{ "cells": [ { "cell_type": "markdown", "id": "06a79d2a", "metadata": {}, "source": [ "# Quickstart: your first bootstrap\n", "\n", "`tsbootstrap` resamples time series. The whole public API is one function,\n", "`bootstrap`, configured with a typed method specification. To get going we run a\n", "block bootstrap, read its results, and ask `diagnose` which method fits the data." ] }, { "cell_type": "code", "execution_count": 1, "id": "e17845da", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:22.542896Z", "iopub.status.busy": "2026-06-22T16:15:22.542695Z", "iopub.status.idle": "2026-06-22T16:15:23.472975Z", "shell.execute_reply": "2026-06-22T16:15:23.471252Z" } }, "outputs": [], "source": [ "# On Colab or Binder, install tsbootstrap first (skipped if already present):\n", "try:\n", " import tsbootstrap # noqa: F401\n", "except ImportError:\n", " %pip install -q \"tsbootstrap[examples]\"" ] }, { "cell_type": "markdown", "id": "883ac719", "metadata": {}, "source": [ "## A small series\n", "\n", "We use a stationary AR(1) process so the dependence structure is known." ] }, { "cell_type": "code", "execution_count": 2, "id": "ac59fb3a", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:23.476695Z", "iopub.status.busy": "2026-06-22T16:15:23.476274Z", "iopub.status.idle": "2026-06-22T16:15:23.487664Z", "shell.execute_reply": "2026-06-22T16:15:23.486182Z" } }, "outputs": [ { "data": { "text/plain": [ "array([ 0. , 0.12573022, -0.05666673, 0.60642261, 0.46875368])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "\n", "rng = np.random.default_rng(0)\n", "n, phi = 200, 0.6\n", "x = np.zeros(n)\n", "for t in range(1, n):\n", " x[t] = phi * x[t - 1] + rng.standard_normal()\n", "x[:5]" ] }, { "cell_type": "markdown", "id": "e0c2b0f6", "metadata": {}, "source": [ "## One bootstrap call\n", "\n", "`MovingBlock(block_length=\"auto\")` picks the block length with the Politis-White\n", "rule. The result carries the samples plus provenance and out-of-bag primitives." ] }, { "cell_type": "code", "execution_count": 3, "id": "42dcf52d", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:23.490925Z", "iopub.status.busy": "2026-06-22T16:15:23.490619Z", "iopub.status.idle": "2026-06-22T16:15:23.705580Z", "shell.execute_reply": "2026-06-22T16:15:23.704766Z" } }, "outputs": [ { "data": { "text/plain": [ "(200, 200)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from tsbootstrap import MovingBlock, bootstrap\n", "\n", "result = bootstrap(x, method=MovingBlock(block_length=\"auto\"), n_bootstraps=200, random_state=0)\n", "samples = result.values()\n", "samples.shape # (n_bootstraps, n)" ] }, { "cell_type": "markdown", "id": "0d047122", "metadata": {}, "source": [ "## Out-of-bag mask\n", "\n", "Observation-resampling methods record which points were left out of each replicate.\n", "This out-of-bag structure is what the EnbPI uncertainty layer builds on." ] }, { "cell_type": "code", "execution_count": 4, "id": "87f7bca6", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:23.708403Z", "iopub.status.busy": "2026-06-22T16:15:23.708239Z", "iopub.status.idle": "2026-06-22T16:15:23.713181Z", "shell.execute_reply": "2026-06-22T16:15:23.712444Z" } }, "outputs": [ { "data": { "text/plain": [ "((200, 200), 0.361)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mask = result.get_oob_mask()\n", "mask.shape, round(float(mask.mean()), 3) # ~0.37 of points are OOB per replicate" ] }, { "cell_type": "markdown", "id": "f30c4985", "metadata": {}, "source": [ "## Which method should I use?\n", "\n", "`diagnose` inspects the series (serial dependence, stationarity) and recommends\n", "method specifications. It is a heuristic starting point, not a guarantee; the\n", "decision-guide tutorial shows when each method is the right choice." ] }, { "cell_type": "code", "execution_count": 5, "id": "5afec912", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:23.715008Z", "iopub.status.busy": "2026-06-22T16:15:23.714882Z", "iopub.status.idle": "2026-06-22T16:15:24.055904Z", "shell.execute_reply": "2026-06-22T16:15:24.054825Z" } }, "outputs": [ { "data": { "text/plain": [ "('StationaryBlock', 'MovingBlock', 'SieveAR')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from tsbootstrap import diagnose\n", "\n", "diagnose(x).recommended_methods" ] }, { "cell_type": "markdown", "id": "f8b6eac3", "metadata": {}, "source": [ "## Visualizing replicates\n", "\n", "Each replicate is a new series that preserves the local dependence of the original." ] }, { "cell_type": "code", "execution_count": 6, "id": "22b954f1", "metadata": { "execution": { "iopub.execute_input": "2026-06-22T16:15:24.059318Z", "iopub.status.busy": "2026-06-22T16:15:24.058928Z", "iopub.status.idle": "2026-06-22T16:15:24.573551Z", "shell.execute_reply": "2026-06-22T16:15:24.572319Z" }, "nbsphinx-thumbnail": { "output-index": 0 } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAp4AAAE7CAYAAAB0T4FTAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlcelbwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsvXe8ZGV9P/4+bfrcvr0vC+wiS1cRDUZAQwKJaEQU+RlQSEQxGE0ULIkkEmvsX9BEBAlGFNFgpCkiSFGqtGUr227v02dOfX5/POWUOTN37t29e2fhvH3xcu+Uc86c8jzv5/35fN4fiRBCECFChAgRIkSIECHCPENe6AOIECFChAgRIkSI8MpARDwjRIgQIUKECBEiHBJExDNChAgRIkSIECHCIUFEPCNEiBAhQoQIESIcEkTEM0KECBEiRIgQIcIhQUQ8I0SIECFChAgRIhwSRMQzQoQIESJEiBAhwiFBRDwjRIgQIUKECBEiHBJExDPCyw7HHnssvvrVry7Y99ttP62i3Y7nYOPMM8/Exz72sYU+jAXBQl/bSqWCjRs34jvf+U5Ln5/P453tsSwk7rrrLmzcuBE7d+5s+lqECIcT1IU+gAgROO688078+Mc/xrZt22BZFtauXYu/+qu/wkUXXQRVbf1W3bZtG8bGxuZ8HAf6/XbbT6tot+M52HjppZewaNGiGT/3nve8B0899VTd60cddRR+8YtfzMehzTsW+to6joPt27djYmKipc/P5/HO9lgWEoVCAdu3b4eu601fO5j4+c9/jquvvhp333031q1bNy/7iPDKRkQ8Iyw4arUa3vOe9+Duu+/GRz/6UVx++eWIx+N45JFHcNVVV+Fb3/oWfvnLX2LZsmUtbW/Lli3o6emZ8/Ec6PcPV7xSf3cQ+/btQyKRwK233up7PR6PL9ARHTiia/vywTnnnIOtW7di/fr187L9fD4/r8Q2QoSIeEZYcHz4wx/G//7v/+K+++7Dm970JvH6SSedhHPPPRennHIK3va2t+HRRx+FLM+cHXL00Ucf0PEc6PcPV7xSf3cYEokENm7cuNCHcdAQXduXD7LZ7Mvq3ozwykOU4xlhQbFjxw7ccMMNuOiii3ykk2PdunX41Kc+hcceeww/+9nPAPhztF544QVceOGFOP744/HTn/4UQHh+mGVZ+I//+A+84Q1vwKtf/WpcffXVqFaroXl/we9797dt2za8+93vxgknnIC3vvWteOyxx+qO+U//9E+xceNGbNy4EZs3b8Zb3vIWfOMb34BpmnM6Rw8//DDe85734DWveQ1OP/10fOQjH0F/f3/d5+677z68613vwoknnojXvva1+PjHP+4LJ87lvLWy3dkcYxCtnKvZnn/LsvC1r32t7lofCniP9bnnnsP555+Pk046CZdddhnGx8cBAM8++yze+c534oQTTsC73vUu7N27t247hBDcfPPN+Iu/+Ascd9xxeNOb3oQvfelL4nc4joPTTjsNH/rQh0KP461vfSve+c53ir8P9J6ezfMzE5599lm84x3vwAknnIC3v/3t+MMf/tDS92Y6J17cf//9eM973oOTTz4Zb3zjG/HZz34WxWKx6fZvvPFGbNq0Cd/61rcafmamZ6hWq+HrX/86zjrrLBx33HF4y1vegu9///sghIht/PjHP8bGjRsxODiIG264AaeffjpOPvlkfOxjH8PU1NSM56FRjmetVsM3v/lNnH322TjhhBNw3nnn4fbbbxfvP/744+JZ27RpE0466SRceOGFeOCBB8Rnvv3tb+Pqq68GAPzFX/yF+PxvfvMb335m+o2maeK6667Dn//5n+PEE0/Eueeei29/+9tzHgMjvMxAIkRYQHzlK18hAMgdd9zR8DN79+4lAMhFF11ECCGkWCwSAOTiiy8mZ555JvnlL39JfvGLX5Dbb7+dEEKIoijkE5/4hG8bF1xwAUkmk+Qb3/gGeeyxx8h1111H3v3ud5M1a9aQCy64wPfZ4Pf5/i699FLyF3/xF+Suu+4iDz30EDnzzDNJKpUiQ0NDvu/v2rWLbN26lWzdupU8+eST5Prrrye9vb3kfe97X9P9hOGhhx4iqqqSj3zkI+T3v/89+f3vf0++9a1vkVNOOcX3uWuvvZYoikL+8R//kTz88MPk3nvvJaeddhpZt24dGR8fn/N5a2W7rR5jGFo5V7M9/xdeeCFJJBLka1/7GnnsscfIt7/9bXLBBReEXuswvP71ryfd3d3kta99LTnuuOPIOeecQ773ve8Ry7Jm/C4/1ksuuYSce+655Fe/+hW57777yMaNG8mpp55KnnvuOXL22WeTe++9l9x///3kmGOOIZs2bSK2bfu2c+mllxJVVcm1115LHnvsMXLjjTeSnp4ecuqpp5JqtUoIIeSKK64gsViMTExM+L77/PPPEwDkG9/4hnjtQO/p2Tw/zc7L3/zN35CzzjqL3HXXXeSBBx4gb3/724mmaeS+++7zfT7sXmzlnBBCyDXXXEMkSSIf/OAHyW9+8xvy0EMPkWuuuYb8zd/8je9Y/u3f/o0QQojjOOSqq64iiqKQr3/96y39jrBnqFQqkVe/+tVkxYoV5Pvf/z554oknyH/+53+Srq4u8oEPfEBs4/rrrycAyBVXXEE++tGPkkcffZT85Cc/IatWrSLHHHMMKZVK4rM/+tGPCADy/PPPN32tUCiQk08+mfT19ZHrrruOPP744+SOO+4g73jHO8TzXS6XxbO2detW8rvf/Y5cfvnlRJIkcf7Hx8fJv//7vxMA5K677hKfLRaLhBDS8m/80Ic+RHp7e8nNN99M/vjHP5K7776bXHnlleSqq65qen4jvDIQEc8IC4oPfOADBADZsmVL089pmkZe97rXEULcwb+7u5sUCgXxGcdxCCH1k9b9999PAJDrrrvOt80f/OAHRJKklonnkiVLfJPC8PAwUVWV/Mu//MuMv/Omm24iAMjw8HDD/YThYx/7GOnu7q573TAM8e9nn32WSJJEPv3pT/s+k8/nSV9fH7nyyit9v6PV89bqdls5xtkgeK5mc/4feOABAoB8+9vf9m3ze9/7Xui1DsPb3/528vnPf5787ne/Iw888AD5+Mc/TjRNI2effTYxTbPpd/mxLl26lJTLZfH6nXfeSQCQE044wfcb7r33XgKA3H333eK1Bx98kAAg1157rW/bv/71rwkA8uUvf5kQQsgzzzxTRzAJIeQjH/kIicfjZHJyUrx2IPf0bJ+fZuelt7e37t477rjjyNFHH+37fPB4Wz0nTz31FAEQ+lzx+9FLPCuVCvnrv/5rkslkyC9/+cuWf0fYM/Txj3+cqKrqI4SEEPLjH/+YACBPPPEEIcQlnpdcconvc3/84x8JAPKv//qv4rVWiedHP/pRIssyeeaZZxr+7kY466yzyFlnnSX+vvHGGwkAsnXr1rrPtvoblyxZQj784Q/P+lgivDIQhdojLCgMwwAAaJrW9HOqqorPcpx77rnIZrPib0mSQr971113AQAuvPBC3+vvete7Gn4nDOeeey7S6bT4e+nSpVi1ahW2b9/u+1x/fz/+6Z/+Caeffjpe9apXYePGjfjMZz4DAHWfnQkrV67E9PQ0vvjFL2JyclK87j1ft912GwgheP/73+/7bkdHB8444wzcfffddb+jlfPW6nZbOcZGmM25auX833nnnQBoZboXF110UcvX+sc//jGuuuoq/Mmf/Ane+MY34otf/CL+4z/+A/fccw9uuummlrZx7rnnIpVKib9POukkAMAJJ5zg+w389W3bttX9hosvvti3zbPOOgurVq3CL3/5SwDA8ccfj1NOOQU33HCD+IxhGLjllltw3nnntVRM1Mo5nc3z8573vEeEZzdu3IjLL7+8bn/Be++iiy7C9u3bm9oDtXpOeMj7gx/8YN02gvfjyMgITj/9dDz22GN4+OGHcc455zTcfxBhv+MnP/kJXvva1+LYY4/1ffatb30rZFmuew6D5/OEE07AcccdJ37LbHDbbbfh9a9/PY4//vi697y/+1e/+hXe85734JRTTsGmTZuwceNGPPHEE777rxla/Y0rV67EHXfcgXvvvdcXXm9lTIjw8kdUXBRhQbF8+XIAwNDQEI488sjQz+RyOVSr1bqq9tWrV7e0j5GREWQyGXR2dvpej8ViLdnrcKxatarutZ6eHl++48DAAE488URs2LABH//4x7F+/XokEgk8+uijeP/73z/rXMPLL78cW7duxWc/+1l88pOfxLHHHos3v/nN+PCHP4w1a9YAoFXYAJ0MAZoLR1i+1cjICGzb9m2z1fPW6nZbOcYwzPZctXL+h4eHkclk0NXV5ftcPB5v+VqHWXddfPHF+Pu//3v86le/wqWXXjrjNlauXOn7mx9Po9e9hH1oaAiqqoa6OKxevRpDQ0Pi7/e///24/PLL8dRTT+Hkk0/GL37xC0xMTNQtFhqhlXM6m+dn3759PtK6YcOGGffHXxseHm44BrR6TgYGBqCqauh+gvje974HXddxyy23hBK2Zgh7hvbv34/p6Wkce+yx4jkJPjNeNDoXzz333KyOBQAGBwdDc+S9+N73vofLLrsMf//3f49LL70UixcvhqIouOqqq/Dwww+3tJ9Wf+ONN96Iyy67DGeffTbS6TROO+00nHfeebj00ksRi8Vm/fsivLwQEc8IC4o3vvGN+NznPof7778fb3zjG0M/c//99wOghSheJBKJlvaRyWRQLpdhGIZv0COEIJfLtXysiqKEvk48SfU333wzJicn8eyzz2LFihXi9d///vct78eLeDyO7373u/ja176GP/zhD3jggQdwww034L/+67/w7LPPYu3atchms5BlGbfcckvoOQk6AbR63lrdbivHGIbZnqtWzv/ButZBJJNJqKra8sKh0bG28huy2Swsy0KpVPKpagAlqN7XLrzwQnzsYx/DDTfcgJNPPhk33HAD1qxZg7POOuuAjnOu5/R//ud/UKlUfN/1Iqx4hr8W/K1etHpOOjo6YFkWcrkcuru7G24PAP7xH/8Rzz//PN7//vcjnU7jvPPOa/p5L8Keh0wmg1NPPRVf//rXQ78TPJ5G56LZeWiEbDY7oy/pV7/6VbzpTW/CN77xDd/rMxVdedHqb9y8eTP+8Ic/YHBwEA8//DDuvvtu/P3f/z1++ctfCgU9wisXUag9woLizDPPxAknnIDrrrsu1DDaNE1ce+216O7uxvve97457eN1r3sdCCF46KGHfK8//vjjB92rrlgsQlEULF682Pf6z3/+8wPabiqVwhlnnIF//dd/xY9//GMUCgVRaXrGGWfAcRz09/f7wpz8v6OOOmpO+5ztdpsdYxjm41yddtppIITgwQcf9L3+6KOPHtC1fuihh2BZ1qyVsbngtNNOA4C6c7dv3z7s2rULr3/968VrHR0deMc73oH/+Z//wc6dO/GrX/0K73vf+2aVQjITZvP8rF692nePBBXeBx980EdqAeC3v/0tOjo68KpXvarhMbR6Ts444wwAbmi+GRKJBG6//Xacf/75eMc73oGbb755xu80wxlnnIHnnnuu7hzw/5YsWeL7vLeaHKCk87nnnhO/dbb7fvTRRzE9Pd3wM8VisU4xHh0drVvocVJtWVbofmbzG1esWIELLrgAN910Ey699FLcc889h8xhIkL7IiKeERYUkiTh1ltvhaqqePOb3+zrGLN//3687W1vw9atW/GjH/1oRgWjEc4//3xs2LABH/nIR7B//34ANKz3la98pW6gPFC88Y1vhG3bQlWwbRtf//rXm04IzfClL30J//u//yvyWx3Hwe9+9zsAwKZNmwAAb3vb2/CmN70Jl19+eZ3tyW233dbUHqYZWt1uK8cYhoN9rgD3Wv/DP/yDSBUYHBxs+Vo/9thj+NKXvuRTox5//HFceumlWLJkCa644oo5H1urOP/887Fp0yZ87GMfE7l3U1NTuOSSS5BKpfAP//APvs9feumlyOfzwj4pmAd5MI7nYD0/mUwGn/3sZ0Waxn//93/jZz/7Gf7pn/6paQi21XNy3nnn4fTTT8fHPvYx3HfffeL7zz//fKhVmKqquPnmm/HBD34QF198Mb75zW/O6vd4ce2116JUKuHCCy/0pUMMDw/jmmuuwdNPP+37/MMPP4xHHnkEALVp+tu//VvYtj2ntq7/+q//CtM08e53vxvDw8MAKHH84Q9/iN/+9rcA6PN21113YevWrQCoUnzJJZdg8+bNvm0dccQRAIBnnnlmTr/RMAz87d/+LbZs2SIWGblcDs8884xIp4nwykZEPCMsOI4++mg89dRTOOWUU3DmmWdi6dKlWLNmDTZu3AhZlvGHP/wBf/Znfzbn7SeTSdx7773o7OzE2rVrsWLFCrz5zW/GP//zP0NV1YOa8H722Wfj3/7t3/CZz3wGixcvxuLFi7Fjxw788z//85y2d8YZZ+CWW25Bd3c31qxZg97eXtx44434wQ9+IJQRWZZx55134sILL8Q73/lOdHR0YNWqVVi0aBF+9rOf1aUotIpWt9vKMYbhYJ8rgKo1v/rVr9Dd3Y1169aJa33NNde0NOFt3LgRpVIJxx57LJYsWYLe3l78yZ/8CY477jg88sgjWLp06ZyPrVXE43Hcd9992Lx5MzZv3ozly5dj8eLFqFQquP/+++vaGP7Jn/wJjj76aDzzzDN485vf3HIOb6s4mM/Pueeei0wmg2XLlqG3txd/93d/h6uuugqf+tSnmn6v1XPC79m//uu/xtve9jZ0dXVh0aJFeO9734uTTz45dNuSJOGb3/wmPvOZz+DKK6/ENddc0/rJ8eCYY47B73//e+i6jrVr12L58uXo7e3Fa17zGkiSVJe/eu211+Laa6/FsmXL0NXVhaeffhq//OUv52QOf+yxx+Khhx5CtVrFypUrsWLFCvT09ODee+8VSvJXv/pVvOY1r8HmzZuxatUqHH/88bj00kvriOerX/1qXHzxxbjkkkuwfv16n49nK79R0zS85jWvwYUXXoiOjg6sW7cOy5YtQ09PD/7v//7voKrxEQ5THLoC+ggRZoZlWWRgYIDs3buX1Gq10M84jkO2bt1a51/IsW3bNjI2Nhb63ujoKBkYGCCO4xDLsoT/ZLPvN9vf3r17yf79++teN02T7N27V1jqcA89r3VNs+MMwrIssm/fPjI9Pd30c47jkIGBAfEbg+/N9bw12+5sjzGImc7VXM4/IYSMjY2R/v5+cby7du0ig4ODLR/X+Pg42bNnD9F1veXvNDpW/jr3PvWi0euEUN/El156iUxNTTXd79DQ0Kyu7VzPaSvPTxiC+6tWq2T37t2kUqm0dLxetHpODMMge/bsIblcrumxeMF9ZRvZZs30DHFUKhWye/fuun0T4top7dmzhxBCyMTEBNm/f3/oc1UoFMjWrVt992DYa17k83mye/fuhr8hn8+T/fv3C1/a4eFhsnPnztB979ixw+fj2epv5CiVSk3H8givTEiEBBJuIkR4heA3v/kNzjrrLNx666244IILFvpwIkQ4rBA9P3PDd77zHVx++eXYs2dPw8K7CBFezohC7RFeEfif//kfPProoyLnaMuWLbjiiiuwYcMGvPWtb13go4sQob0RPT8RIkQ4WIiIZ4RXBDZv3oyrrroK3d3dWLp0KY477jisWrUKv/rVr6Jk9wgRZkD0/ESIEOFgIQq1R3hFoVarYXh4GH19fXPyy4sQ4ZWM6Pk5cORyOYyMjOCII46IOvlEeEUiIp4RIkSIECFChAgRDgmiUHuECBEiRIgQIUKEQ4K2b5npOA6GhoaQzWYj/68IESJEiBAhQoQ2BCEExWIRy5cvr2vV7EXbE8+hoSGsWrVqoQ8jQoQIESJEiBAhwgzo7++va5frRdsTT57A3t/fj46OjgU+mggRIkSIECFChAhBFAoFrFq1asbCw7Ynnjy83tHRERHPCBEiRIgQIUKENsZMaZFRcVGECBEiRIgQIUKEQ4KIeEaIECFChAgRIkQ4JIiIZ4QIESJEiBAhQoRDgrbP8YwQIUKECBEivPJg2zZM01zow4jAoGkaFEU54O1ExDNChAgRIkSI0DYghGBkZAS5XG6hDyVCAF1dXVi6dOkB+apHxDNChAgRIkSI0DbgpHPx4sVIpVJR85g2ACEElUoFY2NjAIBly5bNeVsR8YwQYY6o1WqIx+PRoBghQoQIBwm2bQvS2dvbu9CHE8GDZDIJABgbG8PixYvnHHaPiosiLDhsh2DfZHmhD2NWePzxx9HR0YH3vve9IIQs9OE0RdWwMZyvzvp7pu2gf6pyQPu2bAf7Jw9sGwsJQgj2TpThOO19jSNECEOxZmKsWFvow5gVeE5nKpVa4COJEAZ+XQ4k9zYinhEWHJNlHc/05w4r8nnHHXfANE3ccsst+MEPfrDQh9MUA9MVPLF3GrmKMavvTZR0bBkqHNC+x0s6/tg/jYHpw5N8FnULzw7ksHOstNCHEiHCrLFvsoLH90yhpFsLfSizRhRJak8cjOsSEc8IC45izUJSU7BlqICKcXgMkFu3bhX/vvLKK7F///4FPJrmKNQsJFQZT++fhj0L5a5Usw5YzeXX9vmBPGqmfUDbWggUaxbiqoKdY0XkK1F1bYTDC4WaiZgi44/7p9s+MhPhlYOIeEZYcJRqFlZ2p7CiK4ln9ucOiwHyxRdfFP8uFAp4//vfD8dxFvCIGqOkWzhmeQdUWcbW4dYVzELNgn0QiOea3jQWdyTwTH/ugLa1ECjVLCzKxnHk4iye3j8dhdwjHFYo1SycsKoLhuXgpfFItW9XfOELX8App5wy799ZyO16ERHPCAuOYs1CNqHimOUdKBs29ky0d8jdMAzs2rULAHD11VcDAO677z7cdNNNC3hU4SCEoFSz0JHUcOLqLuydLGOypLf03ZJu4UB5VrFmIptQsXlFJ/JV87DL9yzp9PiPXJyBLEvYNlJc6EOK0GaYaPF5OtQwbQdV00ZnSsOJq7uxbaSIQi1S7SMsPCLiGWHBwSd3TZGxcWkW/dOzL4Q5lNi1axdsm4aNP/KRj+Bd73oXAODuu+9eyMMKRdW0YROCTExFNqFhbW8aAy2cX05YCSFzVqAJISjpFjIJFTFVxtFLsug/zHI9C2xRJMsSjlnWgf0HWGwV4eWFsm7hkV0TbamEl2oW4qqMuKqgJx3Dss4EhnLtPba+UnHVVVfhySefnPfvtAsi4hlhQaFbNnTLQTpOnb1SMQV6m+cC8jB7T08PFi1ahM2bNwMARkdHF/KwQlGqWUjHFMgyTQhPxhTo1swpATXTgcVSB2aTF+pF1bThECAT81xbq72vrRecfGfYvZmOKzBs57BIBYlwaOCwe6GVZ+pQo6RbyMQ18XdSU6Gb7XecLyd897vfxYYNGxCLxbBhwwZ897vf9b3/6U9/Gq9//etx1VVXCY9SIDy8fe2112LJkiXo6enBOeecg3/6p3/CscceK94Pfodv+1Of+hTWr1+Pjo4OnHfeeRgfHxefuemmmyBJEiRJQiaTwWtf+1rcf//983EqmiLy8YywoODFJ5pC10BxrTVitJDghUXHHHMMJEnCkiVLALQn8SzqFrIJd/KJq3JL5K9YM5HUFKGYzmWgoKTNJb1xVTmsJr6KQc8TJ55xVQEhBIbtIK4eeNu4CIc/+BJEt2wkY+11T/AUJo64Jh+W1e2WZWFkZGRB9r106VKoamuj389+9jN85CMfwQ9+8AOcffbZuPvuu/E3f/M3WLx4Md72treJzz366KM4/vjjsWXLFixatCh0W7fccgs+//nP40c/+hHe+MY34vbbb8dll12GjRs3Nj2GRx99FKeeeiqeeOIJlEol/NVf/RU+9alP4T//8z8BABdffDEuvvhiALQ24eabb8Zf/dVfYdu2bVi5cmVLv/NgICKeERYUpRoNxXLEVRkOITAsBzG1PQV5Tjw3bdoEAO1NPD2KHdA6+SvqFjqTGqqmjbkKfIWaX3GJazIM24HjEEFG2xn83HH7EEWWoCkydCsinhEoCHuU2nGxXKyZ6MvGxd+tLjrbDSMjI1i1atWC7Lu/v79lQvalL30J73vf+/DOd74TAHDBBRfgt7/9Lb74xS/6iGdfXx++8Y1vQNO0RpvCN77xDfzd3/0d/vIv/xIAcMkll+D//u//sGPHjqbHsGLFCnz5y1+GLMvo7e3FpZdeiuuuuy70sx0dHbjiiitw00034a677sLf/u3ftvQ7Dwbac2aP8IpBsWahw6PIaYoMRZbaeoDkofYg8czn86jV2susuRSierQySVK1RIMkSXMOtZf0wL7ZQqIdJ+kwlHTTtygC2OR9GKm2EeYXhGme7XhP1D9/h1fE4XDDiy++iNe+9rW+1173utf5rPcA4Mgjj2xKOgFg27ZtOPnkk32vtVJpfsQRR0CWXVrX3d2N6elp8ffk5CQuu+wyrFy5EqpKF9VPPfXUIbcDjBTPCAuKom5ieWfS91pcpeH27AIdUzPYto3t27cDoKF2wCWeAG0ltnr16gU5tjDwqnKOuCrDchxYtgNVabzuLNUsrOlNQZbcPLa57Lu3Ny3+liRJqC7tFpYMQzBUCfB7s30XRREOLfiarN3uCdshKBs2soGIw+Gy6PNi6dKl6O/vX7B9HwjC8sFjsVhL3w0atbeSWz6Tufvll1+O8fFx3HPPPVi/fj1SqRTe8IY3wLIObQpGRDwjLCiKNQvZJSGqUpsOkPv27ROqZlDxBGhYqF2IZ820YdiOL9QeU2RIkgTdak48OWFVJGnOlkqlgJoNuIuKwwFF5uHpxeE6eUeYH7RrcVFJt6BIkm+B1+qis92gquohzT+cK4455hg8/vjjeO973ytee+yxx8Q8MRts3LgRTz75JN797neL155++ukDPsZHH30UX/jCF0SRUrlcxpYtW/CGN7zhgLc9Gxw+d1+Elx1M20HNtBuEM9tLQeDgYfZ0Oi3yjuLxOLq6ugC0V55nSaeFW95JxlUdG0+UXsIqSdKcrGL4NtJxv7J5OIWqS4HCLODwOv4I8w/SpoontzHzwrvojHDw8fGPfxzf//738dOf/hSFQgG33XYbbrrpJnziE5+Y9bauvPJK/Od//ifuvPNOFItF3HzzzbjjjjsO+Bg3btyIW2+9FRMTExgcHMQll1yCXC53wNudLSLiGWHB4PWZ86KdK9u9hUXesEY7FhjxPM0gZioy8BJWRZbm1L2oWLOQiql1ygpVDNtrkg5DzbRhBtRigCq2tcPg+CMcGvDwZ7stRoIpNkBri84Ic8fb3/52fPWrX8VVV12F3t5eXH311fj617/uKyxqFRdddBE+8YlP4JJLLsHq1atx66234gMf+ADi8fjMX26C66+/HsViEatWrcKJJ56IRYsW4fWvf/0BbXMuiELtERYMzYlRew6OwYp2jiVLlmD79u1tRTyDhUUcMxUZeK/LXHM8qYdgg3236bX1olAzkY6pUALV93FVxlS5/Y8/wqGBm+PZXvdEqUZdKYI4XCvbDxd84AMfwAc+8IGG73/uc58Lff2qq67CVVdd5Xvt05/+ND796U+Lv/+//+//w7p16xp+J2zbF110ES666CLx95FHHokHH3yw6W8IO5aDjXknno8//jh+8YtfYGJiAkcddRTe+973oq+vb753G+EwQFE3G5ATGYVqe7Z2C1a0c7Sn4mliRXey7vXEDHmKXsIqyxLm0oI+THEB2LU9DNr2NSTth4liG+HQgICw8HV73RPFmoWV3am616PK9sMDk5OT+Pd//3d8+MMfRnd3N26//Xbceuut+PnPf77Qh3ZQMK+h9muuuQaf+MQnkM1mcfzxx+POO+/EMcccgz179sznbiMcJmg8ubenKkYI8ZnHe9GWxLOp6th4oizqLmmUJWluiucc1dZ2QbFWnyMHHD6KbYRDA4cACRahaZe2md5WtUHMtOiM0B7o7e3F6tWr8Wd/9mdYsWIFvvnNb+K///u/ce655y70oR0UzKvieemll+Jf/uVfxN+XXXYZVqxYgVtvvRVXX331fO46wmGAYs3CukXputfbNdQ+PDyMQqEAoP0Vz0aFWwBV7crlxvYZXtN5ZY7Es1CzsDEkjeJwmfhKuoVVoYoRPX5CyIzWJRFe/nAcggTr8GXYDhLywtuElVnHrXSIZVlkB3b44Morr8SVV1650IcxL5hXxXPFihW+v6emplAulxesC0GE9oHjEFRMv88cR7vmIfGuEaqqYv369b732o14lvXwwi2geWW2FSCssoRZh9pN24Fu2XUV7XTfh8fE11jxlEXbzAgRCAFUWUJMaR+3g1Kg45YXkR1YhHbAvOd4DgwM4KqrrkK5XMYTTzyBT3/607jwwgsbfl7Xdei6Lv7mClOElxcMm6pG8ZC2mHFVge0QmLYjeri3A8bHxwEAixcvruvf227Es1lbx2bkT7ccVv1KvyvPoardCGzDt2/NDUu2c9tM2o+9/t5TRWetqG1mBNa5SPLm/jbvSHMoYFjh9y4Q2YFFaA/M+6yezWZx9tln48wzz8SRRx6JH/zgB027EHz+859HZ2en+C9SR1+eMBipDCMfMVWG3IZ+cxMTEwBo/k0QnHhOT0/DMIxDelxhaNbrPq7JqDWYfEzbQcxD9ueS42lY/m14wV9vZ8XQYKH0RucvcZjkqUaYfziEPiNxVWn4TB1qGLbd+NlXFdTa1CM5iFY69UQ49DgY12XeiWdnZycuuugiXHHFFbjvvvuQSCTw2c9+tuHnr776auTzefHfQrXKijC/aEZOgPY0kZ+cnASAUFeGYNvMhYbejHiyDiZhPdiDaokiY9ZFE43UQoAqqO0UlgyDYTuQJamh2h5VtkfgIIQw4tk+90TTZ/8wCLXzPuaVSmWBjyRCGPh1manffDMcUh9PRVGwadMm7N27t+Fn4vH4AZukRmh/GJYDrcHgCLRnZXsriidAw+0L3eJtJtVRkiTUTBvpQNV7cNKS59Ays5naCrRXWDIMptU8xSOqbI/A4RBAkoBEG41XhuX4WmV64V10Bj1q2wWKoqCrq0ss4FOpVFTI1wYghKBSqWBsbAxdXV1QlLmnGs0r8bztttvwjne8Q9w0+/fvx3333YfLLrtsPncb4TBAS4pnmwzkHJx4himeyWQSHR0dKBQKbZHnadqNyZ8kMdXRcpAOrPGMQF7tnELtTfYNoK3CkmFoptgCUZ5cBBdU8Wwvf1rTJuicw6KznbB06VIA7RE9iuBHV1eXuD5zxbzeeb/73e/wyU9+Escccwyq1SoeeeQR/OVf/iU++clPzuduIxwGmJmctE/oiqNZqB2gqme7EE/DdkKrsjkahYuDaqUsSaEh+ab7bmlR0V7X1otWFNuq0b7HH+HQgT4ZEvOn1Wf49KFBs/u32aKznSBJEpYtW4bFixfDNNuD0Eeg4fUDUTo55pV4futb38Lw8DCeeuopaJqG733ve1i9evV87jLCYYJmlZdAexqNNwu1A5R47ty5sz2I5wzkr1GBTPB7soy5Ec8m17adwpJhaJYjB9B7M1eJJsMItJ2sLLVX7mSz4iKAe+keHgsnRVEOCtGJ0F6Yd6192bJlLxu3/QgHD4bthHbV4YhrMkp6Y5PzhUAriicAjIyMHLJjaoTW8izrJ0rTdnwhOFmSYM4h1N4sjNdOYckwBCv7g2jHNJAICwMiqtrbh8zNHHFov0V9hFcW2sckMcIrCodjOLYVxRNoDy9PfY7nt76qfW6h9sNNzfZiRtLeho4LERYGDiGQJLfgbKEtgGhzg8ZWYEB7qbMRXpmIiGeEBcGMVe1tRk4Mw0CxWAQws+LZDsSzlQKfsMlHDykumu1kOle1tV0QLLAKoh0dFyIsDLyKJ4AFvy9Mm1AP2sNsUR/hlYWIeEZYEMyoeGoyam00OPIwO9D+xNO0mxugA40rs+uLizBrO6W5qq3tgpkVWxkOITAi8vmKB1+TCX/aBb4nuAetGtmBRWhjRMQzwoKglap22yGw2qTDDQ+zA+0fauctK5urdvNY1d6i2rrQYclGmEmx1UTbzPYlzxEODRxmIA+wZ2qBUzBmuneByA4swsIjIp4RDjkc1oe9marE/ebaZWXOiaemachms6Gf4cRzcnJyQS1AZlKTgXDVw7IdOIEwnSLPzseTq63NDdjbIyzZCDOF2oFINYpA4RACmd0q7XBPtEQ8D6Oq9ggvT0TEM8IhB+/T3YwcSaJStD0mdx5q7+3tbdhFw9u9aHx8/JAcVxhmMkAHKPkzbX/bTMPmSqn7+yQJsyKeXG1tNvm1e9vMllWjNrk3IywcCAAJTPFsgxQSw3IQjxZNEdocEfGMcMhh2A5UWYY8Q8u2dhjIOZp1LeIIts1cKLRKnKii7J5fqpRKPmI926r2mayIxP7bVHUxQ1TfMESV7a8sEEJw2223YceOHXWv82GsHTpyzZTmAoQvOiO8PNGu6UwR8XyF4PE9U8hX28M7sRViBLRXZftMHp4AkE6nkclkACww8Wxh8hEdTDznN+y6KJKE2YxdhuVAloBHdk3AaTKxtavq4ubHzrAoWsDK9lzFwFP7pg7Z/ggheHTXBGoHQLQd58C3sZC49dZb8c53vhPvete7fK/TXu2eHM/DIdQesugMYrKk45n+3EE+ulc2xoo1PHsIz6llO7hv61hbPnMR8XwFIFcxMJyvonCYEc9EGwzkHDN5eHJ09y4C0AaKZ8uqo3t+aTW6v0uINMte7brloFA1MVHSYTqNr107qdleUMVWaphOwbGQofbdE2VMloxDtr/Rgo7xkn5AE9hosYbxkt42C8nZ4vrrrwcADA8P+16ndkr03+1wT8910RnES+NlTJXbowXoywUvjZUxVTl0z+1grgpNkZDQ2q/zU0Q8XwHYO1kB0D7FHK2GY2NtMJBztBJqtx2CTFcPAGBsbOyQHFcYDGvm4higfqI0QyYtWZpdy0zDdjBZpoNrM77aDmHJMLSuxi9MqN2wHAzlqrO2uDoQ7JssA5h961T/NugYZLdp6K8Ztm/fjoceeggAoOt+MkYN5HmO58Kr+C0/+00W9TXTxkihBstemGtVM208sH3hxs/5QNWwMVY8tOd032QFa3rTh2x/s0FEPF/msGwHg9NV9KRjbSO5tzq5