3Z8su+ri4GfvfcOjg2GfNkNtx3dHmLkZ++7E43K+qDiu978q+BNWhOKiBhNvgGS/qm3ZGVDnvmEXGjqt7U+oyw6MhcpsobVLKeJLcumANNxsCxplikdYVAaVouAyQ8YZQ1L7zg/2sfh+01JosOuZQtCH1sUVbnarSYg3UQWvuCgK1l2lsQCUybdkDYIle1Y+owuuCR/UKUNGYX1nBlktCy4snSULiQTQNtR2JZpN2CcNWQ20oUU7uEMRwVLiLBVzMmNUrnkWh7FYohUpmYeB0RNG4U2GlaytteG0UdmBWIkbVRsoIugOFBNiKRIH0UldNHRRstnb7yUv3Djt2PFPqPr4+OLq3z7+/4hXtPGN0YBIreMb+DOvSePKHaCZdEl3V8I6ZbYG+RUeYtIpMgClfPkpmPeZUQ1DF2DNbD0joHrKGxg6gssPfIQEoV/mLVsFTMmXYExgpHI0DacraZkkrJah7ZhFvJeHpAo+j4mIeLUV3g1HPgBq25Jp45lSDmvivRO3UmCcHkxpouW1qcNWmUa5rHEitJ2hoUvUFWKLCE8UR1RlTJLsT/WpOg3jYLvKdrDvGXWZOQuyWgq19KGPDmWS+C66kYO+CiLLieoxdlIiIbdeUluldYnR3vRiHMpz90aOFmO+fM3fRl/64Nv4Pa1U/zs5/85nDH/nTP63x6fqesjfPLv7YHJu5j6a7xg/cux8pT87KHp+3hi+RA3DV/ATz/yd5nHhqBCaZNjvcdSmY46OBZakknHwLQ0miQdKau8opAOa1KBWtqcqA0aS6YaiP0cDSoUJgdtqVxLKQvmsaKioUMYmoZlLHASGNg2FV2iGNVetiAcz2c9gybRtTOJjM2ShgGdxtSsjIaanFICy5iSXhSoTMGq67jcBvI+vcBIZCQ1e2FEZVoKk5pgTTAUNq0PlXR9kdRSScdQFgQMmUmZ87lJ8z2oHP0cSiCTQ1JzD2BIMkTLRSmAuSbzrLkm9fRA0ma3VcNBzBi4szz71O8gkj+j62PQjh9/4Fs58Nc4inEMyonBC1h276MOlhXXpj0dSm4iPqb1PaU7FDimKMLI1DhJWtJ5dER1BE0+1S1pDhUSWGiRmrx95OQkVFgiJ7N9DmKVTOFIdOqR6RB5ygaz62VYXQouZCBNMoykJFPPnNRQsZLWn0ySXl9RhtKxpGAZczocM58jElk3Cw5iRdWvpU92ayn6kQW5CcziAO0lOMmgLfaSGoMBarVU0lFrzsCmeiuXlDQee/bPVvFyNPwubUwBbclFPjEncuOJaogiOE3JD0Y4clZ/2fH/i3dc/QcYcXz5uZ9glJ36BGfzE49PZg35jCqoP9HYOZjz1X/1P9B0gS/4rFv4nQ88gLpUGCR7uP5LqPTU7uQM7s82FC6wmJVEC7Y2mAZOVSP+4Vd9CQ9f3OX288f59n/5S9TicbMefe0R43oLcMLixppi3HDD8V1y45n7nFlTMq9zZlcHUEbEpEXCWKA2hEWGW61ZW5+zPliyWSz46JWTyL0D2CshKvkMfJ4K6vS6Sr4AX0A3TCi2LxRfKLFMBXMcesQLdmnwY3rHCFCXpoG00gPeipaKyT1SO2RmsYtEP3MToVtLCI9ueHTdY4xndXVJ22X4uWG5P+T2Wx/j3nvO46ap0dCcbzGt4K5mGAP1sUQt+cqbbuPevW22l3N+5o9/A8/deuZ0gr/14Y/xA69/EzPX4Y2CgFsK2b6ihRBFyWuQBrohSEg65HZFiU5Qq8RMkSiUImRXegp17LU/EfwwnaOYJ7q7d/RhrAnd7TYCcRiQQZfmoFp01utVrJKvtUQXqbJkGBVUkoHPvODE2pSDesDe9hjmBgYBU0Y+97oHuHXtCoTIQ5dOMyhbXjH6dn74XR+iKyML61NlHxSsII2BUZdyZVSgM2SXLaYx2K6XGwTIjKClMFkNhGFADOSDlrXxlPn+EH1o1OeYC5pDd6Lj+JlrDLOG0gV2FiN2Z0O4WJBfyYgC7XokjCPZteQtYFDiKPLTX/UNfOfrfo2m7ji5OuZ3/vq3/w+d48/UDeOn6n2pKl/0kz/BI7v7fN6N1/HWyw/3nfK+kA4CeezpCJKK7QCSh9Tg6QwYsIXHZpHSCX/vxV9JmOdk1vBjd7+be5snElLZOmzeEbzFFZ6ttXlCWoJhYzjHSl9EYxjalrl3nK0miCiXl6tEgWVIOsBJm6Qms66g9Zba5zjjiT3Lo2sd1oVknBVTsy5G6XW/4Gxy37cS8NHi+jXYErEmuXQPXYOKobAdIabnbb3tN5HKyDU00TF0LTNfspYveoQ84GPSSVuUlWxBGw3WCLMuo3SRJlhElGHfrVr6pAkrXdoEwTqLsGQj3+CG4S28f/fD/IUbv4XPP/aKP/zk+QOOx+aX+Wsf+TEO/AGxR6OiCnWXEbTXhUdJpnXe9AV1ut25xFwQEcZVg5NIXY+QfEluA623+GAYVzU+WmqfsV4uUQ10Metj0wyl81SuJUQoXbpmLLqMwiWjpJPlhLW8ZtblrGRLWs1wEmhDMioLZCx8hldDbgKZRC7XA8Z5iw+GS7M1jES+9YYv5ccf/DAqU5Yh0nhH2wllEfDe0HaWLO+vk32BXeWBpjMM8sT4qesxSEeW+0T2iInG3zSOoujI8wia6I8gNJ0lBMMwX9J512d2K0Yi0+UhrVlxTgkhadVjZ8lzzw+84Mv5D/e/jyeWu6gK7/7K72WzHH7S5/gzdX2ET917+9lH/z3v3HkLW/kxND6J145GD+Ul6fvsSJrQLlqWIc3BzERCTHKOsW2OmAevPvH1HCtewhPLy7T+gLfuvA5QFqEkOYGn4nYjWyAamYWCTAIqhkoaWnUUNtAEw3o2J5PItCvxaphpyZqrmfiSgamTkZUaajIGpiE3vedzVErnKWk4iANySYkI0hc+mXiGpiEzgQM/oDINiiHEpHLOTPoujmydaN+SjrqJNiUjaGDdLZLJmnQgybBMgYG0LDRLhmbAmmmO3OwX6ihMoItCg+OYXZKLMtWMRbRsmQYnSi3XMQ9XADi28td4cP9fc3b89dy+9bf/0PPmDzrasOTnH/0+HpxeZIkk126JrNoFLY4mpCLwWDalCcl07tAlfWRq2r5JsGJrSlr29BzCbtJJa86sN6/r1LGIJaXpyGgTdZykJReBVTPvDe+Sd8Ui5H0RGxibmsJo39iNeE2JAwVtovqbxHxt1FGYRLteBMvAelQjO2EVFG5b+TweWW5j433Mg8Nr5CAMWDEpsmenGzN2NSoGH1NDuDCeJloK6yno2OnWaYGNDFTn1NGR4VnGgsI0jFyyRXN9YRw1yWwKUqEfseTGk+FZaH6Ue16Yrp/nkYaCUlpOly8Fk3Fl8S4Chlef+j+5fvyFn/Q5/p9GQ/0/y3jk0i5Nm0IBHnjsKs++/SR3XrySbAF6r3W1iZYrHvwgFdt+kREk793AIsRIuXC85nk38647L/CffvdDyaQpAJkkSrP27nOHjbIAWQZVlqi7Vw/GNMaSuURgMLMMrQEf0S0PNmAGgVA7qlHLMO84VRywkjdcv7KLffke933oPGZqsK0Fn9ChKNCtQFanorBbVaJJuhfXCtlVZXEG2FC0ivhhTLRwBbsQ1ChhnA5Zjfa2jBAbh9TJ6Ty9n1QoqUCsQIKB3QxfGJZVIHaGzc0pm8e3ycpIsdpSuwKIjEeRpURks+HsaINXrT+Hdz/xOC8/c543PPIxAN5x8cIzVlBf2NljtFLSDRUfekp61HT+LVgP+UyShjpP6HrS8oCvEoqiRXI7VIXhfsZMOoou3Sdr0/OEri9aBWj6zL7UEIYIbt8QohIrMFYJh2jwLMMXoBdyvv32F/NG+25qPSB6x/6TY2LrePLxAflmjZnYZBQ0MdjdjDvjeZrrDdce2eTJu05ha3i/uSOxG6xg1g1a9Lown9B1u+fwxzy2hvXLBVPxCW1fgsT0L6DoQvljt5/hg/FRgnbcdP1ljFUWRU7tG0LrKC4bqsZy662nucA1Os0ZmQUb1ZzprMQvUiiSacC0BtkXjCajNxMMdmn4qf/yAeLVjuEEFpdmPHzxGjee3XpG5sb/SkOBR6/tYzy8+8HH+Obnv4Bf/OjdtFVAFiYVAHVvnjUIKfqvjKmwbhI1kALCwiGznJuOn8A2Fd/zpl9Pa2sZkxOhUaiU0JnkBREMu5MBuU1+rbnrkrxhkNDBsvQsY8lD85I2GKwkTwjEsd+kgm7eZXRe6EJGFwzLWGGN4lygazN8MHStwVglBiEr0nUgeEPXlsxnSblnHRQ9ut52hrbL2Fqdsww5detAS9aHS4iJfrszH7JSLVLRFSzbYcjqoGG/qVCEyrZMuoIq8yy7jEuLFbaqBfRF6dxD7iIS4tGlorTH2GknHHQDCqt89y1/ijc++Zu85sQX8W8f/hkU5b07H3zGCur9dkITa1Zyy0FInWIhYsSQ2Y7oi3Qd6AtrPfTh0IQup8gewVjYn1dcVx3j0myXoiiI0VCVHcvaYW0ks0nfeXU6JETDqKixNuKDZbIsyG3B2qDlYJ40zaXzNN4RreGR+RbPNc/jZDnl/tldDOyCuR9zrRnShIxjxYRr9RjnPCPbcGW+grNC1CmzJufRvQ2iN/zz6T0cRA9UfWoCLOuCpg2pyRkVpMUaGMY1mjBn0jp8Z2hMSQhgi2Tv86Kt89y7fY2DsMQ3GRoMUS2dD7RLRzFoyVR43tp53r9zkd3lCsYGXKZYCTRNhpjkFm9cxHslhoQ+R7XUjeXtlx7n4d0p2iWK1e8+/jB/8pbnPSNz43+18dGDj7DwOY+HA/7UuW/lFy/+CrmdMQ/JIG4eDE1vXthG2xuMCotgEtXVeOYh44l6nZFb49zglfzAXf+QqMrQQRvGeDWs5XXS7ffGS/tthWpkHktGtiFgmakl4tiSGctYMKmHSTYRE3JZOOVaM+zTFZInQNNr9ee2IJfA2NXMQ4WLniauptjVCGKEynVM2gJjcnYY4YNQuMg+FWNbM+8cNRXHsinORA680KllK5tiRelwHISU/V6GQCvKdhxzKj9grhlG+uhDcmpSw+Exv8FxO0VIrvy73vaRWx37UmAFGj3DMuywE0bkEvjskz/K4/s/xLh8KZeXb0MJXJq94RkrqOvQ8PjiKtN4Ozthm1x8oiWLY9oVDF1DrQW5eCZ+mFDXACs2RWvt+QHOJEOtayFjYI6z3R7gZEitGet2zjSUNOoYmAZFmPiCOq5g8eTWJwf3WLKtQ05mDZfbFNVYmWTsZcQm/bxez/NWX8mH915HQYvH8Wi3gTGRobQsY87I1bTB83gYYMSyGic4PI81G8xjyRPd41jZB9YoxCC64GozYmoK2l5yVUfLqqtp9SyLsMci5syDQ1pDEx0D1/amZmtY2aIJV5lqSaOWEQYNLVNfMbQNlTSs5DdTd48wp8AQKHqZwFwLrAQ6NeTikZjc6a2kSLulliw0cnX+foKWRAwPTN/3P1RQfzLjf4mC+oW3njnatDy2N6GtJ6j0ulbLx4flcRgKZ1pwCyFmPaXaGaqdFJH0c++4g//vF70y0V+FIwOlMICzG2tcenQfFcgPEiLZ7DoW9YCwXTDtSvLNJcvGUlrhRF2wP1/SjQ1+ZvGZMHpSCCND/cSA4y+4wolywsAG3Frk3p0T+BMd2TGH7lm0ABpYHgMKZfc5Nfmgwe+XsJ8jdXpDNgjDJ5WgOfNTLaYxsIB8YbFzQA1+T1k5VrKt81ShK0geU7MgQqiUZ62s015puXljizcdXCC2QtiMIAbrS46tXePU6IDSea4sxqyfmhA6Q1m0xAgDzRGBc6OM73/Fq4EUdfaxvW0uz2d8/a3PfUbmxDsevMC3/8wvY4zQ9WZMCMQhaKc4nwrpUCi+TPPBdgnxj4OEUh8mGJilMipyahN6s47U5MgyS4wR1yrDmyomTUOYRFyTzpltoF0FzZS41SVq7eGTquIWAguorgo/++hHqM4MWTqhmRSEYd9IQVg8kUGp2AbcIpnnLA5WuOuu21FvyBcp5it0nmwAJheqzQEHoSYayKZCcEp1xcEFSxkMPkZyZxADxqfjEQ+aCbkTvucVn82fu+s+QmOgpyVqB2a9xV9zlPuK9ZEHfvcq7SsHWDqmW572jjWKC2PyU45WO1YfU2bRsLkx5AtefAvvf/gibeN5jlllvRjifKI9xajsHCy48VObcvBHAzAijKVgHlu0gf/8wbsT4rwvCZHOUiNJoqKtSc2VeW8kVZAkBFExbYZGuPPSFa7N5+m5ayF4wfaOpeeGYx6Z7IIjxbzFkrbySJHUwx5LkQWcUy7M17lteI4Hphdpo6HIPM5apvOSqc9T/qYB3wltcMlbQgXvDSFYCimYzTzYSGgM4gL1NIdoENtT2QVUEy18PrfkJhJ65+prO0M05ORVhwf2lwM2dQzDqyzbLNnthITO1k3OdNFwZtVi/QpSWAZ2n9pfY+FzFMNBqyw7yyirk67OJwffCk9Q4WLbIVR4tYyd45Vbn80rtz4bgCZG3r/7oaPM4ad77LUHfOcH/w6LkOJ7Di+PzghdTJ+PSISYimn6pmKMQgyJ8hxjhphI9EA0ZEUO0dLUaV2ZTtPPvf0hlS9xeaTWDqznIFTEYMkyjxg4qHNmy4IsCzir+NBSdznjqmXROp6cPcZGltPGDWbhNFZ86gkbw+6ywgebinwMMRgy67myP2TR5GkOtJZruoRoCY1lZbDC9qKBPBDqHFNEtHYspznWWqbOQ1umzNQy4ruUB5zQ58j/5+TL+de772Xn2nZKLIigE0s3AjA01wa0neW9V3axRYFmHvWGtjHofEBRCY1t0NYS80BVOP7i7S/nv1z8GF2IrErFGbdGZTIWvWPwE7PJMzI3/lcc4+wcjy8fRBV+8tHXYwT22gFOFGc0eWmrUEfTu7En4ygrYEyKEW1iRcCx085469X3UdqCvbYjtJ4mDlJedLfK1C+wJiIaWYQK6aUBAix8QiwLF7narvDc8e185OA+Jr2G24oyaQ1tTJnWhe1YesX3RXgyJEve30NznCfrfUxPj/WaHMpr76iywMDW5CYyCSUDupSGEEuMUaxVLizXyQSGrsOKZxIGFDJibHYI4qlMyyW/xtC01OTMm5JNu6TKbkF1wrHiBAf179FoRiDjWhiBQiYdEx1R0BIoWWqiHu+GSCFDWvLkV5C/kOedfkM6P8v38vD+v+H06GuesTnxfXf+KBfmF1nLlwyt4BHqUKJIMslUQ6eOyihLxmTGc+ArltmcA1+w6hpK0+EkMAsVL1h9Lo8174Meed3uVmnVMYsVj/sNSjOm0xlOWpSCq90KlWkRERY+Y68bUZqG3CZm5JWuYsU1dNHQMePC4k04xunz00Tjd6pMY2oCX+3GKaZLUhziUAquhTED27IIOU0IlLZkpxmy7gpmscNIm+QHRBp1XOrWgMjAeWCVNlqGtqbRLCHM3lDajnODV2Al8sD8LYl5AeyFAeTJT2SvG3AlriLNhFV3jEJ2ieSo6bjcrZITWcnmfXpHord/1sbX8+Tyw0RtaNVQZS9i6LfZ77YBmPntp31OfEYX1A9cuMrm2pCiyMgzS9sFjBUkaNKESk+/Tc3xp4wcY8onjj45mJbbkWImNGvgZqTNQGioVjNm80TTpUfwLu1N8CW0q0Kxl+jX2U5Ph7sMbkspHhixtmL5x1/3FfzQr/8m2R50ZWR6veFMPWR6dUm40VBMSxZ2DX3ZTtJT+MgD95zFHrin0tYdtKO+KMsiedkRgiFWEQ0B2/TGMQNwrdA1ChNHtpdoHwlhSMWZZsLessGqTdrfBUSbisdDbUq42HBwec4HH5tw2+kVrlybMrkN7FL49i/5XF4//xWmi5KV1X0efOAU2UZDlkdCA0UWjs7NCzefqoycMfzdz/miZ2paAPDEftp8hKjcdnyT02tjXnjrMf7xh95J7Ayhs1gV6jMNpQ/88ed9iDe/78W0B0OkhXzfELI0Z9xCaPc83Rq4HNqViF+BPRN53mSdRwYTroQFYsBWQrab0G8TIS5hfsKTVx5nO5o6R6wm1FYFO+sR8QzC1UjIS6RIFJ3EXFVQJRrFVCBTSTnCnUGa9DqqYPv5aaKwXFFmUiMebI8Kl1cEE8AEIagSMkWs0CccYYMivo+vKXK+/Z/9EnrTAE42PLS9iQlCvV9RPWwploZsocQcpBO4d0y3rYTFOlSG1YdqeAB8acBZVh7ynNsHZ2f802/6Ev7zz7yH337bPSDC9/z5z6faGlAWjs+6/dwzOkc+08cTewd0IXLd5honhiMebnbTHxJRhpgZ1IOpNaUKiEFaPWLz4JUoYBqlmDp0BLpIDJ3ZTsPp+ZCr7QIzF+JQyabClXqKjAzuwBCqxILRaFHH/4+9tw6zqzr7/j9ry9Fxn7hM3F0JgRgeLLg7FNpS6i1SBapAWygUdwkSLJAESULc3SbJzGTczxzftn5/rJOkeenz/h4pvNf1tPd1cTE55+x9tqyz9rrv+yvEWrPQAg71rcWYUuPnp8zi+X1bqeyw0EyPvFCCXD2b+qiLrrvYUT+aJhEBZROj6WB3+hRqRoIdcFBGlarLLj09I1ygGHsypamOt18iXdA8g7QrEaaNdEw18DVwEhpmwMOOmjRqFjKShxG0iaZCSEsDA4QuSaQDNDcH6Uha4AnG9i6jOu6R5U+RSvsZUT6Iw3YTVZ0xirOTtMZD+A2HgKOsTjRNzcWagDyz4IR7NbdsJnPLZn5tYyPqxEl5FgLoEy7Dp/mZVjSapw6/jwA0IZVVCfIYh/OohZbnCpVoO0KJLHo6uHAg1akmzLSWgThp9CwP0R63iCYt5c9iKn9vL3Pxbak2cT0AAzelOFlxzY8E7LSuBBUtjXoBUuQQCNkk0n6EEPhNW/FIEz7VaQs6WGkDW+h4to4wJDKl2JueZSBdAZ6gpVP5uYq0jjQExAxFf3AEjs8DVyjBSU1ADPCBSOh4IciyfNz5zkcYpgC/hrAE0pEIy0B0AppUwpSZ4r0/5ceLCYSj45keuiOwUhJh+pB+iUxqhOIhdu1r54djZtFhp/jOksVsES1M79mbK6eP5mBXO1cPGfu1jY9/hYjacRpTbVRk9aTY1wOoBFBQZNdAEwJXukRsHwHdBqkYoiBxM97irpRI16PDysKveXhILE+nKh7HdkpJWK1YnkeWzyGW9tGR1Mn1a3Skg4DA1B2kNBAGtKaylCaA5SdlGyzoPZ6YI6mLNyLwCBk2WbpBh6NhCouIFUBKQVEwgYeHX5M0xLOxPQNPCsKmhSYCCDKcXqEEoBxPw+d51KXyEUiyfWnSQpJ2AqQ9COoWmqes7jzdIW1p5Ps8bEcQFQ6dIgufZpOj6yQ9k4DmkGckQDOpssJIq52E66OfFyJul5Er4kRkiBwji+7BkWyJrKPMjNLphkl5JtlmGh0PMIlLDVOoha+iTagoDE6iMDjpaxsbUkqaU22AIN/sRpahMSF/JO/UraPDihEwHDrsMK7UiQo/jmvgSsj22bRYGl12EIjSKUM4KLpLp12NKYJEbR+u0HExKDUNdE3QZaeICpuArmPgw/ZUh9/2dAK6Q8rV8euSuBMg7Uo6UJaUHZZGOkOfcVyBpplkGRae1PHQ8XsumpTEXB8xL0BYVwVUxxO0e2GCukPc9ZP2TBzhEnf9OFKn0fIAHSF8aAiitioC2J6OqblYjrJmM3VJaypMlmnTagfJ96eJOUFeO7IRDUHY8OHXlcVh0jXptENoQhLSLXwZWGzSFSTIwpGa0iBBI42HI7PRNRfH1em0czGi7YzIPY+BWYN4pPK77I4vxq8FuLX/o9TE1zM4d+5XPi7+13KoP/h0B79+9GPCIT+Xnz+BR19fheeD4rJs6mPxY0m0/Dvoraaeodx1wQwmD+/Dz5/7iAP7GzNiMeBmYLsScHPUQ163j3OmjzYYrSy1H+GohafhgHDUmxIwMsl8bkLDjtkIO7NIzSS2ngGJEtU2l0CvSY3IUJr9B7vhCB3haCohS4GRBtcEK1ti50mMbAvPkHiWhkiaBOshVKsKCOl8jVQRiJREBgVSE3TLyyYronG4vQMrX8vYfCnhK80FzxBoaYkZhUAENFuieRItrSylHFN10wHmTBzE4SFHWF/dTu/sdmr2lOHlgOk5hOp8VPT10WhFkXsCDCgt4br5kzlpTP9/2nj5r4Tlutz99hIa26NMGNaTxzdtpKAX1FmdeEkdL+ojW08zcdR+BvjqKc+N8eym6TTsLseIgfQrtIITEAQ6VdKaKlP328r11I3McNO1hEDLwPW0NAQtDaNVcdDtMMT72mR1jwGSeFcQdBAJCO8NImxwAqjX7OPH72Qr9IOhaeTk+GiUcdCUgn2w1cB1M4eQANOWGCnFfy4pymF3YSeOKdHiAsPT0LvAp9Co6JaCs9shoQTZHMUbNxIehpWhQmRrpLJBBsALeLg5LjmGn9QRBy2hodlgJjx0G0ZVdGPclL4sfHo1WnUCI9eH1WUr5REhkEIdMwLlay2hqCSL5q4ECMHtt83m/PPG/4/u9f9WjuD/5LwONLZy/p9fxPMk9507m7vfWQYalJpBOu0UaVRi7JmZogyAT9Xw5gzqz91nnsoflqzko6378aRU6queRNPUBJmr+4hGLZyQ2t5D5R5SgKMrgS8npFAYbhZIz0MGwfNJtITqiIaDJjE7jVfgQExDS+mQJZFZlkqQYz5AoHvgmjZETZSnh1BaAEjwSVVzcjPQdA01UTugeYp2IFzQ0gIvx0X6JBmPEjAl+YEgJXo2+1pa1bY+D2mpohWO0lDAkOgRNV97PoV2ka4HIYnpt3FdZXFUFAhz1bBh/GXvCkyh+I+aEAR8DsmUweDcEjplCx0JjdJgHpf2G891Ayf9P1NvXnjkY9a0bWV68QQW1iwhpIeoSbbheaqb5XiKV5x29QycWcdxdOyUKlzITGcaW6giBxn+safuhWaD9IRKGjUP/Oohqls6WraHrblK40MKMJVqu5dWXW1MF+KmmuRQSbDUXNCVYKhmeug5NroBpVYxhyNR8HugS2VDFTOQQo0PETWQYVV1HJhfxJEjXVhxFzcL9JR69iuak9ITkJrESGp4fjWOdEtDopJkPUXm/pMRKvLwApKctEnMcBG2yKwXJG5IUpIV5rtTpvP7z1bS0ZpEmALHUMVIhBIT0hIZV4/MGC4pClNvRUHAjF59ePbcC/5H9/l/6/wI//1zsz2b69b/jHari6v7nMWrNYvxZArIwacJYk4MV2r4dYekq/isBb4QUSdKrhnmyfF380H9Kp459CkJ10MKD08q60khIChCtKRsgobFUWFHxU8WmLpN2jHwGy5Jx8SnSaXHIgUhX5q45cdDUwrYrkuO38ZyNZK2D58uyfIn0YRHzAoAAtfzyPGniCRD+AwbT+qKq4/E1Fz8hqNs4TLh0xwsqeN5ekbOSmI7OgHTJWSkMomTQdhnEdAE3YPdqIzVYQiHbNPGkahkSEp8ukuWbtFp+XHRCRh2hh+toyHJNRLY0lAWmsD1fb/Hm0fuU/O79IjLELlaghYrm6DZj0LjMPtjWQgtlwmFE7i45wUE9cA/b8D8F2Jd624e3f8JkwoH83nzTpJuipjXjCs1cn0pHFdDCInrqbWOX3fJ8aVwXXAwMYRKOKSEmBMgqKcJmzYxx6+uuatjeRohXfGKg4aLKVw67SA5poeHrVARrh9dWPh1j7Qr8KRB2LRJ2AYpz8QULrZU3uKmrgQ6PSkpDSbQhIdOCbWJFLrm4dOVBVVrOqhE5HSXmOUny2djag5lgTLqEmlaUzZhw8KSBo6nxrQuJLarYegeccuHqbnowiXuBBS1wbRJ2WaG3gNmRockbFik7QBZfhvbU/xpW2rk+RKEdR+X976MpU0fsberg6Pd77CezoicucRclZTLzKM7rPswta4M1SLEvcOeQRP6/+VO/t/j3xxqoKlV2cAkEml6lefj0zWSfkljewx8QlloORItBZ5fUpqTzTWzJxCJJ6nIzuP+e96hqq5NrcdyNKUKrtQaMEMatuuBporvulJnVw/RTFfjaLJuJhSsUHfUD8cOgueAE4ZEl4NmgIbqmpPpToiUx0lFPfiipQEtDdWby0gWSbSkQOZKtaCQSuTK0SE34CM7qVPjxDGrTEAS6+8BEt3UMJNqoRJqdAm1CtJhoQTKDMmd0yfyq78tUZCVkCQQUV7R/ji4PkjnQrZt4EUdBfXMFAq0TLNZ88B1JZ4uqGuPEFmtkWUbdFV3I9gD5CHwxX3oFtQ0WIAfiWT3oSZ+9Kf3Wf7kHej/DWXS/2m4rseHm/bheZLNkUbSSZvavBQiAEaWi+3a9O7RQMBv0yOnA9A5feh2PvJB+7JyRFzdLzOAshvzA45UC+yjJHoNtbj3ABsy1rZYmkq2dVdZo/nadeLBIOH8JDKmI0MeRtRA+jys7hZ6U+aBIdRDVQN8EcnswRXcecEMZj73NJoLwSYNLw/6hHKpTEfwNJV0e1Jgp2FgRTlPXnk+w/72iErQMwUeNwRBYWL6dLy0R2JQM742k7yhbTRvKMNKG0ql3QArX3DU8co1PLDAtXQ6PAe/oc4RE6Sr4fjhlounU+YPsTy2ljZAxh10U5CdFWTWvBFIz+WtNzeq6yUUvzuVsjlzzkh69yvm3Pnjvt6B8S8SrbEEbsbfViIpzgrR2ZmgPZbEMzOK1Gk1lJ0wBDTBT86czYHWVk4fNICfPPEh2+sawfHU4t8AX1Io4T0gnrbQpYSEes0AcJW4nzAFnqHgw1oKpAHoGl5CYnQI3JBKTBKOrR6ErQJdasg0uIaL3uVjQHYh1XoEq81FGgJN8yESipaiCYFIqmKgSCtNiKm9erHu4BGV0rlKr0BqEiEFZlTDMyRmi1LbdoMSqQvQJXeMmMpvln2BL6Vh5Ur0mK6KjZ5yK7CzJboJpDQwJNKUSBv0tI4bdHHaAopv7pcELJNPd9XipvykEzpGyCEtPKV8rkl2tHagm0o0rTrWyQPblzGhuBcjC7r9Pxkjq1q3cjB2hIPRemzp0WbF1fyjaWiuh/Q0BZv3hKKo6B6uC37dRyoNeAJNU0kzUt17tEwO7KlCHQKEpaDYUngqEZcaboPAtAycsIc0JDJoIE3F5UdI6DTUfGpnaAeaVPcgBDKl4yUFvd1SFl5xKdOefgKkhtms44U8RhWUszXdpIrdzapYIdOSsPCz5Lrrmfq7v9LqJDFaJF5AzXs5ug8v7VGQE+JISwQkGO0obQwJUlOJh5EWyLSapz0TBBpmHNLCwzAyBaq02s7oElw9djSnVwxg0Re72Eg90oacoA8Lj5P69ebU3v34yftL0dLqnmg2tDbEuOaUMei6xrcnf30Cdf9KYXsOEVvZDLamOxmc05fNHQdJ2K4S7NJ1Uq6P9mSQsM9BRzK//BQiboQphSP5xY732dxeSZst0ITAp0PS9mNoEkNzaUp7SHTiXoCgaaMLTal8p0xMw1B6KGi4jk5KgKErFfD2eBhNU0layhMYhiCS0vBrJo4rQbq0uyEChBmYn8W2tma1/PBMbEfD8TQMXeI6YOgyk/h4zCofzOKa/fhMR3lR6x6moRZ5lhXAxSOe1ommffgNRwFNXIM5ZRPYFTlCeypI2LSxXB2JRsiwiVp+ysJdgCDqhpQ6vu5iex6t6WyK/FGqkwXoQlLsj5O0c3i5ej2ddhFNqQA6Hnn+BPVOHg46ntXBQXJVYdaLs7Tpc0r8xZxR/tV3Hv9RrGyuZktbM5tbm5VWpyfIDWoITSNqHRUNA11Tc6WpeUTSfjRZSMSOk3YMCkNp0i74dY/GRA6GcAkaFkJoqvgsNWxP4koNVzrowiTlmcSTkHTC6ELiNxz8mh+JTdLxIYHOlB9DB8vT8Gkapu6RdAwMzcFydVypUdkV5q/jv8cf971KyjtELOnD1D36hMpIe42kPbDTisKQcn14CF6e/Et+sPU5auO7SDi+Y3oWJj5cV9AnVMyBWB1pRyOJjusJfJrElTq25pF2DVKuoRwgpBIaa7Wy0TUPK6URMtOkXRNdQHs6m7KcfkwrOokdnc3s4VNAI9csIO60Myi7N/PKzuHhA4+QcgS65pFw/cRcyWklM/HpMLt0wf8omf6vxv/ahPqy+RPw+w36dC9k2vj+fDi8N99//D027DyCcCTjR/Rg8/ZaQIkuRdujtDd2cftlJ/P9H77KoUMt4FNwaV/EpfuAYg61taM50KMsn72dHaoS7YPeRQW8+92reWn5Zn7z5nJCnk5CuPhbJEbGy7hvzwIa7DjtTpp0GPQEpPPATKjvCMUkricJGDoxHDbtqMUX1HB8mQ5xqwQfBFuUwrTmqQ5pcV4Wd809ifeeXU98XxQnIPB8OoEOnYG9i7n9vGnctfstJf5kSzwJwTZJIMfHuCE9+fjjHeiZ7nlulcTzC8Wp1iT+Tgh2SKYM78Wa+ioF7QP8PgPHtnH8AitPVVd9hs6Oqia1sPIMhCPxH0bB8UzVlTJdtQfXpxYp0UKPCx59iTduvYyV+6p47JO1LJg0gosmjvzKx4ffMOhTnM+hpnacDgeZI0GXFIWjhKTNT05+j13pnghP0pLKonewEyPlUX2onBwXfHGFKsATlJTlUJeIEMvxVEJpAEmUV7kj8LerNWCwQ+Dqku6D82lu7lDWBwmB0DWM2gC3DZ3Jbw+vRmoebhDSQ+NoGriRAHZ+mkCTD5HhMwfjgpXrK5EJh2BSw6hXvuRGi0djoAO9SMOvaaQcFxlU3tgDy4oI+3yc2X8QHxzahzAUFDHU4dF7UCnba5sY2a+Uph6VFPVP0JDKId7HRbbr4Gn44qiucqa67YYyCA9UkQVPkJfrJ42H5diMLiomWh3h6ec/pL26FeEzmD1vNM11nRw40MBbr6/HMDQmT65g7bqDx3QMdJ/BXT/4ej0l/9Vicv+e/OqCuaRthwvGD2f+mKG88Pkm/vz2anQLxg7pxta99XgS/B3qfr/6/ibeuPcqnlq8ns0H6nD1TGEoDf1zCqiKtGMkoSwvi4Z0TIk8BsHnaaz47Tc4UN/KVX98VcFfBZhtqoLoS0MoxyRUEKAhEkV3VEIrUmDEpOoA5gpkUiK6dFygpqkT4QfNryFtiasr4UQ9puP6wLAFEkkox8clo0cQThtsitUp9X0TsMFv6Cy8/jLmP/4CIqVoK15QoMUkYWHQvTCXyj0tSNtDIPB3CDUHOhJpgm4L9DQUhUO0eUm8mHKCyDJMIoaDbAPTEtCuoWdBnR6jTo8hhaHELCM+CLtIw8vwbpTd1FGRQy9lcuXiN3jv7KuxPJcfrF7M0PwSfjZ5DtrX0LUeltOfytgRbOkpRW/UolEI6MpAquVR6yyhYJACnbTrgm2Arc5nVEkpO1paMFwNlM2v6rhpmW61I9E1gR43kEi69c4l6qWIpSz0tMA1QCR1bhw6nqe/2JzZVs1dRlLpPUgHdE2HpERzBQHNoK4rwuVPvkq258PtdNEsgUho7O5sQQQFZgauLcOK61+YEwLg1hmT+NVHn6MJ9SwUDkzM7caag9Uk/UmGlRexv6kNIQXCUsUCz1AoBw1VwBRCIciEk2EZaGCkBEKH8u65VLdHKAwF6RvM5fdvrWDHjnr0MPQpymNO3/4sXLmd9VWHWSMPMW9Sfz7dfQhPU1Ok8AS3jp9EcfZ/XdH73/Gfi5AR5BcjbmNvVxVnlE8nbATYE6nh6jVP4ElB31AeKbcL1/NoTyjLjj/uXs3iWXdyONbK4vodSsBPE3johEU+HVYCJPiFDykckjb4fS7xtJ+FM79B92Aes5c8TKcVx9R0EkkltpiZEZhQXszGpmbUr0ega2AnJbatoLWZvh8agojr0RGPIg1TdSalh+dpJGwDXXcQaMTTgoDpcVLpUM4om8hblVUk0z5Mn6eESi34y6RLeHjPUipjTVi2D79pk3ZM8AyyAiF8Mo/G5E5cqdNl6SADGd62iS11KruK0ZAMzc1mXzRC1A7ieQGy/V20pMJ0pkNELT+1hoWmS4zEXtJuPkHDpcvyE3GCBA0Ln+ZiuRqmrtS/kYLqrnx+3vEFJuVMLR7Ijza9Tcp1+M3488nzhb7yMTIqryeWZSiNiYwgcauTQ24wSUc6iBTqvvkNm6DPwfZCRFP+zP0LYTs67YkQk0oLaLCqcd0A7WkNn+ESMtMYukIQdKYDGMKj1QnjSUGfbB8+Q3DISuAJ8EmPtCcYkjOIXR3ttKdjSDQMzyVlG/gMFyNjhZVyTGzPIMvQ6LIFV61+jH5ZBbQngqQcHxJBWzJKyKdjCknKCiF0m5SroWVQBNf1m82aln240iXlmsTTfgaGe7K9s5Gazhhn95rMR/U7jl2nqKXhN11VjNENbKk603Hbp7RXNLVstj1BLG0wubSMfdFqTDQm54/jharPeOPIakKGgU/TOb3kQh47+B7NqRjLmp5jVN4Q4m4LnVZ7BhUkGJgzmUmF/zNk438nvv7W4NcUa1bu5/CmWkpz1UMnOxygT0mBglBJ2LqlloyaimooAmu2VQFw2ryR5GQHKNFM9LiD34b6vc2YSTBSkiP72tAtiZ6ShOscBgfzARhbUsbppb15+JzTWHTL5WQKfEhNKY3nhAIK5iYlbvBoVVstjOyMlUvaUx1t1d2UCNfDl4DsZkmo3iHvoEPpeocxWgHdVyXxLWqmdW0DPk/g77AIN1pkdbr8/KbTeex7C5g8qi/3ffMM+vUqQkjQ0xKfLXGbk6xffoBd22oxoh7C8vBJ5Q+tOxIjmfEYtiR7t9RiJCW4HnraI4GDnaVhZWtIhfXAcrzj/HNX/d8LCNK5kCiFziGStuEuTdMsEj0gWaJOfX9jK3samnn0k7Xsrm/mD4u/+KqHBqA48g9fcTaaUNZYTlhxvE/vsZtfD3+bXN2i1OwiYLi8Uj2Zn604l+fenwOo88FV3VTpScb0LGfhT685/mvywIxD3k4o2qPhjwjMuMDf5pBfaTOsOcz544aBB/4kTAuVs/XHdzCirBwjrfiIuALhV50tt2cSL0+SKlNQcvl3a+mtW4+Qs91VnuSoTX0xGBzLIrjHIvewix71yK9xOaO0L5X7GhmxP8CNzf2ZsTvE9K4Cirba7NteT8Fum7rFtcQTBcRdE8vScWImblB5ljthgR7QmDqwFwKBllTnKgSYXep7o20pLsqrYESDSfObB7n/J29x6EAzwpNoaYfqvQ1s23iYaNJWGgauR1FJNoOGdsPnN5BAYWEWUkoe+NW7XHLhn9iyueprGRP/SrGnuom1Gw5TZAbRNQ2/aTC2rxJvFMCu3Y2QsX87OtwON7ZjOS4zR/WnLD+bbsEsjCT4Y1C/rw3dBiMtaW2MKhE/S+Lv8CjxAgR8BuW5WZw9aAB3zZnKyvtuwW9rCEdixCV2g0U3L4SeUgs54ag5RLcz3P6uDPjQydAQvAyv1lOieoGIQE8IjKQg2C4o1YPkdRqIfTb7NzXiehIjAUZCFVBvnz6ZD265moElRbx09UVM79sLIcGIgxkFt83lyJ42Fq/dS6gOfF0QSKlj0W2Br0NdFeEKrIiDiKi/9bggGXPwt0KgTUNYShDSTpJJxlG6Fo6if4i4hujSocOEqIFsDuB1+XCjCs4esdI8vXsTr+zfyqbmOl7Yt4VDkfavZYxc2/c88s1cPClIOwqOankmXakgoGUsyMQxu6y0perzuukhPIHwBBoajbE4h75xJ9m+DGfAA+EIjKjAFwUzJdAcpddgJgROjc2fzj4TXNAdjdy4n923fou7Jk1HSwvV2fZUEqzZyqXCl9Qwoipp1W2BnVYP35aOONH6FFpSHBvHmgfhpCC/xcCXAiMCZidcPnQkrZ0xIkdiXF8xiiFeHlN79MRIwppd1ehJlFZGzEW4AmErhIWQ4MtQoowYzBrQV3XjXUUB0hw17vS0REtIpuR3Y5jMwz6Q4O4nFrPo8x1ojiTYKkkcSbBwxXbiaVshSCTUHu7gtAEV5Es/Ig0BSyPb7+fllVuZec/jvLB889cyHv6Voi0dY2HVTrrSPrKMIJrQ6J/dnaMKtgejMSLWMRIDIEh7DodjrQzL68aIvB7kGjkkUiaJlMGhNgvPU+4BXWlJPK2EE+MxP/FYgP5Zxfh0gzNLxjG/bCKrTv8+OaIQz9Vw0jp2yqSxTeBYOq6jqthSguMYSszO0o8dh5A60lPigdITWGmTeCxAKmFip3WS0SB2wk8RhUTaQ6w82E7MVto7rqtjWTpzy4fz6owbmVk2mD9NuoL53cdhIEjbBsm0TtzSqYqkeKZyLY1RnUjCj22rzmfSMWmNZ+F6quseSwVZ0+RguzrtqSCdlsbB9kJ2NpcRtfzELD8RK4DtaViuTiQVJGaZdCaCNMazqInkcaCtkNpoHntbStnfUsSelhJsqZKzv1V+xurmgyxr2MsXzZUsq9/ztYyROd2GM6t8KFKCm1bCvVZap7ktm0TKh+0IPKkRTQZo7MihoTkHxzZxPB3PNTLuCDprGyO8PvUXjMkbChJcT5CwTZojOdR35tIayybpmrhSkLB87GvXuGfozTiZfUTTAZ6beB8PjrqDqCVxMgKgtqvjeAYpx6QrHSRu+UjYfmzPoNNSs2HKkWxq6SCSDGRcGtR4TlgBcuVAIkmDaMJHLGEyJjyGqJXisyM1zCs4lQK3gjFZg0kmwmxqbiadMkgnTDY0NioLNEcjbZl4niCeNInGQ7R2+RiZ01+hHlyNlKMg43HLRzztI+X4SafzKdEH05HM5YHdi3l031I8T6c9GaIxHmRJ02ZiboK0pziQ2zrrmVowE1MUkXIMkrZBjlnAzkgl1667m9/ufYavi9n8v7JD7XmS3/zyXRzHIx5PM+/0kezZUcsVF0/gcH0bacth7/5G/C0uTkCQUxymOD+LH16vhLFOPWUoA/oU8+jDS9i44TBC1zBTDprrqYQxpeFzTYTlYkQcdjbtxb7pTH75q0U0HumgcnMtL750KwFdJ2U7oKvqfkkgTHN7B2ZCks6F6+ZP5sNPdtPaEcMJCGYO68e5s0dy/58+oqMrgeZINBfcgAcSAlEUNNyTmHUWIu2iOR6vPbmCH/z6AhYmbA7uqKM4J4xotzCEWvB89sEOanc0Ypgap58+kmXvbsGWqMq6X0PT1QJFxhxMn4Y0BMIGT0g0IOZaYAj8MQmuxDUzYizHxqjqNmiW6oLrGSsvWwM3II75L7v5iiybzpHocQFpiS9gUNMZYcHE4fzxo1VcOnnU1zZO+pUU8Pa3r+D0t54DV1Ce04WQLjY6Ji4SgW0prrl7KIzZYRCKSS6ZPooV1bto92zQBKeMH0C//HxmBhWsVJdQ2GzgdDl4mk2o3abXxB60Om2kHIftqyrp3VJKuNHB9QkqhuQR6Uiw7q3dlFkBotsSpPM1LNOHyHHwbB38ihQtTUlhMMy3z5+GHXP4YPE2Dla1EmyVIFzMuGTs1H4sOGsc379nIcLzyKpX4kL3fOdVssIBujoSYKjsv7tdCEC4RWLGVNKSbA5QmyogtCZEKA+ssEBPqW6cg0dRThghITthoB1xSOVAfspAq7LA81i2fhNa2jl2nTXPwxOKR3RgdwOnXzievbvraEmk6RIuH3y6G8fzEI4LpkZdaxeNDZ0sW7ITgI8Xb2fM2D5f27j4V4iH3ljJpv21fLHjMN3yc3h/xS7OmjGMBSeNZFNlLfFomtamGFKXmH6dsqIcrpk3Ab9pUNG9iBe/fynPf7Celz7Zgs8TiISLngR8AuGAGVTJsrQlHfVR9lQ2sHDJFpZ+vgcEnDFlKH1L86msa0VIBf1trO8i5Alko8Txe0wc0Rt/L4MVWw6DA0N6FrNg+kg+2rKP9Xtr0T0ItIETVkWmgBDYGU6+0+VgJV00F7buq+e00QOZVdGXtZsO49N18hMGhqMWEFWVrez6uJqQAaeeOpitG6pptZIYabCzBboDeofi0Mos1SHUHInepig/Kc3CQOC6KllzjExtTWTgziKTVHVkRB79gMMxhIsQyklCZnQPZFIiUPQRzRYEHZNTKvqy6NAeBucX0zsn72sZI7qm89DY73PX5qc5ZNdh2QJXCtwMNcnxNKQrlAimp+F5OiA5q9sw9okIe5tbAThn4CCEEFw1cjR//WQ96BBCx7KUuquZBl84gwhoaCPanuSNz7djJAADynJD6ELw6IdrGJJbSGV1m/KoFupa+jsFThiVgCfBzDG45eSJ5AWDrNtRxSdbKvGOIhhSUNY9h19cOY/bH34L3ZKYCUAX/GXhFyxesYvDDR1HcxM6YkkAVRD0FLy7qbELzYfSlAA0S6oCglSFoHSXjc8VeJ4k6GkkLZfssI9Up2rPL/l8D7YrFdVBHNWpADSIxdJcdsY41u6rIW7btDZ20VzXRXVtB56mJAEQHkeaO3l++SbaYgmeX76JK0/+tyDZPzNeq1rHu7VbABiZ14tl9QcYXdCDHw87h+cOrSTPyGF9yxEcoXiyPcO5nFw6mHGFvdGExpOTr+Otqh38YvsHOI6y6XMtHd0A1wbDVKJ2rqPWUU/u2kBBIMST2zeBhCklfZnbfRAv7N+UgTjAoa4OemTncaQjhhAeZVlhbhkzmfvWfwIS8vQwVwwag4bGH7d+gbQ17KSuOki6xKeZWK4LUmBb0OIpG8CWRIL3Duzl6n6TeGXfdtJJj3yZr+wNUbafL+7YD8JgbFkJjgu7uurxHAPN74AQ2LZOMuUjGLBAgO0YJFImuubiofjSnhcgZfvwG2kcT6UeKUfZMSYtg45oENfRyA5b1HcFMAMewgUbnVTaRAgPxzY42nPK1lO4jk6Wv4S+4WIGZJeQ9hymlnx9ujy/m3guQW8Jb+zfqVwPhES6Qh0rJnZSA+kp8UPXIB6XnNStP5qns7rzAEKTDMgpIccX4NLek/i4shqh25i6geWBEB6eK7BS2Zzetz+fNO4naWn8Yssy0raB7Xp4UlAcyOWVg5uoCPVhVfNhjk5gPtMhmfLjNx2kFFhpHb/P5aweI5lY2I+97e08uXctUpMkXXBtnWy/zr3j5vJK5VZsWyNtKyeE92OVHGh7kX2RFoSQCB32dEp8hqaScU8gpUZ1JIbpN5COUuxGZLSnPHVM25s7yfKHaE9DmT+HhkSEkF+QtJVY6IbWOtKeTcBnowtlyxi3fRzVoCsNlDLATSJxOBTtxJMGfzv4GRoeEMRDsLOjhtrUEVqtTla0bOa6vudR6M/7ysfD/8qEWtMEYyf0Zf2ag4wY2ZP7734T0g77ttXw2DM34Lkef/zN+3zw+R40T+OCycO58ZoZx7Y/tK+B2y9+FEdKsvPCjJzYj1XL92HEXaSpoTkumtRwEzZa2sVJOCx8cQ1NVW3oriTSEOHsM36HX0qCIYPOEoHQBPddPoefPPAOh2PtZNV5vPnwFwzuVcz4MQMYNKicS+eOQ0pJttTpdKTiZ7kevhYlpJJXmkWkJoLmQe2eJsJZAVJtyp7mwR+/CYAUgsa2KL998H0++ng7BcXZrF93SCEhHI/Wmna8pKPEgzQNw5akpQSfhp7y0C2PQEGAqOagCaXqjKESaE9IdAnZnkFUczEswZihPdm2tUZZzchMx8AB6UkCEYnmaOQX5XDQiyBtTfHtXMFRdbeUdPney4uZXtGbT354A2G/72sZI0+v2shDy1Yxpkc5WSE/HbEUReEYzW4utVY+3X3thEWa+z86HyfLQzo6rgE+ofHOom1ojmRkeRGXnjGOU8ZWIIRATwtyq1VnzrUthKmR02gj0y7Ozg6saArN9nAFHNrRgBbUCNo608b15W9PLWfpJ7uQQQ1fno6VKxARP47Q0JJKUbSgykTGJHlFPs6fMoJf/+Z9qvc1q3upg55Qol6V2+oZcsfpTBnXl40rD6jOjJTIlEuXlVDwUtcDTdBW14GWdsjqFKQ1gUg5FLwoKRxTTl1VjDyfwMrVSOeo35XPkdS/vIcxuQbXf3MeP/7du2Qdssgu9xPNFGmEJ5FAdk6AU+YNZ9Cgch667x0AzrpoIv1nD2CNjFBg5dK8rVZRDjSBGfJhWy6JWJorL3+MvIIQeblhzjn33zzqf3ZMHd6HTftrmTKsD/c89iFH6jtYumoP7/7pZoIBk7eXbOV3L3yKI1Ui+8zPLju2bdpyuOaOZ+joTFAQNBk3pi8r1x/AcFUxE01gxFxc11P6EBJeeG0tX2w9hJ7Rmbjy288QjVsE/QLLJ5EaXDNvPM3NUV79eDOBLtixsorePQqYN7SCsm65XH/aJLKDfvZsr2drXOL6BLonMVtBk5JAno9YwsKwwcEiu8BHMmKhpyUPP/u5ggb7BHbC5s8vr+CVtzdwzknDePajjWieKgge3NJAV0dSaZppYHa4KkkOqi6q3qkU9T1TYNgZP/nMZ3UbvAAEHLB1lVyN7VPKnroWrKSHF1LJkxQZyLIHnpQUhIK0W0k0qQSvhC0QQkO0q889sW4jS/cf5LX5l9G/sOAf3M1/fmxrr+GWdc8R1n1MKO7B3kgjniewvIxACMo/NZrw4bga0tXRhEQk/SxqOQgSCoMhbhk5gavGjgHAQIlpCgtsxwUDTFtdJyfikNRS6CnQXMmn2w6i6coK8Kypg1m8aR/PfbBRcRKDCh2kCXCtDJIhCT4LRApE1GHB6OEs33qQFWsOYkjwzIzAF4Lm2gi6BTfNm8yf3zqOiNKTkqoj7X/Hi4YsTKLRFJoHtl8Va4x2j9KiMK1WCs/ycINqpeczdCzbId2SoswNcOvF03noleV4KQdThwwNGlPXcdI2mhDMnTaYk0dX8OAzy4gkUwztW8qc0QPYuaWW4qxsmlKdOLoHBugZzQs8uPr+V8An6FmUyw2zJn4tY+JfKcYV9sWoXElpIIdFNbt4/dA28Dbw9pzrWTTzO2xvq+eq5hdJyhRB3eS1GbeR6wse2/7WFW/zWe0hAnqAYXkl7HOalH2VpbJBO4VaC3kCIQWPb9lAni8Ijko67v9iOY2xOGh+VUzXYVpZH344diZnvfc80jJobLF4fO0WTi0ZSFl+mOuGTqAit5DX9+yAuI70odxgHEBqODrK1sPJ/IZ9KME/W/DJwcMq2fYrVMTTOzfz7M4t3D5yMn/bs06dlNTY3tiOpnt40gAB6ZRBUPPh6imQkEgE0DSPgKkTTwss6SF0iUAjnTYJBiUpy4eegYrmawUkpUd9m4vmc5FSIxIJqWtkS3xBlVS5aRM0D9fNiB1qgo7GXBDwSfMRtla9zoOnzGNO34qvZXzE0mnmPfMckWSKb8+cAq5ACk25mmhKi1F4EmHpSEtXc74pwTL54kADUkoMM8i1w8Zxw4gJ6EIDqWPbAtIBLCR6yMVzNeVhj05bTGKldVxXZ3VjDYapo6EzsbAfdbEIP1m/GOlpGD5DuV8IsGwdKRWyAA8cxySdhpMKR9Inq4Bvfv4xaDpCeBnajiCS9GiJ2Xx/xBwWLHleNc4ESEewt7UNYYCUGmgehUY2rcmEUqLXM/aAKQPTDZAfCnKkMwI+iaZ7hE2ThOvQ019ATSzCVQOmUJeIcKQrTsQG05+BCkuB5wlSaYOZ3fswt2wYi+o2s7OzhkJ/Fmd1m8Sf9yawXIvOdCe6ZuHXUU2bDF3qqUOfkfaS9MsuZHzBUAp8uV/LuPhfC/n+5W8u5qc/Ootkcxdhn4FI2uxdXcmzf/iYN19aw9KFmzAbughUd/Du7z9m1dKdx7bt6kzgucqbL9ERZ8tnezntzNGKC927iDmnj8BxPbDdYzCyjo74sY6tp6nqtJAgEw651WkmBwvRUx6tq2rQk46CUycdKnfWseW1rXSTPjRN4LoerW0xjKhDmfBRkp8NrkSP20Qr25W3JmpJM2ZC3+MnnOkAhsI+dEND6oLtu+v47PO9RzVjkMDo8X0zUHOYMLkfc+aNwEh6GF02ZSU5aA5oUZfzZmc6xTIjIiMl0hQ8+cjVTB/bD1+XR1aLg9zfxchuJYQaHMy4ixlX6o4IMBISf8QlrJsIS6BZGma7RqBNoB9VkM4InK3eV82KvYe/svEAYDkOmw/WkbRsHl22Biftsaa2jlg8jfBg394eHOkq5Ld75vGXQ7NYWHs1qXQQuyWM5xe4PrC8DErBllRtruf+ny1iwRl/4JHffcRPLjyVkM9As6RSQ096FJfnIgScMmco48b1QWgCaSjBCZ8DMmbz4H2LqKvvACEw0hJ/1KOgHr49YjKvnHEZp1cMYIQsxWhTE05eWImU5WQHlAWcUNewV59ChgwoRdZ3ccmpDzIgL5sLLpxIcXEWI4Z156j/jKFBlt/ktHkj6NW7CFwPL+5gRG38CIQlaVvXig+BZkl8XR6FdbDugds5Wy+j8XArrVsa6drfysisXILNKewdLQzpWURWh01JbhA95ZBsi3HWeeMYNqoXC7/4Me+uv5fbfnQWj727mv21rWxubsTK0rCyBFYQfvnz85k8qT8D+5ciJXR0JPjdQ5cxdFj3r3Rc/CvGNadP4JnvXkTvcDa5oQCaI0m0p7jj3tfYvreW3z2xDKIuZpfLoa11PPH8imPbOo5LLJ5Ctz3szjRrP9vLN646GSEEOSE/Z80aQVhqquuWET6LRVPgHoddxeKW8my3JYYF+Zqf06cM4fOluxD2UUs4qD7SxhfL9qJ3OGQFVLHtSFMnRkqSE4chPUqUhZwDVlMKI8PRFUC2a9A3P1c5J6Q9NBsCUiOk6QhbEmuI8dLCtYikm0lUJGfPHI4RdzEjLn2L87n67InqN9Dp0jM3m0DEI6tDcumkkRi66lRrtgQpEa7k15edxjdPn44ZA19UEqtNMqeiP7oFWlxpZwgnAxd2BUZao1AG8XuG6lDbGTsm7+hZqDjc0cELW7d8VcMBUFSknR11tKZi/H73R3RZDnXxBIsOV9KV8NMZD+LYJsm0SSLtJ20FydFzkK4OtoYX8+FmCiZCCiLtaR789AtO/uPfuOKZ17hwwnD6Fxdw1BFDsyFoGhi6xsh+5Zw7ZTiGlKooa0lCKQ0jAc8uWse+Q82q6KGAOAgXzhw1kGdvuoBrThnLoMICcm0TgIBpEvSZ5GTmSSHAtJSw2OiKbpRpQW7/yavs3FDNDy49hV5FuQwrLiTs96E5EiPpkev3M7xnKTPG9FeoK09gJiCMgZDQ0RInWxhorqI5GCnJu/dewy8umcv+Q810Nsf5ZOVeTp84GM2BZCTNxIE9yUlqZNk6ZlpixDwm9e/J4O7FLPr9Daz46x08e8/lfPDZLvZUNrBpazV4EmFL9KTk9jOmcPaUoYzqV07ackjHbL53xgzOnzz8Kx0X/4oxqagf7878Nifnj0GTGp4jcG2NK5e9QkM8wkVLXiSSsEnHDTojGjd/9g6O5x3bviUZR7qCZMpjS2MjV1VMIGSYaEJjft+hDM0uAymOzXMpx1FFpsy/WxIJQM0DwtYRKZ1vjpjGoxvWg6X0UpDQGI3x2YEqDtV1URLIAqC6q1NldFGN8cU9UBkeSEuoSt9RmqEFp/UYiEAokV0AG3L1AEhFr/nT5jWk0hmbBwlTy3rh9/zIuEEWAb414iQcR+J0GZTouRD147QFmRwaRHEgDJ7AS+soi3bBWWWj+euUy0jGfSQ7/MQashjrGwxpHa/TQHaZYGmQ0vAcnVQsgK+rgCAhnLSOTOqQMCGpqcaMBGxBezLFb9Z+9XTBqtYOqlo7eG37Dpo6YqQTLg98uBIRF+jtOlgaIq2hxUxExM/Jhf3UvXB1RMxUVEEJIHAT8OT6zcx57hlmPfMMxb4szukzVH2RFLgJHS+lkesLUBwIc36/ERj4kJaGZ+lgBUjFA6w4Us97h/cgM8VOz1P/jcrrwWOTL+Oe0aczMLuMHmbZUZYrZcFsQoaJqemZJoiyN5xS0ps+/iJ+/cUK7ly6mL+cdAFD80vpGyikVzAfpECmNHL1IKVmHrcMm6waaa4qHGArfns85dIQiYPQEJ6GtA1uGTSd5WfdxraWJjriKV7bs4sL+47Gs3WkozMlvx8hL0wqaSCcAOm0nxxZwqSiwfxx7NV8OvsePjr1xxyKtvFFcyVrW6rxpMBxdWKWyaicYVzX7zTG5Pcn6qSwPMGYvPHcWnHR1+aU8b+yQw0Q7Uzw4HdeQUrJ+FMGs7EhAsCqJTs4/cppwNGHs8RxXT55ZzN+n8GISf0ZNbEf5aU51Dd1KREm1+Oun5zNlTfMoLAwm85Igk++2I8tJX2L8xg+qierNh/CMzVCQZM7v3sGb725kcrKJmbPGcbZ88dRf7iFt19cjbA9QnUJZiwYR2tjF7tXVWInXH571yt0tUSZf9U0fv3zC/jJbS/QlYgwpf9AgoN78Ok7W8GTSE9Zzpw8ayi33TmPij5FrFy2m9a2GKmkTVH3fKqqWvGFTCxUJwWhITKWRGvXH0IKgdQFh6pbKSrNUcm9LWmp6wRdI5W02brqIH+972K+c+fLJMOq8jNjfH8G9C/l9utPhZTLihX7qDzYzKDB5WiohQWagj5iCpwgxMo0Otra0bKgIKgRizsIqayVsk2DDs1BCuiZn8O4vl9t4vSj5xezbFslEwb0pG9BATtampEmWLaHYet0eSF21ZdhBl22tPUi+6AfiXqYCDvTgdIF/QcV4dQkaG9tR0vaxDqSfPD8SroXhnnyZ5fxwec72bb6EI7n8eCvL6KwIAvD0KmpaePG65/EsV2kLvCkQiEkPZfO1hh4HkLTOPek4dx++xz8PoN4LE3i2WrSHVHMbBPdhEsuGUFLfQdXXjyZKZMr6N+3BNPUMXSNQ/sb+faVTyA8jzefWcnIyRW0H26nvUrxLg1Dx7NdEnaSC6+YQmm3fO771ots3lhNMMvPJdedxPOPf45MWYzs3Yf9De0kHYdrL56KFbc4sL1Gcfsdh1ce/phTF0yietMRsoI+jqytwtE1Whu6Ml1xeODbL1NT2cyFN8zg+u+dAcBFM0fx0PtfkMTF8isvagGU9yrg/l9cSF1tO08/tZwRI3qSl/dv4Z2vKu5/dAk19e30KMvDFBoeHnsrG7EsxT8VqO6fBN5fup2xQ3rQv38J+QVZnDK2gk+X7z2W800Z1495pw4jEDAJBnzsXV9N8kgbJT3z6NOvhIAj0SM2Rq7JpQsm0dmV5KPPd9O3VyHfu3UusUiS119dT9py8aUk48b0xh80WLX+IHgeb7y5kbamGD/93pnce9Np3HbPq7S1x2k93MlPr5/LA48vUbBpR8G/hw0o44fXz6W+sZOn3lpNOulQ29jJuLJStm6uwTQzB+6A6Ui0qIWQsGThJqV94Xh0VrajD3ExU2oV0nq4Q3WWkby/aAuv/PU67rz3DeoTCiVUnBPi9ImDcVyPZNriyQ/WU9faRXs0QcCnk3RVp4kkCB/IjBlAdWsnUoBfFzg6x6zkCrKCtKUU5DjkM5k3YMBXOh5ePryOB3YuJtcMcm6v0Wxqq8dxtWOqWp6roJ2Gz1OdrXSANiulul5/Z0tWEA5QomVzON2JTHtEoik2tdfz0Ltf8PvLz+TT3ZVs2HeEIy0RfrLgVKYM7o2haaRth6VLd1GT6kI4AtPQkJaLbsHW7TUI2wNTo0cgi9d+cRVZQaWk++6H22jY3oqrCwwBp40fgGO7jOnbjWd/dAk5oQClBVl4rofPZ3LqZQ+hO5KNm6vIDvhp291OG1I53YY0sCHVnOS886dz9uyRhIXOi4s2oBuCGy+azFPvrMGKWHQvzSIadGiOxJg+qh/Fedl89sXeTJFYsm1jNSMWlCsBOSmp3dWMlXJIpxyErgoYn36+h9/+8SMGVZTxxB+vBGDu9MF8umov0VgaX+I4S7coHOLacyaTTNv88Y0VmIbGtOF9vtIx8a8cj+1cy0sHtqAJKA5m0ZxIELHSbGtrQBdKjf6ooMnaphqWVVdSkVdIRX4hNw+ezO0N7x2bH7tn5bL+om9guS4FgRA/XbGUPa0thH0+hhYVM76wJ4+vX4fmE5zcpx9n9BvAfSs/I8vn45E5Z+LXDT7df4iGriiarVOWlcW03r1YvO8AyZTDhqpaLnvldZ664DxuHTOJjUfq2XCkjs1Vjfz17HP4wadL6EqmVbdah/KsLH41cw49s3NpisdwPI+drc2MLChne2MjQhPohsB1M1CNqEpe1ycaKM3LImZ3Em/ziHY45Fgh2tMpGprSan6TgmUHq/jLvLN4a+8uPjlSiYeHrgl+PHYWuf4gD00/hx9/tIxmN84H+w5QUVhEZWtHRjtIO059ERDxLKQn0aSPgE8ngQOeTnEgQEdrGtcPuk9w8ZARX+l42FHbyCV/fQWABy8+/ZhIr0CgpzQ0qSFiEi8oEZqiPq04UK0Ut4RqHiGUVsSoonIOdrQTtdLE4jaxWAfff/8j7pl1ClPL+7Ci9hCbm+u5bPAobh89BQBd01hVeYS3YzsVbUYGSXtJhKXxzPYtyhpSB80x+Gz+LfTIygPgmV2b2FETIRQw8ByNXtl5DMotoTEe46MzbyBipRhRWE7ctsjx+bng3Zc57EY4Euli4Y7d7KnuAMDzPIRfgKMT6XSYNWggNwybSI9gHrd8+C6YGgsGDWddwxFqOiLk6UHKCrLZH2mmR1Yu1w0bz4s7tyEdEK5Gl2Xz0f4D5PkCdFopOuIOkXQakAR9KjWtiXYy9e2/kG36+eycW8CEycX96BUqpLKzg6ibUXxE4DlZXNV3Nlf2mcVLVcupjDVwUa/pX+mY+D/jf21CHQj7KSzNobUxwqQZg+nTr4QPXlzN0FG9OPfSyXTrWUDtoRbWfbKLSHMXldtquHvxdk46YxQ/eOgyGqtbEULDDPn4xWNXcWhPPT36l6AbGoWFWTz1+HW0tEQZM7oXzc1RFl3+KPh0oq5H/wFl/OnRq48dS1tzF9/84RsgYezEvlRtrcKtaeN3f7mat19aw1P3v490PR7/5SJOu2gi48b2YdS4PmzbVMW4yf0558IJjB/dh2f+vIx4a5R0V4oj22rIyw9xxc2nMO+cMWxddYAJMwfz5OOfU13VyvjRvZk3fwyfrNrHZyv2IKTiP+/YWo1mKk53S0uUD97berwP4kl8AR3Ldhk1qhfS8XBtFz2luHEnj+5HZ3ucooIsTppUwYpP94AumDqhP0VF2SxfcwDNr1HWI5cjbV0kerpYIQVp6jf8CK4u0Xr48Jp9dNYVELEcpAm2CT+/aA5B0/xKx0Rjp7LBaO6M8utrzuBbL7/HETeKhoKzy4BEtvmRBRYyKYglLaWvqQm0bBstaqK5MCSvkKUbGxEhnYH5BdTub0KzXJ584APOqGrlvKum8o2rTlbwRP04CGTH9iM4mSq0EJBTEKKrMwlSYho6mqUUewK6jj8zodQfaaP+SDsSmDihL8PH9CIn5XHVpPvIzgtx37M3cevsB0gmbWzb5bu/v5Q554xm2TubCWcHcBwPPAXvFkLgOS5CQF5BmMLibAIBk5ycEJrjUhD2c9nV0+mo7+C9l9eya+luzr9yGgtuPBmf3+Szd7fQXN2Gkhd1iLREObytmj+9cgtNR9r55R0vQNDP2Cn9mXv2aJ74xSJqDjSBECz/YNuxhPqyWWMJZfm4+9Wlik6QESp6a80OvnX2SXTvUcDd957Hll1HOOuGxxhSUcYD35t/wrX8d/zPo1+vQmrq2xnYr4Tbr5jBA7/7kG5luYwe2oPHfnkpBw41s2HzYWqrWsnWDX743VcpKsrmpde/Qd3hNqXnoAm+cfssdEAXgmCmi/zwI1ewe3cdY8f2we83mXvq/eiuhDaL7jnZ3HjZSXzvluN2J5de/ihNzV307F2I4/MTre3ix/dfxILTx/K9e97A8zw+X7GXs08bxbgxvTl39iieen01k0b35ZyZI6joWczvH1/K4cMtyJhN/bYm8oJ+Bk4cwKQRvVm1ch/9B5axb38D2zbXUJIT5rt3nsaOXbW8/PKajPiapLEhArry1UwnHV59fd1RHSKEDb4sE8v16Nk9n5L8LNo6YurcbclppwykoSlCt7I85k8bzlPvrUMKGNKrlJPHV/Dg28sRGpRmhWm1E0o06CiCWvxdAz9TTW9LJI/SJ7lsxEgqCgu/0vHQnFJWk1E7xYLeE1jVUMO+rhaSKdB0qeCHnoerKfVuw9HBlpAywAHD0HBcycxu/Xl3214ARpeVsLuqGSMJH63by4HqZh68+kyunzlBLdr/zjKxsaWLhqYIPgeElBghD13o2Lg01nUSsAVu0iMvxzyWTAOs3HQQgIpuhYwf