{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Demo: plotting whisker positions\n", "\n", "----\n", "\n", "This is a step-by-step demonstration of:\n", "\n", "1. How to retrieve a set of whisker positions from a trial object.\n", "2. The way we perform baseline correction.\n", "3. How to plot in the way we show in Figure 1.\n", "\n", "Dependencies:\n", "\n", "- Python 3.5+\n", "- Numpy\n", "- Pandas\n", "- Matplotlib\n", "\n", "\n", "**NOTE**: you need to get content of the `04_formatted` data repository populated beforehand, via:\n", "\n", "```\n", "$ cd ../01_data/04_formatted\n", "$ gin init\n", "$ find . -name \"*.csv\" | xargs gin get-content\n", "```" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "import math\n", "from collections import namedtuple\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "import datareader" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "dataroot = Path(\"../01_data/04_formatted\")\n", "colors = dict(left=\"green\", right=\"crimson\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "trials = datareader.load_trials(dataroot)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Plotting a trial\n", "\n", "### 1-a. Obtaining whisker positions (in degrees)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# first, we pick up an arbitrary trial\n", "\n", "subject = \"MLA005757\"\n", "session = \"session2019-07-15-001\"\n", "index = 2\n", "\n", "matched = [trial for trial in trials if trial.subject == subject and trial.session == session and trial.index == index]\n", "\n", "trial = matched[0]\n", "trial_time = np.arange(trial.tracking.shape[0]) / 200 # 200 Hz acquisition rate" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(20,2))\n", "\n", "for side in (\"left\", \"right\"):\n", " ax.plot(trial_time, trial.tracking[f\"{side}_whisker_angle_deg\"], lw=0.5, color=colors[side], alpha=0.8)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1-b. Baseline correction" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def get_baseline_position(states, positions, method=np.nanmean):\n", " motion_began = states[states.State == \"Backward\"].FromFrame.min()\n", " used_rows = states[np.logical_and(states.ToFrame < motion_began,\n", " states.State == \"AtEnd\")]\n", " def _pick(row, pos):\n", " return pos[(row.FromFrame-1):(row.ToFrame)]\n", " \n", " pos_used = np.concatenate([_pick(used_rows.iloc[i], positions) for i in range(used_rows.shape[0])])\n", " return method(pos_used)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'left': 6.6792381749824905, 'right': 23.13277751797975}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "baselines = dict((side, get_baseline_position(trial.states, trial.tracking[f\"{side}_whisker_angle_deg\"])) \\\n", " for side in (\"left\", \"right\"))\n", "\n", "baselines" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(20,2))\n", "\n", "for side in (\"left\", \"right\"):\n", " pos = trial.tracking[f\"{side}_whisker_angle_deg\"] - baselines[side]\n", " ax.plot(trial_time, pos, lw=0.5, color=colors[side], alpha=0.8)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1-c. State annotation" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from matplotlib.patches import Rectangle\n", "\n", "state_colors = {\n", " \"AtEnd\": \"black\",\n", " \"AtCenter\": \"gray\",\n", " \"AtMidpoint\": \"gray\",\n", " \"Groom\": \"white\",\n", " \"Backward\": \"orange\",\n", " \"Left\": \"green\",\n", " \"Right\": \"magenta\",\n", " \"Forward\": \"dodgerblue\",\n", " \"Expect\": \"navy\",\n", " \"Lick\": \"purple\"\n", "}" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def get_annotation(row, time, time_baseline=0, pos_baseline=350, thickness=30, colors=state_colors):\n", " from_time = time[row.FromFrame-1] - time_baseline\n", " to_time = time[min(row.ToFrame-1, time.size-1)] - time_baseline\n", " return Rectangle((from_time, pos_baseline), to_time - from_time, thickness, \n", " facecolor=colors[row.State], edgecolor=\"white\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABYAAAADaCAYAAAAffOYYAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOydd5hsWVnu32/tUKG7T5ozeYYwBEkCCoKA6AUVUbmKCl5EBEHlGhAUkIsIEgUREEUyEgcGlCA5zAwwDMwAwwyTE5PDiX3O6VRph7W++8daa4eq6nSmw5lzvt/z9NPdVbv2XnvXrl1rv+td70fMDEEQBEEQBEEQBEEQBEEQBOHoQ212AwRBEARBEARBEARBEARBEIT1QQRgQRAEQRAEQRAEQRAEQRCEoxQRgAVBEARBEARBEARBEARBEI5SRAAWBEEQBEEQBEEQBEEQBEE4ShEBWBAEQRAEQRAEQRAEQRAE4ShFBGBBEARBEARBEARBEARBEISjFBGABUEQBEEQhLstRPReInrVZrdDOHIgog4RnbGC5e5FRExE4Ua0SxAEQRAEYbMQAVgQBEEQBGERiOhWIkqJaOfQ45c54ehe7v+PENEbllnXR4goJ6JTxjz3t0S0l4jmiOhDRNSoPLeDiP6HiLpEdBsRPbPynBewOpWfV1We/9rQcykRXTm0f/3K82dXnnvF0Gv7RGSGj8Vmw8x/zsyvv6vrIaLfJKLvEdGsey8+QERTlecb7r2Zd8+/eOj17yei690x+uOh5xpE9HYi2k1EM0T0biKKlmnPUudEZ+hHE9F/LLGuFxDRxUSUENFHhp5b8hxaZH2/TETXEVGPiL5NRPesPEdE9GYiOuh+/oWIqPL864noSvdZeM1S2xmz3fOI6E+XW46ZJ5n55tWse8y2/puIftW9d3uHnlvuXHg4EV3ijs8lRPTwynPPcY/NE9Gd7viIAC0IgiAIwroiArAgCIIgCMLS3ALgD/w/RPTTAFqrWQERTQD4PQBzAP5w6LlfA/ByAL8M4F4AzgDw2soi7wKQAjjRvfY9RPTgoU1sc6LXZFUMZeZfrzw+CeBCAJ8eeu3/rizzpMpr3zj02jcDOI+ZD6xm3+9GbAXwBgCnAHgggNMAvKXy/GsA3A/APQE8AcDLiOjJlecvB/CXAH48Zt0vB/BIAA8BcH8APwvglYs1ZLlzYuh9ORFAH6Pva5Xdbt8+tMQyY8+hMW3bCeBzAF4FYAeAiwH8V2WR5wN4KoCHAXgogKcA+L+V528E8DIAX1miLYfFGgupj4B9Lx8K4Kqh516DRc4FIooBfAHAxwFsB/BRAF9wjwNAG8DfANgJ4NGw7/FL17DdgiAIgiAII4gALAiCIAiCsDRnAnh25f/nAPjYKtfxewBmAbzOvb7KcwB8kJmvZuYZAK8H8MdATTh+FTN3mPl7AL4I4I9WuX2QdSs/HnZ/Vvtactv86AqXbxLRx50DdJaIfkREJ7rnthLRB4loDxHtIqI3EFHgnrsvEX3HuV4PENF/+e07B+1+99wVRPQQ91zNfU1Ef0ZENxLRISL6IlUc187p+udEdINz4r7Lu1OZ+Sxm/joz99z78AEAj6vs1rMBvJ6ZZ5j5Wvf8H/snmfldzPxNAIMxh+R/A3gHMx9i5mkA7wDwvCUO4aLnxBieBmA/gO8utjJm/hwzfx7AwSW2uVJ+F8DVzPxpZh7AiqEPI6IHVNr+Nma+k5l3AXgb6sfpo8z8NQALq9koEf0T7Pn7TudSfqd7nInor4joBgA3VB67r/v7N4noUue4vWMlrmMi2g6AmPkgrHA/LOovdS78LwAhgH9j5oSZ3wGAADzR7f97mPm7zJy64/MJ1M8zQRAEQRCENUcEYEEQBEEQhKX5AYAtRPRAJ1T+H1h332p4DoBPAvgUgAcQ0c9WnnswrHvUczmAE4noOFi3qGbmnww9P+wAvs1NJ/8wLR7R8GwA32XmW4Ye/wQRTRPR2UT0sEVe+3hYp+lnF9vBIZ4D66g9HcBxAP4c1qUKWBE5B3BfAD8D4EkA/LT+1wM4G9Y5eRoAH2vwJAC/CHs8tsG+ByNiJhE9EcCbAPw+gJMB3AZ7zKs8BcDPwTpUfx/Ary2yD78I4Gq33u2wzuDh92n4fVgMcj/V/08joq2LLL/UOTHMcwB8jJl5hW1ZjJWcQyNtY+YugJtQHotxbV/pcVoUZv4HWJH7Bc6l/ILK00+FddM+aMxLu7Dn/jYAvwngL4joqeO2QTbaYhbAHbDvzyyAfwfwV24g45dWcC48GMAVQ+/HFVj8GBTnmSAIgiAIwnohArAgCIIgCMLyeBfwrwK4DsCulb6QiO4BO038LGbeB+CbqLuAJ2GjITz+76kxz/nnfTbtAVgx856wU9anYB2F43g2gI8MPfaHsBED9wTwbQDfIKJtY177HACfYebOIuseJoMVfu/LzJqZL2HmeecC/nUAf8PMXWbeD+DtAJ5Red09AZzCzAPnePaPTwF4AKwz81pm3jNmu38I4EPM/GNmTgD8PYDHOPez55+ZeZaZb3f7/PDhlRDRr7p9/kf30KT7Pfw+TWFlfA3Ai4joeCI6CcAL3ePtRZZf6pyotvMeAH4JK3RmL8JqzqFxbfPtm1rk+TkAk95pvU68ybmr+8NPMPN5zHwlMxtmvgJ2IOaXxq2Emb/JzNsAfB7A0wGcCuBWAMcz8zZm/g6WPxeWOz4FRPRcWIfxW1eyk4IgCIIgCIeLCMCCIAiCIAjLcyaAZ8JO815t/MMfAbiWmS9z/38CwDOpLALWAbClsrz/e2HMc/75BQBwsRAXM3PuxOUXAHgSEdVeQ0S/AOAkAJ+pPs7MFzBz38UevAk2puLxQ69twYphqxEZzwTwDQCfIlv47F/c/t4TQARgj3NUzgJ4H4AT3OteBuuOvYiIriai57l2fgvAO2HzkPeRLbg2fFwA68y8rbJ/HVin8KmVZaoFvXooBT2/vz8P4CwAT6s4r73wPfw+rTTG4J8AXArgMtgc5s/Ditr7iegPqSy+9rXK9hY7J6o8G8D3qq5uqhf++0Msw1LnEBHdo7IufwyWPCcXaXtnDRzKS3HHYk8Q0aPJFqqbJqI5WDf6WIezc0DPwmZ+fxQ2WuOeAHYT0b+6xZY7F5Y7Pn5bTwXwzwB+/SjO1RYEQRAE4QhBBGBBEARBEIRlYObbYIvB/QZsAazV8GwAZxDRXiLaC+BfYQWoX3fPXw0bR+B5GIB9Ln/0JwBCIrrf0POLTRn3Ituw2/I5AD63Agcvj3nt7wI4BOC8ZV5broQ5Y+bXMvODADwWNnbh2bBCXQJgp3NUbmPmLcz8YPe6vcz8Z8x8CmzhsHf7LFdmfgczPwJ2Kv39AfzdmE3vhhXsABQZysdhhY5tIvoZ2Izl57k8X78/MwD2YPR9WtHUfSeyv4CZT2XmM2BF6UucO/oTleJrKzknqjwbQ8I81wv/LeXkXbS57jcx8+1DBedG2uaO8X1QHotxbV+riIPFROSlxOWzYN/T05l5K4D3YvQctythPg3AkwGc65zA7wfwV+48fbFbZrlz4WoADx1yPD+08jzIFoz7AGwBxiuXaLsgCIIgCMKaIAKwIAiCIAjCyvgTAE90mafjCMgWP/M/MRE9BlYcexRs1MDDATwEVpTyMRAfA/AnRPQgly/6SrioBretzwF4HRFNENHjAPw2XCE35278KSJSLh/2HQDOY+ZiCnrFwfuRamOdu/Nxrp1NIvo7WGH6gqH9GpsxS0SvIaLzxh0IInoCEf20y0yeh3W7ahfbcDaAtzmHqSKi+xDRL7nXPZ2ITnOrmYEV9jQR/Zzb1wg203UAQI/Z9FkAnktEDyeiBoA3AvghM986rp1DbX4IgK8D+Gtm/tKYRT4G4JVEtJ1swbM/Q+WY+uMIKy5G7pgq99ypRHQKWX4ewKsAvHqJ5ix6TlS291hYZ/OnV7BvoWtbgPI8Dd1zy55DQ/wPgIcQ0e+5df4jbObtdZW2v9jvM4CXDB2nyL1OwQ5uNKksAngvsgXc7rXItvcBOGO5/R1iCsAhZh4Q0aNgnfxL8QiURd9+FsDFY5ZZ6lw4D/bcfCERNYjIZxV/Cyhyqj8B4PeY+aJV7osgCIIgCMJhIQKwIAiCIAjCCmDmm5h5nBjkeTlsoTP/8y1Y8fQLLoN0r/+BLSz1FCLawcxfB/AvsHm0t7mfqjj4lwBasNPRPwngL5jZuwnPgBUtFwBcBeuu/YOhdj0VNoP020OPTwF4D6zQugvW+fjrVZcpEZ0K4IkYH3txOkbFYo+Pm5gHcC2A76AsnPdsADGAa9y2PwNbsA2wWbQ/dHEDXwTwIhdvsAXWMTkDe3wOYkxuqnPtvgq2WN0eWPH9GcPLLcJLABwP4IOV2IOqc/XVsMXObnP78xb33nnOhn3fHwvrHO3DFviCa8eFsOL1RwG8nJnPXqwhKzgngNLVvZIYile69rwcwLPc3690z63kHKq2bRrA78HGWszAFl+rHuP3AfgSgCvd+r7iHvN8wG3/DwD8g/v7j9xzp7t9Xcyx/e8AnkZEM0T0jmX22fOXsAMoC7Bi9X8vs/wjAPzYOXgfgPHu5UXPBWZOYT9zz4aNVHkegKe6xwF7fm4F8NUx0R+CIAiCIAjrAq1vHJcgCIIgCIJwNEJElwH45TGxBIJwWBDRKwFMM/P7ll1YEARBEARBWDEiAAuCIAiCIAiCIAiCIAiCIBylSASEIAiCIAiCIAiCIAiCIAjCUYoIwIIgCIIgCIIgCIIgCIIgCEcpIgALgiAIgiAIgiAIgiAIgiAcpYgALAiCIAiCIAiCIAiCIAiCcJQSbnYD1osnPelJfPbZZ292MwRBEARBEARBEIS7OYPBAM0IQNDc7KbcLRlkfTSj1sZtLx8AAJrhxr1f/ayP1gbu43IMckYzpDVcH9BcTEHSg7vNZ2Ojz8XVcKSdQ2vFWp+Lw/T7OVqto1beXBFZP0PUivy/Yw/2UXuEDh06BKL1O8EEQRAEQRAEQRCEYwNmtn+cJfeYh0PzmQx67cYdO361fb82epsbub3l4Fcz7vnva7e+2160xJNB827z2djoc3E1HGnn0Fqx1ufiMLe9KATRa9dvA3cDmF+N17pj8Gp+9dhlJAJCEARBEARBEARBEARBEAThKEUEYEEQBEEQBEEQBEEQBEEQhKMUEYAFQRAEQRAEQRAEQRAEQRCOUkQAFgRBEARBEARBEARBEARBOEoRAVgQBEEQBEEQBEEQBEEQBOEoRQRgQRAEQRAEQRAEQRAEQRCEoxQRgAVBEARBEARBEARBEARBEI5SRAAWBEEQBEEQBEEQBEEQBEE4ShEBWBAEQRAEQRAEQRAEQRAE4SiFmHmz27AuPOIRj+BLLrlks5shCIIgCIIgCIIg3M0ZDAZoRgCC5mY35W7JIOujGbU2bnv5AADQDDfu/epnfbQ2cB+XY5AzmiGt4fqAZrjIk3pwt/lsbPS5uBqOtHNorVjrc3GYfj9Hq7XYyXlskPUzRK3I/zv2YB+1R4ho/U4uQRAEQRAEQRAE4dih2bx7iFtHKhstuG2k8Os50oS7tRbcFhV/gbuN+Ats/Lm4Go60c2itWE/xF8AxL/4CqIq/iyIREIIgCIIgCIIgCIIgCIIgCEcpIgALgiAIgiAIgiAIgiAIgiAcpYgALAiCIAiCIAiCIAiCIAiCcJQiArAgCIIgCIIgCIIgCIIgCMJRigjAgiAIgiAIgiAIgiAIgiAIRykiAAuCIAiCIAiCIAiCIAiCIBylbJgATEQvIKKLiSghoo9UHv95IjqHiA4R0TQRfZqITq48T0T0ZiI66H7+hYhoo9otCIIgCIJwtDH3wc8BADpf/g7MQneTWyMIgiAIgiAIwnqykQ7g3QDeAOBDQ49vB/B+APcCcE8ACwA+XHn++QCeCuBhAB4K4CkA/u/6NlUQBEEQBOHuD+f52McXPvnV4rfp9DaySYIgCIIgCIIgbDAbJgAz8+eY+fMADg49/jVm/jQzzzNzD8A7ATyusshzALyNme9k5l0A3gbgjzeo2YIgCIIgCHdb9r/on5Hv3l/8P/POs2D6SfE/xRE4yTajaYIgCIIgCIIgbBBHYgbwLwK4uvL/gwFcXvn/cvfYCET0fBczcfH09PQ6NlEQBEEQBOHIhwdpTeDtn39JzfFLjRiciQAsCIIgCIIgCEczR5QATEQPBfCPAP6u8vAkgLnK/3MAJsflADPz+5n5kcz8yOOPP359GysIgiAIgnAE0vvmD9E9+wIAAIVBTeClKAS0Lv+PI3AqArAgCIIgCIIgHM0cMQIwEd0XwNcAvIiZv1t5qgNgS+X/LQA6zMwb2T5BEARBEIS7A/mufchuugMz//oxULMBHqQAgH1/8TpQFIJzKwAzcyEAZ7fvQe+7l2xmswVBEARBEARBWCeOCAGYiO4J4FwAr2fmM4eevhq2AJznYahHRAiCIAiCIAgATG8AZgZnGv3vXeIEYJv5m91wOxAEQJYDSgFaW0E4zWBm5tH5zDmb3HpBEARBEARBENaDDROAiSgkoiaAAEBARE332KkAvgXgXcz83jEv/RiAFxPRqUR0CoCXAPjIRrVbEARBEAThSMZ0+8Xf82d+CTDGxjyEISgOwVlePE9hAE5Tm/2b5oBzALMTg1e6HUEQjh0GF1252U0QhKMemeAsCMJ6s5EO4FcC6AN4OYBnub9fCeBPAZwB4NVE1PE/lde9D8CXAFwJ4CoAX3GPCYIgCIIgHPPs/t0XFX+bmTlAKXBiRV6KhjJ+wxCc5qCmLf5GcQSkOTjJQI146e38zouO2BtUs9BFdsfezW6GIBx1sDE48Ip/3+xmCMJRz95nv2KzmyAIwlHOhgnAzPwaZqahn9cw82vd35PVn8rrmJlfxsw73M/LJP9XEARBEAQBYK0B1ytiY2DmOqAggOkNQFHpAPZdJ4qCQvjlNLe/s8wJxtHSGzMGC2d+yW7rCOuKpTfdgZm3f2yzmyEIRx3cG4Dazc1uhiAc9eg905vdBEEQjnKOiAxgQRAEQRAEYfWYbh800YKemceBV/w7zCABiKyjN46sAzjLbSSEUiDvAG7EQO4E4CSzsRDxMgIwgHzPNNKbbsfMmz+4AXu3cqgRA1WnsyAIawKny88OEARBEAThyEcEYEEQBEEQhLsJVedt9xsXAGkGCgPoQ7NIr73Zxj0YDRiX6RuHVhjVxoo4BOsAbkROJA6tAzjTwDIZwACgD84CALKb7livXTw8snxF7RcEYXVwmq1ocEgQBEEQhCMbEYAFQRAEQRDuJuz7k38s/p55y4fBuQbFkY1+iEIgt5EQnOVFBvDgsutgBgmo1QBr44TfGJzn9neSAcaAVNktnP/EV6Bn5ov/mRkUR8h3T9vl4813BHKe48Cr/qP4e7kidoIgrB4epKBmA2zMZjdFEI5KOl/4NvoXXLrZzRAE4RhABGBBEARBEIQjnOmXvQ2cZshv31N7nDMrfNoYh3Kqtn+c4giDCy6F3n8Iqt0EtLHRD40InKRAGNh4CMMAUbHe3rcvgj40V25Ia6ARQ+8/5Laz+Y5APbOA9Ppb7T+5BgUBANQyjwVBuGtwlkFtmQAP0s1uiiAcleS79yHftW+zmyEIwiaQ794P0082bHsiAAuCIAiCIBzh5LfvrQuyABBH4F4fCENwnkNNTUBNtADAunQbERCo4n9qNQCtS6E41yAv+hpTLAsAqt0EVzqknGlQoABjwEkKdQRkgpr5BQTbpgBY0RehFYDnPvAZ9M6+cDObJghHDZxkUJNtcHZsZmzPvudTSK65abObIRzNBCE415vdCmEROM3Q+cK3N7sZwlHK7Ds/ieTSazdseyIAC4IgCIIgHOGo7VMwcwvF/9mtu0FKwfQTUBSAkwzBCTtATgBGloGiqBB4zULXFoSrxENwUjr6mLkWAUGtphWXPXmO1uMfgfgB97Y5w5vkAGZmmIWu/TvNgci2g7UuIyCCAGZ2YbFVCIKwCjhNQa2mnSVwDJLfvhdmvrvZzRCOYigKbHwTADZGZrAcQTAz9OwC5s/6ymY3RThKoWaj1h9fb0QAFgRBEARBOMKhKLKF2mBvSKb/7q3gQQLuDUBRBOQ5guN31BzA1cJNptsHjIGaaIKT1ArAWV5uwBhAlREQqt2oTUnjXCO696loPuqna3ELw3Cej318rchuugMH/v7f3D+5vXEGgEwDQYCFz52L/NZdAC26CkEQVgEPUig3e+CYhAgQQU7YCJTC/Ee+gN7Xv7fZLREc+577KpjZeQTbtyy6DDODj9Xro3DXCRRYb1zGvgjAgiAIgiAIRzCc56CmLdqGQAG5RnSf0wGlwIMECANwmqH9xEdDbZ0qXxOFYGaorZNAloFzbQViVziO08qUbmMAqjiA2y1wf1C2IasUWTMMqPFdyD2//5I13//+hZdh/swv2nYM0mLbnOfY3d+HT131qWJ/sxtvR3LdLWveBkE4VuE0KwpIVgtDHjOIALxhZEMZ98cM2gBBAAQK+Z7pzW6NUCG/cy+4b4voVmFmdL7wbXS+dB763/sxZv/9E5vTQOFuj41X27gBBBGABUEQBEEQjmBMtw+1ZRLIciAIwFojfuAZ2P7iZ1s3bxiAsxyNB9/H/s1sHcANGwER7NwOTjJEZ5yG5qMf6hzAUc0BzEOiLrUaML1SAEaWAWEIkI1bqBaMq7W1MlV6raaxUhggufJG+4/WZVZxrjGdziDJEytQh7boHTZwKp0gHO0UERDM2PP0Fx9709NlNsGGse95r9rsJmwO/jNFBB4kRTFX4ciAtQaFQ7Oeco3Zd30Ss//+cah2E/me/ZvTOOHuTxgUM/w2AhGABUEQBEEQjmC4N4DaOgn20Qu+eFtgs39B1hWMMCxf0x9Y0QawAnCWofHQ+6P9hEeVGcBDERBUi4BogXsD5Lv3Y+btHwNrY10KKgDyvLZssc2KMJTduQ8H/+Eda3MAwgCAXTdrjQPJDD5xxSfAWQ6tGHEQu/0P7I30IuL0wTe8b23aIwjHEJxkUK2Gvf5MTcDMdza7SRuLOIA3lIXPnoPsll2b3YyNJbDfXQQ74LneUUrCKsltxFQVzktRWE206wPmwli+fuPXkWoZoB+GwrDIAN8IRAAWBEEQBEE4gjHdPoJtU/amMAzAxmaFFTeKzpVLzhnrC7/5om5bnvc7tmAaUREXQXEM1CIghhzAoXUam4Uu0p/cWjxPY5wKptOzf6QZUMkdznftW5sDUM0czjUGnOLyfZfbqumBArMBZ5m9GfPi7xi9pn/ej9amPYJwDGEjIJouQ9wODJluH4fe/EHsXti92c1bdygK64Nlwl1mKYFz8KOroKcPbWBrjgAC5XL4lR3YTeV8O5LgcXUPdCkK28FvmSqwHNcduA69rLfZzTjioCjc0EGfZQVgIoqI6PFE9AIieqX7/Xgi2pzyz4IgCIIgCMcQ3O1DbZmyQmhYVgsvxFwiJ9CWNyDxA88o/lbtJjh12bluWWrG4KwiAHO9CBxgheQic9cXiXPCcFUs3v07LwIAGFdczq5vcSfuqvc/y50L2N6I9ZFiZ3snOMsRRDEmv3095s/8EuAiIMYVZOE8XzS3WBCExeGBi4DQBspFw+R37kVy8x14+qefvtnNW3/C0A42CWvG3me/YnHHpDFlzM8xgh+0BZH9jl/hgINhgx/v+fE6tkxAFIKTFAgDmG4fM2/7KAAXheVjIYZmUB2tmG7/Lr1+PplHP7tr6zgqOVIcwES0k4jeCmA3gP8E8KsAHuB+fxDAbiJ6KxHt3JCWCoIgCIIgHIOYbt9GQCSpdQpo7wB2nUZVcQ85TviPV5QrCENwmltHMBHY+CJwlZtMhn1uaKozJynCk4+HnlsAKWXXkeV1sdi9hpPMZvACRV7xWlDN32OtkXCGqXjKOnCiEMHBjnXoRIHtSBsDaA3T6RVuaR6kkqsoCIeD1jYz3GhQqwnuJ+BcQwew8StHORtdoOeYQCmYuYXxz5m1Gzy826Fo7PfwYuzv7scrv/XKdW7UsQ1FIUxvAAoC5HfuRXrDbfYJPyCvXASXO2c/d+3nsGfh6Cxm6Af7V8Nley+DYdsPmxvMoZ+LAAwAZpAMzebTmPnXjyG7c41mzi3BUsNr3wWwF8DDmfmnmPm3mflZ7vf9ATwMwD4A5697KwVBEARBEI5RTLcPtW3KiphxDGgNZradxiS1MQhaF5EPw9jYhgxQZJ1G7KacDblkSY1mXRonAJtD82WExCLuJE5SqKYVhDjPQVE4drlVk1Xy93INExACZd3PJlL2pjnXuHnuVlDsRHEGpv/fvyK76Q7bnjQDNY9+sUoQ1gMKAusAnmjhoxe+F9Pd/dBgNILGZjdt/QkU4AbdhLWB4sjm149jzPfQsQBXZ82sQgA+YeKEdWyVYCM5rAOYBymobWsr2LoIge1fpVnx3p1909m4Y/6OzWzx+mFWfx08/7bzkeQJgNIBfMwVEh3DzFs+jMH3L7f/hAGgNZJrbgInybpveykB+GHM/FZmHpvCzsy7mfktAB6+Li0TBEEQBEEQwN0+gi3OAdyIrNuVyAm/xgqtY6aP+U42hQGQViIQjKk5rIrOeBCMrIeTDGqybTulRCAvNtNoF5KTpHAAczYqAHOWI98zvfr913npAM41oAiN6S46//NNcBSAAwKMwaeu+hS4uH+2mXx+6rbNPZb0MkFYLcwuH9wwguN3YOqcazDbPQQNg2bY3OzmrTsUBBIBscbYXOXxAjBFS4jDRzPM1m1OtGKhLcmTY2MQZh2Z/9TXrIC7CBQoIM1t3ydJQZHrR7gICE4zdL96fjErKlIRMn0Mnr+L0Ek7ReE3BiMzGZ7x2Wdscqs2BzamyPpVk23oQ3MAKnU7GtGG5H8vKgAzc1Gij4iOG7cMEd2nupwgCIIgCIKwtphuHzQ1YUXMhnUAA3DV6Q0oDMGmdFQU08q8yOsdLKriLhozxdZPQ6tvXINaDZgkLQrUIMvHvp6TDIidyza38QxVBhddic6XvrP6A1Bdl9bggBAuJMhv3wMTlTETzahZOE2ICKrdAPdtzqREQAjC6jELXfTPv6QY+FE7tgBTbXTTLjQMGuExID6FAdIswS0zt2x2S44abARRKZKZfoJ8vy38Zgc5j8EiaL4QK7P9ewk+e81nAQCZyY6JGJb1ZOG/vr50ti1R6QDOcjvLCL4wnJXS8t3TmE2smBcFEXJzdJ2/6U23Y/5TXzus13bSDhJt+2WKFAwb3HToprVs3t2G3jcuwNwHPmP/cbFrHma2fdQlBiPWipUmrF9FRL9efYCI/gLAD9e+SYIgCIIgCEKBz+DM8sIBDACklP27mlHpnHpV7BTFvIyIGOp4VoViLy4XrmDDoGbDCqiKrJic50XBa04zWyTFmNEIiLCeAZzdfEdx87QaOCsrcHOuwYECZS7bN7CRFgDQDJoY5GVhIWo2wH1748FJAmqIA1gQVkN6w23Ib9tdxCCQUljYGQPGQMOgFbY2u4nrDgUBDi3sx0vPeem6bifVae36dVQThbUoofS6m3Hon//T/hMENvZnE/nwpR/GOTedAwB4/yXv35iNVrLul+NN33sTDBukOkUUyPfaXUFNtMAD10+oRBMkV/wEgx9fY2cAuP4TZ5V+jTZAEKDxsw9E/OD74lu3fhsAEKrwqBCAueJC1/tnkF55w+gyK4hyWEgWkOSJFTix8nzrjWTf/31tbX8Pl3zvgSWf14fmCwc5sxnph9vZD+vvrV2pAPw8AP9JRO8movsS0dcA/DmAJ65f0wRBEARBEATAir32BjGsTw91OXSF6KuodAh7FNm8X9fZZGOFHBpy8Y6d6swMasa2U+ojICoOYNMbQE22AW1qReA4c22trQuL5hSP4+AbP2BfpnUZJ+EygFXuBODKLihS0Kyx5Y+fitzkUO1WUWnetk2cUoKwGrifYNvf/JG9xvhIGRCME4CPhQgIKIU8z9Zd7D7/tvPxuu+8buTx3Qu713W7m4EacrpRIy5iHyhQayLG3BX2dvZidjALYOMEYGZY8Zt52f3f2tyK2cEsUp2OOIB9wS1hZaiJFkzPOoD3PqcsnptedzMGF11p+0+ZG+hO06If4aOp1EQLMKboixDobv8eJFfdiEP//EEAFSF4jHD7gR9/AOfefO6S6+pk1gGc6AStqHVEHpvsjr1LxoCslL3PevmSz3OeF7PZCKNZ597osd6sqBfOzF8D8NMAfgHA9QAOAvg5Zr5iHdsmCIIgCIJwzOOLw7A2dhpiXomAMGwf87EPQWCXq+KrVAfeAcywfc+hDn1YOoCpEIvttDQeJEWF8mKqKgAz30GwYytYa3B/AGq5KeGVju5h7XOaoX/+xeie8330vnFBUQSOtQYrhSA3iO5zul/a7aadXrjlWU/B27//ditc+wgIH58hCMKKMf0EjYc/wF1/ymsDGYaGPiYEYAoU8ixd96zVUIVFhE2V3/rkb63rdjeFKKwJLvb6XHGybrJIFKgAmkddyP999X+v30aNse5S/x27BFPxVJGtOiwAP/Ozz8R8Mr9+7TzKoGYD3LOfO717Gvn0DGbf/SlQw858glLg1A0od/tAXA5GF32qyvulSIFx5LlcVwUBevd+AMDeZ79ibOQXAGijcfPMzUuuKjc5kjxBL+thKp4qjs2R5ASmRrwmAjCw9H5RGNoINcD2t4cMF8PROOvFigRgIpoE8FYAWwG8HcBvAPjj9WuWIAiCIAiCUKBUeYPoHRlKgY2PgPCF3NTozTNRWTgOKDOAc20jHSrF4kYzgI0TgF0GsCtQ411a+a79CE8/CdAGptuHmpywm8jyIrbhcOAkBTUbSK+8AWaha9uWpLbNoY2A2PHK/+t30O46BYW7JDMZuBlXIiBSiYAQhFXCgwSq1SgiIACA2DqAc3AhAJtOb9Ndm+tGECDPUrSwvgNI/ayPVnT0RGp0vrx43jvFQ063NLPiiJ9ev4wAevPMzTjUP7QWzRxLHMRF4SrbHIPc5HjrhW9dt22CTa1Qq1noLrroZDy5qAA8yAeFe1lYHgqDYnALAPLbdiO75c5i5hMFyjp/Ww1wpweKImS37HIZwAFAth9mXPdKkYI2d++ikTxIisF8vfeAHdB3YndV4DRsECoriP/jt/9x7H4HZAdTBvkAzbAJw6aYrXWkQPHaFJ6kOLJ95cWeb0RF8UuKwtp5V7bjyImAuBxABOChzPxS2OiHvyair6xbywRBEARBEATruFNWxEUYFkIMCDYCYlgUHnIAkysWV3MAKwXOMlCliNpYl4dhW2ROaxvfoMgKPVEEZDny3fsR3eNk68zt9kGTbbuJvBLbcBhwkto4iSiw7uMwQPfrFyDffxCsCCrT4FAVx2Hry56LUIUw7jg0wgayCEVn2grA4gAWhNXgPzfVmQWkCGw0cs4LV+yBV75jbEbkUUGgkOcpfv+tt67rZvp5/6jKVJ79tzOLv/WBGSRX3Vj8P1IEzgltPh/Tf5+Zbh/5numRdb/7R+/GpXsuPey2DX58DQY/umrR55thmSffCBtI8gRJnqyL473//cvtH4aLomJmoYu9z33loq/xAnCmR4vAtaM2+lkfzIx//PY/Hlab9izswRvOf8NhvfZuR6BqsVmc2rgo8jnV5BzAzQZMLwHFIfb92auLDGAbu2WKugh3NwewnplHdls9ZoYHdgAesO5YM9+x/TGqxxakOkWk7Gf2ol0X4WD/4Mj6FSkwM1KdFgJwFETI9Po7XVcKNdZGeKVKnvTY58MQ7PPNw3Ak7oGGZkasFysVgP+emf+ImecAgJkvA/BzsHEQgiAIgiAIwjrBTrD1RWJ4SOyloBIBMaYIHAB7g6KqAjBZl24Ulc5gGs0kA7MVmPNKNIQ2oDgE5xqm04PaNmUdwP1B6bLVGohW7gA23T5m3/+ZcrMussF2iG3mMBsN0+2DAwJpRk4Gobv54F/6aTTDVuEqiYMGEpMWbhWJgBCEw0Bre90I7IARK7KFfFwGcCO0IoGamoDp9Da5sesDESE3OeJk+WzWu0Iv6404gI/EvMwV44pmAUC+az/m/rO8vo8IHWkOKFV8f7D7Dut8/lvofP6bI6vWRhfOw8MhveZmJEsMWBDKwdBG0ECik8LBuNYcfNV/AHBZq2FZ7HRc5qonoADa6JoA52mFLfSyHlKd4pybzzmsNs0n87hm+hp86fov4Zrpaw5rHXcXfO0D/9kuBov94Q8UkNmIEu71bZ+p2bAO7cDPiuIiA/ju5gAe/OhKLHzyq7XHTD8p+kvUasB0enZA380A82SmHIDY0dqBg726AJybHKEKwbACcCtqgZlrs7U2mkxneN4Xnld7jOJ4bQTgKFx+Pb67HQZlHARsP5+aaxdFsRQrzQD+bwAgy/FERMw8YOYXr2/zBEEQBEEQhKKQW6CKDjj5gm9hUI+AGC4CB9e5dAKwv7lGOpTTO9S5t6+r5A5XIyCiCJznVhCuFI8rsoNXGQFhegP0zrmw3G6ag+LIOSayQnjO+32Erup5ajJETgTw4om/qQgpgNZ52Z6BOIAFYdWwzcD9zu3nY9DvIIe2nz/DVgB2DmA14fIxj1Jyk4PjYE2mCS9GPxt1AA/yAdpRe922uZ6oqTZMp2d/BglUqxRPhyMgOE0BReWsEfc9pA/NIjhpJ+Y/9sXauqcaU3ct53bcYGft6VIA9nEQiV4fB3CB4bLYoh94qXDt9LWF69m7TKsCnKcdtdHLenepvZ20g4loAhftugi3zt56WOs4XDY8GzYMbBHbNAOcM50aUVF7wc54YCByLtEwsKJot1dkNrPWhQAcqM0TNw8LNVo3giufV2o2YDp963YO6gYDbTQU2fO0ETaQmfr1sZt2MRlPwrApBlA0602NgNjT2TPiVKZK/Yu7wnIZvsymnGkXqNEicHG8rt8xnpVmAG8jojMB9AHsA9AnojOJaMe6tk4QBEEQBOEYh4icA9i6fVHtrBv/mOu8qkUqqOtKx9OJwZxl1snrM4CVGr0n9jelWhdF4Ng5gL17gbzoXLlp5jFF4Jh58Zu7tJxyCACcJKBGZKcduv3lXCNPBk4AZgx0gkBZkbmX9dAMGtDuxksN3YQVkRKCIKwYdp/r/772M5jtHIKGQaRCsNHQxIjcYMxygtrdnVzn4Eo+4wu/9sI13waDi+uZp5t277YCMLVb4F4fu3//JeDeAFQRgBHVhRJOMiBQ5SCdE5lU0xbiGhaAIxUhN/Xp06trHABmLHzu3GWd617gGuSDwvG+LuTafmcyaoVWL7zDDozePHMzPnvtZwHYPoHPJR52QkdBVGSuHm7hwm7WxVRj6vD35TD5+BUfx6ev+fSGbtNnAPtZQkVfwWjbt6nUX+DMDirbmgQZKAhAimAqArAidbcSgKliKgCAfHrGHgOXAWxzbROAXIRBZdmq2B2rem42YGNtJuPJWgREpjM0wsamHaNO2sFUPHRuu+vBXYGNsQUFsyUEXMO1waVihhq7x9dIiF6OlUZAfBhAC8DPAJh0vxsAPrRO7RIEQRAEQRBQ6Rwatm7cWhE4ts4M13elYJEICDOUAUxkXbbVCAg16gCGMbZie+4E3poD2HVUgzGd1iy3RX2GqHZ+a5sZJFDN0slUOHari2uDPEkQBRGI6/lzSZ64mwrbjoAUTCWHj1MpAicIq8YwEChMtragN1iAZhu7woZhYMrp52rUzXQ0kXEOboTggc2CvWjXRRuy3V7Wu9sKwKrdhOkNgDSD6Q1A7VKMtAOIGQ699cMA3PVZqXKQzg9KNuLaNOni9UR3PWeVGZ3//saKoku8g/FwBdUVNUfb3Hw7UGqK70o/2BAFUSGaVafQD3+nEqjmuFyKxXJYvQN4o7nh4A3r67Ieh1JArq2g66JJqBG7grNBWQCzWiwudFP9XQSEzjIEZAvq3t0E4OH6CHv/4O/A/aTMAI7CsrBZdbYZ6mL3cOFEAEVutmFT/N3LepiIJjbtGHXT7ui5vUi/dFVkOajdXN7Bq8htkorP7vDv9WalAvATAPwRM1/LzD1mvhbAHwP4X+vVMEEQBEEQBKGEnQulcAC7CIhaFWu1SARExVEE4wTgLKsXavMicxVTZgD7InAwxk6R9LEP4ZgphNloEbilOrfcrzuATW8A1W6hdo+vNXS/XzieMpPV/o6DuCgCNzzFkJ2TecOnlwrC3Rk3ZTWOGkiTATQMQmUjXwxQOlbXwEF1JKONndHAaYbZwSx2tNZ+Eqy/Np1/2/n48k++DMA6Me+uAjC1mzYjfssE9P6DUBNlvAUpBTDQ+/oFVvB0GcCIIoBRcxmOu2b7wlJ3rYFk39NBit63Fxf0iQjMvKYCcO+bP0R63S312Tra2EFTY1yBsbpMk2n7fecHhA2b4hikOsXbv/92AKUo5wdFF8OwwZM/8eSxz3XSDibjSShSd81pvUo037Vs55Uy+75Pl30mH2GVps4BnIFajcLhC1Ku7xUCroAXBS4OJrAREMbkUEEABoNARd/jFd98xbrvS5XBpddicNl1Sy7T/8EVNr/YMbZgr+9rAkAYwLjCZrWCw6gLwFEQjQrAOkErbIHBRSRJP++jHbU3LSfZn9s1iHCXx5MM2xkLS2X4GjNWbN7ofulKBeDrAdxr6LF7QIrACYIgCIIgrCuFcMoMBGGlA07ljaIXbl1huBHY2MxgoOiEclIXXaFGp3Ezs7tBym1Go4uAQGgjIOzz1kFTE3h9NvEKsXEUpUPXdPugdt0JxFpDp4l1HTKQ6LQQoFKdIg7i4sZrrAtnTMaxIAhLwC4axg0s5TAI4gaQ5dh29X7s/P4ddrmjNALCx9bkJi8GwrpZFxPx+rkj93b24qr9VwG4+zqAmRmq3YLedxDBySdAT8/UIyDcMtRugjs9e102XM7SYMbCZ20Bs3EDh97levgNtNtQzRhmbgH5HXsBAB+69EM41D80si0GFw7GtaD/vUuQ7z1QukzhYpPi0H6OuDJgC3us/ICnn0pf3f/p7jS+deu3bHudYJ3oZEnBem4wt6jw1E3tOd4IGxsqAMdBvKgreS3pfum8wtVKUQho6wBWzRicZTbTvDeweb8uIoGisJzeHwa2/xTYQXGdZwiCENpoBKocaD77prPXfV+qDH54JbLrb8XBN7xv0WUWzvoKslt2lQ/k2grZY2CtKxEQLqO7cs5UP4fjHMCDfFAUfvPnrb+mbZoDeJHr9+GIsMnVN0IfnLX/GANqxkCaIbnmJgwuuXr0BYYBEExvUM6gW4N2rJaVCsDfBHA2Eb2RiP6CiN4I4GwA5xLR8/zP+jVTEARBEARBoEoEBDmx1xaOcY8N5bkVaFPcULJzDZtuH2qyIi4QjTqvfPbdcBG4OLLrcbEQ7LY/kmm2UrSp3YRwtw/VbtY7w9rAJKnLHWXkXOYfpjotqk0D3gFc2ZdOz2X5HX0ilSCsO4qATENDQ8URKMtx8GdPhqo64ha5ob0786EL3wPlBqI4sE7AlUytPxz89dIX8QLuvgIwshxq6yTy3dOITjsRZqFrv6+MKYu/5RrhqScg328LMnF/UBxraIO59/zXoqv3RdAOh/Qnt7pIpADUiGE6vcK1d/ZNZ48KwO59WcsicP67lzMbwwT472UrsLEuB2zjIEaiE2Q6Q6QiZCZDM2zWvmMP9Q9hR2uHfcyJcssJ1rODWWxrbiv+Z2acefmZAMoZNcy8IYKsJ1ThSCGx9YAaZQa170eZQQKaaNnIkSh0Am+l8FlYKXYbBeAkKRzAOs8RBCEMm00tcMbdPmiihf55P1p0GTXZrsWesDG23wg3CFEZeDBzHQQ7t9tILlgBeDgD2H8OvQDMzPjklZ8E4ATgsFWcj62wVURAbNYx8oXp6hxe9MLCWV9Fet0t9h93TWFmDC68DOl1t45/kVKY+8/Povu175Zb36Doh6IJK1zuMQBudL9/3/2+CcBjAfyR+3nWejRQEARBEARBQBnH4B2+3tFajWBYTABmLrLHfJ4d0gyIStGVlEJ1HpzPHfbONxBc7IR3w+Tlcpl1kSwZ87CEs4G1Lm5CAMDMd6C22kIdE7/9BLeMgUnL3N/c5AjItt/fHPttKFIwboqh6Q2gtm0Z63AWBGEFOAewNgZhFIPTHAcefSqMIjuVOjw6BeDzv/gRe61kgAMCcl2IGutFqMLCdXl3FYA5zaC2bUG+ax/CU0+A6fYBAN0vfwdzH/iMWyZFePrJ0Pus4Gr6g2JAssicR1mIsIp3ua4W00+w/4VvcrNpFKjVgFnoFs7OOIgxyAf1bVUydde0CJwiK7j5mTLuexVu4BWu+JwvtOULvqU6RSOoF9HKTIZG0LC/w0Ztyv1iDD9/08xN+PBlH64t047aI67O9SRS0YYIzr7YGwAbcTC7gOkXvgmq3QLntn4BJ4md9eQG3SmsFr4NrCgaBiBSMHmGMAihWa9NPMlhwnk+GucwhI3vqri6tS7iRvTBOQTHbS3iMQYXX43GQ+5XOVZhrQgxgYooB//e7e/ux3sufg8AmwHcioYiILL+pjqAF823Poz3jOKwOFbsXOLQxl7LKjPYzCBB//uX22UICI7fjvgB9x6/zg0Qg1ckADPzE1bw88T1bqwgCIIgCMKxi4tjqGQAezcvhlzBI6/UBkTe5WHzfCd++4kIdmwrFxqXAczO1aC1fb2LgKA4Kovz+DiJapG1cTEUS+FF6WKzNtqCiLD9r//QPmg0TGqdvmAgNVktAiJSUZGLWI2A0PsPITzl+MKBJgjC6rDip0EOjTCMrRjcjKBSjekXvwV630Eg37ip4hvF1i6h/YRHA3AOYK3Rz/rrWqhKmzIH1bvl7m5wliPYOol8zzSCU04Ad/uAUtD7DtrvDiegRaefCD09Y1/TT0BtO12ck9QO2Ck1Ng8XwGE5gDlNiygKIgKFYW069mQ8iYVkoVjesCmm9K9lBAQFATjLXSFWJ9jl1gHMPgLC7bP/Lkt1WkQyeJHX4/OB/eDESjKLh/fnx3t+jF++9y/XlomCaEMcuZ44iDfIARyXhc0CVThi1dZJ2z8K7fkJUlb4zXVR1JDZuYHTzBWBg3MAR9BGr4kDuHCVrpbDKMbJ2gCuH6UPzCA8/SQb+RAE6Hzh24gfdEYZAREGmD/zS4V7teoA9gMVnbSDEydPBIBitkT189PLepiIN68IXG5yN4ushA4zw752Hrk6E8V6KkJufutuzH/8S0X9DeQax73mLwEA/QsuPaz9uCssKgATUbzYc0PLrV85TEEQBEEQBMHC3gHs3LhUyQAuROFFHMCmEgHhcgcnn/JLCLZvKZcZl5HLKB3APgKCnQM4HxKAXYYvM4/t1C7pDq64UBZblrUBJ1nhAM7YOoCJXUG4IASjUhDOx1IMElC7iSv3XykREIJwGLArOJlDIwwiQBvoZogw0dAzc2VMzFECJynyQ3NoDQC1xQqwrEoH8HoIwN416J2eQDldebPEksOFk9RGQOw5YCMgun1Qq4GF//q6zXtvROAkRXDCcdCz8wCA1i890jqAma37UhvQRNMW8FR1yWJsxvtKyPKyuBUAxJEVp1P7XRaqsLbe3OR2Zgl4bd/3yIqKnKRQLSulsNY2A9iwHah034FFUTeX6esdwNUiWpmx34uDfFCIa8s5lhOdIA5KuWe4uKFhgziINzQDOAo20AGcpi7jNgb3+qBmA8HO7XY2U2gjIEBkC8KlGWiybc8VwDmEM5dbHcOYHIEqIyDu6ud1/wv+6TB3DMvXOQhcf86jy4Jv+sCsE4DtgH7jIfcBRbbgLxtXLM4Ym1+N0gFcHXTvZt1i0MoXgfPn75FQBG4sh+m6tQJwgrkPfg7c69uBAX/8K4Ky7x/v7+6zdTqMi24DcPDV78Kh/iF8+Sdfucu7sVKWcgBfQUQvI6JTxj1JRCcT0csAbLxsLQiCIAiCcIzB1Rw6quTxBqF9DqiLwbUXl44ieNfwMIpGKrADqGyz4jCOo9pNhEnSwslkFrqY+I3Hr27ntAGpepuGRWCK7U1bFEQgV5hp2AHM/sa3MkXW9ProUIov3vgVKQInCIeDcy1pNggDVzQpsm4zajbs9eEoEoD7F1yKmXedBUXKio9UOoDXQghMdYqDvYMjj/uCc14A7uf9u6cAnOU2J36hi+CknTCdHsKTdmLqGb8OTmzBT06zWhHSLc/8TYSnn2QF4L511alWE9D5SJEqRStNsRxqV17/7qMohOn2iwiI4eJy1fdiuaJqq4FCG6HESVIOnOaV2Tza5rL6TF9fjJCIkOlsrAM4CqLSAQwuCqMOc+7N59r9yUf3xx9Xfx76HOCNwBcJ24hsWIojcJKB0xyqFcP0EzQf9RAEx20rZlVxltv+VbsJHiQ2s9nXOAjIusnDENRswOR5EQERULBpn9eVZLGPDNZpDSjCobd+GPmd+xCddlIhWHKS2f5fltl+ZRTWBtF9FrePIDFsarE1SZ6gHbXBYGijEQfxpheBGwsRDidSfFc2jazXQ/fr34Pp9JxAzvWCgSijOd7/o/cVccPVmQa3zd52V/dgVSx19fwFACcAuJyIfkJEXyKis9zv6wFcBuA4AL+4Ae0UBEEQBEE4qln4r68ju/nO2mO1my92TiiXj0jKFW0LA8C5KRaNgKg4iniRqs/ki8BV3MLuCXeToMp2+Bsk/7xxVcvJFlyrFZdbCYtM8621rxHBMBcREJnJEFAApnoRuCRP6g7gfoJ56mOqMSUZwIKwBAuf/sb4JwJ73ck5RxTGbsDJXk+smJdvWu7lesCGoWFqjtCqA/j4vTlm37t4kbLl+O5t38VbLnxL7TE/4OUHszyRm1p+pMBZXs8QHbdMWs4IUVNtxPe/F1qP+xls/dPfs8JvHMF0elAT9SxliiM7uJA6AXjLpP0+GxqwHBZqV9z2XFsRC65QaRiAe4Piu2y4uFxVBF3TDGD3/Wmdlk6kzbUtCMcoMvs169p3GYCa2OY/c1UHsBfXfC7+MC8/9+UAnKBd2R8vMDNz4WQdJyCvF8NF6VbD4MfXILtj74qXpziCPjiL+Q//j40d6Q/QftLjQBMtey6ENvaKswxqyxRMP4FqN3HymW8CEeH8O7+HQ7P7gSgANWMYFwHRz/pohPa92QyBk+Jo+ZkYfhZZ9XVKId+1Hwv/9TWondtsQTxX54Gi0DrkXT0IHrNfPutXs67F1gzyAVqRdQATEYho04vALcphfH996YavoJd0yiiIIHBFkm1OfrHq1BZ7DFxxYiLCL3/Mxa0QIcuSDf2sLdrTZuYDzPxSAKcC+BMAXwNwFYCvAngegNOY+f8x84ENaakgCIIgCMJRTOcL34Lp1wvQIKsUifHZc86x4fMRqRlbpwZghZpxNx6GyyJrWhfTz2r4/DhTKRgHJwx7dxKRE4DD8kbDR0d4gdk5vFbDcBG44vFKp5yIcOU/P7nIb8t0mQHsb3arU18L4SZJMQgNwjA6qkQqQVhr5t736bGPsyv+mLNxERAarAhEygnA6YZXMl9XmKGJi8xVwLn+tLGu3D4hu3X3Ya9+WPzw1yoiKiJsPAEFR5RYMn/ml9D53LlLLsNpDkQhqNUEBQGO/5cXl88lVvQ03T7UVLsceETVmVmJAXBu2OzOfTALXbscHZ4A7HN2/TooimC6PXCusfA/544Ul/MCcPH+YG3OcVssSmP6Rf9sIwaYXRxBZL+DtUEn6yLT9lwYdvtWv998O6MgKnJWq0XjFmOxTON93X04cfJERCpaM8fzSpgdzGJ7c/uqXuPPk+TS69A/76IVv46iEGZmHp0vftuKd/0EFIf2fclz2z/KNJBpBFsnwa5fRnHkBt8DDHoLoCiyhQS1RhiEGPzFW4rIg8Uc2ON4xTdfgVtmDjP3t0oQlLUZFmExl3B8/3siuu89oBqxdeAHtvAnRWEhhlMcj43RSnVaDDx00k4xa8HHPlSL8262A3js99RhfnfFUQNJbsVy00+cg5/t2Ghl/zjPQXGIVthCX9tzqdj/MECepYiW+KyuNcvOn2DmlJm/y8zvZuY3MvN7mPkCZt64RHBBEARBEISjnPC0E22xjQreLWX/cRnAWV5kIrI2UM1G8brhzn1xM1uppM5ajziq2DmOivxBVa9kzWlmK0ArZTu4LsPQbhRlcQvU84BXjBl1eY2jH5YFknwGMOAcwIF1Bg/yQZHb6I/RwCSIgnj1xekE4RjHsIFyg026kgEMAhQIiMO6YHc0YAy00WiETSR5YqNxXA7yIB+goeK7JHh7h6WnGiuR5EkxyMXMCFSwoTmsy2G6PetUHYLTDPtf9M/2nzQDNWKc8tm3jy7n4iFIKdBEG+q4bdAHbCE4athoCE4ybH/xs9F85IPtuaYUZv/tTKQ32KnS/tit1hnNejgDOAT3BkCuMfeuTy0aAcHgNR08rM6gUZNOBB+koGZsIzAM47zbz7duXyf2enHaC4vV9vgicF4IZmZo1ksLwEMZwP587mU9TMVTiIIIURDhPy/9T/Sz/prt+2LM9GewvbU6AXjPH/yddS5H4diZT4sSRzCdLqDcAJYblKi6Xjm3TnS1bQrxT92rfG0YWFf+YACKI6hGbAXgMIK+c7pwVftIi5Vw5/yd6GW9Vez5Iqyk0G0YjI3roXYLJ/zry2ykzyBBsHM71I5txTHhLLfnZ2X9/pzxQq+PgJhqTBWDENW+mBeAN7MI3KKs8PPNeTkDohE2MUh7RRYwRWE52666ujQHoqjISR6+lhiji77sRpgUDi9AZ50gomcQ0bVE1CWim4jo8e7xXyai64ioR0TfJqJ7bnZbBUEQBEEQ1go2BtRqgvtDAnCWlzfbhm31dJfHax3AGjTRgnGvo8kWzMKYGwlGGfswlINYFJPzTl7DIFUXNzjLQY3IORusm5h17l5OZafXF4RrrG46G+d6JAPYr7u+G7bYCNjmzhUOYGNvgA1MeWPr+9HGoM8porghERCCsEoG+QBx3HIREBpxGNcc/2hEZSX0owW2ERDNoIHMOHFbEUyuYdgghFo2smYpht2BvrAXYK9xVeEuoOCIioBIr7sV1IyRXH597XFOUmS33Fn8TXE0diCQmg1QI8bxb/s7hKeegOi0E5Hv2m+fa8TgJAVnGYITj7PinLGzQ0x/ANUuIyMMGzz900+vZWkuRXbrbjtTJiqPrc8A9oOPwwW8vAO3WH6tXO5BUAxGhqecAMAds1bTCplswDTqQAbsd53PyvXt8d9/mnUxE6aake+prmdcBjDgzsWwgVCFaATWnXz9wetHlltrZgYzq46A4DS3Av4q3hYvGJv5LigIyjzqOCoLpIUBkOd26n4c4fi3vLR4PYUBFJQd5IhcBrDOEaoIDFOcL4N8sOIM5TiIkeikaN/hQoFattCtzQDOkd2+p/64O5d8gcbmzz4I257/tOKYcJIWee8/2nMxFj5zdvHaVKdohS1oYyMgqrnlgSozkRWpsUUMN5Lm3g5OOuem+oOuX7sSFs76KhY+bfc9CmOk2mWaDxJ7rMYI25y5c8VFzGjWdmDHGJsjnW+sGH7ECMBE9KsA3gzguQCmYLOFbyainQA+B+BVAHYAuBjA4YcuCYIgCIIgHGFwkiHYNgXTq0dAcGorptt/nAPY5/H6InDNhq1YDSA4bjvi+54+un6tC71mJAPYRT8UldadA7h2s5tmduqsi4Aocn+Bsh1VAXi1DmCXAdy/4FKYIRf0YmSVKa7MbPOAXVZjFJSuExiDxDjBRYrACcKqyHSGRtQAjEEGjTC0TnomN42+ER99DmBmZKzRilpIdVorAsfMoMys/hpXoSr4+v+rQmNVBArUkRUBkV1/C6jZQP/7l9ce985ewBUFbYw/PqrdtGJIHIGIEN3vnmj89P0BoDiXbIxQmY2LILCxQ2kGw6a41jfDJnYvrCyKY99fvh7c6dXijyiKYHqDooApcb3YW+FgXOOBQwqsU3PLs3/L7rMx4CSFmpqwxaMMg6kUoP32iyJwTpj1+POnyCwGj42A8A5hoMwAZmZkOqutK1IRIhUhDmK87ynvw3R3ek33fxyt/zy3FgHBevlzXm2dhJlbAJtK/2U5shxqogU91wECVcSOUByBosAVgXMO4GxMnFUQ2L6OE4ep2QBrXeSF+3Mn1SlaUasW37EYcRAj0xnSG27DoX96v91/11epDrQkV984UieifkBo+T5OYPdt3/NeNfbp6F6nYucb/rr43xc04zSDajfBeY5zbj7XxgW5QYzqvuYmtwMURhfnaFUAzowtWOgf++PP//GGRnO19i5g8paZ+oOrGNjhNCv6vkopGO0KXg7SSgQEjbzGDhxYF782GlsaW2ym/r1OgZ6IRwYxfNzNenDECMAAXgvgdcz8A2Y2zLyLmXcB+F0AVzPzp5l5AOA1AB5GRA/YzMYKgiAIgiCsFZyktuDNkJBiC5KUImfpACarxWoDNdHC5P/+XwCAYNsUdrz8Tysr4PK3v/HVQw7gyk0DG+MK0JTVwH07qGGn7fp2FDca3jnsXMPjbv6X6+Cz1kCgMPsfZ8HMdRZfzt8Is7059lOBichO34UXgOPitosNo68HiKKGGIAFYRG4WuixgnUENq0rlisREMp+5jgKiwGoowXOcqQqRztqW3HMzaAwub0+B0kONA8/HzXJywJcb7vwbYXrchxHmgO4+diHW8GjP2awMgqhD8yA+4NSwB2C2i07ldyh2k1sfd7v2OeaDZj+wBWRc997fnq+cy76Y8VgREG04ngMasRFcauCMHBtjUCNGGHOhXMTKAVTH8GwZrh8Vfu3FY14YOMGuJ+AjYHxDmAVjxR8G5sBrKJae71QXqVaYNCLxj+48wd41bdfVazfH98osALw/Y67H6Z76y8Abzn/Bluo1bHnGX+3rAisWvZ8Wel7s/C5c63gP9GGmeuAAlUInNSIrZjbG9jzwjuAozExGmGAmw/ciE7WxWdu+gKgNYLIHnd/7lRdscvhHcBmoQszu+Cituz7O/2SslikPjSHfP+hJQ6IWtLJ2j37Qtv3cxEQbMrzquhbNWIEOytRHKF1q3OWgybbgK830YwQ5y4CwuVJ+32t5pZXo24IBG00mmHTDqwBuHnmZnSz9RM7h1GJhmkMvafeSX/bbuR7lj7X2XAx+yNwsSsUhda4EAbjizBnuT2/iAqRfCqesoM5j3wwdj35viOv2f07LzrMPVyeI0IAJqIAwCMBHE9ENxLRnUT0TiJqAXgwgGKIkZm7AG5yjwuCIAiCINzt4UECNdkGZxkOvOZdpaBSdQD7Ksx5WQSOkxRq6yS2/NH/Xnr9uhRoa5XHASfqorh5YFO52eXSRUtBUEZAkOsIA9Yd5yMkCIVjq96A0hUxVgzOXTZjYG98hpfxNxZlu2wGcO3mggjMxmZoqrCsVm1cBnAYj1S/FgTBwulQPqqjKEpmGCnniAPrBmY36ILG0ZcBzEmKVFk3H8MV9QmVm0lBiDIGNw/fAVx1mX7yqk/WhLlO2imnYxNtugPY5116KFDgXBexQ+VytojZobd8BIPvX76oQ1q1m4uKw8GOrTAHZt3Ue7sMD1KodhNQhAtuOb/IVvWzPlZ6bCgMimnaVUetF66pESHKqCgiCthzv5phumaoilCkbJHV5qMegmDrFHiQWKe5KsVeBhfnRJEBPFQYzovhVcfysDA67DT3mcfV/Fm/TKhCxEGMqXhqxTEbd5Xa93kQQE/PLLG0c4yvIn6m87lzkd+2G2qqDTO/YN28lQgINdmG6fQKkdQLwyPbDQMEBtjfn8b1CzcDmYaK7HH3rutBPrAC8Jjz80e7foS9nb3F/94BXMRPLBLlwIP0sJ2hbAxm/uVDrlCwXfee//PSZcXz4vk0c33U3JpVmw00fDfVfyYrWb9+0KQaq+L/boZNDHI7gLSaQZy1gEMFGiPSvva816D/nYvR/cr5I8/t+8vXl/9U+sdBENq+acNGQFAQjBXgfa60t/lq1piMJ8t4oQ1mRQIwEcVE9HwiejcRfaz6s0btOBFABOBpAB4P4OEAfgbAKwFMApgbWn4ONiZiuJ3PJ6KLieji6en1H6kSBEEQBEFYCwp3RZojv3M/sjv3usezSsEd57zVuRVeXBzDklMffee9kiVci5UAXBE3XRSBg+EyYmK4M+ujHyoZhrVYCP/88D2FK+RTuIVH9l+DYufAScpOsY90eNeP3jX8CjDzGAHYObhU5aZNG/TzBPEiDjtBEOy1BkNihy861QhtfnZqUjTiJpDbInAgAD7/8CiCkwz9QKMZtUqnpVIwmb02RenqBWBmLoS0oriYu756RzAz46wrz6q9LqDNLQK3++kvATPDdJxIGNgYIu4PcPB170XuRTpXKFRNtaFn5hfNgaeJZuHuHUa1m9j+//7ExQg5B3CagdotgAgfufhDhdvQO1xX7AAOA3A/dVmc5RdUNf814FEHcFUwBdamSFPVhUlu0PO4V/05qNUAD1LoPAOCoIiAGHb7Vt2WgBWU/LEYFoerVDONma2o7L83hwXmUIVohI0VuWv3d/djbjAs19w1/LFYcplVxs8Ex29Hvmsf1JZJO9OIGTTRsoPizgXOSVpEQNhzekxx2iBAoIGuHqA1tRWU5FYABhe5y6lO0Y7aMGzwtgvfVnv5/1z3P7h8bxmh4h3AhVDo6yoMwWlmi9ctdjyq5/XQ6/3Af5n1G8PMzI997TBbn/80tH/lMQhP2lmYE7gZIc6AHRfvrg1oAS62xkVAVAsregdsM2yin9vCgr544YZBKOpDmN4A+pA9b288eKM9ZmMc39mNd9gily/+l9rjSgUwxvZdeZDY1+oxswUymz1OAIyx+dwT0UQhkleXp0Xe+7VkpQ7gjwL4GwALsO7b6s9a4EtL/gcz72HmAwD+FcBvAOgA2DK0/BbXlhrM/H5mfiQzP/L4449fo6YJgiAIgiCsL5ymUBMtm7M22QJ3rTvCZtO5DqnLAOY0tzcly+S9cZbb3F6MyRIekwFcFoGzebz2cbfItqn6sqoiDvsicooqNy5DHWD/GqVK4biKi4CgZgxO6mJSP+sjG3OD4AvV+RsMgr25SHRSywBmNkgpRxBEkgEsCIvgczCrEFHpOGT7iVJk80tZERQIiEJsfe7vbE6j1wnWGvN5B1sbW5AbO9OAwgAmz63z1BC4UgTu6zd+fdl17unswZ996c+K/4kI3axrYyacy7qf9/HCR7+w9jovpmwWvNCF3r0f+//6jQCsM5O1AfcG0AdmkN+xB/rADLJd++x3lVLgfrKoA7j5Mw+COm7bottr/9Iji4JTAGAGKdREEyCFUNfdhqs6NoFzAEd1QY8HCRCGoFYDpK0YPxwBURV9V+MGHidOLvzX163rN7UibzVOKdi5Dce/7aUwSQqOAuSXXIeTb0tqArDPjy6/30q3bzUCYhypTosM4EIIrAh0fpk4iIsM4HH7fKhfjyF4ywVvwUW7LlrxcVkJ4/oCI8us0gGsJtvQB2adA7gL7g0Q7NhaxIwEJ+zACe9+lYs90MXU/do6piaQb28hMECfB2hObgFyDRXHMABCttcFn4urjcYnr/pkbR1VARRAEd/BLp6L1HgH8OB7PwaPK/I7sqNqpK9T7QMyM9TURPH4ckz9/pMx9X+ejODE42DSDACBowBxyjjjzMtqkTaAHbSqipv+HPVibytsFQ7gDReAGXbWGjPmP/p5dL9yPjQbOwNjSIz1UNMONKRX/MQ6xjPb3hDKFmOMwzIDeNwAEduZdkq5InBGF+fGWHJ9l4qMLsdK1/xkAI9l5v/HzK+t/qxFI5h5BsCdwNgr6tUAHub/IaIJAPdxjwuCIAiCINzt4TS3jhdjoFrNwlFXcwAbK6IWFYWVGps3Vqwzy0H+ZtdHOIzDrcfn+7IvYmHtCgCAk//rrXZZHwGhVOlScNEL9k/nSh4uguHWj0CNd7Z4N9LQDR0RoZ/3R1xYQNlpVKQKkYYrDq6iU2ns7SspKmMrBEGoM67gESoFy9wgESkFKq4RdtBl6v88uVh+Iwv6rBdEZPOOVYhUp1AUuAxge+MfkCqmdjMzXvmtVy67zjvn78TWxtbaY9PdaZwwcUIhOmY6K6Ig/KBWqMJNLwKn57ugdtP+4/JrTX+A+CH3Q3r1jeh+7bvofuHboCgCNSKY+c6iReCie50CtUx+shWr7DVfTbRAEy2QIgS6Hp+xuggIm1U98j2oDWA0VKuJ0Nip+379/v2oTmFfDXue8dKR77u5D3zGfn9meSH2+axbCkOEp54IPRiA4wC46DrsmLZOyiIDWI9mAJe7omvtHaaIc6m+xp3nHi8AP+KUR+Be2+41dj1POvNJI+tdLMN6NVSPFTVX4ABuxkvmj/d/eEXtfzXRsgKw62Od8M5/sIPbxhR9qmD7FpsLnOsiHqTKxK8+Bnt/84HYGk7h4M+dCnPcJCizGcA6IgSZfZ98BIR/L6rvSTUCASijEWwx3HJwfziXffCjq1aWtx4GIwPt1uleFhRUW6wAbHoDK2gu1j+sQFEIk9gBdqOA5nyGbKoxUnBQVa6PilQxgBCpCJnO0Io2RwAuv5vs9xa1msh37UNy+XVoh+2R5ZPLr0d60+01pzlFZeSRCkLkRrt+q4uXGRNhBgCsCPe9NgHDFl30DuCx7cx1Zebf2rPSq9jtANZ73tyHAfw1EZ1ARNthHcdfBvA/AB5CRL9HRE0A/wjgCma+bp3bIwiCIAiCsDGkpfhCrQZMzzmA07ycCuudu74q+nLTH9mMrW5cK/CBUrS1gi87sVg5N69zFxU3B1QKxKYi+larcFeKyJVtseI1+ZiJCnpmHvkdNvLCF/qpCshW0B3qDFdWoUhBGz1UBC6qZQAjIJiKoC0IQh12Ve2HKSIgtAEToLwDlKx7cJiDr3k30ptu34gmrzsE66oMyA1e5Xok17IaGTCOj172UQDArvldOHXLqbXnDvQO4LjWcYXo5h2cANDLemhH7SOiCBwvdKGmJuy1uRFbcaw3gGrGANtzh40BNWOopv3+WnTAcSXbGyRFobid//w3iO9zD0ApBKZeQC9U4cqPTRjA9G0RuGGBhpMMNNFCwFRzyVYjFYans69oPzJ7nIr/q9vVlbzXvL4PJsuAKLDHsVWKvcxciLjVafWeor2LDMIMC3VAPX4EKAXgHa0daIZW9I+DuCjaNY6qo/NwMUPHwccxjF2227fvRyMGp4ss0xvg4GvfU3tMbZmEnj5UuMuje58KUgqH+kNZw4HPAB5/TUSo0A6aSCIgcscuUCF0SAh0eRzbURuadZnxW6F67SSy5xXnrkCvr8eQ5aMRFIs46wG4AXxTuPQ9enbBfqYapfvb7xf3+raQXnPxa1jRzkaMPEnQDBrQCggTA45UEUFSHL6KM7/6mfFibzNsop+VERDDx2alLHae69nxmdWZyRBS6FLLbJ8133/I5RKPxp30L7gUyWXX10Tfap/aD0BRFNkCk2GwaB/z2tkbMLHPnre5yTDVmKoNItb2K8/HRlGsFSsVgD8G4AtE9AdE9MTqzxq25fUAfgTgJwCuBXApgH9i5mkAvwfgnwDMAHg0gGes4XYFQRAEQRA2leqNBrWa6HzhW7Yzn6SghhuD99WanXMIUQhkizsnKAyLqWpVTjrrzUMLkhVUfbxDxek3ss4iAmIoyqHa6R3XKTcuAzgY7SCn19+K/nk/sv+MiYjoZ/3CFVe0g1F0xJWy2Ye+CJwVbCo3Tcbvz6j4LAiChdN0bDZrNTeUlJ0iS1oX02WHp4frvQdW9DnLbr4TvW+v7bTxtcZHYFQjIIByijMAzCfz2NqsO3tvPHQj9nf3g5nxHxf9BwAr9u5s76wt18/7mIgnCtHNFx0DKgLwJhaB845Mk9iMVB7YqCJoUwxS2gVMMY2eGjG4fxczobUp4otIqSLyKDAVRzqwqmPji8BRHBffMV54+cHN30MaE5oLOdRMp/j+qAryQJkzv1LUZKvMTgZqA72c5VYkD4KRz4tJEiCKoBUjprBWBM67fMe1Y7kIiLEC8FB+azUCw7O9uR2zg9lF97MVtQpB73AwbMChqvVXqBHbKAxjwFmO7PY9OPg6K+jufvqLgVyD2k3wIB17LMx8B8H2eoootZvQh+ZqYmcn7WDPYF99uTCwhfiSdMQB3E27Rd8jMxnCIASY0T7vWqheisDtQpInxTR/n/HrqWYuA3YQ+6R3n1/0k0iRFXCL4mH2s6i2TS2fyWzYfl4q/azpv30zspvuAKLInsO5RvRT98KWZ/+WdQAPEqjW8l5PikLowQBx2IBRQJQDHKiR86p6fazO0PJtbwSN4nj4+IvD4Q8/94djz7s9T/vbscvbwZ0QVHElI9cwbGrn/LCLtxr7ALZxZ4YNgiIDOAIv9ECtxqICcOAGHRiM1GSYjCdhFruW+IGAdWKlAvALYAu1vRHABys//7lWDWHmjJn/kpm3MfNJzPxCZh64585l5gcwc4uZ/xcz37pW2xUEQRAEQdhsikrkRKBmjPTKG4Asd1mIrmPqhFk7PSxc/kYgjgpHzdY/e1rx8Iiwq8i6kXyurxdrfXG4Kt4trIZuhIdjI4ab5jOG1ZgCF7ri+lHWZVe+zGb6hmrY9VIWmvPTsf3x8DdXvn22ojqBxxW1EwQBgHMAj5l26sXJYiCFnLtM2SpwzIx3/+jduPHQjXY9xXNL07/oSqTX37rGe7H2ZDqzU/8DBdZWBKg6gOeTeUzF9drk1x24DrsXdqOf9wsXpWFTiCT+2jTIB2iGzULUrAop3bSLiXhic4vA5doONDp3eHLVjbZoltHgflJey+MI3OlZZ2UU3uWZFse9/q9r//sZKYEmJLoUKL24tCKCwH6ftuLiO4aIcNKZb8Kt0zdCN0OceulB3PucO4pCXpnJimJ93vm9mgxgNdmG6ZYCsOmXzmbk1gFMY2KRTGodwDogRKxgvnhB0V7NGlEQ1YRvfz4tVwRuMQdwMcADGuto397ajpmKS3b4uA9n2q4U1jZmYW4whyCKrfPRQVEI5BrJFT9B75s/APcHyPdM2+23GtCH5myUwxiXMKfZ2PgGUqqWLw0AZ115Fr7+yofVlwsDcJZbAbnSX5pP5vH0Tz+9+N8K7jEAtoPSxiCct8ch0UlRBK4RNmoOah/v4lGkMPnjO