a4oMc4EGvyC8xUWNMJSrIpmmofZSqXRIjisMrageAKDKMqxAcVFdqH2WVe3jRR22QyfjZkRlLh2RDgXCVN8wqLK8IMc/mKuy9IdDs286YerQFHnOZLdq2BgX22i/az4Tvve974l/hxFPrngqsgR7gcerVqMdqizBahCR6J+qCDu7hYBuOm2TFnawsG+qjFRMPWT2gPmqiULNxIqu5CHZ32wREc+XOQZzVaTjCpZ0JBZ8Nc4xk8E4x2xJz3yiFcVz/1QF3Z3UamlBiecMBugcQfIXNmnRUHvr++6fqmBFdxLKDCF6VZF8pLdd0CppVxbo+PdOlrG6N3XIlMP+6Qr6MnEkNWXOZHf/VAWLsnEkNLlp3m87wjAM/OAHPxB/B4kniFvVTsncAhNP257Ts+/FvskK1velF+y38Hu7HRemcwEhBPsnK1h3CM/p/skKlnclWxrLFgLteVQRDhq43N5OVbgtT+6StGDhniBmIp7FmompsoFFXR0AgFK5fMiOLYhWFWVV9p/f0OKiWSiTpu1gKFfDmp407XjUZJ3TropnWLpBGNQFOP5cxUBFt7GqJ3VI9k0IYeNHCpI0tzA5IQT7p+g2ZEk67ELtv/jFL3zWaLZtw7Is8TctLqL/VpSFv6dbf/blUBI0XtRhOQ5WdCfhELIgCwWuxDZSZA83jBd1EAAr2Tmd73vEdggGpitY05Oa1/0cCCLi+TKGV25PtFF/6VYHx3YiJzOF2vdPVbCsM4FslofaF454zkZRnknxnEm59GKIJbP3ZmKQ5eYko1mobyHRaqhSWQB1a98kVZP58c03KRgv0bSJpR2JOT+LfBtLsgnIs1TP2wH/9V//BQA46qijxGte1ZOACFu4hb6nCSEw7OatcjkaXc/9U2Ws7E6JPNGFUD35KWyXsf9AsW+qgtU93nM6v/fIcL6KuCajNxOf1/0cCCLi+TJG/5QrtydUpW0KdVpWlZT2ICeGYaBQKAAIVzwJIeifqmJ1bwqZNE3mLi+g4mnaDrQWz6+XHOoh14WrOa2QnP1TFfSmY9AUmZGM5jmebXBp60AXRc0r2oFDr3jaDsFgroo1PSnRonG+01D6pypY1ZOELEuQZ2mrxbF/kk66siyxa374kInh4WH8+te/BgB86EMfEq97iadDAH63KIyALhRhMm0yY9cwjrD7V0QselNQ5UNzj4WBj0kLnbZwMKBbNkbyNazuSUGRqVvGfEfx6DPXnkVFHBHxfBkjXzXRl6arHl7F6B34CSGYLM2PZUbNtFHWrdD3ZqMqhQ1802VD/I75On4vpqZcz8QwxdNyCHTLRncqJnw8F4p4tmqADlA103b8Pp6PPfI7bN68WUy4nOS0EiLNV03ENQUxVYYiN5+0lLZWPGcuLjrUanzZsEAI0J2OiWKW+Q5b56smFjHVRJ6hWKwRSrqF7rQGYPZdsBYaW7dupURO03DOOeeI1/3E0+3VrsqHRtFqBMN2IEtSS8Qz7P4t1ixoioxsQoMkSQui6gMQBVrNCrWKNbNtimWboVizkNAUpOMqAECT5594ep/bdkVEPF/GqBo2kjE6iXIi4g23T1dMPPLS5Lw8wLvGStgxWgx9b1Z5SCEP6WN7prB/qgLdsvHwrolZk8/BwUGceeaZ+OY3v9nS53l+JwBkOrvrKhP5AK5IEtINFE9vYcZ8ViR7W1aWGhB/DiUwCJq2g5tv/B5eeOEFXHXVVeIzAF25F2uNK011y2bV7NQGS5KaK5ozEbdf//rXOP7443H//fc3/EzVsA/qvVusmagY9ixy5A4dwagZNpIxelz8msw3h6sYNhJs/JhLoZ9pmvje176A++65i27jIIfap8vz64nY398PAFi5ciWSSbc62Fdg5PHx5NdlLrfFwRgTWh1XgfBUkappIxVzF13qIajSz1fNOhW8FcVzy1AB20bC55f5xmyuVdWwkfT4aKqK3NTf+EBh2Q4M20Ei1t7Urr2PLsKcQQhB1XSJpyxLdb6NZd0CIQQD09WDvv+yboVaIdE8pLlVXQP0wdItGwPTVVQN+ltme/w/+tGPcP/99+PKK6/El7/85Rk/z4mnqqp4KefgkZcmYXrIJx+HZLkx8dw+WsRDO8dhWA6e3DeNJ/dOzUvYkXukTpZ0/GbrKAamKw0/67UEslgLvX179gAAnn76abz44otiUh2cruHZ/nzDbVUNW4TnYoo8c1V7g+IGjv/+7//Gc889J3LswrBzrNhwcTMXPNOfw3Ch1tLkzcStQ6Z6VgxbGEFLkjSjXdWBgi8k+KQpS5g1afzZz36GH373a3jvu96Bb37zmzTv9yAdc8Ww8Lud477n8GBj//79AIBVq1YhHncVpKDiCU9mxlwWJBXDwj0vjGC0UDug450N8aShdv9xeoUKAFAOweLq6X3TGA78bn6PNLtXKoaFoVx1QdIado2V8OCO8ZZS1+gc7F4TVZlfxbNq2lBkCXG1/UzjvZh34rl3717ccsstuPHGG/H888/P9+4iMOgWDbl6V1txzW/aXTFsaIrclJzMFRXDDp0UuOLaajgoSE4q7MGarhgYL1FvwKFcdVYkbu/eveLfH//4x3Hdddc1/by3sKhq2jAtB4/tnhLKp+0Jt3HiWan4iedkyUDFsPHISxMYyVcxWTbw+N6pgz5wcislTlSe7c9jJB8+oSmeHE/Dpkrpnj27xfs//OEPPSTHaaqg8gGPt5ucKTQ7U74fz6l96aWXGn7GtMmMqu5sUDFslGrmjO0ygUMfVqVqlCr+luc5bF0z6AKGP6ez7WAFAE888YT495VXXombrvsaCKF5iLZ9YEo1X9RWjPkLt3LFc/Xq1Q2JJ+1c5N4vc0nBmK6YkCTgib1TGMzNXQQwbQfxFsZVgB+n/7WaGVDnDkE6iWk7dSlZ/D5rlEpCCBHX/UDJ+lwwUTJQM2080kILWKp4us/tfBegVQPXsF0xr8Tzsssuw5vf/Gbcc889eOCBB/C6170OV1xxxXzuMgJDzaR+bjz8A9R3qqkYFlb3pFDSLRSahFHngrJhwQghnqbtQJX9x9UIKgvveUMbFd1GOq5icTaOveNlLM7GoSkyRoutD0D79u0DACQSCQC0cOCOO+5o+HmvlVLFsPHqdT2QJOBxplraDhG/x1U8XTJPCEG+auK163oQV2Q8P1jAmt4U9k+W8bOnB7BrrIiXxkvYM9F6Xmi+YmLPRBkvjZewa6wkSLDOOpdUDBt9mThOWtOFJ/dNYSzk/Hh9B02LwCgXfPmsP/zhD+E4DhRJQtW0UagaDQ2Qq4YNTZZFu0lZbh4KnsnzsFikSmYz4mk7BBX94BAPxyGo6BaqZuuOC/OtOnoRnFAOdtg6bH8Jn/o1e+L51FNPAQA6OjsBANd9+XN41eo+yLKMjo4O3HnnnXM+Pn4fVoyDt/AIghPPmRRP70g2Fy/PXMXAss4kXr22B8/sz2HbSAG7x0vYNVbE1CzSCXSrtaJCepz1amalTvGc/xxPyyF1iweheDZQBnWLRmfW9qYPWrRuoqRjz0QZu8ZK2D1eahpOz1dNnLKmG92pGB7eOeEbhw2r+TltlD52sBAM7bcr5pV4nnfeedi+fTtuueUW/OAHP8Cvf/1r/L//9//w29/+dj53GwH+0BxHIkTx7ExqWNqRwMDUwQu310wapjND7Jtmm4cE+HN9yoaFlKZgZU8K+6YqSMVUrOxJzmoA4sTzc5/7HE4//XQA/u4kQXDFs7unBw4hyMRVvGZdDwpVE1MVA2QGxbNs0PPRkdCwti+FFV1J5ComVvekMF7SsXO0hKmygecH8y1PpFuG8tg3WcZU2cDOUXeC4h6pFcNCKqZgWWcSG5d2YHtIPpS304pu25gcGag7T4888ggUGRgvGNg7WUG5gcJUMWwoiiSu7UyejZzINFI9OfGcmppCLpcL/YxlO6iY9kHJj6tZNi0SM+2WCrOAQ2sYXgtMKDSHdn5Ddt79zbZ1quM4ePrppwEA//blr+Oiiy4CAJgGvU8rlQp++tOfzvn4+LGUD9LCIww81L569WqoqipaY9Zq7iLOOQiKZ75qojOpYUlHAq9d34NcxcREycBgroads0glabVoEwj3HA1e80OheFoOqVM8RfpPA2WwrNOCndW9KYwWanVkby54biCHgekKpisGtgwVUGwQSamZNgzbQWdSwwmrurCyJ4nRQg1TZQO7xoqYCNQbBFVkbZ4bT3jT69oZ80o8zznnHMiyu4tTTz0VsVgMO3funM/dRkB9aA6oVzzLOiUnK7tTGJiuhE7gNdOedZuvikG/ExYGM2ynpVAmAJEz6B38uOK5tCOBYs2E7ThY2Z3CSL71AYgTz6OOOkpMiFu3bm34ea54dnX3Iq4qUGRaORpTZaF4cgFXEE9Pjme+aqIjqUGWJRRqFjav7MSp63tx6hF92LS0A0cvzeLVa3uQ1JSWQ4c1y8Yxyzrw6rU96ErFxPc4sa8abqHAokwcxVr9QOolToblYGKIEs/e3l684Q1vAEBzLSVJgmHbqJp2Q2JcM2mOJ68In0khC1tUeMGJJwDs3r079DOmQ3xhtwNB1bBhOQ4sx+29DQAPPfQQzjjjDDz++ON135GlQ9cikSqQ7liqzOCTesD7M4LEs3mxmGU7vrDjnj17RLrEpuNOws0334xb73oAN/z4F7j00ksB+FNeZgtTEM/5UTwJIb4cT0mSRITE372I1BHP2RKLfMVEV4pW/vdl4jh1fS9es64HRy/JojKL4rlWG3MArDlHkHgGrvlsfstcUl5s9vw2Ip6NSG/FsJGOqcjEVXSlNAzNMT2hZrrpYLYDbGLjaSauivqBIHIVE9m4ClWhBZQbl3bg1PW9ePXaHvRm4nVjUZAIqsr85s0G83TbFYe0uOjOO++EYRh49atf3fAzuq6jUCj4/oswe4RJ7l4TecehxUc8bO0QgsmQsM5zA3nsm5pdDmhZt1CoWeifrtSpMrNRPCWJ5gp6Bz+u5CmyhHRMRa5iIhNX0ZnUMJyfeQDK5XLinlqzZg02bdoEgJKbajX8+5x4dnb3+Ko+uapnk/pQu2maME2avpCvUEUj+G+AFsjw407FlIYDXhC66SDOrm8qpviJpyL7BrxMQoUZIAYAfMUehuVgdIhOtOvXrxeE/Cc/+QlsQ4fJCPZUKTz0VzVtyJJX8Wzu/TmTT6CXeDYKt/PiiPJBCLdStUeFLMF3nq6//nr89re/DVXED6XiWakjgvOb41k1Ld8ENpMv676pCp4bcIvPuNqZzHSge8lKSJKEzcefiFNO+xOcdtpp9DtsATgXcMJ/MK59GPL5vGh7u2rVKgAQ4fagj6e/uGh2i5GKYcF0CLIJre695CzGA2D20STvcTrMEs5PkuoLkMJACMFvt43NehHASV/VtH1jhSUUz/DzWDYspOL0OKloMjfi+fxgHvvZ3GY7BApbQCRjjQUALiKEIan5r5dpOzBtp05Fnu/iold8qN2Lffv24dJLL8X73vc+nHjiiQ0/9/nPfx6dnZ3iP/7Qv1yhWzbG5iFBuhYiucdVWUyqFUYU4qoMWZawoiv8AdYtG7o5e8UzrtKK6aB1RKt9xDmCA3nFoGSZEIJUXMU0C3Wv7E6iv4V0Ae9kt3r1akE8CSHYsWNH6Hd4qD3b2e0jnlTVo/YpcoB4Am5le65qoIsNVrmqKf4N0DmrUKUDdrMBzwvH8TsDpGIKqibdhmE7iCkSKoareHOSHszj9Sa6G7aDkX56btavX4/zzz8fmqYhn8/jyUd+K1TviXK4dVXVsCEzKyWAE5XGvyFsUeFFK8TTsqlZ9sHI86yyezYVU30TKG+X6G2byHGoWiTWTBsOIf7ionk24K8aTp361Yx46qbji6Zw4rliwzEivUeW6QS/du1aADSHcq5FRpbjHLRrHwae3wnQcQJoRDzdaAcweyU6VzGRTaihOe+pmALTdlqO5HBHi1YQXDRVPfMBhzKD8wSHwbyDZ9sZz2bRBUWWfAsIUVzkEOzatQs//elP/Xn+TPEEgOVdCUxXjDkp37rpiOeXELcDFV3Ih28vVzGEOh1E8HtV04Yqy77FgKpI8+rEEDbvtyMOCfEcGhrCWWedhVNOOQXXX399089effXVyOfz4j/vAHCo8dS+aeQrB7foJojxoo6t8+BHFpbrEVcVQSIruoV0XBFhxZ5MDIVq/W81mS/YbFAxLOrlCNRZKuktGnRzBI3Gy0zxrBg2sgkVhNBtLsrGkavOnIjPiWdHRwe6urrQ29uLJUuWAABefPHF0O9wxTPd2e3Lm5VZnp0TkuMJuMSzwHK4aib1neQrZot1GOJh8GYDnhc68+rkk4SXsJqWAwLUORpkEypKgXC7t9OKYTkYGnCJZ09PD04++WQAwOC+3XSSADBZrD/HhBDULAeKLIuJrxXD8UbqECFEqE1A41C7xfJmD5biKUsSsnHVR/75ooP/vxfqPIe7OcIKBWdSIA8UwfFjJoXVCBAkL/Hk9zQviFqzZg0AwLIsDA8Pz+n4+LWvmDZyZQNP7p2a+UuzAJ93MpkMOllxVBjxDK9qb328zAcWol5oCn2eWlU9Z7OoVxT//cOVMm+aSavqHB/jZ5tradkEmiz5IjYAHY+4cPG2t70N559/Pu69917xfkV304jiqoJMQg1NJZr5uF3iaXsWEM0iTzwfNwzBHE+v9y7HTDZyT+2bOqBC32BkpF0x78RzeHgYb3rTm3DUUUfh9ttvRywWa/r5eDyOjo4O338LAcchGMpVMV2ZX5NiQuan53LYDZjQZNSYKlEO2DwoDYpBDKv1Fbd33wpTtIIFRq22y+TwtnXkRUupmCpWvRILF8dVhSqsM5BkTjz55AcAxxxzDICZiWcy2+VTPHknFm+YJkg8q4YNwyboSGooVGlaALeoMW3aYYjnR6W0xrlFXtRYAQyfJPj5AGjbS4edDy9RCRucvZZAhuVgcP9eAJR4en+LZRiwbIK4Joc+D27BGgkongQDAwO49dZbYRj132vUvaharcLxvN5Q8XQIOpLqQcvxVBUJmaTqI7KccHqbCHAohyjHs2rWFwrO5JN6IBAewN5FltxcwTYsRzx7hBBBPFcd+SrUWMc0bsm0cuVKce/ONc/TsgmyCTp+9U9XMJirziosPROC+Z1AY8VTCiies0m/yFUaExmALSrN1kiVPptQeyDaEJYb2GqhFJ8fZk08HUdEY7yKpePQcWRyagovvPACAOC5554T73Pxwftb5vIs8Op4AD5nkmQsfEypmTTPPex62Q7BVMXEpCcVKazAV2vi40nb4taQK8+NeAa9d9sZ80o8R0ZG8KY3vQkbNmzAz372M58lRbujWLPgHKTChWZwCDngCWS6bOC5gZy7TYfUVdMB8JGzMlM8Oaj9jf84qNn7zGSOY6ps4PmBPMq6Rfs7y6j77mzykAC/csYfZEWWaK5nXBGEOabS/uC65YAQEigAcMEnFC/x5OH2RgVGnHyksl2+cKfCjs0hRBiKB4lnrmqIUFquavrCNPxcVAyLDhgthtp1y0FCc89hKqbQcCxTLi1CfAMzAHQktDri6VU8q7qJwX56btatWwfAtZsyTR2WTZCJa5iqmHX3ScWwkFBlQaQBej85hOADH/gA3v3ud+MnP/lJ3e9QG4SqvWF2IJx48sKEzqR2UApMqOIJZOOar1Ka20uFKZ6Hqu1nWL42zaGdn/3xZyhYXNSMhNDICL0mAwMDgqivOvIYQWS5d2ssFsOKFSsAANt2voSn90/P+hgtx4GqSEhpCkZYqlIrOd6twuvhyREknvw5kH0q4ezscvJVE12pxmJMqgEJCgMt3Gw9x5OwRTMQvrhpNYfZsBzsHC3OOvJgOTRVJvgbbUIQUxRsff5Z8doe1tjCZnMbb0HJf8tcUl4M2/EJP/w6NiryDAoHwfdiikxtBC03dzVY4NtszMhX6dja6kIjCO69q7Z4Dywk5vUI3/KWt2BwcBCnnXYavvWtb+ErX/kKvvKVr+DRRx+dz90eFPCw7YH6xA3mqk07HDjkwLufFGuWrzCoZtm0ClPzX14vOQs+FJRE+bdrsomk1ZVssWZivFQTYUtFlurC9LOpvAT8A3lZt0RuT1mniqciA4TtIq7K0E0bF1xwARYvXhxavDCT4tkfKKQyTRP5PC2aiGe7/OFHnuNJIBTPRCIhFJJyuewLzQTDNLpNvS8d4oY2q03sgfIVE7mKIVbe/N6Ms+taMW0YlgPbcerUi2xCRUmvX0nz0M/w8JAohuKKJ28TaNRqsIiDnnRM7NsLfuy659ry/Fc+YYRdi0Y5ZEHi2d/fX6eY8gVNZ1I7KIvDmkmfGaqgsnxZwxAh/6mpqbrr0og4i+OeqhyUHNCgFyDA7735UTxpjrYict6AmVUlg5FV03bVznQ6g0Ur6CKGE3seveDP367de30qUaswWX5vKq5gvKhjcTYhCOjBgNfDkyNIPPmlDSqerV7zmmlDt2x0JNSGn2m14JCf/9l0LgJcy6KwxU2rv6Vm2ijUrLpUnplgOQSqIiEdV3yLR4spni8+/4x4jSvjFcOCIkv1KU+zbedq0/PFi0P5dgB6zrl66EWzMHu+agpTfj4+hhX6aErjhUmepbrN1SIs6L3bzph3O6W/+7u/w/T0NEZGRsR/3vytdkWuYs7K3qYRtg4VMFU28OCDD+Koo47Cbbfd5nufK2YHAtNxfCG/qmEjocq+fB0O6uVp1ymeYYMMJ43NksYJIaJXumlThViW6GpakqS6HM/ZeM0Fj8s7AfPqdq9fZJxV7d95550oFAqhFjjNiOfOnTvxx73+kKrXUD2V7ayrauehdj5JS5KEZMptm5mruDlcNKzmqhumTQAJUGT2ezSlaZL+vqky61HvYKxQEx2JJInmSRWqJhw2+XsHPIOFlHTLqVsEcRVq/15KEBVFEZOtUDwNHZZD0JmkVd/TgVAQV9e9ajZXyDiJDHvmG/kEBomn4zh1xNVyaF5tJk4r9ltpX9cI/NwAVBnmA79X5bQsq85hY6bii2cHcmIyORCERS9m8kk9EITlh0szKKz8/Bm269+58VWboSgyHUd1Pi7Qz/Pnb/++fbPKieTgodGEqmC6YuDopVlMloyDVrjhDbVz1BNP+mMkT1m7OgufRl5Y1EyhajUKYtoOZEmaleIJuNc0bHHTavtPfnzVWT6Dls1C7YG8au64su0FN7zOF7DewiLvb5ntAo+LKd75l58TvpAPLrBzTYhnrmqyZ5SIhWvQexegY16jezRXMeoq42eDw6WiHQAaL7UOAj7/+c/P5+bnFfmqieVdyQNuJ2nYDiyb4Nvf/jZ27tyJm2++Geeff754n4Y7DuxYLZvUVSgGJX4O6uXp+KqegXAFxfRMJo0wXtTxxN5pnHPcMliOg4puoyutomoQyKh/yGZLPL0DecVwyXLZsLGsK+kbdOKqjEKpgkqFXrMwstOMeFqWhf59e4CT3PCaN7evp7fPN7DzggsJ/nBbMpVCpVyixUVVE0cuzsCwHFQMyzdw8cFPkSVaFZ6lK/mw3CD+eVWhXqyyJPsG26SmoFAzKdm3HHR7wnd7J8sYL+pIagqKNQvxTMDewyEY2O+eF1Wl94WPeNo0/JVNqBgv1rCiOym2UTUcJEKIJyFEkLVg73r+mWbEU5ZlxONxVKtVvPTSSzjyyCPFZ2ybQJUlqIqMuKqgrNtz7k/MFfpnH38EJ73qaOhyJyzbqQuvT0xMiEIToLnBts3spw5GKL5q2ljamfC9psjzkxsOwOcB6+6vOdHlz7lheYjn5uMgS6C+iKaNTEIV54tXtg/075+TJZXlOCxaQP2MetIxZOIqRgs1rOxOzXp7QYSF2vnzwA3k+ekIVrW3KiRQBa15zQMVP2ZWEg2r9TA7AFFNTu9PKkbUXfMWXRu4U4o+C89RwBtqV3xh+mLNwnC+hu1b3FD73r174TiO8J72go7Ds9q1Lx+ZP6L8OvKFfMWwkPGE9PMVE2t6w++tXMXA8q4kto8WBXEMeu8C1Mez0TnlnGOubVPDntt2RfsnAywAHIe2OFzWmYBuObM2UPdux7Tp9x944AEAwPS0P5/JIY170rYKy3F8N3M1pJqOI6EpKNZMmLbju0mLVRP7Jv3kwGAeZDSEFn4OhnI17BwrwnEILJuu9jSZbleWJF+YnuaMzi7UHlQ8+Wq3alhIM8WTD/RxVcaox/YmSDxrtRpGR0cB+Inn4sWL0d3dDQDY/9J237nkxFNRFPT1dtcdm+PA5+MJAMkkHZxy+SJqLBl920gBFd32/XbDoudXlmSx4m9W2c6Vy5rpQJb8PnepuIpi1URMkVC1HN+iYqKkw7AdZBvkeRqWgyGPlRIHn2gNXYftOFBkoDsVw0QgNFoxLMRVSgLcqnaqaDRVPBuoQ/w72WxW5JsG8zxpjh/dVzre2uTcCFXDxv7tz+Mj73073n/hX0NTZJQNu454Bv9uprS4xtQHKdSuBRXI+WuZGZ5TSp8zy3bw+B5/2oHJ7HS46s2J51HHHAdZ4oqW5auM58/fwMB+ka87G1g2gaLQiAoPGy/tTByU3t2O42BggDZTaEXx9FW1S637NDYL3XLw/O2Z4LVXaxXehVOrOZ4vjZdEpIWjatBix9osbfcsm46bqZgqcjfp6w6MSgmD+/aIz+q6jpGRkTrBBJg57SRfMfHCYN73mmE5GC3UMFHSWUW75IsQBj1UDctBOSAccDgOQbFmYVlnAhJcM/2w51aVJdH8wAvbISiwbfB8/dmialqHjeIZEc8QFHULskRX0aosz6p7hBdcKdy2dasgMEHiyQfdA2n7RxVPR2wjbBDhiKsypsoG4qrsWyGXdLuuL7DBCIwUIJBeDOUrmCrTvEPLISgbNmIqfYBl2U+O+PmYXY6nOzjy1S4NrdJjk32Kp4Jxj0IZJDs8fAb4iackSUL17N+906dScbLR1d1TF+Lxhdo9qkcyRYnnRK4gQmn9U5W6BYZpO8jEafjaSzwbhVoMlpfEw8pBxTNftUTXIh42cxyCqbIB03IaWipVDRujgzMQT0IgyzL6MjFMBrw8eeGIJEmiK5UsSahUKqI6PUzxDCNueybKmGY5tdlsFkcccQSAeksly3EJB/XenHuovWrYmGDm+bt2bEdMpguoVohnI7WOh54P1CyasNSLuorjeaxqDxs/ePFhzXIwnK/60kFMm9p7peMqBgYHMTQ0BADYsGmzCKVWmdNFkHgODfSDEDJr1dN2qBWPycK1ALCsM4HRgn7ASvDY2JjIKW5GPDnmmuPZzBOSIxlTWhI/Zlu0CbipImFG5/T9eteGiaJe1xayatnUMWXWiidVrRVZQlJz8zxNx8HQS9RhRFEUnwNCxbCFebw4zhkK3/JVs44sG7aDQtUU6UlBH9VgwVOehdLDoiqFmglVpnwhrimYZvNh0HsXoIttb1EXR7FmQmPb4Pn6swWPPB0OiIhnCHh3GSG5z3FS40Tr94/8TrwW7DvtNcudKzhREqvXJl5eCU3BdNmseyBsQtsF2gGiGFOpl1yY4mnZDiZZvl/ZsGCxXDtFcsOt3u8ZFp0kwsySG4GHY72dliqGLVpWeiezuCZjfMIlB0HiycPs8Xgcixcv9r3HiefA7p2himdXT299gQfbd9DLjxPP0ak8etN0shor6HXFXrrlIB1XoUgSKmzQTWqNq1gNy4FDqPFxkNSnYgqKugmJpTfw6z9dMZiTAbWfKYaYyNdMG2ODNLTIFUbAG2qvwbIoue7NxOsWKDVGPGOKqxoosoRSyc3VbJTj6SX5FcPCcwM5TEzVE896xZMWJgBU8TwQL8+qaUOv0OMjhMAoTaOs1yueQUulZiTDm0N2IOAqUkKtv/fmy7y+GhJ2lVnxISdAPuJpEcQU2rXql7+4AwBtu7pi7ZGQZZqHWzFsn+k9D7XrtRryUxOz/i2ccOoWVdt0i0YWFFkK7cA2G3i9o1vK8fRWtSutOR3kKyZMmzT08BT7VJWWxI/ZWCmJY2X3b5jROX8/uCCwnPocdJ0VowVzImcCVzwB+PI8TZugf+cWAHRc5g4Ie/bsQdmgBaYTExMijWcmsm85Tt0x87HUYnNLcEoKeouOFmroy4a78nDlWpIkdKc05KpmqPcuAGgyt9LzH0+ujnPMfjw7XPq0AxHxDEWu6q5Eg6FP03bw4lBrbTx5juQfHnlIvBZUPLlocSDhdq6qiFzIJjdgXKUJ4+nAqpE4rpG4OH5GPOOqHKp4TpUNxGSa0F7WbZg2/b4k0eo9CfD5eM42vxNwB3Jvp6WKx8dNlt0E+bgqY6IF4rl69WrIsv84hOK5Z6dvsOVkI9i1iO+b5/J5B5gUKy4am8pjZXcSFcPCNLPi8MK0HWQSKmKqLEyDgwOeFwYzPK6yAi6vCpKMKULN5KQcACbLBnrTcXbNVRT1esWzYtoYHXTbZXIEFU9VlrAom8C0p6kCL8yRJL+SLUlAyVMk1IriyTtnFTyh9obE06N0pWPqAXWwqZo2jKp7r5RzEy0pnkHi7AWfWA60pSZPY5ADExhVIA9o0w0RWuHMFlm8WNBbzKXbtjA7v+OnPwYAvPOd74QjyVAkujComjYkuOOcN3dybHhgToqnBBop6E7HUNGpK8HSjkSdujVb8MhIX1+fcHYAwqvavQtOoHXFs3+6gqWdiZasb4JRkN3jpbre6LPpWuQ9VsshoUbn/P3gbwkr5KtYtsjxng28i0ee58kjgPt2UP/Ok046SSyG9+zZg4puIzcxgiOOOAKvfe1rYZrmjFXtJosIesdLfh+bNo9Y+a+jt8iHEIKB6SpWevLavchV3DaanYkY8hVTRA0My8HWYZcvyHJ4x7Z81USn4Bx+8SG4jTCEee+2MyLiGQJv7k3wJpgsGdg5VmypoxEPjT75+4fFa9Vqtc6AGDgwTz5+E/NBombYSGkNiouY6pYMvM+Pw0uyacI6JZZhldYTJQPZpApVllDSLZeEgJrVS5K/MGm2+Z2Auyr3dloq666Pm9f4Pq4qmJqcmXh6w+wc3MtzcO9L0EMMxLNd3UgGqyl5qJ34B64UUzyNWhU96RgGp6vIxNU6omBYNDSSjCkoGTSvx9v+0gtOcKlfol2nRrgDtz8sO1HURWFKgrVM9U4QqiJhOl/A9CTNjW2c48mJJ7VU4tZMvDBHliRfRypFlnzV6eGKpz/RfpART2+OJz+e3bt3+9JReGGC97fPFVXDRq3sOdapyVDFczY5nvwcH2hxUZj6CMxfVXtYz26+P56zDsDXRpeHeUcH9+GZp6iTxIUXXihUyXRMFaSVX8NkMik6ho0NDczaiN90CMqGhbiqoCvldq9a1pnAcL56QKlLYYVFQLiPZ5CwzNSZhn9vMFfFqgZEJohgZfu+yQr2TgTy8eeqeDInkrAQLa9q9z13NqlroawbNuKaLEL2rcKyHZEuk45TE3nLoUrk3u1U8TzppJOEOr7rpd2wHAePPHg/CoUCtm3bhgceeEAIAI3Aj6kWEEEUmYb1HYKQULsrOI2z1IJFmXDF0+vP3JPRUNSptVRSUzBR0rFjtOjrRkRN5J2QbcQ8+3avd9g2ggjz3m1nRMQzAEKIf/UR998EPMw41IJZsWE56N+9A9NT/gnLq3ryyeNAJhGvumKxFpfBajoOHrILKp43f+96/PCzf4fRCdc+iLdgi6lyaGX7ZFlHR4KGt8q6harJVqwS3U/QTulA8pDKnqTyiVINSc31ixQ5nprssz9qpngGwRVP09B9+YS+rkUNCjwIIfCKDSlmIq84BiRJwsB0Fd0pTSiWHFylSMdVWLYjQiVhiicnMjpriRmsjkxqCiybsEWHJ7+zYmBJR5xOkJKEuKr41BJFlrHP0z0mjHjqeo3ZF8nIxDUkNQXjBToY80rK4LVVJAnlGULt3muXr5ioGDRcWgxRPCuVCkZHR+l5Muy6MB3vajUX1EwbVQ/xzE+Pt6h4NiYZ/Hk50BzPMCslnuc7HzmeYT27Ad4QwP093nw+3jjgnjt+BoAu7E477TSYtgNVpmott3Hzni6+ABwfHpgVQeeqWFm30ZXSfOJAXyYO2yE+VX62CPPwBMIVz6BjHbcna4aJkgFCCBaFhG4dh9Q1RAhG3SyHhOYszn5spYuXRi4o3gYT7r7rFc+ap1XnbFRPuph1F48Vw4bjAJVyEcP7aITjuONP9CmecVXBEx6bvNtvv33GfGf+jHqr7g2b3uc2K4wLLiBSMVV03BpkameYPaHjEBQ8pLEzqdEuRmUDyZgiOr0N59zrFRw3+DZcsct/vTnn8G4jCL54CEZG2hUR8QyAhyKzTFEL3gS5ioFF2XhLXTIMy8ELT/4eAETVNOAnnnw1eSCTiLftFy/0aGQtw1e2wYHmhm9/FbufeRT33nuPe/ysE0ZMrc/xtGwH0xUTmbgGVZZQNmyUdVv0941rClSWgyW2N4tewhxc8fSaxz+5NwfDcvOrvFXtuemZiWeY4rly5Urhv7ltm9vBiJMNJ54JbSnnONQOy5fjyaraZVtHvmqibFiivV/wfMQUmsqgyrIIldgOqRvcOZGpmbbIE/IOXtwepexJs5iuGFBlGdmEBk2RYVoOOgJ5nookYf++vQCAzs5O333qVTwtx+3O1J3WMFZyiWdSU+omPkmSUPac/0ahdv4bBnI09BhTZUE8M5kM1q5dKwb8l156Cf3TVTzTnxOFCQC9p1VZnrPqWTVtVMrusU6Pj4VWtYfleDYiGQcrxzNMjRov6Xh+ID9vrXYTgZ7dgKuwmk59jie1+ZLwfz+j3akuvPBCyDIdM1SPKm0ETLm9xHM254mT1KJuoSul+QzIZVnCks4EhuZoSQOEe3gCjRRP/3dbaZk5mKtiRVcqlMiMFmt4PNB3PujtaDu0wtobdZtLGhPvK98oROuazHvz/mlUy/HMOSZTLmWpPnexGUxvnjZrm2kTgv07twof6GOPO14Qz7179yIdV/CHP/xBbOPnP/85CHGaOjxYIYqnbjpMGAHrPOe/Fjwfv2xQa6dGYfaibjFVn54/HhUrsGKk6bKJRdm4T6hSAm0zizX/NlJxFWXP9c5V6rcRxOEUZgci4lkHb2ER4A+1E0JX0huXdqBi2E2lb4CShS1PUeJ5zjnniNe9xJM/MAcyiZgix7PxIMLBE569+YaO4yDPCNv4uDu5chUrptTneE6VDaRY+0pZpsUxFYNVVbNjUJlVDyfXhu34wrGtgA/k3sTpsmEKhdGrmsUUGaW8e24bVbWHEU9JkrBqPfWJ3LF9u3idk41UtrteBWKdWII5QpLGCFutioHpCpZ1JkSYnReLeK2lYqoMTZFQ0W3mSynXVbZ7FU9FltA/VcFE0b8CViTJ58c3WTbQl6Er8ZgqiZxSr6WSIkuiVaaX5AFexZNWCnMS0Z2KY4pZKvFuGTwtw3tuSkU3L6mZgTwhrqqgyjJKRfrZbDaLeDwuCMBLL70E3aLdXryKJ8AiE3PI8+ThwZLHHH5ynFpuTTDiydugzqaq3WBh5gPN8Qzz5tNNB6ZN5sVOKczPEXBbLPKcba/iaVgOdm97Abt2bANAiSdASYrmyeGrWQ4rxqMHzkOoY8ODszpPlk1JSalG7W3SAVeD5Z3JA8rzbBRqD/PxDJJHlVn7NBrPHYdgKFf1+eB6oZtOXSg7FTBY3zlagiT5o25ziyZ5cjxD5gyZOVV4hQ1+7UTDAGbxxpXt2SmejpvjGafV+9tHitj6HPXvXLJ6PeLJpLhPBgf6YVdLeP7558U2xsbG8PRjv58h1F6veFZZUZrFolBK4DpKEq203zdZQVyVG7Y1DfKFdIzaD+aqJuKajFzVwKalHSjVLBFp0mS/kJOrGnXbqLJFtOOQ0G0E4XUyORwQEc8A8lUTXR5TX27fY1gOCmzC7k5pWJxNNJW+AXqjc8XzzDPPFObTPuIZyM+cCyzHEflyNaPeFsMLWZbw5mOW+G7SXC4nbG/GPZMrX0XH1PoBZaJkoDcTg+k4SKg0x65mOoirCnST9hLnZspcrZtrHpLj0AkvxsLLhumeK6+VhiRJKBVy4j0v2bFtW3jzhRFPAOhbSqsnh5kdDOAvLgpTgYgItbvvOQq9f8rlMiNUKZgsJ5ErmV5rqZgiQ5XdThnJkP7M7jm0Wa96G/mqfxCiCwBbrLonijp6WV6SptB0Cd4OTpxfRUI+R+/Hvr4+3/ZcxbPGBmf6emdCFR15+CIjqGYrsuRTOZspnpNlAw4hWJSJQ5EhquGz2SwAlwAMDQ3BtAgrFnDVEoCpQnOxIGEVvd5CqNHRUSQ8hWpHHXUUgNnneKZiygErnmGVqrzd38Hq0hPcX1i+H7/1eRTEp3jaDu6543YAwLqjjsGxxx7LLGMcEUpNaqogVPyUCMVzaLaKJ70Xi7qFrmSsLiq1KBuHbjkt5eGHofVQO0FQs+TjQCMiPVqsIabI6EmHE5mwPMlgB7181URnIuaLuulzKdxk7YibVUN7c8n5cQXHMUWijRxkhKdkNQL1YKXHHFcVHLEog0LVxD5W0b76qGNhO0QonrZt4+H77objOFAUBSeeeCIA4N47f9FUuLEces96fUZrzBmFOqagTrkG6Ny/d6LctCEBJ40cyRgNd+cqBmybEtqulEajpEyFD/oXB/1cvRZahZoZuo0gwlJy2hkR8QygI6FhSaebe8OrNauGjemyge4UXZks60zMmOe5Y9s2oST+6Z/+qQhjHswcT+4JltDoIFIxrRlXPsG8M28IcXrSDfOYNoGmyogpiui8w1e8k2UdfZk4LJsgm1RRNixq4xOTUTMtT76Jm+cZVMVagcwGPtMh0JhqZ3tCK8Hq3lIuPNQ+NDQEy6KTUxjxNG0HPYtoscPIyLB4XRQXeULQ3mOzHVpcxCfmmmnDlOmkkisU4RCC7qQGQggycXfy9VpLxZgKzSfPsMp206KTuO75Xi0QjpclSkhTmiLyO7niqSkyTJsgriq+AViRJRSZ2uftygP4FU9qks8M2xMuMa4Yltsu06Nm01C7qyKaplnXb11lob7d4yUs6UiIis9y2VU8AWrNw6+FYdPiKG9hgvv7Wpv0vvKVr+Cd73wndF0XFb35vGswPTw8jJjq5gvzjknBUHuY3Yz4vTYtHONhvmDeXqsIm1AM5ptpzkJdahXeinavkTVX9HWLes96Fy9V3cRd//tTAMDpf/42AHTscBz4qpar7PkLenmODw/MuijFsB1osoRkTBH5eHxsUmQJSzubhyYbwTAMDA/T57+VHM/64iKJvRd+XwxMN1Y7AXp+ncCiwts73LIdmI6DzpTqi7rNOcfTIaHtMoOfAdw2tcmYO4YYlgNINDQty7PP8fQu2I9d0YljV3Riun8nAGDFEZtgOQQrV64U3dTu/T+aR3zcccfhoosuAgDcc+cdMG0bO3fuxD994mrs2LHDtx8+73jv2Zrp0PnEcUJD7QC9dwebqNMAUKj6TeXjqoKEJmOybKBq2ehKxSBJEpZ3JjHEVPhgcVHYNriF1lTZCN1GEM2uYTsiIp4BrO5NYXHW354uyapmpysGutlKdWlnAqWaRYtqDBuP7JrA8wP+7gjP/vFJAEDf0uVYu3atIJ7jE5N4ah+d1Pj4NNfiV07q4qoirHYatcukn3fwm21jvlCuV8mZZkTZcagFRUxxi4v+sHsS4yUadp2umOhJx2DZDu1vXbNhE0KVDaZsKrIEVXZzbOZe1c6JhoyaQQsUvP11vaS92CDUzsPskiRh5cqVdfsxLAc9i5cCAEbZxGNZlvBdzXbUE09R1e4ZQF8cKsCU6CCSL5axoisFfmnTcVWQRdN2q7K5Hym/JmH9eg2bqsiceFL/Tf9NQw2+6QDEV8rZBD0WTsx4kYf3/PKQeGPiWYNDCPily8RUtx+xSQ2d9cC1VWQJlUB4Pah6KrIEw3TwyK4JoXyosiyuGyeeXImdmJigSoDjiMIVjkaWX0EQQvCpT30Kt912G373u9+JnEYv8RwZGYGmSCJfuJniSRqEVQ3LQTqm0lCmaeM328Zg2bTl37P9OQBA/1QFT+2brvsuh8UaJQQnFG5Zpttzt5BqhIontP/k3mlB3ngo0rRouob33vv9Q7/FyPAQJEnCG85+K10cOgQEQMxDPIN5r5x4VsolMe60Amr7RoSFDc/H8yreyzqTQhEcL+q4d8sIxlroajQwMCAIbHCBWpfjCTfvmUOSwu1yAJrfPdIkXxBwIxte4untHV41bRBC5wsedTMsG4PTFTy4Y3xW1fyqQhe7vOtU6Gc8lmEWU7sTqjuGGLbDitFoF7nZKJ7UmcJP+AzTFIVFi9ccCcchUBRFRD1+/9ADAIBTTz0Vf/3Xfw0AGBkawvVf/jecdNJJ+MqXvoCrP/kp3zbHizr6p6rinnUcOk7SUDup6zzHUarR1LGgDZ4XxZqJjoTfizXFFOqqbqM7Td9b2plAvmqiYlh1xUWFsG0w/3A+zwLAks448lUTVcNGxbDw8M4JPD+QAwCfxeDhgIh4tgBubjtdMUQPbE2RsSgbx5ahAh7YPkY7IQRyPifGxwAAi5cuB+AWGI1NTGGQhemFndIcFU8+KMQ1ejOHtenyIl81aX6hZ5L2Kjl8shWhYIXmHxqWg5pJUw64TVRSU2A6BJ1JamfiEEqaaqxvsMIKXg4k1M7DsaZNV61lk6sm9P2gkXYhF048uXrV1dUFTas3bTZtB4uXMOI5OgzdsvFS/4h4P9MVonhKEAbyfGLeO1FGRzYDACgWS1jdkxK2MqmY4lM8+bmIKTQ/qlnbTG69pLOqY9rq0i3WsGyHeZoSZqjtIOEZiHiebkKTfRO0IrvV5w2JZ60Gy3KE92k2oXkUTzfU7r22sgRfVTtQn+epyjImyjokSRLkQZYhipJCFU9231ZN2xdqj6nhll9BFAoFobxOTEyIit6CJx91ZGQEZqUsFPKjjz4aAM3tq1QqnuNvHFY1GGHkFmOE2QkVa5Zo66hbNgrVxuHgSoNCQcOiLVN5gV0YpsrGrH0VAdp2j09gXustrggZrNsWJ5cAcOdP/wcA8Ja3vAWLl62g4WKHHiNXyb0qGR/qlq90cyh54V8rMFnxHS/YkyQJiUBe9OJsHBXDxh/3T+PxPVNQJGnGnHyAFrAAgKZpWLZsme+9+uIiQKoLtrs2RUEMTlfRnYqJxWAY+Pk2PdfW2zuc/0bDdrCsM4GB6Qp+t2MC+YrJFjmtX3OeshNXlYZNPbyKp8HG4LjmPmtcdefPb6v3nMXmkOB+X9q1C5ZJn8++1RvEs8XzPG222Dr11FOxZs0anHLKKQCAH9/w/8T4st2Tow+4ndW86QE2GydtQlXksJ8/XTaaGvzXTJs+Dwk/MU1oKkyb5nn2pHiOPe36NpSr0TmN3R9Vg3b8C26DX28eZQWouNSXieGFoTwe2DaGf7jkfFxwzhkwTUpGG1kotiMi4tkCaDtCE8Wa5WtxtqIriYmSjs0rO3Hcis66cNo0IzvZrh4AlPQAwHRuWoTIvYnbcwH3MxRdKGaQ3PlE512ZeguKeL6fzsijzELBNcsWua48z0uWacigM6lBN204tkP7J7N8P77694ba47MsLuK5q7xCtqJTI2r+4HrNg23bRiGfE98tlUpCAeDKJb8GQRiWgyVL6UQzPjqC4VwVj2/bK95Pd3bXXSPeicV2aLHDdNlASbfQ1UEJk16rojOlwWK5THHVbSvnrULVFFm0SSOszVqwUwlXPA2WN6TKNO2ALzx4rhUP+9Nz7T7emkoJfIJVzXNFhSqTzRVPQghM0y3oyiapql2smbAderx8YSDOjSShWvErnEHiKcvAaEFHVzIm7kdKhBsrnt4iKx/xDCmAC4N3kTU1NSVyUwsexbNcLmNidED8zRVPwK96htnNAG7hWFJTYDnuIs9g+Xv8fqU2YY1D8GGFRQBXPJsXcrwwmA8tsJkp79EbsjNYSJuDLyJTMVr1XjNp5f8jv6FOGO973/sQY4tUWvwlixQU3o+bp6YAQCqdQaaD3nP9nna2M8G2KfH0qkRBv2VVkbG0I4FcxcSfHNWH5V3JltqqcgK8atUqKIGxKjTHM4SwKHJ4Y4H9UxWs7mmcLwi4SmdQzea9w8us533NtLG0M4Ga6SCmyThuVRcS6uycHRSemtNkvvB67Vo2LTBMqIqPxMkStctSZhFq54RSC0jGL75I8ztT2U6kO/vEvr0d1QBKPAEI1RMANjFLvH379opxnxAiOquJ9ADbgQQJiZgChxBYdr2dUr5qwrDJjHNpJq7WkWe6ELd9NksAVeHHCjVoiuw6M9RMZOL1xD8VUzFdoY4o3m2s6EpivKhjeVzHk488gK3P/RHPb3mxqYViO+LwOdIFRDquYrRQQzqm+hLvV/Wk8JZjlmBldwqpmIqqJycKcNXDTGc3CCF1OZ7UnJd+ds6KJ6vupYnitMNPs4EkH0I8xybGxb+L+WlRuBDzhIJ1k+ZV8u5E/D3eitF0aMGHxghwTJHFcZlM8ZlrHpLjEEbeJBaqkHzEiZ/zXC7nCzU5jiMqUHkoNUiuOHTLwVKmTBu6jsmpKUEyJFlGJttZl4fGLWZ4qGb/VAU96ZgwkDd1qo6ZjoOYSgdn3UNC+LngRTm8L3dCk30VmAC3oqIDvizz3FdPGgNTRBWZpkUEW+jxULvGrgsnwBIk1FhOZUdHh2+fnHgCgGHU3BzPODUEz1VMxFVFLKL8iqeESkDxDIbadZNGCTIJRSxOVFlCpezaKQHBHE+3qtobam/kNRtEkHhajgPHNOryT/fudFUTL/H0fp9bWAVJBj8OWlzk+BR/Sjzp5zgRa9TjmqrJ9SqGzib7ZnmRluPUHVexZuKBHWMNCzG4F2oqpgqzeK/yJjOyyy3AdMvBD3/4Q1imgZ6eHrz1rW+l14GlQ8iSmwNJW6rKcBwixjrTcdC7mC72xkZH6g+oAUyHVn5nPSpRMibXFZeduLobbzxqEToSWstNBrjiyRU2L0IVzxDmqSr1RWf5iomybmNZV6Lu814IxTOgmNIUGephq7JCGU2R8WevWoKNS7JIagrScbUuRacZFOZG0my+8Kpzlk3H97gm+3I8Zckdw1oNtfN80WBu5TZGPFesPwoWcQmql3h2d3eLvOsPfvCDeO/F78PHrv0GvnvjfwOgHdN4hMty3EJE3bKFM4Mk0ZA4IVS1DRK//qkKVvckm7otFGqWSPfwQlNo/n1C87ch5bZz3uKiQs0MVcBTcQWjhRqyrLMdx5reNN5yzBKkZfdenpjOMWEjCrW/rMAr23m+hhfcYiahuaoVQFeuBUY8O7p7YDle4pkDQCcemjsnz13xZEoTD5sAmDHUHixMmBh3VZxyIU+VDsuB5gkFW44Dmyk23vdoQZHiUyElNqAoMqAoYN123Cru2UCVXXIXU2RUTUqwBPH0dHAJ5uABrso2E/E0bQfLly8Xfw8NDQvFOpXtQiqm1oVyFYnm+BFCAEL9+foyccgxOrlUWViWqz+NFM8Ya2PKrUvCbHhM20FCZSQelDDKEoTfG/VSdJVvgynWHBpbAAAsHcKb78SIZyPFEwBMXRc5nppCFdfJkk5z91ixi7eqVpFnVjyH8zVkY6ogNABoG0RGUMNC7TZTbfXAZMF9SmdCHfG0iSC6XuzeSa2BMpkMurq6xLkIa5sZFLdMpqDENUUs1OjrDqyQKEcjstAob8u03HzfRrBY5b8XOaZ2mg0SyquG219akGUPkeDXSVVkkSv8/e/fCIBaKMXjcVqIaDtMRfIX3yiyBALXycOyCdIZeo3DXA8aocbCk94JO6nVky5u9QbQibwVUtbM6zdM8QwL0SqyXFcsun+qguVdCd8zGQa+gAwqh9y9o2LYyLLiLm5xxheZyRbJNYeqSE3bK/PP2J6FAr/2XsWTAML7tVXF02ZCQhDbtr4IAFh35EZhdQT4ieepp54qCH9HRwe+ed13cOZfno+ly91isD179gBgz4FNF+08Z9pgoXXu/lGzbN996jgEA9MVrO1N+yykgqCkMSS8LVGlOBMglLzDklc4KdSs0G0IzhFi46Qqsq8r3PB47rDK7wQi4tkS+EUNuwk4vHk4AB1ACqzCOsvCtJx45nJc8aSTkKpIc/bkMx1KXFWFdg9KhPR15nAcmmPWldR8asm4ZzKuFPMo10wfMZIkCTIkVCpVkfflVS/4ypHbOvFnWJIkKCzh3FvFPRvIsuSpYKdKXTquenLP3MKsAyGehu2gq6sDSaZWDg8NIcc6TqU7u31kl0OSAduh/40Wa0hqCm0dB3qfVKtVOA6dhGlulKt4cvUR4FZHBKrkpk4EBzzDciCziVv25Lfy8KFh0/dpGKdeXdZUl0x4C4xsQlCrNM/xBADTMKBI7kIkptL8zFRMgWkRxBRJ5F/RY4OvGxDgJxeEUD/DznTMV8WrVyvidwdD7VNTU7BtG5m4CsP0h/bnrngSVD3KLM//fYl5UnLS6yW/XiiyXK94MiLAPR1rnsWoN9TOJ9VGZKFhqJ0V9DVXPEmdewXvotJokUtJCG904KlaZpCZQbiq0M5GTz/9Rzz77DMAgPe///0AIPLBKfGUfcRMU2RaGEP4MTqiyxf3bm0F+aqJZEzx3d9hThBe8FD8TMU3rSieXh/PYIgWgGiiwWEzIjNTmJ1HhbIsh9YLxXMvZRKBa8Se9XSIDVszcLGiWTFqUPHk196reEoSrTGQ4L9fnn32WXznO9/xjQscnMQGsWMbJZ5HHL2JWvGx7XmvBw+zc8jMT1lLpNDZTZ9TTjzpIksSiyCd1SnILK9cgpsuwDFSqEGVZSxhrYYbqZ7FmhWer0uoAhwsGOICk8qKmgAarg9+DnAbvDTiHF7iOTo5fVhVtAMR8WwJ/CZo5L3m/Rw3saam1DkAQFd3L129MOKZZ/mGNjOB1pTmLb+86J+qiLyVB3eM05UjUzzLhtV0ECnqFmTmCeZVS7yTKSEEYxOTNNSuug/j7q3P4dI3b8a/feJKGLaD6YoBw3Z9J2mxCy1w4XxA8eR4zqWzBocEN5+uatCiAl7gJIconqrqPshB4tksxzOuKSLPc2RkWLQ6TWe7QlUInl9qMxK1qicF3XJQg3sNKpUKTIdXg8piMPUSw5gqiwnRWyHv6xjCBnhFlmA41Eooqckos57pPOSlqXSiCBb7cDslgKrzLvF0oFdaUDwNHQq7sNxcebpkiqK7nc8/jc7OTnzmM58Rn6mWGyue4yUdBECaWT+JEHrV/U5Q8SSEwKwUqWLg+BXPOOuu5TgE+ycrDUnZ+LibVjI1NQXTdlCtuIP4hg0bAAA7Wfeq3t5e7Jkoi2MIs1QKEjkv8QRodeyLQwXR6hNww+xAM8WzXo3i3/MuvkJ/Z0kX9wYHVzwbTaRVj8LqVWk5KPEk0GSqet36wx8AADZsOhYnnHACAHcBYDm0F7Y3FD1dMYQLBECJTCxByVi53DrxLNRMdAYma1q81IR4agojbu7vcRwH27ZtEx7GQHPF02svBvDionoECx5HCjXEVFl46jYCfwbCri2PgpSZC0PcW1nOxlZeCd0qVFlu2DBgqmzgyb1TvvvbtB1UdJsph3Q/OsufTLBmIl6Lt/e+9724/PLLcccdd9Rtnyt/XlSrVezbTSvaN256FRwC1FiBXzPiqTBxwrAdLF5BVU/e9ti03IWeLAOTJR0TJZ2OlYpMFWPTwYvDBUyz1pT7pypY3ZsSxxe2UCOEsIr2+vnWJjTtKBuohueqtcbScwghKOmNFU8AwkUniIKn4cXYVKR4viyhyBLesKGvYfcCDm8ekWG5ofbunl7YDkEJdODJ56YxlKvCYqoWV7hmgmk7eHr/NEq6hWLNxJbBPEq6SRVPtnqdKRm6M6nVtcAMTqZj45PMkNjd1nOPPQTTMPCr//sZcqUq9kyUUahSIhtjKmuNkR8+2VCFUxah9tmG2b2Q2RBfNW1k4ho7H8SX48mJZ+8StxqVkx1eXNQs1B5TZFHJOjoyJCrk053dtII/qEJILP/UouRrRVcS02UDatxVNsrlsshPpaFwWqgVLC6SJAlE4qqxf8DjSggAaEz1lWV/RxORMK8qwm7IS/S9PpdeL0/dMGHqtdBz4yWetVoNQ9NuRXc6TvsQD+Wq2DtZxlOP3I9KpeKbZJopnmMFHcu7EgBTK0S1eqWeeHqN7avFHLWrYQSIg/9Ww7Lx7EBOVI4HEVQ8bYegzNSDWCwuJri9e+jE1dndg+cGcujqCVc8uc+sF/zcc2Jc1A1UTRu5qimuASdgmiKjbFCbnbFAJ6owNYqfp0y8/n7ksB2CwekKBj3FRY5DRJqNZdOF645R//XxOmKE2foQdtxc9frDw78DAJx5rlvg4eZ40sIbzi0IIdg9XkZFd72ALZsgwdrUlkM6WzVCoVof4kzOoHjKMl0sedXlT37yk9i0aRO++93v0uOxLGEe30qOJy0uCs/x9N4To4Ualnc1tlDi4FGhJEtf8YJXl/MuQwlNFiSPp9WEuWF4MZirYpK1uuXbbDRnVAwLU2WjzsdzKF/FRMkQ6Txui2Z6v5uWGx7nfqhPPPFE3fa5cu6FdxFw9KZjIAHCBaR30RK88Zy3401vOgOnn36673syS3mqmTaWrqALBq542g5NgwIAVZKxe6KM3eNlSJIkinIN20ZFtzBZNqjwUtSxvCvpyeGun5vLBrW1miobopc6wMdqghNWdiEZD7RYZvcFVzz5NsLsmjRFxhs29Pn8PQGap717vORTPKdy+Yh4hmFkZAT33XcfRkZaTyBvN8y0WgXoZMzVi4puehTPHuiWgzKh2yjk6cTIKzybdUDxoupZ4RaqFkYKNYyXakLxDFYolnTLpwLkqyY6kipiHvULcK2GOEbHx5ni6d4eo4NUCahVK/jjH58WRJeHO2OM2PBKdgBi4jEtWqRwIMSTD/BVw0Y67nrGeavaOSno6O4RBT6thtp5ntRSRjzHRkZEqkS6owupWH3VtMTslCzWwSSmUtPfLmanBFCy5Q2r08KheiIeU2SAuO0AFU8ekJiECERhgSL7Q2tcEY2pspgU4oHt8443CU0Rk1Y+51ZzB4uLYjF3oVWpVrFv0iWeqZiKHLPmGi/qmGTFIWNjY+IzzXI8dZbLRggQU1wSVfUoX5x4dnV1ietfKeZoekXA9FlmhWyFGvUl9E4GXgSJp2kTUQSVymSxdCm11OLkqJPZaGU6ugCE53gGn11+L0kSPaayTruk5KumeO5oUZEjCjyG8lXs95xfasNUr0bx6+otVAvCYAsb3tYUoCqhKtN+0JZDIxbbR4q+QiPv+MFzDYPEkxC6iEpoinCQWOkxWuf3mQi1s2uks0Wp6alqtxwHSUY8Cy0Sz1zFQL5q1YkA1EHAaaoCB4tv/vjHPwIA7rmHVuUPDQ2JsHCzHE/HcWBZFk17aVDV7r0nTHYum4HbX1H7uvqxxhtqj6uKL09bhNrj9QWuXgxOV9E/7Zrq8wK0lOfY+HNjsyiE6kklsdh15VEZ3bJRNWzEFIUeN8tt5fcMX2i+8MILdccSNI/3fq6rbwkWL+qFJLn91W1C8A+f+yZ+85v7fAtifm4AOjcsX0UtujjxNGwHDghraEKJG59H+bxp2NRztlijzychBAmV+wr7zd45ijUTmYSKoVwNg55zWjPpGLukIwHLJrjllltw7LHH4t577xWpNzJLqeILqLDFCxDOOabKBnaO+YnndL4gUmQAWsgWdszthHklnlu2bMEFF1yAU045BW9+85tx3333zefuFhzJmCqKPSYmJ8Xk1d3bS3MTmXVItVKBZZq0opbQwbqVUDsnkbrliH8P53VoMlXSgsUILw4V8MiuCREW4YpncGCbmvIrnuMTU3VdhsYGXbuTJ/7wKFQW2hfG36yIiFYq0s8prMjIdAgM255zqN2Bm8Rfs+iKnysr3kGek4LOrh5kWNFCyzmejCwsX0bbZo6NjAgz+mxXjzDG94IaiNOUCZ6/WjVsdHfWE0++uuchsmAoPK5S4sl/i7fgjBer2IQbpVPCzy1W+PHLYDmeNgmpapfEtryhdq9xevDcFHQHCusYotdqqJq2mFTSMRW5ClXQpsoGJkapujExMQGHhZE4ieRdR7zEk3ceIqCkgYeQK+w7iqKIiT5Xs5HOUlJczk+H5tUBlHTnmGvDZKk14mk5DkrMTiqT7RDEkyPFCGcyS8/NTP3aBwYGMJ3LiXudEkta4Uq9Fun5IwQYKVSxc7SIsaIO03KE4wRAF5nUmNv/zOg2JbHcFiuMZJRZk4Vc1XDtxComOlMaVBZdMS2an130WMB5m08YFvXrNGw319hhlcgSOy7e8aqrs0tsg/up8lA7f26rhi3UYTfHkwji6Z1Im+HhXRPYOVpER8JP5ESHuSbh9mDxDXcX4QSU53cqihLaZILfjwBVPRsqnkHi2aCQhqOkW3ho5zh2jBZpC121vguXwpTqqkm7w3nztPlihBvNB63Y3OPw32Om5UCV3Lz7Ys3EQzvHsWus5CmCI75xiHeNSrCoSc2ykeCLLEWGKtHr7ziO8LwNI548l90L/rmV649GkhnS6yI/mojIUBDcQ1m3HKxZS4uQOPGsGTYkSMjEKcEr1ixUDBuSRAsuNYU2sZBAC324eMLzT4Nm7xyFqiXyrHNVd6ypGLRrn8YEgBtuuAFbtmzB29/+djzFlF+eK90wR7QJTJvO/VMewSCfL/gWD0/sncLje6eathFdaMwr8dyzZw/e9ra3iXyLlzvSMQVVNrCNebwxe3t7aYg4607s1VJB2AypitxScVHNcBO6q4xMjhd0sXILenjSYgaCx/fQkGI+JNROCEEuoHhOTE7AtP0K5cjAPvHvZ5/4AxTW9YITKlmmnTWG81WR96TItLjItOrtfWYDibi9onWTVtFzZUUJUTy7unvcooUWczz5wLZ8Ba1sHx8bRpG7EnT1IBELnwwcEJHDSe2QbPR1ucphuVym4RXZo3gyW51gcYxD3EpkbztGTlJrpo2YqqDKQmtJTfaldhCJbp8XF3kHdpUN2m73IvpbpnONiadpE8RidLI1DRp24xNXXJNR9FR1jgzT/va2bWN6ehqVSkWEzZYsWSLOBQefeByHCPNp03YE8cxms2KSKekmUqxzVP/wGEbytdDnJaZScteR0FBgBXJB1Fe1OyLUnu3I1pmGJzNd6Eho0NKddd8H/CRj27ZtWLt2Ld53wXmCaHALsISqMMXTVXB0y0E2oeH5wRzyFRMl3RLv80VkcKLl90KcpVSELViLVQuaQhdF/HpNVwx0JWOi8IVXtnsN7CuGjXzVwGihJognN74HABBXXVLgoFalxKKru8t3DahtFPFFP6qmTQsNLVeRM21nVqF2x6E+xfmqibFi/cIiEWteuR4svuHEs7+/H5OTk4J4rlixQiyWvAgSTxKoai/rFnaMFusVT8epI1le8Ha4O0ZLyFdMUaDlBd2mI1qo+oin7SrsNM8zPNxu2A4KVVOcf+pOonh6sRN2HEUMsZ7g1POXf96GAwLddBDXZJR0C7ZDENfcRRZ3PqhWXRVw7969voVF/1QFYwW9joxz4rli/VGiSp6H2oMtcr3gqnrNsrGeVb/v27cPjuOIRhOpGCWyZcONAqqKBEVxnUKo4klbsYrzHmKNBUDkd5o2jT7yxVnFsJGOqWL85ilelUoF5731LzG8f49oOjBd1kNzRJuBN42YnHbH7VKxWDfvF6oWnmFdjdoR80o8zz33XLzrXe/yhexezkjGFEEqxlgRgyRJ6OzqQs2wkfYQz1q5IAaXsHBdGKoexZM/kBOlGlRZgiLV54QZtoPNKzshQcIju2j4PJtgiieb4PL5vAgvJZM0PD05OeVTKHVdx9SY27/8xT8+DhlgoXbWcYbQdpb7p6q+KnTuNziXrkUcNKRF8ykNy0EqpooJjleW0+OmxLO7p554zpTjyY9vBbNUmhh1Q+1d3d2Iq67XJAevuHeIJPwzbQfoSiegMsLmhtpdxbNiWHW+lzFVBoHry6kobjUpPzadqdC2TVgxgeqq4LYDGVQ9r7Lq3eD5jile4km/N83Oi6qqSCb9eWim7UBjv4PYtF0sJzKKJEFn91M6pmBsZEh8b2xszJf8zsmcV/HkxJiw36oxW5hKwDweACaLJhIZet127B/G9pEC7BBLIE2h3Wm60zFkE2pouN1LHC3LQq1SRolNiulMveIZy3RiZXcSaUZ8wxRP/uw+9thjsG0bLzzzFHZseZa+r9AFWVyjbUz5PcSLzDYszqA3E8czAzk2YdDz26gRBA/HJjTZZ8buRb5mIK4qSMdUTDDlN1c10Z3WxITICa7w9WUq5XTZwI7RIgzbFpO1S5Y9Pdsr7rXs8SzmuJE/7wbDP0/zkmmhoTDQt13FM5iWEQbDpkRibV8aE0Udu8f9ZJW2Kmyc4xgsvuHEE6CqJy8sCsvvBMKIp794aqpsYNtIkfZU99yfZiB6FITpUBXz6KUZ7Jsqo+BZoHAosoSqSRcayZji60DmzRcPGun79sMKbbjKrTOl1Nv9LBVTcMqabmwZLKBQM5kLgUuqFImG2BOagiJ7P87UNlWWoCg0BSpoj7Vlyxbx74FpWiPg9eEFXOK5fN1RvopzgC1Um8wfikxJ6oYN6+k5MQwMDQ2hatJjjal0e6WajZphs7QlieV4OsKLOF81/Qv2BjmeXK3kTTxK7JxWTRvJGC1ashxHzDsAHXuu+dBFIsKSq5qhPqDNwO+LiWl3u3q1LI6ZEALTIXjNuh5Mlgy8OFQI28yCo+2Ki3RdR6FQ8P13uCCuKtAUGRXDxuQEnaB6enqQiNEq8h6PMmBVSyLPTpt1qN2mLePitLsB71dOe6W7k5VlE8RVGa9Z14OhfE3k1XDSBvgn0jXrjwAATE1N+oji3r1uJwiAWi6N7tuFqu6uQhWFwHLoCrnEWtPxsLthO9DNuYfaAYl247Fp0UIyJgvyHObj2dvbK5QUvtJuFmr39qVfxRTPqYkx5HlxWG9vaN4VPTIArEKTvk8nhliCkjhRXMR+O1UK6SAVLP5xCAKKp6tw0zaYNMRuEXptvBYy3MMyzvI3ZZY87wU/Z7y6Xrds5PL0+ero6KxT10zbgcYmW8k20JHQXOKpADZ3PjCrPrP4sbExn8LB/VF9iidzY7BZ+JYXP3kVT46KaSHTSbt/oVrAUK4mBnov4ipVYdMxBT3pOCY8hRQcQcWymM+hWKD3RrYjhHimOpBNaFi6mBY41ed4ujlw3hz2u++4nZ4nSYJuOehNx2j/Zna9HIeIPNcjF2eYIb8hzm8jmxseiUho7H4Jac1YqtmIazKSMRlTZQMWC+t1JWPsnNOc67gqi/3RXD0ZlkMJVLFK+1R7i9IAT+i85I7L3nFNU2n+OO/m5VU8ZVY85y1WSadd4jmT1RHvAtWR1HDymm68MFTwhROTMaVpqN1b/EkI8ZGCp59+WiieYfmdQFio3Y3EABCtUafLhk9I4AUljcCVxmxCw5GLs9g1VvKlOACcWNHnWmWuAt72u5yUpeONvTxNNh/wxU3NpMRTRFZYStDijgTW9qUwOF1lJJq+X9It4V5CnzX6Ny/yU1jkzbTqiefzzz8v/l2zbEyWdTjEva8KhQL2s+5VK5niSXvJuy4xwS5HXigSLbo8av060dp3z549qBr0WGOKDNNxYNq2uD9jioyYLEO3mSWUKiNXMXxFT0pIjqfjUPLekaSpKN7niD+3PLLA551rrrkGyWQSIwP7cM8999DQfgMrpWYwbfp7pnPu82fVKmLBxQuWM3EVp67vwVCuOqumAocKbUc8P//5z6Ozs1P8t8qTuH44IMkqCycm6QTX19fHErEddGdTYoVvVUuu4tlAzg+ialIZ32CK57LOBGqmjaphwbCI6OHNYTFVia/2OJHk9k22Q3wT8TpGPKenpmDYbg4OT5WIJ5JYvJzmPu3d8hSqliUGVF5ZaDsOpj2qGB+Ya+YBKJ7MNsmweQGNItIFaJ4lfdg4Kejp6UUy6SqepmmKfKMw4untS79yJc3xtC1LtJLs6+0Vdj1BSAAICF3pM3+4pBYgno4bvkmoVCmIBfKVeJ5vWI4nD6XpJt0+cShRS7Le79yOiIAOnlXDDj3X3FJJZQUMNdMRA2PGQ/Q4LMcNtcO20Jl0iScPF6myjHJu3Pe98fFx34KRk7lgjidfcCmSBI2pseWAeTwAVHQbWaaq6aU8AOLLVXPPoYJCzUIqrqI3HatTPG3briukqxRz4liz2fpQu5LqQCquYMXSxQCaK55e4nnnHbeLXFebAB1JFRIIyrolGgUYloOkRovEZJn2ePZPYOGKp6bQULuEcCsmSr5VJDUVU2Ud+Sq935IxhfmO0vulLxNHnhWIVUyLRWxoFGMoX2P5hm7Y1yGOCGuWPQuN3p5uzzWgRFy3nMDzT/1XaW4pfc2yHSRSNB9ar1aakkb+eUq8JSzKMk9Nj31PaqZQe5xGCByHoFgs+vwl56J4OsTfarFm0nM3XjQEWeNd4JopnvxZMCwHi7JxUeDijbDwbmOqIkFVJJZjaQtfWFfxDD8HfHHdl4kLWy2ezsH7ylueMZ+3waW516zwj3mI8mhFsWb65hxVdgWCIPH05nlywjxddp9hrohKkoTl645EXKX5lzx1zWQL1UYgoKSsO5tE7xK60N29ezeqJv2NPPedZq0SGMyOTVFcQt+ViiFX8Sue3BfZi6Ju0TGLzT38OeLnNMmspSzbHV/POOMMbN68GQAw0N/PXB+kWftviufWM75aelUQdL4Q1RQJ2YSGMzYubkuPz7YjnldffTXy+bz4j9tbHC7geURTHvVNZYOGpsjoYIn4RqUgilU0WW4pEbhq2uhkHpy67SCb1JDQFEyUDOiW7QubcAsePuBZDkGMtdRyrWccMZFmOzqxaDGdXAus9SQnLy+9RL3Vlq5cg2NPei0AYOezj6PqqWonTJXsSsVQ1i3UDJt5elKCVTGtAyCeEMdLk8IlkQfFB34viV7U14u4p6rdS4LCcjy9fem93Ys4FvUtEqHgumMDzdfjIRsASMYVaHGXeJoexZPneNaFwYM5nsx6gxCCclUXiiclrLSim3sTllnonm6fkoeGxNPiJvK0LScfGLOBinZ+vrniKdsGOpIqijXL50GpSBKmxvxuFV7FMx6Po6enR5wLDtMhYgEkyW5uIA+1pzNugVbFsLCYWSrlc9PIJDSUdauurWhMlVHWLaRjCnozMeSq/urO6enpOlWtUsy7xLOjs07xjKc7kY6pWLuCvl4oFHztNb3FRV7iOTQ4iEcffZSqYqCRCB4NiatUreQhy6RGJ/+kpojiqKrH2sh3TWz6fVoAIYnCQS/KTI2JsXzfgVwV3SmqrIgcT9tBdzomuuFwpUa3HKzuSWG0UKOKkOJa+zjELeTg942qxdCRce3D+NhSYwqnG2p30JnUYDr+XvXJNP2uUa2ELib8v92BYdEqalWRxSKLI6E1Vzy9xTfeMDtAiedMimfQXowayLvv65aDVd0pFHVThPRFT3JFxtDQEO666y5BcDk4MTUsB5kEbUcL4u8apUg01K6yvPm4RqMXNdOmXcNUlzCWQ4gnz+n1kSSTXnOu2HsJMq+8tgltREAIza/tTsbY8UB0D+PfoS2S6e/gC30OTjz5vLQoE8dk2Y1IcEV02aq1SCVTrEOS6iFUzck7CJ0nUpqCJczLc8+ePaiZtBDKW4wqS5SIa4osFrwS87cOhtrDHGeKNeoOw6eDXs85rRo2UnEFqiyhUCyIPPfOzk6sWEFFjcGhIZi207TDYCOYNkFvJu6LKFHF08339RZhNWoms9BoO+IZj8fR0dHh++9wAs8j4u0WueJZY2HSTq7clItuAr7sdvNoBt200ZnUqAE5Iy+ZuIZJbsWheqwvPAMewNs20u3w9oaG7Qiy1t3Tg+5uShCK+WnhcwYAuxjxXLJyDTafQs17n3vqMVQMS3yGh9Y6EioyMRUD0xWRAqCxwqe4MreVFwH1BHQVYlkokK7ZukuiFy/qgxKjxK9UKvlCamGKp9fuKJPJIJXxq39LFi9iIcQQxVOiA54w0JeApOonnrxzEQDRT7c+DE7DSgNTFTy9fxpbhwoYK9Twjne8A2884UhMjg5TSxpZAiAJX1BFllBgoXsQIrqKxENCezHVzdfjValFD+kKwnKIyPGUHBPJmApNllCsmWJlLcsSRocHfd/z5nimM1kRTuWKJ7d1UtmCS5VkUSzGV/LptId4mjYWLVoEACjkppDQqGI7kKt6dwvZk+eciqlIqDKmKy6Z8ar7PJ+1Ush5yHcWmUxGHC8AZLu6oMiSIJ6A336skeIJALfeeiscENFSMKbSYrCYItNwt00QZyFFB24ahuOQhu0yvYuWmCIL9ciLkm6jM6FBAtCZ1NA/VRb2Q3xBw0N22QRVWWmond4fa/vSIh+VTsx8MevmNPJnKp3J+u5l3j2rZtmQZNfhomrY6ErFRDU9wNrtssiEUatgulyfGsG/O5irYstggXoY1kz6nGmKsNsBmuc3ArzxgYzxQg0v7hnyvbdjx445KZ6Sx0Kej899mRj2jU3hnnvuwRe/+EX8x9UfwtFHbsCKFStwzjnnYMOGDfjQhz4k7hde2GjYtKBLZp6+02Vd+G7KMvWb5AojX3wUapYvZSflKXD1gjtjdKdjLHeTiDxi0RLTo3hKAEDo/cYLjEzbQZbZ8XHrfEmCrwJcZqkljULtPB1hUTaOQs0t9Nm1axcAYOW6IyDJENZfbtcvUpcT6gW3JZRlCctWupZKNcOGokiYrhji2VFkmTVuYQbyFi0S60rSHHavshrsQgUAZZ11z2PzRldSQ4FHDtiCUVVk5DwFQF1dXYJ4Dg8OMruy1uiX7RD0T/H2y/Qe0T2NNoxaGWWWetSsCKud0HbE83AHN/HlXW/6+vqgynSC0BQZXax7kVEp0hUYG0jCigS8sFlOWFdSozmepo2EqiCbVDFZ1kMSxd1cQaDe6JrnbnnzIntYd5ZyIecbzHbtYsRzxSpsPPHVAIDR4SEM9u8X23ccQotbVBl92Tj6p6uig4eq0NX6XBVPetiU2EmgSg9XIPkzVi5XhLHzUWuWo7eLEqn9o1MYnXCJQmioPaBA9ixaIv4tyTIW9fWIUHhd20x2fKosu6F2T45nqVSioXZPjifA2wcSbB0u4MEd43ho5zi2DhcwUqCtN7vTMTy1awQ///nPkc9N4/lnngQAtnggItdLkSUUqibN1SJ0+zXTDk3E9xaVxZmZdrHIQ+31CzzTdqBoPNROq2F5uF1nlaCEAOMjw77veRXPTJaSOXqN6GDp3puU3A7na9gyVMD9W8ewtZ/6gGY8imfVsNHXR+/NQm4aqiKjI6n5fC/5dr0pJb2ZmE9V4cRTlmXR+7nsUTw7GPn2hts7u+hibNmSReI1b7jdOzFxw+y1R24CANx2222wDBMSoYuElKZ6imxoAU5KFD7QG1mTJeSqJmqsiC4I772qqfUqvGk7qJoWOhnR7EioGJyu+RRP29NgoDOpIVehHahUhRKHBOu6MlHSoXnywb0KHyfrqUy27rku6Rb1EPUUI1VNG91pjVbis0O2HYIkI/mObWEi717PgekKHt01gbufH8avt46KgqdkTMFUWcfDuyZoZMX0h9p5KD2IXWNFPLRzHM8PFvDb7ePY0U9Jn6LQ6mlCCCzWJaeR4qmqqsgfdIuL3Pd1RiZiRh7/+K4348///M/xmU99Eg/dc4ew91EUBZZl4brrrsOGDRtw++23i3xnfm2TmgIQYM9EBbsnyuK66cz3lbYlpteJP/vuOVBFgavvvmBRnWxcFUU0Jism8nYm8pK7uEoVZG6txIlxXJPFgoJ61bqKJy9GCxLP8fFxjI2NQTfpfacqMnrTMVE9z8eLVKaTpWhISDFfUgC+MTQMDnEtq1asotdvz549qJgWqoaFPRNllA0bmZhK2/uyegdNlmHaNhRZRkdSRaFmCVWf/6ZgS1z+7HDBoiOpwbDpOXUIETmehYLfMYQTz6EhuuhpZAsXxGRZx7OsQp3vW/cU4+mVsuc81dtUtSPm9QinpqZw3333Cf/OLVu24L777sPWrVvnc7cLilRMRUm3RGFKb28vC4nRQaWHEc9qMc8M0N0OOM3Aff0yCVX4eMZVGZ0JDVNlQ6y0vIniXsldkdwCFABiQuGTcU9vr2gLWMxP+wazPSzHc9mqtehdtk5Y22z942Nulx1CQCQ6WC3JJjBerMFiypYktRAqaQZCIEm0GEaS3F7hXsuWcY991eJFfVizlBKGUqmEF/ZQQqBpWp35MMDz5txj6/UQz2Smkyp9iiTsiHyHBuozqsgQZMyb41ksuRMHAKFUxFQZ20eLGJyu4ohFaZx+5CIcu6IDm5bR/45YlEGXOS5Cw4V8nn6X/U+RJWGjVaiaIsc2rtDJN6yQK9g2s1A1UWUqZCPiKauUwDiWAYcAHYx4cuWuYlh1oXZvjmc6nalXPNkkYjq07Vz/VBmrepJ41fJO2DqdiNIe1blq2FjEQu2VwjRAgK6UhqFc1Xc9rEAbzd503GeiLu71nh6hoJY9iidflPBwu6wo6OjsEO8pTLH3Kqfc2BtwFc9z3nUJJEnC2NgYnn3i9wB7xlOswYQsUX9BroSqCs3Bth2CVEwRXZfCFBFvBXNMkX05jgCYR6EklLPRAi3E4mbUiiyzlqp0guILiYphCSXNtAm60zGMsXA7P8eW46a28HOWznb6np2Jko494yWMFWtQWKhdt2w4hKA7FROWYwBVsXjOOwCMTNDw93hRxzP9OSztTOB1R/TinM3L8KajF2NtbwY9qThetbwTGxZnsXu8jFLNVff4sxUMt++ZKGPXWBlre9N4zboevHpdN1alibgXjjrqKPFZSZKa1hV4uxcR+HM8dcsGbAuf+tAlmBoZgKZpOO6EE/GW896Fb3/723jmmWdQLpdx/fXXY+nSpSiXy/j2t78txmrTdhBXFNZYgWC6Yogxmxu2yzJE69qEpqBQNevcMXhKhxe8BbIsS8gmVAzn6bWNq4rbi91xx0EHlMjrrJK+ZlFv2GRM9XW0kwChEIocT4/iuXjxYmgaXfQ8//zzIr3Edhys6E5ikBFPPjbEE0lxf6fjilBITU/UKAwOcc/LytVrAVDiqZtuMVvFsJCKK4hpsuh1SnNr6fidiqmQ4O/WFZbjyUkrT01QZAnZOD2ncVURns7cMUSWZWQyGUE8R4aH6hwRmoGnN9FcfrpIqXlcJaoVV/HkOeDtjnk9wn379uELX/gCvvCFL+DMM8/EE088gS984Qu4++6753O3C4pUnPr1cfNxqnhKImmfE89iIQ/Ttlmofebioprp9ugF6GSsqRI6khqKVQvFqknzdUSiuF9y5z3TOXhuC1dv+nr70CNC7TmfPcOevXS1vnzVWtRMB6uPORkAsOeFp2mOo0NgMvU2FVOQiqvoSGqYKOmiapnADcnMFg4BQGgoWmUPtbfKXJEljE/6fVO5YkaMKiaZ9URnZ33lNuBWCnL0LHbDqslspyDwMUWCafmvE1VLIOyUJEmCpspIMGuqYqnkMyTmaQ609VkZr1nfg5XdKfRk4nAcd9BTFQkvbXcXaMViAXFVAdOeoLBwlCJTU2Q+ASZj4TmkABtEeahdU1CsWaiVudKQqfu8aRPIrO+9Y5qwmeI5UdKhmzTclKuawmpLZhOSV/FMexRPQTwtem+OF3SMlXQcvTSL1T1pxDR3Je/N8ayaNvrYoqhazKPKTJoTmowRT1vIIPHsycQwVXFN1Dlh7OvrE3mnpbxLPDsY+ebEM9vRJRQgSZLQHdI2k+d4VqtVsZ2jXnUc/vRP/xQA8Nu7/xeEhQGTGg1r2g5B2bQhASxtQBLkNK4pGM5XkdLqPTwBt9AM4GbtQeJpiXad+aqJ6bKJVT0pn3UbD7Vrqks8q8xUO64pMCwHi7NxVEyb5lV6q9plf6g9lckKolAxLDy5dwrJmApTVLVT/+GYQouoCNy8VNq5yL3Oo5N5VAwLT+2bwuYVnVi/KIOuVExc05ppAxK9d9f1pVk1sbuwkFhhn5d4TpR0bBnK49Vru7GqJ4UlHXHUTEfkeHZ3d+PEE08Un1+2bJkvpB6El3h6q9odh3YV+sTHrsRTTzwOSZbxnz/8Ke594FFc9YVv4EMf+hCOP/54xONxfOADH8AXv/hFAJQc8bFatxxoqoRkTBYerCabF8T4TSShyPFnOEg0wlpnen19u1IxDOerSMQUX6oIX4zQa0OYyOH2ZOd5yHFNFm0oeeQF8Pt4cuLZ1dWFo48+GgDN8+SV9KZNsLwrydR2S3xeS6QEkU2zAifLocb1zeYPb+/3VWvWAgAGBwdRrlRhOVStN1mEQVMU8IJ63viE/wbul8wRluNpceJpuUVdHUmNPrcsPUZVJOGW0dHRAVmWBfEcHRmGQ2y0yDuFC0rFsESL7YpHUS6Xim6o3WlehNUumFfieeKJJwrF0/vfRz/60fnc7YIiHaMPK/eA5DmeXFXrYDme5UIepkXEwzpTqJ0XG3DSVbVsZsFBiwgmK3ogbOL6njnsZjRtB/fe+yusXLkS9//ydpieHM++vl709rIikFIRMqEP3+joKKosUXz12nWomBaWrKHV77nxYRqiYgUDmkJb6amyhM6khrJhw2Z5UHN5FMqsJ71NCCAREULmlfqcpMkShH1VPB5HKpUSZKdarWByik4yjczjeV96xyEYK9Z8imeqo1ustDVFhm77J3qJn1+ZpwLQgYETz1Kp7DMkBgDDNLBztIgTVnUJOw1OPrxkeqeHeOZzOcQ1mhNJQH1DFVmCDGqKLMuenKUGaQ2a4hZAJVionfdTT2fqFU/LdiApruJJCEFnSqN5iAToTNHcpkmmeK49gipHvhzPdKY+1O7QvMfH9kxiZVcS2YRGlTXLESv5VDqDsUKNNUFw0MtC7Y5jo1jIQwFddHkr103m7MCJZiamihQVIJx4FgtuVXsnUzd5qD3b1e0Lu/Hnw6t48tD16OioeG3JkiU455xzAAC7tr7AFl20gjbBwpc15jwgSfTpoEVj3BLKze8cK9ZENIQXdXFyoCkydLM+/4xXA/dPVXD8qi50JjURgt4zUYZhuc9rJ0vd4e1nEyq9x5MxBT2pGKqGJVQ3uoik+3HdEDpElf7je6awvCuJJR1xmKwQUGYKZCKmCLsd3lbQdtxe7QAwXSzg4Z0TWN6VxJreNIIQxYWeyT5X8RMsb1V31bDx5N4pvGp5p1B8eR6ol3iedNJJ4vurG4TZOXyKp6eqvVwz8JP/+gZuuvH7AIDzL78Km05+fUMboPXr1wOg5vWVqi4KKLkKadgOyrolForcXk2SXRP/BGsgEXzWw3JdvfmbnUn6DKdjqq+vvOW4HdZsm1ry1BiBrZnUGzipKaw+gLAIjBvNUZX6qvZ0Oi2qubniGWcetGkmUExXTA/xTAqCmYm7lfUzdX9yHAKFnec1LEeXEILhoQFYrPLftBwkYiriiswyr7kAQ3wRKW/etCrXR7k4yTVs18aqi42LgnjKMgqBpiWceJqmiWLOX9zWDEVmT8gXVJoi+VwlCCEolkqscUOkeL4iQWV2WRBPWtXOVChFRibbBQAoBULtM3nY1ZgxLQA2sdhikFiSTYhEcV+FouyuXjVGVG776e0YHBzE7T+8EYZFMMEI26JFfWJiBQCjTCdjXtEuSRJWrl6NqmGjo5uSgFJuUngJ2g5EhS4PefBKQ1mSMJfOsXsmysIAVwJVPBOeMKNpO9g3WYYkSZjw5KpKkuQSz3IZOdZTupF5PFV/aAL6Y7un0N23WLyXzHb5VsNBE3lCAMdxi4sAWuUpiGe5JCYKxyH4wwu7cdGZJ+Omaz6E5V2uYXtMoe3mRB9hWcJLO1ziOZ3LI64qIq9M8eR4AlRxVVn+F69+D8IXamcDJvffTIfYKZV1Cwpr/mCbBmxCkI2rYp9dCQ2WQ0S7zKNeRScYr+KZChQXEUKwf7KCrcMFZBMaVvWkKJlS6UDOu+FoiRR+v3sSU2VKeBf3uTmWxXxO9LP3qhOG7YhqX4Cqc94CnDDiWZieEsfawe6P1atpcUJX72Kf6sjD895+9ArL8fQWFi1atFhsY3JsVBSfyZJE25UaNiqm6zxg2g7ScZrPyV/jFihP7JkWfqR8UcLVeZqz6ycYxZqJqbKBZwfyWNObQnc6JlTOimlj31QZJZ1OZDzXLptQoSky60KjsHC+gkRMge241dW8zzTg8cXt6sRooYYHd4xBU2Qcu7wTSU2BYRHR+KHG8tE1WYYigdkA0fsw7mlasHd4EpZNcOzy8Oe0ZtGIhyBQbOHjRUKj3rb7Jst4cMc4lnUmsa7PJbG8s08jxXP5iub2fWGK57333ovXnHIifnT9VwAA777wPTj73e8X+ZHeEPFIvgbdskWOseM4GBykzi0yi4zw32A7bk45zdEHAJck8f7vwWc9aJQP+AsoO5lpORcyvHUBfFu8PW6V5ZXmqyZklooR1+gYk4qpIuUHoGRLYelIPLqRTqdx7LHHAvAqngpTGSXWc94Wn48lkuL3ZeIqbJvajgW7P02WdJ+XrzfHc9nSZYjHaUrVyOB+kY9qEYJMXEEy5nYKVCXZR7hjqj99JVzxdDyh9sA5Zc+tIkuicJPPO5x4AhCL9VZQqDJzehY5ME1T1DNw2LUKqoY9o3VXuyAinvMABQ7KTGb3K54ykix3rVrMi2IUWXa77zQCf2ABiJueD8KLsnE6aaiu4ukd8Gzq6YKkpoiOStuefw7lmu5aEPX2oZfl0QHAohgd0LmH55LlK5BNJVExHXT20M+VcpPCbsMhNAx70upu0YMbkpsPgxmIdRh0y8FESafEHFTBiHsGW9N28MRe2g50ctIl+gA8KltJ5DE27VrECm8cQpDudklOMtslBqVwE3kCwiYDmidHB+CUaAVYgcZaOf52+xh+ee+vUJyewB8e+LVvsSFJEhIxlySpiozdO7aJ93O5HLXhAaFknuV6ccVFZkoQ94wN9vjmx+/aKdHzyIlnKkTxzFctpBgx4Dme1LlAAyChK63REPM0Jf3HbD4BAM3t5pXfKY/iaRgG7n9xGNtGCjhiURpHL83SfC/mQ2hYroE8dyUYK9QgSbLw8QSAcmEazMDLV9VcMx0kNdV3jfgkCYQTz5GhAXEdutj9cfHFF+OKK67ABR/8OCTPaVy6hIbgh0ZcdZP7rXLi2dPbi1QyjqVLqWqamxqHbVs0/w3Uq7PGFU+FE0+CdEyhXZwYoU4xtdZyHFGZb7DCAk6Gg+rMVNnAI7smUKyZOHkNDS1z5wfuG6pIEko125f/3ZnURNe1OMv9jqkyEiqNAnjbfPLkOB5q78h24ul901jbm8br1vdClun9UTVtsUii3VwUQVJqjFSBXUVOPjtVB0ctyTS0gNFZ203+PHYlaWtUL1IxBdtHi9g5WsJxKztx/KquwPu0GnmS3Z9B4rmUVUQ3QlDxvPE738LZZ5+NbVu3QlYUXHHFFfjOd/+TdSijRMAbIn5uIIfxoo6eRYsRY9vq37sHBMS36Cjrlm+haDsExOHPPiOe3B6vTvEMCbV7coN5m0Zu++P1C+bHOlWmrVP5s1Os0vQWSj7p4uT1G/qQjquCfCmy69uaL7LIRSoliOeWLVtQNUwxL1EjfBra5opnLJEU20vHVRDQBQcvwOLYPuK29QTcqnaApossW0kXEGND/ehOxmj0hgDrF6VxxKKsiCJI7Pdz0qopMqqeZ6qVHE96TjV27lX229ziIq54ZjIZ4Zc8Pd4a8awYFmxWsFRmLjJeKyUOx6iibFg+L9Z2Rvsf4WGIWqkgJrO+vj7h0aapMpIsj6xSKrDiGLRU1c4Hb8AtEJBZReHyrqRQVXiOp3fA4yu0VFwVk2+tVsX2rVtcC6LFi9Db3S0mo2lWHMUVz1Wr1zHfPAvdPZSYlXJTsFnfZwcQ1hzU1B0AoQOCJJGW7KKCMFm4yWa+djxkB0C037OZ1+WUx0UAgC+v0KjSB7Uh8WR5czx/M9nlEvBktlMM2MEuLgCdWPlvrpk0V0hTJCRTruKpyTL2T1XQldIg5aj1kOM4PkN