0YvTJw1mwbWPY9kOv7n3Av700BKqDrdgWy4XnDuOu26czR//sgQpIRAwEa6HFBlIddRDzzKRUtK/dzGaJigtzFFidAjmTB1Mt4Jc7ntwEdX7mhk/qjdP/OgiDEPn8JFW1m2oQtMV3NOVklffXM9rj1xLKm1z4+3PgYCykhx+9K3TeOLJ5WzaVAWaYP/BxmPnM2ZoT5741WVcfscz6oVMgeXt97dw9qyRBP0mP75iFq0dMa75wYsgJY/cs4Ci/KyvdHz8q0VFbhEA5aEcXpx1GZd88AqeB4NzS3n/jOtY21TDhqZatjY1kCUC3PLRu+hCsOyS69jR1KSeawLm9hnArO4VdCXTdMv42N497RRm9e7P8OJSikNhZj/zDEhN2QqmYcGQESz4uwTxBx98zJs7d6MLGF/WjcZIjAX9h/O9iSdx1osv0NGVYm9zK69t38E3p03htvETubFuET1ycji5d18WX3oVP1/+GZ8fOoxIClpjSYQjGFBQxNvnX84nBw6R5TMpzA5x1msvIqXk4dln0BCL8cDqldiusqtJp11qWiKq4+fBcxu34JlKQ0c44BcGaVwChsHw4lL+tnEjwtbB1RhT3I3Gzjg5JQHO7TeMX2jLSToOuf4Avz/1dC5442UcD7INE80RxNKW6qz7QXM1tDSk0x6Gq+bnCBYaGroFg8qLOLPPQOU08BV1I9tiiWMd3qBucFbFAJYdPETKdtE8AZrMiPIKpAvFvhBt0QRGWkO6EjNb6UaMLS9n++EmXOkxpFsx+1raEB7sqW/hypcW8uqVF3P2SYMImuaXLGU/PliJSKkGRFRzyMsLESFNayxBXiiLzkQSGygMHG9ELKk+gATSlscVQ8ZyQb9hnPXaC1R2tPPDqTOo6ezkkt2v40rJsOISfnnqLC599w1ilkVJOJxBS3HMujLoN0k4NiNLSgHolZ13zPFgVo8Kvj9hBpOe+isdVop8Lcg7Z1xJfjBIUDd5eMNqcI+ek+D1fbt4+ewFZAf8/GDlYqQLPsPg8ekLWFi5g3cO70YzIGqn2dfZzNSyPhQHsnn71G8w7u3fknSVuK10BZ/XVpF0bIKGyRV9Z+JKj9tWv872jnoennQBE4t7fyXj4u/jf21C7fMZPLH4LtpbonTvU8Qvb3uOZDzNsjc3cNvPzmPKyYPh5MFkBQwe+dHroKmVTawriW7oXHTzKXz6zmZu+MGZLF+0lcWvrWP4hL789qVbAOjZo4CePQrYvaOWhx54H932cH0ahq5TXJx97DgUV8IgNy9MpCMOlk1HS5Q1S3ZSe7iFC6+eTl52gId+spAJM4fguR5LXllN/dp9nDypgm1LdjBkYBmzTx/J7NNHcv93XmbF4h3UV7eRjKd5//kveOup5UTa40w4ZShbDjaD6zFqVC9Omj6I6dMGEmuKsnlLNSLDy/aA7j3yqa/rRCoTkmPqvnZXGg0IahrDR/TkrNnD2bq1ipEjevHQt15GE3D/czdxyuzh2LZLMOhjyrQB/P6pT/CCGrNnDuWDjXtx/YLkKAunVYe0ZGB5E9G0j4Z0DodS+WgyY4eCmohve+wdhBC8dudl9C/75y8c91Y2Ej/QxcDCfO6/7ix+/+kX1HdF0RzwmzrpjKeyDEo0ByoGNNDkLyJZk0VgQBQz10ZW6Pxx7NUEYgaffraHgsIwP/3J+Sx+fQPL3lhPIppixVsb+PCZ5eR0L8C2PR587kYGZCDLM08ZwsI31lFT3QZC0NWR5MIFE1jx8U7q9jYhTEFWbpA5px1/kPYfVM4l106nqb6Tm++cR93BJt57diWgUBhrluyksy0GuiJzblq+l+/+7lIuu2km2Tkhkok0V879raoy6wCCp96+g6ce/JCfXv80P/z9pdz5s3OZcspg+g0sA2D81AF88PJapCt5+6kVLHr8E/wBk3ufuZGikhwMn05OTpBDu2qZceZoBgzpRv9BZZxz6WRqDzXz/V9ewDvPrlRd90z0GVBKIp7mw7c3UTGonF5FeUrRR+eYkvSitbv51tknHdtm2ap9dEQSrN50iJb2GGXFOf/0cfGvHD/79lnU1LfTu1sBb7+7mUQkRWUkxbbtRxg3tg8jB3dn7ODu3HT132gE0ASJRBopJZdeMZXH/7SUmbOGkh/wc/0FfyY7J8izi75JVnaQ3NwQU6YMoKMtxk+/+RKml9FqEIKKAaUnHIdlOfTsVUhTcxcFuWG2ba0BYN26g5x11mj++rsruetHr5GdHaBP7wJ27arls/e2M7lXObItxaef7ubUU4fy1G+u5K13N/HIo8tIpWxaWqNs31LNwtfXU3mgidzcEKVlOWhJh4E9C5k8oT+TJ/Qnx+/jib9+qlrxukLz9B9YSnV1G47tIqzMANU03C4LHQg6EAz6+PZ1p/L62xsZMqSct97bwhuLNnHVhZO58YqT+PO3z6emuZMzpwxh6bYDaEDfggJShouTkJCZ/6RUj58MWlpFBs2ofrOSNw7s5G87NvKHuadz7uCh//Sx0JFOsPzIEfK0XH40ai5LayrZ0tAGUqPYH6bFiiOEh0wbOLaAtEbCc0EXYKmiqetJ7pw0lYuHjmTl/irils0PTpvJ+v01LFu3n8MN7XS1Jbn07ucpDofo7Eryw+tmc85MNd/17lbAvGlDWPa5Uul1Eg7z541i664j1FS1IQ0wfQaXnX2iHcqPb5rLp+v2c/X8SeT4fXy0dAeptFKA3bK9hv0HmhR0Glixaj+v3zqbk8b3x7ZdCvLCbFt/WBVSDEWb+vEtc6mqbOaPv3qfW++Yzbmnjaa0OIeckJ/igmyGDJCEQ36SXWk2b67imuv+Rjptc/dPz2X4wHKqa9sYOqgbG7dWMeukwfQsywfgO7fMZumSndx440xMXWPfvgZ1AhKyw36klHy0ZAdCCGadOjRTsELBfoHKQ800tXRRmpkHN+08QlVt27G/55005J8+Lv6V45rB45nRrS+lwWwOdbbT2JUA4O0Du7lz/DT65hSwoP9IJjz1GIfSEdDBlZKEY3PB4GF8Wn2IbqEcvjt6OrOefgbX83j14osZ170bft3glN79cD2PH7z/MR2RuHKbETC+24lIPctx6VugxlBZdjbbalXx5Y1tO/ndOafz6bXXcdGLr1IfjTG9dy8aIlEe+3QdQ/yF9A7n8bcvNnDHzCn89az57G5q5pxnXwLgYGs7OT4/j61az/LDVQjgglHDcKIeBaEgs/tUYOo6Y4q7cf7LL6tE0QQ8GFpaTHVHJwnbVtafLkhD4KSUPWrA1AloBj+ZfjL3fLiM4twwh2ramf/oC4zr1Y2Xrr+YVxdczGeHD3HOoMG0dsUJdpmYumDGgH58uHu/KnAZAs+SGK7ixgpXojtCCfoBeobiE21JMvuBJ1kwcQT3nT/7nz4WpJQs2bCPAj3A+VOG0yM/hyWbDoCEAaV5HOzqVMfnHKekdMokmqF0D3RX4EVcplX05NEF87n2lTfZWtfI5SNHYZo67+7cw7qqWgwEFz35CmGfj4RtccHo4fzynDnHjuP+U+bwnQ8+UhOCC2NzuhHLttha3UjEshB+wUWDRhA0jjenfjDhZP68dQ1n9h3EKd37sXj/AQ53qq7z3rYWPty3DztDV9jR3ERxKIv1V99CfTRK//wC2ruSLDtwEJFpBp9S3oeZffrx1NpNuEnJ9ZPG8eaFl9KeSHBS7z7omsaw4hJ217dwuL2TK95YSFc6zU0TxnPhoOG8smcbJ/Xsw6q6Gnrn5jGmpBtB0+QXk+dw/9oVzK8YwsjCcm5a8o6iHniKQtQjnMcXdVXsaWvhsiGj6BMsYXe0HukCUiPuOSyp3c/8PsMAaEpG+azxAADvH9n574T6fxrBsJ/uYVXJnjZvBOs+2c24GYPwB9Rgi3bEWfvRdkB1Jy65Yw5nX6Hg4AVFWbTWtvHoPW9iZrhYNZVNX/qORQs3UHWoRYEOLJecHJ1gUHVpXNfjexf/hf3bjvCtBxYweFxfnJTFb5si9BlUTo9+JQDMPn88WWEfW1fu5cIB38HwGVgpm5UfbAMg1pUk3hGj6Ugb3/3T1ZSU5zNmagWfv7uZZ37zgToQIZQRvKO438mklXlZUF6Wh+ZUqRWaJ7nnFxcw4+TBbN50iLvveo30Ue6PBEMXeK7k4IEmNE2wctEWkvE029sTCCmREj55ZxOjJvfntDNHs+S9LZw949fYvbKRumB3ZT2Y4JmgtZsY5QmGih4EdQcZkGR7abQsBzftUKZn09KZRPfUQwOgsrHtK0moP16+m9amKDRFMT3Bxu01GBkhar1D8Rk1C2LDIJSXojQUwyryMaRvLQeiJbiOwNE1CguDmIaPQYPLGTm4O336lXDrD8/komtP4sDuWn553ZOgaarzDGxdU3ksod67pZqrL57Cp6v2U1nZxKQpFdx086ls/aKSNroQtqSiVzHbPtvD6ne3cOkds/EHfFx72ywA/vLj13n/2RUgJbrP4JofncPsCydy5GAzne1x8ktyuPhW9dluPdU1zM4NctlNM3nt2S/wXIlhanQ0x1izbDcAn3+wjUtuOYU1723mN+9v5bJvz+PKu87gN8/cwI+ueRJNF1jpNMl4Gs/xeHHVTwE4uLOWfVuqOGW+Upe10g4fv7YWK2Xz0kMfU7nriIKw6xpX3jmPMy+ZxEtPLmfhi2vQNMELH9zJGWMH0djRRWFOmE+2VTJ3zMAT7tl580axv6qZYQPKKS3K5t/xzw1D1+jXU3Vhxo3uTXZ2gOysABUVKuF1XY9PPtpxLMubO3cEF1w8EcPQKSvNoaOug7efX8Xw0b0AiHYliXWlyMo+Ls6z6rM9bN9UhdSUMCNAz57Hf99PPrKUN15YzfxLJnLz49dRXJTNz3/xDum0w9SpSmBmYEUpv//5haxdfYBrLnscR0rSjktdbTsC2LDhEJs3HmbZ0p3c+o1ZXHfldPLzw4QDJg/88l31RUIgNEgmlOJ9OmkfO4b8/PDxTNbzuODCidxy2ywikQS3XP8UbR1x1ZmQEtPQcByPI0facV2P9WsO0nSkg/aWKK5QHnIfr9jNjVecxOThfSiobWHO95/A0dUXHG5up3uPvGOdZySEDIOSgiwOtXcqwQqhYOUBwyCNgwQ6UykAtjU1fiUJ9Zqmara3q4V61HJYWlup4KxS0JFOIT2BdA1AeUkfta7CUZBHVRgVmEInZBhMyC1HFxpDS4qZ0LM7100fz+aDdfzl1RV0tido71TJyfJNB48l1IeqWpgypDcFWUFWrKukV/cCbrh4Gs+/voaaqjbFV3YkYaHz8J+WcMnFkygtyeW06UM5bfpQVq3azzfvfhMJaIZg9tzhXHHxFOJxi71768kK+7nwXJWMF/wdleTWm0/lt7/5gGTcAiR9ehTwm5+/i5SSN19fz/gJ/Wiuaefeh5cwcnQvfv/wFbzy+I1c/41n6OiIk0qpsVR1uIW/Png5AG1tMVYu38vU6cfntKUfbmf3rjoe+u1ipk4fiHAUcmjurGFcfvFkVq+t5De/XwxAbm6Im644ic9W7WXksB4s+mgbFX2KKcw/ftzTxvVj6lilo3L0//+Of270y1FzVb+8AgbmF1Ef6+Lknsev9dL9B5STi4Sp5b24ccx4hhWVELcsOlvSVKWO8BexTnV4gSORTsZ173Zs+4Nt7by1Y/cx1BrAgPzj8+PHuw/wnYUfMKyshPevvYIeuTn84fNVrKk6wqVjRgKQ7ffzzIXn8/HO/fzgjY+pi3Thako0Z19TK0v2VIKEp1Zu5KyRg7n/9Dk0dEW5fOwoTvrjE3RZVqZwB0nbRiBI266ipAG5fj+Gp6nkxpZM7tuTR885m6BpctULb7C5pkEhbDwwNQ1PeiQsm8auKFsPNVB1pIPDRzqOKTZtqqnHclwGFBbSLSubcx9+gfpoFFeX2DZE4ym0lBIelAJ0T3DhiGG8sW0Xmq3mcempQnzYZxK3bOIptd7dWtPwzx8EQHsswQebFOqmoz3Bit2Hj+kLVTd2InwquZdmhiPtod53UOgmCUhBOukQ8pmMKyrHTAom9+xJv5ICLhgxjPXVtby/Yy8LN+8kbqnz+Wj3/mMJdUs0jhPzuHfmKbywfRsBQ+fOKdOo6+riG4ffV7NwQmdqSW/u/mgZ84cNYXzP7owuLufJOedTF+liyl8fx3KUGMXYHuV8f8pJjCvtxhu7dxI0TGb160dZllprVRSocXjXtOnsbWyhPhJFCBhYUMTrW3ZysK2dh1as5vpJ4xAufPv1D8kJ+HnvpitZdMkVXPfmW6ysriblqIX2toZGXr74In42YxZpx+HtXXsYUlx0DJn66aHDbDrSwNbaRnL8fhJpB3TBuOKefGfcNEKGyVWLF+JJSXsqybdGnsTvt61galkvFh7ajqlpjCk6/tsqD+ZwdcVEtrbVcVn/r8eT+n91Qv33ccr8scw8Z8wJcJCnf/UO6z/eBrrGL176BuNmHq/wttR3AkqgjM4EaBr5+cET9imlpCQvSDjsw/QZpJI2N91xvJoUiyTZs7kagB3rDjHnggkAPLr4eyfsZ/XirfzimsfVP4TAStmU9CgglJ9F9f5GKoZ1462/fgrAga3VXP3tebz1109ob+5CCIHh07n+R2cz58KJVFe1UnWohVmnjcC2HR6+7x1am7q4/saTWbdyH/vWH+b3332FAW99k40rD2CnbLUPv8H8C8Yz7aRBrPx8L2edqxKlvgNK2b21hilzhrFt5X6inQnOvfo4L2HRWxtx/QayLcmMecM445Rh/GHhCmpaI+hH/OhH/JQPKuD6ft/j7dqX2FdtMLS8nj3VFbR4Sc4ZPpgLRw1n7a4qVlfW8O7W3Yzr352i7H8ud/bMWSPYsusIFb2L6VGeT8+sHA60d4AAS7qYCYEUAr1ZECGELBfEPR+a6dEtq4Ptu/rhScEjazbSqyrAzv0N7NzfwIWnjSEdSdKjXzGTTxnKvU/fwPY1lcRTDvFYmjnnK4Xq7esP8dPrnwbgZ09cw8RfXQhAQ00b/brl4jN1SsrzmDyxL3+462UASrrnc8ZlU46dw/pPdh3727Uc+g/rTl5RNvc9ef3/9dyvvmMOZyyYyFsvrGbOOaPp1quQkZP60doYYdqcYaQSFms+3gHAxs/2cOVdZzB8fF9eXXM3ruPy2p+WEM4NcnBHDelkmtEnDeauc/9AOmlTc6CRW35+IbquEQz7sVI22XkhLr19Ls//fjFzFkxk/jWq62xkEqpwdoBwyM+D15xx7Bht18XU9ROOu6J3MX/79WX8O7766Nu3mEULvwlwbI5c+ekeXn9WCb0suGIKN90x59h7bS1RpegtJTs2KDFBn8+grHv+CfvNyvaTX5CFFJJ43GL2GSMJho4r+a/6THUj167Yz213nQ7A73576Qn7iHQm+NZNz+B4Ugn6AcXlueTnhag80MjkKRUsXbIDx/FY8flefv/QFXz28U6WvLeNUNhPIp7mwosmct4FE5BSsm5tJSfNGAzA6y+sZuWnu7np5lPYtbOWjWsO8u5r6xlYUUq37vl0tCiUhdAFE8b35ZbbZvHhh9uYMKEfhqFT0b+UdRsO0a9XEUU98ti0o4YbLj0+P360YR8p20E6MLRvCRdMH8HKQ9UcjnQepX6BJnj04vnc/f5S1jXVKdSQT5LSHIYWFXPnlKk0xKK8e3AP2zsa2dxUz9jSbvwzY3pZX6aV9sHyXE7tVsGO1ibWNRwBCbY8ypEWqtObgewJ7ziH0EwrmOPLa7dRrmexfI8aEyv2HmJIeSlledlMG9qH8puzee+Lnfg1nf1VLdxw3mQAYvE0t377BSzL5fKLJ7PwrzcBqjBsujCsopxQlo8LzhzDvXe/hedJ4vE0P/7h2cfOYe2aymOJiXAkPYtzCQV93PmNOfzf4uQZg5kyuYKXXlxNxYBSBgws57wLxvP5Z3s44+zRALz/jvJ63rn9CI7jkZcX4uVnbiadtlmyZCeNTZ0U5YZ4761NnDF/DD+/50127azjg/e28rdnbgAgJ0etH7JzApx2+ki2b6+hV69C7vzO6ei6RkND57GkKj8vxJWTJnPlRer63H7dKei6dsL6JSvk53c/PP+/d8P/Hf+lCJs+Pl6gaHxH70FjNMo3F32AlJLJfXvw9FnnEch0BlO2QySllK+X7z2sBBoFTO15YpdMSEH//HxaEwnSrktFYQGzBvQ79v4XlVW4nmR7fRNFoRBZfj/3zDv1S8d33VMLOdzWCUpjirLcLLL9PmraI5TlZrPhcC2W6/Le9j386ry5bK2u5y9L19AtN4eu5lbmVPTn1ukT6VdYwKTePRnTrRy/YbB832Ee/WwNt4+fSFMqzmdbDrJ5ay2/0Vfw03NOZUdlo+I7+6CiIJ/fnXc6n+4/SFFWmJHdyuiIJZVAZMDPpZNG8vKG7Zw1YhA+Qz3rDza1UdfWBUBZYZhzxw3DJzVW761Bc5RjDMBlE0aRdhw+3LoPzwUjrYRY9aDggfNPI8swWLh2J+0dcd5dt4tzJg375918oCArxMXTR7GxspYLp46grrNLJcuZ+UZPq/uLA7oHroFClnggdWWniAe7DjexraaB579QApOvrt3G9TMm4DN0JvfpyeDSYorCIfyGweYjdZwz8njx9LbnF7GrronRvcpZess1gMpBdhxqYGJJNxxDMn/oEJ5eu4ndTS18XnmYlbffeGz7DbW1WBnxOeEJAtKgPCubK0aO5oqRo//Dcx9UVMTym27gla3bSToO140fS5+8fGojES4apQQRX9+8E8t1aY0nONzWQWE4xNMXnE9bIsGupmaWVFYyvqwbj3+xnkvGjeTJDZt4bO16TE1jzTduJi8YIDegGpdB02RK916c3mcgMSvNH089k+JQmNZknKBuEHdsSkNZzO4xgNk9lK7Ij8eoRtLfQ+SFEPxk1Lz//k3/b8S/TEINfIlbEWmLqV+DJ2k43Ax/l1Bfesdc0kmL919crV7wPPoMLGffthreeWYFp8wfS3tTFwsf/hiA+175BvGuBCXdC2ip7+DnNzxJXlE2137/DPZvP8JpF01k3+YqBo7p/aXjePaX7xz7e+TUgcyYP5Yzr56BlBI77aCbOo7l0FDVyrxLp/DZWxt45ldqm6z8MPMuncr8jO3XkOE9GDK8BwCLX1/PsnfVD3fslApKcsPs9STplMPSRVuoqWxWEwKSy6+axhXXqX2MyHSc2psinDJvGNffOZeh4/ogfnjWl67piHF92HewGd2BWy6Zznd+vpCWtiglPbOpjyYQGmShMzBrPAvy+vBe5avUtdl4WSA1yTu797Joxx5ChoHT4UI9LNq0m6tnjMP4P/gj/92IRBL88teLaG2P09jYyeyVe7j+smk8vW0bLdEE8V4uRoQM3FMDx2Td5gGIQpt1h/pi4uBl/GR3NDVxzdS5fL72ACMGdeMvP3qDDZ/vZe6CCdx5/0VMOGUoE05Rk2BrQwfZuSFAiYEdDdM8/vdj977Fhs/3EAz7+dPO+2mqbScQ9GElUpT1OtEi57ZfLuC537yHz2cwcfZwRk07saPbUt/BG498zPDJFcw498SKXHFZLjd/7/Rj/37w+ZuO/b180SaclAVCMHHW8Qk8nB3gqZ+/xVt/WUrf4T04vKsOgCdW3IPPb5JO2gQz6A3TZ/Doh9+lprKJEZP6o+saE089vq+qfQ288fBHCKFxx8/OPSGpAr6UTP87vv74P+elVNJS1h9SUrWv8YT3J88YyG3fP52nfv8xVlq5FuQXhOlojfHsI0vo3b+USacM5sHvvYaUcM035zBiXF9SiTSO4/CLb71Ca1OEBVdOZd2qA8w7eww7N1UxcHh3fP4TtRReemYFru2CEAyoKGXU2N7ccPMpGIaOZTmYps4H72/lk2W7uPraGdTXtnP/3W+BlGTlBBg7vOexzwPMP0/9NlpbunjyT8sAyM0LM+esUaxZvh+Ad9/cyMmzh4GUaMCAijIe+M0lANx2m4IUWpZD9/JcfnXf+UwY3++E3/XRmDCoB88u2YAALp8xhsWVB/hszyFCpkEcG8cHvQrDFGeHefiis7j+7bfZ3takukGax85IE9cveet4+wr4y+a1PDHvXDQh/il8QSklP9rwPlvba8ky/UxZ9Ain9xzCtPLerKqvUVj0o8lzRoSJjMqwyGDTTXQs1IJqUv+edM/PwdA0Dta18cOnF9O7OJ+3f3wV/boX8q2LTwagsytBIHOvNXF0MeSecB3fWbSZhW9uAODJJ66jd68ievUsoOpwK93K8k44j4sumkRNTRvJpMXQYd0597wT50DLcnj56ZUEgiYXXTlN2Q1mwuczuPa649aZt90xh9syxfHW5i71rNQFo8f0PnZ8fp/BxlUHeOo3iykoyWZRxsIyFPYdQ6mFQsfH8t33nseO7UcYNrw7oZCfR/501bH3bNvldw+8D2mXc88bx+BB5Scc+98/P/4d/2/i//ytBU0T4Sh02+EjHfj148vpwnCIpxacx8/f+5SaSARNCDQhCJoGf/j4C9KOw7dmT+XapxfSFk8wtX8v7jnzVHbXNeN4Ho8tWcOSHQe4csYYuoYOYHSPcupau9DRyM86sbHz2a6DVLV0QkafYVL/Xtw1ZzolOVlYjoOh62yqruPPn67hjBGDALj9hXfpiCUJ+036Z+fx41kn06MgF4BLR6vOt+N63PP2UlpicQ42t7PxntsZ+sUfAVi8Yz+XThqF50o0AUFp8s5NVxAwDYZ3UwgnKSUyLXlw/mmcPKwvOcEAd84+USSqorQQQ9NwPY9pfXsTliaPLF6FpoHp13CSHmGfgV/o/PysORSIAC+vUshNJCS6LO559iOQUJwTpiUS54E3P+fsiUPxpPwSB/m/Gy9+spn3V+0mPyfI1X94jQHdirhj7mT+/PHaY93yo/S1YxaK4riwZ34oQEcyhedJHFep+++tb6ZXfh5zf/EkPkPn7e9fRY/CXL59qkLJJtIWtnNcOf5oEeLv10pbaur51fufA3DPOadyyahRVDa0saeuhb65eSecw5wBFZxxcCAHWlupKCzkjqmTv3Seb2zYwaGWdm6eOYm8UODY60IILhsz6ti/5w8fwvzhx/OlVfurwFXnObanKvZqQpBM23z31Q9xPY9FYjeO51EX6aK8UNFWfLqOnpmHbxwznpElZfTKzaUklMVf580/4dh+tGQpiYjLiNIyrh425oT3/ln3+X8a/zIJtZSSbav2k1eYTZ8h6oaff/Ms1mQg3xs/38NZ15587PPh7AAz5487llBPmzechupWfv2N52iu62D9sl14GRgPqM7ewr9+gq5r9BpQyuE99QDMvXgy51w1navH/4Su9jg33ncB598y64Rj8/lN8CT9R/Tkwbe+fex1IQS+DDz91l8sOPZ6935KLEUCsc4E7z2znBvuOe9L5/zRq2vAVbDbiScPYuLJg9i85gA+n8GZF01k+ZVPIBIWM+YOY8FlU3jgO68Qj6a468EF5BVk8bMbnmL/thoGje7FQ+9+50v7TyYsDuxuoKQwi5vvmMMfH1tKc6vqmvcqyKG+NYnU4eNtlWy69wnaOhK4fonQBZ7mHbWixilwieg22Uk/AQy6QikGvvg75vQcwOOnfPm8/quxZVsNVdVtSB08R1lWPfzWKlIlGp5PcRmdQolIScxOAz3hkL0tgCzWSHb3KF8XpnWAwC3V+cnUmUwa2IePn7sdgKtm/AqAw3tPhBq9+Jv3eOm3HzBy2kAefOc7+AyNXt1zaanvwPw7ca0+g8rY8PkeemVgtqU9ChgwsIQdaw7wym/fZ+z0Qcc+O2nOcCbN+Y8tUl544D2WvrKa959ezrhThxHOCf7Dz238dBer3tvM/Jtn0WdwNwaP7UN+URaeJzn1fIWiOLCtmnBOkM3LVQexqUZx9YJZAdIpi3ufvpFkwmLMScePr6Akh4KS4zxnK23z/nMrKSjJpah7PtLxEHhEWrr+f+7Yv+P/RRw60EhXJMmocX0QQjD9lCE88qt3cR3J3h21J3xW0zTmnjWap/+wBIBho3shpMePb3qGw/saQUrefWk10lMl/GQ8zXevUCic6fOGs+5zBZ/bv7WGn/3+Un580zNsXlPJpJmD+dmfrjzxuzILWb9P5/ePXEEofFyQypcR7zvr7DGcdbZ6yEa7kmTnBol2Joh3pdi24TDVB1voP6jshP2++9p6JdgnBGMm9GHqSYPo3rOA9tYYV98wg8+W7QYp6d6zgIcevZoXnl7BhnUH+ca35zFoSDeeeW4lr72+Dp/P4K037viHCfVnew+TWxDk/EnDqU5G+HTvIdXR8GmEswJ0plNURjuY9uQTRD1LJdJHvXT0TPvD9ECXCFtHkzpDiosZ+epDFAVDvHvmNeT6Al/63v9KtKRifFS7F6Qg4dhIKXj/mA0LSn9BoI4NeUzBXyXTkmzTT8qx8Ws6l48fTbe8HJZ8X6FmfvriRwDUtnViOS5Bn9rn2q2H+e79b5ObE+SVP15DKmkzfmwf1qyrJBw6fn979VKww6ywn4L8LHRdY+a0QTy/v5m3Xl3LxRdNOlac69mrkIcfOXHsnHAvPt7Jy08r/Yn+A8uYMOUfe9YeqWrlrRdWM/nkQUyaMYj8giyGDu9O5b5Gzl+gPJ8b6zro6kywY0s1nidpaexCD5i4nkco6OPKK6dzznnjGDmq17H9BgImEyb2O+G7Plu6k7aWKHPPHEU0kkRzPNpaov+Ju/bv+LqjuSvGzrompg/ojc8wyA0E6JmdQ11HF5F4iur2TvoUHkfozOjbh6JQiCPtEbrlZTMkr4hrn3iD3U0tIGFTZS1t0YTyu9c0Lv7Ty8RSFmeOGcz7W5SDwtOfbWTJD6/nb8vWc8Ujr1KYHWLJ3dfjM44v3V2pROuEBw9ecDqT+vc89t7Rz03o04Pnrju+huxfUsDGWB3xlE081cnyPYe4fNqJScrq/dW0dsTBgNE9VIFnzrAKVuw7zNXTxnK4oR3NgmDA4I1vXM6qXYd5ZskGLjl5NGdNGsrynYf49pOKcvP0NxcwrqLHl67p0q0HKDQCjOrfjdlDKvjmU++CprrPg/OL2B1rJpl0uODBF9B1geOpBN7zMghyefy/lo44mi6YMbQv8+99hvauBE/ceSFDe5d96Xv/q/Hs0g0kLZtEm40UsL++lf2NrWSsj9X0mEkHZCYH1iSgQ1g3iHSlCAR0hvcoZUyfbjx9o0IoLlyzA09KUrZDQ0eUHoWqqNHUEeX8+58nZTk8+c0L6V9WyOTu3dm3v4lC/fh8X5qTTdA0SDkOfYrV2DujYgALl29n0+5attU0MKqXundhn48/nfPlptjRqGrt4N5FqsAcMA2+NWfaP/xcLJXmsaVrKcvL5orpCvV75vDBPLtmE5ePG4UmBJFEin0NLbQlE8TSFhLIyfLTlUpTEg4zpVtP/nb+fAYUF5LtV/O9EILJPXqe8F1bautZdbCai8aOoLErip4WtHUkvjYbrP9q/Msk1J+9uZ7f3v4cuq7xt9X3Ud67iGGT+jP9rNFs+GQXtmXzuzue49ZfXXQsERk2vi+/ev5mrLTDW09+xv5tNcd4gK7tks7wNoZO6Edh6XGO59HtdUNjxKT+2GmbeJfi1LY1dH7p2H7+yu1s+mw3E+f852T/h07oz7Mbf8mWFXt57ZGPmXfZ1H/4ufIeBezfUq0Sc0OjW59iFq66G4DOthj1h5rRgKygyba1B1me4WyvXLyDsy+fciyZ9wV8/3D/O7fVsGOLgrS3t0Rp70wgbCjsns369kY8A0DghKA5063GUxwY4YCbDdLzEGEHLeAQz3aJAx827MOTkmVHDuB63v+o+vTeku0s/nQnuXlBOiNJTJ9O2vOws8AzwPFlyotC+WxjeJjtBrgeod0aoT0aFg5Fn6bJyw4y/KwTu8Y/+fNVrHh/K3MzC62jsXv9IQD2b6li+TsbeeCWpyHDFVnz8XaGT+oPwLU/OIs5CyZS2uM4b8rKCOok4+n/0rkOHNObpa+spkcmOf/L918hKy/ElT88G+3vruGvrnucZCxF/eFmHnznLkp7FvLi1l8DKlFa/eEWfn7VY+iGxm0PXsbOtZXMvngy+cU5dLZG+dbcB0BK/rD4++h/1znZt6UKKSWDM3y+j15ew99+/g4AN957vDBStfer4Tn9O/77UVvdyjcufxzPk/zoVxcwc94IsrID3PDNOTzzl08YMKiMe+94gWu/NZc+mfEVDPl5+MWbqNzbQO2hZl7923KQoGkCf8CkqVYJn4RCJhNnDOT1J5YDnNCBnnCSQlm0NasiS1vTl4st1906iwGDuzFgcPkJyfR/FNk5QZ576w727arjyUeW0qNPEX36l3zpcz17FynhJyTZWX5Mn86zr9127P1HfrtYcd88iW07PP+U8uJe+OpafvKz848p8RuG9g8f8Im0xStfbAXgcEcn+VoIhBIgc3KhM5FSAClD0uWmj3EMAcVpNLwMnlCCJpF+G0+zWVK/l7hjEY9aVHa2Mq7kywvV/2xsaKnhz7uX0zsrn+poRLnWSOUZi5B/t2rNrBozcziQsQQSxCwLBOg+yZheJ3ZWv3n2dAqzQ0wY0JOg7/h933uoCU9KOiIJduyt595fLcJO2ghg6Sc7WZDpLk+bOoCXX7yVcMhPdrZaSKbTCgdq2y6u6/Gfjb79SzAMDcPU6d6zgDeeWcmRqhZuuut0sv6u+PjE7z5iwxf7WfbeFhatvRvd0HjoiWvxPImuazQ3dHLjeY9gpx2uvPVU5p49morB5UycPoB4LM1Pbn2ezvY4t37vdLL+DkXUWNfBkepWxmYQPAf3NyokBZBK2ugZQ4bD+76s1fLv+H8bnidZ8JeXaYnGuXTSKO6er2DX958zj2+8+i7dwlnc/+ZnXDR1JLOGHy/U/PmSs/l8/2HCusl3X/4QCQQCBp7jsbe2BaEDLlw7ZRzfOlCf+a7jmjaTM8lxc0RRTyKJFJbjnpBQzxrWn0evnU/I52NC///cXPC36y5gX0Mzj3y8hng6zezhX7bkqygrVFSOpCRPqHn34cuPUyzue3kpug2W7ZAbDPCX91ZzuLGdh95ZyVmThuI3jx+j+R8gLJ77ZBPtkQRb9tUyb2Tmt+