4paCAhslqzv6wG2iFs1amdRjBnNolUK3B+UGcBphvCE4xA/5L7g3sDm1y4TywIAcE7YSIXWAZwxOCBooxeNgCAi9LPyOugf84yLgKieB0vRzbo40DuAnxz8Sf2J2Dpyh0l1ipBsOwtXfZaBwWio0jk/+P7lSK8o10lRWJ5nLs93kA0KJz6FAUy3D9Vugc1oBBoAmICws70Thg1SnWIqnoKpHKPa/nuTxzqxIgGYme+9yM8Z69YyQRAEQRCEY4RqPptqNYvHfOVmAKXI6iIglqPx4Psiuu89AGDpG4ei2JsVZ4uIB+/2rVLJAC6cuj7DUFViI4ZEZjY2A5ho1OHLSYrmY9wNWGBv0BCFxbZSnRY35OWLKs1H/WaUiFxBOIdhsNWqYPTmTqUWhCMVTlNQI6rljQIu39NlADMRVGBdTwEFrqA641D/EBYSO+2W4hDIVvA5Y8aZV39infZmbSAQMpNBqQCkgkKoqwoc88n8SLbv7GAWSZ6gk3YwGU+Ortfd8HthxIuamc4Kx2k/76MVtja1CBynmZ1J4qbZH3zlOwoHMOd5cS0nIph+AtW006iL6/lh0hp+faDqDuCwkgFsND744w/ikt2XLLnOwgHcaNQGNsOTj4fKDIJ2y0YrpVnNAVyLW1hlBARNTYA7pTBqoy1sZABrJ+4pVRsEBYD8AacCDZspG2sF3lsWXfOO0ppD0Z1Pw+0dJjd5IYAB9jzu530EKkCoQoQqHJu5PxlPopN2AKDIcK0KmlXH52pIr7sF/R9egUO9gwgbjdqMJi/CZjfdgfS6W8CZLlzhamoCZnYe1Gra+I4hAW33019sayWMiUuwInwDO99sXaLaaDzg9IfWlqFmA1NP/zWc8J5XIdhRfrZvnrkZJ0ycUF+WCLt+/X4YvO1PcMsTTkP08g9jyzXTtghc2IJmbR2veSlIBqp+vGy2NJe1EoCyCJ0v5NsfrEikZcMjERBqogU91yniT/yxUe0WTH8A7g1AreYSa7U888vPAWf2eqgVI8wMjLL9r2ofbTgCYnYwiy2NLWPX6QXghWQBB3oHAAD7X/imQuxfCu8kfuZnn1l7PNi+BWZmfmT5JE8QUVgzKHA26gA2cwvI91cKHcYRuNuvxW8kSQ9xXCnG2B/Ywnr5+Gv1QOUIVQCwvYZtbW6FMQba6NFs8TwHws2PgAARhUT0iy4G4vFEtH6tEgRBEARBOIawERBuymscAWFgBeAkKQVg77zNRp0t42g+8sFoPfbhyy5nHUi6jHfQunBcjRiJ/DJBpcq0ywAG+b/HZA97Ubn6Or/vSYptL3hmsf7SuWPXa10bo4K3cY1TajEXmGs8G+v+JVXmAguCUMM7gLtfOg+dz51rH2MuHILscsKJCMZYF2KRXekd/gAoilZUWZ7ZYF9n73ru0l2D6xnAfl+BUQfwsLgx059BopPSPe3weeVevPMibzUCwjvp+lm/yAA+HHFtLeAst4MCSVZk2aqJtr1GV2ZrsIsOKnJ7hxy8dxkVgIgQaivi+GPkIyCuP3g9DvUPLbkKikJwPykyjKsEBnY/QwIlpZg17KhddQTERD0CwjstiagovEVBMNKehZc8BRRF0AqIjAI6ZdyGL9o2LvrCP7fSCAhFCoN8gNzkmIgnEKoQSZ6MCFJVAbif97G1sbWW2+rP69XCaQZe6GJu4SDCdrte1DYKgTyH6fSgtm9xETUuJisK3bGMbfzIcIaqc7UiCpHv2ofeN3+I/oWX2ecGCVQzRvMRD8ZMfwbXHri29tn269/yh785kmP9k4M/wU8d91MAgJue+zPF47t/4/5QWyZw4PQmCIT27vlaBMTw+zX8v3WWww6oKGXPCQaQZUUWrB88WAoiAnReHJfi8XYTZm4Bqt0C0swO0EWhjdDoDlzRxeWLjt20cBvYDZBoxQi8A3iokKC/ZjEzFCncOX8nTpk6pbYu/555AfjSvZfi1d9+tX2u2wdrA7PQXfLz1gybNWHdk5MZWyC5iNhxBYPtwjkMM1pBs/ic67kO9LS7nuQaqt2E6fRq/e6k10HYbBX7aXoDqMkWOBv/3ZcoK/QaMBbSDk6aPAmaNTKdoR3VC9BZEX91BSdXw4rWTEQPgM3lPQvACwF8EsB1RPTAdWuZIAiCIAjCMQKnWZHPBthiJVYATsuO+VAEBACc/Ol/vesbjyJwmpdCrs/XHReZUERAuGmrzlkLY2zbfUG44RlwxjgXlyoKyxX7npQV30mRvbELw8JFnOp0ZNqqF2D8DcawAKyqHXy261VBmeEpCEIdzqwIwFrX3FeZyazj0viBFCsAx0Fc3uhXRoooDlc0hTfPMwTBkeknKq4dhCIDuFps0hb/WTwDeHYwi0E+GBGA21G7NlW+GgERBTYL0+e7DvIBGmFjczOA3WAcJynU1kkgUDYCYpCC2s3CSUtEUBOtlU0jPwz8gGTEykUC2fPGF4Hb1tyGuWRu8f0wxhaB88XlhgTXdh/A9inr8K1MZx8WTO3MkpUJwMxsnaqdHg69+YP2sUFic0IBO9Dqso2HM4DtrJcQOgAiQ9Z9WD0ebmBi+HvRnz+LMU4A7md9pDrFZDxpC3KZUQFrIppAN+sCsAMT25rb6g5gdZiDFFkOPd/F7PwBRO2JumgZhtb166OdqgXZ3DlJSo3k6QJOIO4NQFGIzpe+g9n3/hcGP7zCOjn75aD6ns4ePO1BT8P25nYc7B1ctrm5yQv3+aGfrQuaoQqRBnbwO54ZINEJWmGryIrNTW7zg4FarIthUzjO2Rg7kNKInAO47OuZFeb0+v5UVQClKLRC+tSEzVV2ee/UasL0B7ZA70ocp84TEKoQmhhBZuN+qnUXfJ+sGgGxkC5gIpoYbSszIhUhM1ZULlzEzkiw7/mvgZ6eGXmdx8+eGF7n9+64YKTvatggyRMEbjCpiIBIMzAbN8vFLZzltk/uYzhaTZhuv+YoT3pdhK1Wud1Bah3pmR5bqE8HzgABW6ivGTZtHIRJi3iMss+6vlFlK5WW3w3g/QBOZ+bHMPNpAN7rHhcEQRAEQRDuCmlWK8C09flPtw4WRuFCKVx2lQiI4SInh4Odsp0VGcCsc3ujT6N5vX5aJvl2qKG2wTr7hhVgHytBweh016qzx+Y0JmUEhDFjBWBiwKAyHdu7jyr95tqNutu2uYvZlIJw1JLmQBRBTbTAzrXoi6D5CAgo2AI4xk6Z9QMxoQphvBgYhnZAabnNmQyxWr7y/EYx95+fRf+CS2uPESkrxpEVDdLc3qwrVea2jssAzk2OVKf1fFUiNMMmelmvEKx8nMEgHxRO4FDZfHcvDm9WBnB2627ku/aBJto233LbFlAQINi5DabXh2o3a85VNTVRTDFfc0I7pT2gEIN8ULhcvZPSC8GLkmuoVsNFQMQjMUTf+aUYdMYpCDIDTVw4YAsHsNun2sDichgDtcUKwL1zvm9dgoNSfCwGcsPAFpaqkOoUkQqRk0GEENzpY+tV+3Hit24uBE9fWKu2myuIgIiCqLY/H77sw+hlPUyGbUSaas5eT9UB3Mt61gFshhzAhzFIwWkGM9/FXG8GjfZEXbQMg/pAUpYXblgKQ5gkLfopIzRiK9i5iA1OM1tErRGj/cRHFf2N6e40Tpg4AY869VG48I4Ll23vsIDuj6NhY93UlIMARAtWlPSCuj8/n/DRJ4CZC0HYr9OKynb2FZjt9H9mcF4pAtdfWU4v57k9x6pierNhHayTLSDJbB/OX+t7Axz32hcg/un7LbtuAMif9QR7TSJGkJrxReBcBASRHSzzg1kAsK25rVguMzZOZHYwiw/8+APltbIRWydtEIz0F6s0AnvtrNLLevZzUfmcXnjHhXjjd9/oPlcuB9n1D00/gWGuOf2Lz7gicJraa11vAAoDTHensbezF0lvAWHTCsBE5PLFGzBJghsXbhlpq1aM9EGnFTNp7LXLFi1uheV6XAMwWkhj7VipAPxwAP/K9Svev7nHBUEQBEEQhLuAjXUoXQOq1RidSmaMqw6tQdHaFYgg7wBWyjqRcm3bMiYColoNmbVz9RK5qYulA3g0AsK2vSg0V913bcrpbr5Ii79xM+xcG0MOYBB0pTDPsEBCPOrTIhVAj7m5FQTBXYPi0GaRVyIcChcrMxhURECEKrRZkM4NnHsBKI5Grl2971w8sr00TxCGy0873ijy3fvr0RWupmVRwR6E1KRoRa2a4NXP+8UU3qv2XwVmRiO0mZ+Fe9rRjtroZ/2yQGWleFcUREjypFjeC8B+XRtN96vno/etH1qRaJAgvv89ceJH/gnRfU63ReGajZqTNti5bd3aQkpB6wyxO0ZeVJqMJwv34WICZHbbbqQ33AZqt+x3WxjYzPoKu+4RwbRjhIlBpriWARypqBYBMSyufuzyj41vdK7tTB6fHZrlYJeTbBvmIiAqURrdtItBPiicitpoBCoA9wYINGPLDfUs4GBMNFI1nmSkSUP74wXkTtrBjnOux85zfjL2OE7EE+ikHbzim6+wERDNrUh1WhOSD8cBzFkOXuii05lBY3KqOJ9Y6+L8Koq6pja3lpnLOI9FCmX5olwUhnZWQ7dfRJTsePmfFsvt6+7DCRMn4PStp2Nfd9+y7R3nuvYRBooUUmUAEPJ2VAi9fnDHf8b9AIYfsMi0zVhnRiGAU2wLKXJWZsEulwFcXFOSzC5XzYhuROAF6wDmNCvc1NSM0XjEA6FajWWLCvv1Z//75xBCIQ+BIDMwYV0A9qKvPx9CFaKX9Qpx9xvP+kaxziRPMBFN4BXffAWu2n8VYhVBz8yXER+xjZ/Z91dvGNumOIhHBOBudw6Iw2L/55N53Dl/p4030TYDuFYkuNcHw6AZujzfIMB5N3zTtj8I7aBRu2XPp0aMXQu7cNGui5DOzSNq2es+G+P6uArJoItr5m4YPX7Ome2jywIKwGyQ6BTtqG2LCDoynSIx63fNX6kAvBvALw099nj3uCAIgiAIgnAX4DSvZ7CFwYhLyVcNR5bb32sExaEVf8h2ZO20w6DM860tW8n3NBqkyGYH+9xfV7htRAB2sREgNZrNVikaR4psRzmynXQwu9w2dxPkOu0EKm5UawKw36yBLfxWQalAHMCCsAic2EKUw9EvmfYREGXOdxkBoYoCOoUDOAhGptgfev17R7aXpgOE0ZHjALbFLA303EJZ3AzWAa3ctOFUOwdwRfCqTkH/6g1fLRx/ucmtoBvUBWA/lX4cVTE50YkVgINGbbr9huHieFS7CU4ztJ/wKIQn7HD5tVZkqs4QUa5Y1nJC0mERBNC5E8l1UhPWACxZKC+97hbMf/QLpWPZZe5WfW2KFIwCwtQgD7iWARwFUa0I3PDQ4jt++I6x2/UiWyFYJql1EbbddG8fAeEHTQFcsucSXDt9beEE10YjDCIgTRG63fPH10cLDFM9/sNu5WGHsCKFZzzkGeikHTRnEqDdGBFy+xdcivzCKxHddgDn3HwO5gZz2NrYimumr8FLzn6JPf6HmVNtxcgMOs0QtFtgnaN964y9FrWbxWBzcTyjEMhyUKthi8VWMnoLQc8Ye9y7vWIqfnDSznpBXcfsYBbbmttGi3Atgh9sqB7XSEWFADozxWj9818gn2oUg9P9rF8Ug9vS2IKFdKF2/chM5sRRLq87UWRnTWV5MdjPaVZkbI/FO6RzlwFcGeSgOLYREO0mOMuKaBdSCjtf81cr2nfNuuhrRRwgiwCVanBAI0XgqgNkwwJwdblUp5iIJ3DG9jOwo7UDk1mEvc99pXUAu1xiThJk1986tk2+cCZQvv+dziy4EQEMHJzZg6d/+unFbAHvrEflc6y2bYFhRjNo2s9qq4Gr77gUmc5sfQx3DdSdLnI3OBR1MkR//2FErRZIcy0rOu33MGs6o40dpNbYUc2RByPTdlCRNBfn86V7LsO1B65b0ftyOKxUAH4FgC8S0aeI6M1E9CkAX3SPC4IgCIIgCHcB1rrWibRVnIeiEnJbBZtzDVrL7EyliuIjxbTDMBzr1q06gGFch5XKiAf7+JgbQScKUzhmSp9x7mHARUA4BzAB8LltQ04nWzSldB95Adi7KAhjBOAggNGSASwI4/AO4FqFdGbrmlIRoA04VFYY9BEQUMUU/MIBHNYr0LMxxQBPlcxkiIIjRwCmMACMxoGX/SuyW+4sHs90hsBlAHtRtpoB7GHmIvvXT/0e5INaBnAzbKKTdhAFrpjVkFjqXb8+A7gZNhEH8UjO5Yag3LV4ojWS6cxpZrNsK0XgJn7j8fbvdRhko0DBZFYo898H3i3tp98v5gCmVgNmoWvzOZ0DGFrXopQUKWRkEGVAprhwM2Y6q71/KykCN/PvHwfgBV47kGmdjClMtwc1YUVrHwFBFcd8L+shM1mRc2xMjpACcJIhGli3pWe48BYwKvgOMy4CwrBBN+siRghd2XfPwVe/C4MLLkV71wK2NrZif3c/tjW34eaZm0th/DBEf9NPnEgeQ2lTRHM8+G0Xwsx3rFO6UmiW+4kVRpMUarJtBeDKdYWIkFx9Iw69/r2gOIJxGcAAcNLH3ujqKdSvNz6vdjUwGJfvu7zYZqhCZDqDIoWFlimiFE752g0IKEA/72MinoA2Gu2ojV7Wq62vGGADXASE7WdBm3oERJotmdOb3bYb4WknFg5gX2uBma3ztNu3fbDIutHH5dQuhZ8Joo1GZAhpCASZBrvZW/44euezH5AZFoA9RFQMeBk2MGwwEbbB4MJoQHEMThaftRUFETppp1gHAPS6c4ATyg/9/t9jZ3tn8VwRJ6ZsO5kZJ330n8BuEJPBUK0G2iZCBm3Pu8Rm+96++ye4/ODVyHSGZq6gjUF7ajtOOftGULuJLc/+Lfs+DPq45MDlGGR1Z/LBnzkJyfN+pfjsBSoAG2PXFzZB2hSOdm1yUOW8TC6/flXv1XKs6Ixn5i8C+FkAVwGYcr8fwcxfWNPWCIIgCIIgHGN0vvwdpFffWH8wUCMuOn/zam8K1s4BbOY6UNumSuefdxiPiYBAGNgq0nA3uP4GzNi/CVQXg33btXMI+5iJ2pOlA9i7zuCLwDHbTntQTi8ErEblb/iL6b/VTRquCcDM7KYRiwAsCOOoOoCHhaRABaDc3exXIiC8AzhUIdgYLPzPuSM531a4GL1eZXmKeImCVRtOaJ3L8QPPwNRz7M08kUJmMiioInbAO4C5In55B+TsYBa9rFeIQgvpArY0ypz2ZtjEfDJfuIL9cfZiSXUq9SAfoBE0Ni8C4mvftWLbRGsk05mz3LrZtLGuwzRDfJ97WEE1Hy/E3iUCBaNzxMpO+Q5UYOM1ggaYucgEHgcnGaCUE6xzN0ChnaO0KgBrRCkjU2Y0AqKaAbxMEbjul86zf7jvUS/AcZbbaeQT1uHtBWhqNcB9+/72sh4yndnc6SCC0brMOx5oOwDjqBbeWoxhYXZcBIRhg07aQaNhXYj+OPrCdYD9/tbE2N7ajn3dfdja3Iq5wRym4qlFoyiWY/7ML4HTDPme/QgGNrfWR2HMf+TztRlRFEdWwIxDmEFqowz6NpO1uFYFAbjbh1noOQdwv5hJRD5aqjEqQq6WTGe4aNdFxf++eKPyeeEqgEo1Tv3qTwqnejNsQrMu3MLVbWfGCoBGkY3EMHZgIN+1D51Pn12IvpwNzRIbQh+cQ3j8DnCWQVVyrvNbdyM64zQYl+uOOCzd1Kvc7ziI7cCDIWQhQKkGq/oxHI6AUKTGCsBbG1txoHcAE9EEcpOjl/Vw+sQpyEgDjah0AKeLC8ChCrGQLhRRMADQ68zZ48QMkyaYjCYL53uSJwgpAFxB4M9d+zl7boARketjNhto6xBZTOCBHaRQEy2YXh8cuiKUzSYMa0ycfLJ9TRwVAnCeDJAHQGrqszbyEAgnJ+wnj0sHcOojIPy1FDYeKagMbky/5C2req+WY8VDHsz8E2Z+AzP/pfv9kzVtiSAIgiAIwjGI3ntgZITfO4BrQkxuMwNRyYVbC1q/8DPY/pI/LgRgf3NAigqRo2hX1cnnXcPVKeM+NmLY8cdshSFF4DFTdQthVymYJHVORCtAa9ZQQ13W6hRK8kXgqBSXxzqAVVBMUxcEYQit7cCTKSMNagJJrq0DkSpF4JR1wvrCNnPv+pSLr6l8zhZxm6U6PbIcwEGAzmABX973bfC9TkSoojIDWCkEyrpOW2FrxHEaBbaS/exgFt20i0bQQG5yHOgdGC8Ah43CXQ2U7rm//fm/xc72ThDZYlyhCtEIGpviAOaFrpuK37JFQqtkLgNYa6hWE2Zg22cHKNf+GptwBp3nmEoCNG6aRkABMp1ZNyt4bA58sR9JaqfjewewE6k5rxQVI0KmDKLUWAHYTVP3Ltuq6LuSqANmLt3GQOFItSKkFZR9BER40k60fvERAIB+1kdmvABsI4sCCmBCQpwMOYBdPnCV5QTNcREQho09Zxst3GfrvfHY0x8LAOid8/3qijHIBjh58mTs7ezFtuY2zCVzaEUtJDoZEfdWgplbALIc+sAspm6esUJ4mmH/4+6B4LhtQFS65L2DVTVicLcPNTUB009rIiZFgS0MR6VgTFEp3o+LgDgcht9/7/YPKCgLRmoDJoLKTC0D2A8MAZVMXSessiI7oJJrIAqRXHUjBpdfX5yjnGZL9vt4kFjnb+oiMnQOfWgO+uAswpOPBycpGg9/ACZ+5TFFnvJqsNfryMaSUIA0MFBpDg4qebqVgRJ/ffTROcPnyLbmNuzv7kc7ahfn/OntU5CQts7fQWpnvGX1z3Xn89/COy96Jy7efTEiFWE+mcdkPFlmsnfmoZpNgBnaGEw1poqZGL4IHDdC6IUurj50XTH7TMHme1MjRjsPkIYM7if2c9xuFgMQmbEC+01/9RhM3eMedh+dMJ+bHKY3wKPv8wsjkTTaDZpWIyCYTSkA5xUHcF53AK81i66ZiN5f+ftMIvrYuJ91a5kgCIIgCMIxgJqaGM37DWwsQy3Pz00Zrd5YrgUUhlDtpnPnmjICYigL1OOdDjYCwgpChcMXGHUNA3b/yOcFDxWBq27DR0AEgRWLvQg+dF9LIGi4Y+amAIOoLKShTa2is3UBjcZqCIJQQpUBHE5KBxOBQLkBh85N5zKAlZvGWltHpagVgEXdZqnJDks4WjfCAIcWDuDg4BCS3BUL8hnAFEANOYCrQpAXdgIV4FD/ECbiCTAYH7/i45iMJ4trXCNoYG4whziIcfm+y4sCYv5a9YR7P8G6Adlgb2cviGjTHMCAFU/VUBYr4CMgmq5YV1yeK+MifpbbxjKxBQDwf7/6F9BZitNvHODk795RcwADWHIaPyep/W6YaJWDHNpYEbsaAQGDMLVF4KrrqxZ+G97O2Lb72TvaRUxoA2o1Mfv2j2Hh418uv9PTDIgCBMdtw9TTfw1A6QDOTQ4V2EJWigg6VIgGGhzVIyCGnberjYAgWPHucac/DiqMsT3ail8541dG1qcaMfJBvxCAtza2YnYwi3bURqrTWqHDlWJmF8Bpih3/8HzEM7bAGfcGyKca0HMLNYGS4hDc6UFtmYSZWwBNtsH9QU0QpTiGmevY2I22dWzaLFyX1Z2k1gVe2beVnHueO+dtLMxw1Ih39QYqKBzAnXtuw8GfOxXRTA+9rFdEQPhscKDuAI6D2AqRRtv+XRwBxp5DRQRElo11AHe+/B0MLr7aCcBxkc+d374X+//mn2H6A7vfWY7oPqej8bCfctfk1QnAvp02CzhAxrl1AAejnz0/WOZnMxg2I+fq1qaNE5mIrQP43Gefi/tuuRcWdK90/g7NJgGA2XeehYO9g7ht9raiOGHVAdzvziNo2RidzKQ4derUIuoj0QlCCsGNCL2D0+BmVNafcJ+F4IQdoDBEGhNMf2CLOU60wB3rLAcDJg6xsEWhFdk4F4oi9LM+fvtTvw10+lBbbHu863pkBgG53GywLarY2AqluYg+y01WN1usMUut+ZbK3zcCuGmRH0EQBEEQBOEwGedKGeekYlcEjp1DZM3b4bN8M7f+cREQKAVgNrpw9cLHPhAVxeHqjXdisS8YtxjKZq4hjqwIvYibjJxbAwRobW9qrUhcOoCN8u1xN+/B4oWCBEGwsHP27/7dvykeIyIgN8XNvo99CJzTqxC13MAUryQCwjk4jwTef8n7QUGANBsgUhEG+aC4pvgM4Op07moGMDMjUhEO9Q9hZ2snDvUPFcXJnvagpyEOYvTzfhHn4CMgZgYzAFyEzdB16Yn3fiKuPXAtANREI8+Lv/Hisfvx7z/4d1wzfc1dOhYH3/C+Yto1D1LQ5PgICGraDGCKIxvbA9gByiWmbA9j2OCDl35w2eWiuIEk7SNihVRpdN/y8eL8Wc6R6wVgK2S7GCWtywx7WGEmpRxKM3KYWg4uVUYfh4V/nz9cheIYvXO/j975l9htJQmCLRPQB2fr7RojwvVz6wBmZkARyDCQG+SNAOFAwwR33QFcjYDQbNfxtl97m/2MDn/f+tk8gUKaDnDy1MlFBMRCuoBW2CqiSlYDaw2z0LVf180YYd/l1g4S5BMRzOxCKXwyA3FshcyJFvTMvM0A7g9qUVgUhzCzC0AYQE22bMG9VqPoR5n5DtRku1i+m3Ux1Zgq27SMGPzUTz21OIZVhiMgQhXi4CNPwd5fPgPRrQdqReAiZWcKVPFOf/b9KGPKATNd+TvNx2YA57unkV5/K2be+hHnorZxGnr6EIKd28H9gR3gRzmDi7Ns1TFi3kWbmxwhFNKQQc4BPHzeBRQUOdae4WVaYQvzyTzaURu5ybGtuQ2Tqo1EOQHcfW9wJWe8OGYuJ3tbcxumu9PY2d5ZvC9Jr4Og1QJg40wm4oli274InIkD9A5MQ7UahXHBf87j+94D33vGqUgjFBEQ1IjBvcRGJAEwkULWDMr9C23Wc6YzzL3g14DTjodmjX1//jroQ3M40DtQFAX0A6YjDmBtgDDETw7dgA//+EMrcgCbhS7S629ZdrlhFl0zM7+p8u/7mPm1wz8A3rfqLQqCIAiCIAgFbAyaj3lY/cEwGBVKK9NXlyoGctj4InCZrRBthd0lbq59BARgXRqKXPYCRjOAjXMAB6pWIAqo3xhQoIoicNSIi+m7NHRvFropwHDxD5GK6vnCPgNYldsLlBSBE4QlIdgBnEBZ971zdhIIpF0EhPtMxUE8IogVOZ7VInDe0TZEqlPE6shwAH/yqk9iYFJkSSkAh0FYZgCTQkDKCsCqARWEtTiZKIhw5/ydOGP7GTjYP1g4wwBbqX5uYKfLVyMgumkXQCnCVZmMJ9HP+7XHbpm5BZfsvgQAcP5t54/dj10Lu7BrftdhH4fszn3on/cj63wDwEkC1W4VRco8nGVWPHHFu4rzpBGvSgDupt2RoljjmGhOWQE4A5KQkXzrR7UM4CXJNVgbKxqmtnAY5xrMphio9EXgAj3qrB0u/FY9320hw/q5TVGA7NZdSK+8wQri/RRq6ySME8lBZGeoZPnI58I7gAHAxAFUpqEyjaxtBeBhB7AXoFbqZB12ANcE7GDM4KwbdEYYIE2tA3imP4NW2CqK8HWuuHbVTn47tT4HM2OBErQTBeUEYBMFZf6r6/NQIyqcrWZm3kVAJPV+UBRBz8yBoghqsm0jI9otG50FwHT6NQF4f3c/jm8fX/y/lHh+6+ytxd/GFQzzFO7/agQEEbKJCKqbFIXOtNGFWFwlM5kV5QM34ynXNroiK4tqAiiOyTAUh+A8R/tJj7WzyTJboJEHKZSLziAnABekeRGxsVJqURZMGATGCsDhqCtdkao5gMcRBREWkoVCAAYAznOoMEQeknMAOwF4jHFgIVnA9uZ27OnswUmTJw0JwM2R7QGVInCNCNnMHLiaM11x+sdRw0ZADNKiEB9nGQJn1ph7wE7kk5XikM4B3AybSE+cRKs1idxlOZv5Lq7Yd0XhQmYCSNuYGcNsi/4RFREQ070DYGOgFnEADy6+GomrGdI7/xJ0vnjeyDLLzXRbqbd4sbzfuzbEKAiCIAiCcKyT5djxiufXHhoXV1B0RPN8TSMgyo1aBwoPUuvuqmTqjoMz70ipO4C92Ftf2BZhG1sEroqvPB+GxdTi4Xw5EBBSiEE+sHmk2t5YEZVeLWLnBVYErW32HiklGcCCsBTkpq8TgarZrkSgTIMD9xl3IkjVCQtYAfDbN32zcG11z/k+9O79tanaXvjMTIbwCHEAbwknkQYGWZYgCiLnXrMZwF7U8a62JgeYmNhSEy4jFWF/dz9O3XIqDvUPoR2VQlMjaGB2MItW2EIjaGAhXUAcxDhp8iSc/Udnj83HnIwnR1yV10xfg89f93kAqGXe7u3sxe1ztwOwYvOww3A1dD7/TQAoipJxmo0vAlfkjNYjICiObNG1FbKQLqxouSCMkOcZ4oQxiEyRkRwH8bJF2ez+DKC2TgHaIDz5eCv2VQYqCYSEMyjD4CFnrT/WitSI2zfTVrwrtmMMEFnhkl1mPydWAOZeH9G9Ty1m8XCajUSjGDbITGbFqCiAyqzIljYUwkFem27vi8AVs2FWwHAGsHfyA3Whu/jtBdjQuuNPnDwR88k8oiAqztvk2xevOgLCdPvFOXXILGAiVaBmDDNIYUJls6ejCJymoGZshfLEDjro2fmiCJyNHHGDyw3rHEagrNjfHRTF9wBg6pm/URNCp7vTOH7i+LHtG+Zp//00KFKYHcxCG42XPvalxXHyDn0fS+LPkbwVQvUyK5xGrUKwL8TOSgZwFETWAewHz6LADlYAhUucjSkiS6p4V29w4nGu2F1mM5N7A6AR2SK/Wybrr2lECLZvGVnXUgzyASaiCSt2a0IaaCDNrSvd9en8AEOg7LUyWqLIp78Wbm9uL66lnOXYseUE3N7bbd/7MLBRGD62xRGqEPPJPKYaU5gZzGB7czvmk3ns6+yzucRDQrk/1r4IHDcim0HdjIv3Q7m4HwA2dicGTD8pizlmvkgq0Lnn1prw3Xz0T6OX9dAMm8hMZiM/WNsokm4P/byPD/z4AwhVCK01Tjn7plohUQAIEm2jO0yOAGrRAYnk0muRXOZqhuR6bLzS/Ic/v+hxt/u6MkZaQERbAKzsaiMIgiAIgiCMxTo+hjr2PkewQuMh9wXCADte9rx1iYCAspm/pj+AajUKF+Di7c6BOHQ3jqYSAcGjArAXhRUtmRFJUeim2oW2EJ47BpQbmICcM4sQuRsMKMJpU6fiWQ99lnMvOjGAASYrOmudoxE0oMIQxk8HZYP5ZP6uHC1BOPpQZJ1ngbIFl6puzsxFQBBgjBWOFNUHVagZ45YDNxbXrs7nv4l87wFb1BH2RvwJH31C8bcavcXcFB5yjYaZbCBPk2Kac6CCMgNYlREQDROi2Z7EhXdciO/fYQtlRUGEH+/5MU6ZOgUHewfRjtq4bO9lhUjpC2Y1QpsB3AgaeN9T3ocdrR1F9mSViWgCzbDuYmtFrcIVPBlPFqLJWVeehfNuPQ8AiravBGYuBH5PdNpJoAk7fX7HP/45WBubnZsPR0C4Kfu5FS1M1zqGEaixRT4XYyFZWJF7lcIQJs8RgJDCrt9nki73emYu4gAAIDxpJ3a+9aWFo9ALmakyUJqhXV7p8JTzUIUjYmvVAZzdvgcHXv5vUM0YyHQRfWIGCdQWKz4jjq2opfOxDmAvEDIzTKSgUg3KDdJWgCAztcKmPgKiyBVdAb4QmV/eC9ujC2qo7VuQ7z1gRVYV4ITGTpyx/QxM9AH63PeKSIDs0MzqIyB6g6K+wAE9h2bi3OP9BBwqO8jdsNEiFEd2YCG1zlYzs2AF3t7AOTNtMT+KIjtwoY3NCM4y209y16Itf/AbtVzVmcEMdrR2rLjNJ06eiG3NbTXnNVAWgVNuNlIh3MUhlDboZb3C5TouzqU4jwM7eF44gN1ACsXhSM76ksc2z62buj8oIguICO0nP67clw+/YaxwuBT9rI+JeMJeDxsx+kqDtLFO9dy2z8dZKDdbYikHcBzEWEgW0IpaOH3L6fbBNMP2yeOwq7vHDtC4WJJqXxCwERP9vG/jdVy7bp65GZftvQyU2TZVPxL+PWGwvd7GIXiuA2o3igEzAuE9P3o3DBs0Au8ATmB6A6hW02X/2n56I2hYA4Lj/NvOL5zeucmd4zuHmmhBH5zFDNtBz4loAql7nSIFg0p9C2bcOHczvnPb+SDGohEQnGY229q9BkMZzGwM8j3Tix53YBkBmIjuIKLbAbSI6PbqD4A9AD6/5NoFQRAEQRCEpfHFYirYnMJ6p//4t7wUFARoP+FRy2b9HQ6krCOh+5XzgThavqCPz6Rzrt4i99eYUeuAYUAp25Ff6oY9UOBBAoQhzNwCgm1bbHZaqqFjZZ1GRNBsrLuECJPRJB50/INchIVbD/sICEKe2xv8RtREqq3gcfvc7fi3H/ybiMCCUEXZQR+i8jfgHJL3Pg7ZRGRdaNoWgbPTWMvrlGrECDQKcY1zm7XqXWyZySruytHijpuBNhq/+rUedJIgzdNimnZA1oXlpzKHKkQn7aBhAlAU4c8f+ed454/eieneNBpBA1+78WtWAO4fRDNs4qJdF+Gq/VehETaKglmKFHp5D62oVVzDxwl4gQqwvbm9+J+IMMgHhbO4GTYLAbjq4oyDeMUF47Ibb8eBl/1r7TFqxmj9ws+6QcAmkGY2O3c41iHNrQiXZAi2b7FuOlhhT7VbWCnzyfyK3KtKKRid48BTHlxkTuvcOSexfDEvk6SlaALnaG83YXoD5MYOEKaUg5iKSA6quIO9sDUcB+EzdQHAzMzDdLpWfMzzQpjkQQq1ZcKuK1Bljn+a1ZzxfluF+zYKQJkGpRpJgwqRzeOn2w+3aTkCKj+zzbBZE7IKoSzLEZ56AvT0DCi0DuCn3u+3sKWxBZ/9rU+Cv3ExZgeztijYzDziJZye4zC9fpFLeyA5hDi3Mw6KCAjvAE5KB7AvPKgPzUJNtWEGqasTYGdGUWyn6XOWubgPm3PL+fgBkbnBHLY2tq64zV6k9M7rVNtrRVEEjoKRczn43jXoZ2UEhI+LqB7rTGcIocDKuVy1y9V2sSvUbIwUCT74+vcWfzOznWHl1td+0uNAky0bkRGX59eOlz63+PtwCoz18751AJsMB57187j1p5qANjCNAD/9hu/A9AYuYzeysyXyZMmM9ziI0Uk7CC67BR8//VV2X7SGiiMUtRyCwDrFo7DWFw1UgH7WL2ZOTEQT6KZd+/2SapgoGClgXP2MWAG4C9Vslu+He/pbt3wLURChH2pwfwDu2QgNDpR1/bIdDNjf3V+s7yVnvwSDfIAtjS01wV9NtqCnZ3AQ9vo4EU/glkM2s9cOMpliu2wM3vTdN+HnT/955DpbVAC2syzS4ngNv5em04Pp9se9tGC5d/9ZAJ4NIAXwR5WfZwH4WWb+02VeLwiCIAiCICzDiKCrRqsfb0AjAMPQe23BimHXxTCc5+UNRsWhwoZHOqVsXN5ipSjbout1GcTtX3kMtv7VM8DMIMPIia3TiAi5ztAMm24qr4+GqEZAMJgIcA5gLwBnt+/BwmfOxkKygC9e/0XcMrP6AhqCcLRCiqzbU9nPTnjqCfZxItz5ov9lP7+RnXbtM4A1Vwq+NSLEuf0UJnmC7+39gc2gjELk+w5i7ic3lPEIXmxahXi1Hnzzlm/ihhMS6IkGMs4QBXGR6QnYqc+RioppxuQyjZthE9cfuB53zN2Bk6dORjNs4sSJE3Hn/J2Fs/DvH//3RQawd/R6gcBzXPs4bGtuG2nXzvbO4m9mRiftFK+LgqjMiq3kuDaChp0ZgTJqYzEoipBeU6/nzokrvNQbWEEuy0ET7WIafbFcnkNtmQAPEqhtW9B8xIMAAMHO7Wg8/AFLbrfKQrqwIvdqI1foT4Xo/O7P2fMtCqGzlWUAExFO+I9X2HzUCvEDzoCamihiEVKdgkBjM4CrDuBqe70wDAB6vgNqxFATLZheH4D7Dh0kUNumKutzA6ZTEzWBDigHA2wEhLIREFmOQZOg8vp+Vh3AK42A8PvjBcutja3jB0G1hmo1rYs0CGr5wFvDKag4wit/8ZU2TmKhiwZW5yblbh/kBgoO9g8i0gTVshnAHBKQZYATuqjRKLKlVasJPTMPajXtdcoVHaQwLFyznDgB2EVUDZ+7Hh8hsFJO23KaPTRGQ5HCQrKALY0tZQawCmrXQgCgPYfQT3s2M1knaIbN8RnAJoCJrADM2k3r9w7gRjwyE2vwgyug3aALEVm3sHOTb3v+0woHMHJdyz2+KyR5gnbUtiJvo2Hdq7mGiQOQZuS79xeO+EAFZd4ugDf/yptH1hcHMRbSBejXfRTJD68EUMaKtaK2vX6FNgpD+Wx5OGMwAvSyHuIgxmQ8iVCF6GZdZDqDSjVMoy4Ab7tyHxoHXGQPM9CMgLkuwlariH045b3fBQN43Xdeh90LuzGIgYmn/JIdaGg3YSJlM/Bhr81VARiwDultzW1443ffWAj+1G5aAZhKB/B1rrinjYDgwtU/syPAMx7zXDzpvr9mRWGy1/1u2q0N0iCOCle7HWSqi+xmdqEQiBdjSQGYmb/DzOcB2On+9j/nM/P1S65ZEARBEARBGMuyU/qWEV/XBSemTj3rKfb/cVXBKxQZwATrVlaqWMfowlxUEx92s9S2r43Nl4xCUBxBNRvF6zOTF1mDp285HX/40D90sRWmfH2lCBzIOl28A7gdtZHvmcbg+5cX2ZO1jrUgHOu4AllQChO/8XhM/v6vAUAhfNmBISuqTMaTI+JTFjAm2Ypyd95+HVLS1o0UhuidfQG63/ohJmOXR8kYEZA3A2bGwgNOQP4rD7OOTgoLpzKBiqnMRISX/8LLrUgaR6WDz2S4/3H3x/ee9z00wgZun7sdJ02ehJf/wstxj633gCKFK/dfWez3sAD89Ac9Hb/3wN8badfDTqoXBt01vwsTkRUxq1m/1fegETYKQcNHbSy63zqH2lF3QNqp9zHMIAG1YussjKNRATjJbA5rkkK1m9j+t88GADQf+WBMPOmxS263ykpnYMyc0sTFz/0ptKO2jaVoxDBpWssAXkoIjk47EaQUjn/7/ysem/jVx+CS+2dFbmluciu8al2LRSBQMX3fizYeLwwDgJnvQjUbNjO5nwJgK2ANEgTbtwJhgJ1vfFEx8HHyWW8eyXT1bl4bAWGLwFGSI2lgxAFca9MiIvq4Y+JjTUIV4lfO+BX8w+P/YfR1uct2HiRFEbLiOVec66kPeKp1ACcJGgOGGmSY+9D/jG3HMKY3gJqwAyJJnoD6qXWtDhKYMIDpufzeagREYqe+m5l5mz+dazdTStvIqEbknNelAxiuZsLYYwMeH3+xCMe1jrPvC9sCXgvpAqbiKTsYU4mAqEJTbeQdO3DTy3qYjCdHMrozndlc2shFbuW69pmjOBrpM0U/dS9kN99Z7ssgKftKgD3vegPwGgrAg3xQREBEKiqu2zpUyFt2xpZ3xCtStQzgXz7jl0fW5x3ARASz4Aarcju4c8rkydjb2WvfX