1ACw/jeXzFAsY89gUFQp5JDSFVQQT4ZmnKMzmhh0fzxWT4Yhrx+EtFOHEs8xzPNP+HE/bIaiaFtLMZ9ExdTFY96RjkCSgJxX3rdw3H3eC+Dev4vXaKQGAXqvg1Wt7sLwrSS1FWOcU3vGG+3hKzI5qtKBDlQFV05BMZ9m5ydGwr0fxdJiil02oPlU6ripNQ+2D/fvFZ3mova+vD9d++avYfOIpvlDb0qU0BcOrbiosVMkr2nsXLaHuFYuoak4cB4WpCTYpU8WzYtLWj17FMxOnhQ3UuSKGdFwR+52u0HSCoPtCLLAQ2jdZRlxTcOzyTizOJgQp5t2V+EK3bFi+sGVXKkYtWlgeOX8ekix1RzcdbNu2DaZh1RUXxdIZnLlpCdYvcgljJqnAsh1WDCOJ/uJ0oaygYtpCwcpXLSSYpVJGMUU7xzAYLDWJE4yedAxV0/bluS7vSuLY5R04Y+NiX0RBnDNVhirLmJh0iWdvb6+oZF+6ojnx5MWJtVoNBMDvH3oQAHD8Safg5l8+iG9961vIpGiBTNW0fe0yLZted8smsImExcvpvgb798EhLoFMMNutZEwRTSV4YREIPIonc8oIC7WbIYqnykPitBKbF6B5FU9O7kq6BVWmJIwQoGiYIozM2/fy/GYRapdpC+G4KqNUqg+1l0ol7Nyxw2c4zxVPl3imxXngDiA10xEm+xxF3fLd+7ZDRFqMpkhYypTr/PgI+rIJ0ZoXoDUVfH5W2dzrjWoZlu1LebIDUS6LPVO8wpx/L5tQkWGRC0WWUC75FU8AWLKMqp7TYyMiT7YZijULmbgick81tTHx5Cp1pHi+QlHw5G9wBY4rkIk0ndxq5SJMxxEhON59pxGqpmsoLUuuxZCqSDh2eQeWdCREIjbgNwN2HPqAJVRZdFQCgGefehKT7O/e3l5oqoIMs5ThitXzW3cAANauWyfsNbrYb3JsC9PTVHGkfX5VkajtEKoEUpslt/LXixdZyzvTdrBtpFD3vmE5QlG1WPJ+UvW2BHWY2upvlwn4iWeNqWiNcjz5AMLDlvFsr3gvke1y212q9YonIZIIudUsujiQJEkQtkqlQvNrHQeZuIbt27eL7/LJmyMZUwSZ3uVROwG3qp0w1Ulhiw5NoXmf3FBcVWjHjH+44oPYsGEDfvGLX4ht8HA2L3aJKTLKbBDjpM57TmqmjUyKTt62ZYhreMyyDvSkY+hMaWLlrigKjt18rPg+9+WLJ9MY9bgeSZYuPPSo/Ywqes9bjoMSU2CJmkBCoxXe9DcCWdZ8QS/lYTqOIGqEEJGikIkrfsXTYzkUWlxUdO+7brZ9gHZL6khqkCS3c8+SJZR4evM56WTrJZ6LqT9mj5uukZ8YpcQTdFK0bQc1jypNUwQU1o/bxqnre7CiKymOO8eJZ2DyjWm03R+H1+eWq4umTcSC1LSpD2zF8Nttre9L46TV3eKYvP3gTcfBb+78OTb9/+y9Z7Qt2VkdOitX7bxPDjf37Sy1pFZ3K6OESIpYWGSMMJg3wOEBBoMFT8My44EBEyUzHIgyDsBAfmAbSUhCqdWSWmrFzrdvvvfkc3aqXbnq/fjWt2rV3vvcezWMrPagvzFA3X3P3Wfv2lVrzTW/+c15++1496/+P1Krzfdut9OZYtwsXYdtUYygLhhP19KFxycB0VS8rzjNURMHEyONcLUXTg1McYVC184goeVZyPICocJQtT2rAoJnlWlolVY7ALzrXe/Cd3zfD+Drvun1h/49oGQ8z2/3EKe5HCD5hte+ESdvvhVntofSyzTLcrrW4jvzozL+MU5zya5euXQeKCC9d7nV7igHE7bjywtUmD1g2hPYNKbBUjLBhL309AKWW67QeOZSq28LyQWDnEBoO4dBqV9U18FUGcxhIOqYhnTzqNfrOH78OG66ieYC/uh3/o3c83SdZgLCJK+02vnzMbsfJikSBeDy2qQykWmWS4mXZeiygxONR+jULOTifRHrT1P7rM3PlICPoiCT/Qt7pRvJpJ1SJu/d6jV92c2LMlHLMnT4wxnAkzshu9u4kcGHYZig6VpSXmcZ2kzgGQW+eMZLEF0UpLueFfX8ta5ngOdXWB/5yEfwlre8pQIgJqsv9J2apqHb7ZIOsChgahrsGm3w0XiEKEoqXnfXmmznqXaAgWchTbgbroVj82W2LlCNPyOAS9qhA8X8+tOf+CiShFpV8/PzSLMczTYtxAzknhQenidPnSKPyDiraCB3d7ZJAJ7lqNvEllBrHYAAZdA0+X650izHk9tDDKMUozDFE1ujKUupOCV7kSTLkIkYPjX+KxWtyKJAJSkKKIFnkiQYilbwNVvtAqDUbRNGo9S6uo2JVvsMxrMQVheZENwDkJvp2PdhGZo0kX/ssRJQTgJPnuJMshxPPla1HBsNBjRcJK4jMz+mTvpZBjV5Tpf+4YfJsPnjH/+4fA15P4hNyVZE6t6EaT7nYjfqAngmcaUllxcFWq6FngCeq6urmO92YQttFesgNcfDVlB+r0kYyMNJnOXSAsw29AoLnOku1jsedkeRzJNuCE/NxO8jTUlATPY8OfyYEot4c+FSJ79nAU+12DoJgHg9s8ISM/Dc3io1nvzsbnCrfXGZ2PPCQLNDz1J/b1tuphromYjiXNrSJML/kfWQpthwKVKTDiO+YHhUkDd5EPIjYjJp0EyTmyYPkERi0w2Tqlch62Ul46m02rMceORznwYAnHvsS1MG8q0ZwQMAMVnsthAqh2bPMhDGOXVhNHpfLEvJ4gBzdRtPbfszXpOeU10v7XtqghGcTLC6XlkzgOdrX/ta/MpvvBOaPT3UpBYDz439IYZhIg8uXqOJIM5wdkcMyZiknx1FqSQAhkJbmwjdItv+bFy6QHITbrVbBhLBTnNLN0zJ4D9XWsrMeM4C/od5T5bXgP6ZW+28JvA9EyYZFho2gpgkE6Mok21kWznMJcoUNUU/ixx3ReOp6zre9ra3AQDe/9/+KzavXJLXxJlotbteTd6bNHxH9zVPcwOQFlpqKlmWl6lajqnLobU4HKPpmjJOOBGxmYamyYG6rCgoxCUnydjta008tTMiMKtrU612ZnnTPK8c4CYTj1jGpBIeK6uUjNff27pulxMguVPLtUChDPQdqsCTXzsa+4J4Kt9TXgAb/WDWy37N6xng+RXWO97xDvzJn/wJ3vzmNyMMw5k/MxBt6rm5ORiGIfOoCwBOvdzcRqN+RZty2I3IVh28eGsCyOUoF+FblpvY92M5AVdlPOlBcUxdGtsDwGfu/7D859is4yNP7KA+ATyvXjoPgKYwbZ1u/m63Kz0Nt7Z36KSV8xRiMaXxRFHA0Kpm1/xZAzH5rrJW8j1lOebqNuK0QCgSNFRvw1QwvEVRSGnAJPAEgF3RDp4FPCnCrZD6zeWWi9yw0RHgujG3VGmnTDOe9FmY9WQdbkO0rsdjX7ZldBR44okn5N+dBJ6uZSAv6Jo99miZXQwA/mgg/lwsnKJ1axkGPIs2OVPXaRHVNIzHtOBwDCAAqetjIGWkoTwMuJOMZ0rJOi0hGcjiSMolxrGIerQN9PeI/Tty5Ahc20Bnbr7yOpZTg+mULc849KVfYJzmYoCF2uZpVD5PkW5jpe0KOxmSDzRaHfqzYR/QCgSCoQuTDGOxMdpmdeDmeq12Lq/egKWw6fR6RgXcLYlI2d3dEngyC7O5QfdYd57iVYdRirlFEbO5t00sBHX6UKBAkKbyXk6yAq7w/5sclvJsQ0z+xlPAk1rt5c8PoxR1x0SWQ94PqXgeWeOp65TUMikDK4piBuNJw4pbly/Q59jfLTV8E96nauV5gZplYBgmpPGMcymR4VjLNCsAjTZ69mwdjUa4daWJc7v+TNaT3z9fczbq7imWSjdSpq5L4MzAEwDqM7SRk8XAM4ljhEkuJ5edWhNZUToocJTkOE4lAzWSljfEeB4Ttj+bly9S3rrCgBs6kBXs71kIxtOoDNE4Jnl+TiZcMdOt1iRbzmXourTXYtu3JKXPcWqhjiDJZCxv3SkZzzQnKUVRlMDT0OiA7Vg6RspUOwB8z/d8D06ePIksTfGuX/tlOYHuWuRCwMDT8Wol42nSwOVQOBfwfsbXUf2MWZFLltsydLhi/Y2DEZquhTwv1++8KERkMLGkeVECUQBYa9dQd0yc2/Xl0J1KmmR5AcOoajxn1XgG47kiIpl7u1vIb4CIJMaTdLQcuy3DORoN+drh2JfDaOyiwocP1WLu6VLPAM+vsBg4PPzww3j7298+82d6EyCIT6lpXsDyyg1+1O9DQ3ljHHYjRmku9WFAmZYD5RRYd0ysdlyZdKG2VqTvWDhClpYL61ixZLBqLWKixPvb39+H7/vY26FN9vTp00hzYjYbjiUHkba3t4gBywvUHYv8PHUyxC8K2liiLCczYKUlxp91HKeS6VQtQLgF36lZiLMcQUjAh1lfAIgzauMXAHYFw8aTxyrw3N6kpIiZqUWi9cwbbt0hsPHWn/4lfM+P/iSOPfsFivB82loDKKQOi1tsANBgxpNb7VmOjSsXK9OIapQnQAxGkZOs4NFHCHjectsdAIDAH9JwUV46BQB077zk9IKMkWRwwlnJk7nQtlHqgE91ysffm9B4jqIUBQrJeKZJ2WqnPHRiA/MR3etHjhyBYxpod6vAU3dqsGxHHlTiMJAtKmb0ZMxrWDJdqeGg4ZgwNQ0FBPsqgGfo96mVFaVwBJDhjZE2F1XjSRtMkiQSLM0CnrVGs8ICjgSIY0kAUDKevYMD2SnQRdtwc0scbuYXSeMWpjIBq7+3BZ6v00iuTJZXEngSwOS4QX4eGAB2a5QupA6IALSRZor3K+fUMzhhppM1nolw0Uiy0gieS30OIqHxZPZ+6ypNXQ8O9pALA0S+lp1uB5OlaYBrGxiGZOGU5rkchPEsOgiwRj3NC0UWM8Rc3Ua3bk2xnoVYR0wxvAfQvV93zClLpeuVqWvozwCeh6X+qMXAM01iBEkqJ5edWl0yZnFaDn6qsoaRiLdMsgJxluHYiZMAgK0rFyrG38MwRcuzESX0eUkvW373qtPCN965UlkT+brkRVHpIKla08lrQVKpArb4834QwzI0OZwWpXSwqzPjKQ6wbFvF7ikmOyOYRsVOCaDwjp/8Zz8DAPivf/Ru7G7QPeWaBsbBWGaae1690mo3DQ39MJVpTXx9WJoDQASVlIynZepwPNHxCsaU1lSIQ1VGB2rPNhBlGUyNunMFaJ9klvnWZWI9GXBW2vp5LuzzisrzOFljf5rxXF1l4LlZYWxnVVEUGEUpmi4dsBh4sv1bs9lEUwwrheOReMZL2QDvsc8Az//DKwgCXL58Wf77L//yL+P++++f+jlOLeJBF2IgxCbgKcbYo77UF1/LyzMQKUX84LEetEDJuACk1drsU1JJZbhIsB6BsBWarFq9jlQzcHqpCbtO4Gxvb68ynHLz6ZtoGEqnoYM5wQjubG+TR2ABdGpC42lUGc8gzuSkKxcvGuO41OoEcZXtAYCGa2G4u4l/+IYX450/9Va56bC/m2dTyseWiG1kywoVeO4IUDpL4xkK7ZQp2ui2qaPmmDj+nBfhTd//Dyss2CTj+Znz+wQUBMDWlYlbaec0Hgvj9gLnnnyi8rv7/T4u7o0VmxxDaFpzPPrIIwCAu55/H71Pf4RMtLh5kAxgn7lCnr7ZDD8MphlPoCoX4AUMgFyo5XsLEniWiToznkkkgec4zigBxNRlTvv6+jocU0eru1B5Hd32KP5ObEBxMJbtXwaegAghiMq2kOF4cC0DhgF5kq+3CSwGgx5tblEqM+c5o902q3IInmpXTd8XFhbkoZCrVm9K2xX6jATi1NfrzpduB6qlkqlr2BST7o3OAlzLwChKsbRMeq7B3rZ8ztlUPUgzyY7HWQ7XMogQ1TQMxgEx8WIgsVuzifHMphnPAuXU+ThO5XCDKRi3LFem2jOSkqSC3VIrSpXnQBxedF2DpWvYvkprXpYmGPQOEIYh4phYxu4sxrMoWbGDcQJT18vBGYvsapK8fA+NBjtAEFi5baU1xXpSbGNemWoHSNPJw1c3Woauod+rttoBer5tYzr1R62S8YwwCmL4Qj9ueU25jvFQlQSeegmYOjVbAskTwlIp9EfY3duX12gQJphv2OBktkRqLm/MEVmVWHHxAN+sa5GKe4PX1kFIYSR1x5S+suq9xSEYoyiVWk2gDCdwTH0KeALA3/n278LKkWNI0xT/+d//przmidLpcLxS46lpGhxLxyCMK9/5KKLryPd9LLTLfEtbhiZb7Xk8llZUtrBxSrMCrmkiSnJoyqCROsC01HJRd0yZkc4yI/5f6SxzCPA8t+vPZDzXxP60v70lwwEOK1/IHBoOrWtRUtV4qsBz7I8q+wAwHajxdKpngOdXUCoQe9aznoWiKPD3/t7fm8qlnQSeBAYMZFmBVDPgCvsQf1hOv6vRe5OlDhYBIp6y0KTGk6vhWpir2zi/W7Yz+ec1DRgNepX3z9XpzmMUZZir21hZpA15Z3cPf/ZnfwYAaC+uYWl+HmFKi6ht6ugIS6XdnW3SAYGSLrjVzgApzSj5pOWZlTYir4lBUlqrjJOSuYiF1vHAj/H5v/oT9Pe28ciDH0MS0kLgRylqNk2Qx0mCXcHMLorUocaMJJ7ahI4RgNC1iRaX2HDrtgE/zhDnBSyjjCFV9X77oxh/8YWruLwfIM8hWtxlO6jVpIUvGPsUV5rlODsBPHf2DvC5Swdy43RM0nBubW/LAZbbn3svAKDIM+wcDMThpGy3GUap0WLQ4Jo6xsIPc3t7W7KfALES/BmYtdI0DU6tqm3rB9TiqXmk2UwVjefWIES3ZsMydGxvEJtMjKeO1tw04wmUG1AUBtIvkOyBgD961y/jT/70T5GG5ft0xKSzDgLWozCRlkrjYY+M8gWL40cpdocRujVryvKKW+0bii6z1upglOkwLbv8bwrjOYpSjOMM7ZpVOWyEppKyowwYaRqwLRjPRndBxu6trBHwHO5tS7igacIGamJ4xLVIJtHfvoLjR9bwbd/2bZLh7AjGM5qIQjXYN1EwvDujGC3hJ0gDRrq4LzSp2W26ptRXqsURvEB1et7v7SCJS5Z+b2enwtR3ujPkKyAzb8/UsTOIpP8wIFjFhDZ/elQKmVLFIG6ubqNbs3Bpnw4izMjlOV1r9bDd9qa9PK9XcegjE3IMFXgCNOB3rXY7A888TdHvlVIZq9aQDFakMJ5BnMI0dMledeuW1HiePHVS/v0L58+R52ya4dyOj7m6I1q8xFbuDCPUbfOG0m54eIc7GxQ5mc9k50zRnVK9LPsBsf22qaPhmDgYJwgSOmzK62AKUK0AQt7D1GQdfu6LokBSaPje/+vHAADve88fIxXdNy1RgWe9wsa7plHRyQLAKErkdQR4FkCXhzvb0KVLRyLWwSIv4JgEFpM8lwlvpq6h0Ertuvp7bllu4tzeWIJMoCRMIOY2ZrHIe6MIX7zck/pflfBYXyfGczToIQzG12Q9h2GChmuSBELXJEkyC3gGPhnIqwETPFT8dKxngOdXUDypW2+28e7/9F/gui6eeuop/Pf//t/lz+R5UTGPB0q7HhJt52iKluF4NKgwnofltYeKlRL9DoiEiKq3malr0hctTgvZAsnyHA9f7eOq2CxbrRZe+tKXyr/XmZuT7dOlRQKUl65u4vd+7/cAAM999ZtIv5RksC2Kc2Mvz/3dXQzCBKauoWaZwjdQF6wsEGWUNtJ0rYoxr8p4llm6CuOZ5uiPEzy+0cMD73uP/O+7YphlGKZouTbyAujt7UoAz1ZIpmlO5bJPsnqAmLgVzBNnJddtE6MolZpSXnSI/SK2+TMX9qFpwJ5PEoBMtP1lqkpTRHYWBfIkRpIXOPNkdSDt4iZpDpnpJcYTeESwnbph4OTtd8mf39gh1i4H8KUrfVzaH8tBAh5eigRLFihg8+LF0jJIlQsw8Gw2m8gnmJRBkKDlWnAZeMaRjPEbhAnWOx5sU8eOMI8/cuQITEOf0njC8lC3TWmZEwa+FPUnWY4HP/FR/Ml/+A1893d+Bx564CMAAMMwYVqU600+kCkeOLuPthguGg96EsybhoYrB2M4lo75hjNlMcTA8fwVum9M04Rf2PjylYGckgcoMpTZgYt7Y6y0XTimUTls7IaQn0MFnsGwXzKA84uIM3J4WFwSwPNgh2btCjocFICY6CefzCwv5BDRk196CIN+H3/2Z3+Gza1NOGLzN3UN++O4wnjqusjwzjLsjiKalG47U4Mjqo9n07WQZkXFnxSg1r9rESOUF2ULcX/zcuXndne2K9rkuU4VuAGiw6NT/Of2KJTPF0Ct9iwnzSBp1YGWZG3KA3xLpC0BwCfP7uGRjYEAJFrlsN2uUeTnV1KB6mQwATzrjimnz2cVA0+jSLGvXAfbrSPPObkul4N/DM54bWt7FhLREu00m1gQ0qAzTz0Fx9SxO4rxhcs9dGuWNOzfGYVI8xzdhnXDn9HUS+DJjP0sjacuWEo1/nEUJsSyGTqaroU9nzLjG075+x1Tl5ZL6u8EqLvH609NdEye2vHxybN7uPse6uDEcSQBVKYAT1dhPAHhaRpn8vfkeUEkSc0uP1+ayzQkgA7SzRbNUsSBiOnNc9hi8DDNKDWJAz800H6VKm1qgLw5wySDoVUZT75vgWnzfgC4KFjS0XBaB62ayO9vb04NLqlFexyxzDRcVLVTarVaFcaT99dSYjctqXm61DPA8yuohx8jxmr9+EkcPXka99xzDwDgySeflD8TpTnGglmsMp66jO/jhJRg2Je+6rMSEriCOKss3pkQdI+jrHKi4Qc2yaonWBKPAzs7bJ20gPvuu0/+vU53HkmWo+YYaIu89s995lO4ePEiNE3D3a/5VozjDCNF59MUIKC3v4MDn9qyjgBp7OemoZzYZdsM9TPQZ0srg0ZccUro+oGPfwR7AtwAwI5g2EgHZQEocOVq6Xdp1EvtnjfB4lm1aeAZJjT4wNPRtqnTIEQBoSktFzRLMBdJVuCLl/s4tdjAMEykjRWxMQJ4KozreExaoScmnBCubO9JiypA+NYVBR55mPSd68dPwW6WG+PV7T3Khs8LjOMMgzCR9w2naMRpDiNPpWYKqLbbVSAlM8rb7SkBvWQ83SrjeWl/jNU2gU4DOQ7EoM2RI0cAAPNKwhAAWF4d3bolJ5ej8RhpVsjIui1hQ5TnOf7tr/0iAIg2mSa0lRQzGaYZMlswY4MDQNOkruvi/hjH5uj1nanhImKRr27S+5ybX0CSFRiEKerNckOoNSj6sSgKXNwf4/gcbZgMXPcEsGvP0zOtAs/+/o785+WVZYzjDA3HxLxg30f72yLqlIfPCsQJyQwYFLDWNRyVYOaB+z8qYzXbNbIOqgBPTYMhNIPndnxioXWjlGEYZdBEmtH9zT6nk9uRah6vaZr8PbtC38m1v7NVAZ7dGRpPNuQmFwbIwSIAcMQ/y2SdAmiITgQznvzeVQnOE5sDim0EKoftrmfLgcobLX+ovv8q8Jxlvq4WA0+9SDFUgWetCdsif8woIaCk66WEgfwYCcylgvG0TR1Hlcl28hLOBcOni8MKcHEvwJFujaKHbxBHmIYuW+1JVmoXp35OJzlGkpdt40FIjKemaVho2Ahjuu7qYKdj6RhHWZlSh3L/MXQNgZD6MOMZxBl2hhFCzZE/z/dRHpcSG9utVYGnZWAcpvI79+MUuiAy0pz00HTvGhXihgFZFIzFeqfBMXQ89KlP4P4PvU9ojTOxDhUyy32SwQUIyJaxokpcpqFPSVbSLMfVXgijyBGL4WOV8VxeWoZh0B7a292ecklRiw//QGk/d61WO/v0qsPKT9fc9meA51dQX3yYrHCOnjiFMM1l7BmbZQPEoFGyigI8U9ow7n9qF0GcoiNYgvFooADPw6fa1bhMALKd6os2DhffZHGaVSj3RAwscDxmd34eL3jBC+Tfa3W6cEwDlqGjLd4bDyE9+wVfh/UjRxHEmaT+CwD1DjFbg4M9HIxjeDzcIiwo8gLIxVCIY5hyepGLWZ4ozaXWb5Lx1AA88Jd/WrkW20LLOYpSdDyaVrx4iYBnpzuHYVbqYG0RW8llzwSeBOpjhdVEQQuroWmwDUO2dHihefgKxZ3efawLUwy55AJ48sLVbpW/KwxIs/eYsEhiFmA46OPYXE0yO45JljoMPE+cvhWwanJx29zZg6GRfVKS5TI2ladSeUHUi+pGPDnZzsM3cjJZWOKop+9hmKDpmfCELCSNI6R5jkv7Yxyfp/e/v7MtAS4DTx7u4qrXG/AsE26NfU1JBlKI98JuBACQioEdt1aXAzi6BjRcE7auo9aie3PY7yHPc2Sig7DnxzjS9eT3pw4XcZrT1jaBw1ZnTuiDc3gK8OTJ6q1BBF2D9ONjBvXi/hjrXQ9zAlhXgKfwwrVtGwvz8xiFNBDAwDMYDdAbCrsYk3xXUzHIw8lCDjOBgxLMfPrjH8UXL/cQxBm6NVt+Pi5qqdLh7cK+j5WWW2n/sYG8ejhpuibJYCYOudRqN6ZasptXLlZ+bn+vbLW7noeaY2Oykox8SR2TdKuqTIj0jiXjCa1AU3QHxkqgAk3k5/L1unUbG/1AyIsU4Fm34UfZod2iWcXX2DAMKcnpjxN85vw+6va1GU/uohRpjGhMAMCyLDiui7ptCpcFtpQrgf8oStFwTSl1iTMKEFjnyfYrF2lwJEzos4jhoDQvsDUIcWy+Bp1tEW6gTKMkMhIBfh/fHOLywbjyc6zx5I5JURTStByAlG7Qa6r6YoOSdBTGk225TE2X0bcMPEluZaGfla/HGvNMaDxtx4FpmjMYz7RkY+XQnyBZcpJyuUIfz8WMZzgeYRxRWlKWRvh/fuR78I5//P3o72zKPYbX10mvU/4dmiJbyASIPywT/WovRM0x4KGUp6iMp22aaAmtOA0YXZvxbLosndGk1GbWcNHYH0kNKFea5fjshYOKxO3pUs8AzxusoijwhGA2T5w8hSDOZgLPMMkw6hPw5MnZWCw+O8MIUZqjO0cbaDDsS12npmmHTrWHog02+e9hMs14apIpKin3SPjf7Qg7mXani1tvvVXqYFqdOSkc53Ym10u+5e+i5VoYJyn8OEPTsaABaIlW+2B/D8MwgWcb0vrD1DUUBU0aRpLxrGbgZnkhs379iB4wNivma+YP+/jS/R8AAOg6ff4dMaE+ihLM1S2kRYEN1hmur2MQJIhSOl1PMp6GewjwtARTqJenxbptQtN5crhcHGxDx2cu7OOO1RYaQnzvR6kAbWWrvakwnr7vw+8dSO9AZsoRB6g7JePJYnq2Ujpx+lakObWBAWB7r0eSDaF/pRaUJg32LdYjJtUcX3WyXU1fGsgs4Zb8TgBasPw4Q9u1ZGRmGkfYGkSwTR0LDQJlVxWmeU3YhCwulh6vAC2OjqXDdgl4+gJccDuXh35suwQwbq0BQ6MhB13X0HBMWKaOu24icJvEEfI4pMSgfkitfMVMe5JFcMwyKrbR7sipbqdebggcZXdhz8ex+RLs26aOcZLhai/E8bk6FsTnu7pRphf19ohNXVhahmebGEbEFvNUOwBcuHSZfqdNlllFUaY1ceIUAAzF2gEAD33yYxiIwQ4JPI0q42nqGi7sjclRoGYJBwtdXAtNGkqHwhaHvRgnBxuitHwO1CScjctV4HmwuyMPLPVme+ZwBYNXtnBT1y7LKP1KNVBbnrsD47Gv/By9d7I7y3FyoS6n/tXf2a1ZSLK8ktt9veIWaFdJahtGCXrjBDXn2oynYREQyJJEujA0W21AI7aUh9lMAbC5NTuKiPFkqUuUkKxn7ehxAMDW5YuwTR0HfoyaY8KPaWBzaxDCtXS0XEuyczdSll4+50mWwzY19MYxhmH1s/HhJE5pYpry5XPUxX5Qd0yYIppX3WvYf3OSRWUf2WgSeKY5GraJ248tymvO6w8PFdZqNUArKvrjuk3rI3/nI9F+Zq9byR5b1XWaXTqKosB+b0juB/t7CIMxgevejmLvR+25dCIPnrSVOoCinKDPC/kdztJ3XjoY49hcDUkw7bUJkDymPU/rwsHO1qEaT5IU0AEWEIynWCtmMZ7+aIQwrb7/UKROPR0jNJ9+7+hpWjvDCFcvEsA8ddNNCJMMp06dAjANPIc8McmpRUL3mAgrhznR3gn88uY0rjPVri7eqpG6elOZOk25hhOUe5jQv3NKUbs7D8Mw8Nx7XwgAWFhdlx5tbaX1NL+wgGe9+FVoeSbGcQY/StH2iPFk25yDPXqA2XpG2imJj0Lsh07sZlIFnroOwTCUE5MMwuI0x6c/8OdIkxj1ZhvPecmrAACbG1elzqft2cjzAv4BgYr19TW0XAt7oxgX98doN6vDRIZdZUABIBRaO9WqJisKdGoWHNOQrBSXrhe40gtxz4kuPNuQLOMwSqnVLhajel1ttY+xcZH0wYZh4HnPuxsAkIYjGRnHZWvAE4+Q+ftNtz0bBQo0BTM3GPRg6aXxcSA8Atl03tIF8MyqU76VVrs5rfFst9vQtJIh8aMMOmjTqYnkoiSOEKcZjs2V1/DKFQKeCwuLEjiy5RAA2LYD13XgmDpsAWDH47E8ZNmmLr01X/uGN+H599H9WG+14VoGeuMEuqZRy982cPrYinztLBwiTok54jY0fT5dToSXn1mXMpNaq4tRlGK+7sBRvEsbzRbCJMP2MKp8RtvUsdknFqNds6SX54YSm3mwR/ff/OISTbSLtmp7bkEemC5dvgzL0OEYOrKsQA7aYCVIYysdxXli49IF7G9eRpYX6NYttFxrAngS+BxFKVZabhlUoLQ8ebI1SjPh+ypMySf8aKMkl4NYKqt69dKFys8dKIxnrdGcufkmQtOeFQVuWWlioVEeKmxTJ9KuKLk7PvgECvA0DfaKZC9CHetdT07rc7kWPaNfyWQ7D1mqbfZEHN5qNq11h6XI6QZ9ljiOkAj9YKPZQp7T4BRfQ0PXhCyAANpQ6CZNoX8nvZ6GtaMnAADbV4nx7AUJjnQ9jKIUeUGOIHPioEdH2xtjPNX4ZG4Lcyra5M8BYiDK0DAKU3pexX1Wt0yKgnSNqpWXUR5u1DJ1HXGSIE2pe6EynllR4PbVthzylIxnTIyn55HERgWzdcdEEOflwSxKpdbU0kvg6ZpGZTjXdErSYXe/h5ptVFLK8igQqWd0YYuCdK6Twzjs0KJqPHVdq2hiuUZRin3RfYmD8l5WGU9T19GapzVkb3vj0Fb7MEylXRhVgSybHi5qCWZ3NBqCk8m4JsmUp1M9AzxvsJ7Y2Jds282nb0aYlIznxYsXpa+fHyYYCNaiKwYtiNWg/82LQjKh4WggARp7X86qcAJ4xmmZIqHeVAx6Jin3MMmga5pMLeJElbf9/K/gB3/qHfjGv/Nd8gbvdkvG883f/l2AYaHtWRjzpK9nociBjmgXjP0R/PEYNbscxDANvfQizEozatWjkDOkaYqUWsZquz1Kc3z8f1Kb/QVf/3rcevPNAICNq1ekzqddM8njcUCs2draGhYaDjb6ATb6IeY6pVm/47qIUfW7U68tD4BlOQn6uzULJ+Zr0kCYaxRkWGw6ONKtkcG2YJEYPPJi5Lo2dKHlCXwfGxfIEeHUqVNwRMvYHw7g2lXt68HmRSnMP3X7s2Hqulyox8OhXPQ4k520qZn8/pMsB5JqsIEKPD/xkQ/hox/6KwBV4MlWKACxP7aQTtS9ckArSxMcnQE8l1dX5X9bWipb7bVGE7ahwzENaSI/Go0IPAuAI6NOF5fw27/zB3jl674Nf/eH/m/Ypo5eEEPXNHi2gdNLDSwrbfxsPCBdsm2grQyiTJrkAyRhKJOtFrA3ijFXt+AqrfZGs4VL+2MsNBz5bNHradgcBBKMLnF6kWKntC90rnMLS2RblmRouCag6WiKzsCVK1dhGRosAciKHDIy0pKbuI7BhOXZI5/5hIwhfOVtS9B1DX/5l3+Jt771rRj0DsjORtOw2KKhIlWrx/euKbSGtjDLJv3fJONJnYlJy6aL4t5ZWqPs697eNg4YeNabU2wKBzLYJq1nNy02ZLtQfj/QZGQhUA4XBWNfAj4GFSxFINNvAy+/dbHyepqmoeFa6H0FA0YjjvusAE+aCK5ZBgqg8kyqpZn0u6MoQjJm4NkkNll4ADMTGCUkiQqSTMovLNEC55hYzobfvnoZaZqiN06w3vbQcMh9QNNIxwrQQeNGNZ6WopFlVl2NVOYyFeDJwQeuVeqEa46Bmm2i6VgVUMM56pOMt2FoGA5LyQQDT5Z71WwDcx167nj9YacSt1ajJD/l95C3ahk7OgxJskCfUZetdsfSKx1DzSrXrb1eH3XbxMF+2U1Io0AeTnmwN8mn2+eWYHtLjSeB4GQitQgALu2XQ4mRIJUcx5W6YICe+aZgPPe2qNWeZvnU3t8LYnQUmQMKYVGIYuZwkT8aIc+rgC6ccMF4OtXT8109zWocp/jiI0/KRfGWW04jUIBnnue4dIlE+Dv7+/LnWC+ZZDkMrUxNmOdW+6i0U9K12XZKUUotMtZJ8RBMXTKeSqtdrEqh8qDyv+s6sC9SizgW88TJk3jdd/4ADKcmgefC8hI63TlYlo03vuV7keUF2h5NjiZZjnbNRpJn2EpKFuNgb1e0Q8lzTtcgATUDDPYh5XY7meoLMb9YqGu2gYt7Yzx4fh8PfOwjOP8YMX/f9OZvR0OcEq9euSJ1Pqau42ovxEgwnmtra1ho2ji746Ppmmi3Skar2WpTCofygPO15BajLdhNTWg7SdJQGhUXRYFxkuLe4wTOXUtHlhaSLS6KciHWNU3mn3/krz+IS+eI8bztttsQ67Qo9vt9Mc1cmlZfOUNt9qWlJcwtrcA0NNQEQAr8AbV58lzGqFGGfS7YLBKgF2mV/eFW+8WLF/H3v+vb8JP/4Ltx/vz5KeDJ7UqeVrUMXbbaAWCtYVQOQFev0kFsaaUEnqvLZavdq9VhmSSzkMDTH8l2uAo8680OTp44jh/62X+Nl7zslZQuM6bkm0IwEu1mvVxo97fh2SaOz9WnWGPe7LnUxK7VlUXsjWIYul4xkW80W9geRljrVJ0QwiTHKEyxLDSfK0vTsZk8YNWZX0QutJuOaSAvcrTFfbuxsQHT0MV3ViaKqC07MjYvN0cAePgz90+xVP/8n/9z/P7v/z7+55+/B3WHQDmKqqaTXx+gZzFMMnl/z5IjsMZTZf6jKJJyilvvIpa+t7eLXo9b7a2pjZrb4zJXfAIp2YYmvtMCGWit4Oc08H35WaUWUrwfNr+vK4cCrpZn4sC/ccZzOJwGnnGaS6DnWaQrnFWaUQLPSDCe9WZbTrTzAdsydPTDBJ6tYxAkiLMcDTGwA61kQ5cE8MyyDJcuXUJvHKNbt7HYdGBpOta7NbkvCOnnDZWp3Gfqd55N6Lk4AGEQJLB0XTKePCRpmzqlXE0AXvagnWIIdQ2D0TTwpH2MGGpmAJnxjEKegCdtd5rl+OvHt1EUBVoeyQ5YYqB2x/igzTMCasewUIHnQQ91x8BA0U+Hwk84K4h6zwpInWv185DmX2o8xfM1qfHM8gIX9sqhxFAAz0azVXk9Q9fQnCsZzzTP8YXLPVzYr2pve+Okoq8twAlkmNlqHw6HZJuoMp4CkD8d6+n5rp5m9fjmEOEeLcCtVgvrK8sI4gxra2uwhOaH2+08xAAA7U5pp6TrJA7WAMyrjKd4oA6bag8TWnjVifW8KCTwnBwuIt/DvLJQREIL2hObLw9pMLMRCf0NANRcD3/839+PP/z//gpLx04hz0lgPgwpL7flmhgEKcxaR77+YH9PxnoVRSE6aRQjyYbCmqZJ4T1QpkTUbANjYUTs2QYuHYyx0Qvwrl/+lwCA0899EV7ywhfK4ZVLly8ReyDiOU8vNdAXGru1tTXM1x30ggSWoVe8PJvNFjSgAkiYMXSVoQp+X5ZJyRyOVfp4Xu2HWGy6eP4Jun6OaUhtl22Q9F/Gx+kaXvLavwsAeNev/wo+8BfkiXrk5M1wxJBTv98X+r4SKF18goDn3XffLRJodKlXiscj2Vr3HIqsjMWQEbdX4yxHPgE8NzY2EIYhPvShDyFNU+RZhg9+8IMV4Hn7agtfuNTDIEwoGcSk1JB6rQSep+acyusy49ldKFvg7WZdaofdekPo/AxYAngOhyMhlKfrza322KqhN04wjBI5hMF2MlleyE3r2c9+NgDg3BMPY75uY6nlkt5ZaR23JrwdHdNAb59+z5GVZez7MTStwKJiIt9sNqllN5ECc2Z7hCPdGgJx366u0mfd3imHi/wDem2j3kWaFbIVmOUFOuLabFy9AsvQRCY9gQg2/2fmxDJ09IUO+Pn3kuvElx78RIW9BYBN0ebf391By7Nw+2pL+vZOAlkAUvdt6QQ+PKsaX5vnhdyk1Fb7hQsX5MH4pjufBwDo7e2gJ+6bWrM11caTBzcxRDXJ0NkW5W9z2peh6xJ4hoEvP6v0HmUruowazbPahm3X/ooslZhVVoEnP+NZTmvr+LABI9HFiKIIsWA8a40m0pzkT45J1/BI10UQZxiEGfb8GJ5llGt1UTKXnYVlKVN57MknMY4pI32h4cAydRzpetXv/wYZz4qdkgLeZw2z3LHWwiMbA6Q5aWUdhfG0hSZ30paH75HJqWlD1zAalm3mer0uI581jQ6B3B5m4BmHpPFkOU6aFxgEpLm9ZamJPAcevtpHEGdIBIAH6HmRrXZLr5AKQabBtAl8HvT6aDgmBor/bBSQ5CdOc+ioOoNUrqNByWmqxtPU9am2/NmdETzbwFKLfud4RJ+t3poGng0BPHe2NpBkBYI4nxoA6gUJOrUSeKbC0SLJ85nDRcPhkAallK+Xk46ejvX0fFdPoxqECa70AsT7tMmePn0aNcckHaWu48SJEwBK4HlJeCaapoW6ONnxaZ3+joaFeQE8/XKqXReL8WRNttl5EXLtMqGEy9QJoKZpVaAdpTmajoWBYFNqzQ4AWlQyofthc2Bd13Dy9K24++7nYRQlSPMcHc+SbZqma6IfxDBtB3Vxmhsc7MpYL01oVfmhpt9T5jTzA1a22k2MBTCu2Qa2BiEe+Ov34rEvPgQA+Lrv+kfo1iw054hp2t3ZwYWdPhquKSbodfR3CQSsra2RHZIwN1aBZ73ZRM2uMhlsmq2LtrVt0vUwdQ2GTsNQjtj08rzAYxsD3LbSrGx+mkZg/xvvXAa0stWuaxre/EM/gXtf9moApQ6wvnQUtx4VUYpiA/dsXV6Xs48Sy/v85z8fWU4Aviauc+gPoWk0kOGY5DeaZDnCNJNasqIoUAjNlGr1cfHiRfz1X/+1/PcPfehDcgFrtVo4OlfDqcU6PnV2Hz2RNmMZegV4hmG1hc+MZ2uhZDkd05DhAm6tDsug1BpHOAz4vi+HGDzbkIznXTcdxZev9LHvx+JegryOBSCZxOc9jwDQEw9/SQ6puBOMJzP08j1ZOva26L3ecuo4xnGKOMmxslimLDVb7ak8691RhINxjNtWmvL1jgjgebC3J03Id7bp/kscYk0brimSggrMLfImsymuBYHDAvSsqVPkpqGhJ57Rb3zdmwAQ0HtM+LoCxBTyNRv0e+Xksmin8nMFlMMRBWhqmbWdnm0gjKsHMD4YBnEZVsFrmu24WDt1GwCgf7BXdk4m2Bx6H7k4hFE7fdJuxjYMAl2CRXJMTT6neZZhHNA9xsMxkcLUqnZlarU98ysDnjPiMkuD8AI1x6yEWVRKLxlPZrWcWgOaRoMwjtAYa5qGO9db8KMUj28OZXsYQCUmudA0HD1GA0aPPHZGdH5MLDYdxOLzV+Ia4xi//Mu/jE9+8pPX/IzqEGGaFzIBbBa5cdNiA23Pwhcv9zEMEzhmSXQQ4zl9zXkAbfL7MPUypx2ggaE4y5HklDJnGtPAk6VFtuMBggUH6PnriAjV7UGEz108QN0up975M9JaYkrG0xfJfRyK0RsM0HQt+IpVme/7ZNifZNCElIN9gSevowatovE0hM6ewXec5jizPcIdq+XzwHHUNUVHztUUXZDd7S1ESYo4yyqHi1wA706t7Cryc5Wk+UzGczAYiAn98vdEwlj/6Vj/W95VUZS6hP+T6oknnsBDZzZwfK6Oi+dpET59+jRcs/R9nJxsf+SLnwcAnLr1DkDT5cNuCqG/ZWhywQv9gQSbuqDRJytMsgpdzhO5vDlM+XiKtkHlBkzIRoWN7V0BPC2TWt81MZEOlC3/mm3AjzIpuOfJx4WGg0GQYq5mo9UtLZUarkXtXl2DiHOWJ0he6rwJ4KnrQE3YLBk6AbjeKMJ//Te/BAC4/UWvwc3Peh4MTYPTLsHN2QuX0HQtSmpIIvhiWEDGZTpiYEkBnl69RXpShckIEmI0gVISwBq5YZjgic2hNNW+JGxI1METvuYZACaQ+PvQNcC0LPzcr/5b3HL7nfLnj526GaeP0GcZDAbIc+FQEOfI8xxnHiuBZ5pT27LRoAUtGo/gGAaynE74NcF4Zjn5tfXGNE2diqn2lZUVaf9y/vz5KeCpMp4ARRXO1S34UQLToCEOzzsceDLjWe8sSrbBsXR5X5AGkPRTnjBeV4Gnq7Tabzm+hluWmxjHNF1NdjT0e9K0EGb+hgSejz38RRqkE6leqlXXJPDMk0g6TRw5ehQ1x8RBkGB1qQSejWZzalL10Y0BTi81sNh05esdXSdZQZ7nkq1lBvL4kXWMIhoiCYSumi2VdgXwtAyh8RS2QPyMPLY5wNVegJ6wl7rp9rtkG/bjHy2/N9/3pZ683+/JgytvmpxUxFV6+eaiRVjAs8wK889aME3T8MTWEBt9YqB4TVs9chQNEYWaZxnOnaX/3myVGlkueo7I5mlWX5if8xy0BtiGITdPAOgPhpX3HSS5GPATnaEZw0ydmo1hcONT7X3BeKrTxjxsleXl2jerCoXx5OFQw22gbhNLb4oOBmlqDdyx2sS+H6GpmK8DkAxinBY4LsiLM2fPwTF1IU8h7fKeH9FBRQRyfO7+D+Gnfuqn8Ja3vOXQASig6oOaZLkcSjrMsHyt46JuGzITvgo8p4lWy9BxZnuEQVjtrhi6VgGenuchFu+f96xJ4DkSrXnLrdEjL97izojWsbpt4PhCHf0gqQB409AkC1q3DQkOe0ECzzalq0m/P6DvVIkI9n1f+E4X4jDPllKTQJoOvnz/cfy0yo6e2R6hXbOkBRuA0nJsAngWRYGWYDzTNMXW1jbitKgATzlYpPjfJimtf2lezASeURQhSZMKMx2nBay/ra32X/u1X5PZyKurq/jDP/zDr/av/Bup3/3d38Wtt96KH/neN+P0Ul2mFt18883QRftQtVQ6e/Ys0izH41/+PADg9mc/V4rjAY4ToxMhL3jReISMpzYP0XhOWinFgj11LdooOI6N2UWamqxmMYdpDj0NpDdnvd2RNHyc5hUtCQv5a7aJQZiS36FNrUxXnOhHUYrltiMtlYL+vlxYLTG4YOgEalV/NdcqW8rqcFEk2pjjJMPn//rPce7ME9A0HW/8wR9D06UUodW1FeiCOZ0rRlhqOkiyHPtKy5MtfWyT2MoK8Gw0RCu9fMDDJJfG/NyOSjliMMvRDyiRKU5zPLY5xG2rrSkGx9Aojo1bjNxO49i6VquF3/y9/4yjx09i9egJfMsrXiS//6IoMBqNyOM0yfDkk09KL0NiPGnqsi0SdvJwhJOLNeQ5scc120CcMKtMwzhtz5atq1qthuPHiU350Ic+JHXIAIElTkhqt9vy/nnu0S6evd6GI0CSmv50GOO5uLKKodCH2kYJPBvNpmTAvTrncY/khpHHgUz8mZ+fxx1rLZxcqKPtCf1qlsPQgTij4TPb0HH33aQ1vHr5Eoa9A6nRVXO9256FQZhKMLwrhgIBYGXtCDqehX0/xlyl1d6qeN9u9kP4UYZT4v0MJoAnQF6eSZJIAHrsyBpeeGoeR7oexnFKgxQCeO7vbsoYxSyn+EedW+2GBj/KsLm7L2MErVoTd933EgDAJ+//qPydaub8oNeTawYznmmWT3RB6Pqr2rSGiK3kitJSC9YPEjmoc/bsWQDA+tHjqLVLkP6kiH5ttqYZT2aN1QERtSyDsr251W5bVUlMn8FBUUhtKjFb2VRcJlenZmEY3TjjyaCgpQDPWGEH+TpOVp4XgJhqD8MQgWC1NKeGttIWdUwdUUK67eWWh1MLDRxfoAMr6/wZIKR5jgVxH+7s7cO1yunx5aaLfZ/uh0SELvRE5+TSpUt47LHHDv2MDI4AAarF1sLgLBYyI64sB+49OYfnHe2C0qHKVrsGoUud2J/yvMCBX73upq5JIOl6NejstFFoUhfKB91+v484zWXktOPV6KwiWvv7foxcDNZlWYEX3TSPm5fKe8XSdWm2z3tknhfojWPULEOCvv5gQGuswniORiM4ho4wpfjYnFvtEwwuy8cmGU8+pIZJhrO7I6y5Gb7/+78ff/7nfy4/GzANPOMsR2OufJZ2d3cQZ3nFe5jWcauy17AUJoxTeX1r9UbFMjAa+1WJXVrG4D7d6qv6rv70T/8UP/3TP413v/vdCIIA/+pf/Sv8wA/8AD72sY99NX/t/3J96Utfwo/+6I8CAB79/Gfw3v/xFzKd6PTp0wBKEKUynmGa46lHvwgAuOOu5wqj4Fy0I+jmNnW9bPEUBUZCC3K4xrOa055kZOfQ8iwsiRPWRj/EA2f35OvkRVXrEac5gmFP/vvJ9RWc3/NRt03YpqFYNghbJ3HqH4Y0VUwLaSatjxxLx1zNwZJoIyb+gWzVW2aZXhQnORyznNZX04t4uMi1SCdJWsUUf/0n/wEAcOolr8Vtt92GuZqFPT9B3bXRES2KZLgrQTMDT03TKlY+Gqp57W69JQT35YVRo0jVWFNTLwcAoiTDlYMAjqljrV0dPAHIl00aME+04F1LR9uzsLCyjt/5i4/iP77vAdy0Olex1+ABoyDJ8NBDJC+otTo4evQo0qxAlgPtTskQ6CIi0zF11B0TEWvidA39MemCYmHIrAJPPvCtrKxgYYUAOoO+druNjzyxg71RBEPXsNapAWKTVycyVeA5HA7lyfvY+jr6Y9qAHFPH+ombAABHjx2T3zUnF43HvvBjzGTCF1DGyx7p1pBDGLcLDWBWFKjbJnRdw5133il11WefeBipYELVKeS6Y8LSNelZuHGFALdt22jPLaDhmhhHGdbW16HrOkzTQlv8ft70H9sc4JblBkyDvsOhiFBttVqwxDXZ2trCxkaZqrW0tCzdDsKYBh66C3RP7u9siUhbA7FITNFRdgXSLMfefmmmb9dbOH76NvH+y9hKFXj2DvYr3quTrXaANOD8M4ZGLcK6a0wxnpxaFKdkyh+nuWQ8j584iW6nJQ8h7I6h3sdciZjWps7J1B/LKMn5mo00y2HrE8BT3FMPbwyxMwzJPFwcJA+zhml51P2Y1MIeVj2ho22J6GK6fiWwUB0e1AqSDJbQY0ZRBF+s3ZpdQ1s5vLsiFSfJyGbOtQyZQPPJs3s0NAfIuFRmrXqDkeg+aeJzmUIbKUBkUbXg++AHP3joZ1S/9zjL5YbAn+uBs3vYHITyM+cFtcKPzdfE2lwyno6pw5vwyQSosxRMDGEZuiaBpCu6JZRCV8jDjcp4fuKpXez16Do6Lv08WbkZMHWyyXJMmrbv1GzMN8r1yDQ0+HEKT9GkZkWB/jhB3Takl/LYJ9s61l0CotVu0oHVEFPrST6d9KN2DPh/eajJFqzvcsvF+/77f8Mf/MEf4Md+7McAlIebydCSNCtQU4JN+oOhSMMr791+kFTuJ4DWCdcyKoNbvdTAVWUmKfT9CjOdZOSq8HSsr+q7+q3f+i1867d+K77lW74FhmHg+77v+/DCF74Q73znO7+av/Z/qUajEd7ylrdUNtm3ve1tMu+agSe3jVUvz8tXN7GzQe3HZz3nbpGBSyejXCRRmEqrHSh9+w6bap/SeKbUNvEsAy88RZvlKEoxCCjxwjI0OanHFaUZQgV43nvbcTy17UPXgVtXmpVJUU2DZNTSjDYrTdOIwbFM7PkJFhoOXnBqDutrxObo4UCekHnAwRQaSVvxV3PN0sszzcpTvyVAam8UYusSbXYnXvBN0DUdnZqNIMkQJ7lkj7jFGyuMZ3tuAaZJnyPNC2jQJlrtTaAoKuJ6No8HylZ7Kgy3mSHwowyDMMVK251iO/O8gCHkFJNWHLpGiTvPPdpBkhWICx3rXQJfM4FnnOGzn/0sAGD1pjvou85oin5BDKP1ej1x+qbvh9hitlLScTBO0PEsRArjyRpkBkivfOUr8dz7Xlr5HI1mC+M4lUyXGgdnGIa0hVKfCWY7AeDUiaOyFa1pGr77h/9v/Itf+7f44X/04wCo4+qKxXbs+5LxUc3SGXjO1WlQxDJ1PGe9A9ugaD5poG7buPNOki5cePxhJFkmzazVansWegEB66sCuB09ehRZQdPHYZpheXkZv/37/wn/9Ff+PeqNtog5JGaHv3OA0lNsQ0M/SKBpGrpzZXrRAw88IK5hE0eOHpW/P0gyuLaBOQE84zDEeNRHx7Ok4b+macqBp0Ck+AxatabUyh4I/11gAnj2eopfrmgBTmyePGSSFyRt4eEMlSE+GBPDQvIAunf3/EgCzxMnT+KOtXblYAdARv+qFadkM6Nr2swJbFOnP7v7eBdxTmCEJ58BSCseP0oRJrkcrowS0q3PYjwbDnkL++GNtds5yKEpOgmAqvHMK21qtfw4RUPYi0VRBF98X3atWc0xt2iIMs3J8UINzvCjFCOR2sQsKyc3DQcDdBSmi2Md2VqqACTLCgAf+MAHDv2M/HfosxWy1c5T7X5E1k3qZ2e2L82rwHO+4WCl5U5dk/W5GjLBSnOZRtlqZ113ktH3yGBKBZ6jKEVPyCtcrw5dAwqN1ofFpo2tQQTPMTAMkynG1TIovMO1DDnTkOUF+kGCmmNifUkM945H0HWt0mofjUYyDlfXIeUA0612fcrHk7pg9LP9IMFKy5XdgbNnz2IwGEjGcxJ4JlkOx7bgiSQ3/uwq8OyNZwNPx9SlowQAaJaHRC+BeDAeTez7uZyveLrVVw145nmOT3/603jpS6ub3Mtf/nJ86lOf+mr92v+lKooCP/IjP4LHHnsMruviJ37hXdA0DY8++qiMBpTAUyQqMOO5vb2Nj36UWmKO4+DW228XrXaaWs2F4NzSq6L2oWB9DmM8AwUcATw1WvXvDGKyXBrFKW2cylB7ltMmNxrwKb+NlW4Dc3UbZ7ZHGMeptAOS74PTlFB6qo1jovp3RxEW6g5NbopBi2BwICdzaXqyEKbVZUY9gEp6UVaUzIwpHuCNrU0U4jovrq4hSGhRmavZ6IUxuov0+y5fJiBBjCfp6zoL5aZYCOCtAs9Gs0XMZIXxrLbaHYM0NLRx0zCLH6cYJ2mFdebKikK2DSeF6er3yUCDX6MpWtAAgQeayq4Cz2GYAhrF162JBZQXs6wgT0Y+MLAGLM5ocZ8FPLle8YpX4O4XVp9JFuFzO3mqXWvT4jYLeFqWhRPrKxVN5Vy3gxe+5g1YWZyTxvQ1zmwej5FldC32BXNWq9WklnShYWN/RK/V9DhUIK/op7jdfvnMIxhHmZQqqNVSdJ5XLtH9sn7kCOKUvD9D4XX7+je8Abff93IR4UmfmRI/CnlvTL7enPAT3d7elpv/fS9+KZqesgkkWaXVDhDrqYshulg8BxxnmGQ5srD0/isMR0oW9vd25aarAs++2mrPmfHMp4GncAWg4SKaulfNxHeGERabDvn96nRf7QwjuZmePHESYZJjZaX8LEBVI8nFTJCuYaYG0dDJTonaizQ4pOsl+ByIjTiIM8G+ZpKZmpWNDdCaw/ZF16uiKBTg2Zb/Lc7KtYqe3Wn2NIgzNOp0n0ZRJAdIms1WZQ11xPtNRLAG6eNz2QELYgL47KDBPqZROIankADs8ct+lUVB7B3Xhz/8YSnNmHWd1eSiQryvVHkv/LyzVyqv9VmeV1vtYm5A3Z8yoT/ne4XLVBhPx63RLERC4SOLgq1k4Nnv95HlBYaCxbNdD7pG6XuGrmG+7mBzENC6WUDKebhYolKzDfneR2GKRLgpcDBBJMzcp4aLxPekK4Owk3ZKFCNadT3gMBhLDOO5liGJKYA6psx4mhNpeXyf8f3OBy3+rujQW51o5z93TQM9BTxrtod0AniqAQOReL6ejvVVe1ej0QhhGE5lNy8uLmJnZ+eQv0UP9GAwqPzf/676oz/6I7z73e8GAPzSr/wqvu6b34Tv/u7vln/eaDTkqZ8ZTwaeAPDn/+09AIDnPOc58BwHaZ7LhbgoiNU0DB2e58EW7bqhABOHT7XnlQ0wnjHdyabr7MWWF4UiJid/Ol+wS5xMdPtqE+d2fZHLq7TaFcBUiAnDMMnkSa8XJFho2oiSHMePkN5t1NuTp2XeRE2D3oFt6ZKVcdRWe05tavo7GjYGIaJe6Y149MgRxCmBwIWmjTjJp4FnlqO3Q3+nrQDPLC+gTzCenU5bDHopGs+UFg3eeNRWewEaWogy8nGcCTzzQra0GEBwMZvL2qE0K+DaYoBL1yuLr2cZGIeJbLWvnb6T4iIBhHGGoyvEfPV6vdIpwDTkBGyU5hjHGZoODTiEAQFPz/Nkq53rla98JZ7/oirwtD26ToOw1JOp5siGVerauJh1Xl1dRafuoB+UjIRjkndhzTZlIhcznlEUIopTeLYhtZHzitZyoeHgYBzLdnxRFAjitAI8ecDo0pMPiyElQ9qhcKkDRhcvU6t9bf2oNJ2PRLqXK7TaWV5+5kB4Wqo6xY5XWvYsCi/Pjc1N2e687yUvrxwQx6IF2Gy3ZWt+Z2sDhdBPR2kOQ2NtpkgcSqlv1u7OIUoztEWYQxLHUtZQZTwP5JrBHoQckcnFeuVCsMxxlqPh0j0fJhlGUYoozTFfdzCOqe240nZxfmNHArTTpympbZLx7MxiPMVzpGkQEY/VYueLJMtpYEKsbfysDofUegySDFmeYxgkMMXPH7aJMpgf3ADwHI/HcjirKVrtDCocy5Adj1m2Q36UoVVTgSftTe1OW0p2AMj0okQcNrn7w4ejcZxSRKPoLPBnj8Nx5bnzhCeoDIZAtdXe7/flmnH27Fm84x3vkPcHy4rUNq5j0XPCkaCV511Zu9gBAYDwNNapW6QAT37NlbYrh4AASpgqNZs0WLTvxzTbIMAUd3zYlssf0c/bXk0AT1o/F5qOsHaj7g7LebhMg4gBvvaGruFgHKPlmgiTHB0GniIRa6T4eI5GI5G0R52AKKEu3eTBhm3d+H6gbhqE1R2kO4cKPL/4xS9KksCqNSuAna81W84NhkMxJV/I70SDVtmTARoU8mxDHswAAp6acmiLxn4lUTVJi799Pp78BbLlCFeaptBn2DNw/cIv/ALa7bb8v6NK++qrXa95zWvwmte8Bt/xHd+B7/i+t8I1dbz97W+HIejq06dPy8/FurK5uTmp0fnQ+/8SAGVx84Qpa7i41cWbAg+MsKecrk9rovK8EBnKVY2nBq0y3cnt+EGQQteJiSu08oSW52UGdEewKJ2ajaWmKzbi8ibXFRF5UZDIe8+P4Fq6YEMMtDwLUZrJVuCwtydZFgae3KJ3BNsLoGKWzlO2QHk6Dw4IRLbmFrDSJQ9IU6dscNPQpCciA88kzaWHZ0u0P/O8EAL1otLC63Y6UovJFXFOe8ZgTpeTjUVB33GnZmN/HMO1abO+/8wuLgmz36KgjTQHpnJyJfAUCz/5J5bfoyqwd20dly6ck4esI6fvQM+PyW7GMrAgAgfG4zH8IIKh+Oo1XFMwQ6kccGDG0/OqjOf6+jpOnz6NI0eO4sTJm+R/t70GXKtsZ02K7E3rcMZzfX0dTcdEXhTC6JlajYMwIV2mBhQ5JOMJAKPxqGKltLBQiu3rjgnH1MnyKM3JasvQKq0nBp6bF89hrzcQk7dahfVs1ywJhi+LoaqVtXXEWY6aYKFyoQ/lRC22HuHNRC1+PQBYEbGZDzzwgGxHP++FL6s8p6zN1jRNttt3tzYF8KN2eyhMy9lUXo9pg2x3OgiTHPX2nHw9PqyrwDMIAgTikMGJYTwcJ787XRfev3RPphkNC7KF2O4wwnzdpusnEsRW2i7Oisl1ADh54gQ+dW4P84ulswRAh7nJ4gMY2ylNlq5rpDVNC0RZLl0lJPAcjej7KAp4tomDcQJNp4OqY04f/rjqtjmVQz6rGEwDFM3K104ThxBmPGe12sdxiqZgPPM8RxwR4Oq02xW5Eg8XMbB0hRQkFOxYlNKfxWJARQLPYFxJmvFsA0mWie+N5BLheAS1PvCBDyCOY3zLt3wL3v72t+O3fuu3AJTJRby2qVPlo5A6SeM4FYfiqpsD+wdz2aYuXQg+eXYP53Z92Y5fajnYVRjPYZDgySt0oPS8OqI0x84owkLTkXun2mp3LUPRhNZkRKWmkYTCswy4Jg2hTlpmWWJIkT+XoWk4GNOBNy8KdMX9yddMBZ5spxRnOQzQ4XhS3wmQZAFFKVFI80IeqIoCMtxlEngy42m59cpAayK6gKx5H41o1oLX3b5os08CYKnxFHuEbdvINNIP11nLOvYrh704m/YlfrrUVw148qj/1tZW5b9vbW1hVYnYm6yf+ZmfQb/fl/+nTuJ+tWt5eRnvfe978bu/+7sIEwJkp0+fxlvf+lYAZYsPIFASxCT8Zp0nZw3fc889QluVS0YjE20VbmG0RZtqOOijKAo51KMWmzxPtdpRne4cxxlWWmT5YhkTRrrCuLcn2potJRLzttUmFhpOhUmYxXjuDCO0PcqJnm848kRvNegzDA72oBVlq4I3QV2DjKEE6J/Ze5EF7Kyr0TVgtE8gsru4ik7NRsujiLluzYZjGrMZT+Hh2Zpfkswl59SrE3/dbgdpVkbGEagvc9p5cEHVNzmmjvmahWGQwLMMXNoPsDuK5AaXic+ggRZcdeHirycT7I2mobIIqMDTMQ2cFTZK3W4XS2tHcRDEiLMcTdeotDT3egfyIAMATaHX86NMRqwx4+lOMJ6vfOUrSe5h6njBS7+u/M7dOhZEG2wUpWKyV221H854rq2tyWE33hh0TUOQlAAnKwq4taqOz7NK4KkyngCw0HQwCjOESYZBkGK+4VQW4uc85znQxAHpiUfJcH8yvagpGINRlOLyJdoUllePEAsg8sK5/ZgXdMCTjGdM7Tu1eLI9zwusrBCQvP/jHwdAA1vrJ26udCbGMWk8NUDetztbm0gyAruWoeFqTxhnC3kKT93WWx1EaYZhUQ6zcUSnCjwB2kzLiVxh2aZXn2eZUiQYVtckTdw4TiUoAGitYPbw4Op5+d3sxvS8t7oLld89p0iGuBhMUat96o8BkI1bmtEAE0/dMvgajUYYx8Q4t1xiMTUx6Geb08CAq+FQsMX1SgWeDcF4JikNBrK287DholGUot2oTf33xYW5yqHSEZIinnzmYbNxnFHimE5rIB0SdElchMG48hlrtqFoeKnVzown69k/+MEP4jd+4zfw+OOPAyALQIDdTQrR1idSg9+jH6doe5YgKxIk+QTjmRcVYsMW3qRXemNsDUIMw0TIcXTMC9nVKKKAkSe2hxgLX06v5iFKcmwPIyw1S09KBp7D4VBo0oWPp+vJ4VjWbC40HbiWAcc0KqEQAGlSx3FJzOi6hoNxJJLDdMnIB0KeMOhXGU8Zbyos/2bFS5oGgW5138gLyJQ4x9SRZ2lF815hPL2GdB7h79EydenyMfZHcv9NMnJSmWyz8595ti4ZT76GS00HXo0PLn7lmWNd6NOxvqrv6mUve9mUAPr9738/Xvaylx36dxzHQavVqvzf/87SdWqFq4Mn73znO/Hud78bv/iLvyh/jjWeACrtdoCAJ8cZMuNJpupQgCct2v6gL0/Zk3mt3PJTN90kLYEVUEa9Lbdcas9qGmXWFkKvFnNOezUuEwBaroWXnK5uJtwaBfh0B2z1I3RrNjzbxELDlhomo0avlee5XNBp2pwm1m1Dh6lVpyE9wRSnWSGnCR1hUswm33NLK7ANA8styr01dA3LLRcdoZfb2NhAmhIjtrtNGs/m3JIw7c4lwFWB53yXhnx4AQnTTDKyakwgn/5zofFreRbChBixRzYGctgJKIXmJDJPpzZ8ujbElLimUVncVeAJ0KAMQDZKjmCvwzSHZ5mVYaS9/Z7UHQHEEKZZgXGSScPhQAGeq6urMhnlla98pfyO7nsxPYOtVgtJoaHuGGi6ZEPEBweAmBLjOownIIZ5xjTMw/pJ29SlTVjNUxjPEQHPWa12AFioOxjHKaKUNK6LyiQrQCDllltuAQCceZhcJFzLqFgEaZqGlmvhwI+xIUDy4uoa4ow8K/mgp4sp60hhrEPRvlerbtN9OIxSrE5oHb/+678eUZbL9SJKqXVPG72GuUUCqlubG9Ln0rUMXDkI6PAFYk5GQu/tNtroBwn6cSHBETOe+8rkO0Drhwosgar+2zKIPdY1eraTLEdNAF8/SrE7jOT1HYUJATBdxxNfeBAA8Lzn34PNQYiGY0ovT67uYRpPbrUfgjzZ5zJRgGeZwDKS+ti68OPl1ussI3OuhmtieAOtdl6nDMOAI+5JHqbjQ7dpaBULHf5cgzDFYrsx9Zp/576bK7IMGqLMhaeqLrXt4ziDZ+mwLQPjuASmjhy8G1XWCEu4AwCFsFMqQdSrXvUqAMDHP/5xvOMd75B/hw/lvM+wHRUn3+iahkGYoGbTpP0gTJGkuWQ4+XOrASS2kBM9yutfnElChbSYNnaGEc7vjaEBSKSrRh1hkmHfj7HcKg9RvKcH4zFsHYhZGlSri6jZQl7PpaYDzzLgiDkAtQy91FIDdH/3gwS2sFfieyrwR0iSRBJDQOknHKU5TJ2G/mcxnqbwIWZNa5LlKMS6H4hO45UrV+QMCFAFnl6jWQktSbKiwniOxz4MIWdI0kJaKU1WIjpmQzHQVm804AmvVz7URxNseJT8LQWeP/3TP433v//9+NVf/VU8+eSTeNvb3oYnnngCP/ETP/HV/LV/I8U3FUBg+Hu+53sqelXPMiRTogJPz/Nw++23VyLf2AxbA6CLm5tZLH/QJ5G5MtTDFc5o+ZE1RrmwBGJhmavblFwDykBmyp0NmJkpaSjAc1bpoq0FlJrTPT/CfMPBC0/NYb3jwTEJPOZueShgRqa0U9KlVZL6sfjPuZ2T5QXqjolX3rqIK2LRvOnEcUAD7lht4Y41+h0vPDWHU8eFPU+eY3NzE0mWY3eLgGdjbglZQVpLCTzr5Sax0O0iycus4lBcF3WyGOCJTmq1O5YumbPPXjxAyzVxcr4umTXaWDXYhoZhmMBS2ApNSA3YokYdPgCmgeeGmOa/88474Zo6tgcRdI1Yj5Zi1L1/cEBaLXFR67aJcZyhyAu5YDHj4LgedF3Hz/3cz+EbvuEb8G3f9m30HRgaXv6Nr8OP/uiP4td//deptSwWsUGQVIzU8wIwr6HxZO9UVVM5ikrdla6LdlS9ZIqGI7KNmdVqB4CFpg0/zjCKEoyiRMbQqcXdh3MiYtQ2p/PH256FixvbCAK6HvPLa3IaVVM01ZT6VH7mWa12BrL9cSLdHLhe/epX0/0k1oswzuXAiwag2aEuw8HBPh0mxca468eVhBl2uLDrTVztBVhqOujMCY/HGa12ABgN+xJw891XYatFO9IWfrpxlsO2DFimga1BJLTMdN/4EQ0jWIaGz3/6EwCAm559L04vNdCpWagprX9N06SGTi0+xB021Q5Q+zLJMiR5qUFjxtP3RwiEB2rNsUQUqgZDn+3hydUQfr/XK3WivTxgEwvFIR8MwtQW6YFP3pCdVn3qNRcX5ir/7ghf2bwoREwqdVWChBLGOJKT9X6miJMNxMALF1tPZTnkmhkK4Pn6178ehmEgjmPp6whAdgh10cEJkkymZVE8b9me5uedg03oMxfyd3PZpo6tQQRD03HzUgNBkonpf3qvi00HV3sBHtsY4FlrbaQRAcl6vY6NPq0Z3XrJeKoH6TweS0B4782rcC0DeV6mF613PNxzsgvTJMcGX/mOczHwxBKZrMgRJTSlXrNNCXD90VC2vrnU4SKeXJ+VisUzEwQ6Se6QF5CDRZNtdoAO1iwxbLc7lfuSWEhDkiJxMIamC8JGzBM03aq+EwBiEfzAWu9avQSetjhApWFQ3tMZm/ZPv9bTob7qjOd73vMe/Mmf/Ale8YpX4P7778f73vc+3HHHHV/NX/s3UrPabWoZOp1SwjivAM9n3/UcmCbFeqVZLuyPaCGYqzvS3qAjGM/xSABPDVOt9lCku6iVZkVl2jyIaZO0TZ2GVCIayGCpB0+FMrt0XeApGM9Y2DbpmgY/zjBft9EU6USOpWPfj9FotiSbxpIKbrUbOlk+aUAFUNvCf5PANuS0f6dmy9P68to6TRUr/myebWJhudzwL126hN5giJGYLG10F5Dn5XCDqWvozi2g2WzCcRycPHmcpsuFxlO1qWIrJb6+pk6fcbXlooCGpmPiSi/As47QEAGn5PApmKfSJxcuXSP2K86KKbH4JPDcukyL18mTJ+GYBjb7AVZaLjFytiOv88FBn/K+WTdrG3AtA4tNV14ryXgK38Wf/dmfxfve9z65ENuGDugG3vnOd+Ktb32rvIdarimAZ9l6y/LimlPtzHh2FJP1UVheW00w8KZd2lGNhiO49uGt9pptomYZOL/rw9T1mQwA6zw52559XdXq1CycOXte/nt3aVUycqrPpClan8x6zzrwASW4PjIhFXr5K14pNFilRtTlv6+V3Y3e/j6COIXrlNGKtmCjdE1DX6QWeY02oiTDStvD/EI5QQ9MA89hvycnvlkmomkaer0esoyiaKl1rctAC8vQ4Jk6NvohFoSMoSgKjKJEMtGPPUrhAnfc82LcvESWa167/J5qjSbsGfqxOJsG9pNlGhqClA6Bs4aLgpgkMHVbeItmDD4PB55Nh7xZJ7tGk8XAs93ulHZDacneZco1VNfj3VGM+YZd8bUF6HDHz6b8bwpbbum6PBQFMX0fLc+CH2dS32s4dCgLwwC6otEzdV0Oh/FhlxnPI0eO4L777pM/+4M/+IMAUGHfTJ0PVBS1yIlEw5AOhi3PxCBM5GEMKPcgFeSzP+zNSw3pCKH6Fi80HOyOIszVbay0PSQCeDYadWwNQtRtE45i66N2MaPxEJFgSOv1OgwdUo8M0PpByXkQcc0l68kOJBnKATuerfAsQ/6e0XBYkVgA5XBRLibggdlSDtPQRNemdIjh53ZysOjo0aOVFC4A6HbaFbDM7W9mKcOAGE8Csilp0O3qXiFBpG3IQ4ZXb8CzqUvFriRJ6FcstLKiuKY85WtZX3Ue9nWvex0eeOABXLlyBR/+8IfxdV/3ddf/S0+DUhnPw8oV7XbWeALAvffeA4CzhumUBBBQPTFfkw80e+D5wwEy0XaeXKcnU4uAcppQZTxZu9P2LPhRCsKdzHimcBTgqbktXNwbH9oG4+SiQOSn1x1K0qhN2IXkRYHFloslMWjBG6MtGJxOzcJ8w654oAGQp282uk6Vtg6f1ueWVsneZgJ0NzwXS2Ki+MLFS5XUolqXGc9CDptYjoMHHngADzzwANaXlyhiMy+Bp6cAT8csWQ7L0OGYBm5fayFIMiy1Hdy82ETLtSoSC/ZL9SwDRTFtxWFo1MKFGJRQS052Cm/Oqwrw5KQoNqzP8kIy5Ae9Hhyr1PHWHQPH52tYapUbYsl4TuvRgFIOwcX3EOs00wrjWUwxnnmeS+DJjGfLsxBnlDEcJpncaLi9W6DU1PUP9q6p8QSATt3C1V4gh40mSw4YXTiDIAjlfVe5xp6Fc+cvACA7Lcury8E39aBn6pSyxZvvOJ4+8PHr9YMEq6vlAejWW2/F4uq6CFowxN9PUVOe24YYJNzf34cfURtf0zR0REJTJtqWbGy+trSApRYdJJaWCHgexnj6w75oF2rymXryySexvLyMN7zhDXIql6NfOZ2JJrhzLDSEIbo4DHq2KW3hvFodb/6Gl1J8n2PCaZaH1nqjOaWJY1svBvaHMZ6moSOKMzHcNUvjSYyna9LBtTeOxWDm4ZtoyzWR5nnFM1OtS/tjBHFWAs9OR94vsWQDy4AJSv4pP8CeH2Gh4UwBz1lSMEPIb9iiyDI0JGmOcUxRiN2ajVGUIBJrrGGVjH4qBgPV10nyQrqBsJ1Sq9XCG9/4RgBkUfiTP/mTAIAkScruk2C7TZ2Ar2VqwnS9fN4HAUtr6NpmOREBqnRgrm7jxEINNWGGH6U5MYXi++/ULKx1PDxrvQ3L1GRyWqNRp+Q7y6gwueo16++WTiaumGpPs7ySiMRdgc5EFC6t24YEW3FWiG4cAcJGg0Dg6BqMZ5bTJH6BYibjSWEi9M9JRhKaTMwl8B5y4QKtMSdOnMBdd91V+fudblcOXdJ7pL2GGc8oGEPT6LsahJTCNOneEMQZtgYhPEuXRItXq8vryp8zDseVe1rTNFh/23w8/0+vMLk24wmQlkf18gSA++69FwBn5eaIRdSbpVeN3Xm4aDzs00SrPj1cNAl+2QLF1MvTPy/SAIQeMROnM/o7rPPY2KIHPDRr+MyF/crDoBZpREmUbhkaarYFWwjkuXiDXWw4ErxI8ygAAMOTSURBVHiWjKeOOCtwpFvDkW4NKKpaL9swpP0TtfVFBFmSSJPz9sIKdLbxUMo2dawIoHPx8mX0BPA0TAt2vYW8KBCLKVDeZO+8804873nPg2uTzjYUrJjqj8obD1AyyrmYcgySDCstD8fmCcSxxCJMMgL4Yvo9L6bNhzUBPDNF2M/FQLLf76PX62EktDsnT56Ui/tatyY2w1xhSHtwjNKiiienWd8JKMBTyVlXyzLL6FC2yqrZJloumYiP4xKEFcW0j+fe3p60pGHG09A11CwDlw8CtGumkFgUwhaJftfRE3RA27p4FpZRHoYmW+0AMFezaQLcMWfa6LCJfJYmOHfhAmxTm2I8G46JjavEoq+sH0EkZA+GrgkbrFy+9yihdmtR0NDZJOsAQMa3qrZC1GavPqeTrfpasy2v21iwy4ZO7UfP1mW6Wa9HoOjE+jI8y4CuaViWB7vZwHM8HJA+1dSlifwnP/lJxHGMT3ziE5KVckwdwzCVz5VnicOjGCwaxwQkHFPHRz7yEQDAy176EqzP0aZWdwxYjbKl7DVaEnhwJXKz06XUZBYDaekUVZgVZAsGqIznCGPl+rmWgb1RXNG1zyrHokG28SHr2pntEfb8SF6/dqcr11tuQ6uDlVUf3hwH42Qm4znLRB+g681Ahlu6obBG6tQsFAWw58cE0p3yOU2i8dTrpDkxnmkSI4lpgrzdbuPHf/zH8Z73vAd/8Rd/UXF/4QN82Wov3Tp0aELKYKIhpr9ZFwlADleptdbxcGqxQW1tcagYRVnFcuneE3Ooiyl0brU3G/R3mmJIlKter0tnG5U8KEwHpq7jai/AI5sDuW/wobIhNL9c4zhD3S6BZ5plwhFDdAFZOzseT1k4xnGMJEmgaQUMg+Rlk+s3fzZTJ5cGXsdYQsHMPDOex44dqwBPTdPQbbcwjsp7MsnoYOYKA3n2GLUNHcMwmdlpubzTw6cf+ATptQXj6XgNue93WgJ4Bn6FWKGDz9TLPS3qafq2vraVKRPP1yrPLr08G80mdF3HS15C+crcnhhHmZyMM3QdpmhryVb7cCDF3JMaz2giLjNIMuTitXlRU+0kmHXK8lwaVAeihdgXm9qzTx0hxiGZvUDzghskNOW71LJRd83q1KZYVBebjjSVZtDI2bYpa1snJASWqcnUFNZ4GrqGjY0NudA051fE0E51AXRMA0si7vHSpcsY8BT8whIKEUkapwX6QSwtP9S/axkaYjH4wWxymGT40uW+bLekeS7ZYkvXEcYZao4hs5ulxEIAtgKC8cS0ON0QLdxy0KQstdXOljyAYDyF9+lS05HfBwPVQb8PT2wYAC1uq2234nPJwNN2prWR9B2VvoAcl2jompRr9IJEggpiPKvAU53gZMYTIJCwNQiw0vIkgNP1chE8dfOtAIArF84AwDUZz7mGjSwXgGfGhrC0tCQ3r43NTamRUss0dOxv0325vHYEj28MFB9cDYxTTTFkQNnLwvNwBth1LQNxlqPT6cAWMoav//qvn4q1Vf+9QCHlLfv7+wiSFJ5JoHKl7eDuY12ZlsNRlI12Vxja61hZFge77S2kaSqZGwZqu7u7eHJrCEscUExDk4De930JDlzLwIU9H8fmatB1DZ5NgL4pohwDMRBmGjo+/OEPAyAmjavpmMhMR/qx1hutKYCSpAVs8QzoGlniJDOM2E2Rca1p5TPDLcqRP8I4pJS0HLTG9oJEOHkcvl0Rywopg5kssjAqJDu1fuSIZDRZfsApTwDbEdF73x/HcE0dNducAp5z3c7M3+dahmxz2oYuB0w0kGuAZ5vY9xO6hgrjGQVV4OmaBtKUmNxYGY5ptVqwLAtvetOb0Gw24XmefI4YeHKyT802pEVaJjSKbI/XdM3K887r8WSx/pWigA2MwnRqfQZoPcpiWifazQY8wZKqhxRN0yTrycOhAJDqNnQNuLA/hoZCAj3+PbpeOr0A5XPGz30sul3cwXG8UuM/yx3H931idzXap2Z9HoDv0fL98MF0stU+CTxbrRYariV9UwE6xLiWAdfjVnsAHXRYG4ZpxZYLoDXjW7/5Vfidn/4+/Mav/muph3Vr9RJ4Kkb5idjzuAuiDok9neoZ4DmjwiSTGeXXKs7Y9jwP//k9/xO/9vt/iptuIn9E1nhGaQZTnPzrNg3bpHkhGU9/WA4XTbIDZHBevodxnME1yApG6vkUdqDlmrBNOqExoxklOaJghEwkXMwvLEADJPM3WTyFzHok1nepRrS6ruEb7lxG3THlSbtc7Oh9JTISs5jSePIwBLc7Db38+5qmwevOw7Or0/wAbS5LK6Sve/jLX8ZjX6Ckn/mlZZnEEmc5slzocSZMoOu2iVh4iEZJBg3A/Wd2sTUIsdmjxZLAKi1GumAMPMuogFiWWGQ5aWk9h9ijSYZW14hNzYvSPJ5rFvBsdefQaDTQcC3ctFCDZ5vSFJx/fjgYkNRBeT/3npiraEhZ43kY8LSVVjuxA+XfbXmWsLgqW+3WhJ0SDxaxZRqXY9EQwmLTkVYlbFpuGTpO30LA8/LZJxGGofTvmwU8PcvALcsN6AIQT5ZhGFgQw35XNzZl/N1k7QunBLe9iKu9EHt+BE3II/jnDU1DJA5ogQDi+ozNl3WZcVbgx97+S/iGb//7eP3rXy8OMdXn1LMN2fpusWfvYID+KIQrJuTTnO531hXLJKdmG3lBspQjYpBpe3unolPjdWZzZw9ndkZIskyanzO7kyQJirwchNseRrh5mTbj+bqNe4+XDGYQZ2RP0z/Al75E1l6veMUr5J+zXyx7edaa0632KCuZcmI8p3XrAK0R44jM6tkJgoF06I8wiBK4ti6GI+h/NeCajCcPNE0mWPFnj7McWVHg/PnzAIBjx09IYMn58lXGs3Tj2BvF0nLKNM2KD/WsyX5gmvEchSTfSHNqDzdd8ui0DL0CPEMFXALC1F5MVQfK1PKsFj+vxepk+zBK4Vllqz3NC5FGJCRfE887O3VMlnptPOEBOutACEAynstzbdxzrDvz5xpi3WDCAgASjTyTSbakS6Bniu/W0KrRuEEiSIGcgWcuSYGabcBSXE0YHNYb5XUbjUa0zmtkiTfJ4HNZBgHTKMmFHWAOzyoB7mHAs91uoyaGP+VnFK126aggGE8GnmqX9eDgAK95zWvw+CNfBgD8wi/8v9i+KvZZry515PNzHQB07zDpE4nD/rWema9lPQM8ZxS3uGfFs6nlWQZ2hxEePL8Pb+1mvOTrSobA1MsNl813G2JaLVOA53jYFx6fmDHVTpOyDDLGEeVST6YWMbvScExYhi5bgpwAMuqVG9bC/DwMHYcynpoQdwdJSuJ2IVCfZH95MeHFjh8+brXFGbFdKMopef57YZKXAv6CpsjlYNHKCqCbFY0cl2PqWFgmhu2vP/hX+P/+0+8CABaXVmlzEVFwbH8RT4QX1B0Tm/0Inzq7h+1hhC9f6aNTs3HLShNX+yHGcSoW13IhDpJqOwcAasLDNRc/W7NNaklPAk/RwuWISLVmAc/ltaP47IV9PL41hCVYyEnGczTsw1P8/WaVOtUO0MarAlVT0UMGE2xdSzBgDAhoMGg246mynQBgaMQOLTQcYVCdlW1sQ8Mtt90GALhw9oxk5YDZrXZTxNLp2mx/PQBYEcNmV65uCB3Y9EXZ2iCQfOctp7DacXF5PxCOBYZk3g1dQySe1cnroZYu2O4ozfEd3/U9eMXf+wl87vIA53b9aqs95sMKvX/VO3cw6MHSddKAp6UpdRoFiGOyo6LWPHVBlhUNtdpmXz9O8h4zHaNbs3GlF8phC/XaMoO2OyKNIksIuBuhvmfD0PDlhyjO2PM83HPPPfLPPduEBg1zC/R+Go3WFDjnNiJQmpDP8sM0DR2jiHxv+TUYeEbBWFjOGIKZK4fUZtndcLGudFarPckKaRPEwPPEiePKIAZNaJsKy6myn3ujGAv1kum0FdazPdFq5+fMMY1KqIYvDiORGGRsuhY9W7qGpDCkL2cUVoEnBVwIDeMNAs9Lly4hz8nKaRyl8juxDF2a2svX4ef9uoxn+V16NjG4h2lu2U6p0WggVe4JtepCl6h2TyKYuHoQYK3jCnu08ru0DG2K8RzHGRq2iUQcopldZ5s8U9G4M9M9v1wOBnJcpQZIneWsMnUdn/noB/GOn/tn2N+6Itc1itXV5WsfO3YMz372s+Xfa7fb8ESYxmcv7OMTZ3ZxbteHY6mt9jGg0SFzFJXAczAY4Bu/8Rvx0EMPwTQtePUmBoMBvvQguU04Xk2uU/MTRvlpXshAk+thmK9VPQM8Z5Tavr5WLbUcHJ2roVuzcctyE7etlIsBTUWW9kHUNjRJPJ0X6Ij2mz8ayClwdY0m83liUj52ZhefeGoXu34kB2cAWuTodGfK39l0Lan15FxeTi0CgMWFhYpeZbLY3zCIqW2XFwXSPJ/yNeSaZDyBanoRBIPKJT1AxQPBfp7899fXj0CDNnNi1jF13PvSl8t2l+O4uOmmm/B3vuv7UIDzn3OpmVW1NQDIFsaz0KnZ0DTgyJyHu491YBs61jouHr5KOssC7DWYCbsnq2KtwqlVLODmxWKa8dQwihI5gKTWLOB5+qab0HItrLVd3LFGfz6p8Qz8ERzTmDqkqMXA0xLA82o/xPse3sT5XV+yG7k4GU+6N7REPrpZYTyrwJMZT9Z3coXCY9azDdmK4sl+y9Bx5+2302cY+/jCF74g/94sxlPXgXGcw9D1QzcENnLfEIzn5HBRlhe4Kg40z7v9NFZaLoqiwNldn1gg+QwUUtvGE/6HlWORTOXEQh1tz0LdMXDbShOnlwg4FUJHzIynpmmYnyuBZ+IPZBtdzdL2h335M26jDQ3EGLKF297ergSemqbBnaMNNB4PsdR0MAgS7I4iWIZW0bPt9foI4gzDMK14KZpGVVMeJMR4fu7T9wMAXvziF1emtW2DWOB5MdzXnmEer8bGMqjKZhwGAOCLlwfojRN5DSTjGYzBlhyqROV6jCf7/c7y8uQDxjiI5L174viJyvVXp9qBMuM+ywscjGmiXV4Lezbw3B1F+Msvb+LM9giOVQ6bWULaxI4etqmj5VrICuoGFcrnj8YTrXarlPmwebxlWdKxQq0jR44AAM6cvYC//PImNnoBhmEKUwAQ/kzq8ySfd3FtVTsptdRrw+EphzGEbAg/znV84NEt7I2iqWHWWqPKeNbqdeyOEmQFsNh0xT5RPs/slMDafUA4zzimyLEvECW5TBLSNA2GXWpnmRiZV5xROK6yKIjhPiyS1TQ0/Pt/9bP4w3/3b/DDb3o5/uO/+00kSQLHNNDv92Tn5vjx42g2m3LYuNPpoFOzsdrx0HIt1B0TB35MhvheCTwJ9LIsgr6P3/zN38SDDz4IwzTxD3/+XXjd9//jyntqNJryWVvo0j049n2JL/h+e7rW0/edfQ2LpuKuf2lcy8Dtqy2cXmrg6FwN9QnLnEy0NWJhHVKzDbkYtwSDVeQ5+oO+jKrkEzNv4o5pIIhTGJqG+8/sYnMQgu8nSsTRKm2+lmui45lSWxilOYY9auG1223UPLJPCQ9hPHmqfSx+J2s1D3sojx0jb80rV65I7zLWEOriVNjv9ySbozKeAGSC0SUl1lDDbJbLMQ2cuu0u7O/v4zNnruKBJ67izJkzeOkrv16C6TjLkecEoFXjXgBYbrk4Nk9DT65l4PRiU3pt3rnalp5zAOvQqHVDGe7lwkmT7alg5Mg26qWnF6aukaGRdYlr6lOLtGydD4d46qmnAADPvu00bl5u4ki3JrU+hmBemPGM/KE0NT6spMZTbJDjKIVrG3hye4SPPbkrmYQkK6YGYVpelQGZBTwPYzxVEOuJzYmHi0xdx4uec7t8rY997GP0eyxLbrpqaWAN1+GndlVfzAMI6nUZhzH6ezS8cPLEcdJMdjxc7QVwLVPcKxSxygNlk3rNyeLUrk7Nxsn5OtbbNRydq0lmjjWirmkIMKuj3e7IzxD7AzlZznqsNCswHvbk73DrbWhCTsPDe0kcS7au3e5IlnjY76EAcHy+jqu9AIauVxjP+x+7iqd2Rjg6V6swVJNsZCBac5/7FDEqqr4TKDWUb/57/xde/Opvxuvf8r1T10Yd0uPhvFmMp1YwgMjxoce2sdEPSrPvsS8HIwkQaHCFIf219GqWocER2sOp9yUAzNXLlyUAOnnyZGW4yJ6cajc0ZDnljDumXlnbLQWQq6li44ikURf3fVzcD3C068lrlwirH24Htz2KbWXrH55MZhDD5VolM86MVqPZnPlMyFb7lctwLR0b/QBntkcIogyW6DBxWhKXZDzNkvGcJaVVGWDPMuBH2aGMZyDWn0yzYejA3ijCh5/YqWStTwLPRr2OLC9wbK4mU97CCuOpi8OYpuxtmQzQiNJcekZLt5KskMwqA8+5+SUZgT30R9A1kkTdsdqaCqpQP/uBGIKKggB/+Bv/L970Ta+CnscVD0++/txub7fbcCwdR7s13LzcxErbJTbf0GG7otUejomgMnT4USbdY86eOw8AeM3rvhX6yXtx3zd/B44eOy5/V0vx0FX9Si223xIDh0/Xevq+s69h3YiV0o1UmcNcIMkL1Czh75nnUvcFAPv7BxKIMZNVsfvJCjxrvY1bl5rYHUbwo3JwiE93XMfn6zi91ESSka4pTDIM+wQ85+fnyTQdOJTxZAA8FrnNyYw2sVr8sKVpKifbOYVB1zTsb2/iLS9/Ll70ohcBoAUuSsuJSG7tcKt9ZW0dmqbN9B+zTR1RlqNWq8FyvAqjoOuQZu2c0jGr7cZDAxs9Mttl/Ve3buPEfE20owgYBCKOTR3GARhU5ZKpJlZu+lHSNdAp1pmekGbgWRSF1NSxOwJnd5fvt9R4hmNaXA4jPJMkQSr0vKbQeMZZjvm6jVfdtoSGa+KRjaGUQ4wn2P2mY+L21ZbUN+czptoPYzxHUSqfG89WNJ5icMeyTBw5QdrEv/4IWfbMz8/P3ESTnFjIWdPlXAw8t7a25EFFHTC6fOUKCnEdjx8/DtPQ6GBWs+EpjgaJsHyJ0+K6z74rzMEB0vqOkyrQGcep1Iie3R6Jn7PQFs975A8oF9rUlFZ7jhFH7Fk2CtMWlk9aJbTiscceAwB05ubkcOJo0Eec5rhpsSbAU5XxfNayg6Zr4dblZoW1NxQgAQBBnGLY25V6MlXfCZQpOqefdTd++l//B9x827QXs5oApgZETFah0XN3eqmJ21aaeOhCT9rLBP5I/h1eG25eaqLmmNdstWuahoZNEZtT70vcExcvngdAOdfra6sS+LNv7aTGM80LGZ5RuRaHMJ5xlqPlWXjFLUtYabl4dHMo/ywvcim/sk0dnm3ixHwdGoRvbZ2zu6vpM64Ii8gLSPN4VaeoFq/FV69cRtuzcNfRDlquhS9e6cv1SQ2H4Ne/Y7UlD7p8WJqsisZT3Pez1ryiKOTBN9ZsuJaB+07OY6Hu4ItXeuXvFTGPfIit1+uCFHCR5YV09uDidZmZ0ECsLTVhE+ZHqXSZYdIoTHJ5qJW69HZbZpsPByM5WGQamlyHntwaVg6wceAjTem+etk3vRG6YeALn3sIn/7w+2WbvdPpSAD4ute9DgDwohe9SEZnA+LgJPr67DgSBT75dIKkYSwxG4r74PSRZczVbeyGOf7pz/ysfE9dBXiqCU2msHGkZ1HD45vDmdr3r3U9Azxn1I222q9XDICSjCYqa44hW1zqSfng4ECe5rktzaAnTktvPE3XsNr2cCCiCWe9T/JcqxMAEzdgb48YkOXlZbgWeZYd2mrXCWzmYuApya493c/tHUAZMBKGyYam4eHPPYgwGOOhhx7CYDAQhtm5BE6Tw0XLq+vQtdnWFuoACUcPAgTONNDEOqc3dWqWBOjVz0eb4fm9MQZBIq+Dbeq4ZbmJm5caInmpjESbNCfn0zjb12jabLNsXdcQpjkNlU2UumHx4svAc5atC98v4WhIG/ohyJMHiwDAEjYt3N4zdA23LjexMyRLliTLZUoMl6ZpuGW5ZFSKopBDStdiPPf9GFGay/vRFYN3zKCz28H6ydMAgM89RINhs/SdAEW9mkbZrpxVDDx3trdE9GV1sv2CojteX1+nwbkceO6RDo7P1+XhIhUt3SDJrt9qF6ldQKn1VYsj/PK8wMMbAxlZ2BHt9nDUQyby1FMF+PgiLrPV6VBHwCDgqcoQJPDszsmOyWjQEz6dJp57rIOVtlthPLU0xnOOdrDYdCrso6pn5M7If/ztX0dRFFhYWKiYkwNCYycOEcxmThab8wMQedZaBezK9wRNDE/pOD5fJ1ZPE3GvYx9ZniOKIqQZtXNXO17FQu6w4gGoaMLLk5/dK5fofjh+/Dhsy5C6T87PVjPaTV1DGGc4vzvGWqfa1mZfW2ACeHJqk07P0CBIZGoNg2iyt6PD7JGuRxPSjiGBJyfTcHmWIeVKYwk8qyblXLwWb21chaHRZ1vtODjwY7lecKqcWjcvN6eIgMlS7xfPMuTzOVlBEEhWOSwsADQFf8tKAwfjRE54OwJ48sBco9HAkW4NtojMdE298j2y/zNLtXjvsy16jsai20KEDYHoMMkkGJRJQp0uakJfOfJ9EcNadpDCJMMjGwMMFdsmfjYB4Hv/8dvwim94LQDgQ//jPZXBIq6///f/PjY3N/EzP/Mz8gADQEzOE4NtCf1pEscIwhhpKiK1xb7H+lOvVoepkwXXC17zRjznnhdCNww87/ml/rorZC/D4RBJOJbDs36c4fyef93n5mtRzwDPibq0P8bWMLzm5nOjxcbQcZohEa12vhG9Wh26QQ9I76AHXafs5L0hgcpITLSzNx4DobWuh944Ia/NQxJWGo6JApREkuY5DoRJ78rKikxOOqzVzpPYtkmxkWoiy6xynNLLkx9C1q9pGnD10nn5s5cuXRL6QkDquMRwEQPP+aWVQyeZVd1PnOXys9hC/zOOM5nU1KlVbSy4TF3DIEiE5ydFrPFEq2sZuHm5KYY0yunIbs2WYB/gVntG/osi2WIWs6NrxGpNWmQA1RYdFwNP1bw6TnNsDcKS8fSHUqM5q8aKRswSgHEQphiKFmTdMdH2LAxDMnq/nm1YVhRS6zfJeKrA8+Grfdy63JTxcp4YLmIyk6ULRwTwTIT0Ypa+EyjZ/MP0nUAJPHd3SsPsRDkg8D3VmluEZVkwRPxdu2bh6FwNjrBeycShMEqzaw4XAaVGGSjvg8r7FhviWLQD2eKI04vGgz6yXGykKbfacwyEDrvV6crwBl3TYFkWmoItffTRRwGQKXVXvN6w30chgOBq20PXMyt57r7v4+W3LKLlWTJpC0CFjdwehjjz5JP4s//0ewCAt7/97VO2QZwGxjZtsw6GzGwD3Go/hPEU/58nkG1Th1/QM5LnObbPP4HTp2/GP/z2b4KtQ0TdzgZEatVsk1qxMd0DO8NIJPNUgeeJEyfk8BzruBnYMhg1DQ0X9sdoOCZW21U/XN0sk7TU51gF3rapY6np4MpBIK6HGGJLcziWLofhfHHwY8Z3kvFkplkDPftAORE+Wcx4ZlmG4cEuUmGw3q5Z6In1i1v+h9WNTLVTUlsu04XUUqUCIUx5LRzTwGKjvB4c88hVF6121lzScFGV8STzdfrvbBLPQ4h84BsrB8cwyaeGsNrtNmoC9A5HI5iG+M6L0uWD/m75XI+UGQmv2carXvutAICPf/gD+OIXvwiADjNqLS8vy32br1uc5qgJlwJbGXwa+iOkRQFD0+XzyfeB7XooQJ7Zm8MY/+4//zf83gc+j9tvvUX+/bvuuguGQQepJ778OaRCQrU7jHDHausZ4Pl/Qh2MY2z2wr8RxjMReppRlMoISXkjaoBbpwXkoLcPP0rx1I6Px7dpceFJcj5F8wa3ULdhGRq2h5E85U2WaejwLBM7wwhpDvT2qPW2uroKxyJAGQkmdbJKHZAmP8O1WCdgesCIdCa0iFy5cFb+3OXLl0n0rZWDVGlWIE8S2aafW16DhsMZT55ej9NcZqOTMTItGnGWo+mYUzYWXIauoSe0RolgR5wJYJ2KA8NYsM7duoVhmJaAQxjG+1EKSyeGY5bk0tAJINdnZO82Go2KLYumaXLxYlY8Sun0fWZ7BLvGdjNDAlCHaDxV4GnaDqI0w+cv9nB+t9wQ1rse+uMEw4AMxa8FPPOiBLBBGFaSUbjVfrUXwI8y3L5C9zP73EVpLjOXeWL81OlbK69/PeB5mLYYKIHnwe6O7AqojCcfhDpLBJB1HRXWj+UYNEBmyoPLtZ59dUP0JnRo/L5dy4AfpcgFiLEMTUprRoMDKcHhKdw0LzAQzhOd7pxkiqHRe+3MESv85JNPAgDanTkJZJMkRhQGssW9v79fea4ZCPDmozJ6qRhO/PiTu3j3b/0isjTFyZtO44d/+IenPrdt6LDM0o9y1vOpTrXzENssjScAFKAp9U+e3cPOMIKfl2Dut376H+Dy5Ut46tEvYX/jAkXdHtICrrxHweqPkxQHfoxPnt3D+V1feLTqMh3sxIkT0AWwZ8baNkq5TJqTE8WFPR93rFWBS5hkhzOeExPj610PV3rjsltSQA5qSsAUZxRHegjwJCkPgXVfpNYcxniq0pedzauIxf4zX7fRGyeIUopTvhYQuZGpdteipLY0m2azVeA5zk0ZLwkAR7oeLvcCesbq1c9Qr9el3p+HytQUKgbqrqUjFAdEVQblRynqrimf30TY5rUngGen04UnGE9/5MMU15aJeTaoVzsZg34PAGC7LmJYmLv1BXDrDSRxjD/6oz8CUGU8K9dNPANxmuOxzQGWWy7iNJeRmQAwGAwRCxs3JhxG4jraLvnuLjQdHIwT6JYFOI2KBV69Xsfdd98NAPjyQ59Cmhe4chDAMQ0c6c4OEfla1zPAc6JqtolBmP4vazyjNAM0yrP1I7J90DRNaDzFA9ygRWt//wCfPrePum3IvGsGPdxeGMek/yhAQzJXesE1JQEN18DuKKLhpb2S8aS4y9LbblZleSlAjw5hVdXih46Bp812SpqGq0JXpf65aWjIBe+RFwX2djblZtldXCWN54yNjU//PL3OP2MJGYIfpeSraZuoi6nq6dcgxlMDhAZ2emKf21G8iJHvnol9n1gDQye7Dk7v0LXZDCQPLk3mtPOfqafxtbU1yTLxpvSZ8wdk6D6OcUXsR2N/CEPDoXZKKvDULRefOX8gJsvLg8Z6x8M4ybA3jq6bzpXnynBREFbE9Ovr68jzAo9cHeD2VcruZp9WZsl5IWXgefOtVeB5WKud7v/DJ02BEnimaYKDgwOpLebi+62zuELSkQlm2jENbA1CDKMUDYey5ieH9SbLMXW5IbpC66sWD1j5UYo8h/TWbHWo1T7q95DnNB3PG3eS5RiKza3V7pCuVif5CAB0BTjnAb1WZw5zc+VU+WjQk8/rZEILAwFmsVQJR5Tm+PS5fTzxxc/gCx97HwDg5/7Fz8OyLEyWplF8Lm/Is1gxHtIBSoZvFuOpAUBRYKMXSsuwdqsEIjubV+Q/b5x/Eml2Y4wna1z3/RifPr+PTo0OjHFGLgMq8AQgD5ccbam2my/sj9HxbMzVqznsQZzBukarXfV+Xmm5GIu4Q8fSJUtom7qUIfgR5aZ79TIyVC1mvjVAptbUDgGerutKTTABz0y2aZMsx/YgEhr/2dex1+vhL/7sj5GKdCS11O+SD1Oz7MsmGc8CkM/wStvFKEyxM4ymmEi2XmIf6VmMZ6Iwnky6mAKQBnGGumUiSOi7Houo0HZ7gvHsdOCxrGE0orjMopytYGmEunfwcG6j1cVT20MszTVx54u+nn5OSJsOA56GTl2Yz144QM02cXqpjjTPJfgFKDQhzgo4Vul04Yvv2nQ8mJqGlmeh41nYH8V0z0zs+y996UsBAF966NMYxymu9AKcXqw/Y6f0f0pZBiXrXM88frLO7/p4cqvU5wQxZTLnBZ2imm5pW5EJ+wdPiMQ3d/bgWDpOLzUxjlOkWY5+kKDtWfK0Po7oQUvzAistF5v9sOL7NVkt18LeKEZaAIN90nytrq5SPm1B7ZTDdJ5pnsMUN+wgpPdxrZpmPIUHow5sTLTaAR5gov+W5QV2NmmyUdd1NLpkcH8Y4HBMsiZJskJO7dkGDUz5cSa9/+rOdBsUII1nP0xgmTqCmBJBphjPnFNsStA9V3ck8AQg0jvodfRDNJ6cUz4LeALVTUuNXTV0jVqEWY67j3XoOxA6njzLkEbBoa12VeMZw0SS5Ti1SDohDhVwLQNzdRvndvzrMvtFAVhOOVz00EMPAaAW49GjR3FOaIiOzdXka0epcFtQNLmmTibtp0/fUmF6O4rHZfk7C4TC2P5aliAMPAFgc3NzivHcFSCsM78oDkIEenhxt00dF/Z8XN4fk99ekMiM9k+c2Z0p1XBUxtM2pn6GWqk09atr5YChJ2IzB/2etKzh95FmhUwWa3W60ECMILcyFxYWK7+j1e5IXRdAA0bcoVD1nQCxKfef2UUozK/Vqe3eOIamAX/2b38ZAHDHc+/F69/wxkOvd902aVBygtlTP3tpp0RM12SIA0CbfA4gynLcd3IONdvEyly78jMsL7h89owcNLtWVjtQenme2R5hqengWWttDMMEUUItzs0rtP4w8DR1XSQ2lZ/F1HXs+zG2hyHWZ7BF4ySrTLVfi/E0DR2rbRdndkao2xT3yPsKG6STT7ApE6FmMp6s8RSMZ22GC8Q4TnH/mV25Fu9sXqUBT9GNWW65+C//7X/g6lMPz9TdAsB3fud34p//43+AP37370z9map/ZUnBrNdRD75BYVeCNSxDx0rbxQcf24Lh1Cp/T2U8iwJwRZQsd3ZsoY2k4T7SMDoM4LMcfpzR3xHgfyD2z0mAO9ftyGvtj0YVGymA9mo+JHNxN8JrtqHpGu473sWtL/7Gyuseynjq1CUIkhTPP96FZ5vURfQU4DkcwY8ptUgCT6HnLUwHtmmgZpFUYW8UT1ngAZCJiV966DN44moPlqFjsTV7Sv/pUM8Az4niBVxtERVFgU+c2T10OqwoCjyxNcSeAkzGwmMszQv4USaBZ8l4aqg16aFIxkPcc3yOMpw1DXt+hHGcou1ZUm85TuhknGYFTeXaOsZxKtMLJqvpmhgEKfI8R6/CeJIWRNcPt1QqCqDQhE9omn/FwNMU7Y/A9ytZvGqGcK4ATzb5Xl1dRYpykZpVHImW5iW7wv8bJKnUF9YdE3GaTbWDSONJ13Ycp1LsrxZbjqga2vm6XQGenpi6tARTMmstZ1a1OaPVDhwOPGu2gYZj4gUn59Cp2VhsOrjjeAmyfBE6MKt44TdNE52GhxecnEdWAO2aVfE4XG276AfpddnsLM8l4xkEAR588EEAwD333ANN03DlIMDppYY8WVNiUQnMGAhyq6xec3HsRPlZm51pP0hfaEMd49qMZ6fTkezTJsdmKs9oTwwuNNsdMXQG2FZ5IHFMsjCJ0xzDMMVAsE8b/RA7o0jqYtVyzHJD9ITWTW1t89TwSBw22TeRuxt7e3tieMKQjFGa5xJ4NtsdqTtjsmJ+Ang2O1102m1pC3P+SjnVP8l4bu73sTuK4McUcci+mjXbRNM1cUvXwEOffgAA8K0/9GOwriGrcSyK+mQpilpXewEu7PmlLY/SNp0sigjUcOdaS3YTFrotyeT9ox//SbzwVd8MALh49gk5YHldxtPU4VgU5fucIx00XJJ7+HEKCzl2t+iAK4GnQa129XBj6Bqu9gKstb2ZPpVBnMqDGFDVePIQn1rrnRoGQSJCPUrHBNOgdUgXDDsn2UwOF5m6Do1b7T632qen2s/u+NgdRVgXA0abV64gEq4bSZYj2buEf/aD3453/Mh3IYriqb//6KOP4r3vfS8A4Mzjj079Oetfc3EIYFuxyTrokxeyaZpICmEpqFyThYaNhy4cIDWqA1us8dTFPcNdKBmbaWpI8gKOMthpGSKIQWg8CdQT0O2NE3RqViVZDQDm5uZkXKU/puEiXS+14X6cYa5uI4yngWez3cVyy0XDtXD6uS/E/HzZrZnUeHJ5Fq3l952ch2XoJBVIMriOI9euIPAxCEgqwOvlWDDHheWi7hCz261biLIMWTEd6cvAc+yP8OBDn0e3Zl1z7fxa19P3nX2NKs+Bul31g+sHCXZG0aE5wBv9EEGSVYDcOM7QEK2pOMsUxpNZgJLxbGpsDA/UHBNXeyHMPIZWZPJ0Sa0FU7ac1jt0YjqMsWKD4vE4gD+kxWB1dRWGrqFum8iyotLKUKsoCmgFeYk2XfNQEMg1mV7EnooXz5+r/FyF8VTaNgw8jx49OpXPO1mOach2CG8YZIVBLDO1aXSZJjTJehq6hlGYoluzEKY5gmRaVpHmhUw/4us7J3RSqqUID1Ac1monuybIPOzJUoEnb4YADQC9+vZl1GwTSy0XLzy1gPbCspzGPPPIlw61U2Lg6XkeXn37sgQxc6LtyLXW8ZBdx66IP4NstUchPvOZzwCATLUZRan0/gSEwbqihU2z8vtkpuzk6VIYzy1otYZhgqZniUSPw+89TdMwJ0AZM56q7VVftK87nQ4ikWpVtw25qdhCs9j0LOyOYhz4MTzLwDmhh511MHNM8hXlCf6iKCTQBsp28zim68KHGFc86/v7+xK4lT6ShQTJjVZHuCRAtkQn5QjNTpc2IsF67u8fSOZmkvG8ukPXIE5zMdhI77XtWXjVbcs4/9ST8mdXTj/7msNc5GmryUAAtS4fjDEME/lMFgWkg8VkaRpwbL6GuRptvE3XRFZo+Je/9Tv4p+/4FfyLd/xLHL2JJBnnnnxcfg/XZTwNHR3PxotvWoCuU4KaZxnojxMc7G7IA0LZaqd1tcp4augHCTo1G9ksRm+i1d5oliBwFvBcajqwDR0NxySiwFJM5VNirjRNkwzYVKtdDC+udzwkgZh0rlcZzzTLcWmfnvvVNQKeV65cJtN9TUOcFnj8oQdQFAX84QD7B/uYrHe+853yn3e2t6b+vGQGKXiiZk87OgDA1V2yBavX6+BoLPX6BnEOP8pguNXhokajQYcVsZaSnMlQvntiPHnANMnpWpuGpuwZ9Ht0XcPBOJ7JeK4szMMQmvXRaET3ia7JZ9iPUiw0nMq+0RPXa215EbZJA4qdRg3f8oZvlT9zGOPp2QZeffuy7HqxK4apa1LnGY7HiNIMDceUh1H2Qi0MBw3HFNefOkuz9P0rKys4fZoGNx/5/IOwDP26sxlfy3oGeE5UkGTo1OzKJs1M5mGayHO7PtY6XmUDGseUQhAmGeK0QMulxYpZgLwA6qL9dtDrAYDwJTPx6FOX8Z2vfB5e8pKXlBnScdlqN3Sy4lhsOIeCQppizdHfLxkQbk126zbCNDu01Z4VADQaPGh79syfUYsfuq2tLcRxLJinAufOPVX5OfbqNHRNamoIeJI9z+raOjJhPH8Y4KDc41R4d5YLm6GRdVFe0MNuCHudSeBJLWfaWIqiwCicllXEQlPG0+4AgUHL0OV0KA8Ysc3MLGaHbZkO0wsfxnhOVtM1EWbA8++5FwDwhc9+6rpT7QxS45RcEbp1p8J41mwTCw0b3VoVFBdFgad2RnKTTjMlqz0I8NnPkg3SPffcI5iHqpRAtRuitju3dnXZijwqJtsBoN7qTH2GYZiiIxJVrpe+sSCSdCTjOQN4znXnxHOYo+lYFcYzTOiAuNS0cfkgQJpTUs1yy535fLD+OEwy6OK7Ve+xWOjU/DhD07EEgCwks8uMp2Ppclo7L4oKO6sVdE8VQge9IPLRuRrtLkxdk8DTH/YP1Xj2hkPM1W3EaV6ZsOVii6bF1XXkhnPNAR7b1Oh7TKcno7cGEZK8ZELZcmnWc5FmBTSUVllNx8IoSvGWN74WP/CDP4SWZ+PoqZsBABfPncEoIM3h9RhPYqOrz3vTJe3uE2doLbJtW66Dhuj6qGDbMDQMgxQt15ytYYwyOE7J1jEITLO80lbm0nUNJxbqWGg4GMflWsNAjjsO1mHAUyd/SV3TMBJs6ORgzpVeANc2ULdNLIhIyMuXL6HumNA0OkB97sFPyp/v7VeBZ7/fxx/8wR/If9/e3MBkqfrXJCsIeM44mG3vE/Cs1epwxTCotNjKaW1ZbjmoTYDner2OXOxtrA92rNLFhMkMaWUnZB2WoWNvFMESLXpNI2skOjxMA8+TR5agW/T9+b4PDZDayiil9WyhYc8EnrVWB3XLFAESFr7pTW8BACwtLVVkP9cqfv+6psmWfyKSnpqOiSTNkSQJYqGzzQ0bTceSuOGOtRbqjlmxe+Ji1vPcww/BEAevp2s9fd/Z16iCOEO3bleMiPevATz7QYKDcYxblppyahCgk3HLpUnZNC9kIgFPueUF0GiVw0WASOmwdXz84x/FcNDHgw8+CH8cwjY1KULn02DdMfHi07MHMwACFnkBDA9oI9K0MgVlvm4jFJYUsyoXTN04ztCpXbvNDpSMZ1EUuHLliowJPScSebgNe+nSJdlCZOCUFQU2hPZqdf2IWGQPBxyOqWMYpZU/twzaEJM0lywl26NMnspzwVC1XIsiz4J4ChhmmYgJnWhDzzfKdrtrGcjz0rx+FhCkKV/j0A1TbdNdD3gOwhQvECb8n/vM4cCTNZ4q8LQNXb4Gl2VoODZfw1Kr2vIaRSm+fKUv7/UsL3084zjGYEDs+b333othSLok9fOpBuuebcgWFlsdWYaGtRM3y5+vNctrwDUME7TEged66RuLCvBkHRjXQBzo5ucE8MwKNNxyw+REKk3TcNfRDoqiwGY/xLqIuDvs+VA3RE8BnmlGLeE4z6GJa0FgD2gKgL2/vy/9fdOskAztgdjc6q0OWavoZZT64uIE49nq0ECOuH+C0UD+2STjaeYxaja18NTBRi62aDpx6uYpEDZZtmHA1LQpjWcQZxQNW5TPel5wEMKMTkBeyA0foPt7GCY40q3hdmH/cuutFK8aRxHOnj1LLefrDEqoPr9cdcfAKE7x5cdoLTp+/LjUGPNwkdpSNzRgGJEUZxZoDpJUHsScWh0ZSvcPTdNmXr/bV1s4Nl+rMp7ivmarNcc9XOOpgVrO/OxNMp5nd32cWqiTA8cSAc+rV66gIfYcP0rx4Cfvlz9/sL9X+fu///u/XxkK2t6aZjzLwViaFq8dMry526P36NZqqDtWRc+9MQgxjlLcvtqasoRS7ZTyopB567yWWKYw3xdWcmFCNmWWoePSQUBOBOK5GYbkItNwzArwNE0TC52WNJX3RxQh7JgkCfKjTEg/LOkqQteLnk230ZGAu1uzcdOznocPfOAD+Ku/+ispe7leuRaRIaZRMp5xMKYhVgGAK+lVloumS+EJWVFgpeXhecc62B9NyyV4wOj8w58VnqBPz8Ei4BngOVVN18RKy5XtXADYG8Uy+nKyzu36ONKtyVY6b0hBnKHhmjSRWRRSDFwyngVqzHgKtoOTGJ547BH5+v0BGYaHwg8yza4vsgcYjGkYHdBGtLCwIKdVu3UbQZzJ6MTJynNqlYXiAbtera6uygev9OoscPapMwCAk7feCYBOmL1ej+IJxaI+GAzx8Y9+GABwy213wNQ5l/ewVjtl2qqARBOWQGxu7Vpk1G8JwK4WM4CWocOzqW0/a7ioN07QmdC2ztVtyX6XrfZS/D9ZvXGMtnd4K/vGGU8LozDFvS8g4PnlL3yuMkSk1iTjya4I/Bp8MGIGYbKY6eehEPLxrIrUFxcXcfToUYyiFI0J/aqq/arZpSUKJ2pYho6lo6fkz3szGM9BmMrrdj3Gc3lFAZ4i2QogP8jhgNiXhbkOxjEdClueJW22HNOQ4GKh4eDUYh1RmuHUQoOmkA+RorimUfXyjMsIUgBI0xx1x0BWEPBJslwynqPRCGEUwREaz1RM27P3Zr3Zga7Rfc6E2+IE41lvd2EaGhri2o2VnPdJxtPIKfKRGc/JYR8GnqdvuVU+G4eVZWowDAIAlgIo9vwIOjSor3xYclFRFEiLvAI8WYupAv0Tx4/KNvYTjz96Q16ENFxWVDS3rmlgHKXYukqHW1WLZwrpgXqPcT4763MnaxyXdkpevSkPOpwUc9j1466VHC4S14/3BY5QnGY8yaM4rgDPErTtjiKEcSZigHV0F0Wa1+YGHIPW0qtXLmJzo2QxB719+b3keY53vetdAIAXvOAF9Jo720iS6QQo/j5TwXiGE4f6OM3RGxAr63o1tDyz8l2c2/HR9CySQdnVwa1Go0HAU6ylusbsYLWNDmjQoSFI0kpMri2eZR06ekGMjmdB07SKxrPb7VL3p03/bTz2AQ3wLHLi8KMUDYcO0rahSz9YPhTa9RbqroHtQYTltoNRlOLVr361jMi8kXJFp6woCJwDFJtZs03ZsVGBp+M1UHMM4RVN72eubmN/PA08mfEc7G3jYOvKNSNmv9b1DPCcqFOLDZxabMgN2I8ok3ux6UwBzzjNcflgjJMLdejCYocXTz+mmzgW7VbWCpri1JjnBepiYT3olcBT1zVcPvu4/B394RBZwa1L/YZsRQBqbS7WHYQDemhWV1fln7VcE7apV4Zl1CpQiHz54rqDRQBgGIY0E7906ZJcyDmD/K57Xyx/9tKlS5VW+1/9+Z/CH43QbDbxDa99E/RD4ie5GCxMAhJXmHaTtoVyl21DrxwgADoYUBtCg22IdKIJLUyY5NgchDgxX9UhzddtHPixHGDKikKC5Mk9KslybA2iKfNptRh4mqZZSYCaLE4+uu05z4emaUjiGI986Qszf3YSePKkMb8GT7azHGKymOlP5cZUVIYpgHKwaBgmUxP7kxrPCuMpFs71m27FyZMncfzkKXQXq3nvJH9IMV93cNeRznXdJVaVvHbVQH40GiEXv29pcR6jKKWNyLFKjadoBWsaXY9jc3Wsd2po16yprOjJzxgqXp4MPFlK4AtvxrwoaCAwLyRIBMhSyTF1ZFlOLdokLJnqVke2EBkcLC1Vh4vqrTb5AouBpXA0kIeIScYzCQMC5GkuGSu1uNV+6223IUdx6Gem60XPVZzmFTZl34/Rrds0xS/eR1EUNBAycbiJs5y0q8L1AIDUYqrP6s3LTdx+O7GeZx5/7IYO27ahT9nE2eKgurtBMp9jx0/IP+N11FLieaM0h2uTZymbyXNxRjgznrVGUx42omxa91p5b2IoUrbajbLVnucFLBGhODlcxAlWUZpJ4OkqjOe5XR/H5msyAKMxRwexPM/hH+zC0DU89vkHK6856O3L++D973+/9If9+Z//efkzWzNYT55sTzI6WMXi/uXa92MUCYVMOK6H5ZaLlTZ1S/rjBL2ACJwjcx5gTU+1Z0UhukelZV2kBBZogm03FL34IEhgCmlWnhfQdKA3TtAWnTqV8WRpynyH/tvIH0GDBtekafJRlKIuWGJXkRLs7xFDbNZaMDQNu6MIt6+0MIrSQ4c8Dyv12ZaMZziGZxtyAFM9fNTqNTiia8aHxvm6PZPxvO2229ASB9yzX/7s09I4nusZ4Dmjmq4pbY32/RgdsRFNAs+dUYSGSIIBICbucpmG0XItYaZd5qlXNZ4dAJRcxH82ilLsXTojf8dgOKJkFZHJzkko1ytLJ3Yi7NNDowJPTdOw0HCwM5r2a+PJxX6YoOGaN3zzqgNGzCg+dYY+x+k77pKtlUuXLtEwTk7MxJ//F9IWfe/3fi9M1xOM5zXafTIZpPozrji11sW1NnQNtmlMMZ5RSjY3nLGeZtWpyywvsDeK0HRNdCc8/Hhgayh81NgyhqbaqwvQlYMADce8plSBgeexY8eu2arRNI2YRbuOE8KA/fOKZkstdbgIKFOo+DVY58lyiMniAxcvqKni48klB4vCdGpif1LjGecUnaqJFKcky9FqNPD444/j4w9+DqlW/dwMPhqOiZML1/ehWxf39ebWVsVOibsIALCyNA8/SmEbJGXhDUWDmB4viOFYbDq4ZZk2dVc5RE7WFOOZMOMpgGeUoe6YghmigUC2BwKAYf+APHrznDwIh2WrvNZs0xS8ZUhwoAJPx3Fg2h4drATzFfoDuTYx48kT4r7vy27NpOYyjmN5ODx9y62o2+bMSX4u8tHFVKt9z4/RrlkVjS3LUCY7AZxuVKAaTNF0q8NvCw0Hdz37WQCA82cev+HDtqFrlXWahqFyyXgePVYynvwZ1M8SJzk8YfAOoALUA+H5ycCz3mzLZyiZWEcmix0X+HMwkK4LGYTnHcZ4kvRoHASIIlqvOeecpSFHpZWZDrezIJ+Z3u4mLEPDo5+rAs9Rvyfvgw984AMAgFe96lWyVQvQQW6yDHH/pDlFtBq6Vmm37/sxtIwAke166NQsuTduDkIsNmyMkwxHuzWYtldpw9dqNcl4FkUhgy1UnbVtlOEmDE4HYUozAYaGrCDy5mAcoyM6dSrwZGnTYpf+W+CPUaCA6xDzTcCT1rOaIqHZE8DTqLUwDDOstF10ajYsQ68MId9ouRZZGnJoQBSMUXcMORx50CvXg3q9LlLDyoNop2bDj9Op9UnTNNz6HFqbz3zpbzHwzPMcf/mXf4k3vOENOHLkCN7znvd8NX/d30g9tjnAzjCSbNmeH2Oubs8UrlOkYrnxumIKj1sqjmB81MhEToDIiwJN8VD0ewfCLgTY2O1j72pp0j0ajUgjKhgr1nher9ggetwjBmRS/LzcdmYynklGDz0L7G+0Jk3k0zDAphgaWjt2EuvrR+SfaxoBmk9+8pM49wTJCn74h38YYUKtvmst4MwY2BNAjRaK8sQKUBvLn2gHRSktbqauY9ZlTLIcO6MINy1Oe+Xpuoa5uo2rvUBmg7OP52R2+rk9Hzct1Q+daAeAV7ziFajVanjzm9986M9wtVwTB+MEz7qbMrS/+NCDM39uUuOpxvi13BJYsBxi8sTOAQa84aZ5Adet6kDvvZeGnIaiNaWWIxbPLC/oGTApT5neC2WC1x0DlmWhXfemdGLcvr9R4+PVVW4tbkkmIcuLCvBcX1qEH1M0o6rJzMQGZ5pk2/Ss9bbUvPKmNyvd6zCNZyIiVP2YNrBMPLdZXuAlt5fawmG/B0d0L9I8x3jYk6/t1luStZeMp9Jqn5+flwEQdo3AZTweSrDFjOfCCqXY+L4vAXklNxrAmTNnZIb16ZtvRcMxKwNoU5/b1GGbZKnEz06c5hgECXlRWqUcKRfdgMkBnVi4AdiGXpG4NN3p333HHXcAAC4+9cQN69UmJVG5ACNbQkd+RJk+5tdUZQPs62uIoR5VmjAWUaacJDW/tCKBthpoMas4Vpe9WTVNw93HutIyry50h0EQyO8EgByS9BVAytZLsRhokjpR00ACA3MLdL889djDMHUdj3z+05X3MuofyPtgc3MTAHDLLbfAdV15QLp69erUZ1AZT1uw1H5UBZ5ICBzbbg0NhyykAIhBRHpe2twGV0Ch7Xryd9D1QaWDCJSxmYZW2tcNwgTrXQ9tz5aHnEGYSpnUZKsdABY6dOAfjUYUOCK6aIMgkcDTFZ2MJEkk02x6bfSCSHbCSDd/+PNyWLkm2SLWBPC0ihhHujWyhkpz9EVOu2masG1yRTCUFDDb1NFyrUqMM0BkwS130dr82Q+/Fztbm1/xe/vfVV9V4Pnrv/7r+I3f+A38wA/8AK5cuVIVzT5Nq+GYeGRjgJptYBim2PcjzNcdIVyvLqLkAVleQo7z8oX5NZu0q2DI0MlLL8sLOdGbpil834euaTj/1BNTkXdJVsjpR053uF5ZQtcVzGA8AWC56crMd7U4Gz4rCjngcSM16eW5s1GC5/XjJ7G6Rhshx2ZmBfDbv/3bAIAXvPBFuOuuuxClmdTXHFYMoqwJxrNmG2JTK4GeZxlTJ9IwIY9I3lgmYcXuKEKc5tIQfbLuWG3hzPYI+36MW1eamK/ZFUN8ADjwyeT3OUc6eP7xaZ9Krvvuuw+9Xg+/9Eu/dOjPcPF07l3PJ+D5pYcenAmKZk21M4Osskq82aqsZ5YXpHlVtI95XsBxq3KB5z//+Ugy0uRNazzZbohM5OdqNp53tCv8/4SlkVjcPcuoiPgBYly/kgPP2hrd17u7O9ALZp9yCTwNw8Rcp0mJM2Kz5N+ZZDksU4epT09MsxZr1kChuiGqrfYkJQbcFy27NKdnP0wznFhsyI1vPOwL/0HSy/FwkGEYqNUbBDxFpjMAOLaFZpv+br3VQZIXGEYJ5oT5fh4OkYjBJmY8F1fpoCeB54ypdtZ3NtsdzC8sCvB3bcbTMjS8+PQCntqhtbw3jtEQ09OuVfq20nDR9FR7khXwHBO3r7YqTGNrgvEEgDvvJG34lfNPYaZR7oyaDBGI0xzIE/R2qXV85KjCeOrTa0mU5rBNVRZVvv8gpqGVN3779+LH/vm/wHf/w5+Szw9F+B6+bsUiDU1duo/O1aSHpAqQ1H3S1DVAA+Jx+d/cegNFQYc4Uy+dNxyL7r0Xv/xVAIBf/5V/hYPtTVw8Q9Itvp7D/oH0c+WW+vLyMvK8QHeBWvUzGU+N9i5mHde7Hp4UEc+ZcIPIRavdsF0stVyMoxTbg1CY5aeYq9siuUlHQ0lgst06rfvcGdQ0mVIkr4XQdBqaJuNkh2GKlZYHTaOhUF2jbh+vMbMYz2ZTDBeJa+pa1PnyY0oYBLiTkUrtNQCkNs1yLDTYBsyaknLdSDliDaoLyUQWUXeMB6j6rOWt1eV0/+SzO1e3sTfRbh9FKV79+m9DqzOHUX8fP/6j/0DKjZ5u9VUFnv/kn/wTvPe978Wb3vSmr+av+RutI90aaraBXpBgzycT6W692kbimsz55pivIE5RF5qNOCNbFS5ezIoClfbbwcEBdE3DhTOPVX5HOPaRiSlCQMRZXiezGKBFNU5zOdU+xXg2HSQiIUktZsjyokD3BvSdXJPAc0skFjXbHbTaHaypjCcAv3+AP/7jPwYA/NA/oGzoMCH91/W0UsD00EnNoSl+9fuo2dTOVIFNmGSARoNXGjDlh3lux8dyy5lpHg1Qm+O2lRY+e+FADDDp0vRYvsaeT+2kG7CzmBVPOKuaLmkGn/N8GgDo7e9KbZZas4AnH45URosZW/WeZh/GhmgTA8QKuorGc21tDWtraxiFqWQ01eJpVNVEnrxs6d/D/7+9P4+Tq6rz//HX3W/t1XvS6SQkZCOE3bAroIAgguJXWdzAQWbUcdTB+TioiNv4cZyZH6PizkdHBxRFnQFERESQRQFZAmELSwhZO93p9FJ71V3O749zz6l7q25Vr9VLcp6PRx7prrpddevWuee8z3t5va2q/JKqyIEkfnYOzbzEtfR6GypCCPbvH+L36ahX0R5Lprz70oEEKfCelkNb2oaNNyZHElZgFOjXrtOwu+sSWK7LO0SxHM+YJ6kGVPvS5zO0vafjeY9YcVC6rY17X2kOqCdFJUtIekamEUuiYjnIFG30dNHXy2XGaHSjUECpRBf+7t4Qw7OmdzozPJccsgqQwo0/PzQ9g+CIJSm8MphDyXJ4RIj20a6mIxHP41lboFOxXWi+tCNGM4+nVSlj767tDc/LT21le8Vxkds/UG0XuzTE4+n7/v3OhFoB/ELFgSJJ6OzowAc+/HEsXb6St2gdz+NZsmhnnXDZNcKNISAYbmdpQ5WCL+8vnqCbpzrHB/VAfuSfPgPDjGDP7t249hMfpM+ZJs4++2wAtAUk+178hqftErR53tIww1NVZF7VrsoSVnXFUag42DVSwGjBk9Er0YiLapiI6SrWLErguT0ZlCwbhYqDjhgNUeuqHCiS0gwThlZNzWDC+sF+7RLviEc8r3+2ZKE9pvPogSJLPL8TCM/xZFXtRc/wjGiqtyYTwCnj+9//PnIjQyhWXB5mBwBHi2NNd5JHY8bbqDWC1mq4iMWD6RW6FyEY8wq0jEiUy7fVjsX2mF7n8cyVbSxb2ouPfek/AQAP/uneCTk15oKWGp4TlRiYbxyxJIWhXJlW4ZmqV4Hq8gmN7XLKdrDrDfOEFCoO15Ks2CTgFWJ5Mi4hSPqqmkdGRtA/VsQLzz0XOBerVEDRcnmoPVe2oUwg7MRC7RlPx7PW46lrCpIRDf1jwepoy6kW7jTquBNGreHJWmUuXkqrtRctWcKflyQJf7nrf1Aul5FIpfGud70LADwvWeOuRYCn2Rmi86l7+WdRnzSSrnr6np5hw+SuPCcCgGpOK0AXj50jxaYFQQBwaFfMM+JsKtvkq2qv2C72jBaxvDPcYzpVmDG2dPkh6O6hXok///nPgWMqtotX++kO3Z/jqfm+z1y5WtnuL8bJl21kihaSES0wybkuoBtVz7dfOD5uhBuI/qIApnPJ9Gdpekr1O/In8QM0TDaZcbdkcbBtJsulYx7PRDJFjTxCuJfE1BUULNsLGSoNUzto3nC4iDxbEA2vTWPR0zRlKRdRr8tYVFd5P/f2dmo85sbGoHpSTrZLeIOHVCoN08svNNVqjqciS0i10fBuZ2cndo0WkSlYWNJDHxsbHUXFcQMV7Yt66f3Icjxt1wUIAqLorLBo2crVcFwgGWkcas97EmYuIUiaKhalDDy3J4NhbnjSEDrtAmVh50gBT+8cxdM7R7E342vj6hWHAAhsoFllu3+T2NfXxz2B27e+FDifBx98EOeddx6efjpYZGfUGJ7Zoo3cfmpEqZqGjq4e/hwTH2f3R8miDSh4VEUJFmM9/toIcmUbpmcg+b2rLJe6ESXLRURTQz3oluMi5fN4hnUvKnqGp6Zp0HQDDiEoWja27M3wjY3pyQKlOhfhois+CgDY/AQNsx9//PG8ADQ7OsLvb7/hmSlakON0jIaF2hW5quOpKjJURcb6xUk8uzuD3z7Tj4Spcm+topvQVRkrOmgrzB37iyhUHLR73sKorgRaf6pGBIaqVA1PWeKRF97i1vN4soYd+YoDQmgzBMshvBW0X4klLNQei7GinhIcx4GpyVxW6QvXfg4f+tCH8B9f+QKKlsNTV2RZhmLEcIhvXg/bLDGaeUJNjSpaJLzP3z80il0jBZ53n/FC7WYkyttH13rfaxuaADTnPmVqeN3r34SzL/4bAMA111yDRx4JrweYS+ZdcVG5XEYmkwn8m23SUR0rOmN4oT+L9pgBQggeeXU/BjIlZEoW7t0ySHsA2/U7zpLtolhxeBW7Q0ggD45VtTuEIBZPQPaM85GREQxmy4GKdgCwyyXa911TkC1aeNab7MdDUySUKxYyI3THFiZw2x7TMZApBR6j4UdahT8Rjx2DGZ7Dw8PI5/PYvf1VADTMLgE81L5z5044LsFj9/0OAHDaW96BWJQaSTTHs75wqBZDrTcWDI1KTvi1N1kFITNs8mWaAsGNThBe8QsAA5kSIroc6MQThiRJOGZZmmqvqUqgV/vesRISpobkJLx2EyGm09w6VZFxvCerVGt4DmRKyIV4PHWfx5MQX2W7Ws3Be+iVIbywN+t1qqpOco7rQlVUXlDB8zubGIj+EBnTvbO8sGChEswL9edIliyHRhgmIOHFiMfjPOeNGp5SINSeSKW5ADcI/eajLH/Ly8ls1OHD9BVK1X4+tiAyKS/6GQkchyCmKzyftS2mwXbpppV5PEu5URgK9XpUbBd5z+OZTKVhaDScberVULsqS0i1079d3tuD0UIFw0ULS3updyqfHUPZt0gCQK/n2cvlctU5SgKKxWpBIdfwPHQ1Lfoyab5hWFHV/S/tw15vk2o5BOsXp9A/Vqx6PL3czYrj4qWBHEYLFnpTEUQ0ORASrNgu39z6PZ4sDcLvQZIkCeu8yvanNj8bOJ/rrrsOd955Jy677LJAOFFXggUpI4UKSI7OgemuxfB/mxXLxbO7x3iqRLZk83sEAC8+BOjYHMiWeCoKQVCSbDyPZ9l2ENHDJfkqjoukz0AKKzAqee0yk8mkJ5JO55qKQ3hetu7lBZctB++98u/5nAxQjUfWAYtVtTtOdcz09PRg61AOsTQ9JtTj6eUI+1um9rVFULYdbN2Xg6aAbwSiqXbqDJAlbFiSwqtDOeiqjIR378cMFUa0anhqZgSGKvOcXPZ5aEV/VVKpYlONT0JoPnrc07h0Cb33FFkKFHRGIhHuAGOh9rjP4C2Xi9BVBS4BopqMX/7ylwCA5555GiXfPRVNpJCO6YGajoShIV9x6rzYrktw75bBurWVYXqhdnYeI2MZjOQtPp7GvI2HHolS9RVVrlOkqG1oAgC5Mu1Pr8oyLv7wP+PIo46G4zi4/PLLA3nD84FJGZ7//u//jr6+vqb/Hn744Wmd0Fe/+lWkUin+z3/zzCbHLWtDxXGQiqhcimTHcAFFz2O0ZW8WZcupNzwtGlY0PMOTkKp4PFANL1E9ThlxT8tzV/9eWI6Lva8Fw6eVcoEauJqM14bzSJkqtg7mQvP7/EiShOzoCFxvwNV6PAGgI25g71gJI/mKr32fyyu6JyNA628ZtnPnTuzavg0AkOjuQ/9YCWaaLpK7du3CvoG9ePmZJwEAJ73pLZ5UhMtvrPE6Lhy/oh2dsWClddxQEDVU+LMQWLi0anjaSJq0mwwkcMWBQoUudv1jJXTEGneD8mNqCs4+fBFSUQ2yXE1235spoTdlNv/jKcCq0mVZwvEnUnmqX/ziF3jnO9+Jf/u3f8PevXuxN1Pioa5aAXn+GobK817ZRMfyxV7szyLqeeodbnhSDzETamdacWEantVrU/UIRnxGnsSveY3h6S38g5ky0hGtYaenRqS8Yg+m5en3eCa9Jg2KXO0ExCrRLcdFb5uJ5R3h3mlDUwKhPkbtgsg+Q8VxYbsEMUNF/1gRqYiGVETnY5B5PO1C1mtlSg2SnKc3mkilYWqKJ41DjQjWo/ysCy/F0ccci0vf814sSUehKxK6vddzHQfDI6Pc42lGY+jwnsvn8zxcd/NPfoQzjlyOH/7wh3Bdl3s8D1m1hvbf1hREQyrbbYfm5r44kIPqVY1HdAWruuNecwJqsLI865JloyOmY3VPnHZZ8aXzVBwXI4UKetP1UYXaynagGm5/6cUXAgYxK4p5+umn8Ytf/CLw3fgNz9GiBVKkzotEuiNgJNie0fbyIH0+5xXLOT6Dn/3cP1aCbVO5Kebx1PyG5wQ8nlE9vBuS5biIRgyoKr0v6kTkFQnlIvUkJpNJboTsGS1B81I7+LESzRNMJeL42te+xh8/9dRT+cZnzPN4Dg0NcaO9p6cHz+/JoMdzUIR7POn1oCkl1TmlLaqDEOClzZu4SsK6E8/k16MjpiOqK+hJGDxMHdMVGJGqAShrVY+nf0NiqNWoA7veTAea5oNrUGW62bRdgraYHti4SpLEw+21Hk8AKBeKNMfTJdj+0jPYvZu2b976yitwXBcD+6jhGUmkkYpqgXOL6LRRSZhkHyEEz/dnQtdpU5WRjmpYsZjOW8VCHrmyzdcdHmo3ozwfllW1+1/P0GQ8s3uMR7EyJZsb4rpu4L9uvAnHHXccbr755nkXfZ6U4fl3f/d3eOSRR5r+O/bYY6d1Qp/+9KcxNjbG/7HQ7WzBDLFUVMdRS9NIR6gkkqnSvswvD+YQN1QMZEoYzle4gQmwri3UY6ArVFfM1BTekxiohpdYyODQtXRi/e8bf4pOrZoEz/S4yoUCbJd6Vl8byqM7acJ2CXaNhAuI+8mM1LfL9LMoaUBXFTy6bT9++0w/nt45CstxsbQtir62yKQEaDs7O3n18/ve9z68+PwzAICuJYegULFR0tMAgFKphN/+6qcghKCtvQOHH0M9aCXb9Xa647f6SkU03i6TkYxoWN4RhSpV/1aVaS7nvmwZ+bLtVRsr3ONZtl0kI7SFouMSDGZLSEe1CWkG+pG9Yiz2GotaYHgCtCpdkSScefbZkBUFuVwOv/71r/HP//zPuOyyyzGQKcGu0F12taqdBIoe/OGhdFRD/1gJFc/4tFwqH0bF3qtV7Yos4caf/hz/+C9fx/EnU8mVbMni3ota/B7PiK4gW7IwmC3TQiUvh5HhlyPqHyti8RSuXarD16/dW5yY4cm6+/i7ZUU0BcP5CkYKFnRF4YUI9Z+jsaSSf0GM6AoGsyXkyxatUNZV7Bopoq8twt+vZDlIe3mapdwYDFUGAVCqOMiO0XONJ1MwVBntMZ1X5bLOShtf/0Y88JdHcMJJJ2NpewSvX90FR6suoHuH9nPvTCLVzj1olUoFtm1DV2U8cO/dsC0LV111FTZt2sTzgVetXgvboUVoYeHDiufZVWUJowWLh4vXdCfw+tV08WQFkLT1IPUky7KEmB7smFWyHAznK/za+Al77w1eQczA9lfw0kA1BD04OMh/vuaaa1CpUM9PW0zDvmyJG4xjRQtWjl7fWKo9EK4sWDYqtottQwUM5cpexywt4GlmP/ePFqGpkqdYonitIKs6payFYyPKtoOYXi/JR/+WCqCzsHCox9MLtadSKWoQOwT9Y0Wko1pAMo5t7gxNwSWXXILLPvh3OOf8C/GmN72JezyzY6MoVayAVmci3YGdwwUcupw6ekKLi7zrwYqLAOpYKVRsnLiyA7/9X+otPO51G5HsWca9omXbxaHdiUChZVRXoEWq41fWvRxPb6PLMHySSu0xHXszJUACXBCMFSt0TpSrMk+nr+2u27iypgGHHHIIgKDHU3HKMDUFkgQ8ePed/PF8Po/C2H4MDNJ7yoin0BGrGs78uoXdL95m33bC12lTo80lmJB9pVRAwStckyWpGmqPxnihG3Oo+DdOmizhye0juOf5AfzumX4u4dcR06GpMtatXYvHHnsMxxxzTN05zDWTMjyTyeS4Hk+jRmx6shiGgWQyGfg3m/SPFTGQpYt3e8xAwdPljOgKlrVH8dyeDGK6imXtUewcKQQ9nt6ElC87XHJlRWcMXYnqNWHV1EzT7Z2XXQkA+MPv7sALD/8RAM0nWX/E0QDobkiSJBTKNnJlB4uSJtYtSmDL3mxdRXotY/vp5ByLxQK5LoyormJNTwLnbFiMjYe0YTBbRsUmnizN+L2R/UiShDe/+c0AgMcffxyZMerFOXbDOqzvTeG0Y9fxY+/+9U0AgDeceQ4MnS6wzHtsO80n8EbQ3E+5zuPZkzRguy7u3TKIVwZziBkq9XsR+p6sNeJgtoSIpnhdjyb3/kx7jr3GZIpjJsOy9hgWp00cdthhuOH2B/CDH/wAb33rWwEAm5/ZDFNV4HpyJpFIhFeS+0OAMUPlHpKVnXG+gQKAniT1gLtuVWaJ5U298Q0n473vez8fd/lKfUU7wy831BHT0Zkw8MRrw9iyN1Nn5DGjzHZcDGbLUzLaWUFE1eNJeBvatOflkFH1Si9pi0BXZPx1237sGik0DJHSwqEG3Yt8C+KKzhjKlotHXx3B3rESFJlKyzCvHpNm0WNV+TRFliGBSvSwDkuxBC2EOrIvjR5P1qnqfZOr+XWyjJihoihXr9Xewf3c45lsa0cqWV3UWYHRmGeMZzIZXH755QAA3TCwdPny6uvqKu/sxChbdAwdtjiJgUyJRwhkX/Ww5Xk86cbb9TQ/JUSNoAd1MFuCqSpoj9WnU8QMNSDPAwArV60CAIwM7MaO4QL3LvmNpldffRU33HADAKAjZkCRJewcpkZ1pmihkKGfO5pqD+qYOgQru2iP8Gd3j9EcuYjK82Cp7ilNh9ibKaE7Qfut05xAusFiSicT8XjGjPAcT/a3zCAKa5tZytPHkskkZEnCUN5T3+iIBTxukiSh5H1fkiThxzd8D7+7/X+g6zr3eALAyPAIv4aRSASvjtEi2sNW0sjV4OAgbDvoyaMeYCoazxQB2Nyxot3E727/NQDgPe99L8q2wzfwLLIU8UU6YqbGDU9VVeHKCg+1+407v55uT9KAKkvYny1DkWSM5CtIeqFly/PKh93LN998M372s5/hTW96E31vn8cTdonXAtx7928Df7d/zw4M7mObubZApIYRDbtfbJoa12idNjVqJ7AUIatUQL5CCxQ1ReaGZyQa5WOqqitbfa2YoeLQ7jhWd8eRjOrIlqis2bHL2mBq9P6bqCzdbDPvcjznGr+3xvS8GrR6UMGipAnbIRjKl9HXFkHJcjHiy7eUZQmqRAsoWJI7k5fxo8oS7538+je9GX2HrAQhBP/xL9cCAFYcugod3u60WKTFAbtHS2iLaojoCvraIlAVCdv2N5ansh0XuSb5nQBbPOlNk/I8fxXb8apR3UkZngDw61//Gvfddx8+8YlPYNWqVXjjG9+INYcfSSdBLcJzbEb20TDZKW86h+fzlGzXS7punivViLihoiuhwz+vq7KMiKbi5EM7cc6GRTh2WRuWtUep9wuk6vGsuNg7VkKP9/02E7APQ5IBx6XhuFZ5OwGgK2GgO2FCkiQsWroCV155JT772c8CAPb296PNAKxy1ePJFjn/9WQV3gA1rHrTEbw0kIXjEnQnTHQlTOweK1Y7FxHCvcvrFyfRP1bCrpEiZAk8j7kW/7hSFRnHLmvDCSs7cGRfGht6U3XHFisOBrNlxIypGe0dXVXDk1W1D3tGVrtnePo9nlFdxQkrO/C6Q9px9NI2rOiMhb7ueB5P9lx7TMfJqzpx9NIUjl6ahkvod8U8L8yrK5vUsNi/fz9vYlCoOMiOjdLzSiR5F61qb+yg981xCS9QzNgy35g//+wzVY9nui1QrMIKjMZGq9qmzz5LcyZXHLoapk57U6uK5EVtahdSmuqzKGUibmrYui9oGBHCutmoXqid9j+XJQkxgxZysQ43/aMlLO2IhC6IYe/NioGymTF0RWRs6c8gn8/zIhYmev7lL38ZuVwO24Zo2HLrvhwcx0W2ZCPjtQ02E20BXc582UYqomNZRwyv7stjx3ABSVPjxyie5NVAhm4o26KG12db5r3oWaoKa03bCOrxVEM9nmyzzQzP2uIiTZFR8CS3kskkVEXC3rES4qaGtqjGNwKupxNaq7bCYB5PANg3NBQoLHq+P4vDFqewdOkS77XcgFeZXg+qa2q5VY9nvzdvPv7QvRgbGYaiKLj4oos9A7L62WuvTVxXoHptQmOxGCoOqYbafWPD7/GUJAmHdsWxa6QITZEwUrRoqF2R+JodFq1at24dLr30Uq6jG4lUx1+hkKfrRGEAW1+i9RUscje46zXs20/HTrqtPfSassYlfspeXn1fWwSqLOG1mnWat+QEnesK+TzfhEZ0BZlste2ooVQVFiSppgGEJ/u3bX8ethdBlX1zxkErIP/QQw9xTygAfOxjH0NfXx8+9alPtfJtp4Xp89YwrwbN2aTaet1JAwNjJbgEWN4excuD9fk4Fc94ojdc/eLMumsoEqCpKs695AoA1Q4Jq9etr0o+5PPQFQm7RoroiBnckD1sURIvD+TqXptRtl3kR8Mr2hkB2RutWjWvq9Q7NNmBqygKTj/9dPznf/4nXn75Zfzxj3+EaRjQNRmFihPI1zUjURx94uv5BFa2HOiKhIovjDMZTE3B0X1tAV1Kf6cWTZHRm454xkC1mjvldakayJSwOGXSgpMJyFX5YaH2gbHSuBXxM4E/B5OFjwDAzuxD2ZfjySp2/WkJtCK7eo1WdcWxfX8BJctFwtSwfnESe0aL3Di1narotanRvL7Nu0c97cbw78k/rvi5eYZtbTcoZpT1j5WwKDm1a9fpGZ4DXvcif6id5XVBqteUdFyC3rTZMNTu7xUd9hybJwihuVcuqDbjYLYUCCVToW0bMKgxODw8HIh8ZLjhmQ4sbiykCvi7xlBv02C2hKiu4oILLgAAPHDXrT7DswOpZDWcyD2ensSUP99r+crVvCCLCtcrIQtp1XBY3R3D1sF8wIvD8hZpvrTjSb5JvN+2IknIlx1UbBf7smUsa29k6Nd7mNs6ql2b0iigf6yE7buqYeBvfOMbiMViGBgYwK9//WsUK1Q2q1Bx8JKXCz/qzauRZFtgDBQrVGHhqL4UCAi2788jGdXqcjz3Zkpoi+mIGrQIxXFdL8eTFrUwj1ezSE3JchE31dBuYZa32a31eD744IO49dZb6QalxuPZP1ZCXFfQFtWQLzu8VaimUMMzbPOeTqe58bXfZ3h2dnVh53ARRy5J4RDP8ATqw+2qJ3BOCIHrWPjiF7+Im266CT0JA7f+iubZnnPOOWjr6PRyqinMceMnbqjQI1XDk0lDuS4JRK386zFA7698xUbeskFINc+y7KVqTSRaJcsyT0UqFQuQZeC5h2kHp5UrV/LNzN6d27FviI6dtvb2utbKgNeprW6j5vB1et3iRJ2NANDc41dGvLbc+TwiGo1q9qZM3u8+Eo3VzwckeN91xg30piPYMVzg8zTbYE82ZWw2aanhuXHjRp77uXPnTmzevBmPPPIIPv3pT7fybaeF4evRTHsyOzzURJN86Q01VrTQlTDqdDBliepDSl7xQVj4pWy7eGL7MPbnK4ioClafch7SXjEAAByyah3K3m4ok82h6ImeR/VqNXdXwkDZdhp6ZPzi8Y08nv6+2pIkIer1S56qxzMMWQIMRakzPF9/xptAFKPq8fTCc0z/bypoalByolaCAoCXnF3VwDM0Bfe9OAjLIWiP6XRhn6Thy0LtNNG+NWF2P/4q+p6eHr5DHx3cjZLXuUg3zdBKW39uIgCkohpiXo5iMqIiFdVgqDKyZTqua5P9V3VRgfNmkkd+OSWG7ZI60X+AGmUuoflqU/UWd/fQ8c1yPCu2izHPmOMeT9R3l6ILfuOxNl6/drYgbt41hnu3DGIoV0ahYqNYcQMbkIimYG+mxIuLhoeHuUeTEMINQjOWCCxuqizz/vZ+j6csVz1N7373uwEALzz+FzznSbHFU21oSwY9nqosIePlkn7yk5/kzy0/dDXPi1Xleu1EIKgF2xGnqSu5SjUMy3JAWdhRkqinm80pIwUL/Zki+sdo3/iwMDu93nJdt6hke9VLNzq8DwlTxbZd1cKXDRs24PTTT6ffw+bNXJItoil4bs8YorqCoSGv6CrZFhgD+YqNiK6gI25gTXeCS0JxL7NCNwYDGZr7/cpgFi5xPS9ntYtavmIHhNzDKFkO9wjXUnGooeg3PIvFIt7ylrfgwgsvxJbNm1DIUWMknkhCAu19bmoK0lEdBFRjtOwVfRUqbqh3TpZlvhF7/KUdeHLLawAAI9GOzriB7qSJrrYkYgnqRWeG52tDeTy7e4y2YPbO/4c/+D6+8IUv4GtXfxRvP+cM3HnHbwAAF13ybj5eeB97u/58dFVBsp1uKrq7u7lzpzbUbqjBe1CRJXTEDQznrIDeamWcHNta2LUuFwtQJAkP33sXAODtb387Vq9eDQDYvWMb9u2rejz9jWAYYR7Pks/Q7k6YKFn163TJcpBzfDKLTgW5so0lbRFk/Tmevk2iLFU3ogC4l3394qRn6NLHWYes+RpmB1pseBqGEZoHyr0Q8xB/CI31nWahC12VUbQdJE0VwzlagWu7hFflAvC8S9XclrDwy1ihgoimYm+mhK1DOeRdFVdc+SH+fO/KNYBKF+GhkTG8tj+PJekIyk51QCs8cT9cR6xsuyCFUQCNPZ61Hp2oriBXcniP5RkxPGWJGyJLllR3029+y/leHpDsna8DRZG8Pu9Te19/UQxQLwANgPcDZgn4zGPB+pnbnkbd5D4j/X9xypyVm53vbL3Ck8V9NC9r+/btvGBEVg3emcdPWCvIRSkTsicgDnh6n76e7X4PsKrIOG55G28bFwaTC/EvsrX9vRmKNz5UWZ6y0c50Tffs2cO1FUdGRgEAHR1tdFMA1OVajZdPbHqNFGqNaIDODcUK9TTtGS2iM27glcEcntoxisVpM3DvMOHwFX3UQGZC72wTO+p5Z814MrBAKz6PPe8a43kTqXfdxJlnnon2jg64roO//OUvALwcz0Scj8V8Pg+3UoLlFeBcdPEleNs7L4aiqjju9WfyVqNqQ49ndd4xVCoh5s/btL0Ij+5tapi3EwCOW96GRUkDD700hGd2jyEd1Rqm0rCinYDXU9Z4oWV/fz8Spoade2iqTjqdhq7rvCPP888/j5Ll8px6x6H6oCxkHEm0B8ZkoVLtzf26Q9rQ10ajBK6n7avKEoZyZZi+z+y6QKHienrA1BmRLztN56yK95oJI9zjyfLq/cVFL7/8Mvd8PnDP75Dzwq+RWBwlr3gLnkc5pivIV6gubczzOjeSCGPh9v37h5Dz2im7ZhKHLabvHdNVnjPNKtsHMiXsGilAkcBTxP7nf/6Hv+Zjf/0rSqUSItEYTjvrXNp73tdMICzUrqsyjjzlTHzy09fguq9/g+to1oXaQ9JdOmI6dwQBdN4v282/g1pYnmexkMfA3n4899QTAIALL7yQG547X9uKjJee0tbejlNWdda9Tq1hDIAb0UB1na5Va3AcAlmrbrQlu4x8mbbgtsvUeWBGogHHlV/mDgCPaJmaghNXdnBFBlYQOp8ROZ41+ENoLOeo4k28hiqjWHHQFjMwUrAQMVTEvKpdBi0ZYDu98AlgtGihJ2XgiCUp2I6LVETDB/7275BMJmGaJtoPOZxXvGmkgt5UlBcw+G/gZp0TKraLEa9CvpHHk+7uq8L4EV1BvmJVi4tmwIhSZAmKQr07PZ6WpywrOPucc1Cxq2GVkkVboWny1Hdqfl09wNOdc+pDvrIsoeI4gX7Yku/5qVS1A5hSRfZUqA2psL7cr732Gu/VLmlGQ49nbSvIuKFhSVsEHZ64cyqiI1tmeWOo62nfGTfQEW9cRFirnwp4Vb8NUhhMTZmW0b6sj3rSs9ksCtkMypbD8xk729tpCFKVYDlBORLLae7dVj0Zk7ACo6hOF5yhXAWSJGFNTxwbepNY3hHFoV3xwLEsjWX10qp4+fDwsFcw5GJ0lFW1pwP3t99jz7rGOF5hlyTR3FJN0/CO/++dgfeLp9qpNJIXTszn8yjkxqrnnkjhS9d9Dz978AW0LVtL9VxdGu41NGq4O4EFrmo4aIoETZUCcx4tjpGqQvWojlFVkbG+N4X1vUl0J+i4aXTNmfyZ/3qXbZdLee3duxdJU8WefjqvdXdTA4lJLlHD08GKzhhKtoPOhI6UYqNcpgV3ZrItsIlgoXYAiOgqlnfGUPQ8uXTxlrEvRwvesiWLepwJzQ1lOYzU8LSbFhaxVsCsuKhWYodtEP0ezxdfrOo5P3TfH5H1mgxEYnEUK/T12PViRVkVL0+e1RiEwQqMnEIW5ayn/NDeiSP7qrJjnd10vWAez5FChaZuVeh7ZIf346GHHgIAfPaLX+Havm+75P0gio6KU83XZ99h7TqoqzIMw8BH/vGfcdwJJ/HGIP5+9kD1PmMQQkXR1i6K86gLy4WejLHFPZ6lIu66i3o70+2dOOmkk7DKK2h7bdurXHEilkyHruWGVj8/sAgpo7by3XUJbELQlq4WThOrhHzFpoZjxTM8o0HDs7ZDnt+xsLwjhripIl+x4QrDc+HBF2bvZqHdNFwuA1OoOGiLahgtUld/wtT4Ig0AkkSquS0hofZsyYJlu0iZGqK6iiP6Ujh+RTvMRDueeOIJPPjnh1ExUljUmQYAlAoFHL4kySctv0ckYWp1vcgZZdvByFDzHE9Noe0DmYEQ1VW+e3dmMNTuurR14NGvOxEAcNhJb0Iy3Y6S5XDjtmQ7kOXxpZSaoSpSQCdPUepD7Y7LOui4vMXfys4YLxKojOMFC31fWcLaRQl0NjHGZhL2tTiE6gp2LKI51Fu3buWLLFQ9tNJW9YzC2sX9mKXVqs1UtDquHOJikimvAKqtMhnM+AtjZWccK7oae1DHY/khy/nPe/fsRC5f4PI6HR3ttJ2jqkD2vvfqOY2f1mFq4QVG1dxUKgHFdDCP6EsjVdOAIOapRxy6tHof7t+/H6oioVgo8Orhtra2gPGt+HM8va4xtkNQKNto90m7vO+97w28XzzZBsNnyOTzeeQzo9XPFE8hX3HQkUpgKF+B5OWoqrLMc9P8BprfcNBVGbosB+YdlrIgSSzaIwU2K3Gvne2angRiutJ0g1FbYFSpMTzjpor+gXDDc8eOHRgeG0PMULEoacJxCXSrWqgTSQY9nsWaLlpJs1qh7HpqDqN5Cx1xHSP5ipcDK2MwUwIB8eYraVzDs2RROT5mcPs3fayLnT/HM5vNBgzP5zZvws7XaEMOIxqH7VZF+AE6vvJlKg1lePqvjc6GeTyt/BjP8Vy+pDcwd7HUlT179iBftmE5BIuSJkbyFVRsB489cDcIIUik0vg/n/xHPPLII3j55ZfxqWu/jJx3HhGfdFStwwSotj4uWW7geUKCG12mLFHVmab/H96b4hs6los7mX0r83iWiwXe2WfDcSdCURTu8cxlsxgbpl7hZLo9dMPEOoz5HRy1xV3xGgdRrmKjN23iyEOqG1FiFb1r7cLxPJ6KHjQ8WfMZgEYZ2Ljhn0lXUax4XeLmcZgdEIZnHWznRSURfLqcKm3JWLFdtEV1jBUqnuFZ63WUwGwdf24UY+9YCR1xHbLMcryoAG+2ZGPVqlU45uijkCs76PR2Q4VCnk8wZcsJ2Uk1MjxdDA0293gCXsvCCjM8aZhmKnJKjaDtzegEcuyJp+LJ51/G+z/z/6OhWK9zDP1sLmRIdaHhyaAqUmAC0EJC7bZLJ+xixYGpKshXHJx0KE2GHylYcKZQ3CRJEtYtStZpi7YK9r0QAowWLCz1dOqef/55fgxRwj2eAMvzDE6U/gkuHdGQ82RtaJHZ5L8Tf0cioHk+5bKO6LQ6PbW3tcGMee3ndu/kVeIA0NHeBst2oasKTFXmFcBsozG+4VkfegbghRId7BwuYnHabPr5ZFnCYYupNBwTCR8eHoaqSMj5DMKO9mAKEu0U4/p+Jp7H0w6kJbz+1FPQ1lNNY2nr7IChynxxzefz/H1UTYOsmciVbazsimMkX+EbZc1LddGV2vFR3cDoCm2V6J93WFcqjhTM06MSXva4kkNAUFWEvrcTyOFNmBr2eaFzZnge5nU3AmhrTVNVsKQtgqLlIDdGW8hKkoRoMsU3EYQQFCtUc5WRMDXaktjzoBEQZMsWne9LFqI69czvHi1Sj6d3PfIVe9yuRUymTZaCm2PmFdTkxh5PABjcS72PihmFJssBIytmKNxo0WSFKjs0kNpLeWlupVzV8OztXRT4vhYtrno8RwpUsmhxKoL9+QrKjou//JF2nTvhtLORikUgyzJWrVqFZJTKTVmex5NtbsOq7HUvmpCv2IHIoONT0QDoeKDqD9X7VpIkJEwNBe+7lGWpLkQ/HuxaV4oFPProowCAQw8/inrMV6yo2xx1dHSEbphYM4lSzUbe7x1N1jRGyHnC911tCV7s5ZSLyFdoPUm5SNOldNMMjCt/6hgbQ/7nI9767RIyobbac4kwPENgrfJYzlG+YnMD0nEJOmI6xoo2DE3xenZX3egSAOJWk6prJ9o9YyV0J2hIlvX49rvih3Jl2oXHWzQK+Ty/aVleIqNZr9iRsQyKBSrj0MjjCdD2geym1lUqBaUptLf1TBie7GZhHYJ6Fi9BIkpliyo27UJBvDw65kGYKjTU7vN4hhQXOS5tk1mw6GTIOvB0JQwqwO42DgnPFyQvcdwlBCOFClauXAEAeOmlaj9rV9YaLvS1eUm1VadJU0XJ62XuEAJ1Crtnf0coYPx8yumgyBI6PMNrz65dyGWrYeWezg4q0aVKAc09Jpkz3nhr5PGksk20X3ZnzJiQDJgkSbzAaP/+/VBlCQUvhAoAnT6dRfa5/NIorKo9X3IC6gCSJOGEM8/nv3d1dkGSpKDh6RnjqXQb8hUbhYrNU0OGCxVeZc8/s107PjzDU5WpwVy2ec4su75Adf4LC5cWvU1tM2qvd9l2sWhR1eMZ0xWMDtOiyR4vtzcej3OR8F1bX4auyuhJmNAUGVnv2Pb2duhaVXqobFe7TDESJhW7Z2oC+TLNQTc1BZkCXQOWtUcwmC3DcWkVtabSHM/xPJ5sDteUYNvMiqeiIcvBqnbWVUqumYuIGqHtJn1pQnHPsC/bLiARro0ben3jaQDA2Mh+nvu6fElv4Jg+r6d7f38/RvIW2qM6upMGsiUbw8OjePLhBwEAZ7/lrYG/ixtVz2tUV7hnNyzUTltBStXW0971cUlw7ADBTaztEOiKVBdRkYBJbfzZvTE2PMSL8o485nXIlCwYhhHoxAcgoIFaS23BZqVm3a9dp2m7YQ3JiMbXebtchARgtFhBibU9jsVrPJ4ynw+Yco5Uc58VvHC98HguQFi1t+IlydOcGYX38E143YwIIXW7GQLAhWdM1eTaFCsOrYZP0rAG9XjSHRELXe0ZLaI3HYHrFReViwWeu+gSEni9uBd+D5tk9vRXKz+bGZ5slwQAmqx4LcmIlzw/Ux5Pwhd9ZoRWHMfzKqCq0waMu3g3Qw3J8WRi0AxWtV62qBci5/Vn7k6YGMiUqJD2PN8tAjQc5bjU8Fy36lAA4OFlAHBk3fP0NdCeq1n8/B6JmKFBliRkixbPiZ0s/laYLIVhOt9tM1RZQns3XSx37tyJsqd5KEkSUqkUT5+I6NW0EvbYeHmlrMAwjKLlIGXS6MVEq2qDhqeMopd7qaoqz+tmaIrEDWTVSxspVGzYLuGdjRinv+UdtLuQpqOvjxrhbHHN5XJcsimVSmO/FzbWFBlJU8O+bDngsfR7Hdl35zecqGoHreYGEEhPYYlG/iFjatQLRztFTcDjaQc9nosXVT1wkiTxohjm8QSq4fY922nLYVmWcEhHDEVPPL67m3a0YXMdfQ8S6HLD2snKEg1p5su06h0AsmWaWnVIZxyFioNM0YYs0fnKJWQcw9PhagWGGpyjaMcjerFYcZE/1P72t7898FpEiyJuqp7yiCdj5eV4lm0XINQD2sjwVCI0krbzta28f/eKZTWGpzd+9uzZg+FCBW0x2sY2HdHwyAN/hGVVYEaivGEII+oVOZVt6km2vBB5mMYpU0HIl51ATiRtERs8Z7+Rye9lL4eUXUtCJmfMMCP/mccfhuu6UBQFxx57LF+HWbid0dXZ2PA0NYV7PFkhWbN1OluykDRVJE0NZrS6OYzqVAGi5Hk8u9tTAa1kv8czbL7xr7Eix3MB4q/2VmQZtksXAQJqHCmyBFmmkwbTZuMhHACqDJ/+Z3Xg9I8V0RnTA7kpBARxkw7MoqcnuawtCkehxmmpmOf9h2UpmAOpKnJoxRwAbH9tOwBA07SAcHAt/uRtRaYTNutsMxM6YFXDU/EZnioqDq00dlzCqzBtd+pSSgC4rh6vBK7J+YT3fpon7ySBGqJxQ0V30kCmZNPcrgVheNIUhtGChQ1rVtU9L2m6lzZR/1n8Hk+2MNSGdExNoX2uCcFUsh/8rTAtn/HUChRZ4gVW27dvR6ngVQDHk5A9EXC6WKl8AWtUZV+L2aBfOwDkSzaSEeoxs92JNR5gXrr+/n6oioSCr097tEZP1L/QKBLNux7J00WrVnlh/eHr8Y//9v/w8X+7AZ1ttFDE7/Fk1bmptjaM5CuIeRXWqYiGsaLFPZb0M1c9nqwYxvAZTsT7n807lhM0vFyCuk0rXVQr44baw3I8l3geONafPeN5Mf2GJ6ts3/Xqy9Vr0puEUxzjx/rTiio2Te3xj/u4Uf0uHZf2AmdzdaZoQZNltEV1pKMaRgsVQKpqdzbX8KRpW0B9lba/pS0zhl555RUuIv+xj30s8Fq2bCBuqLQgzDO6YroCAiBTskBAc/3CCuJKlgM1RsfGnh2v8cdXL+8LHLfc0/IcGBjAcK7Ee58vTpl4+sG7AQCvO/UMLO4INoOI6TSXN1OyaI6n43ryVlJosRPLTfWH4h0XdZtBf6TCclyonoKCpsj8cZZzO1HYvbF9K40SbdiwAd3taT6mWYERAESjMSRijTWG/U05Kk74Oh31rdPM45kwVRgRWgCYy9GueoOjOVgWdSCcdviyuhxPxxdlqE1L86+xwvBcgPh1CCWJXiR2M0hStRdr2XbrZI1sT0oiV6Yub//ExjrbMO+ColDjgb3G9uECAAm96Qgcmd7shBC4VrnOe8qINwi3P/PkYwCAY445JiAYXYvpC2NYXhEQu0FmOtRe9Lw1UW8BUBUJlue1S0e1CRsDjWAhcjYhq17uj19Gh3qQCEqW62mjqp6kj8K9SPM91A7QhT1TtOASghVLF/MKZkYiFkO2QdGDvxKzYrt1C4PqGZ4jhQoIASRpajme/sVCkqZXONYMVZHQsYgaJzt27EAlTxdtpkdocY9n8JwmYiiG6fQB4Pc784ixBXE8mJbtrl27aGGK552NJVJIR4L6loEcT4X2fh4rWkiH6GAmTQ0rjn09Dt/4em4k+g3PUU8rNJ1uw2jR4l6YdFTzNCjDPZ5lL3+TzQWqV5Co+ySV/PctITRPr9aRHPdaZ443BvweZiat1LeERmz27t1LBeGHG3s8t79SkxvpyweN+sZkyXIACYH7Q5Ik6gSwHVguQaZkwdRk2LaLXNkGAZCOauhNRzBWsjwDg37QZp7c4XwFac94M/Xa3Ofqpo8Znqz1qaqqOPnkk3H0McdWj1cjSJgqNLnaJ16SJE9dhYqqN/J4DmRKWNxNnRCu5+3UNB2LuoLevJXL6Bh1HAelzChPR0jpBK88ScPsG09/M9I18meyTHVbsyWba5Yyb2ZYZCFm0mtR9Mk/jRdq99+3/pQCgsmtVYG2mQBOOOGEQM2E3+OZamtrKE8FMHuBFVKFr9Ms3E4IQa5sI2GqiBsqb5uZy+UQN1QMjVZTb2rPUak1PJX6zR1bY4XhuQAJeDwliWvtEE/rLle2qafQG2z+AVu2XcRMFTlvYmITGyEE+/MVdCerGn+KZxix19g9UkRXwkDcVGFGqoZEuVio854yGhUYPffU4wCAk08+uelnrd1NsglspgRomdg5q06k+T/0PXVFhuPQtqPtMT2QKzal9/IKttiEzK6zP8+T6UsankER93mZupMGbzs235ElYH++glREg6LIgQ5GkiQhGY9ST1XIpsNUqzt01uXE/13LMl3IRgqWp+c6+fOL6ipKFu0/TBfX1l1TVZbRvdjn8czTyTuepB4ZtlH0e/ctm0wo9B+m0wcA+3MVdCcMnq/XqJCrFtbFbefOnTTU7uWjRhNJtMWCC3m9x5Manu2x+kKsVLTa6pEtfH7Dc3iYFtm0tbVhtGAhpiuwPPmdjrgOza87WrMxqV1ITV2BrlQllfxSWa5XIV+78MUM1fOcjmN4+jye7BxYzmGlUsHw8DCG9zc2PPt37wz0Og8Ynt73TwhBvkxzOWsX74RnMOXLdAGPaAqG8mWUHRcdcR2mpmBJOoJM0YKEqqez0ecqWQ5KtsuNtEiNdrI/TYEZnoyVK1dC0zSc5QtpE82kvcVl2uWNSTNFddWTGiKIm1poeshQroLlS4KFpm2dnXXzfJ8v59PKDvGf+197GZbXGe30M98cuomIGrQuIuZVtYeJxzNiOtWdZGkMAEKLhKI+T7XfUPdvJCebGlZ7rY8//vhALqbf45lMtzcdt4YvL7m2DoO/n7fxypVt3gxGVeRAOkzMUHldRtg5+nO+w+5L/xorDM8FSK3Hk2G5xBMStpCMaHyQJrw8T5aHmdBVZIpBb5Pt0kmCVvN5hqfX8Ya9xpgn0RQzVJ77AdCFo1YbjFGbYwoApYqNFzc/CQA46aSTmn5WNhm7LoFlE8S8m2+m2m3RikO6gKuyjGzJojeYRQXjK7aL4XwFbVF9SlJGtVDtzmDLMH9lu+3SQqaoTr3SfsNzcSqCeJOOPPMJRZYwnC/zMJjf8IxGo1zjLkzCyG9YNGpyEDdUGk4EJt1ClL2HJEkoWs64HYKmiypL6O6lBl1/fz8yIzQUm0imAbCwlBT0eLr1oaowwjr5ADSywcax/z3Gw+/xjOoKSp53NpWq1wlUZSmQpsC8cGGdf5KmBtulHXVYWDfM8Ey3tdNNnybzMG9vKhIosvF3bwszHCKaAkWuhtqZVBYhhEZwJKnOCGDV45PxeJY9Y763t5qj/sILL/DcxK6uajtNZniyYxhBw5Om+DBlAFooFTyfhKmhZLsYytIGIbIsYV+2AgUSF6bvTZs8RYjN8Y0+13C+Qj2UzFjSgkV3fs9VraGxdu1aAMB559EiHsMwYEQTUGV6b8kS+Phj85jr0p/LIZsl23HR3RVMu+ru7qk7Lh6PI8LkhjL7+eOZDN3QabqBpYu66v7Ofx70WrtNNUVZRXiuVD3GdVHnLTc1f4oECVzLah55fYi+GeEeT42fs9/jmUi3NU0RMX1jNswgBLw6jrKNrFdTwM7VX1AW0xVeWOR/jkFD7fR9wuZU/xoriosWIGE9gwFwgyVbsqnkjDfxsk4vLA8z5gm5+gdgtWe4VOPxBH+NbMmGqtAwZzxeLTTI5XINd45hle2bn30WBS+EN57H0/Bu/qLlwPLyHXNle8a8frJU9dowYy/C8nkcKoZdsl20RbUZMVB0VeJtBllbQttXYGS7LkoWTYfIluyAoZmKaDhjbXfda85HZElCtmTz6uZaw5MZEuFySkrVqxSisQfQFI6y5cIlU8v1lSSJh8gmGoaeKooiocvL8SSEYOuL1PBIptIAqpO0v2HCRNM6DFXhebB+LIfmZlejBRMbu8zw3LlzJ7qTJlSbLjRhVbOqr3ORKrPUCtSF5AHq7WDGXlionRmeyXQb9yox79EhnTEctTTt+8zB0GHtGIpoCmQZNPxMCP/sNCwvQVHkOuOBtRscX06J5i463gZRV2W0t7dD06jHcPPmzdXXTFevWSKRQI/n9fbLivkNTxr+dbwiLQcRrX6TmTCp0bY/X0FnnGqlDuVKgAS+yUuYGu2Q5SvwaPS5hvMVtEer31dED8pFWT5DihUXMdatWwcAOOnEE/H31/47fvBfNyIRi/DxmI5UnQ7s+hJPJSVs/bJdgq6afP9FPfWGJwB0et2LSp7IPFA1PCOxGL8WtbB5hxmgubLdMEyte20eCxWbewnDQu1RLz2BjrXqNaeP276/C5eQCsNv1MXjcRx22GGBLkN+SaVEyKbQT62XvlmonYbZqxGLpK9bVcxQUfJ5PMNC7cyp0shJw9ZY4fFcgNC8LrZjlHg1e9miMhGZkoV0ROe7I+p1tLiMgirLgd0wQHe2TLKEFVkossTzDxOmimzR4t6ltlT1xqCGZ4Mcz5DK9j//mbbOYy1Km8EMBKa/RjX3nBnzeDLJKIBVPTo02VpT4BDaFYMVS1gTrAxuhioHJZVoZXv194rtouSFGPM1Hs+FBJubmZ5jneGpq5AlKdTgYzmerre4h21oIrrCJ6+pbkJYiGyi+ZRTRZUldHT1QPE0Ml98/hkAQDJFQ+3MwOINEyoOLHtiHarYeYe1Xo0btekEEw+1j42NoZjP8Q5LXR3tIZ+rmuPJ0nJMrd5LB4BHUghI01C7GU9CluDpSYbfb2adxzO46EZ0BZLXuSfH9CMV2vGIGsD1xUV8IzQBw5MJ2DOZL0mSuBbx008/Ta+HqkIxgwvzslVrAIQbnl1dXZ6ahufxLNuI6OEGArs32qI6VFnC/lwZEsA9zXGDejBLdtUobzRvjRQqAQ+1P6ceYF2fwkPtzOOpyhLOuvBSnPymc5GK6MiVLTje+THDkxdGERLoN+/Hclx01IyzJb3hGs+JJM2PZmLmAHjBUyQab2x4ep5tNn9kSlZDjyfbZNgOCYbaa+7LiNfauOxtGFk6FotgsG5GU/V4bty4kddBsJoJ0zT5JjHmNWRohKkGNUvDxnjcG1dD2TKPRgFAKlk1PKO6grKXyqBqGnS9Pufbn+MZ9j5sjRWG5wKEid/SXtgEzPIsexNrtmQjaii8qIhVpY8Vqai8IkuBhGkg2POaJ+r7PJ5xQ0XJdrgrvT1mwIjQSrpsNss7KdVSWzEHAI8+SjsxjBdmZ0S8cLtlE8S9HJ0Z83jKNHwCVPOQFFlCVKedPMYK1dDhRBfvZtSKyPvbDgLAaKGCqCfmnK/YgUlgIcEKoli3Ib/hGYlEkIxoDY1qNomyrlx6SB6oItNiHCadMxVMn8ezVVJKAL0Wuq6io5uGZHfu2AEASHti2X7vACvumIiYOVD1mtd5PF3qNWfpBBNNE2GLGQAMDfTzPu09XfUeT3+OJ5s7TE0JNZh1VYamUqmjZh5PJZJA0tS8RTy8Et/fvS00l8yTj4kbKjJFi8vllL1IAlBveJoaHauRkPw3P6zQrWS5ARknZngyj2dbewfyleB30reCGp5Ml9F1XQwNVfNBo7oCx6XatIWKw+8dP2zDVnZcpGMaFFnC3mwZEU3hTQ5MTUHC64ttaFTnM2wsOS7BaMEKaK7WygD5jf9Ghqcs09SFUa8Ic6xI6wfa43og3SuiKVw1pLZVMDsfU9fR5t0XALhUVS3plNfAJF/Nl+WGZyzWcN5MRlQvFYMqBmRLNk/9qIV5yQmqhjv1XAaPk71ix0IleJ+xULvNdGMn7vAMXOvjjz+e/+yvmWBKCW1di5rOFWwjz4rhwtZpFnEZ8lIvGGmf4SlJEmSHdp6LxeJ1r6EoEhzPFrEa5JT719j5jDA8Q2BfaMVxQVxw45AWo7BeuAoPsTMX/WjBgqFSzbpijYfSP8mzHB1FlrnuHW1lWN05HbOsjQ++0UyuoQsfAA+PMx7/K+3EMF6YncF2jhXH5ZPrTOWIyFL1ZmEVwIpM8+00RcJokXYG4e0qp1FcBISIyCvB7kWjBQsdcY23CDTHWQjnK7IkBbrXrFixgv8cjUZp2sC68LQBurjTcHujFA5VlhoaEROFyXv487JagSbTdJHuxUHvfop5PH1aiaxhwmQUFGq95oAny6VSz33RcmA3MOJq6ejogGlSjd59e/dg2DM8ayuL6fv6BOQ9BQy6aQo3PHvTEXTEDf59hhmeaiSBdFTzeaLrr4G/e1tYEwyWc5cwVYwULP43FS9iAqDOeACAs9b3BHJJG8Fy7P157czwfOYZ6s3u6u4JbLYdl6D3EFoQwjyew8PDcL1dLzM8bZfAcUhdu0yGLEuIG1SDMmGo0BQJmYKF7qQZ2IyftrYbLqHX4s2HhxtvY0WLtsL0fWYWEQur0q41PFmoHaBjYbRg0XbNBepFZAUrAJ1b37iumyuIWKEeT+rl96d19DQItben6b3DwutA1fBMxBMNHRNRXcXZ3vXQPemoZqH2Wukft0GuJhNHt30pLVFdRcnbPE/WzvJ7PE844QT+M8vFBIB///d/x2c+ew3Oesd7mhcXeY1myg02aoyEqXmpENV5u80z8DPetV2RoteqVqUECM4H5Qb3rn+Nnc8IwzMEWWa7boc6OyWamF1xXMR0OmgMTeZFRQC8SbjCO3uUKsEBaPt6n6uKBEWSIEncmQqA5if6uzFEvAKj0bFMw1A7e2+28x0eHsbWl6k22YQ9nj7PVMzwQrQzFWqXg6F2gBq1UV2FKkkoeNISzFicdqi9TkQ+6PEcKVjoiNGFn+VFLURkSQp4UmpD7eNBKzHdhuOKSSoBU/d4RqZg5E0F2Uth6eldEnic5XjablUrkW2yJhP+10L0YC2H5jNGfOkEE8ljlSSJh9sH+3djdGQUQFVY3o9Sk+PpuvT+DCv28ns/2PfJDJmRkRHk8zR3LJ5Koy2qj+ulZQUTYeODabQmTKpnKXte4bLPmJuOIgZTFfGngTDDk32O7u7uQG57yXKwfBX1EG7btg35fJ6H2dnxUV0FCPVQF8oOX6RrocVAEncOZMs2FqeCOo7+wpZGsKLJWiK6jFJIlbbf8Gxvbw/oLyuyhHzFRntMp3mTmhJYfwAawZAkCRFdBvHpGTMcl2oU+1+3keGZ9ELtzNj0/8yeGw+2YWlYXKTIUCQpaHg2kAJi0kn0PqPPM09q1gvnO2TiLk//tfYbnv619PDDD8fV11yLtvb2pvc28+7SCFLzdVr2pK8YLNQ+lqHXlt+n8RCPp0w7agHBzbQf/xo7nxGGZwNYgZHjVaKzRHq2Y2d92jO+UMdInt4AmiyjZAWTqv07tYSh4sSV7bzHbPU95UD+D5NUGss0DrUDdJeWKdIJ6JFHaJhdNwwcc8wxE/qsbDfJ8kaiujKjxUUsj5Xl/7BQe8UhMDT6XjOl9ejv9sLeyx92Gi1Y6IzrXr/fhRlmB6g49vKOqoHZ0dHBd/ETMTxNz+PZOIWDLmBySIXyRGGKCdOVyZoImixh0ZKgxzOeTNflXwbOaYJjrbZADWCLOE1HyLN7Z4KvxwzPgb39vIe6P/xZ/UzVTZSpKTh+RTuX0qmF9VhnOZJA1auza9cuflw8mUZHXKf3e4PFC6gWTISND5Zzp6sSRvIWv2fLtouIrnKP6VRhHk//ey+qCQkv6ukOtO0s2y4OXb2WP//ss89yw1NVVaTTtEBEkqmAd8VxG6airOpOYHGabk5Vz6Be5LUX5ddAb9wdiFGb38nw53n6owGGYfAiKhZmZ7BjOrzXM1SZhvs9aSj6WnQMstQZ/wacENpuVZXlCXk8WaFTmMezpyPd9HMzDG54NvZ4yrIUMJKckFA7ENwwsvuM1ScwBZmQ7IKGHHfccTjymNfhbRe9G729VfmouEFzMQM5zk0KixiGVxdS237YTypCReP9mzJmYGayNKWBSYGFGZ5+J0pt0waGf42dzwjDswGG5hUheP18M0Ubqpf3BtCbqT2mY7RgwXZctMd0DOXKNMdTkVCygiEqv6irJEnoiBuQUA3jA0BEVzFWrO7iWVeD0Uy2qR5ae1zHSKECxyX4y19oYdERRx1Tl5zcCL/XRvcW0xmTU5KqhRn+MACrvmuP6ShVHN6Dd7qwkJ//d3az0j7CDjriBlRZQtyo10NcKKQiWmCCkySJez0jkcZdNhhVj2d4rqMiU4/+EX3JSYexGP4UjlZ6PAE6ppb0BfsrJ1MprnDA88I8DdnJhP81RQ5sZgBvIylXFz563MQuFMvzHNyzm/eVD/V41siBpaJ603PWVTkwJpjhWS6X+WOJVBodMcO73xtfA5bnHjbvMA9PRFMxWrJoHjyqUjK6Ik95zPD39sYmM15q2/72LuqBKksY8SS/SpaDjvY2Lqt03333BSraJUmCotBIzmixwkPSYSxKmSiw/FFCF/muRHAu9RdgNWJ/rhKISjDqBNH97RU9g6PW8FS8PE8mRG94RltbVMP+HL0G7LtiOaH+SA/7WVUmFmpv5vFk+Z/jwQ3qBuuWrlKPp9+BT0K6XgFVD3OlZsxGNAVjRQumqoTmtTYiEongxtv/gP/7n98NPK4qMlIRDUM5es/U9l1vhKlWc8cbfd4l6QhOWBFMqWHfN7u27P94PFg4B9DIjuPShii09bMItR9wGCrrBEENT6axycMHGtXbjGgKhvMVdMRphaHrUu9Lqcbl7rj13gXWTpIR9QRgWQiHGZ4jnhu+kUclbqgwVBn782U8/PDDAIDXnXDihD8rmwjZYhzV1RnzePolo1ibM2p40nZpXYnxw36TQa3xcPoLNIbzFd43WpGlBaPZOVFYnudEPZ4ly2mYO6x60