LBoLIidtc0q2kn49Ln2PLYHKkLlcAeLe7B0aRWsmFvDR0Rtd5ev/fI/yihrm/v4g9vLac4P4uOWFLpM2TkI1RRkb/78uPivpKMHIYDSddBSPASHuN79ThhPXvOhCG0xxJkB/2M739cjO5Ia4RYJr/YU9PEj5/9iPrOLhDw6bZK0raD3zTonp/Dsu/fQNpxKMtVOchRzjIoTvx/NoqyQhRnh2mNxhnWvZQVuw7xzoZd3DpvCgPKi4597vU123luhaLAjOnTjeE9y/jBaTP47tzp6JqmREsfeYWa1k7OHDuYa6eMRQLXTR1HYyzGox+v4bGP1zJnWAUPXXF8PHUlU2w8XMfEfj3ICvhxPY9rX3yTpO2wt6mVRMRGcwStHQk6EknyQ/+4YfT/Mv5lEupURoTG9TwcSw04IQQ/+duNrF+2k3uvfAxQyfEZVx1XGh570iCq9taTkxvE59cZO2Mwd/72Uh7+3qus/ngH+SU57F5/iOycID99/FpKexRQ2rOQ1R9tZ/S0AeRlxJR+9eodHNhec8K+j0ZBaS5zLplywmtW2mbV+5upGNGLngPLv7RNcbd85l4yhbn/x3Z/H2OmDWD5e1uQUtLVkaBbn+Pv5RVm8Y37zmPPlmouvvlUQll+eg8oJRFLM266mlzvffJ6tq2pZNR/UMkfPqoX4yb2I9qVZNrMwUycMZAVq/bTZ1AJtz7xDgiJE1ACZUebLsKRSAMm9ezOqvgRBBJhusc+IIGqWCundq+gnBzG/+5RynKyeePaS8ny/+PE/j+K+sZOfvOXj5G66qT89hcX8vO3P6WjpQsMDavEwQ6gEn0ADTyfRI+DXSLI6hS4tofmemiOuobrvjhAz95FNNd38uKfljJ4dC9u/PHxScF1XBqqW7nplxfy7t8+Z+oZo6naW59502XwhP6ceeVx2JMQgp79T1Q9vvuZm1nz0TYmzzsOsWmsaWXbir1MPWsM2f/Am3nbyr0senQJZ1w1jVvuv5Tnf72I955UvPvu/UuYffHxcTJ4XF/+P/buOr7K6g/g+Oe5uU62ERvd3S0CIiUoLamEqKgY6E9EFCxERRGDEAuQEBQURURCurtrwAaMse649ZzfH3e7bG7ANlbAeb9e/H7uPnXu4nuf73PO+Z7DW09Tt9WNn2vWhDs+o4fEZlX56tXFTFk0jmYd7cO3960/jppxExsVFketjOT51P4LvNr7MwBad21A6+6N8A+0PzE1OOnZ/uche7UORaFOs8q3+clJxc1qsdnnRAOm9Bsfwv2GtaVr7yYMaG8fieHi5sTE6Td6OipXD8Db141zR6/g6mrE29eND+aPYteGk3z7yVpcXQykJqbx0cvLmPbtKGw2lSZtqtGiQy3KBnpTu6H9hnHKF8PYvv4ED3ZvmKNtBqOOh7pnf9gohODgjvMYnHQ0bFE1xzFu7k40a12NZq2r3fQ916p/4wYms4hgVq+80Yu1qw/Rs09TXFyNdOhUh4P7L9Kpi32UyIjh7ahVqxyVK5VxDPHNysVoYHiHJmw7dYnH2zakXlAAFX28qF8hgLFrfgdFoGqwfwoL+/8LrQ10UN87gJMJ1zM22Ms8Kxp7fn0+KYqHAmtQxsmVZ7evwqraWNZlGLW9cz40uJ1xu5aTaLEXPHu9UWeORoez7urZG3eFKPZJgaq9QBmKgtAI0IOLaiTFbHYUJTPbbPx+8hTdatbAZLHy+aad6DQaXnyknWO4ohCCsJgEej/UgISkdCoEeOLp6oTFaq8YXj7AkzEjO2RrY9kAz2xfPzmqA4FBPlSrHoBbRpKdmmJi+6ZT1G9ckQoVcxa1jLqewJwP/6RRgwq89n5/Iq7F8/3n9ulaaclmJn822LFv3UZB7N9xjpr1KjjioqIoaLVKxrXMWDLWav9p7r8MeLIdjw2yP1BNiEux110Brl+Lc5wzNcXEs0PmkpZiokGzytRvXJFujzbFaNRjMlm4fCkKi8kKikLlKjduXqXSQSAwZSQq6VmSlJaVA9n/xnM8+slCdoWGEnw9OltCXcbNlcca1WHplsOUdXfDZLLy6bBHUDTw9PyV6ISCwaxh/Jzf+Wh0T9JtNh6qV43+LRuQarLQqZ49tr3Ysx3lvT1oUKksbk7ZHyoqisKDdXLGwDOXI7kaFU+nJtVzdEoYdFoaBJXj26duPge/vLcHbkYDSWkmLBZbju1PdW2ByWqlSdXyeLs507dtfeau2U3/dvZY3aZ2JRa8PAi9Vkv9myS1o7o0Z+7fexjaoTHdGtfEbLXibNDzx55TnAuLdizZlJk42ys+g5uTgXTVTJYR0Y66ktFJabSsGYi3mxN/HzzDN+v2MOnxzjzaOv/zqmeu2sbGI8GgwEONq9Gwanlm/r79RuaceeEsReUyq/J7uTmRkJzuuPdVESzfcZTxvew9vz9vOcKZq5E816st/l43lryLTkihejlfXn60PfEp6fRsUYdZv+8AFXw8XRj5UPNsDyu8XbMnlh1qVeHL4b3RaBRaV7OPkFFVwaaj5ynj4UqTLIl7JovNxnvLN+KvODNrzCM0qVKBxhNmIVTB8ZDrbHjnxlzsuoEBaBUFDxcnKvjciM2Zv2NCQFxKGooKf+8/Q72gAJa+MgRFUfD3cONqXAIAV2ITsrXhuYWrORx6japlfGhRJZBxXVpRzsOdizFx6DUarsYmgBZ8XVzynQsUl/smoe4+rC0u7k74+HsQVCP7H3f1hkH4lvPClGqmfuucT+reGj7X0bO8Z+1RNrepwZvzRnH9cgwzXlpMXGQiZw6H8s4PN37pug3OPj+hUftaNMoyfPd2Fn24ml+/+gcnVyM/n/0MJ5fb98z8V5f+LbCYbbh7u1C7yY1iGEnxKbh5utBrWBt6DbuRaM1b80q24908XWiXyw1uJmcXA9O/GEZ0jH1ZrratqzNkQCsAvn9pIK+tXEt4Uoo9UdXbn9all1Nx804l2vk43s4aHq56kvXhdUiz6DEjEDYtFuCpes15/ef1pJgtXIiO5eCVMB6snr9Kpl4eLri7Gom3mNE46ahcuQzXkpMx+2nQO5mxeih4uyVhMJqpUS6KxBQXYq75ERfjgRUw++owhJvsHTVOOqpULsNPi3eyZ/8Fgtyc2bDqIBtWHaTNQ3Xxznhw8v6ob9i7/jjdh7XjpZnDAWjYriaKRqFspTK069n4tu32LetFr5EPZnvt9V4ziLwSw551R5i6+IUcx/z57b9cORfOlXPhPPXuQPTGG3/aWecKAkz4aiQfj/mGsHPhmNMtjpEImboNa0dsRAKLP/kTgEunwmjb0z4cLLBGANUaBOIf6EvbR268l6xJ2J71x9mz/jhLjk5n/pbJuLg5sf/fkwQfv0r7Rxrz8IDsvflSyatcPYCP5z1JfGwKHbpkryLt4makUcuqnDgYQusHa+c4dt6Hf7LlzyP2OW1xqXw7fQ1vfz2Ctl3q8ufiXaz6YTvR1xMoF+RDuYxkp2PP7HGlQqUyDB7bMc/t3bv5DO++8BMAM5c9S50sQ2vzqmIVP6bOHEJEeByPDGjheD0lOR2jUU+TFlVo0uJGzHn7g/7ZjtdqNbRpnfvDxkwT+3TkxUfaseHcBcqmpfFkW3uxx5VDhzJl20a2Xwm135dpMoZ66wWKVuVUcrh9XdPMirYZyXRmD3cDvwDOxEYSnW6ft/vj2QN83LrnTdtxM7U8/dkfHYqiQDWPMvx88Yi9qJdi75UWCHuXjCbjrtCmOJJti8beoyys9t6iap7eHI2OoMP33zG6bhMW7Lb3YjQMLEvXuvbP1Z82HeLzVduoHODNr28/4bgJe+vVR0hMSuexno3R3Wa9eYNRR48ssQdg9oy/2fjXUTy8XFj+z2s5Yt7OjSc5c+wKAJfOXcfT98YNrEaX/XqDRj9A6NlwoiMSCb8SS7mg7KOSKlf3590vh/Hhaz9jMlkJzjLixsnZQLPWVUmIT2XAEzeGTKqq6khKjh8M4fjBEKrWKMuCX18gJcVEWqqJ/XuCKePnzhvv9Lnl+5eKn1ajYekzgzkUGkb3BjVzbO/eqCbzNuyhW6Oc93i/7zrB56u2O5bFevO7tayf/jSb3n6a/eeuMGmBvbJ7SqqZ3q3ssbd1jezxzN3ZyKjOea9UHBWfzJPTl2G1qbw8oAMjujbLx7u94dsX+rPzdCiPtbrxmWAyWxFCEFjGi+lP3KjLMuKhZox4KPt1mlTNmbxl1btlXXq1qMP245c4fimcx1rak95WNSryzd97WLLlcJaHezc6ZjJ7b7NuE2TESA1EJCfTp119Ji9chwLM/3tvgRLquhX92XDEvvRSOR8PLkbE2q/134Q6y5dOeh3pFispGStKZK5dXdbbDTeDkfavzWbigI58/MtmANycjbzW336/dzg4jLEzf8Gg0/LrlCcoX8aesM57oR8Hg8Po364BPu4ut2yzoig8VC/759LqPSd5d+kGFGDVW09SpWz2mHb+WjT/HLbXD9l5KoQmVSqgVRSsCMeUq0yta1Tkpc5t2XDoHGdCI2lTN3uhPY1G4cdnB/DGT39zMSKW4OsxmX0pADxYtQoaq8Jr3bN3LqaZLSDgUkQslyJi0Ws1/DJmKCGxcVTw9OBsRDQxKan8MKRvqa25c98k1BqNho59cg9IPv6eLDrwPkLYb5JUVSUxNsXRu+wb4JltqHZyQiparYYKVfx48aNB/LlgOx375AxYCTHJePi4Fmi8v0Zj71W9sTBp/ml1WnqNyD4PYsEnf7F8zkY69GrCpK+fuMmR+fPq6z9z+UosrVtV4/13+pGYlEaz6oHYwD4/2Vng4qKnmpsX0R4nqRIYTWO3S1gsGqq4xeFpSGVfXDWOXbPPbVcUwT+7zxIXlgyeCn5uLjSveOvAnBsXFwMLZo+ix8wfSVVtrDhyAp9AN66ZEtA2TaB8uoW+1Y6gxcZV1QdvJxMxsW4oVneM8WA129AYNGgtKo8OboWaYuH8ygMcORDCOYv90WiFKmUchcfAvpyU/f+vOF4zOOnpP+72ayNeD43i/JHLtOreMEdhJl3G/Ey9Pvc/2e5PdODMgYu07NYQZzcnhr72CAiBs5sTHftnT2B3rj7AiV324Ont58HTHz6ebei2Vqdl+Ou98Q/0IexiJH2euTHnf9XcjQQfu0zwscvEhMfjV8EemJs8UJt3Fo3j6M6z/Db/X8pX9sPNywWfjN6l7kPb0v0mUxOk0qFx89wfWGk0Gj7+bjQ2q83xexIfm4y7pwtarYYy/p7Z4lTm+uNlA30Y9HQnrBYblWqUdSTTmZIT03ByNjh+t/NDyYyPkOMDPz/adsr+gGD31jO899rPBJT3Yt7Pz+GUS89zfn307zaWHj6Gp5MTu8c/TawpjcpeXvi4uoBBIDQqeqOGep7+HEsMz6j+raIIkdEzLVBQ7MOwM+4gLyXGsD7M/jesV7QMr9HkVk24qUUPjqDfv3MJTo5kZeh+yrm6cTk5Dq1eYLNkDmW/8cMV2Mgcd2myAloFRRU0rVCBUQ2a8OLatSBg3gF7ITFnvY7aZf0cx5+7GgXAlajsc6of7nj7pcBSktPZvyuYxs2r4OWTfZRO5vx1nS73ZLx1pzr8veoAbu7O1G1SCRdXI6+815eQ8xEMH5e9avLFM+FsXXsMhODLKauYNHMIHt7Zr9eqQy3en/MEu/49Ta9BN+Lr7s2nObDtLADHD1yiU0/7KCM3d2dm/TCG/bvO8/P321AUhcrV/fH1c8fXz36f8dvGibf9Hkglp6q/D1X9fXLd9ly3NjzdpZXjYVByqgm9TovRoKOMp1u2+JiSbkYIQRl3V7o2qcmVqHhMFhvdmmZP1NNNFoQA5/888M4LRcmIjxnrrxdUnaAA6gTdGEF3LSqBEW8vxmqz8cPUoVQLvPPRFOv2n2XyD/aHCiveHoGvpyuuRj31KgU4eqY1GoUq/l5cjUsi3Wy1hyCRJbHN8v0V2O+TPly1OXOyCkM6Ni5Q20Z3bcnl2ARW7j3Bn4fP0KVRDccSY5Dl2sqNJqRZ7EU6rarqeNHD2cj85wfw2HsLAPhu3T7H4U2z9BhfDI9BVQXpZivXYhIdCXXT6oE0zWUOelY2VWXHkYsEBXhTtUL2z1q97sZIm/8+bASoUa4M7etU5nJUPN2a2B8Kffv8ANbsP80TnXLmNvP/2oPZYuXDnzbyxQt9clyvdgV/vh7bh6XbDtOhbhXHNSPikliy0f6gdfPhC7SpeSMZn/3kY2w6eZ6FWw8THpdIo0rlcTMaqF/O/vu39vknb/n+S4P7JqG+naxDXt8b/S17N5xgyMvdeeJ/j/DRivFs+f0gW1cfJD05jZoNb0ycr1q3Ai99MjjH+X54bxW/fLWeDn2aM+nbp/Ldnna9m/LrV/9gtVi4HhpN5Tr5Tyhzc2iH/cP+SEZCVRhuPDAQPD1pCWcvRfLK6M4sHD2A9//ezJbYUJJtZk5YIihrsGK2KqAKPI3pRFrciFQ9qe0TTk2v6xyODCLS7M4f5w/iFOeEc4yg14NV+WnhTjSKwrAhbfh3+xnCr8czfFBrXG7Tcx+VlkpyxjDK+XsPYFVVzN4Co1mHv1M0td0i8NYm0VCEsSe5GuHx9XFPtd8kqnoFs5cWNDqq1S1HnQp+XLoQiU5ROLLrArg7MXriI9kSgje/fYqtvx2g+/DcCzrcjMVsZXznaSTFpdDnmYd4dnr236lP107k5J7ztOiS+zz75l3qs/jUp46vdXodT7zZJ9d9W3RtyIpZa4m9nsDqbzZSsXZ5HhndMcd+XYfmfA/NO9dj3U/bqVI3EO8sBcgAWnVtQKuuDXj8xe64uDuhN8jwci/JTKZ//X4r33+8lvrNq/DJkmcYOaEbdZtVYtNvB7kWEk2bh+oghEBRFDx9XBn39mM5zrVr/QmmPbeQgEAf5q57DWM+bxobtayKu5uRpPhULgdHUCtLTL4TJzKKTIVfjSM2OpnyQbnfQOdHZnxUFPhg7xYWnDpEzyo1+aRDdww6DauuHMMibBxLuobQ2BxP8hWtPZHWaEEIFUVjn2OL0LDm6knHXJUgdw/2Rlxm+YWjjKndkvCUJNZfOc+TtZtSxePW7beoNq6kRaNRBNsiz2NTteh0KqqqRdHZ7Ou/aDJK12bcOQpFtS+ZpQgwqAhnqFnem05VqtKjRg0S09LZHXIFXGFg8wZU9PFyXO/FPu3xdnemRc3sc6rzYvrklezfFUzVGgHMXfpstm3jXu1O8zbVqVWvQq43jGUrePPNqhezvdYtl4fgAJWq+1O3SUVOHQzhyK5g5k37k9c/zfkZ37B5FRr+5yFU7QaBeHi5ZPx39t/JGnXKU6NOefpkjF7LSz0A6e6RmUwfOnOFFz5ZibuLkZ8/fJJODaux9I2h/LbjOCfOXKNR5XLYbCp6nRatRsPT3XNWWw6LjOeJN3/Cpgq+f3co1YLyl7iW8XSlaWA5Dp++SkhIdKG8P4Dzl6NITrXXdjlzKaJQEmpHvAP2nA7l85XbKOfrwfK3RvBsz9Ys2XyYpDQTwdfj7Ilr5q16xnEiyzM0AaCBc5HR9rnXBtAZNDi5GHh7xXp6NqlFeW9Plu46TMc6VWlTI3vv6n8JITh4KQyhgei0NFbsPpY58+VGBp3Z/v/2lnNju6+nCxV8PRjTtQWHL1zj7JVIAGoH+dO58Y3e5N6t6xKdkIK7s5FmNfNXG2PJuoN8vWI7Bp2WNZ8/jZf7jaHgj7Sog4+7Kz7uzlTy985xrF6nZfYzfbO91rRqBZreZIRB/wca8uvGw1yPSGD8zJX89dnTOfYJ9PXk9b4ds73m4+FC3SB/zl2Lpt1/erbLerozrG1TBrVsRLLJnGMo+91A3vHm4sSeYACO77YP9XB2NdJjWFuObj/N1m2neW/UfFYFz3QkDDabyoGNJwiqUZbyVe3z2I5ss1exPZaRwOZXRGg0qk1FtcG1i5GFllA//15/Vi/YTueb3EwUxMxPBnP46GUaNapI32fnA3Di7DW6PViXxxs3YPOWEIRWxaq3cS3Bh4hUD6LdXegWdJoziWXRGWx461M5m1qWZNWARgOiehqaU/b5cZtWHsVmsg+XS00z8ds6e/E0vV7LqGHtc28UYLXZGLjgZ8dTRKtVBS2oBkiKd+a4riLbIyNpXuYyZfUJBFgS0ZoUFKt97UD7kEe7w+fC6Na2Dp99OYKUZBOzZ6zFyUlP83bZpwjUaV6VOs1zzmfKi8y5ybkV2vEJ8OSBxwpncfoK1QL4bN0kxraYjNViw8vP/fYHZWjdvRG/hX6FTq+96ciLrMMppXvPyYx1p88cvYxqU9HqtLTpXJfosDh2/n2M709fo16zytRpWtlxzKmDl1A0CnWa2F87eeCSPXG9HENcVCJlg3LOe72V5MQ0kjLmqoacu14o7wug//C2JCemU7m6f6Ek0wBvdOpAi6AKNCxXlmc3rwbgwPUwnHQ6BtdrwN/XT5FsNoFGRZNRBOxG9diskwjthKM3xv7Q4lJSHNMObwIULiTGcCwikhSribNxUSzrln1N7/8atG02FtWacTH7ZEB7G6z2qrqKDdWmZDwg4ca8ap0AjQ1F2NcF3xtxBVeDgdm9eiOEYNbOXQRHxzCyedNs1/P3cuPV/g9SELeKj0YnPe0718nxekEYjHpm/PQ0ox76hMhr8XiXyXs8Kxvow7ItkwD7aLfcyET63nbqYgRWm0pcUhpXI+Px9nChbsUA9O01/PnXUS5diCLQ34vhvW5MM7lyLY4r12Jp1aQKWq2G4MtRpKTZhzWfC4nMd0INcC3SPkc1+HJU4bwxoF2jKjzRqwUWi42HWuUc+l4Q3ZrXwt3ZiIerExsOnkMA12LsldMfbFCNfWcvc/DCtWyJs6OHOstLqibLYz/NjWWrTDaVKSvtw53/OnKGFtUC2X4ulF/2Hefg++NvOYJ06qqNXIyJc9TZERnriWcm7kqWBjjya+XG15kDqS5FxJFqsjD+Ufv96roDZ/lz70lGdc0+etCg1/FMr5vXRbqVzLioCoEQIts2RVFoW+fWDw/y43+DOpKUkMbfu0/j43HrIehZ6bValrw+FGvGA6Vc99Fp8dbdfck0yIQ6VxPnjGT7n4fp81THbK8H1bAXBytXqQzaLEPLVnzxNws/XI2Tq5ElJz7B1d2Z52cM5c/vNtMpY05xfrXr3ZTRU/ujaBRadW90+wPyqFbjSrw+q/D+sAB8fNx4KGPt5XdefoQDx0IZ3qclQ99fzLXoRB55sBrBbrGcSbyOagOh0RKS5McfF/UkCGeq+0ZisykkWwyYVa39htGsoBg1CJN92KOqBaFViElORdEq2ICVaw8zcmg7R0AMiYrjWlwibWpURFEUrEJgVVV70FMEik2xV4ZMB6HqsDkp/HKuBeEJvhw4XhOrxYCHUYtVa4OMm0gVcDPqGfHIjQ8/Vzcjr7/bN8f34U7oDTq+2PgmZw+F0L5309sfcIfKVfFn/r5ppCSmUaPxzX8fEmOS2ffPUZo+VN8xfFv2PN/fRv+vJ+7errTqWCfbVIHAqn6g2JMb37I3ipUc2xPMxCFzAJix4gXqt6hK/7EPkpqcTtXa5fOdTAOUKevJxM+HcvH0NQbmY+717fiUceeVKTl71O+Ek17HI3Xsw+g+eqAri04doW/1uryx5y9+CzlBdfcyBJatwNaI4Bu9NRmJtVbJftOY9Qu9RotFVfF3diMiNRkQxKQlY9BBmkZlf1wIV5LjCXLzAiDenMKx+FBa+lbHSWsfyh5nTsk4lxWr0KFRrNhsYNSD1aZBq8tM8u1zt1E1mExa7MXK7Ks0IBTeaHYjSVYUhVfa52+ETl68MW0Ae7efpWmrmxeaKywajYavVo0n5HwE9ZrePD5aLTZ2rj9OxeoBVMlYO/pmibR0f+jTqQERsUmU8XalfrUbBWV9PF1wdTaQkmamUvkbD+sSk9MZOWEhJrOVZ4c/wPB+rWjXuCpPPtoSq02lcwET1w9f6s36XWd4tGPeVo/JC51Oy/ODchbWvROKotCuvn2kR3lfD0wWK7WC/Nl37jJTl23A2aDjsTZ1+X3fqWwPFjNXHRDgSK7VrEmuzj6ix8fNmZi0NFQtqFpBotmEaoBUxcbqI6fp08R+72q22dh5IZS65fwJcLc/RLscEw8asGFPlIWC/QutfeCOmtGOLIM0MWg0jvWjM+p8MqhdAzyyrOvcvXktujfPe02lvBjRswWB/l5UKuuNdz6S3IJ6e1RXHm1fj9qVA26534GjoQA0b2SPo4qi3DSZvtsp4r+PMgrRtm3bmDFjBgcPHiQ8PJzffvuNPn365Pn4xMREPD09SUhIwMPD4/YHFDEhBFfOX8c/0Bcnlxtz6xZOX82yz/5CZ9Cx7NSMXKsw32+uxyTyyBvfA9C4RgWG9W/KS6tWkVTeSkUXDxonBnIsPpKr5SIo456MQW9Fo6hYLToSTU5o4xXY44WqhxpadyIuxgMgDAqK+cZ6BT/PfYoK5byJSU7l4enfYbLaePPRjgxr14TT0VGM/f03rpoT0cfciHo2V1D19uWyNMlahIuKLlmLoirogHc7dmL30VCiY5M5dSmCJ3u0YPyAwv0QuVu8/sjHHNt+hmoNKzJ7x7sl3ZwCKW1xJNO9Fh8BIsLiMDrp8coySuHg1jO8NdI+cuXDn56lSfvC6dm4mwkhaPjrp6RYLLjo9Gzs9QyPrJ9HgtmMQVEYUbM5G6+dISwtwZFDi4wqt6qqsRd5yeiPCXLxJjQpDkVR7Dd9QjiWd3ytQUfG1bPXLhi2cxYXkiPoHFCfDxsPI9maytvH5hOScp5EiwGTVYuzwYrVpiEuzdm+pJeqYLbqyFqBZ0KdLpyNjSE0OYHD0ddo7FueFV1H3NFc9rvVkq82sPjLDegNOpbseitbPY27RWmMI5nutRiZkJRGSpqZ8v43HjjGJ6bS56l5WK0qox9vy+jHZa0RgBEzl3EsxD766I+3R/LqgjX2yt/A6IdasO7UOSJjkzCp9rLaIjPhxT4MXGufWYjRoMGsqvZi3Bk9xpk9zs2CyrNkzOMAfLBuMz/tP4KfmwtbXxqLRlF4d+0mfjlwHJsVe/XuzJFDFvvXaMhcddVhSJuG6BQdp8Ouc+ZqFM56PT+/OowAr/tv5N6BY6G8MvUXAD5/dyDNGxZuZ15xyE8MKdKuppSUFBo1asTo0aPp1+/m5fnvFoqiUDGXJayGTOhJhar+VK5TwZFMXzp5lZnP/0CNJpUZP3NEqV2IvKgkpt5YQ7lV7SASwlIxnNXiHaph1KMtmbl9J1aDQJfuTGINK96aVDyd09AbUtDrLURZPUhpZsYQq+XCpSRcdIDNXozIphVoVSjr70EZX/twZatNxZox5CXVbK84/c2h/Vw12dfus3gLtPYRovaga1FQtFr7jadZg6qoeMdocUrQMOPsv6Cz9zQsemsYdavc+gncverU3vNEhdmrWtqLIon77ve4KN1r8REgoELO+VnNHqzNO9+NQdEojmQ6JTGNj8cvwmq18cbXT+Yo+nSvE4Cq2FA0Kg3LlCXFaiJZTUejhUFVmvJL6GFSrWZAoEODNWPotz1pFghVybiTU7iSFotGCwiBXquAzoLFrMeo1dMt6EYvSJrNHhdTbfahpNujDnIp9Rw6jQ0nnYK7wUSq1QCKwKi1odOpmCxarKoGoYKb0YK7Qc93IX9hszlhVm181O5R+ldsdl/GhYirsY7pDyg4lp2TCs+9FiM93Z3xdM8+nNXLw4Vvpg/j0pVoHmpnL5IohGD2nE0cP36FVyf0oGbNgq+lfLdyyhgJ52zUUcnPm7D4RIQGqpfz5VREJJczll9ydtKRarXemF+d8f9WAA2kKRlTRFTso2oyl7kChrS4Mfoz877RZLUhgOCoGJYdPO7oCUcHii3jeI39XErGQ87MRN7NRc/Sfcdw1utIM1t5rGld3hvw8G1XLrgXpaWb2bY9Y8qrEIj7ID4WaULdo0cPevTocfsd73IGoz7bOr8Afy/cyvnDIZw/HMKAF7pRvtr9lZTVDPLj3VHdiIhLYtjDzUhJM1HZez8piSZWbjiCYhUoRgWRoIVIAxGqC4aqNtxd0kg2O5Fu0SGMoOoEqg6szhp06QIbAkWvwWSAa24WZv2+nYmDOhHg6caCZwaw+9IVOtSrTLrVSuuygaw+dwrSQehBNYImDdCAxgSooEsGTZqCU4K959tisznmyFhtKokpOdenvR+kp5qY2OsTLCYrFWuV5+LJK0zs9Qkf/fm/bAX8pIK7X+IjQKuHsi9ZcnDrGfZvPg3A3o0neHhgwabG3K00isKPDw5ha/gFhlVrRoCLO+39q3Ek9gqnEsNJtaYDGjQaFVWoaFCwCRD2idUommxlb0ARGAw2x7JaRtd0Knkm82XwEj5u9CxGrYGvm49he9ROWvnWJM2WQE238rhojWg1CWgVFYEWN2MiUWZXPNzMpFq1lHOxoKqQphpJt2pIsQoECmbVXtMiIi3hvkymAT56aQlnDofi4eOKOd3C8z0/48s/XsbHr+R7Qu8V90uMrFUtgFpZ7hFjYpJZteoAAH/8cYjXXsv/knh3u6lDuvLrzmN0amCf4jG8Q1MW7jiIwVnH9guh9iUFFUgR1huZTMYQcJG5zCA35jujs++vYO+5dncz8smuHdSt4E9VXx/e7PYgVcp4U7WMN5HJyZRxc6WGnw/nomPtx2syhnhbsSfmZFwjI7FGheR0+1KCaWb7muVXYxPuy2QaYPHS3fz5x2F0GvDzcuPtyb/y0YcDadzo7uulzqtSNRnSZDJhMt3o2UxMTCzB1tyZjv1bsXP1Qao1qkRAZb/bH3AP6tX2xlIoOq2GiCsJ9nnNNgWN3j5sRriAOc4J1VVwLdybCpVURKoG/RUDigY8j2vRqBnLmWlsWJwVNFaweGhIFRYW7jtCtcq+DGjZkJXHT7HixAlmHtyNIU1BkyLw83ci1mpGVQVCI1CEBiVVRbEpaFDQmhR7ENYIVC0goEagL11a1cbN2UDLuvlf3/ZeoNNr8fBxIyY8HkWroNpUjm0/Q1qyCVePu7NgxN3uXoqPDdtUp0qd8tisNpo8ULhzye4WLf0q0dLvxs1FqtVEitXMifgw+3xloaIoAq0GbCoYdSomqwYhBG7OJtItelydTOi1Aq2iIc2SsbSWIvB1ScVZl4JVhLLokpWnqr1CrPkgV1K/5HqaQBEqFvS081Q4ne6NqtWQYtPjqrPgorNgFhrKOEGixRmDTiXNbMOgFdiEDWeNM8NqPEyazcLQKjkrFN8vfAPsibObhzPXYlNITzVz8dQ1fB6UCXVJuVdipK+vGx061OLEias89FD+10++FwT6evLyozem2lmwkWK1cDwswp7cZj7H03GjQFlm4USNPWkWWrIvc6UKREZ1xQRzOvHWdEb8+gubRo/mWlISM3Zvx5bRg61TNKhCoNVBxvNDe+EzLZmlIjPq89iLlWXOsdYo8EKXtqSbrfRukn1ZxvuJb8a0LxeDnujoJAAOHgqVCXVxmT59Ou++e3fO0/yvuq2qs+TszByvW8xW/v5xC35BvrTpWbC1Q+9GWo1CiwaV2HMiBFRQ9WQ8MRSoLjaE3orJ4sSVEH+MUQrGywbckuzx0T5CW2AOUNCpGlKdsAdQPVg84I0tm7iYmsDZmGhwtmF0t6AmGEmtZiU9OaMsowaEm4pVqGiTNKgGgSZVQdWBRoDVBYTVXmXxs1f7sm/nBWbN3MD+Lef55P2B910vjE6vY86u9wgLvo6LuzOLPviNJp3qyWS6BN1L8dGrjDtz/nk9123b1xwiISaZHsPaZSt6dq97sGwNDsdeQaOoaBQVrRasNtBqBHrFhtEgcFYtmK0KBj04GUw46UyYbEYENip7JWG1aXDRmjDoVXz0KQQ5xWCzrubX0LOUdWmJm5KOs8ZCmmrAVWNCi4qPzoDZpiVAb0arg1SrAZOqIcXmTDljPNEWN1z1ZgQ6XPQW3qwzAm+9G++f/oxjx//howZv466//+YHvv75MM6NvEy5ymVYMGMtru7ONG5b4/YHSkXmXomRiqLwztTcC5+eORnG0QOX6P5YUzy97r45+wXVsmoQP24/gEURN3qdM0YTCrBnM5kr/GVsQ5NZb0dBKMIxuidziDYaCE9Nofk38/isazesWUYlW9WMwmJkWdpLo5C5YiAZRcmULHOy0cCItk0Z0qYRfecsZsG+g/w4cgBNKpYvsu9LadX30abUqVUOfz93/lxzhCtXY3ms972d85SqhHrSpElMmDDB8XViYiJBQYWzvmhpsebbf/lm0jIAvtn3AZVqF85yWKWdoijMfLMfWw4E8+q3f2Iz2iOU6mlDeFtBLyBZxZKmR1U1uAnsQ719rWgCzBhSwWhQSE0yYlU1qHrQ2Oz7oMDyY8doVr8s3mVi0SHoUecoOyNrYPXVEpwccGOii1WLzUcFs4JqUdFatKhANX9vfOK1NKhZnrJe7uw7eAlVwP4joZy/GEHNavffHCZPX3c8M+aoT1k6voRbI90P8fHckVA+HGsvZqjRaOg54ubL4t1rnq39AD0C6zJg6xzQpGETCk56Fb3WilFrw6JqEGgp555CotkZjSLwMJjQKyk4ayzodYIAtwScNWY0iopZ6HHWmPHTJ4JtL+V1TUjRRzmWv7IKHapQ0ToJDBorMVYXkmzOVHJKJNLsgQEVo9aGq86MwEhdj6qAjoae1dkQsQOzaiHREs3emB08FNDtvnvoaDDqqN/SvkTiqzNyrlMtFb97PUZarTYmPruQ9HQLoReieP29wl1tpDRrW6MSe6e+wIB5SwiOsdd2EcqNZNqxXJYOFFU4CpXZE2ph71T576oJ2LenWi32DpnMxNiWMWxcYO/h1gAqCOwFHzPnYWcunaUC3epW50pcAv2a1eNSdBzhCUkIYNm+o9QrH4DhPno4DPZ7/jq17Q8SRj55fxT1LVUJtdFoxGi8t9do9C3nBYDBSY9rMZS2L00URaFTixos9h/KhB/XEJeSxuAGDVkQuR9hsYGLDUwK+lQFi7tCWnmBUi2dppUu46tJ5kK6P7Zjvlij3FFdwOKkghWEEWJFGjtCLuFRXqWt73kaeV+mQ/nzbIqrg/UqlHeJZ190VawpGrAoOIXZI6chXiCMCkqChfPhsZy/GMXIPq0Z/UR7IuKSOBsSydOvL2H5vLEEyLlxUgm6H+Kjm5cLOr0Wq8XmWKbtflLJzZc/O7/IByeWci45hFY+DTgUf4Z0WxJOOoFOMeOmN+PjlIpAg0GxEOCUiJuSjk6roleseGnT0GtUnElHh0p5bRwGRRCd9AluGjBo7PP8DAhSVC2KUPAgDSedCVUXT4zNnZpO4ZhVHYnChVTViLPGSljaYQAuJh+go387gpPPcillF3+GL8TPyYdGXi1v/eYkqYjd6zFSURQ8vF1ID0/A18+9pJtT7Jz0On4eO5hPN+3g16MnqOVXBptQOREVbV+VIDNxzvgH3Fha679Lbv3nv2ft3WMftg32JPo/61yjyRhRrgp7l7UGtMI+tFwR8M+ZYAB+PnycyQ93ZOwDLfhxz0H+OHEGbzcXJnV/EOneVqoS6vtBh34tKV8tAA8fN8qUz1kR935gNOi5HmOfU3HmaAQL+w/myRWrwMWKLkYHqr332a1iAq7eqfgZE6lgTCBWuJFUzUh8uis2vUDRg+KsIsxaNNgIqnyN8CR3KrtFYxVaDIqV+m5X8K2RgoqOY/GBWNAiIo1obBq0qQKdWQELBFX1xppipWGtCvh4ulLG243uXRpw9rtNCFXICq6SVAzKV/bj2x1TSEs2UaXu/TF657/KOntyPuUCNlQOxh9nZbt3GLb3f1hUK/5OSVhVLQINOiUNf0MKBsWGhz4NvaLipU1Fr9jQYcNHl4JRWHHVWLGgI0CTRiIa3BWVFBQUwEOj4qQkABpMVhOqokGjJGFDg0FjxmrTY9TYcNa6ohcBaBQtFV0b4qpzpX9gLz49uwsAm7CV6PdMku4HWq2GOYuf4fKlKGrXDyzp5pQINycje69cwayqHI+IZPtLY+mzYAlRyak3kueMZNqRVCtZ/mWt5+hIrDN6tDPHgv9nsI3QZFT4VkDJrGwG2DKSaQVoU7Ei5yKj6Vm3JhqNwgudWrP0wFEsNrO92K10zyvShDo5OZng4GDH15cuXeLIkSP4+PhQseL9WewJoPo9PCk/L9ydjRnBC6qV92X36VD7CjBJekBgcQebq4p32RT8XJJw0dqHMFZyiSE03htDYDKpCa4Y3E0Y9FYecj9H12pHWBLbDh0WrEJPlNWDBJszzhorKgomm0KTwKscTqiGKWP4jtYK+jT7fJr6Vcoxe+LAbO3s26MxPl4uBPh7UO4+7C2TipaMj7krW7FMSTehxHnonYg1p+Dv5MGppLMoihW9RoNRY8VTl4ZAg7s2HVetCReNCWfFBAroseKvTUKvsa/v4qYxowd8NFaEAt5a+4NBVwRWYS/sYxUqVlXBoFiwYECrCFRhL65jUCyoaPA1eDMs6NtsbQxyqcIL1d8m3ZZKfc9mJfBdku51Mkbm5O7hTL1G9+d7zxTo5cmF6Di0GvuDwaiU1GxDvEXWBJos/5+ZTDsWjs7MsP+zH//ZnFHgTFHtBWzt+bd9Z6EAGoXvhvRFl2UFFINOx4qnhnAs7Drd6sraCveDIk2oDxw4QKdOnRxfZ85tefLJJ1mwYEFRXloqxfy93Fj82hAuRcbRvUlNjl+9zvIDJ1ANgkQnM0IrsPjZiE9zwklrIc7JlWiTG1ZFSzXvKFyMFuKdrKQp0DoghP4B+/HQp1HJGEO6UceFxDIYtDaiLa40cr9MqmLAourwNaRQPSiC85aytK5ZjcizaUQ6JZHiqnIoLTLHOstarYbO7e/fKo1S0ZLxUbqZ2c0mcCjuLG3KNABUKrl4k2aLwkljRa8RuGhTMWDGSWNGr6i4adNwVqy4atMxKlYUBAbFhk4RuCigVxT7ai8KpKlZ7hOFgg5IQ4tAixaBAQvOGk+cjQ2wpR3CJLSk26JIt8XjpPXK1s4a7nVztF2SCouMkVJuZvV7hHWnz9OoQln83FzpWK0yOy6HYkM4KnDnSKaz9kaT23+TsbB0RnR0jP/Ofg6hgE5R6FunLqtPnkarVVAUhWPh12laIXvxsap+PlT187nj9yvdHYp0gbSOHTsihMjxTwbC+1ua2UJEfDJtalZEr9XStFIF6lTyJ9lsAStoLIANUlOdiDO5cCqmHOFpHiDAWWfFWWfBzysOG3qsQsecCx3QoRJkjmPzqbpsv1ad/TEVORxdkQ1R9TkVXx6r0NlvIg02tBVMNKjvw59vj6J96+qoQrDrdCiR8ckl/a2R7iMyPkq5EUIQlnadOh6V8NS74an34CH/lgjSUbEXxtEg0GjsCbINBavQoigqqlBQIaOAmf0uMErVYRMCVWgIsehJFxqu2wyoQiFdVUiyGTAJHWahxYIGE3q0urK0Kfc19X1fQ2AlxRLBtZRdJfp9ke4/MkZKubkUF0d5b3eql/FFURRebN8GCyo2ssyXzppIZxYmyxyfzY3tIrNH23Gs+M/+Itu+aEBn0PJKh7b8/uQwTDYbaVYrv544UdRvWyrl5Bxqqdi9/8sm1hw8TQUfD/5+awwAcUmpaEygsyqgKOjMCqpeS5NWFdlvOodOpxJnslHDPYbmviGEpXmTlu5Eks3A4YhKvBA5nJAEP3Cz0cA5gmZ+l1FVDSnCyLqLDTgvAnD3NhFvMcJ+Vxb+e4JtrmFcT0mmnKsLCTGpPPvpr6z6YOR9V61WkqTSY0PELuZeWIpW0TKv2buUMXqTaEnIuKfTYBEKqjCTZjNQztiIBMtBUlQjChCLB/6aODTY13JJFXpSVCPnzK4YsGDUWkmxmbAILZGKpyM5B1BR0CJIs+mJtV3l7ytPEWc6j6uuPEnWcHZHfkSAc1Nc9fffigeSJJUO56Ki6btoCQKY/VhvutWsQXx6mn3jf27dyru5Em1Ox2y15l6ULMtrjqW0/tsrnflalmPSrVaG/vILYYmJVPT25EpiIstPnKBj1ap0rVH9zt+kdFeSCbVU7ExWKwBm641CDS93bsdrP67BkjE/RW/WoEmHXZsjEc10JGuMGBQLOi10dg9BdQ/FCYUwXDguBJcjAsDDfr7nq27Fw2jiWroXkao7qTEupJtcSAwTGF1N6K/pAQhNjgegvLsHCaQSlZCCTRXotDKhliSpZFiFBQBVqFgzin11DujG3tj9QAygkGh1xia82Rp7nXquClacsAktKBrO28rjqkkn0eyCnzYRGxrMGNDY9yJRGLGgx4YWH20KCTYnjBorKgInYSVOdcOGFsV0OmNouCajPWZMtgSZUEuSVGLMqs2R82beS7YMDKRhubIcjbju2K+ChzthyYn2ec1ZeqCzjuR2yDKVOltdsqyJ9H/2D4mPB+ByUiJC2A8OT0q6k7cm3eVkQi0Vu6mDutCuVmVa1rhRpbKiiwfGcBs2T4Ugfw9GP9ySGXPWY3EWpJ10JdFfj6aCYG9wVQIrxNPE+wo7kytx+lIAqllnr6BjVUCrcDndm5ZOofhoU/g3oTqefskkRTpjuGrE+awOa8Y1q5TzobyvB+P6tGXn8RBa1amITluksyAkSZJuqVvZDrjr3PAz+lDWyV6gLcCpHDFmBQ3OeBv0DAoaxbyL32JR9VwzeZOuagkyxhJt9cCACVe9gQiTF2dtZfHVJ6OiYNRYKKtPIsnqibPOjFGxEWL1xYYWL20y6cKATtGQebuqKD4EOFWmvveTJJhDcNb54uNUqyS/NZIk3efqBwTw06ABJKSn062mvdiXk16Ph9ON5dJebduW5SdPgAJWVb1x8H+T6dx6rbPs4OisVuwdPRqNQtYFX1pUqEDvWrXxcXImIjmZIY0aFsI7lO5Wish8tFIKJSYm4unpSUJCAh4ecg3ge5EQgp+X7Oaf9cc5a05CYxN4RVoABU0tTxKuJpIcpEOfqpIaqGKppsWiteDtmYQ1zJVEFy1KpAGhV1BUgWKDWk1CaVshGBdh4u/YBqRa9MRe8SI9wRnXcHAJB3d3J37/bAxuzvfumpWS3b0aR+7V9yVltzv6GL9e2cDltAsoqBi17iRbU6nrUZbj8eF46u1DuI2KGW+jljizDY3GvkCqoiioqgIaDXrFirPGhBUtvoYUDIqVFNUZnWKFjHnYesWKly4VvaLQr+IMAl3kDeK97l6OI/fye5PszsVE8+HWrewNu4rJZsPH2ZnY9DSalCvL4evhwI3E2MtoJN5syn1Yd1b/rVWW5XWdosGqCl5t247nW7Yq3DcjlTr5iSGyh1oqUeHh8Xw/fzMALgq4uxhINduHOY7r3oKvv/kXz4sWNBYV5+ta1KMqafUMWJw8MFuNGBGoOgWrExiS7dUWQ/cFYa1loIFfEA8GeOKsc8LFpyIztu2hVtNyfNC6M0H+XrjKZFqSpFLuq/M/k2hJQlE0CKFgEakABDpXIzTFTJQpAbNNi1W4czFZwVVnxk1vIc2mQ69YMataXPVmLKoRVbijUQRmmw4PvRMd/VsRZ46inkcLVl/7AYPGg0EVp+Nl8MNdL5cvkySpdPtqzx62XQ7N+EpgE/Ye6cR0Ex0rV2FLyCX7JgV7Mg1oFQVbzoHfN2Rk0BNatWXftav0rVWXWXt3EZGczOfdelLTtwzVfXyL6B1JdyuZUEslqkwZd6pW8yfkUhSBgT5EhcaCKmjWqhon9l6ieZ1AQiPiiQmJxabToE1XcT9gA52G+CoqNp0WVQ9O0aA6gWIBKzquHKvAE70eZFi9xo5rjWjQHGe9Ho0sOiZJ0l2ijW8D1l3fRVljGeJNeuJMMVR18yHB5IynJhBnZ1dOJ8Rm7C1INDuRajOiVWz2+YMCItPcMWhtqELBqLESYfKkuntjHq0wxnGdRt4PoFE0aBV5WyBJ0t3hwcpVWHv+HD7Ozvi6unAuJhpXvYFu1WtwIDyMxmXLcSwiHFuWY26ZTGco6+rGM81aMr5lGwAerVUHi82Gs15fRO9EutvJCaNSiTIYdHzzw1OsWf86H302BLPZmrFagWDHv6c5sjOYkUPaogD6VCsay435MD6XVSb1fZBAgxsaQGMGnQ2M8dChfEWGtm6U7VquBoNMpiVJuquMrzmE39rP5LuW72ATCuk2PRabOysv72dfTChNvZrhonVCFdh7qlUNQoBNaHmiUi8qu1RCoMFk02K26Ui0OCFUT16rNTLbdfQag0ymJUm6qwyoV49TL7zIvqefpZ6/v33etLDx3ZGD7L12FZ1Ww4OVq+Z6bN9adXi0Zu1ct33Xuw8GrdbxtU6jkcm0dEvy01MqcYqiYDDo8A/w5N1PBxN6MYomLapw/vQ1XN2caNOhFlM8nFj7x2H27r+EIkBYVL7++glq1yrPg02qM+nbNSRbLDhrdZwPiaJ+2QC5/JUkSfcEg8Z+IzejySi2RZ6gU0BDJh9ZTlhqLG39atK5bF1+Cd3BmrBjqAhMVoUJtXsyuPIDDK7YifdPLeNs4lWquJZjW+Q5KrlUQqvI5+mSJN39jDp7KjOp/YNU8fKmVWAgv5w6yaozp+hVoxbdq9Vg3sH9rDl/hqhU+5SZ3jVq8UmX7ug0Gmr4+PLzyePU8fVj+5UQfJydCfLwKsF3JN2NZFEyqdTK/NXMTIyFEKz94zC79wTT69GmtG5TneTkdJ4e+z2xsSl8MmMIs37fwYkL4bi7GNk09/mSbL5UStyrceRefV9S3gkhsj04PBBzkeWhu2jiXZnBlduiUTS8tH8xWyPP8lrdHsSbk1h4cSsAvzzwCpXd/Eqq6VIpcS/HkXv5vUm399/4GJoQzxd7d+Hl5MwrrdvibjAy/9B+pu/aRveqNRhYtz5j1vwGwEedu/J43QYl1XSplJBFyaR7wn97mBVF4ZHHmvLIY00dr129GktERCIAx49dpk2Dypy4EE6r+pWKta2SJEnF7b8xsrlvVZr73hjeKIRgV1QwADsjzzO8amsWX9pOOWcvApw8i7WtkiRJxem/8bGSpxczu/bM9trmUHvRsi2XL/H2Ax3xcnLCbLPRyL9ssbVTujfIhFq6q9WsWY4nnmhPREQCvXo3wdPThSHdmuLqbCjppkmSJJUoRVF4v3E/Nl0/xZhqHajtWZ7NXaag12jRabS3P4EkSdI9bFLbDsw7tJ9HatSkvLsHe0Y9gxACJ52cLy3lj0yopbuaRqPw5MgHsr3m5iKXw5IkSQLoXr4h3cvfWE/aWScfNkqSJAE0DCjLnB69HV8btTItkgpGViWRJEmSJEmSJEmSpAKQCbUkSZIkSZIkSZIkFYBMqCVJkiRJkiRJkiSpAGRCLUmSJEmSJEmSJEkFIBNqSZIkSZIkSZIkSSoAmVBLkiRJkiRJkiRJUgHIhFqSJEmSJEmSJEmSCkAm1JIkSZIkSZIkSZJUADKhliRJkiRJkiRJkqQCkAm1JEmSJEmSJEmSJBWATKglSZIkSZIkSZIkqQBkQi1JkiRJkiRJkiRJBSATakmSJEmSJEmSJEkqgGJJqGfPnk3lypVxcnKiVatW7Nu3rzguK0mSVOrJ+ChJkpQ7GR8lSbobFHlCvXz5ciZMmMDUqVM5dOgQjRo1olu3bkRGRhb1pSVJkko1GR8lSZJyJ+OjJEl3C0UIIYryAq1ataJFixZ8/fXXAKiqSlBQEOPHj+eNN97Itq/JZMJkMjm+TkxMJCgoiISEBDw8PIqymZIk3aMSExPx9PQslXFExkdJkkrSvRIfQcZISZIKV37iY5H2UJvNZg4ePEiXLl1uXFCjoUuXLuzevTvH/tOnT8fT09PxLygoqCibJ0mSVGJkfJQkScpdfuMjyBgpSVLJKdKEOjo6GpvNRkBAQLbXAwICuH79eo79J02aREJCguPflStXirJ5kiRJJUbGR0mSpNzlNz6CjJGSJJUcXUk3ICuj0YjRaCzpZkiSJJU6Mj5KkiTdnIyRkiSVlCLtoS5TpgxarZaIiIhsr0dERFC2bNmivLQkSVKpJuOjJElS7mR8lCTpblKkCbXBYKBZs2Zs2rTJ8ZqqqmzatIk2bdoU5aUlSZJKNRkfJUmScifjoyRJd5MiH/I9YcIEnnzySZo3b07Lli2ZNWsWKSkpjBo1qqgvLUmSVKrJ+ChJkpQ7GR8lSbpbFHlC/fjjjxMVFcWUKVO4fv06jRs3Zt26dTkKTUiSJN1vZHyUJEnKnYyPkiTdLYp8Heo7UZrXR5Qk6e5wr8aRe/V9SZJUfO7lOHIvvzdJkopeqVmHWpIkSZIkSZIkSZLuVTKhliRJkiRJkiRJkqQCkAm1JEmSJEmSJEmSJBWATKglSZIkSZIkSZIkqQBkQi1JkiRJkiRJkiRJBSATakmSJEmSJEmSJEkqAJlQS5IkSZIkSZIkSVIByIRakiRJkiRJkiRJkgpAJtSSJEmSJEmSJEmSVAAyoZYkSZIkSZIkSZKkApAJtSRJkiRJkiRJkiQVgEyoJUmSJEmSJEmSJKkAZEItSZIkSZIkSZIkSQUgE2pJkiRJkiRJkiRJKgCZUEuSJEmSJEmSJElSAciEWpIkSZIkSZIkSZIKQCbUkiRJkiRJkiRJklQAMqGWJEmSJEmSJEmSpAKQCbUkSZIkSZIkSZIkFYBMqCVJkiRJkiRJkiSpAGRCLUmSJEmSJEmSJEkFIBNqSZIkSZIkSZIkSSoAmVBLkiRJkiRJkiRJUgHIhFqSJEmSJEmSJEmSCqDIEupp06bRtm1bXFxc8PLyKqrLSJIk3ZVkjJQkScqdjI+SJN1NiiyhNpvNDBw4kHHjxhXVJSRJku5aMkZKkiTlTsZHSZLuJrqiOvG7774LwIIFC4rqEpIkSXctGSMlSZJyJ+OjJEl3kyJLqAvCZDJhMpkcXycmJpZgayRJkkoPGR8lSZJuTsZISZJKSqkqSjZ9+nQ8PT0d/4KCgkq6SZIkSaWCjI+SJEk3J2OkJEklJV8J9RtvvIGiKLf8d+bMmQI3ZtKkSSQkJDj+XblypcDnkiRJKm5FGSNlfJQk6W4m7yElSbpX5WvI96uvvsrIkSNvuU/VqlUL3Bij0YjRaCzw8ZIkSSWpKGOkjI+SJN3N5D2kJEn3qnwl1H5+fvj5+RVVWyRJku5qMkZKkiTlTsZHSZLuVUVWlOzy5cvExsZy+fJlbDYbR44cAaB69eq4ubkV1WUlSZLuCjJGSpIk5U7GR0mS7iZFllBPmTKFhQsXOr5u0qQJAJs3b6Zjx45FdVlJkqS7goyRkiRJuZPxUZKku4kihBAl3YibSUxMxNPTk4SEBDw8PEq6OZIk3YXu1Thyr74vSZKKz70cR+7l9yZJUtHLTwwpVctmSZIkSZIkSZIkSdLdQibUkiRJkiRJkiRJklQAMqGWJEmSJEmSJEmSpAKQCbUkSZIkSZIkSZIkFYBMqCVJkiRJkiRJkiSpAGRCLUmSJEmSJEmSJEkFIBNqSZIkSZIkSZIkSSoAmVBLkiRJkiRJkiRJUgHIhFqSJEmSJEmSJEmSCkAm1JIklQghBAfWHyX01JWSbookSVKpc/7QRY5uPVnSzZAkSSp1Ii9HseuP/Vgt1pJuCgC6km6AJEn3p7/mb+SLcfPR6bUsujAbv0Dfkm6SJElSqXDxWCjPt5iIEPDub6/T9rEWJd0kSZKkUsFitjCu2eskxiQzYEJvnvn0iZJukuyhliSpZJjTzQCoNhWb1VbCrZEkSSo9LGYrQtj/25RmLtnGSJIklSJCgMVk75nOvJcsabKHWpKkEvHYC93x8vMgoLI/ZSv7l3RzJEmSSo1azavx8fq3SUlIpX2/ViXdHEmSpFLDYNTz5e4PObP3PA8+3rakmwPIhFqSpBKi1WrpPPSBkm6GJElSqdS0S8OSboIkSVKpVLleEJXrBZV0MxzkkG9JkiRJkiRJkiRJKgCZUEvSTSREJ5aa6oGSJEmlSWpSGmnJaSXdDEmSpFLHYraQGJNU0s2QipFMqCUpFxsWbWWA/xjGNnwVi9lS0s2RJEkqNS6duMzAsk8xqNzTXD0fXtLNkSRJKjVMaSZG13mZAf6j2fbr7pJujlRMZEItSbk4tfssAFfPXiM5PrWEWyNJklR6XDwaijnNTHpKOiEnLpd0cyRJkkqN+MhErl+KRAg4tftcSTdHKiayKJkk5WLYW/0RqqBOm5p4+3uWdHMkSZJKjQcGtCbkxGW0Oi2tezUr6eZIkiSVGgGV/Hh53tNcOBLC468/VtLNkYqJTKglKRdlKvjy8jfPlHQzJEmSSh2DUc+Y6cNKuhmSJEml0iNPP1zSTZCKmRzyLUnF7NqF6+xfdxhVVUu6KZIkSaVKYmwSO3/fR2qSLHgmSZKUldViZc+ag0ReiS7ppkj/IXuoJakYJcen8Ezj10hPMfHUR8PlcCBJkqQs3uz5IWf3BdOiRxM+/OvNkm6OJElSqfHjWz+zYsZqPHzd+DlsPnqDvqSbJGWQPdSSVIxsVhsWs30pLlOqqYRbI0mSVLpkxkVTioyPkiRJWWXGR3O6FaGKEm6NlJXsoS5Eu1bvZ8GUn+k5tgt9XuhR0s2RSiHPMh58seMDQk5eodOQ9iXdHEkqNpfPhDFj1Gwq1wvilfnPoNHI57lSTtP+epN9aw/Trk+Lkm6KJBWbtOQ0pg//kvTkdCYtfVkWQ5VyNeajYVRtVJk6rapjcDKUdHOkLOQdTSFaMm0ll45f5ofJS0u6KVIpVqtFdbqN7ITBKIfqSPePdd9v4sze86z74V8unw4r6eZIpZR/UBl6PfMw3gFeJd0USSo2hzedYPcfBzj87wl2/ravpJsjlVLOrk70fOohqjSoVNJNkf6jyBLqkJAQxowZQ5UqVXB2dqZatWpMnToVs9lcVJcscb2f7YqHrzt9X+xZ0k2RJKkUux/j44OD2lIm0JfmXRsRWLNcSTdHkqRS6n6Mj/UfqE31plUIrFWeFt0bl3RzJEnKpyIb8n3mzBlUVeWbb76hevXqnDhxgrFjx5KSksKnn35aVJctUd1Hd6b76M4l3QxaGCiVAACJpUlEQVRJkkq5+zE+1mpRnWWX55V0MyRJKuXux/jo4ePO3AOflHQzJEkqIEUIUWyz2mfMmMHcuXO5ePFinvZPTEzE09OThIQEPDw8irh1kiTdi+6WOCLjoyRJxe1uiSP5jY9w97w3SZJKp/zEkGItSpaQkICPj89Nt5tMJkymG5U9ExMTi6NZUgnYs+YgZ/YF0++lnnj4upd0cySpxMn4KGW6dDyUjYu302VEB6rUr1jSzZGkEne7+AgyRt4vEqIT+e2LtdRpXYNWjzQr6eZIElCMRcmCg4P56quveOaZZ266z/Tp0/H09HT8CwoKKq7mSYXEZlOJDou95T6JsclM7TuDJdNWsfCdX4qpZZJUesn4eP+IDovBZrPdcp8PBn/OihmrmTbk82JqlSSVXnmJjyBj5L0gITqR9NssKbpwynKWTFvJlMc+JikuuZhaJkm3lu+E+o033kBRlFv+O3PmTLZjwsLC6N69OwMHDmTs2LE3PfekSZNISEhw/Lty5Ur+39E9yGZTS7oJefZGtw8YUnEci969eaLs5GLAp5w3AEG1yxdX06RicmDDMWY99x2hp66WdFOKnYyPxc9ms1GMM5fuyE/v/cKQoGd5vct7t9wvqHYFACrWDiyOZknF6Oq5a8wa9y17/zpU0k0pdkUZH0HGyNwIIVDVu+Me8sD6owwq+xQjqjxHYkzSTffLjI++FXwwuhiLq3lSMUhJTOWb1xax6ou/7prP9Uz5nkMdFRVFTEzMLfepWrUqBoN9fbRr167RsWNHWrduzYIFC/K19qic/wK/z17HnJcX0HlIe95Y9EJJN+e2ens8QXqKiaZdGvDxP2/ddL+UxFRirsVRMSMwSveOx3xHk5aUTqOOdZmx/ua/A8WlOOOIjI/F68TOM0zq/gH+Fcvw9d7pOLs5l3STbmlSjw848M9RDM4G1iQvRlGUXPezWW2EnrpKpbqBaHXaYm6lVJQm9/6IfWsPozfqWZO8qMTXY79X4yPIGBkflcALLSeRHJ/CzK3vUbVh6V5qaemHq/jxrWUAzD30CdUbV8l1PyEEl8+EUaaCD64eLsXZRKmILf9kNd+9sRiA2fs/omazaiXaniKdQ+3n54efn1+e9g0LC6NTp040a9aMH3/8scQ/OO5G21fuRaiC7Sv33BUJ9ZQVE9j5+z76vnTrpcNcPVxuGggjQqPQ6rWUKX/r+VJS4UtNSsPJ1XhHf6t1Wlbn0KYT1G1dsxBbdneQ8bF4HdpwjPQUE5dPh3H1XDg1mlYt6Sbd0rjPR7Hq8zW0eazFTZNpAK1Oe9Ob38TYJBKjkwisKUf3FDdTmhmNVoPeUPDyM3Xb1GTf2sPUbF71vvubl/GxeF08GkpEaBQAR7ecLPUJ9WPPdyMxOpGAyv5Ua1T5pvspikKlOrmP3jGbLFw5E0bl+kFotfJhZHGyWW2YTRacXZ0KfI4aTaug0Wpw83bFv2KZQmxd0SuyKt9hYWF07NiRSpUqsXDhwmy/2GXLls3TOe73p4sAJ3edZcm0VXR6vC0PP/FgoZ13/z9HWPHpH/R8qgudHm9baOe9Uyd3nWXCg1PR6LTMO/RxtqCpqirrvt+MzqDj4Sc63PKGVMq/fxZuYebT86nZvBpfbH+3wDcwNptK3PV4ylQoHQ9ESmMckfGxcMSExzH7pR8oXzWA0R8OLbSb7rDgcL5+8QdqNq3KyPcHl5pYkxyfwhPVXyApNpmJi8bTZXiHbNv3/3OEkOOX6TWu6x3d1Eg5BR8J4ZUOUzA4Gfjm8Cd3FN+iw2LxDvAsFaMPSmMcKYz4CKXzvRUnq8XKvFcXkhSbzPNfjsbDp3AKwKalpPPluG+xWW28NO/pUtVLPKHjVI5vO0XPsV145Zvsc+5DTl5h52/76DKiAwGV8vZgR8qbtOQ0nm70GlFXY/jgz0k079qowOdKiE7E4GwoFZ9hpaLK94YNGwgODiY4OJjAwOxPkkrruPitv+xhxpi5NO/aiKm/vFIqbqLqta3Fh39NKvTzfvvGEkJOXCHk5NVSlVCHX4xEVQWq2Ur01dhsCfWOVfv4/Nn5AHiX9aRFt8a3Pd+pPedY/fU6uozo4NhfVVX5tDsXRzafQgg4d+ACacnpBf6Q1Go1pSaZLq3uxvgYevoqr3Wcipu3K1/snFYqqvP7lvNmyopXC/28v3/5NwfWHeHAuiN0H92ZclUDCv0aBZEUl0xSrL0Iz9Vz17Jti74Wy+RHPkSogpSEVEa+P/i254u+FsuCt36mepMq9BnfA5Dx8WbO7D1PeoqJ9BQTl05cvqMYJ+Pjrd2N8TE91cQrD7xN+MUIpq97izqtapR0k9Dpdbzw5ZhCP+++tYfZuHgbAM27Nabrkx0L/RoFlRkXr5wJy7Htrd7TiQiJ4sD6I3y+7f3bnstitrDg7eXYLFZGfzgUg5MBVVUd8/2lGyJCo7l+KRKA49tO3VFC7Vnm7nz4VWSfmiNHjkQIkeu/0mr7qr2Y0y3s+uMA6Sm3rjJ4t+sy7AG0Og1dhj1Q0k3JptPgtjzz6QhenP0UTbs0yLbNp5wXigIarQbvAK88ne+r57/n32U7mTFqDgBfvvA9PYxD+eWzPwu76Xdkw0/bmNz7I07uOltibRg+uS+dh7TjlW9K1xPne9HdGB8PbThGfFQiV8+Fc+5g3teCvRu1ebQ5Tq5G6rathV+Qb0k3x6FclQDeWj6BJ94ZxKD/PZZtm7OrERcP+xzyMoF5a/Ovn/7BPws2M/ulH7geEsmGRVvp6TSUqX0/KVW/i2f2nWdyrw9Z9+PmEmvDQ8Me4NHnujF44mM0fajB7Q+QCuxujI9Xz14j+PAlUhJS2fvXwZJuTpGq17YmfkG++JTzpkGHOiXdnGzeXz2RwRP78NoPz+XY5pcRF/2C8jaUeM+aQ6yYsZqVs/5i2697uHA0hP5lRjOy5ngSY29eNK24xUXE88HgmXz7+k8lVoCuUt1AnvpoON1HdaLPi7ee8nmvKrIh34WhuIfrnDt0ke/eWEaL7o0YOKFXkV+vpAkh7rqnbFfPXUOj1VC+Wt6GfX33xhKWz/iDh4Y9wBuLXqCv72iS41Oo0awqc/ZNL+LW5t0jbiMwp5lp2KEOn21+p6Sbc0+5V4f9Fff7SohO5PNnvsHd243xs5/CYNQX+TVL0t0YH+Mi4okOi6V6kyp5avvO3/fx3oBPKVetLPOPfsq0IbPYtXo/ikZhTcqSUvMzfqPb+xzccAytXsvf6cvuup9LaXavxkco3vemqirzJiwkLDicl+Y+jX8ek7a7VWbqcDf9LaanmrhwJISazauiN9w+toVfjGBcs9exWVW+3jedfWsPM/9/iwCYsWkqjTvVL+om58mSD1ayYMrPAHy150Nqtyz50RH3ilIx5PtuVLNpVT5ZP7mkm1FsbhcIvxr/I1tW7OKFL0bRaXDpGBae30I8T300jMcnPoablysA478ew/qFW3j89cduc2TxeqBfK/5dtoP2/VqVdFMkKVeeZTx4Z+X/SroZxeZ28XH9wi3MfWUB3UZ14tnPniymVt2ad4BXnkfvALTr05JVsQtwcjGi1WkZ9lZ/zOkWWvdqVmqSabC38/Cm47Tr0/KuuoGX7h8ajYbnZo0q6WYUm9v9HZ4/dJG3H/2I8tXL8dE/b5WKeOLkYqRe21p53r9c1QBWhH+LEAKjsxEvPw/O7juPl78nDR4oPT3zTbo04OdPfse3nLdjSTGp+MkeailXqqrS02UEqipo+lB9Pvr7zWK79vZVe0lPTueh4Q+UyFw+VVU5sy+YirUrOBLx4mCz2tDqtCTFJaMz6EpFQYZ7wb0aR+7V93W3ePmBtzi58ywGJz1/pS4ttuue2Xee03vO03VkxxKbmhFy8gou7k74Vyy+wj6Z8TE91YQ5zVwq5vDfC+7lOHIvv7fS7ofJS1k2/TcA5h78hOpNcl8Cq7BFXolm2y+7adenZYnVvoi6GkNyXDJVGhRfVXWbzYZGo0FVVeIjE/Et511s176X5SeGyMojUq40Gg1jPhxC9SaVefx/j950v5hrcUzs8SEfj5yNxWy94+ue2HGG9wbO5JNRc9i6Yvcdn68gfnzrZ15q9zbjmr9RrPNRtDotJ3acYVCFZxhW5XliwuOK7dqSJOXPsMn9qdG0Ck99NPym+1gtVmaMns3/urxL5OWoO75mWko6Ex6cypyXf+SHN4svic9q718HGdtgAiNrvkj4pYhiu65WpyUxJokRVZ5jYNmnOLjhaLFdW5Kk/Ok+ujP129em++jOVGlY8ab7/TrzT15oNYkjm08UynXfHzSTb15bxNuPflQo58uv6LAYRtZ6kacbvca2X4vvHlar1aIoCq93eY/BFZ5myQcri+3akp1MqKWbGjihF3P2fkiTzjefJ7Jp6Q4ObzrBpqU7ObX73B1f09XTBY3GPpSopHogoq7GAPb5iKqteAs8BB8JwWaxkRyXwrUL14v0Wn9+s4HBlZ5j1Zd/F+l1JOle1KJ7E+Yc+IS+tyjAcu7ABdYv2MKRf0+wYdG2O76mVqfFNaPwWMnFx1gALGYriTHJxXrtyMvRxEclotpUzh0o2sJ4J3acYViV5/lw2JeluhiWJJVG5auV5fNt7/Pqd+Nuuh60qqp8+/pPnN0fzM8f/VYo1/Xys/ciepRQpejk+FTMaWYAojNiZXERQnBm73kATu46U6TXir0ex7hmr/N8yzeIj0oo0mvdLeQcaumOtOrZhN9n/4N3gCc1mt75kJ4qDSoy5+DHrF+4hfCLESVSGOjZz56kUt1AGnWsh05fvH8i3UZ1JPJKNF5+HtRvV7tIr7Xyi7XERSTw66y/6PdijyK9liTdj6o0rETtVjWIuhJNm0eb3/H5DEY93xz9lD/nrkfRKKQlp+Hs5lwILc277qM7YbVY8fb3pFbzasV67WqNKzNu5kgiQqN49LmuRXqt9Yu2Enk5msjL0Yz9eJijQrAkSYVDo9HQc2wXNv+8s9CW3pr88yv8/f0mIkIiuXbhep4L2BaWyvWCmLryNSIvR9N7XNHGqP9SFIUpv7zKrtX76T+hd5Fe68A/Rwk+fAmAw5tO0GlwuyK93t1AzqEuIfFRiSz+YCWV6wXR6+kugP3p0gdDZnHgn6O89v04HiglBapMaWZ2rt5PrRbVqFAMwWn9oq18OmYuAB//M5kmneUSJUVhw0/b+HnGH/R/qSc9x3Qu6eYUmXs1jtyr7wvs82WXfrgKc7qFEVMGYHAyALDy8zX8+PYy+r7YkzEfDivhVtoJIdj71yHcfdzyVfCmoK5duM6TNcYD8MTUQYyYOrDIr3k/OnvgAp+NmUu99rV58esx92wxtHs5jtzL723DT1s5ufMsQyf3c1QUP7rlJFP7fUL1xlX4eP3baHW59wwXt7P7g4kOi6XNo82LpS7OgIAxJEQl0qhjPT79950iv979KCE6kfcGfoZWq+HtX17F3dutpJtUJGSV77vArzP/4o+5GwBo+lADylcLID3FxPaVewHYsmJXtoT68pkwvnl9MfXa1GLopD7F2tb5E5ewZv5G3L1d+fnynBy9tokxSUSFxVK1QcVCuekoXzUAjUZBq9fJXoFCcj00Cp8AT0diAvDwiA48PKJDCbZKknK3f90RFr37KwBBtSrQ9ckHAfhnwWZMqWb+/m5TtoQ6NSmNL5/7Fq1Oy/jZT+HkYiy2tm7+eSfTh30BwPyjn+YoRGM2Wbh4NIRqjSvnaamW23H3ccPdx42k2GQCa+Vv1QMpd3ER8egMumw3hbWaV2P+0U9LsFWSlLvE2CRmjPwaIUC1qUz49lkAdqzaS0p8Kke3nCQiNMrROyuEYNE7Kzh/6CLPzRpVrL224RcjeLHNm6iq4KW5T9PrmYezbRdCcOFICGWr+BdaEdigWuVJiEqkYt3AQjnf/S41KY3UxFTKVLhxP+5ZxoPPNr9bgq0qfeQc6hJSu1V1FI2Cf5Av3mU9AXB2c2L0tCHUb1+bgf8ZrrHyi7XsX3eUBVNXFFqxqrSUdNYt2ELoqau33E/JmNOMouRImNNT0nmq8es81/JN/pi3oVDaVb99bRad/4qfgr/K9zJZUk6/ff0PT9aewLhWb2Gz2vJ1bFjwdT4ZM4+NS3fk2Hb57DW+eP579v9zpMBtE0Lwz4ItrF+0Vc5TlBwq1Q3E2c0Jg5Oeao1vJKijPhhC3TY1eebT7MtU7fxtH5uWbGf9wi3sXXOwUNoghGDbr7s5tOn4LffLjImKkvk/2U197GPGt36Tj4Z/WSjtcvd2Y+H5r1hw7ks5zK4QnNp9jiEVxzG00nOEX8xfkbW05HS+fvEHFkxdge0/9TZSElKZ9+oifv/67zuKbQc3HOOXmX+Slpxe4HNI9xZXDxcq1rEni3Xb1HS8/ujz3WjUqR4DX3s0W4Xr6yGRLH7/V/b+dYjfvlhbaO04sfMM/y7djs12i/uKLHExt/6W5R//zrhmrzO24atYzJZCadfHG6Yw/+invPDl6EI53/0sOT6FJ6u/wJCgZ9nx2958HSuEYPknq5n1zDckRCfmuu3biYtJTzUVuH2Xz4SxZNpKrodEFvgchUX2UJeQ9n1asOLqXJzdnbOtzzf49ccYnMsayW16NWPj4h3UalENL3/PfF8vt7nI305cwpr5m3Bxd+KX8PnoDbn/Ojz90VAatK9NzaZVcwwhSk81kxSTBFCov9D+FcsU2rlKo5hrsXww5AvcvF2ZvPSlIu1Ru3A0BLAnx6Y0My7ueZ9zuej9VWxZsZt/f95F+8ea45RlKa+5ry7i0MbjbFq2gz9ifyxQ23avOcjMZ78FwNPPg1Y9mhToPNK9pVzVAJaHfYNqU3H1vLE0VJvezWnTO+dc5PoP1MY7wAuNVqFOlhvMvMotPm5etoPpGUnwnAMfU6Np1VyP7fh4W1w9XXD3caNK/ZzVbMMz4mJ+k7Vbcfd2u2eH2IF9yP/HT35N2PlwJi1+sUgfrIaeuorNqmKzmrh2MSJfS+1s+Gkrq2f/A0DDDnVo+tCN6Um/z17Hyll/AdDggTpUa1Q5322Li4jnzZ4foqqCxOgkxnw4NN/nkO49Wp2WeYdnkBSXgneW+8GgWhX4dNM7Ofb3C/SlTuuaXDgaQuvezfJ9vcwHQlljZPjFCCY8OAWhChJjkukzPvc6LOWqBPD13ulEh8XSulfOa18Psa9+EBcRj8VkLZRRPAajvliXrCoJK2as5p+FWxjz4VDaPtqiyK4TFxFPfJQ9Gb5wOIT2ffM+FfXS8ct898ZiAHzKefPEO4Mc245vP+3Y5l+xDI89371A7Xv70Y+4FnydvX8d4std0wp0jsIie6hLkGcZjzwvdt/6kaasSVzAzH+noNXm78c2+5WF9HQdwa+f/5XtdYOzffiv3qjP9cmhYz8nAw8OaE25qv45tnn5efDe7/9j5LuDGP5mPwC+mbiY51tP5uyBC/lqZ2mXnmpi09IdhAXfefXtbSv3cnLXWfb+dYhj204VQutubsRb/fDwdUOogu2r9uXr2EYd7IXRajWr6vh9yVSvdQ37tnwWJtqweDs/vPUzKQmpePt7omgUNBoFnwCvfJ1Hurc5uzllS6ZvpVyVAJZfm8+yK9845hPm1b9Lt9PTeSjv9J+RrScx8/dd0SjobvKwEew3mS17NKFOqxq5bn9n5f8Y/vYA3lz2CgAbF2/j6UavsmHR1ny1s7QTQrD7zwOc2Hnn1WUvHgtl87Id9irpC7fceeNu4aHhD1Czuf1hyaYl2/N1bK0W1TE46fHwdadinQrZttVsVhWNRsHLzwO/fPxOnthxhjmvLODymTCMLkZcMv4GfCv45Ktt0r1Np9dlS6Zvt++Xu6axJnkxzR5ulK/rXDoeygD/0Yyq/RKJsUmO17V6LZqMe9H/3hv8V42mVWnTu3muUwJHTxvCyPcGM/3vybi4O3Pu4AWeazGRuRMW3HOj1s7sO8+O3/YWynKsC6Ys5/Kpq6yYsboQWnZzQbUq0HOsvc7T5uU78jWKIKBSGfyCfNHqNNRrl72+SPlqAbh6uaDVa6nWuHKezxkRGsW8CQscIyPLZMRFv8BSEB9FKZaQkCAAkZCQUNJNuav1839KPKwfIsa1mJTtdVO6WSyZtkoc23660K4VGxEvHtYPEQ/rh4jpT3wtbDZboZ27MP2zYLP4fvJSkZyQkudjvnjuW/Gw7nHRz2+MsFqsd3T9axcjxOj6E8RL7d9ytOHSiSsiLrLwf9cTY5NFN+fhoqvTcPHp0/PzfXxSXPJNf45RV2OE1Zr3n/HV4HDR1ThUdDUOFQumrhBCCHH5bJi4ej483+3Kq3s1jtyr76u4vdN/huiiDBAPawaI9NT0bNvWfr9RbFi0pVCvN7zKc6KLMkAMqfiMsJgthXruwnJ060kx+6UfxJWzYXk+ZuPibaKLMkB0UQaIi8dC7uj6ZpNZvNHtfTGi2nMi+MglIYQQEZejRFhw0cSJ0XVfEV00g8Twqs/n+9jU5DRhSjfnui0+KkGkpaTnuu1m+vuPEV00g8TLHaYIIYSIvR4nzuw7L1RVzXfb8uJejiP38nsrLr/O/NPxd31w47Fs2w5uPCaWTl8pLHd4P5TVjFGzHdcLv3i90M5bmMIvRYg5L/8oDqw/kudjwoLDRVftQNFFGSD+nLf+jtvw/ZtLxMByT4lNS7YJIez3aecPXyySOPHFuPmOn0ns9bh8HWsxW0RKYmqu21KTUkVCTGK+zvfuAPvndQ/jYGExW0RaSro4vv2UMJtyj8F3Kj8xRA75vg88P2skf/+4mcf/92i21/9ZsIUF7/yCwdnAT+e/yPPTzlvx8vPgwYGt2f/PUTYv30VY8HVmbXs3373qRenK2Wt8+tQ8wN47P+LtAXk6TsmoTumYU34HylXx5/vjnzm+3vDTNmaMmYerlwuLzs4q1OGc7t6uvPbdMxzfcZahE3NOJ8hkNlnQG3Q5niLfrFDIn/M3cnz7aZ6cOpAK1fNW5MSrjAeefh4kRCVSpYF9eGyQnCcvlaDBb/QlNTGVVo80w+h8Y+pF8JFLfD52HkKAp78nLbo1LpTrPfZCd3567xfiIxIYHPgMcw58nO9e9aI2te8nJMelcPF4aK5DSHOTGRcV5UasLCi9Qc/0dW85vg49dYVnmvwP1aYyc8u71G9f547O/1+vfvcsa+ZvpPuojjfdx2qxotFqclQpds4yDSarw/+e4I85/9Bz7EP5+t2p2qgyhzcdp3qTygB4B3jhLUfvSCXkoeEPcGLnGTz9PGjY4cbfnTndzAePzyQpNhlTqpmR7w0utOvt/fsQphQTI2u/xPt/vFFosbewzH1lAbtW72fNN+v5I+mnm66znZWiUTImkQs0hXAPOXraUEZPs08BsZgtjG0wgeiwWMZ+PJxB/7v5fV5BDJ3cD9WmUrtVjZvGIpvNhlBFjqLFOr0u1+Vnwy9F8ONby6jdsgb9Xnokz22p1qgK21fuJahOBbQ6LTq9rtA/DwpKJtT3gc5D2tF5yI3iNesXbePC0RDHfFiryYLFZC2UaymKwuQlLzJjzDw2/LSNs/svkJqYWqrm+3n5e+Dh605iTFKucx5v5pkZw2nYoQ41m1cj8nI0637cQrs+LajZLPe5lfkRfsk+zzIlPpWUhLRC/351GdqeLkPb33T777P/Yd7/FtO+b0veWjL+tudLikvh6xft86YNRj2vffdsntrh6unCglMzSY5PxT9IVnCXSl6t5tX4eP0Ux9cndpxm4+Lt1G5ZncwRh6mJaYV2vQETeuPq6cLMsfNIiErk4tHQUpdQV21YiWNbT1GjSZU8H9NpcDvcvV1x93EjoFIZlnywkop1KvBA/9Z33J6Y8HhsFnvho4jQaOrfPJQVSN02NbMVd/qvEzvOMLH7NMpU8GHO/um4etx+KsKXz3/H1XPhnDt4kSWXZue5LdPXTiL8UmSeH1JKUlHy8vNk6q+vOb6OvBzF8k9WU7dtLUcxqZSE1EK7XpPODZi55V1G13kZgKObT5S6hLpao8rsWr2fSnUD87wMWLkqAcze9xHRYbG07NmEv+ZvID3FRJ/xPe54eTNzuoW4iHigcGt1ZCpTwZeXv3nmptvjoxJ4rtlEkuNTmLn1Parn4XNjxSer2bxsJ5uX7eTBQW3xLeedp7YMndyPTkPaUSbQt9QtZSgT6lxcPnONL19eQK1mVXnqg8ez/dBSElKZ9OgMkhNSmPbba5SrknNecVFJjE3G6GzAeJv5KrcSdTXG0Ttbp1V1AAIq++Vp/oEQglnjvuPsgQu89u2zjifouRk6qQ8Wk4WGHeoUSTK9ZcVufv96HQNeeYT2fVvm61h3bzcWnvuClITUfN3IGpwMPDiwDQCvPfw+x7aeZt2CLSy/Mjdf18/NwFd7YXAyULF2ecpW9rvj893O/vXHmPPKQh7o14q2jzZjyy97EAL2rDmUbb/khFRiw+OoWDv7/EAXD2dqt6zGuQMXsxXiCb8YSVJ8Mgc3HMfZzchjz3XLEfRc3J3zVRhNKl1Sk9KYMXouQlX53w/PZZvnLITg0zFz2b/uCK9+N45WPYuvyFx6qgmr2XrHS69MG/oF0VdjOLzpOCj2USx12+Q+P/q//pz7D6u+XMvwtwbw0LAHbrpfx8HtOH/wIkYXI8275W9OY14EH7nEnJd/pEnnBoyYkv91qj9e/zbXQ6LyldQpikKL7vaf96J3VvDTe7/Y/zv463wV+spNk871mfDts5hSzXQc3PaOzpUX4RcjeG/Q5/iU9eKpj4axftFWzGlmrgVfJ+z8dcdDVJvVRsjJK1SuF5TjprhN7+b88tmftO7V1PFaYkwSl0+HEXYhgmvB4Qz636M5knOtTktgjXJF/h6loiGE4Ps3l3Jq91nGf/1Ujof2f879hwVTltPv5UcYNrl/sbXLZrWRGJN0x6MdfnhrGZsWb+fPuf9gdDFiARp1rJenY49vP80X4+bTokcTnpnxxE33C6xZnjHThxF66gp9Xux5R+3NTWJsEp+OnouTq4EJ347Ld1HYEVMH8tDwB/ALKpOvpK56kypUb1KFQxuPMevZ+YC9GGuX4Xe2fKmrhwsfrp3Mqd3nePT5bnd0rrwwmyy8P+gzoq7E8PK8pzm29RRRV2MAOLbtlCOhFkJw+fRV/ILK5Ljna9qlIWu/20SVBhXxLOMO2HvaT+85j8VsYf/fR+j1zMM5ClIqilKsy77lh0yoc/HHNxs5vuMsx3ecpffYh7IlOKf2BXP24EUA9q07ymPjHr7ZaQrVwY3HebPXRzi7OTF8cj/6vtijQMOoPXzd8Q/yJfJKDKpq736JvhqLzWrLdVhGVtdDovj7h80ArP3hX1786uZLElSoXpY3F9++p7Ogvn1jCVFXY/nuzWX5TqjBHoDy0stwM4E1ynFs6+lC60VwdnVi8OuP3n5H7B+M5w+HUKV+UK4PV1Z89id//7CZMdOG0L5P7tUf/5i7nmsXI1n+6Z8s//RPNFqFJp3r0XX4jSQgITqJIVVewGZV6f9SD57+6EaFWa1Ww+db3sGcbnF8GIUFX2dsk9cdPUkAFWsH0vSh+nl6X9LdYe9fh9ixyr58Rrs+B7KtZZ6WnM76hfZiW+sXbim2hDomPI6xDV8jJSGVHmM6M+bDIQV+kFe7ZXV2XI3Bu6wn1y5cx5JuIepqLH6Bt3/4tujdX4iPTGDJtF9vmVA7uzrx4pyxBWpfXqz8fA3Ht53m+LbTPPZ8dzx83fN1vE6vu6OkrnxGXHTzdsXN+87XllUUhR5jHsrz/peOX8a7rBdefh45tu37+zBzXllIp8FteTJL1dmstv66h+DDlwA4uOEoNqtKvba1aNSxbrYHySOqjyfqSgzVGldm3sGPs53j6U+GM2LqAMeQcJtN5dlmE4m6EuPYR6vT8sTU/D/wkEqv6LBYln/8OwCrv/o7R8/e6jnrSIxJ4rcv1xZbQi2E4KV2kzm7/wItujdh3OdPElSrwu0PzEWt5tXZtHg7ZasGEH7B3hua+f+388ecdYSeukroqasMf6s/rp65xwZFURg8sU+B2pcX23/dw+4/9gPw4MC2tOuTv3tIRVGoUL3g8bFMoC86gw6b1VZoHShNuzSkaZeGedo3IjQKm9WWa2IafjGC9x+fSZkKPry1fEKuhZPPHbjAnj/ty1NO6jGN5LgUqjaqRLVGlXn4iQcd+00bPIutv+zC6GJkVcyP2c71QP/WrE5YhMFJ7+jlnzFyNpt/3olWp8FmVQk+fIlP/30nP9+GElV6JraWIu37tMDNy4Umnerm6Llt0K4WbXo1pUH7WrTvm3uyYjFbmTJgJk83n8TlM2GF0qZzBy4gVEFacjrfTlrK1l92F+g8RmcD35/4jGWhs3l72Uv0f7kn7/72miOZ/nfZTn77eh1WS84h4AGVyvBA/1YEVCpDl2G5j7lLS0nn9N7z+V7vOL96jO6MwVlP91GdivQ6NzP+q9HM2fshH/09qdiv/dnT83npgSlMfvTjXLcv/mAV1y5E8MvMNTc9R6+nuxBQsYwj2VVtgrEfDsk2NeDi8VBsVns1yhM7z+Y4h0ajyfZkNykuxZFMKxoFg7OBgMqlayirdOcadKhD+eplKVfVn8adsvdMuLg7M+SNPlRrXIm+L+a+jArAwqkrGF71Bbavyt+6ljdzLfg6SbHJqDaVv+Zv5Me3fi7wud5eMYHFl+bw0T9vM2LKQF6c/ZSjgveJHadZ8sFK4qMScj124Ku98SnrRf+Xe+W6XVVVzuw7T0pi4Q2RzM2DA9vi7O5M697NcPcp/uk2XYZ34PtTs1h47qtin+7z9/f/8nTj/zGqzsu5DkX97cu/CTsfzpIPVuZYOzpTh/6tqFI/iLptajpiYMfBbRn1/uBsQzwzk+Or58JzPU/W+dWZPYQAeqP987ZS3cACvEOpNPMp50Xzbo1x9XKhQ8aItqxGvD2QyvWDbjnneMdvexle5TkWTCl4HMvKYrY6HhDtX3eYd/rNKPC5+r7Yk6WX5/HdiZm88s0zDHurP73GdQXs82J/evcXLh0PzfXYbqM64xfoS48xnW+aTIeeuuLo7SwqTbs0xC/Il8Ca5ajbttbtDyhkFWtX4KcLX7Mo+Otin/976XgoT9Z4gZG1XuTU7pz3df8u28H5gxfZ/ccBzu4LzvUcNZtVpUX3xlSqF4iaEUODapbn9QUvZIv3J3aeBsCUasKUy1rTTi7GbPE05locAJqMOelVGuZ9SmapUCRl0QpJaa/QuOfvw+LdIV+Ko9tOi9jr8WLF53+JSyeuiNP7g0VXlxGiq8sIsfD9lXk+347f94ufPlgpkhNyVsRLiksW05/8WnRzHia6Og0VR7eeKsy3IoQQ4tSec44K3Wu//7dA53ih7VviYf0Q8dkz80VaSrqY2H2aGNvkdREWXDqrNd6NXun0juhqHCqGVXsh1+0/vf+rGFr1BfHvzztvey6r1SbWLdwq9v59OMc2m80mpg6cKUY1eE1cPH7Z8XpKYqqIuByd6/m2rdwj1szfKCIuR2WrWJ6alCb+1/V98XST18W1CxG3bVdhKu1xpKBK+/sKPX1VvP/45+Kv+RuF2WQRf8z5R+zL+D3rZhgsumgGiQkdp+b5fOcOXhDfTVoirpy7lmObzWYTiz/4VfRyHyG6aAaJpdNXFdK7uMGUbhY9nYeILsoA8fGTXxXoHPNf/0l0UQaIJ2uOF6qqirkTFohhlceJPX8dLOTW3r9+eGuZ6KIZJB7WDhKRV3LGqZ2/7xNDKo4T3/xvUZ7Ot2/dYbH2u025ruyw8J0VYliV58T6hTcqwVvMFnHl3LVcq+2e2nNOLJ+xWly7eF1cD4nMtu2rF38QQyuNE3vXHspTuwpLaY8jd6I0v7fkhBQxc+xc8c1rC4XVYhXbVu4Rf3+/SVitVvFqp6miizJAdNMPyvP5YsJjxQ+Tl+aoxJ1p26+7xdDKz4ouygDxRrf3C+ttZPPyA2+JLsoAMbTSswU6fufqfaKLMkD0dB4irodEik1LtomhFZ8VSz8s/Hh+v9q37rCjYveW5TnvEa+cDROj674kXn/4vRyrXuTm4vFQsXLWGpEQnbNa9+41B8TwquPE1y9+73hNVVURFhye68oIEZejxLLpq0TwkUsi9PTVbDF0/cIt4vHAp4v9d0FW+S5iibHJHNp0grkTlxAfmUjYhesEVPRl79oj/DLrL5ac+4I2vZoSfimSjgPzVpAl6mos7w3+ArAXGBj9/uPZtrt5ufLGgucZOXUgFou1SCoje5bxQGfQYTVbC7ymW2TGE/uIkEjO7Avm0KYTAOz4bR+DXutdaG0tLawWK2nJ6cXaC/O/78axccl22t1kOPfwt/oz/K28DSXTajV0eyL3+TsajYZ3VryS7bWUhFRG1X+VhKhEJi95kQ79W2Xb/kC/7F9nOr03mKNb7U8rd/6xnwEv572qo3R3sVqs7P7zIP8s2MLevw6x7dfdxEcl8OPbywFYcPYLhr7Zjw0/bctXdc+p/T4l6koMR7ee4sudH2TbptFoGDa5P73HdSP8wnVq5nNt9LzQ6jT4lPPm+qVI/CsWbORFxOUoAGKuxWJKM7Pyc/sokj/n/kOrnk1vdehdSQhBfFRioawgkVeDJ/bB2c2JyvWC8AvMWfiw7WMtaPtY7rEzN7cqiPTE1IE5hmxP6jmdI/+eoO+LPXju85HZttVpVSPX9cpNaWZWf70OgLXfbqJlj+KrPSAVv6NbTrJnzQHWfrcJgDJBZZj7sr3Ip0aroe+LPYkIjeLhEQ/e6jTZfDtxMRt/2sYvn/7B7/ELMThlnw72QP/WtOrVjPMHL1Kjad6LDeZHQGU/Tuw4Q0Clgg1jzhzxYU63kBSbzMrP1xB5JZplH61iyKS+hdnUUiMxJsm+HnMeKoUXhuZdGzHh22exmKy075/zfi2wZnm+Pzkrz+erUr/iTYv7tn6kGa0faZbttaXTVrFgys9Ua1yZuQc/yTYH3T+oDIPfyP3nvHLWGmLCYlk+4/dS+7sgE+oCeHfIl5zYedYxP6t1j8bERyUC4Onrjkar4bFnHyawZjn8KtxITH+YuoLtv+3nuU9HUKa8N99MXEKjB+sy5PVHcfV0xrOMOwnRSVS4xdy1skVYBK18tQAWnP6c9JT0HEWo8urDP15n91+H6DqiA55+HrTo1ojYiHge+M8f7pl9wfz942a6PdmRuq1rkJaczoyn5mExWfjf9+PwKIFhivllTjfzdJOJhF+KZPLi8XQYcPuHJ399t4kfp6ygz3PdGP5WvwJdt1xVf0a8XTxzr2w2FUXBMSwnPjqRhIzf9UsnruRIqG+mbpsatOzRmPjIRDrcJOmW7g2LP1jFkg9W2pdg0yjUa1sL34w4aHA24ORqpHWvZjzQr5Vj6TSArSt28/3kZTzy9EM8MrYLnz87H6OzkZfmPIXR2UBgzfJEXYkh6BaxycPHDQ+f6kXyvrRaLfMOfcLV89cLfEP6/KxRVKlXkSZdGuDkYuTx1x9j+8q9PPZ892z7RV+LZem0VdRtU9NRsOaHyUs5uuUk479+Kk9VVEuDj0Z8yb9Ld9DvpUcY95/kMjen9pzj/UEzqda4Mu+u+l+Bqt86uzkV6fzLrIQQqDY1WzsvHrUPdw0+HJLn8xidDTz+v0fZ9ccBHn2ua2E3UypFDm44yhvd7A8EDc4GXD1cqN6ksmPeqKefBxXrVOC1H56jYYe6juMuHQ/lw2FfULleEBN/Gs+Pk5dx6cQVxn81hnJVAwisYe9k8atYBq0+978bg1FPvSIc4vza98/x2PM9qFrAobo9xz6EzWrDt5w31ZtUYcCrj/LjW0t55OnsfxMWs4Ul769Eq9cy9M1+aHVaNv+8k18/+4P+E3rTeUghLwNQRP6ct54vn/uWGk2r8PW+j25bMTw+KoE3un2A1Wzlo3/eokyF/K+Ukt96FHfKarFmq8904ah96sHl02F5qt2U6fHX+7Bwys/0Hlf0RdcKrMj7y+9AaRqu893by8XLnd8TwUdDxMud3xNdXZ8Q4zu8I9KS7UMizCaLOLzlpEiKSxY/TVslurqMEP0rPCvSU01CCPswsMxh4JP7fipmPDVPdHUaLro6DRfxUfahEomxySL0TFiJvcfiNKbBq6KrcagYWfcVIYQQ21btFV2NQ0VX41Dx9w+bi+SaO37fLyb2nJ7r8OaCiLgc7RgiP2fCwlz3SU81ian9PxUvtn9bRIRGiaebThQP64eIfgFjC6UNBZEQkyRSk9Juu1/o6auiX8BYMbjycyI6LNbx+vqftonvJy8TyfEpRdnMQlOa4khhKk3va9PSHeK5Fm+IzT/vFN9Ptg+57ek6XMSExzqGbZ3ac06EX4oQBzcecwzJPXfwguMcz7ecJLpoBoneHk+Iv77dKLpoBokumkFix2/7hBD2GBt85JKwWm0l8h6L06xnv3EMy4uLjBexEfGOrz8Z9XWRXPPi8VAxqccHYsWM1YV2zscDnxZdlAHi6cav3nSfH95aKsbUe1kc2nRMfP3i9473mdvQ/uKQlpIu4qNu/zeVnmoSTzV8VfR0GSYObTrueP349tNi9ss/itDTV4uymYWmNMWRwlZa3tv5QxfFi23fFN+/uUTs+/uQ43f84IajjqkEV86GifOHLor4qATxiOtQ0UUZIH7/+m/HOb55baHjuJ1/7HP899wJC4QQ9qG0F4+HitSknFMG7zUbF2+78b343f75MLzKc3c03Px2kuKSxbShs8RnY+fmOly5IKYP/0J0UQaIh7UDb/pz2/rLLjGqzoti5aw1Yusvuxzv++/vNxVKG/LLarWKqLCYPO07Y/Rs8bBmgFj+ye+O166HRIq5r/wo9q07XEQtLFz5iSGyKFkexEbEs2LmX5zaG8zqeRuZ+vNLvPbNWN5d8TJOrvaiTHqDjsYP1sXNy5XkeHshlPRUk6M4l06vo9/47vgH+dJrbGdcPOwl5DVaDWCvtu3u7UrFWoU/lPt2rBYrR7eeJDk+pdiuWSdjzc+6re3D3xq0q0XF2hUoW8WfJp3ztgRDfs15dRGH/z3JN68vyfMxVouVRe/9yuJpq3IUWvMP8uXF2WPoNLgt5asFkJqUc63aU3vOs+uPg5zeG8yWX3Yz7M2+VK4XyMh3b17ZNS05nQVTV7D2+3/z/uZyEXMtjv3/HMlWYO7krrMMrvQcw6qNJzos9pbHn9hxluT4FGLD4zl/5JLj9YeHP8DoDwZnWy5Jur99/+ZSzh28yPeTlzFiygAmLX6Rr/dMw6est2NIV51WNShb2d9RKEoISE1Kd5yj30s98Qv05fGJj1Em61DdjBFheoOOao0qF2h1gzt1Zt95IkKjiu16tVra42KFGuVw9XTBy8+Dtn1a4O7jRsfH293m6IJZ/snv7F93hPmv/0RibFKej/tnwWZmv/QDcZE5C7VNXPgCnYa0p13fVrl+/8wmC0unrSL01FV++2ItPcd2oWbzavQc24Xy1XJfaksIwerZ61j0zgpMaTkL3eRVWko6e9YcJCku2fFaYmwyI6qNZ1C5p9m/7sgtj78eEknIiSuY0y0c3HDM8Xr99rV57vORBR7lJd17Vn35F6d2n2PZ9N+o3rQqH659k483TKFpl4aO0Q2BNctTvUkVLCYLlnQLQLZ7soeGd6BCzXK069uS+u3rOHqh01LsMVRRFKrUr4izW/EvSXn1fDjBWe4Rilrl+kHojXqcXI1UrGP/O3vkmYdxdnei97NFM8Jj64pdbF62g7+/28TB9UfzfNyJHaeZ9cw3jqJwWT357uN0G9mRfi/15PLp3AsYL5v+G1fOXGPh1OU069qIlj2b0KRLg1tOW9n392HmTVhA5OWCf2apqsqhjcdyrGs98eH3GRL4DD+9+8ttz7Fj1V6EgO0r9zheC6jkx7MzR5a6tcULRdHn9wVXkk8X960/KlbM+kukJacLm80mpgz6XPQPGicOZHkSfTNpyenij/kbxZkDF266z6ReHzt6qMMulGzBrpnPfCMe1j0unmp4816E/EiISbrtEzxVVUXE5ehcC7dk9fnz34tHvEeJvwpYJC2rb99cJrq7jBA/fZD3QnH//rzT0Qu9fdXeXPcZWuUF8bB+iPhg6Bc5tqUmpYkJnd8Vo+u/Kq6eD8/TNZfP+MNxzeAjIbnuY7VYb/m9s1qsYlDQs6KrcaiY9/pPjtdXz/3HMRLgdoXtkhNSxIyn5oqvXvxRmE2WPLW9IGw2m/hj3nrx5/wNwmYr/N7H0tJLUdhK8n1dOnFZLP7gVxF+yV5gbun0VaK35xPi5yxPom9GVVXx77Idjp7n3Kz84i9HD/Wvs/4qtHYXxPpFW+yFclyGiuhrsbc/4DZSk9NEcsLtR3fEhMfeNo7+/f0m0cNpiJgxevYdt2vrL7tEd+Ng8b8u7+b57zDySvSNnrJXfsx1n8xemEHlx+Yas758/lvxeIWxYtcf+/N0zRM7zziumbUHLyur1Xbbz5ap/WaILppBYlzziY7Xgo9ccvzeLZ52688JVVXFwndWiHcHfZZr8bPCtGfNQbH4g1+LZFTQvRofhSi59xYflSCWfrhKHN9xWghhLwTV13ekmNL349v+XgohxLFtp8Rf8zfc9O8/PCTC8TcwsYgKjOVV6Omropt+kOiiDCiUgnpWi1XERcbfdr+kuOTbxtGzB4JFX9+R4pkmr91xz/3lM1dFP79RYkjFZ0RMeN4/BwYH2UfpPNv0f7luX/PNetFFGSC6ageKsOCc94jrfvxXDCz3lFj07oo8Xc+UbhbdjYNFF2WAeP/xmbnuo6qqsFpzFlnMauXna0QXZYB4xHVotoJjmaMnJnZ977Zt2fzzDjG514fi2LbCL6Kc1cVjIeLHt5YVyagmWZTsDkVfi+Xtfp8hBKTEpzJy6gDeXf5ytn2iwmJxdjXi5pWz9L+Tq5HeY289R8GzjH2OsEaj4BNQfAVbchMXEQ9AfC49DPm1+8+DvDNwJmXK+/Dt0U9yLOYON+ZU+Afdfv7HxqU7sJisrP1xM0e2nqZp53p0fzLvhTqyemraYEa/P+i281Syqlw3EIOTHhTlpj0OmTUVFI2SY5uzmxMtujXm3MELGaMR8nDNeoEoCrh6uuJTzivH9vWLtjHzmfk0f7gh76/+X7aiDplUVWBKNQOQlqUXsOuIDkReicHDx4367W89l8rVw4XXvn02T22+E7v/PMjXLy0AwLecN216Nbv1AVKJe6v3x0SERrH/n6PM2vYeQ97oy5AsxUSS4pIxpZopUyFncUNFUeg0+Na9rFnXV69Sr2SXFoqPsMdFc5qZtOT02+x9a9dDInmm8WtYTFa+3DUt17nQVosVrU6LT1nv257v32U7sJgsbFi0Fa1Oi7u3K6M+GFKguccdBrShfb9W+YqPHr5uBFTyIyI0ipotcp+7nhmfcglTADR7uBERoVEYsyzBdyv+Fcvg7OaEKdWU67JTwUdCeLXTO7j7uDFn3/SbrsGdmpiW7f8BqjasxHOzRhIREsVjz916rp6iKMWyhnTs9Xje7vMJQhWkJqYx9uPhRX5N6c7Mf/0n1i/YgsFJz29xC2nRrTGron90bDebLERejqZC9bK5fn43eKAODR64+XJK5jSL47+rN65cqG3Pr+T4FMfScnd6D2mz2hjX7HUuHb/MhG+fzXWur81mQ1GUXO+9/2vvX4dIik0mKTaZea8uwmK2MPbjEQUqkhhUqwK/RnwPkOvP7GbqtKrB9qt7qdM6ZzFCACUz3ipKruet1aI6dVrVyPPyhzq9lqBa5bl0/DLVGlXOsT01KY3nW75B9NUYPl7/NnXb5H4fmDni0mKyZhvlOOWX19j1+z765qGwbMfH2xXZiKqspvb9hPCLkRxYf4Sv935U5Ne7GZlQ58LZ1QkXDxdSElJzrRK6f8Mx3u73GS7uznx3+CN8ArzyfY2npg3BO8CLhh3q4JRlrcqS8Mq8p9m4ZDvNH250x+c6vfc8QhVEXY0hNjw+R0I9Z8IiVs/5h+GT++WpsNZzn47g3+W70Gi1bF25l22/7aPjgNaOofZZzRr/I1t+2c0Lnz9JlyG5/xHn52YRoEqDiiwLnX3LAP751nc4seMsrXvZq/RePhOGq6cLvuW8ibwczQ8Za+L6lvPm+Vkjb3vNFt0bM+2PiZSvUTbXwL9nzUFUm8r+9UexmCw5qnmCfXjs51umcmr3eToNbut43cnViaemDcnLWy82foG+jocNuf29SaWPX5AvEaFRuVa7jr4Wy5i6E0hLSWf62jdp9nDDfJ//4SceJC4iAVdPF5o81KAwmlxgfV7sgdHFSLmq/gTeomBkXoSeuupI4IIPX8qRUP+7dDufjJxNww51+HjDlNveuI2YMhCbxYZ3gCdrv90I2NdYbdol5/f87+83MeflH+k6shPjvxqT6/nyGx+NzkZ+OD2L5PiUmz4AeHHOU7To0YT67WqhKArRYTGkJacTVMv+gPKL5+YTGx5PRGgU3x6bedtr+gX6MnPre1hMFuq0rplj+9EtJ0lNTCM1MY2Lx0Jp3Kl+rueZtHg821ftpUX3GxW1FUWh7/ibr59eEpzdnPDwcSMhOomyVXIfBi+VLn4ZxaK8/D3R6rL/TQkhGN96EhePhvLku48z/O0B+T5/xdr2omVh58N5vJgK8N1M3dY1mfLLqyTHp/DQ8Afu6FxpyemEnLgMwMmdZ3Mk1CEnr/DKA2/j5GpkzoGP8b7NvXePMZ05sz8YJ1ejIz6WreTPE+8MyrHv2f3BTO41nfLVApixaSpG55z3mPlJpDO9tXwC0Vdj8AvKfWWIHmM64x3giW95b8pVtU8dvHruGtWbVEGj0bD0w5XsWr2fXav38/ATD+LqceupdhqNhg/Xvsn5g5do1SvnyhFXzl7j6tlrABzccOymCfXjEx+jTAUfKtapkC22t+zRpNStQlC+WlnCL0ZSvlrZkm1IofePZ9G7d28RFBQkjEajKFu2rBg+fLgIC8t70a2SHIoUez1enDt8KdfhOb98sVZ0dX1CdHUZIXbfReuHpiSmir++3ZhtTeHCFh+VIL4c/4NYPeefXLcPrvSc6GocKsY2zn34y82sW7hVdHN/UkzoOi3Xn4mqqqK7x0jR1fUJMbHXxwVqe2HY8fs+0dU4VDzqPUpEh8UKi9kixrWcJHq4Dhd7/srbcKjfZ68TD+uHiP5lx+ZaPCz48CXxVp9PxB/z1hd280tM+KXIHOuyFpbSOqTxbo6PaSnp4sTOM7lOBTi155xj2Oz3by27a4qI2Ww2sfnnHeLA+iNFdg2r1SoWvbNCzP/folzX+Jw29HPHUM68DAvPdP7QRdHLbZgYWPapmw5HzFwjtqfzkAK3/06FX4pwrOWdOTz0yxe+E12UAWLh1OV5OseZ/cGiq3ag6KodKM7sD86xPSE6UUwb+oWY/fKPua4dfTdKiEkSF4+HFs2579H4KETJvTebzSZO7TknEmOTcmyzmC2ih5P9b2BSzw9EWsrt1/otLY5uPSk2/LT1tsOF78SGn7aKmWPniojQnPcDf8xZ54iP+RlenpKYKkZUe170MA4Wh//NfdrmD5OXOs6dtVhmcbLZbOLJmuNFF2WA+GHyUiGEvQBbV90g8Vrnd/I0XSA1KVX08xsluigDxG9frc31GvNf/0m8N+jTfA1dL81M6WZx9kCwsJgLf2pifmJIkSbUM2fOFLt37xYhISFi586d/2/vvsOayLo4AP9CbwIWQBFExF7WLva2YK8rFsTe+6qrgn3tde1dV1fFXrH3jmKvoCgK0ntvCST3+yOSTySBVBLgvM/jsyuZzJzE5DB35t5zWIsWLViLFi2kfr6mJvqMtEx2YMkpNsBuMutkNJSdlzB4VAZpvkDS2jhhD3PWGch6lx6h0jWx+fH2es7m91rDXtx8J/Vzbng+ZL2txrFNUw/k+36c3Xad/dlhKZvbay3rbTWO3T35RBkhy+TM5iuiNco5J0ACgUCmL/oe9yPMWdeVddYfzOKjCl5LVJTwuFlKq5ApLU3NI8U1PwoEAnZh5w02vuFs5qQ1gC3p/49Kj6UsOWulnTgu7Murb0rbrywCPwSzhb1Xs3Nb8p4ISfL55VfWv/xoNqW5B0tNSpW43cubb9m0lvPY8kEbWQ9jN1F14ML06dkX0Xt8Ycc10c9lyY/eXv+vcOztJXkdflHE5/NZemrBHRiUSVPziKL5kTHNfW3Pr79h7p2XMSeOC3OtNJ5xM7gqOY5AIFBajgz9Es6ctYTfO1nykzKlJqay1cO2sK1T9jEeV7rziJSEVDauwV9skO04FvBGcl6PCIxis52WsMV91rA/yo1k09sskPoYypLFy2LdjIRrlFcM3pTr59L+O8ZHJbJO2v2ZE8eF7Zl9SFWhqk1hV7HXmCrfM2bMQPPmzWFnZ4eWLVvCw8MDPj4+yMrKKvjJGszASB/9p3dHcpywEurXd8H5bv/+kT/GNHDHrtmeMh3n0NLT6GYyDAcWn5Q71p/lTJPWM9SDlpj1voWhZa8mWO41B42dpJ/Gef3wA2SkZuLG4QcSp9z4PQ3Adc+HqNGkCl7d+YCM1EzcPvFYWWFLrce43zFm1WDMPTxF1Oyew+GIeu29e/gRs35fhkt7b0vcx+B5fTBq+SAsvzBHrrU+4vi/+Apvr+cQCARy7yM6JA6753ji+fX/V7gMfB8s6sFekKjvMRhUaRIGWI+XWNGyJCmu+ZHD4aDnBGcImLB7QcCr/Ku/xobH48/WCzG360qZ1ij7XHqJHiZD8VfHJeDz5f9c58hZeqOlxYGuga7C+5NH5Tq2WHreHX1kmHb82Os5EqKS8OlpAEI/R4rdJiEqEZ7Lz8DY3BhhARHITOfiyr5bygpbajWaVoXH4WmY8M9wdBndUfTznPwYExqH+T1XYdu0f8Hn88Xuo3mPxpixezxm7B6P5kqqtxD1PQa3PB8qtEael8nD4aWncGHndbAfn/2o7zEI/yr+3+RX/Gw+pjjOQx/zEbh73FvuOIqL4pofAaBJp/qw/dHRJSYkLt8OK/xsPlYO3oQJjWbju1+I1MeI+BaFgdbj4GY3EbFhcQrHrKunI6rNYGCinmWKxmbGcD84FVO2joaunnQ52v95AL69/Y7Y0Hi8vesndhs+n49Df59EakIqTMqYIDkuBR8efULYF+m+u8qio6uDNdcXYNjiAZi4YXiun3M4HGTxsrBh7E4s7rtWbFcFAChtaYbll+dh9MrBGLyg4GWV0khPycAtzwcKVQ0HgCv7buO/RcdFlelTElIR8CZQlC8Lsn36fvQyHYbt0/crFIeqFNoa6vj4eBw5cgQtW7aErq74LwKXywWX+/82GMnJ0p2oq4OxqSEWHp2G948+wWV6t3y3vbTnFkL8wxHiH44h8/tKVUwBAO4c84aAL8CdY94YuSTvmo/88LP5eHLxJWyqV0DlOrYAgDGrBqNhx7rC1jNyFK1RF4ff7BDkF4qeY53yPPbg7DOc23ED2jraCPINRZBvKIbO64sXt95j4MwehR6rnoEe+s+QXKzBc/lZvHv4Eb4+n9F9TEexFwiMTY0waE4vpcUU8S0Kf7ZeBIGA4c8do9F9TP4F8yTZN/co7p18Aq8d13E+bj/uHPPGhnF7YGJujEOfNxX4uQ54E4SUeGGLmk/Pv4raXZDilx8BYM6Bybi2/w6chrTNdzvv88/h9+QzAOH6V2kHSd5ez8HLzMK7+35IiklGmfLmMsX39r4vBHwBGnYUXtxr84cjNtxfCmMzI9jVUm8hNFnY1LCGmYUpqjepgqoNK+d67OvbIOyYfgCGJgZ4/0B4MjlkoQt0dLXRZWRHMXtTvd/dJK+zvPbvHTy7/AoA4Dy0HWqIKXSmpaWFbmJ+F8iLMYY/Wy9EXHgCfndrA49DU+Taz9X9d3FoyWkAgEP9yjAqZYiJTdwhEDBsvL8EdVrmXwQyJSENX35cfHp1+32BhftKEmnyI1C0cqTbgn7Q0dVB9SYO+RYgDPINEV1guXnoPsaslq4o3bsHfqKCs35PPqOtSwuZ4vv+MRTffUPQsndTYRHZShbY9WY9EiITUb+9alqbqoKFbVlYVbaAnoEe2v9UTwYQDuj+Gb0TWbwsPLvyGgBQtaE96neoA/u6ldRyjlK3dS3UbS2+IN37h59w9Uc71d/a1ka/GeLPcZt2bqDUtlSbxu/G3ePesLApi6PBu+Tax9e3Qdg4TvhcQxND9J3WFWPqzkR8RALGrRuG/n/1LHAfTy+9Ev138qZRcsWhSiofULu7u2Pbtm1IT09H8+bNcenSJYnbrlq1CkuWLFF1SErTsmdjtOxZ8Mlfl5Ht4ff0Cxo71cN3v1Bc2nMbnUe0Q4MCktL4dUNwftt19JroLHNsJ/+5iAMLjkNXXxfHvu+AadlS0NHVgWO3vEUKNFlyfCrO77gBQHgn61f7Fp5EdEicsKhDBXM0bF8bgz16w21un0KOVDodBraE72N//O7aWq4CF+K8vuuL4I+h6DKyQ67qyCIczo8Su0yhY9rXtcW9k09gU60CdHS1ERkYDQBITUpDekpmgQPqZl0bot/0bsjiZqGti6PccRQnxTk/Vm1QGVO2FPxLr0WPxri85xaMTA1RoYoV/hmzCzWaOqDH+PzznsvMHogNi0fd1jVlHky/e+CHWR3+BgCsubFQVMQrv8q6murwklNIiklGsF8YtLVzXyg9s+kS3t0XDqRta1rDyNQIf0zvjuFLBqoj1AI169YQZ7dchpWdBSqJqeAtjxD/MPhcfIkOrq1QrqL4oocFVSKXRqWaFcHR4sDASB8WtmUR/DFMVP04JqTgO4TmFqaYum0UfL39MXhu3wK3LwlkyY9A0cqR5hZmGL9+WIHb2dW2QfMejRHyKQxtXFpg75zDAIeDEcsG5nuXtvUfjnh58x10dLXRTMbzvrTkdExu6g5uOg9DF/UXFfGyq2VTpC42AsDZjZcRFSS8s/rr+c/DM0/hff4ZAKBa4ypIjktBjwmdUL2xQ6HHKY1qjexhW9MaKXGpaNxJ8SLCgPCiwvUDd1GvbW3UaCLhdefkRwVmtpapUBrG5kZIT0qHXW0b8DKzRFXho4KipdrH9N3jcWn3DfQYr5pe4wqTdT65u7s7A5Dvn48fP4q2j4mJYf7+/uzGjRusVatWrFu3bhLXAmRmZrKkpCTRn5CQEI1c//KrO8e92bTWC9kDCX2Kfzam/mzWSX8wG1JtmkpjOrLyLHPWGci6GQ9hkUHRbEqLeWyIwxQW/Em2oh7qlp3NZ1PaLmZdSg1nt088zvO452ov1tNiLDu27qLoZ7ERCez1Pd8iUwxJEbFh8ayT/mDmrOvKDi45JXG7z6++sccXXyi0nkogELDQz+Gi9V7pKRns2Bov9vjiC7n3WRgKcx0d5ce8Pr/8yqa3WcgO/l1wH83Nk/eJCpopo+ezJG/ufRCtw31x4w37Z8wO9ke5kezhWR+VHVNVdsw4wJw4LmzL5L15HvO59IL1NB3K5vdYKfpcpadmsGfXXrO05MJdi6YuQ6pMYk4cFzaz/SKJ20QFx7A7xx4pvH45JjSOJcUJC1EJBAJ2Zd9tdn77NY3+XVRc8iNjRTNHJsUms4W9VrPlrhsLLFB259gjUd66dzLv+ZCypCamitbyHlh4jF3ec5P1KT2c/fujUFZRcu/kY9ZJuz8b33BWnloN4d8imWul8Wx49aksPjKBMSasY/Dm7geV95bXFOtGbmdOHBfWw8RN4prx9JR0dufYI4Xfk5SEVBYVHCP6+8ubb5nnstNii/dpClnyI4cxKSev/xATE4O4uPyvtlapUgV6ennvlIWGhsLW1haPHz9GixYFTz9JTk6GmZkZkpKSYGpqKkuYSpHFy4auXsE38d0cpiI2LB7WDlY44Jt/248dfx2C1/br6DyiHWbuGqesUMHjZiHUPxyV69pCS0sL/Gw+vM8/h20NayTFpWCO8zIAwNg1bug/s+CpFZLw+QJ4LjuNjNRMjFg6EAZS9g5VhEAgAC8jS2yrrF/xuFlwqzEDKfFpcHPvhaHzlXelPzk+FaVKGyvtzrIypCSkYojDNGSkZmLKlpHoNUH22Qw/C/wQgrf3/dDRtRVMpex7qOkKM4+UtPyoo6td4Pdh9bBtuH3kIQDgTPQ+iX2BAeDeicdYOWQLbGtYY9ertVLlX2kwxhD0IRgVHMqLctabux8g4AtQt00tdDccDABo0bMJlnq5K3Ssm4fv4+1dX7gt6IcKVQqnzVFGagYMTQwL3hCAR+dleHnzHeq1rY0N95R3Ny8tKQ0GxgYat5xoSvO58H8WgHYDWmLB8RkK7SsxJhl3j3ujsfNvqFSzeCxZKa75EVBvjuRn8wEO8swa+dXlPTexacIeAMCSc3PQsndTidsGfwrDlGYe4HA42P5ijcJt/H4W8S0KhqUMYG4hrNsS5BuC774haNW3Gaa1mI8vr77B2MwI5xMOKnQcvyf+uLjrBjqP6CCxpZ2yZaZzoWegK1VbwKMrz+DAguMwNjPC0eBdeVq/youbwQVjKJRzZlns8/DEibVeKFexDDyDdhT4ec1PdlY2bh66jwpVrArt31bVZMohqh7d/+z79+8MALt7965U26uzQuO+eUdZJ/3BbLe7Z4HbHl5+hvUsPZKdWH+BMcYYN4PL3t73k3i1MSk2WanVaRlj7M82C5mzzkC2deq/eR7jZvLYisGb2SynpSwmNE6h4zy79po56wxkzjoD2aU9NxXalypc2H2TdTIZzjqXGsG2zlRehcM97p7MWdeVrRm5Q2n7zJGdzWdzu69if1iNZa/vfpD5+VHBsezDY3+xn6nvfqFsZJ2ZzKPrygIrifL5fNbXcgxz1nVlK9y2yByHptLUSq+/Kkr58cEZH9ZZbxCb0mJegXfffC69ZL1Lj2CL+qwVVZ31fezP4iISxG6fkpCq9HZH/847wpw4LmxMvRlivyeey06ziY1ns7f3fRU6TmpSmqgS7uphmvcd+vLqG3P6Ed/w6lOVtt8HZ3xYJ+3+bESNqSqpWHxw8QnWs9QQdnrDxYI3/kVacjp7dfud2O4C6akZbGaHv9moOjNY6JeIAve1sPca5qQ1gA2oOE7mODRVcc2PjKnvtYX4h7G+ZUcwF8tRYts//Sz8ayQbbDeBjaw1jSVEC7t6BPmFsO8fQ8Vun5GWqfRWWz6XX4ruUsaE5r0L6X3+GRvfcFauyvzyGlNvhqi6uaZJT0lnPU2HMCeOC+ukM4AlxSUrZb+hX8JZL7OhrGepIRL/XRXx+MJz1rv0MLZ0wD8yjy2ys7PZm3sfRJ+9X22duo8Nsh3HnkgxE/Hk+gvMiePCnLX7s/BvkTLFoalkySEqW0P99OlTPH/+HK1bt0bp0qXx9etXLFy4EA4ODlJfXVSnR+eei/47brVbvtsOmf8Hhsz/Q/T35YO3wOfSKzTsWBdrrs3Ls33OHZqvb7/j8YUXcB7aFuUrWygUb9iXCADCK5i/0tPXxbwj0xTafw67WjYwKW0MXgZPI9eZBLwLBphw9tiAAorFyeLlrfcAgNe3PyhtnzliQ+Pw4sY7AMCDM08LXFv/K0vbsrC0Fb828MGZpwj9HIHQzxEIeBOE2s2rS9wPh8OBsakRUhPSpC6cR+RT1PPj82tvwM8W4NPTACTHJqO0lbnEbR27N8L5+AOiv5/acBF7ZnuiVBkTHAnaDkPj3BVjcz57CdFJuLznFhq0r4O6rWsqFG/I53AAwrswAoEgz1V4twX94KaEiqgGxvpwaGCPgNeBqNemtsL7U7Zv774LJ9YCGDint9L2+/6BHwQChtDPEUiMToJlJcV+n/3q0p6byEjNxJV9tyQW4pHEqJShqPDcrz49DRCtMfc+/wwDZuVfDNKktPCzSflRtYp6fvR78llUgNP/+dd8vw8VqljhSNBO0d99H/tjRpsFAIeDrT6r8qxrzbnDmZ2VjQs7rsPcwhQdB0su9CeNnPPHzDQuEqKS8tQaaNm7ab53zmXRoGNdBH0I0cg7mPGRichIEVag7jioFUzLSJ5NJYuvb4KQnpwBAAh49U3ps1vuHHuEtMR0PDj1BOl7xsPYTPr8pK2tjfrtxJ9z8rhZ8Np2DQBwZe+tAguGmpgbARBWhNczEFPPp5hT2YDayMgIZ8+exeLFi5GWloYKFSqgS5cuWLBgAfT1NWvKgziTN4/AhZ030HO87NVE48ITAAi/nPlZ2GcdYsPi8eauL/65swgAwM3gYcP4PchIycBfe8fDrJx005SWnp+DxxdeoNvovJVbeZk8fH37HdUa2Yvak8jLslI5HPu+EwK+AIZKbp2Qmc7FrSMPUbWBPWo2lW+wPmRuH2hra6FuqxoSB5nymLZtFC7svAnnoflXLJaHZaVycJnRHR+fBaDXBOUWW+gwqCV8Lr+ClV05VGtUJd9tORwOtj5ehoDXgUWqimdRVNTz44DZvZCSkIo6LWvkO5gWJyFSWIgkPTkdWZlZeQbUOXbPOoTbRx7hmKEezscfEE3/9lx2Gi9vvsXEjSOkvqg3aeNI2Fa3RpPODfIMphlj+PLqG6wdyis8UNLW1sa2Z6uQlpSutJOxHIwxPDj1BNq62mjVp5lcS0/aD2yJEP9w6BvqodOI9kqLbcCc3shIyUDVRlWUPpgGgLGrh8Br+1UMdFdusa7aLaqjRc8mSIhORLv+BQ/Upu8ahw4DW6FGs7zVx4nyFPX82MalOT48+ggdPV04dpetIFhSTPKPewIMSfm0pLy2/y52zvgPAGBdtTxqNqsGQHhh6MTa8+g9uWu+FfV/1mO8M7jpPJS1Li32PCH0czj0DPVgaVtOptcizuRNo+A2v5/U57ay+OD9Cd99Q+A8rJ1cA7qKVSvgz53jEPQhGEMX91daXC16NcGA2b0h4AvQ+g/lF2R1mdEDUd9j0LRTA5kG0wXR09eF67w/4H3uqVStHLuM6gib6tYoa10aZStIrlxfbKn8frkCVDVdJ4uXxcK/Rip92nWO8G9R7NgarwKnkE1vt5g567qytaN2in7mc/kVc9Z1Zc66rsxr5w2lxDPbeSlz1hnIVgzerJT9ycNzxVk2y2kZC3gdKHGbvXOPsE76g1k3k6EsJSG18IJTEh43iz259LJQi1kkxiSxt/f9NLrojboVlSmNslLV6xIIBCz8a2SeAi7Kkp6SwU5vvMTe3Mt/evWBhceZk9YANrTqFMbnCz/fKQmpoqI8KwZvVEo8nstOMyeOCxtsN0HpU82l9ejcU/Zn6/ns7vFHErfx9nomeu0vb70rxOiU5+19XxbwJrDQjsfN5LFXt9+VmAJs8iiu+ZEx1b222PB4lX2mBAIBu/7fXXbz8P18z1GfXnnFnDgurKuBa67ptSNrTmNOHBc2wHqMUuJ5dfsdc9JyYV30BrEQf/UUtQ3yDWazOv7NDiw4JnGbuIh41klnAHPiuLCDi08UYnTKE+QbzF7eeqeyscmvhMuvPpWYAmzykCWHFLxCvxia5bQcw2vOwMG/T6lk/xXsLTFoTi9UrFo+3+1WX52HLd5LMXP3WNHPajZzQKWa1ihnUwaNncRPU5NV1PdYAEBEYJRS9ier5PhUHPz7FN7e98PpTVcAAGlJ6dgwfg/2ehwFP5uPz6++weeysA+gvpE+dHQ1q7CNNP6dfwyL+q7HZMf5woIkckpPycDKoVuxatg2XD94DztmHhQ724HPF2Bi03mY5bQM/y08keux1MQ07PE4gis/ehbK6vbRR9g6dT/ixLQqUybGGDxXnMW60buQ8KOFAlGv/xadwLBq0zDr96Uq2b+hiQH6Te+O+u3ynxI97O/+2PZ0JXa+XCMqJmNsZoRWfZvByNQQ7Qcqp09v5I+WHQmRicjiZStln7LaO+cwfL39sXv2IQDC78XhJaewZvhWJEQlIjEmCee3XhVtb1RKubODCsPDs0/xV/vFmNh4Dr77hci9H8YYDiw4Bo/Oy3DvpDc2T9wD/xdfxW67dvg2zHFaCvdOy3L9XCAQ4NT6C/hv0XHwMnkyx+Dn8xkbxu2Gn89nuV6DLO6feoKlAzZIfI2kcD29/BKuNuMwtMokJMUqv881h8NBp+Ht4TSkbb6zUJp1bYj9Hzfh4JetqGD//+KHXUf/Dn0jPXQbo5xe7dHBsQATTjFPiFLP7+izmy7jzd0POLLiDGLDhEXt7p3wxhKX9fB/HgA+n49jK8+K2t4VxSUZ0cExGN9wNtydl+L6gbsK7evucW/MbL8INw7ew/Y/9+P+ycdit7u48wb+bLUAo2tPR0pCaq7HHp17iu3T9iM6JFbm48eGxWHL5H2iYqSqFPA6EMsGbsCdY49UfqyCqLwPtaZhjOHb2+8AgM8vA2V+/pfXgbj+3z04D20ruWeblPQN9VCzae6pY2blTLHv3XqF9vurv8/MwsOzPnCScvqPspUqbQzHbg3x9r4f2vYTTne5deQhrh24BwBo7FwPpzdeRvDHMGjpaGHn85UwkDANVFYZqZl4ees96rasDnNLM4X2lZnORWpCGspVLCP2cW668MSMm8GFQMAg7yWBJxdf4t6JJwCAu8eFiZCfLcDULSNzbSfgC5CakAZAWH32Z+e2XsPpDZcBAHVb1kClWtKv2UmKTcbaEdvAmPAYf+4YI+crKdi3d8E4tOQ0AMDKrhyGLXJR2bGIdD7/OHH/+iZI5ucmRCXixNoLqOVYDe0GKLbWUUtLK0+O5XA4+PvMbIX2+6sxq91QvrIl6rapqbYKrJ1HdsThpafQZaRwyc7Xt0E4tOQkAKCCvRV09HTw+rawjoP7oami6Z2KEggEeHH9LawqWyjcX5bP5yP6eyzK21uKHQhw07kAACZg4GVmyX2c6OBYHF15FgDw8WkA0pPT8e6BH/713ZRn24SoRAAQ9TvN8eauL/bMOQwAsLQth25jZRt8rB2xA2FfIvDuwUf89ynvcZVp3agd4KbzkByXgvW3F6v0WKRgX99+B2NAclwq4sITZJq6nJ2VjRNrvKCto4X+s3spVFEZAGxr5P293n9WL/QvoBaALJyGtEVGSiaMzYwUrmUhr9b9muPeiceo0awqSpc3ByD8XvAyeEiJT8Wwvwfg/I+1vj3Gd0LfP5VXP8f/eQC4GTz81lbxmhjRwTEwtzKHnn7e/uHZWXwI+MK+9empGQodZ+fM/5AQmYhv74KRlpgGr21X0cj5N5QqnbtzS05e5KZzwc3godSPWdoZqRlY1v8fCAQMacnpmPPfFJmO77n0NC7vvYVLu66jaZcG+Xb2UNS+uUfw8sZbPPZ6jg6DWqm1C0+Ju0MtPCGbid6TO2PyxmEyP3/NiB24sPMmVg3broLo8vfu4UfsX3BM5itG9nVtMWxRf1g75H/HXFU4HA6WnZ+NCwkH0KKnsKhBnRY1YGCsjzIVzGFftxKad28EjhYHzbs3gpUS1+CtH7sHy1y3YFanlQrtJzOdi9F1Z2Gw/RTcOiL+Sti4NW7oOcEZvMxsuHdZCf6P5Cireq1ropxNGVjYlIFlJeE68GqN7PNsp6ung/W3F2L8uiEYtzZ34TyH+nbgcABzC1OUqWAu0/GNzYxQ8Uc7jqS4FKQlpcv1On4W/DEMIf7heX5eoYolKthbQldPB7+1raXwcYjiJm8ZhT5TumDJOdkHroeXncGZTZexYvCmPBd5VC0iMAr/zj0i811Ds3KmcFvQT2JhlsLgOrcvrmQcxfAlAwEA1g7lYe1gBV19XdTvUAcNOtSBvpEeKlSxKrAwjCwubL+O+d1XYmLD2YiPTFBoX8sGbMCwqlOweeIesY93HNwakzaNhLGZERb2Wi260ySrchXLoF7b2jAwMUD1JsL1njUdxV9gmOs5DePWDsXKK7mLg1o7WP1o8aWFynVtZY6hTkthcUcDY32E/ijopIi4iAT4+XwGE9PFtGmXBgCEdySJ+vWZ2hWD3Ptg+q5xqPKbnUzPfXDaB/8tOo5/5x3F08uvVBSheBmpGfBcdhp3j3vL9DxtHW30mdoVzsPaqW2w0rRzA3glHcLam4tEFyGa/1ib7ti9MSrXsYVlpXIwMDFAl9EdlRbn55dfMcVxLv5qvxhPryj273V282W4VZ6ESY3ngM/PO4PR2qE81lxfiPKVLfGvxxG8uvVO7mN1Gt4eOno6ogK31lUriK15NNC9NyZvGYXVNxainPX/bxTpGerBpoY1ABRYe0ecnHxcqmwpfH6p+MyajLRMvL3vCx4374XYZl2EebFJp/rqb2mr2tnnitHEtT1rRu4QthUaslXq5yTFJjM/n8+idYDy4PP5rIfpUOasM5D93W+93PuRR+CHYHZ2yxWWFCu5hcDh5afZbOdl7Nu77wXuLy05nS3su47N6bKcxUcmiH7OzeSx2PB4trDvOrZp0j6J6xl9n3xm57ZdZekpGQUea2Hf9ayTwRA2rNbMArfNT0xonGht+85ZkttxrR+7W7RdfJT4NgSy4GZwWWxYvFzPjQ2Pl+o9kvTczvquzFlnINsx8z+59pHjw2N/5qznyjrpD2b+L77meTw7m6+SVjs5NDGPKIMmvq7Le28xJ60BbIjDFLFtisThZvLY+4eS2wxKa47zEubEcWF9y41QaD+ySoxJYmc3X2ZBfiESt3l41ofNaLeQPTj9RKp97p59iE1sMod9ePxJ9LMsXhbjcXls86Q9bEHPVSw2XHxeiAiMYifXX2ARgVEFHufE2vOiFjHi2uXIwrXSeObEcWETGs2WuM3V/XdE68AfnPFR6HiMCX8vRgRGybXmMCUhVWKrmIIIBAI2vPo05qQ1gI1vKPn1SiM1KY31Lj2COWkNYOe2XhF7rPRU+fK4NDQxjyiLpr22L6+/sa76g1g3Q9d888XPBAIB+/TsS65zJXnk1Ipw4rgU6lroLF4Wu7LvVr51HwI/BLPZTkvYoSUnpdrnLc8HbFz9mezyvluin/H5fJbFy2Lnt11lM9svYh+8P4l9bnpKOju35YrEx3/m+/iT6D17eFaxfLVm+FZRrpX0fQ75HC463s4ZBxQ6Xo6Y0Fipfxf/jJvJK7DlW37WjtjGnDgurLPeQJaalCb3fhhjbEbbhcyJ48KWuIgf+6SnZqhs3blGtM0qrmbtG48h8/9AeXvp7qJmZ2VjfGMPxIUnYNgiFwxZ8EfBTxKDw+HAuooVAj+EwKqy4pUWpcUYw18dlyAlPhW+j/2x4Nj0PNskRCfh0I/16CfWecG2ZkVUqlkRbSRUM3x16z18Lgmv9vlceY2uIzsAEFYUvOX5UPRYR9dWqPfLFKO0pHTMdl6G7Cw+IoNiMGHd0Hzjn7VvPB5feIGGCrZoKFexDOYcmISAN4EYlE+7mf4zuyMxOgn1WtdE6R9TzHncLPzdbz0ivkZh0am/YC/DHRE9Az2UtZav/YAiVRaNzYxgWsYEiTHJCs8YSIpJBpjwsyTurqW2tha0tUtei4XiqNuY39Gkc32YlTMVO61NnNVDtuDhGR806FAX6xSY0lqplg1e3XqPCpUt5d6HPDaM3YXHXs9R2soMJyP2id1mz+xDiPgWjaigGCTFpoCXwUPvKV2grZN3ymdCdBJOrb8AALi85ybqtKgBANDR1YHvY39c3HkDAHD9wF0Mnpf398mSfusR8DoQt488wK5X6/KNvd+MHihXsQysq5bP0ypHVvOPzcDtIw/RbezvErdp69Icb+9+gK6BLpp1bSD6+f75R3Hj4D1M3DAC7Qa0lPqYWlpaKC/nv7ci6yw5HA6sq5ZHWEAkrBRsecnL4CEjRTjFMz4y7xpVDocjsRI+KVqqNrDHsdDd4GhxpO4C4LXtGrb/uf9Hm8EdMDQxlOvYNtWFs84MTQ1E7d8Kg9e2a9j110FwOMB/n7eKnSl5ZuMlvL79Hq9vv0fF6hUQ8jEMfaZ2lTid/r+FxxEZFI0jy06j22hhvtHS0gJjDDv+3A+BgMFz2Wmsujo/z3MPLjqBM5suQ0dPB6ej9uVbFbt2ixpYfX0BuOk8tOjVRM53QGjEskEwNjNCgw51JX6fK1YtjyELXfDt7Xf0/qmq9oPTT7Bj+gE4DWmLMauHyHRcefO6nr6uQh0bKv1YQmRWzhS6Up4LSBIX8aNzUoT4WVSakh9L/IA6IjAad497o3XfZlL1htPS0oK1g1WB2+XI4mUjOTYFABCrQIEnDoeDBcdnYLLjXFzYcQPt+rdELQnT3JTNxNwIKfGpKCUhCZuVK4XGnX6D7yN/8PkCHFwsXPt36MsWsSc7dVvXhH29SsjiZqGx02+5HmvSqT5O/nMJZcqbo0q9Snmeq6OnA8NShkiJT5Vq7ZJpGRN0UVJ7GCe31nByay3xcR43CxWrlsey87mnyga9D8aL628BAPdPPYZ93YFKiUeVDIz0se/9P4j6HouqDSsrtK8WPRtj1r4J0NLWQtPO9fM8/vXtd1zdfwcdXVvl2yebFL6M1Axc2n0LDvXt0OiX76oksrZWiQkVTv2NkXMKcI5x64fhxbU3+PzyG7y2X0PvyV0U2p+0RL2J8zlJ7TS8A46sOIN6bWqLpkSbWZiKbWtjbmGKti7N8e7BRzi55W7TZ1+vEuzrVUJsWLzEKcBmFsITdWnyo7aOtsI9bHPUaVkDdVrWkPg4n8+Hjq423A9NzfPYqX8uIpuXDa8d12QaUKvT32dnIeB1oFxTIn9W2socq68vQOD77+g6Ju/FiKTYZBxf44WqDSpL3QaJFA7GGG4cvAfGgM4j2ks15VTWdlE5SyPSEtOQmc6Te0DdbkBLPLn0Arc9H2LrlH+x8MRMufYjq5y8qKOnCz1D8RfOW//hiHsnvFGjaVWsGboVAr4AidFJ+HPnOLHb95rcBUdXnMmT47W1tdHBtTUenPZBh0Hii1aaWQhvdBiaGEBbijayjZ3znrPIw9K2HCZvHiXxccYYuBk80bKfn13YeR1x4Qk49c9FjF7lpv6pzVIYMLsXGv5eF+XtLaW+uC7J8ose8D7/HB1d8/6b8rP5OLnuAgQCAQa59xF7kbrQqOQeuZIUxnSdqS3nM2edgWx4zT9Vdoz3jz6y42u9WHJ8ikL7eXnrHXPWGcicdQayi7tvKim6giXGJLHnN94wHrfgNjo3D99nzjoD2R8Wo1TW+io2PJ69e+Cn0BR6aWWmc9mpDZeYz+WX+W7n/zyA9TAdylztJrKE6Nyf1yxeFlvuuolNauah9KlWX14FsuWDN7P7p6SbSiqvj0+/sBuH7kv1GfhVbFg8i/oeI/HxiU3nMmddVzbYfooiIUqkadP+lKUwXtc+D0/hNDXt/gpPOZQk/Fsk81x+mn3/GKrQftJT0lkn7f7MiePCVg0tvBaB3Ewee379DUuKk7wkJkeQXwjrojeIddLuz94/+qiSeDLSMtnLm29VOk04h0AgYDcP32cXd91g2dmSW46lJqYyN/uJrJuhK3v/0C/P40dXnmUja05jjy88V2p8