h26V1U8FVixQ6HstNzwVBUJS2oUHGKJNCyH8FAwO6ei5dCJe4K9QGvTNYCqSkVUV5Dxij0mKhnFPJ5bX3mRd5AJ83iyzR/zXDlOc5FsanhWz6FWjkWSJETjSXTGDa6E0WhRNVQZhXJjz7CpK7zKnhlpbBOjeRJtU4WlOfk3RbUez56eHnTGDQzlqoanqco488wzAQD33HNPwPAE6PVUZVrQKAHQG3imWDOLbMlC0aL92v15eQAN81Yct6GxU6hQr2p4qJ0aUY5L4JJgbjAzRPz5nezc44bKC6LYBqMzbmCfz0hi37+mVMOyAAIpGxMJtTfzeE421N5o3dK9eTiY4xle2MoKaAmpMTy9+09vUMnfjEatJf3jqllthR9Dk/kGtNHnlb3UHD9VHc88CCE85J6IJ+r+XvUiL8yxEvY+/jV2PiMMzwaYmoxMyfIMMSqhZGgynyTYYOxMGBjMlqEpMkyNVkrTfKfgzsdySKAtHUC9gUxAnv3fEdOxL1umYvOm5/Ecy1IvgizBtuu7FAFAV8JA/0gejz5KC4tOnIThGfU6SJRt2sZyccpEtyeWPF1q0wlWdMaQNDWYmoyooWJxMsLzS2fCOPF7OIGqAQXQ0FfUoMUZa3sS6IxPzCO8UDjxRPqd13pLwjC0avpI2MSq+HbXU53CVC/0m6/YLevTzlBkOdzjWeOxYKF2qjIxsXOqVUoA6kPtk5GLYh7PF59/jj8WZngyzxUzGsbrB68pcmDOqTU829racERfGqmoxnMGG10DU1N4GlHY+GAdeJKmFgj1Mo/ndFLMTK9q3p8vV2t4dnd3oythYF+WGl1M9okZng899BC2b98OoCo0rzDDs2hBkhp7qBVZQrs3D0d0FV0Jo+4aGCqt3C428HoOs65iDfIV2ZwHBA2IU045BYqi4Kyzzqo7p7ip8lQL9j0Hr0H1eimyzL39QFDOj3k8FUUJ9bQDzT2etXqjjWCpH42cGEzBwP+s4zYOtecr9ZGFqPe4qdYXAI5HWAU9AHQnDAxmSgAaC8LXYqj0fmHr9ERhhmepmMdY0UI2R3M8E4nwHE+AbrJUufH7sDV2PtNSw9OyLNx444344Ac/iMsuuwzf+ta3UCqVWvmWM4ahejsp7+bhPysKz6cCvBvf23FGNJrzSQCeG8oIW+gkqaoRyooXFqVM7MuVUXFcmNFqjqeuyvjf//1fxONxfOtb36o7366Egfsf/DPy+TwkScKpp5w64c+qyJJvpyyjJ2mir218r9lE8C+cAHDY4iTdpZZs9LVFsChl0hDKDGh4AvWhdr8W4r5smRY1yRIO6YxNKHdnIfGpT30Kjz76KD772c+Oe6yp0fGtyOGeOra7Jph6VTt7H6B5L+uZQJPrPZ6ReKLOY2f4vHETPadabViAdjHzV/5PZuwywzOfqy7qYYYnfe/qxqmRh4bRKNTOaG9vx6puajSwMHMjry+b8/w5o35Y6DNpVhU1mIahPgMez0LZpnJFDXI8meE5XKjA8ry3pibjtNNOg6IoKJfL+N///V9+LFD1eGZK1PDUFRk7hwsIo8vzelmOi46YEeoZ9ofMa9mXLfN8zLC/Yx5dTQle35/+9KfYt28fjj322MDf6KrMjYmIpvD5uj2qw3ZdZEpWIB9Rrcl1t52qnB/zeHZ3d0Nu0JWsmcdzwoZnzXgMw9SDEZVmoXYAddeLPa6rQYeD65KG3y0jU7IRDcnzbY/pKNsucmW7oS5n3efQvPulQZi9EczwLOZz6B/J8+r22nsXqEqqFS2n6QaUrbHzmZauBieffDLuuecenHjiiTj99NPx/e9/H6eeeuqCMD5ZKIXptLFe6cmIihNWtPPB3+mF2EuWA1OXMVa04LhU08u/oPur8Rj+/Ef2f0/SxL5sGWXbRTRKB2W+kIOhKrjjjjtQLpfxs5/9rO58O+MG7r/n9wCA1RuObigM3IiI3rjTzXRQatIJGIOZErriBm87OFMFKLXFRSyXNFe2Pe0+Zd6HIaaKpmk4/vjjoaoTk6ypOI0T4VmXDJeQaXmvWGiw1aH2qKFCN6NIpqseHD2aqEvhYAUJzTwGtahKsLjI8drfqoo0pc9X29RB07SG6RFRQ0XO8/Sw4pBGrOqOY0VndcEKMzwZrGtPo/vdUJWm44NVtlNtTFrgwgyf1T1xLGuf+sbV8OZbWmxIv6PakDCrUo96qU4ly4WpKkgmk7xKeevWrfxYgI5p1qYXkFC2XTy5YyQ0V7MrYWDPaBGD2TJSES30OkU0BaVKfaidEIKBTLmuIIlh6gqKlfDuWbIsh25CNixJYVU3XQ+OWppGT9L0jpfQETP4msFbePo23EDQW37WWWdh6dKleP/73x96fsDMeDx7kiaO6Es1PeaI3iTiZnWMhXUuAqoh5NrrxTZQNK2n+nnHihae3DFSp7/LKFRo+8queH1kT1VkWrPhXdMJFRd590uYJnIzWHqU67rYvOUlXmTUqKodAIqViRnD85mWJrndcccdgQnj7LPPRl9fH+6880684x3vaOVbTxs22Ay1urtku39207Pnk6aKPaNFRD3B7dGCDVWRYfskVvwC8gxZkrjmreUlC7Md7FC2zBOMy8UCDE3G7t27AVARZcdxeLcFgHqWnnjojwCA173+zEkPzIimIDeJxXiisDnEdYO5OwOZMpa2R3wyGTOj9ciuOyNhqsgO2BjIlGgaQ648pd7jBxpsTDcaJ0y7croez6l4BKdCwlQxlC2ja/ESZEaHoUeisIgSKpIe8fITJwoVug721wboNWLRgql4PBltbW0N82ir8i6RcT2eteG1poan3vx7YVI1jcKMEU3xIgi0yHIgU+JC8tPVxjVr5luA5i0nk0nugWPGJAs1+6WXzjzzTF5k6T9W8+R7HJdAkqp9rzNFq+6cUxHajU5XZcRMLfT7MRp4PMeKFlxCAq0yg5+Ptm4tVpp7rvz4v6fOGmOpK2FgKFuGQwg6Vfqe/vaKQFDOb8WKFdi+fXvT3O2Z8Hhqilx3rrX0pCLYOVLtjtQo1A7Aa9gQfMz0xrFZk+PJvpdM0UJHyDkMZKhHutH8xyKZEw61s/tlkh7PJUuW8HG9efNzTavaAVS7IrZ4Pm01LT372l1qZ2cnNE0LDOb5in/iZZNSowHYlTCwe7QIXVHQnTQxkClCqylIYOK9fmRJ4rmdtkMXFbaD3T1a5AtHsVCAoVYNz3w+z3fzjFdffRXbX3kRAHDiaWdO2qsX1cOFqacLr8z1LfRl28FwoYKepNl09z8VNEWiwv+EtSLVULIc7B4uoMvLWz1QPZ6TgY1ps8GYVhQ6fgmZuo4n4DdwWnvNE17Il/XrjsZTsF0X+bJdl0pAmxdMfKzVLuLMcGHjiHaumfjna29v5yLy7PdGJH2dVGxPh3GiNDM8o15v90b3Ap/zGiykTETecgi6vfkPaDxHTgZVoSLrta/lr2yvNTyZxxMAz/OsPVaRJWieTJ6/YMyvJMKQPKeA4za+BixfuJa9mRK6E0bDTTwTkR/z0remS1eCpgX4pXw0paaqvWZjP17BIPN45vN5OF4B3GQNz4mg1KyTboNQO+DdZ7UeTzaPaTKPRADg30vYdwsAA5lSwIFUS1ecGvNUAH9iOZ70/8l9n5IkcSWGPa+9jNFM41A7QK9XyXImXBg5X5nVs7/++ushyzLe9KY3NTymXC4jk8kE/s0FbCD5K0Wb7Y6G87RdZlfCwEjBguG1RmM4YYuGVJVTsn1V7+z1EizxuJCHrsoBPb6nnnoq8FK//e1vAQDtXT04bMORk/68Eb3+pp4JmEabP89zMFNG0lRhagrf/dMCjZnJ8QSq8iF0kpewa6zEc65mSipqIcMqHxuNaY0VFzUIfU2UqGfkTUdQfCIkDA35ioPFfdSbGE0koSkyT/gPO6eJoslBLzqTUqq+njqp15MkKeD1bJTfCQBxQ0OOGZ7O5Frh1cpqBUPtza8Bu2aNQocs1G45LroTJp//Zup7NjW5bmyyPM9EIsE/W0dcR9bLxWPG8gknnBBYuP05noZC9RY1tSqRlSnVGycuH/uA0URyqhAiIr93rLlRA1AR+UzJmhEDImmqUGT6Odg1U5X6UPtkxo7fuGReuFYYnrQ5Q1BvtHFXJKXueqkKLWZj3z2b97nHs1RfjGs7LvZly+hJNvbGpqMaCEDF+icQaq86qibv7WetOfdufwXZJqF2gI7horXwPZ6TCrXfdNNN+PnPf970mK9+9as44ogj6h7/wx/+gM985jP4+te/Xhdqqv37L37xi5M5rZbAEuQNVYahVcPuYXTEDMgSXcRZaMFQlYCxZYXkZ8kSeMjP9lW9M88cu8FLxQLcShmjo6P8bzdt2oSLLrqI/84Mz41vOJOf72Roj+rjduKYCmwS8Uc2BzIlnv/Edv/Zko2+9Ax4S7z3ozt8+pjjEiigoTFZkmY8nWChQtNImuR4ujS/czq2RCqijbsIzwRMe3blWjqJL1p6CEyNjquOWHCBCRP1boZa6z3yhS0BWgU7WS96X18fXn75ZQDNDc+EqSLrCaVPphIfoPmC0WgUhQItsvAbnumo1nThZd3bGnn7mIh8rmxjZWcMO0fqDcXpEDY2meHJDEl2XCpCOyhxB4Gu47TTTsOdd94ZOF6SJJiajJGCi4jXXzsV0UK9Yvt9XYeaXYOSHZwzS5aDTMlGd5NrC1CjNVuyZ+TekCQJXQkDu0aK/Bqocm1x0cQ7dQFByaRsNgvTNGFZXrOUGTQ82ZrI0tIaCcgDVEEmzMPcm44g7bUPdlw675csl4+LWoZyFUS0eoksP5IkoTNuoH+sOKHwue5trqdyDzCP546tL6JcopGDRoanotDuhrVz2kJjUobnxo0bkU6nmx7j7wLAuP/++/H2t78dn//85/GRj3yk6d9/+tOfxlVXXcV/z2QyTQ3VVmJqCgxNqeYcNRiAiiyhI6ZDkSUu7G2qwUpYx6n3eFIdT/qz34uSNFWaO+q106oUCxjetzfwt36PZy6Xw3333QcAOOOsc6e062qL6aFixzOBIlf7tbsuwWC2zBPlAbr7z5bsafdpB8C7H1UcFxHQ68A6qtiTXLgPdEytsWFBczxdqLIyLY9nzFBx3PLGhtVMkjBVvOmt/x8KMHDY0Ru9xb1ct+B2J0x0Jya+4LMKfwYt1Khet0M6w8NizZiox5OGxIFcxa4zeCdCLBYLNTwTpoZjljX/Xgxf9XQtLLeVaYF2xo2GhRxTwdTqQ+1hhidAw6LFih3YUJ555pl1hidANyhl20VUo0WNPUkTLw1kA/n4AN0cL++IYV+23LjASlN460v/37VH9XHnYJYjO1MpKJ3xGsNTCbZfph7PiRtFfuOSGZ5hz00X7ihwCVSleah9STq8McZRS9MAgmH7kvfdvjKYC6kvKDUs/PLTlaCG50S8i0waaiqpJszw3PryS4gm6Gdp5vHM2q3vBNdqJmV4rl27dkIagX4eeOABnHfeebj66qsnJPNiGAYMY35Y82t64uiI6VAVGYf3JhHXG1+uJW0RlG068S5tjyBftmoWKxdaWHER83j6FhVJkrC0PYLdaXqDW+UC8sMDgb/1G5733HMPKpUKTNPEBeeeDXWedeTxSyoNe72dU5HqObLd/0wVoPhF5AkhKFq0H7ztTH7hPpBZ2RVHsoGIPsvx1DG9qvbZJGFqKFYcHHXq2UhHtRkrbFKV4CZysrmWYfgr25sZnrS1K+3JbfvkhSZKLBbDvn37ADTPJQ1jVVe8qXfY8LobaaqM3rTJBbRngmUd0br58rTTTsM3vvENvOENbwg83ps2UagE3/vcc8/FJz/5SUQikUCtgaEqWJQ0kYpoKFoOlndEqXRUyQ581oFMCet7kzA1mbchrMXUqyLyzGilYfbx1y+W+zxTIdOepImOmMHPg24cq9fEDqkxaIbfuMxkMi0zPGVPQN728jMJmVxKgB9VrormlywHHXEdr+6TkC3bgfVmb6aEY5alx329nqSBrnjjXN1a1vYkJh1NAaqh9nK5jHKZrvPNcjxrRfQXIi2tan/ooYfwlre8Bf/8z/+Mz33uc618q5awvKP65TP9u4kce3hvymulGSwuUmoWK3/Ft+0G5ZcO701hTw8V+i3k89g3QD2eiqLAcRzs3bsXe/fuxaJFi3DHHXcAAN74xjfisGVdU/ikrcVvYLOJOUyLbaZuJs3nbR4p0HZqEhrk2R7ENPIgAN4k7hI4LiBNWUJ+dokbKvZ4ElC6Ko9buT1RVCWoRTsTG5iJejwB+rlyJXvcqvbQv/V5TiZreC4dRxIpqlW1jvvaosAMOrbDPNIXXngh9u3bF2j5CADpqI7XHRL8bOvWrcNvf/tbxOPxQK6rrsroiOswNAVjRRpyTUY0ZIoWNxqY9FpX3MDiVON7xFBpNKBoOUgotLhlX66Mw3rH7+wz03OeqSk4dXW1I5EqSzWbJXdS2o6qqiISiaBYLCKbzQau4UwanuxcbceFS+j5TXWj6xfNL1oOIhpNw8gULW54jnnrcucEQtVRXcXJqzrHPY4xlcgHQDehiUQiIF3VrKodaFxvslBo6dm/7W1vgyRJePTRR/HWt76V/wvToTzQ8FdNskT1sKp2gOZ5hu1I2eArFArYuXMnAODYY4/lHuGnnnoKpVIJt912GwDgvPPOa90HmgZMr5QQgr1j9WGOmd79a7LMw379Y0Us64ihZLsoWe6kwk0HM8zAsRx3Wn23Z5OkqaLiOJ7wuOxb3Kf3Adh4qkYnpu9x8Bue4xmESU9SabJeKyDoOZms4Tke5gwbTxOhs7NzwgVM5557Ll7/+tcHHtO9PEJVoTqepmec+PM8+0eL6IwboY0VamEdnADwsPxEusbwsdkiA6JWe9YOkfMbD7+kkt8oauSNmyqsQQPb3E01tUeVJbguQcV24bgEpqe7HfhuM0V0JyfuxZwN/JXtjIY5nt5XKDyeTbjpppu4FIOfNWvWtPJt5wX+NntsF1bfuYj+7xJPHFoJNzwB4KWXXgIALF++HIQQPP7443jqqafQ39+PoaEhGIaBd73rXa36ONOC9WsfzJZhuwQ9Nd4MNgnPlDeSSYk4LsGO/QVsXNGO0YKFkUJF5HhOEDVgeC6Ma5YwNdguXWQNTZ6xxV3x5aGxBgXT9XhONNQO0M+1a6QITZEnfY+00vCMjCPJNB/RFRnEpSk4LC8vFdHw6j7aqpAQgm1DeWxY0lz4nMH6rgPAq0M5LO+YmHC+2WKZMU2RUd+5aHLvlUwmMTg4iGw2yxscxOPxht2OpgozklmhrTLF+UaRJVguQcmmLSU1hX63uz2dUNcleG2ogGMnEGafbdavX8/bXQPNQu1egwBheDbm3HPPbeXLz2v8bfaY7l/tDlrxezxD8rf8g+/FF6lGZ19fH9LpNB5//HFs2rQJW7ZsAQC8733v4z2J5xusX/vWfTms6IzV7TapMLA0czmeCvVQ7RwuwNQVdMYNJE0VI4XKtMWtDxaYTiUVdF4YhkVEVxDRZBQqNiKqyhf36XrSmXHAKmYtpz5fe7JMJtTONErjhjql4iLGjBuemrLgQn6aSgsdXUI1bCUv3zxTskAIwZ6xEiRJwuIJFJ8ArK+8g0zJwnC+MuFCOt7qsUUGhD/iBoQ7NsbD7/FkhudMh9mBqpHMlE+m6o1kOZ6lioOITq9rKqLh+T1UknH3aBG6KnHVmPkEy/NkNCsuAmZGL3cuaanheTDDFm0gXDweCOay2CFV7/7BxwzPJUuW8Hyb22+/nbcf/fjHPz6j5z+TyJKE0QKdmI8NqaRNRrQJT/QTQfPa4u0aKWBVF50oE6aGbfvziIf05hWEw/I8F0iKJwD6PZuagripIqar6E6Y017cmRFuOTQ068xAqL2trQ29vb3Ys2cPVq1a1fTYqE47tmTL9qTDpX7DczwDd7JQSabWS2XNJLoqc31aluLD5oRc2ca2fXms6IxNOJzPeta/ui+PvrbohIu/NEXGoqTZsp7aaq327BRC7f62mWwctcLwZMVFzjQ1gxVPfaJoEd5MIGFqsFyCQsXG1n05rOyMt1xTeCpMPNROz114PAWhaIqMvFdp2agoQJIkr3Ub8fowNzY8h4eHAVDDc9myZQDAjc4zzzwTGzZsaMnnmAkUScK2oRyWpCOhHkdTU7DxkJnzxmiKjN0jRdguwZI2aqQnTNXrr72wb9jZhIZ1Fk6OJ0C/5xWdMe4dPOnQjvH/aAKwFqIA9R5Fp2kwSJKEP/7xj9i1a1fdohN2bNyguWpTzfFMJpNQ1Zmd7hOmhqM9KZuFgq5S/VHXreaoSpKEpKlh+/4CxooWjl8x8bkooisYGi4jU7Lw+tWTizidsHJmxmYYqkLDzowwx8Z4+D2erTQ8NYUVF03P8GRFgJZDeLRDkSUkDBWv7sujWHHQ19a4WGwuqfV4Ngq1q54KwEJKbwlDrMItQlWqAr7NxHtlCSBgE0NNa79IpG531tfXhyOPDHYm+sQnPjFj590KZJlqaa7sCt/FzTSaIiFfsXFIZ5TfoHFPNmiq+UMHI8zImY8egkYwUeiZnphph5Vge9vpsm7durr2jo3gn2uKOZ4zHWZfqOiKDJcAjuvycDdAQ7KvDuWxrD06qfSBiKZgpFBBe1QPSPbMNapClUTYZskJkfMbD7/HsxVdixiqLFM5JbdaPDOd1ylZDvd4AjSi9upQHss7YvPW8bB06VLuaNJ1HZoWPpYUeeZS0uaShf8J5in+NnvNxHupiDydILSaxUySpLqdz5IlS5BIJHh4bvXq1fM+l1aRJHTFjVmbmDWFdp06xCdxlfAMTyGnNHGYcbWQNtfJFn3PLIwHzExV+2Thn2uKHk9heFIMr6c3q3pmJCMaCCFY0TW5im1mvM7WpnqiMCOTqXuEyfmNR1hVe8tC7Q4NtU9nk8vS24qWE0hhYOvOiinKHc0G/sr2RmF2gH7Ghd4uExCGZ8tgAtxAfW9nPxIA4tIJIsyLUjsIWWeoCy+8EADw+c9/fsarDGeavvYo1k9A226m6IgbOGJJKrCwsBZ8oqp94qjc8Fw414x5BiebzzYe/irhyfa9ngmm6sllaTkrV66c8XNaiCiShFREBUG1vzYALEqa2LAkNekc8LipYu2ixIRE42cTWZYgS3QNaiTnNx6z5fHUFKq/OROhdtszPP3f7eKUiSOWpFqWTztTMMOzmVxVwtTQEW9Nh8HZROR4tggt4CFxG7r4JZ/HM+wYv+HZ2dnJO0h89atfxSc/+clAV475SjOh8lYQN9TQBSRpqvM21DIfYddqAdmdiOgKNEWecZkaf5Uw7VQz24anSpUxJmlQX3755UgmkzjjjDNadGYLC1WRsW5REmNFK7AxjegKDp2C11KRJaxbNHub6smgKbTK21LC5fzGw+/xZD+3JNTu5Wa6hEwz1E5zRcueeDwjZqhYsQCKSlmeJzP4w2iP6VPqjjTfmP/fxgLF32avmYdElqicktWgj7jf8FyyZAn/WVGUBWF0zieOWdbWMt28AxHewnUhlbUDeMOarhlXL/Dr8k6lQni6xAwVZ6ztmrTH0zRNvPvd727RWS082AaiZAdzPA9EWCcfzZVC5fzGw+/xzGQygcdmEtVTjHDd6eWTKzJtYcoaAyw03vOe9+Cuu+7Ce9/73rk+lZYjDM8W4W+zZzukSXGRxLv6hHlR/G53v+EpmDzzPdQy31AXYI4ngJZIZvl1eadSITwTJCbQEUfQHEWWkC/bIIQsSONkMrAC10ZyfuMxex5PmsYy7VC7LCFXsnljgIXG4sWLcc8998z1acwKC+/bWSCwXRwhVCqpocfTq/imf9M81C4MT8FsoizAHM9WwTaS7H6eroC8YG5QZdpb3VDlBS9JMx6aLMN23YZyfuMxazmecrVz0XRURxTvu2WNAQTzFzF7tghmRNqerlijKlhJogYqE6muxW94+tvsCQSthnn1xBxeLYBgeZ4HutFyoMK+N+MA93YC1WrxZnJ+zZitqnbu8XSnF11hXl0R2Zr/CMOzRfjb7DXbcUoAKo7bsOpdeDwFc4UqS7zJwcEOl3zxDE+RK7wwYQ6BAz2/E/CE2V1aP9BIzq8ZzOOZz+cxNjYGoLWdi9wZkFMCcMCnUBwICMOzRfjb7NlNejsrsgTLbtxRR+R4CuYKRZYXWFlR62C6vEz2TBjjCxOmZXkwGCeq4oXam8j5NcNvZA4ODtY9NlPQ5gxeqH0aLk+2hh4Mm4qFjjA8Wwhrs2e7jYsRJEioOE7D5G8RahfMFaqnBSioagQ6c1DRLpg5eDj2IDBOVM9LbzWR82uGv4Ld9aQBW9W5CKAi99MJtVc9nuL+nO+Ib6iFsDZ7YX3YGbIEVOzGhqkItQvmCkWWFlxFe6ughqc75QphwfzgYDJOVM+TONXiojAjszWGJz23su1MK5KgilD7guHAv/vmENZmL6wPO4MVFzWaGJjhGYlEkE6nW3WqAkEdqiJCygwmp0SbQYhrslA5uDyeNOJmTbO4aLzHposs07S0it14HZwIwvBcOAjDs4WwNnvjCchXbLdh1XtbWxsAYPny5cIIEMwqhqKIIhoPJqdkOyLUvpBhGo/RBdDJZrqwiNtU00NUVUUkEuw61wrDE6BGcsV2px1qV2UZMf3A/24XOuIbaiFMy9N2mwjIe8c0Ct+9/e1vxwMPPMB7swsEs0UqquH1q7vm+jTmBZos83tZeDwXNm9c1wN9AQqMTxYWcbMcGaY2tTGbTCZRLBb5760zPCWUHRfJaThXJEnCWesPju92oSMMzxaiKhIqnoh8U4+n4zbckabTafzoRz9q5WkKBA0RkzhF8eWhiRzPhc3BMqZZxM1p0I55IiQSCQwMDACgHlDDMGbyFDmqIqFsu9MuZjxYvtuFTssNz127duGuu+7C0NAQ1qxZg/PPPx+adnC0flNlGcWKAwBNOp3QG014UQSC+QuLWBQrzpQqhAWC2Yb1pbebODbGw1/ZnkgkWpbupSkysiUbIovl4KClX/O3v/1tnH322XjiiScwMjKCa665Bhs2bOCaYAc6qiKhZNFdnNzE4wlAeFEEgnkM0+UtWY3TYgSC+QTtCOTCmkZ6iD+03qowO0DXv+n2ahcsHFpqeJ566ql49tln8d3vfhdf+9rX8Nhjj2FwcBD//d//3cq3nTeosoyS7TQt0GA3mvCiCATzG3Y/i+iEYCGgyhIsl8BpIuc3HrUez1bB7ilheB4ctDTUftRRR4U+7temPJBRFQlly2narowbnsKLIhDMazTvfhZV7YKFgKpIIISgYk9NQB6YTY8nPT+xDB4ctDzHc3BwEN/85jeRz+fxpz/9CZdccgn+5m/+puHx5XIZ5XKZ/57JZFp9ii1Dk2WUbRfJSGNdMbbBE14UgWB+o8gScmURahcsDFhdQXka+piz5fFk5yc8ngcHkzI877nnHvzpT39qeswVV1yBFStW8N8lSYJpmiiVSigWi3j11VeRzWbR0dER+vdf/epX8cUvfnEypzVvYcZks4WK3WjTEc4VCASth2ntik2iYCEgey1vXdJYzm88Zsvjye4tYXgeHEzK/65pGkzTbPpPrglDdXV14ZprrsF//Md/YNOmTdi2bRu+8IUvNHyPT3/60xgbG+P/du7cOaUPNh9gBmez0Bx7qnHVu0AgmA9M5H4WCOYTzOCc7x5PnuMpbq2Dgkl5PE877TScdtppU36zSCSC448/Hs8880zDYwzDaJlW2GyjTsBDInlySorwoggE85qJ3M8CwXxClWWU4U7ZsTFrHk9ZeDwPJlq6v3jkkUcCv4+NjeHBBx/EkUce2cq3nTdMLNRO/xceT4FgflP1eIrFUbAwUBSpqZzfeMxajuc0PbOChUVLi4v+9V//FaOjozjqqKNQLBZxxx13YPny5fjc5z7XyredNzBjslloThI5ngLBgoBvJIX0mWCBoMnylPM7gaCx6TdCZxrNW/+Ew/PgoKWG56233orHHnsMjz76KDRNw/vf/36ceuqprXzLeQUzJpuF5rjHU4TvBIJ5DS8uEptEwQJBkaWmcn7jMXs5niLUfjDRcjmljRs3YuPGja1+m3mJNsGqdkWWWtaKTCAQzAwi1C5YaGiKNK2c5FnT8WShdrEOHhSImFELYW32moXmZEkSVbICwQKA3aci1C5YKKiKPK2N0qx5PIWO50GFmEFbjCo3v/ElSXhQBIKFgKpIPNwuECwEVHl6jo3Z7lwkidvroEB8zS1mvFCHJAl5FoFgIaAqkigCFCwo1GmG2mfL46mJUPtBRctzPA921i1Ooj2mN3y+M26IxUwgWAC0RXUc3tu6yl6BYKbpTUdQsd0p/30qlcLxxx+PXbt2Yf369TN4ZkEkScLRS9OI6o3bSwsOHCRCCJnrk2hGJpNBKpXC2NhYS+UcBAKBQCAQBHFdF7ZtQ9cbO1AEAmDi9poItQsEAoFAIAhFlmVhdApmFGF4CgQCgUAgEAhmBWF4CgQCgUAgEAhmBWF4CgQCgUAgEAhmBWF4CgQCgUAgEAhmBWF4CgQCgUAgEAhmBWF4CgQCgUAgEAhmhXkvIM9kRjOZzByfiUAgEAgEAoEgDGanjScPP+8Nz2w2CwBYunTpHJ+JQCAQCAQCgaAZ2WwWqVSq4fPzvnOR67rYs2cPEokEpFno45rJZLB06VLs3LlTdEqqQVybxohrE464Lo0R16Yx4to0RlybxohrE85sXRdCCLLZLHp7eyHLjTM5573HU5Zl9PX1zfr7JpNJMXAbIK5NY8S1CUdcl8aIa9MYcW0aI65NY8S1CWc2rkszTydDFBcJBAKBQCAQCGYFYXgKBAKBQCAQCGYFYXjWYBgGPv/5z8MwjLk+lXmHuDaNEdcmHHFdGiOuTWPEtWmMuDaNEdcmnPl2XeZ9cZFAIBAIBAKB4MBAeDwFAoFAIBAIBLOCMDwFAoFAIBAIBLOCMDwFAoFAIBAIBLPCvNfxnE0qlQqeffZZxGIxrF27dq5PZ84ol8t48cUXkUqlsGzZsjrh/meeeQZjY2OBx7q6ug74a/aXv/wFrusGHluxYgWWLFkSeMxxHDz77LNQFAXr169vKqR7ILBjxw7s2LEj9LmTTz4ZsiyjWCziiSeeqHv+iCOOmJDu20Jjy5YtGBoawqmnnhr6PCEEW7ZsQblcxuGHHw5N06Z0zEKDEIJNmzZBlmUcffTRoceMjo5i27Zt6OvrQ1dXV93f//nPf677m9WrV6Onp6cVpzxrVCoVPPHEE+jq6sKqVasCz2UyGWzevLnub4455hjEYrHAY9lsFi+++CI6OztxyCGHtPKUZ42xsTE8++yzWLlyJRYvXhx4bvPmzaEttZPJJI488kgAQH9/P7Zu3Vp3TKP7c6HgOA5efPFFaJqGFStWQFXDTbodO3ZgcHAQa9asaajjOZFjZgwiIIQQ8vvf/550dnaSFStWkPb2dnLMMceQXbt2zfVpzSqZTIZ87GMfI21tbeTII48kPT09ZMOGDeTJJ58MHHfKKaeQpUuXklNOOYX/+/znPz83Jz2LGIZB1q9fH/jcN998c+CYxx57jCxbtoz09fWRnp4esmrVKvLcc8/N0RnPDj/4wQ8C1+SUU04hHR0dJJlMEsuyCCGEvPDCCwQA2bhxY+C4xx57bI7Pfma55ZZbyEknnUTa2tpIo+l169atZMOGDaSzs5MsX76cLFq0iNx///2TPmahcd1115E1a9aQdDpNjjrqqLrnt2zZQs4//3zS1tZGjj76aBKPx8kFF1xARkdH+THFYpEAIEcccURgHP3mN7+ZxU8ys4yOjpJPf/rTZMmSJSQWi5Errrii7pgHH3yQACAnn3xy4HO//PLLgeNuuOEGEo1Gydq1a0ksFiPnnnsuyeVys/VRZpxt27aRK6+8kixatIgoikKuv/76umP+9m//tm7+URSFnH/++fyY66+/nkQikbrjFiqu65IvfelLpLu7mxx22GFk+fLlZOnSpeTOO+8MHFcoFMjb3vY2Eo1Gybp160gkEiHf/va3J33MTCMMT0LI/v37SSqVItdeey0hhJBSqUROOeUUctZZZ83xmc0uW7duJd/4xjdIoVAghBBSqVTIJZdcQpYtW0Zc1+XHHSyGZi2GYTRd4MrlMlm+fDlfOBzHIRdeeCE5/PDDA9fvQMe2bdLb20s+/OEP88eY4blz5845PLPW84UvfIE89NBD5MYbb2xoeJ500knk7LPP5kb5xz/+cdLd3U2y2eykjllI2LZNPvGJT5AtW7aQT37yk6GG529+8xty++23898HBgbI6tWryQc+8AH+GDM8H3zwwdk47VnhhRdeIF/5ylfI3r17yWmnndbU8CwWiw1fZ/PmzUSWZfKzn/2MEELI4OAgOeSQQ8g//MM/tOzcW81dd91Fvv/975NsNktSqVSo4VnL5s2bCQDy61//mj92/fXXk7Vr17byVGeVcrlMPve5z5Hh4WFCCDVEr7nmGhKLxcjAwAA/7p/+6Z/IsmXLyN69ewkhhPzyl78kkiSRxx9/fFLHzDTC8CTUY2OaZmBSv/XWWwkAsmPHjjk8s7nnnnvuIQDI9u3b+WOnnHIK+cd//Efy17/+9YA3JPwYhkFuuOEG8thjj5F9+/bVPX/nnXcSAGTbtm38sccff5wAIA8//PAsnunc8pvf/IYAIE888QR/jBmeDzzwAHnyySdJJpOZwzNsPY0Mz+eff54AIH/605/4Y4ODg0RRFO49n8gxC5lGhmcYV199NVm9ejX/nRmeP//5z8njjz/OF94DhfEMz6effpo89dRTJJ/P1x1z1VVXkVWrVgUe+9d//VeSSqWIbdstO+fZYqKG58c//nHS09NDKpUKf+z6668nq1atIps3bybPP/984LkDhV27dhEA5Pe//z0hhBqjHR0d5F/+5V8Cxx122GHk7//+7yd8TCs4sJPPJsimTZuwdu1axONx/tjxxx8PAHjqqafm6KzmB4899hii0WhdXs33vvc9XHnllTj88MNx1FFHHTTX6VOf+hSuuOIKLF26FOeddx727t3Ln9u0aRM6OjoCeVXHHnssFEXBpk2b5uBs54Yf/vCHOO6443DsscfWPXfppZfive99Lzo6OvChD30I5XJ5Ds5w7mDj4LjjjuOPdXV1Yfny5fy5iRxzsPD444/X5TsCwEc/+lF84AMfwKJFi/Cud70Lw8PDc3B2s88FF1yAiy66CG1tbfg//+f/wHEc/tymTZsCYwag69jY2BheffXV2T7VOaFSqeCmm27C5ZdfXpcTvXXrVlx00UU455xz0NnZie9973tzdJat4bHHHgMAHHrooQCAnTt3Yv/+/XVjYuPGjXwemcgxrUAYngCGh4fR0dEReIz9frBMaGE8++yz+MpXvoKrr746cBN/6EMfwtDQEJ566ins2bMHhx56KN7+9rcjl8vN4dm2nm9961sYGhrC008/jVdeeQU7d+7EZZddxp8PG0eSJKG9vf2gGUcDAwO44447cOWVVwYej8fjuOOOO7Br1y4899xzeOyxx3DLLbfg2muvnaMznRuGh4eh63pgkwvQ+YaNkYkcczDw//7f/8N9992Hz3zmM/wxWZbxX//1XxgcHMTmzZuxZcsWbNq0CR/+8Ifn8ExbT2dnJ+6//3689tprePHFF3Hvvffi29/+Nq677jp+jFjHgFtvvRXDw8P44Ac/GHh8w4YN2LJlC1544QVs374dX//61/HhD38Yd9999xyd6cwyODiIj3/843j3u9/NDU/2nYeNCf9cM94xrUAYngA0TUOpVAo8ViwWAQC6rs/FKc05W7duxTnnnIPzzz8fn/3sZwPPvfe970U0GgUAxGIxXHfdddi+fTsefvjhuTjVWeODH/wgr1BfsmQJrr32Wtx99938Bg0bRwAdSwfLOPrv//5vGIaBSy+9NPB4X18fzjvvPP77UUcdhY985CP4+c9/PtunOKdomgbLsgKeKiA4RiZyzIHOrbfeio985CP4zne+E6g81nUdl19+OVfaWLFiBa6++mr8z//8DyqVylydbstZt24d3vCGN/DfTznlFLz//e8P3D9iHaPRltNPP73OS3766adjzZo1/PcPfOADOOGEE/CLX/xitk9xxhkZGcE555yDvr4+/OAHP+CPM2dR2JjwzzXjHdMKhOEJYPny5di9e3fgMfb7smXL5uKU5pRXX30VZ5xxBk499VTceOON48oBMRmT2mt4oMM+9549ewDQcTQ4OAjLsvgxmUwGuVzuoBlHP/rRj3DxxRdPSI6jp6fnoBszy5cvByEE/f39/DH2OxsjEznmQOb222/HJZdcgm984xv427/923GP7+npgW3bGBwcnIWzmz/U3j8H+zq2Y8cO3HPPPXXRlkYcCPPP6Ogozj77bJimibvuuisgrcWkEMPGBBsPEzmmFQjDE8BZZ52F7du3B3TSbrvtNqTTaWzcuHEOz2z2ee2113DGGWfgpJNOwk033QRFUQLPF4vFOi1LFq7YsGHDrJ3nbJPP5+seu/vuuxGJRLBy5UoAwJlnnolyuYw//OEP/JjbbrsNqqrijDPOmLVznSseeughbNmyJXTiD7t+f/jDHw7oMRPGKaecgkgkgttvv50/9tBDD2H//v0466yzJnzMgcodd9yBiy66CNddd11o+LzRfdje3l6Xh34gUfu5CSG45557AvfPWWedhQceeCCgsXzbbbfhmGOOqQulHoj86Ec/Qjqdxjve8Y6652qvXyaTwaOPPrqg55+xsTGcffbZUFUVd911FxKJROD5RCKBE044ITCPZLNZ3HvvvXwemcgxrUAIyAM47bTTcO655+Liiy/Gl770JQwMDOBLX/oS/u3f/u2gCVEAND/vjDPOQDKZxEc+8hE88sgj/LmjjjoKiUQC27Ztw+WXX44rrrgCK1aswDPPPIOvfOUruPTSS/G6171uDs++tdx66634+c9/jne9613o7u7Gvffei69//ev46le/ytMOVq1ahQ9+8IO48sor8bWvfQ2WZeGf/umfcNVVV6G7u3uOP0Hr+eEPf4gNGzbgxBNPrHvuy1/+Mvbv389357fccgt+//vf47bbbpuDM20dL7/8MgYGBvDSSy8BoAYjUBXKTyQSuOaaa3D11VdDURSkUil85jOfwUUXXcSLsSZyzELkqaeeQi6Xw+7du5HP5/m1Oemkk6AoCu677z68853vxEUXXYQjjzySP68oCk466SQAwE9+8hP86U9/wtve9ja0t7fjd7/7Hb73ve/hu9/9bt0meSHBPuvY2BgGBgbw0EMPIRKJ8KKPq666CoZh4PTTT4csy/jxj3+Mp556Cvfccw9/jcsuuwzf/OY3ccEFF+Cqq67Ck08+iZ/+9Ke444475uQzzQS5XI4XrjqOg1dffRUPPfQQOjs7sW7dOn6c67r48Y9/jPe///0wDKPudc4//3y84Q1vwMaNG5HJZHDddddB0zRcddVVs/VRZpRKpYJzzjkHO3fuxA9/+MOA02zNmjV8vfnKV76CN7/5zVixYgWOP/54fPOb30Rvby+uuOIKfvxEjplpJEIIadmrLyCKxSKuu+463H///YhGo7j00ktx8cUXz/VpzSqbNm3CP/zDP4Q+94Mf/ADr168HADz//PP47ne/i5deegmLFy/GW9/6Vrzzne+czVOdE+69917cdNNN2L17N1asWIHLLruML4gM27bx3e9+F3feeSdkWcbb3va2QG7ogYrjODjvvPPwnve8B+973/vqnieE4Oabb8ZvfvMbZDIZrF27Fn//93/PE+EPFP7v//2/uPPOO+sev/7663HMMcfw32+88Ub88pe/RLlcxplnnomPf/zjdZvciRyzkPjABz6Al19+ue7xu+66C/F4HDfccAN+8pOf1D0fjUYDRSC//e1vccstt2BgYAArV67ElVdeGbi2Cw3HcXDaaafVPd7X18dzOG3bxk9+8hPcddddKJVKWL9+Pf7hH/4BfX19gb8ZGhrC1772Na6w8aEPfWhBR1tefPHFUAPojDPOwJe//GX++7PPPosPfehDuOGGG3DYYYfVHZ/NZvGd73wHf/7zn6HrOo499lh89KMfbX2HnhYxPDyMCy64IPS5z372szj33HP57w8++CC+853vYHBwEEcddRSuvvrqOkfIRI6ZSYThKRAIBAKBQCCYFQ5sN4xAIBAIBAKBYN4gDE+BQCAQCAQCwawgDE+BQCAQCAQCwawgDE+BQCAQCAQCwawgDE+BQCAQCAQCwawgDE+BQCAQCAQCwawgDE+BQCAQCAQCwawgDE+BQCCYQX75y19iz549c30aAoFAMC8RhqdAIBBMkVtuuQV79+4NPPa+970PTz755BydkUAgEMxvhOEpEAgEU+Td73437yXNuOiii7BkyZK5OSGBQCCY56hzfQICgUCwELnttttACMH999+P0dFRxGIxnH/++Tj//PPR09MDgPao/8UvfoE3vvGNKJVKePbZZ9HR0YETTjgBAPDSSy/hhRdewKGHHooNGzbUvUexWMTDDz+MYrGII488EkuXLp3VzygQCAQzjTA8BQKBYAr87ne/AyEEDz/8MLZt24auri6cf/75eN/73odf/epX6O3theM4uPTSS/GGN7wB/f39WLNmDf70pz/hggsuwKJFi3DnnXfi0EMPxX333Ydrr70WV199NX/9+++/HxdffDFWrFiB9vZ2/OUvf8FHP/pRfPnLX57DTy0QCATTQyKEkLk+CYFAIFiIqKqKO+64A+eccw5/zDRN/OpXv8Jb3/pW2LYNTdNw3nnn4dZbb+XHn3/++XjHO96BW265BYqi4Oc//zn+5m/+BiMjIzAMA2NjY1i5ciW+/e1v45JLLgEAbNu2DUcddRRuv/12nH766XP0iQUCgWB6CI+nQCAQtJgrrrgCqkqn25NOOgkA8MEPfhCKovDHisUidu7ciVWrVuG2225DuVyGqqr45S9/CYCG7ZcvX4777rtPGJ4CgWDBIgxPgUAgaDFtbW38Z8MwGj5WKpUAAK+99hpUVcWvfvWrwOscfvjhWLZsWatPVyAQCFqGMDwFAoFgnpFMJkEIwc033wxJkub6dAQCgWDGEHJKAoFAMEXi8Tj3Us4kZ599NrLZLG6++ebA4+VyGfv375/x9xMIBILZQng8BQKBYIq87nWvw7e+9S3kcjmkUimcf/75M/K669evxxe+8AV84AMfwF//+lccccQR2LZtG37961/jxz/+MTo6OmbkfQQCgWC2ER5PgUAgmCI33ngjTjrpJPz+97/H3XffDSAoIC/LMi6++GJ0d3fzv9E0DRdffDE6Ozv5Y5FIBBdffDHS6TR/7Nprr8W9994LRVHw0EMPIRqN4ve//z3XABUIBIKFiJBTEggEAoFAIBDMCsLjKRAIBAKBQCCYFYThKRAIBAKBQCCYFYThKRAIBAKBQCCYFYThKRAIBAKBQCCYFYThKRAIBAKBQCCYFYThKRAIBAKBQCCYFYThKRAIBAKBQCCYFYThKRAIBAKBQCCYFYThKRAIBAKBQCCYFYThKRAIBAKBQCCYFYThKRAIBAKBQCCYFYThKRAIBAKBQCCYFf7/tnPJVJ9lHf4AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots(figsize=(8, 3))\n", "for i in range(5):\n", " ax.plot(samples[i], color=\"tab:blue\", alpha=0.35, lw=0.8)\n", "ax.plot(x, color=\"black\", lw=1.6, label=\"original\")\n", "ax.set_title(\"Original series and 5 moving-block replicates\")\n", "ax.set_xlabel(\"time\")\n", "ax.legend()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.13" } }, "nbformat": 4, "nbformat_minor": 5 }