iTFJbP2o7ezw0lMqbUUT9T2GXdp9M0/ul0ZqUhoL/BAsMb6dfx1kTloDmJPWABYTGqdoqHkU1/zImOpfm8+lF6Iput7nn6nkGOkp6ezkOi/28uZbhfc1vuEs5sRxYYNsxykhMukIBAL2/qEfCwvIv40sY4zxuDzR0pFT/1xQSTx8Pp+9ve8rccmMsr2978uOrT5X4Pn/wt6rmRPHhZ3ZeCnPYz6XXrCRNacxz+WnlRpbdnY2+3feEbZx/G6Wmqi6VrXpKensyr5bLPBDsMzPzc7KZl9ef5PYxvPhWR/Rd/DeCW9FQ82DpnzLwMKmLD49C4BFxTJIiE7CxvG7YVrWFH/uGANdPeW8PXVb1UTdVopXR2zQoQ5GLh+E9KR0OA9tW/ATlMSsnCmaSHmVzmlIW1Rv4gBzC1OVtS4oW6Hwmsaf2nBROJ2dAxz6LP6OOwC8f/QJ3HQeuOnxCP4YCnOL/1eE1NHVwfyjf6okvr0eR/D6ri8eX3iJti7NVXKMhKhEzGi3CPxsAaJDYuEmZpqpJMEfwzCh6VwIsvnYcG+x2DvQ1RrZI+BNkMJ3wonylf1RqMTIzAg6+rrYMnkvIr5FYcaeCTLfiZakgr0V3Ob3U3g/hiaGmHd0Ol7f+YBBHn0UD0xKevq6aNJJuvxoV8sGh79tQ3YWX+6pygUxMNKXejaBot7e88WaYVsBCFt5SbrbHfolElFBMT+e44e6rXMXIHSd2xeuc/sqPb6LO2/g2o8WNI7dGyl8N1kS9y4rEOofjvunfbD2xgKpn5fFy8bY32YhJiQOE/4Zhn7Tu+fZxqF+ZQBAOZsyhTpVlxTM3NIMHC3h3UJzKzNc2HEdd48/woilg1C/vXKKHBqaGCqtavfMvRNwaddNOBXi+SOHw8nzfZdEV08Xe99vQHRwLCrXkb1YoDS0tLSUUrFbGukpGXDvtAzZvGxEf4/BtB1jxW7HGMPza28AAE+vvsIfv+QBx+6N4dhdecUoc7x/8BHHVp0DANjVtkHfacqrjv6zPbMP49LumzAqZYjTMf9CV0/6O9YrB2/Cg9M+aNm7KZacm5PncZvq1sIp5YzBVopZxqpU4gfU7oemoO/UrqjayB6X99zKtX630e//7wP97Opr7Jh5EB0HtcKwxf3VEquWlhZc3fuo5diykGbqfFFh8WP9iaGJAYxKSZ5q1Wl4OwT5hsDcwhR1lHDxRFpNOtfH67u+aOwsf8/yr2+CsHLoVtjXtcVcz2nQ1s5d/F9bRxvaujrgZ/OgbyhbW6Ho0Dhk/+jtG/EtWuyAevrOMRg4u5fCaxGJ8vWe0gW1mleDZaVyCP8SIVq/e+3fOxj29wDRdmEBEVg+cCMsbMtiwYmZCk/xkle7AS01fsqwomuVNYm5pRm0dbTA5wtEF1/EqdbIHm4L+iE6JBbdxyunP6406rWpBV09HZQuby7TUq2fpSamYVGfteBlcLHkvLvYi7kGP6ayGhjLlh95GTzEhQvXBYZ+Fl8t3HloW9RvXxulypiora0bEa9G06rY77cJjDHY1qiIme0WgZ/Fx+Flp3INqLkZXCwbuBHxEQlYeHJmrr7Rhal6YwfM3KtYu1dVMzY1gn3dvMv9iiJdfR2Yli2F+IgElLORnPc5HA5m75+ER+eewnWufHWW5GFX2walrcyRlpyO2vks18kPYwybJuzBmzsfMGv/JNRrk/fiif6PvKVroCvzdPWc7jAhn8LEPl65ji2Oh+4GY0zm5RRKp/T740qk6HSdzHQuu3fyMYsMkq5SXZBvCBtQcRwb89tfeaZneHRZzpx1BrJOeoMKZaqxpvjw6BNzqzKZrXDbzAQCAUtLTme3jjzMdwpvcfPl1bdCmx4krWv/3WXTWi9kPpdfsbTkdIWmM+7866BoKUGQr/jKo6Gfw9mza6/FfvYz07nM/8VXlp2d9zGBQMAu7LrBTm28JLFqu6oV1ymNir4ugUDAnl55xT49+yLV9hlpmWxikznsj3Ij2afnAbke+7mCrKqmMmui+MgENqHxbDapqTtLiE5kfD6fPTr3NM/7U5yFf41UeLq+svk+8Wd/tp7Pjq0+xzLSMhXKPT9PKby0+4bYbZJik9mjc8/EdlXg8/nsy6tvEjsuPL3yih1YdIIlxqgnPxXX/MiY4q/N/0UA87n0QurfrxvG7WLdjQezq//ezvXzN3c/iD5Dx1afkyuWoojP57Ol/dczN/uJzPeJP2OMsQ/en2R6T4u6pNhk9vHpZ416vfGRCWxetxVszfCtLC0lnWWmy99hIyE6UfTZXj1si9hteFwee3zhOYsOEd9JIsQ/jMVFiD/HDvwQzPa6H2bf3gXJHaMiZMkhxXpAvXHCHuasM5D1rzBW7Mm+LLy9njO3KpPZXo8jCu1HEd/eB7M97p4s4I3kD1ZMaJzEQZE8NozfLRpsRQXHsJVDtjBnnYHM1W6i0o5BJMviZbEXN9/lOdn6w3IMc9Z1ZROaeCh8jIA3QWxU3ZlsueumPN8Tvyef2Wznpcxr+zWJz8+pQ7Bp0l6FY1GF4nrCqOjrunHoHnPiuDBn7f4KD4hC/MPY6DrTmUfnZSptgZafpNhktn/+0XzXMqYmpbGPTxVrYfizGwfviU4mbh99yC7svC5acx7+LVIpxyD58338iYV8Ds/1s8V/rBX9uyhyssiYsL3WjHaL2ORm7nkurMZFxLNFfdawzZP2SBy07/U4wpy0BrBRdWZo1El1juKaHxlT7LWFfA4X1WS4uv+OQnFkpGWyOc5L2Zh6M1jol/CCn6AC2dnZ7NQ/F9iZTZck5r/srGzm5/NZafUXwr9Gir6HmyfuYV/fBon+fufYI6Ucg+Qv+FMo8/P5nOtnpzdcFP07KLo2XyAQsI3jd7Hh1aawdw9y18fIzspmmyfvZYv6rJE4YH584Tlz4riw7saDJQ641anEr6FmjOHeiccI/xoJABAImML7bNmrCVoqWDZfUauHbUXg+2A8vvACB/w25nk8OiQWo+rMBC+Dh7/PzFJKvN3H/I6PT7+gdovqsLApi5zZGjnrhohq7Zx5CBd330L5yhY46L9JNF2m6+iO8NpxA52VUMHcob4d/n3/j9jHjqw8izd3ffH2vh+6j3MSW0ExIjAaABD+NUrhWEjhePfAD69vvxf+RXhhVaH92VS3xr4PeXNSYTq89BTOb70KjhYHJyP2wvxHNdccjDFMcZyLUP9w9P+rJ8atG6bwMR27N8Jv7WpDS0sLTbs0wP2TT4QPcDhFohJrUXfn2COsctsMHV0dHPDfLFqX3mFQa7y69R7NuzeCnoFiLflMzI2x4d4SsY/d+O8eHns9BwB0dG0tdq1oznlIdHAsBAIGbW36XGi6sIAI3DhwFzlpkQkECu3PwEgfa24sVEJk8nt09hl2zzoEAKhQxQoteuY9P9wyeR+u7L2F6k0csP3ZaoWPWd7eEl1Hd8Sn5wHoNtYJP6dESo+qFxYQgbH1ZoKfLcCiU3+hTT9hnZ0mXRqg7D8XYFq2FKo3UWwJAIfDwfRd48U+9vHpF1zccR0AUMuxGgZ55K2TEfnj/JGbzkNSTDIs8pkar+mK5YD6ycWXWDVUWChl4Jze6Da6Y551oUWRXS0bBL4Phl1tG7GPp8SlgpfBAyD85a0M1Zs4YM/r//cy/XPHWDh2a4Q6reRbb0EKlhSbDPfOK8DN4MGmujUAIDUpHYwx0Un6mJWuGLPSVeWxtHVpjte336NV32YS2xGsuOCOJ5deKmVwT1QvPjIBs39fAgFfgPYDW6HvtK6wqyU+pxQlObUbypQ3h6FJ3r6UAoEAsWHC1oVRwTFKOaZp2VL45+7/B1vdxv6OMhXMYWFTVmVFx0o6xhiWD9qIt/d80a6/cL18dlY2uOlc0Tbt+rdAu/4tVB5Lky4NcGKdF8pWKA17MW0eAWDSphGwq22Dxs6/FYvzkJJgXreVCA+IRNUGlTF08QA076n8glCFrUIVS2jraIHD4aC8hHolkUHCwY2yzh85HA5m7p2Y62ebH69AakIamnZpoJRjkLzObLwEz2Wn4TSsHfjZwotBKfGposftatngeOgelcdhX68S7GrbIC4iAU06NxC7TffxzsjiZqFcxTKo2tBe5TGpEocpemtChZKTk2FmZoakpCSYmkq/2Pzdw4+Y1XEJOBxg6+MVCl+BkVZaUjoMTAxU9kuTn81H8McwVKpVUeLg5v6pJ4gLT0DPiZ2UVqWcAD6XX+LS7lvoM6WL1BV95eXt9RxLXIR3jMetHQJtXR00aF8H9nVVU/WyuJM3j2g6eV9XSkIq3OwmIiM1E5M2jVRZZc9fZaZzoaXFUfiOYX5CP4ejdHlzGJsaiX3cz+czXt96j65jOqJM+cLpFFASfP8Yiv3zjqJ+uzp5KtQqW1JsMlwsRwMAOrq1QcMOdVG2Yhk0lXDCRvJXXPMjIP9rm9J8LvyfBaD1H45YfHqWCiP8P342H5npXIm5Sxliw+LA0dKS2CUlOiQW1w/cRYueTYr84EaTpCWnY8efB6BvpIcJG0aovGjnsGpTEPE1ChY2ZTF993gkRCXCaWhbaGursUdzESVLDimWA2pAWLlYS0e70AYhd449wpoR21G5tg22P1sFHSkaxpOiw63KZMSExKFitQpip9srU0ZqJtYM3wZuBg8eh6aov3KhCqWnZODuiceo7VhN4h0eRRXXE0ZFXld0cAwig2JQr02tQpma/N0vBFMc50FbRws7X65FhSrqqXJLVGPtiG24eeg+AOBM7H6Yliml0uPt8/DE6zsfMG37GNRoWlWlx1IngUCA+yefoFQZE5VdyC2u+RGQ/7WlJafjo88X1GtTU+bOFvLgZnAxvsFsRHyNxKLTs9CqTzOVH5MUniv7bmPjuF0AgKVe7mKn2yvTnWOPcHLtefSb0RPOw9qp9Fjq9va+L6KDY9HRtbXEG42KkCWHFNtRn0ODyoV6vHcPPoIJGAI/hCAlIQ2lLc0KflIh4mbycHn3LTTr1hA21SqoO5wip22/5ji7+TLa9nNU+r6PrT6Hm4cfYOxqN7To2QSGJgb4+0zhXBVXtz3uR3Bl3x0YmhjgdOQemlVRSCwrWcCyUuG1Kfv88hsy0zIBAF/fBmnkgPqW532UtS6Dhh3lb0FXUjl2b4w7Rx+hdovqMDFXbq9kn0svsXvWITgNaQu3BcJ+5WNWD1HqMTTV7SOPsHbEdgDAjuerVNZHm+RmbGqk8ploP4uPTETYF2HbtPcPP2rkgPrNvQ+IDo6D89C2VB9CRnVb14RJaWPoGeihWmPlfodDv0RgpetGlLe3xNwjf0JXTxcdXVujo2trpR5HE4V/jcTsjn+DMSA1Ia3QZttJQmevSuLq0QdZ3CzUblFd4wbTADCjzSIEvAnCXndPXEw9DB0VXMkpKgQCAa7svQ1tHW10GdVBql8O49cNxeiVriqZeXB46WlkZ/FxeuNllV+51DQ5a131jfSgRYXuiq22Ls3x9XUgtHV14Ni9kbrDyWPPnMM4tf4CAOCfe0vwW9vaao5IvZ5dfY1v776j16TOMCplWOD27fq3QOu+zaClraX0k+3TGy8i9HM4Di05icHz/yhRJ/M5772ql0oQ9apgb4VJm0bi29sg9J/VS93h5PHB+yNmdxTWivj6JhATN4xQb0BqFvghGI/OPIXT0LZSXRyuVLMiTkf/Cw6HAy0t5S4JvXPkIb68CsSXV4HoPysItRyrKXX/mkxHTwfaOjrIzsqGoRS/p1Qej7oD0DSxYfG48u9tNOvSEDWbST+VzMrOArP3T1JhZIpJ/lGQgM8XQMDnAyV4QO19/jk2T9oHAChToTQcuzWU6nk6ujrgZ/Ph+9gfletWgmkZE6XE0/+vnrhx6D56T+qslP0VJaNXDELDDnXgUL+ySqbrEOXiZfLgte0aLO0sZCr6pG+ojwkafBIWGxon+v/EqET1BaIBYsPjsaDnKjABQ1pSOkavHCzV83K+v19efYOJubHSZiH0ntQFoZ8jSuSdsVZ9mmLjgyUwNjWSWIyUaJZbng+QHJuCXpM7y3QBXt131/KTEJkk+v+48AQ1RqIZFvVeg8jAaLy48QabvVdI9Zyc9csRgVFITUhT2myTdgNa4O4Jb5S3s4BDfTul7LOosLQth91v1yM+IgH129dRdzg0oP7Vlin/wufSS5zbchVnY/4tUr/Af64C/avVV+djj/thdBjYCnr6JftKd1nr0uBoCdvalLWWrTDRXvcjOLPpMsrbW+LQly1K+XyMXDYII5cNUng/OXwf++PeySfoNuZ3jS9kpqOrg2ZdpbugQdTPa9s17JlzGABQuc4G2NXW7M/Xz/LLj3/tnwgtbS1YVbZE2x+Vo0sqQxMDmJgbIyU+FZaVysn03Idnn2Kpy3ro6Olg/8dNqGCv+KC6Tb/monYvyhAdEoszGy6h4e/10LyH5ldvrtuqprpDIFLy8/mMNcOEHWb0jfTQfZyzmiOSXk45JXE5sk2/5nCb3w8RgVGYuXdCYYemcazsLBAZGA0rO9mWTUV9j8HoWtORxcvGwpMz0dZF8U4EdrVtceDjZoX3k4ObwcXx1edhWrYU+kztqvFjoEo1K4o6fKgbDah/Ud5e+AWxrFRO4z9IP9s9+zDOb7uKEUsHYuDs3nket6leAUvPzVFDZJqndvPq+O/TJnC0tFDBXrbWNvGRiQCA5NgUje0pumzQRsRHJOLTswBsfbxc3eGQYsTqR7sVA2N9mJRWzgyNwnDvhDfWDt+Gxp3rY+l59zy5Xd9AHx6Hp6kpOs1ibGqE/R83ITYsHlUbyFbpN+fufjYvG+nJGSqITnH7PDxx95g3vHZcw4WkQzSVmihNaUsz6OrrIoubBUsZB1vq9N0vBDPbL4aJmRG2PFkpthDqCCVe9C/qVlyei2/vglGtkWz5MT05HVm8bABAQlRSAVurx/UD9+C57DQAoGpDe9RrU0vNERUdNKD+xfh1w+A0uA1sa2nGFQ9p3TryEPxsAW4ffSR2QK1sCVGJCPsSidotqyt9TUhhsHYoL9fzJm8egWqN7FG/fR2N7SlatUFlPIt4I3OyJ6QgbV1aYJ/vRpQqbVyk2k49PPsUWbxs+Fx8icy0TBiaqHa9FTeDi48+X1DTsRoMjFRfJVjZzC3MYG4hey2QbmOdwNHSQpny5nCoX1n5gSmBQ3173D3mDZvq1tChIohEiSpUscKhgK3ITOPCprq1usOR2uvbH5Acm4Lk2BR8eRWo8oJsjDH4PfmMClUsi9TvkRz6hvpyrVW2r2eHJefnIC48AV1Hd1RBZIqrXNcWWloc6Bvpw8pOthlKJV2xbZtV0tw98RhX9t3GgFk9Vd6Pk5fJg1uVKUiKScaIpQMxeG5flR6PyIafzUdkUAysHayK1CwLVSmueaS4vi5VCHgdiL0enmjauQFcZvZU+fHm91iJZ1deo+Hv9bD25iKVH4/IJiIwCmWty6i8H2xRUJzzSHF+bcqUHJeCTRN2o1QZE0zZOhq6eqr9Xpxc54W97p4oVcYER77vhKGxgUqPR2QTH5kAXX1dlCpCs9BUhdpmlUAdBrZEh4GFs/YvO4uPtMQ0AOqdtpKZzsVKty1IjkvBgmPTUa5iGbXFokm0dbRRsap8d+AJKY6qNrTHmusLC+14CT+WhiSoucDZv/OO4OnlV5iydXSJr1z+M2Ws7SakuDAtWwqLThVeq86c88b05HRk87IB5Xbak9q9E97wXHYavSZ1Qa8SWBRWkqI4a0AT0ICayMyolCHW3VyET88D0GVUB7XF8f7hRzy58AIA8OCMD/7Q4CqZhJCSY+Gpv/DglA/aqKBvvbQyUjNwfPV5AMD5bVdpQE0I0QjD/u4PC5uyqNrIXq13QY+sOIPvfqE4uPgEDaiJwmhATeRSp1UN1GlVQ60x1G5RHbVbVEdyXApaFIFqrYSQkqGCvRUGzlF9LYv8GJoYouuY3/H08kt0HqG+C5+EEPIzQxND/DG9u7rDQN+p3XBg4TH0nab+WEjRVyhrqLlcLhwdHfH27Vu8fv0aDRo0kOp5tP6FEKIoTc8jlB8JIeqi6XlE3vwIaP5rI4RoNllySKGUKZ4zZw6srYtOxUNCCCkslB8JIUQ8yo+EkKJA5QPqq1ev4saNG1i/fn2B23K5XCQnJ+f6QwghxRXlR0IIEU+W/AhQjiSEqI9KB9RRUVEYO3YsDh8+DCMjowK3X7VqFczMzER/bG1tVRkeIYSoDeVHQggRT9b8CFCOJISoj8oG1IwxjBgxAhMmTECTJk2kes7cuXORlJQk+hMSEqKq8AghRG0oPxJCiHjy5EeAciQhRH1kHlB7eHiAw+Hk++fTp0/YunUrUlJSMHfuXKn3ra+vD1NT01x/CCGkqKD8SAgh4qkyPwKUIwkh6iNzle+YmBjExcXlu02VKlUwYMAAXLx4ERwOR/RzPp8PbW1tuLm54eDBgwUeiyo0EkIUVZh5hPIjIaQoKa75EaAcSQhRjCw5RGVts4KDg3MVhAgPD0fnzp1x+vRpODo6wsbGpsB9UDIkhChKE/MI5UdCiCbQxDyijPwIaOZrI4QUHbLkEB1VBVGpUqVcfzcxMQEAODg4SJ0MCSGkOKL8SAgh4lF+JIQUNYXSh5qId/vIQ5zbcgXZWdnqDqXEigyKxsJeq7HPwxMqmqxBCJHD+4cfcWT5GSTGJKk7lBKLl8nDP2N2YIXrRqQmpqk7HELIDxGBUTi85BS+vfuu7lBKtBNrveDRZTkC39O/Q0mnsjvUv6pcuTINWH7i98Qfq4duAQDoG+qh21gnNUdUMl3ceQM+l17C59JLOA9rB7va1GaDFD7Kj7nxuFlw77QMWdwshAVEYM5/U9QdUon08uY7XNt/FwDQoENddB/nrOaISElE+TGvNcO2wdf7E64duIMjQTvVHU6JlByfgn0engCAE5am8Dg0Tc0REXWiO9RqYm5pBl094fUMi0rl1BxNyeXYvREMTAxQrXEVVKhipe5wCCEAtHW0UNa6NADAys5CzdGUXDWbVYWVnQXMLUxRv30ddYdDCPmhvL0wL1pVtlRzJCWXibkxGnf6Dbr6umjVx1Hd4RA1U1lRMmUo7gUlokNiwU3nwrZGRXWHUqIxxnJVEyXFS3HNI8X1deVIS0pD6JdIVGtkDy0tuvarLjmnCJQji6finEeK82vLzsrGl1eBqPJbJegb6qs7nBKNziGLL40oSkYKZmlLd6Y1ASVCQjSPsZkxajRxUHcYJR7lR0I0j46uDmo5VlN3GASUI4kQXfYnhBBCCCGEEELkQANqQgghhBBCCCFEDjSgJiVaclwKBAKBusMghBCNk5acDh43S91hEEKIxuFl8pCekqHuMIiGoAE1KbFOrvNCP4tRcHdepu5QCCFEo7y954t+FqMw1H4SkuNS1B0OIYRojIToJLjZTUQ/i1H44P1J3eEQDUADalJivb3nCwD44P2J7lITQshPPvp8Bj+Lj/jIRIR/jVR3OIQQojHCvkQgMSYZ2bxsfHr6Rd3hEA1AVb5JiTV27VCYWZiiRa+m1JaHEEJ+0mNCJ0SHxMHStixqNK2q7nAIIURj1G5RHSOWDUJCZCK6jvld3eEQDUB9qAkhxVpxzSPF9XURQgpPcc4jxfm1EUJUT5YcQrflCCGEEEIIIYQQOdCAmhBCCCGEEEIIkQMNqAkhhBBCCCGEEDnQgJoQQgghhBBCCJEDDagJIYQQQgghhBA50ICaEEIIIYQQQgiRAw2oCSGEEEIIIYQQOdCAmhBCCCGEEEIIkQMNqAkhhBBCCCGEEDnQgJoQQgghhBBCCJGDjroDyA9jDACQnJys5kgIIUVVTv7IySfFBeVHQoiiimt+BChHEkIUI0t+1OgBdUpKCgDA1tZWzZEQQoq6lJQUmJmZqTsMpaH8SAhRluKWHwHKkYQQ5ZAmP3KYBl+WFAgECA8PR6lSpcDhcNQdjkolJyfD1tYWISEhMDU1VXc4RQa9b/IpSe8bYwwpKSmwtraGllbxWeVC+ZEUhN43+ZSk96245keAciTJH71n8ilJ75ss+VGj71BraWnBxsZG3WEUKlNT02L/AVUFet/kU1Let+J25wWg/EikR++bfErK+1Yc8yNAOZJIh94z+ZSU903a/Fi8LkcSQgghhBBCCCGFhAbUhBBCCCGEEEKIHGhArSH09fWxePFi6OvrqzuUIoXeN/nQ+0aKEvq8yofeN/nQ+0aKGvrMyo7eM/nQ+yaeRhclI4QQQgghhBBCNBXdoSaEEEIIIYQQQuRAA2pCCCGEEEIIIUQONKAmhBBCCCGEEELkQANqQgghhBBCCCFEDjSgJoQQQgghhBBC5EADag0TFBSE0aNHw97eHoaGhnBwcMDixYvB4/HUHZrG2b59OypXrgwDAwM4Ojri2bNn6g5Jo61atQpNmzZFqVKlYGlpiT59+sDf31/dYREiE8qR0qMcKRvKkaSoo/woPcqPsqH8mD8aUGuYT58+QSAQYPfu3fD19cXGjRuxa9cuzJs3T92haZQTJ05g5syZWLx4MV69eoX69eujc+fOiI6OVndoGuv+/fuYPHkyfHx8cPPmTWRlZaFTp05IS0tTd2iESI1ypHQoR8qOciQp6ig/Sofyo+woP+aP+lAXAevWrcPOnTvx7ds3dYeiMRwdHdG0aVNs27YNACAQCGBra4upU6fCw8NDzdEVDTExMbC0tMT9+/fRtm1bdYdDiNwoR+ZFOVJxlCNJcUD5MS/Kj4qj/Jgb3aEuApKSklCmTBl1h6ExeDweXr58CScnJ9HPtLS04OTkhCdPnqgxsqIlKSkJAOizRYo8ypG5UY5UDsqRpDig/Jgb5UfloPyYGw2oNVxAQAC2bt2K8ePHqzsUjREbGws+nw8rK6tcP7eyskJkZKSaoipaBAIBpk+fjlatWqFu3brqDocQuVGOzItypOIoR5LigPJjXpQfFUf5MS8aUBcSDw8PcDicfP98+vQp13PCwsLQpUsX9O/fH2PHjlVT5KQ4mjx5Mj58+IDjx4+rOxRCAFCOJJqFciTRJJQfiSah/JiXjroDKCn++usvjBgxIt9tqlSpIvr/8PBwdOjQAS1btsSePXtUHF3RUq5cOWhrayMqKirXz6OiolC+fHk1RVV0TJkyBZcuXcKDBw9gY2Oj7nAIAUA5UpkoRyqGciTRNJQflYfyo2IoP4pHA+pCYmFhAQsLC6m2DQsLQ4cOHdC4cWMcOHAAWlo0keBnenp6aNy4MW7fvo0+ffoAEE4/uX37NqZMmaLe4DQYYwxTp07FuXPncO/ePdjb26s7JEJEKEcqD+VI+VCOJJqK8qPyUH6UD+XH/NGAWsOEhYWhffv2sLOzw/r16xETEyN6jK6c/d/MmTMxfPhwNGnSBM2aNcOmTZuQlpaGkSNHqjs0jTV58mQcPXoUXl5eKFWqlGitkJmZGQwNDdUcHSHSoRwpHcqRsqMcSYo6yo/SofwoO8qP+aO2WRrmv//+k/iFpn+q3LZt24Z169YhMjISDRo0wJYtW+Do6KjusDQWh8MR+/MDBw4UOJWMEE1BOVJ6lCNlQzmSFHWUH6VH+VE2lB/zRwNqQgghhBBCCCFEDrSwghBCCCGEEEIIkQMNqAkhhBBCCCGEEDnQgJoQQgghhBBCCJEDDagJIYQQQgghhBA50ICaEEIIIYQQQgiRAw2oCSGEEEIIIYQQOdCAmhBCCCGEEEIIkQMNqAkhhBBCCCGEEDnQgJoQQgghhBBCCJEDDagJIYQQQgghhBA50ICaEEIIIYQQQgiRw/8AQIXF1IppxcAAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1,ax2,ax3) = plt.subplots(1,3,figsize=(12,4))\n", "mapper = tm.TemporalMapper(\n", " clusterer = clusterer,\n", " n_slices = 25,\n", " n_neighbors = 10,\n", " kernel=tm.kernels.square,\n", ")\n", "mapper.fit(X, time_index=0)\n", "ax1.scatter(\n", " X[:,0],X[:,1],s=1,c=mapper.density\n", ")\n", "ax1.set_title(f\"n_neighbors={mapper.n_neighbors}\")\n", "\n", "mapper = tm.TemporalMapper(\n", " clusterer = clusterer,\n", " n_slices = 25,\n", " n_neighbors = 100,\n", " kernel=tm.kernels.square,\n", ")\n", "mapper.fit(X, time_index=0)\n", "ax2.set_title(f\"n_neighbors={mapper.n_neighbors}\")\n", "ax2.scatter(\n", " X[:,0],X[:,1],s=1,c=mapper.density\n", ")\n", "\n", "mapper = tm.TemporalMapper(\n", " clusterer = clusterer,\n", " n_slices = 25,\n", " n_neighbors = 500,\n", " kernel=tm.kernels.square,\n", ")\n", "mapper.fit(X, time_index=0)\n", "ax3.scatter(\n", " X[:,0],X[:,1],s=1,c=mapper.density\n", ")\n", "ax3.set_title(f\"n_neighbors={mapper.n_neighbors}\")\n", "plt.suptitle(\"temporal density for various `n_neighbors`\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cd29bdd3-9506-49cb-b904-965e19bf8cee", "metadata": {}, "source": [ "### Temporal Kernel: `kernel`\n", "\n", "The choice of temporal kernel has two effects on the output of temporal mapper. The kernel defines weights for the samples, which are passed to the clustering algorithm, and which are used to weigh edges of the output graph.\n", "\n", "If you are using a clustering algorithm which does not support sample weights, and you are not using weighted edges on the Mapper graph, then there is no mathematical advantage to using a non-square kernel; in this case set `kernel=tm.kernels.square`, for a minor performance improvement.\n", "\n", "Using the `sliceograph` plotting function, we can compare the kerneled cover for a square v.s. a a gaussian kernel:" ] }, { "cell_type": "code", "execution_count": 5, "id": "5bb02433-fc86-45d3-9c47-f6b0cb7304a6", "metadata": { "execution": { "iopub.execute_input": "2026-03-10T17:54:31.140792Z", "iopub.status.busy": "2026-03-10T17:54:31.140267Z", "iopub.status.idle": "2026-03-10T17:54:40.297629Z", "shell.execute_reply": "2026-03-10T17:54:40.295979Z", "shell.execute_reply.started": "2026-03-10T17:54:31.140737Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.io as pio\n", "pio.renderers.default = 'sphinx_gallery'\n", "\n", "mapper = tm.TemporalMapper(\n", " clusterer = clusterer,\n", " n_slices = 9,\n", " n_neighbors = 10,\n", " slice_method='time',\n", " kernel=tm.kernels.square,\n", ")\n", "mapper.fit(X, time_index=0)\n", "fig = tm.plotting.sliceograph(mapper)\n", "fig.update_layout(title_text=\"Sliceograph with Square Kernel\")\n", "fig.show()\n", "\n", "mapper = tm.TemporalMapper(\n", " clusterer = clusterer,\n", " n_slices = 9,\n", " n_neighbors = 10,\n", " slice_method='data',\n", " kernel=tm.kernels.gaussian,\n", ")\n", "mapper.fit(X, time_index=0)\n", "fig = tm.plotting.sliceograph(mapper)\n", "fig.update_layout(title_text=\"Sliceograph with Gaussian Kernel\")\n", "fig.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Temp Topic Modelling (dev)", "language": "python", "name": "ttm-env" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.14" } }, "nbformat": 4, "nbformat_minor": 5 }