+cCL/rDijAR2jicSEXF95B3ANvZYnUB+PgLb0d7b8cdLAYaVgBW7Xbt/YiDGKdtOQ33P+7+6DcYW575m3aT7SZMM7QZ+KhH8Hh6Wa+IQpmIJuxAwUQL13/4w5iLM7z+Ca9HoAL89L0fBW3sOVS9D/jRr+9E84H3sUYGBsIgRC/r4aZDN+LmMUaFQ2/7CHiQjAwimZn58X3wCoue9URUvRq8nIheN+5nybULgiAIgiAII8y87aMY/HjxWrrkbhyHb77WFSfAFoVxgtFCdFU4za0bwbt6FdmXcrkOAMinZ5BceUPhKlxU/HaVnn3hl7JZBA4VsqRfdLC3xFN4wM4HuNgHLpYr2sbGFlUhKh3AcRt6vgO1ZQKdtIOHn/RwdLOlXXLC6rl87+W1/yVm48jju7d9F/9zrRVrtNHofvV8LHzuXHcN0O6zTOU0+Mo0c4oCKM1ji8ANsgHiqGFnEjz3X4BGBO727E1qFCFN+4WICQCKgsIR18t6OOvKszbqEBTMDmbx86c+unTmkRVlFCkrAOtBEVuhSLliQFbYePdvvht/8ci/GFlnqEI87UFPAwA86tRH4Ye7fli4fDtpp3YMqse5ym/91G8Vf/eyHj5x5SeKAbBIlQ7gRlCKvtWMUcNmSWcopzmC48uYiYOve48VW2KXvdqw26I4QutxP1N/bX9gHbV3cZByIVlYkQinVIAepWiFLQRpjmDrJDjLaxnAK4lFavz0/Wr/v/gbL645gBWVAx2AFVCJSsGUaCgD2GU8A4CZ74CaMdTkhJ2+7wo05fsPWSd9VYxjHlvQC0Ah5voicMhy9Bsolj/uol0w/QSJTtAIGqsqAgfYc9gXHgtUgIl4YiQzlHNdFIGkMKgf28rMH585HSUGQaLR/dp3R0TQsfvoptUX/ycp1ES7yAA2swsIjtta5J36SARqN220AZEVSMOwqDlQOIDTzOZWp5l1jg6WdkOuhCff98nFMfAZwN20i3bULovAVSIg/Dmp/uQ3wAt2wKeTdqwArIcEYJMh5sDGFmjtCgmGZeyKUvVZU0EAiiOYmfliGR4k9T5TFML0+nYQfa0cwLp0AFcLCSJUMI0A/e9disaeBXteUbCiDOBO2gFV5EhvKjhx8kTs6+wDgtBdi+JiRhwrQlu1igzgLY0tUKTQSTv22scMBPVrAeVciLdgwDRCYKGHqNWqvB+EOIixrbkNf/Pzf1PMpDj5k/8CCkPkrajIhveCvqcVtTAzmEErsq7249rHYfozX4aanMA37j+DG49Piuv/jic+Dppt9jYbUxR2nE/mMRlP2u8DBiIVY+aqq9HfP404aoDzHDNv/1ixzcEPrkB+cLZop8d0eiOzHYZZ6op7WuXv05f4EQRBEARBEFaBnp5Z3AkLJwD3rQtmw1BUVP0GUGYVLoa/ERyKYRguApdcdh26n/+WzQBWtPh+KwIbtkVchrIR9//CPZE/8DSXAQwsfOpr5ZOm3DY591TxWKCgc3uTfsLUCejNz4KaDXTSDl746Beik3ZWc4SEFfCSs1+C6a4VFJgZTzrzSZvcIsHDzPjQpR/COTefgx/u+iF+/9O/j3+54F/AucZx//jnNgc802PFqcJlGIZ4yHF2yn+1kjkx0L3PDlz07PvApCk4Uv+fvfMOk6us2//nOW3q9paekE4CIQQIvVepKmJDrLwICgr21y6++qoor6KAYld+goiCAoqIVCmh1xBCejbJ9jZ9Tnl+fzxzzszszm52k02wzH1dXGymnDbnPOc89/f+3rciIgoWEMI0yGfSRQUwEl1oAWG5vm89d6+7e4/u/7M7nh3xWiozRCQcK5AH6jXbK1hAiHKLBSiE8BQClFZOX8kh0w8pW95vzi0nseNWnKHcUOA3evFBF5cpgMeDgexA2b8NzQhIX5+8DLavMBZHzMjYHQ4l+wGQeehpRQBHwnjJlAozA/T6Gho+cv6Ir2vxKOEjl09oP4bDD07aGfzQp6gZxcgqItWzix7Au+OJX0oAZ752wQgtbZkH8HALiJIQOArt2D75KG0HoetM+emV6A21yst1FDzX8VxwnnnSU0SzVQiBy9kkIzIoOky5fwP2pm0BETeclPbhk9fDUUpo+0j+8b5AeQwoH9pISIWqDRsLfH9eUOde1pJYORkEtZ5z8zmj7uf7//h+ALxMDi02zCta15GZHJ6hMfX3/6fGomwOEbKKFhBhZRMRbKOh7GjQdWUZYdtlPtQiXNiH3cSsullqeSX2Gf5v73sAV7LiELUxzN4UMSsWKIB95aoP27UxpIZnqdwHmckpO4wC4SkKXRlBKFxYBQkO/foOej77PcAngIvnl7K+UBYEYvhxniDah9q5Z/09gQe5733s76tnaOTrwmQfe5749oTyANZ27gFsaErhWmrjJW3V/WXpFnmvEKLoF6UcV52juiCqhUjbaUzdpDakciJSdiq4l0hEWQgcmoDCT5O87e9gmWhDGYxoNBg7hYB9NwiS+WSZ0t9XVrsRg6yTJWyEiZrRIJATVBGuN93Le5e/lyNmHkHYCBPJCkQswj9OqSWruwE57LTUFDZJw3NsJVQYBgFYhkXq5ruxn1+LEQrjdvaSfbooGtGb6mnftJo71t5Z9l2lrh/7Nx+VAJZSXlLy9/tG+2/MpVdRRRVVVFFFFVVUMQL5VzaMSO8tg6bhpXN7lQAWmqbUtwVSQOhjW0B4qYwKChJCteVquvrbK1cAC90PlBJqojZKe5oYrnQpQXZKnPzsRqV8K2l9RCsJwNFU+66uqXWMUACbEShMJhK5BFPiU3bqk1nFxDG1ZiqdqU5AETxjqYCq2Hvoz/Tz/Se+z9yGuVx5/JW8b/n7uGzlZdSH6/GSaUJL56vr11EK4FIU3bWVuqzRqAUob3v2JCmRp6FxCm42i2sppZpMZxVhpAm89dvYd3WxJbv0+9sT2wOfzT2FO4dNlkGRUUYkWubN6Su9Kqkrpe0EZFwlLGxaOOI113MD9e75y86fMGGZyCf4+olfV+uXygs9SK8fZVkRI0LGHj0MqHQ/guCxvIOIhPAGEmMSli3f+wxaPErDZSOJ4YlgZ/69Xakufvbsz9A1pSiMmBHMrIvWUIuXzxPSQztVv+5sHWUK4AXl558QQilmCwWBsULgALRYJPCflXkbETLRCzYbU2++atRteGTLIwGJ6KPUAiIV9tAKpGu+PozXN0jezRMyQsF3SrfL9weuBIEos64A8AaT5R00josIhZT60iwfv5VNiNqWkB4ia3iYNmi2x6BMB2TpcOxI7GBbYptaRrrgAVy439deeG7Q9SQNDb1WFYmUB7AVqNIxDUW0UyQLZSEETm+sw+sZwO0ZQG+uVyvVR3+mmCj84+sfW9+Cw1cAlx4//zwxDJOzbxogbIRJ5VOBdYA/FkDBRkQW/GVdD72lEWN6G3geU266CgydgR/8Bi1SVOSj64iwhb15u9o2T5Zfr6YKx9Mi4d1WAG/o38Bda+/CdpXntu3amFqRAJYFX1wRtgj1ZMatAC6GLAJCI3HrPQVfZ3XeCk8qgr9g/YHrqg4xQyOihcg62UABrAudZD5ZVPMK8Bw34IDdkI6eU+eN096hLCAyOULhcguIiKONEAW80v0KnvRwIyb5gp1Y3IqzqGkRAIPZIYZyQ/Rn+2kIN3DNG64pBkOGjaBDIGIoUnb/tv2pC9Wre5+dx7TU73bZoZexX+t+aqUSTEMFeno5VUyVOVtdC354aDxKZqB/hI91qb/2aBiX8YkQYokQoq3wd1wI8RUhxBeFEJOjKa+iiiqqqKKKKqr4D4I5Z9qYyhQVxJMZ4e+1RyFEMXEZlAJ4DAsIt3cAvalecb2uWyR9h0+4NU21axY8gke3gCjx860Af8LlbO0o2eSiBYQKh3OUosxvC9WLIXAIgZ5zEGGLjJOhKdJEyk7hSY+zbzq7qgaeBKTtNG2xNgazgzze/jhXP3Z1EIhVisfbH+eV7ldehy3894WUUrXNlqA33cs96+/hmlXX8JsXf8N5S87juDnHAbCoeRFHzz6arlQX+VxGXfe6Bq4D2khvUtdzEYgC6aLGBU1o5D3lCSlcjyw29eF6RQCbGsKylAewqYpJ2qvbmNJTvF61EgXw9sR2psSn7NFjtCO5YwQhqOcctJgfziQD319dKAK4TBkJkC8GLo0X91xwz25t90B2gNaYCuSzPZuoGR3RSu7DJwjCRrhMpTYcfniWWmiBVMsrws0bVHYGTV/5cMXvhpbO39VdmRB60j3cv+n+gFCKmlHMrIdWXxNYQJQGsU0E/m/qk7ilqtjuT347+IyvZvT9dodbQJSuOyCA83ZAXgbvFYg4raGmLBQO1LgZKCp9Yk0rKCOzedKmhwiH8CxlFeAlUuTcnFIAVyhS2J5dRkyXYrgC2EtncfuHgvfUQXHRIpYKEisogMuKBIXzxtRNssLBdJQCOKPZTK+Zrj7nOGX+u4+1P8bhMw4HIHn7fYHPrRCC2re/Qak9szkVhlaAl8kVCWDbLi922A4YOrFTj8RavA9aNEzT/1xG87c+hhaPEn/raWixKMbsqRWPw0ThP3+40g3GLUMzAg/gStCXzuO5ZXoQUha34qTyqYAUhMI5hIZnquetlm9egYgoGx2jpQGha2QefCqwzBAhE6FreP0JIketKLxmBQQxFJ4fHRcRDu02ATyUG6IurIoYfribbwHR+MWLsWtCaI6H3tYMtoOJjqVbpO30+K9LXWPwh7cUcyWAuB4h6WWVeMAPgXNcPFMnhBkQ0b4COO/mi37yAmw3h1a4j9W/2IUo9dC2lJ9v2Ajzt/V/CwqcWig0omvi/k33K3uJiIHQNDzPJWpG+e5p3wVg+uxFeNJTIZKF89P/fbNW8Xr2FcCz6mYRt5RFw3Ptz2CY6rOLmxdTG6oFAS2RZixdEcDScZCGHtih+BDxCF5KjRultiteOlN2LlTCeEfL3wBvAzqBbwOLgCzwI+CCcS6jiiqqqKKKKqqoogpAb2sa25tO19Tkx9rLFhD5vFJdoCYRYymAp/zqf9UE1/cO1rXi38Pb2nyPYF0fYQFRVPCqiV/4kP0qrs+fcJW1NJYGvwlB26PtOBdFkF4Sqalluo5NyAghdBM9bSMsK5jYe9Jj88Bmlk9Zzvq+9SOCl/zJThXjw9Pbn+aEfU6gfaidqx69ijn1c6gP1/P5+z5Pf6afmBXjy8d9mce2PkZNqIZ9W/Z9vTf53wJDuSF+8MQPmF03m82Dm4mZMSJmBE96HDnzSE6ee/KoStEDpx5I+tUBmv0Cje2ihconkGWqQV2HQsq4LoqEgOZKbOESt+K4mSSOIdAss2ABoVp4Hc8mFq9XC5XK29WftNueHXh87yn0pHsC5aQPLeeiRSIBEW1oBgk7rRTAhfZ6byiJ29WHtWC2akWfYGGuUhFkIvjq8V+lNdbKE9ueIOfkiFmxMtKpksq1NBBuOAZuuBUvoUhe6Xl42RzGnOlBm72XyiAMY4T3795GIqeCtnStaAGxo0W1Zddsc/AefI5cnToepQruUox23gcFxUIIXCmZm3t2DYNvXBSQWL6a0fGckRYQmqm8PAvesyIWUQrgYQSwj+gxB8MxB5e9lnEyyvqBosLYDRv0L2ujtTdGRutHj0XwTC8ggEvvTVJKbM8OvKX9fRruDwqFok0hyAug+xNXYW/aTmjJPLUsz0O6jrIC6eorPg/4vsh2sQAS0kOkdQfDAc12yeHQFG3Cdm0yv1VFj/DbT2Zd3zo6kh1MjSsy1htMIiyTXLbEEkbTkNk80iiS401f+RBGa2NZIG1ohbpnyILHcnjl/sHnwyuWBH/XX6Q8uBs/MTkN6773r+u5wblQqgAeDiEEejjEUJTAMzhuxUnZwwhgz8aUGtIsUStrovi33ynmK2ZNExC4/YPFokLIKiMHMQxwXKx990GrKy82TBRdqa6g+BScOwULiOgxB5N86mnWXriCA56qw9voUfepG7F++k1SdmrcBLB/jvm/KUBbuIWObBeznVDgASwdF8/SsYQRbMfB0w4O/JdLx8FsPoMmBI5jow8LUBRCwwkbRMwIv3juFxwnmgEBIYvb334TQHBfSuaT3PTiTTw7v5PP5d+ANuyReO6tP+CS53/Jq72vBq+ZuklduJbsgla8Do/GSGNgAVQKzQNtmN0ZQvCtE79J/69vJ+cMKfGEqeNmMmWdJ1o8ip5xaAo3kRrso7ahRb3huDstUI737jVHSvmqUFf+m4ClQAYYGUlXRRVVVFFFFVVUUcWY8BUtlSClLPjhZcdsNZ78jRKQd8osIOQYPsWGHyAkhFJpaEL18w33HvQnMkKoNvCBBMk7HyR+5rGFl0Xxc0LQ/L+XV1yf4zlEjAhaSXgMomT5noeHpxTAsjBNLygXTc1EmBZ61ikL1nut9zUawg2smLqCzlQnQ7khNvZv5M61d3Lq/FO5ZtU1nDrvVN64+I3ErLGDNaqA1/pe4+xFZ3Pe787jtPmnMaN2BpsGNgXerrWhWm54+gZCRmiE4jrn5MqIOR+jeVmOhrSdnrDH6r86fvfy73jf8vcxtWbiare6UB1ZV6nqhSbUuDTMnsZXWEWMCMIyCB2kiBZBMQhLOB7ZAgHsZXtxTKVMk91pNaY4rvJrLZnwaogy8mR3vFzHg2Q+ScpOlZ1nes5BrykngJP5JDrqHJJI8i+tw16/NSCAfQ/UvYXptdODv23PJm7FR5C7w0ng0qC44ZCpNE57pwonsx1kNo9WGwNbdUgEPquvMxJ5RQD7CruQHuJvR8Hli5dyxoYl5B99gfwp+UBxOBH4fp6+BUQqX05YaULjjrV38IEVH1C+rbqJK92y4+yTxvbGbZj7zMBLpYsWEKMQwKXwx6qMncH1lLI0CIGLhdj0psUsWXA6yYe/hh6P4ZkZnIiBzOTIymxZwSTn5IJCw1iqaIEIFM2AUhnni+fJwPduRG+uR2uoQ2ZyATlX3OniM4KlW2SEjW57aI6HawrmNsxly+AWWjyPoV/+kWeOjPHkticDpSZA+O2n8LtX/8BxYl+ao4vVcnXl+esZxbHHmle0k2i99nMAtHzr4+oFzwuKxhNF1slOuNjke/+60kUX5RYQo11nhmYQyks0KUjbaWKm8gIeoQCWBQVwgeQWQlN5CFDsxhg+NLoeIhbBG0opX+DQcAWwU0aI7ypKgw5L9z9QnQuBNHVqzz8T58pbEa5E9CVI5pOEjfAYSy6Bf475wX5Ag1HDi/ntzHZa1JjkuEhXKYAtjKAAcszsY3h066O4nstgbpD5RoQkkHOyaELHTaboOXEBQkoan1KWGUITuBGTsBEmbafRhNIAu5Yo21dQ94xbXr6Fv7/776Qu+IrazouL+lddN1jQtIAXu14MXtOERl2ojv5QnpPmnsTb93t7oKIuxcopB4/0AC5si6EZ5O08omAl42QyZYIQLR7FSKvfpvfcT1Jz78+Ujds4npfGe9XkhBA1wEpgq5SyB8gB4/xVq6iiiiqqqKKKKqrwIUxDVfYrvVdIhZe5fLmqY49vVIH8KTyAi5CJzI0jQTtQAOsUUpPKPICl64EsqDw0DXtjO+l7Hh25HE/CGInwvvKmdNmlE0A/EXt6rVKyPbD9H/Tbg3i2UgBrIQstX2xdB4hZMa569CqOn3M8t71yG1fcfQU/ffandKY6uXX1rYSNMA9veZibXrqJ36/+PQD3bbyP5zqeY03PGq578jpuevEmsk6WNT1rAFjbu5Y/vPIHXup6aVRV2r8jfvncL8m7eZoiTRw2/TD+54T/4eKDLw4m2recdwunLzidW16+hek102mNtdKV6gIUeXXJXZfwtYe+Riqf4oanb+CFzhfoTHbygT99gNXdq3l6+9M79fNM22l++sxP9/i+/jOhL9OHEGKXyF+AunBd0StW04qK+mHwFVfCMGj+6mXqRU/ioPxthePh6koV6OayOKZA9y0gDKPMqsWTHggCImVvQEoZEH2l0HMuejQSWFzoQieVT6Ghoel6IVSyWAiTeXvvFuaGIefkiFvxEcfNJ0gf2PQAoFRooymARSSMN5hEi0bw0lnsje1oNTHV3h+yxjfu7wUM5YaoCSkFcKnyUpgGp846EaFp5WTmBJB1soSMUEAAD/fFvfigD9IUbQoUwKZmlhG0UFTaugND6C0NGDPa0Fsb1L3I9cqKjZVw/C+PB0oUwCUew/66dE0n5+bQohGkqePETKSUSh1d8P8UotzXdywLCE1owb4DIwJX3b5BvExeBahlK4TADSOAs5qrAgVtD6lrtEVb6Un3gJTUvPMMXup6iY0DG1nWtizYt6SbZl1iI6nMEM3R5sJ2qKK3NCo/A1iL9hnx2q4WjAazg9SH6yf0Hd/7d7gHsB8CBzCtZlrweSklmtBYtBHsF14jZaeImBFyTq6MAJZIhCsDD2CgMA4XwjULxTjfpsDady7xc9R5o4VDyipsmAJ4rOfLiaL0GPue7ZrQAoWs/5vqjXV4rqPOm74htb/G2F60HzvsisI+Kr94L5FS2y4lIUySMhNYQOB6ygLCEFjCDK5bUPcRiaQr1aWuCSHY1LeRkBlGJtKImihImPfLQgio0HAiRpGgLpzj3rDT6WfP/oxUPsXRs46mLlyHN5DAK9illCKkj+y20IROV6qL6TXTR/W2329HhEPqlw0/4OBJhFD2ZUNDPRCxsNNpRMgkY2eUUjoaQbNdQrqFN7uF/IuvjXmsSzERC4j7gBrgB4XXVlBVAFdRRRVVVFFFFVVMCFLKQqrx2A/oKoBl7xENQoiCB1uh5TMWRaZH95As+aKabPgtorI8BC7w9dU15ck7mECri49YjJTlxHHwWgF+MFOZx3CJBYTM5tGFxryGeSSzf6UnNETa8pBpNXnHMtEdiVOijrrooIs4YuYR1IXrcKXLNW+4hqyTpSPZwc0v3cxrfa+RyCV4avtTtMZaybk5rn7s6mD1TdEmetO9/GXdX1jdrRKaT5l3CoZmcOMLN/KNk75RMRQKYFX7Kg6dcejOj++/CH7z0m84YsYRCCG44vArgtf/++j/5q1L38rchrl84ohP8IkjPgGocJXnOp7jiJlH8NDmh/jAgR/guY7n+OTfPkl3uptV7at4vvN5Llh2AZfffTl9mT6Om3Mc02qmsahpEa50yTk5lk9ZzvzG+Qgh6M/005/tf70OweuCW1ffytv3e/suf782VMtryQ5++deP8b6BA5le4vvtX3++L+5w1Zx0XPJCKew1VxFAhmbgZXPYBuhWCJlJICw1qd969mI02yWbS2MaFppW9ACecfsrtJ+1aJf3Y2fIOBmao82k7HICWMs5GNEojqfOG1M3SdkpdA+lSkQW1XgQhPG8HpBSknfzxMzYCNWhr2jtSHYwlBsqC4obDhEJKbIlEiL75IsMXHszkaNXqNb8kDW2PdEkIW2niZiREZ6bpUjmk9RYNWRsRZAGBLBhqHBBywq8cCeKUgVwqQfwMXOOhe0JItLkjnfcwWB2UBHAugk25R7AnlLguYNJjHkzMWdPw0tnwXaYctNVOyUofe/OjJ0JFKY+wRyEPRXa7o2aOJ6p4cRKVIAlhLSUMlAt2q6ttrcCLN1Sx9UPjxpWVMs+9jw1s6aiRUJKATwsDLA0PLAmVMOgTOHl8miup9rqhUWf3Y+UUhWEMKgN1bJi6grWPfkwHAyJfJKaWD2ZgQRTCgQwuo6XzZcpgMdC7YXnjutzlTCQHaioyBxLPekrX0v/HyiAC9fZ7W+/vWw5mtD4w3ubOHHjtuB8y7m5keOo6yjv42Rh7NVLsg38IkJhu4wpzRhTmgkffoDybXe9AgFcogCeRAI42EYpg+tP1/Tg3hCzYnQkVQfJkJEndOIhON39ZOxM4Hs7Gt6x5G1s4361vyELL5NFq42r38BxkRENnIIHcMECwjU1LJQC2S/k+1Y9Xakuaqx5aNogm/o2MseM4GYzaJF6cnZfSQ1SYJcQwO1XnsXsz99BSW0HUzd5ZMsjxKwYDeEG/yBU3I+QMdI7WNe0wvaMbsHhdffjtneOfENKENCd7ubVjas5MbwfTjaDbpn832NX85mDriAfDuO01RGywV4wFaezBzMxo2QRo5/L4yKApZRXCCFOAWwp5f3+NgNXjPG1KqqooooqqqiiiiqGI2+rQI/8Tghg2w7StvcWStU9WjSs1Hs7gTB0pRwueIgiCdoVc6vXK+WGlAi9oN7N2ZWVzZ6nbCRKUOrT6P9dqlAUuhaEygnLoCXaSsSMMJTKko+DHdYhkVEKRSHQNZ2ebB8RXdk5TKuZFqh2bjjrBkBNaJqiTXz1hK/Sl+nj/o33c9r80/jyA1/m/o33c+Obb0QTGreuvpVLV14KwL0b7uUnZ/+E5zqe45719zCnfg7r+9fzjX98g/pwPcfNOY6oGWV7YnugBrnywSu58vgrOWb2MUgpaR9qpy3ehqmZbBncwqy6WQgheK7jOQ5oOwAhBK/2vMqi5j1Hku0qpJTMrZ8bhE75noGgwqiWti4d8Z1FzYt4ZOsjXP3Y1SxrW8Y3T/omB0w5gL5MH83RZl7uepm5DXOJW3EuOugi+rP9TIlPYUP/BrpT3Ugkjudw59o7OWrWURwy/RB6M7281vca96y/h1PmnbLX9v/1Qleqi7ARVuExu4jGSCNbBrfwiSOu4qXf/T+my4bgPV9V6FtAjCCVXAdb8wgZIaQrkYYigGU2j2tqaJoiMvzW1I6T5zH9rrVkMgmMUBiNIgHc8EInPYdWVkpNBgazg0yrmTbCKkApgKM4Xje6K9FNi2S+H81TY4onvWEK4PzrqgDOu3liVqxMcfbjZ37M8inLCRth/vuo/2br4FZqQ7WjKoBBKZm1aIT+b/0crb4GrbYGt6sfEQntFQVwb7qX5mgz7UPtFd8fyg2RsTOEjXCZ4tLxFAHppTPojXUYA2msWSPvJ0732IWgUgLY90s2NIOjZx1F4um/I/M2VjiOoRlk7EwQAle2jgJ57A0kgmA3YRlI2y5aJI0DGSdDzs1h6kU1qR/u5ls2xM86Du/+jbgxpYb89pzLy5YhKRI+YymAQ0aIHckdzNZnq+/JIoEc+PzKQpEgm0MfFiImbTsIio3oYS479uOqKGJ7uGGDqAyRttMIIXgt287hjYfytpbTsITB0u88Sv+2/0eyYzsNrS1kdySLCmAhIG8j9XESwG9/w7g+VwmDuZEKYD/gzyfRfbzao7xdAwWwLCqAdaGX/Wb++eF4DhEzosbOmihef5IOr4PWWGvlXAHHRZolobslYbnC73Iyy2m75q9eRuJ3f0VEQoQP3R8tXkK2WmaZrcfuwj9H/OtEIAIF8IFTDmQwNwjAfQfk+OgbT8a9+ymyTnanCmBnm+oAEoYeZE74KnhpO3hxodSuIVN527oujiEwh1GY/m/Xn1U5A5aRIZVPqgyIXB49HOahlx5kpl0LtCAQ5MPqXtUaa+X4fU5gPX9CKyFMa6wanu98npPnnhycK3WXvI3QfiMDMOc2zOXAKeV+6b4CuPRZqCKGd9yIQvhjoYBgOiDiYexMBjMSRvNAZvL01bmkr34/zT/9B9lFdWQefobUnQ8pj+yCB/Twc8bHuPslpJT3CCFmCSEOB7ZJKZ8a73erqKKKKqqooooqqlDwsjnVbpsb+wFd5uy9GwIH6qHRt4CwTKInH77z7xi6ah32yVvXDawZsk+8iO6HkOiaUvnk8hi1IxXASEZ4+vkKK8dzAsVNqQpDWCbpex+j8ZPvI3raUQzecKt6XRNoEnIRHZHMFidcjbVc/9JPOezgD43rcDRGGjl3iVIaWbrFl4/7cuDH+dmjPxt87s37vhmAldNXsnL6SgDetexdAGwa2AQoQqMj2cEf1/yRdy17F1cefyU3PH0D+7fuz3v/+F4WNi7kkOmHYGgGf9/wd57c/iRLWpaQttMk8gkWNy3m4S0Pc8I+JxC34hw6/VAS+QQ96R6mxKfQl+kjbsVJ5pPKm9HOkHfzeNJjKDdExIxQF6rjwc0PcuCUA7F0i0e2PkLKTjEtPg1TNzl9wemcNv+08p+lQAzcu+FelrYs5Zkdz9AQaeAXz/2CMxeeyZ1r76Qn3cN7l7+XMxeeOa7jCmrS9oEDP8Bbl741IDDjVjwIBTpk+iFln/fVRPMb5zO/sTgJO2zGYfz6+V9zyPRD6M/0s7Z3LXe8esd/BAH8+9W/590HvHu3llEfrudt+70NI1xP1s0r4qEwAQ38fREViQtZCH6ydIu84+FpIlAAezEdUUEwJQWkUkOYoTBavkgAp2fUEt02VKbsmkx0p7uZVjONZD7JDU/fwEUHXQT4CuAIdsrG8Dx0U107wpPoZoHckcMVwK8PAewT8TEzFhRbAK474zrW9a2jKdJEzIrRmeqkPlw/qjcpFIp90TDRkw7Dae9Eq40Vio57xwKiL9NHY6RxVAL41BtP5b0HvFcV7kRR8edJD0wdL5XBmNrC3Pu2YywfSWnkX3qN/Kub0BsqF0dGUwAHHTqF+7OhGcoDWDMDUnYoN0TcigfXhzeYRKspeMRXCDrdGTJOJli/4zmBfYC/z3k3T3j6VJyohWvqOK91suj+zVAY4gSChnBDcC351hSVENJDJHMJLKGOmV5fi10gDGWhsCGzuYIFRF5lAZQqH/NO0TbC89DDYcjbygM4ahLGKBRZQmzObudN4Vkk//B3vHediRO3SN//BJnWLHXzpuLY20b6tQ/3RN0DGMgOsKBxwbDVKlsDnXIC+Pw/nM9FB11UFgJX6gGsC51z9y1XI+fdPHXhOjShEdbDCF1nUeMiwkZ4RAglKJsszyyeN0IvseLRdUIr9iX2hqNG7Ef05COUlc6woDchBMac6SM+v7sI6SFybi4I0AXKirtnLTyLmromOn7/NxrOiu9UAWxvLnjyRsJKtVwaOuw4eLqGY+cIlSiAn+9fzRGcU7Yc/1rxrVpCeohsLqMiKQrBlu9f/j6e8P7KPhssNKGRNF2mFIrzumYgJWgl7rh+8TNiRgICuObckyvuR22olssOvazsNV1odCY7g+fB0VD3wfPKX3Bd3P4hlV8hXUxHiTHcTAYRDSGkmkP0uQ7TaldC0mao1sLe+Brxs4/D3tCOOXdGmZhjOMZFAAshpgI3A4cBfUCTEOIx4B1Syu3jWUYVVVRRRRVVVFFFFSAzObR4FDfdN/K9UhVOfhSl7J7cNsdBmMUJUOPH37vT7wi9ggLYh+vh5fIFBbCmQqbS2crp6CesHBE65/vlpe10sUW2dDJaMtnWS0jl+g+/g/Cqp8iFBWa6SADnr/sQuas+zEH1+43jaJTjayd+bcLfAZhTPyf4e1nbsoAYBpgSn8K3HvkW3alu9m/dn/ahdgzN4MyFZ/Lpoz5NZ7KTg6YdxKaBTdSGarl/4/1sS2wjZqrU+9ZYK1PiU+jP9NOR7GDf5n3JOlmklMyun01XqouYGWNe4zzSdhopJafMO4Wh3BALmhZw1qKzyLt5BrIDzG2Yy4udL/KVB77Ca32vsU/9PqyYuoLH2h9jIDuA4zl0p7u5/NDLWdW+ivctfx9/3/h3Pn/M57F0iynxKRM+NkKI3VKvAoF/J0BvppeYGePpHU/z13V/ZVrNNPZv238nS/jXxPbEdurCdZMWTmhqJi4FtasnwdAC0lcIZQFRSbmWkXmiZhTHdvF8BXAujxM1ESXXsz+u6UJnINFDOFqDbmeDNvhsS4zpD24l+/7sHgnxe3bHsxw7+1g2D27mhqdv4AMHfgBXuoSyHmZtLYm+BHXSwAwpkgPPwzDD5Oxceeuv543wTd2byLk5YlaMoVzRi3JW3Sz+tv5vzKqbRdyKs3VwqyKAK1hAuIMJsk+8qMK8ImEVrpTLFzyAFQHsZfZ8CFxvppeZtTMrvielDMhrnwx1pRucQ8IwkAVv6WhPtqLa1e0fwu3px5jSXHEdvmey7yUaEMC2gxYJqUImJQSwbgbqxAv/dCHfOOkbSmmrm0i8QKm5K760OScXrN9fhq8s9dvbNaGRnK1sC+y7t2LNLx47IQQfPPiDASlXGgJXruyVyg9/7XbC3/0pmUvfh9ZQQ90H3ozb3Ydw1D7IdKYYVGvowX57iRReSr3npTLkXlgLprrehevhRkxCjvIYdj0DEQ6ReehpUn+6H3PWVKyEjZhRw+CCCPq4o6gmHwPZgREK4LJgswrwnz98C4TGSGPw+3zqyE+VfdYfNzWhBTYDPz/n52Xv+ZBSKm9bUys+/wgRnH9+AJqoEHin149uL9D24y+P+t5E4f/+vtVBUIgZho8foQL6vP4hfhW6bKeFPH8cFZqmrC6CEDxlK7Z8xkFsefTPLAkfrN6zHXbYPRhSQ3iQ+usjxE49Mtge3w88ZIRoiTWD2IqWd9HqLFqtBma2zIVNeYQmaI9lOKFlCSunr8Ru71QK/5KH17ctfRuu59KZ6uSsRWftwjHT6M307vRepg8TQ+SeXUP2iRcJHbCIvJPHckCPhHEzWYQRRwpVoOn2UiyvnU7nUJZUFKwl84iefAT5VzbgdPaMaTE33rvX9cDzwOlSypQQIgZ8HfghcPY4l1FFFVVUUUUVVVTxHw+ZHSMd3PWg8J7M5Uet4O8pSMedOLlh6MrOQtfUg7vrFv2AXQ8KBDCaBppWUBcNmwABxtSWEYsunSxVsoCgxK8UoPmbyp3MWrwPX2r5Bu+65Z38MDUjIAgaYk3UNbYyx9q1wKzJxvzG+bTGWvn2Kd9mUdMivvPYd/j6iV8P3p9Vp1LQ5zbMBeC8pedVXA6wS5MUf/k+jp1zLEtalnDTSzfx0OaHOGT6IXzr5G8xlBsqI2pPnHsiAIfPHIdCfC/AD8jpSfdw5zvv5Iv3f5HP3fc5zl509r8tAfy7l38XqFgnA4Zm4FBQ/7ouaFagwIeRxAWoglGaHDEzRtL2kJZqiZa5PE44gu5KhouAdU2nP9FNYySON5Qvhplpgsx+08k5uRGT5p50D02Rpl0OfQKl+GyNtfJi14vMqpvFtsQ24laciGdihMMM5gaZJ3UMqxDo47hYZphcNjeiMPV6wnZtpT717MAioDHSyObBzdSGaolbcbpSXTREGkZYQNibtpNfu5Gat51G35U/RAtbSMfBy+bRamNgO2jxqCJX9zA6k50cNPWgiu8FY30BfviWD2EaeOkswjKIDOSwvJFEk0ymQdMQscoqxFJLCVM3A8Vf3rYRsUgQKupbQPgKYInyQs27+UABPNwatOEzF+50//3QNx+lBDCowlbOyZWRbRKJQNDynU+Q/KNy5ZzfOJ/maDOa0ALCrdQCwv8OKGItpIewBwbRpk8hefvfkdk81qJ9FKmezxM74xjcgQRC11WRoCTIrufz3wcpCR20hIHrbyb/ykZipx2pmndsDzdioNsetmezI9nBrJnzsF/ahjFnOrnn12BoBrm2OJ3H1tPy5A7c8M6fNWzX5oN3fpCfnfOznX52vBh+PwNGJTUNzSDn5MrCz3Sh89Ozfzqq97Q/Vhqa8pktLVpXHEddRQDjKhWroeuB77gW3jVLlt0ZK4cj5+SImBGlrB2DAPah1deQ+PHvqXvb6DYdPV/8AdETDiV8lLJOUEICp1iwcFxmNc2hK5cJPIDdnn4cXT1XNiQgv3p9GQGcdbIYpsERs49CZnL0iRtoNuuIxOtocho5bs5xJJ68h4gV42fTX+Zi/z4jJXErxoqpRVW4runUhGrYOLAxsCmZCATK53yixczAy1kIjpl5FH957S9Kef7aVrTjjmbjdImXyZLRHaJmFG0wTSLi0fCR89HiUSJHLCd5xwMwhgf0eEsvRwEfl1KmAAr//xRwxIT2qIoqqqiiiiqqqOI/HDI3MlgleM9xlVUCBGqsvQrb2Wly+XAIQ1e+mJoWeP8Gkw/PRWbzigTSlc+bryAaDyoSwCWU0nBiJnxQsR2xKdKEp8P2E+YE2zOjdgZOYwy3q3dC+7inoAmNKw6/giNmHkFTtKmM/H290BJr4bKVl/G7837H2YuUzmN3Vbp7C67nEjWjfPuUb/PURSq4b6yJ6r8qnt7+NEtbl+60xXYiEEKABtLzkJ5E6HqgwB/NAgLPI+sWCFtPIgsWEDKXRxoamq5a6p/veJ7uVDeglHaD/d1Ea+rRhRa0vAMYuqnUt8Pwi+d+MSnhflEzSvtQOyumrmBD/waS+SQhI4SpmwzlhrA8HcNUCmDpuphmiJyTK/MAfr2Rc3PErTh5N698Ns0Ilm7Rn+0nbsWJmTG6Ul0VLSAGf3EbmYefwVowW/nQGwbkHaRvS5S3lQdwds8rgAdzg6OOK6XKc1e6KmhNlhT7TFNtoxBoeRcrVZnskJksWjRc8T2fJB2hAM7ZaNFwEKKla3oQAqcJ5WUdNsJk7EyxQDKMa4uddNhO9992iyStrumBetGHv02lZJt/XPSm+uA5YeX0lSPsbvwQODF8w1A+rm53H2ZLM7lnXlEK35CprJxytgp/zWSVstdxVWu+70cbslQ3jxC4nb2Yc2eoLhxAuB52xEB31b1621A786ctwe0doP7it+IOJgkZFomhwnUsJXZd5d+mFB3JDnrSPTv93ETgSU8FypZgeJHBhx9U6H/H9wIeK3jQDyYUCMJGWCmmC9fU8NBCIYTqlDJ1pOfy5t++mSEvFRQgRFiF8b2e2JbYxqy6WUHgoCa0isfKx9TfXU3te87GS6RG/Uz20edweweou/AtAGXByFIqklMLhxCup45ff4Kez36PFbMPZVq0jaZBDS+RDrbHkx6ep34jUfDRldkcb55yCktmHFAUDkhJbaiWJS1Ligplf3wf5sfrX4O7ioyTmTgB7NsLCagL11OfAKs7hXxqDfLkFfQurFcWS4a6tiP7L2IgrAp3PlJellc7Xxl1HeMlgPuBJcNeWwQMjHdnqqiiiiqqqKKKKv6TIT0PmbeVAjhSmQDGdZT/GwUCeC+HDSkLiAkqgHUdabslFhClCl0vIBOEoYPfumsa5NduCjzgRoPfpgsErZelyzdnj67kbYo2ccq8U3j51OJnLN3iGxf8GHtbMXlZel65rUQVCCEmVUG0pxExIyPCvQBWTF3Bg5se/Lf6fV3P5f5N93PiPidO+rKlEGoS7KlClE+SCaGCqCq12h824zCao80IKZFCKeawVaq9LnQkkq1DW9lW8HrVNZ1UdxfxlilohVAlnIJ9hG6QtbMj1rFtaBun3ngqj7c/zh2v3rHL+xc2wqzvW88h0w5h08AmkvkkYT2EoRmKAEZXFhBODhwXwyoQACXEwOt9LpWOiX5IGqixbVrNtHIP4GEWENl/PKs6S8Ihpt36fwhTRzoOMltiASEE0RN3TmDuLgSVx5jH2x8vI8k86SkCuEA4/eycn6FFCv60QpANC4yEusd87K8fKyv4yHRWEd0lyDpZ/vzanwObBJ8ADmwTXA8RDpH6y8O4Awk0oZWFIXrSI2JEyDiZ4LtyeJBTAZsGNpVZdZTCt48AVRTJubky2wZDM7A9O/AdBmVd0BRtCpbhdPSQffrlysvWioR1KUJ6iFxfP/HWQjiV4yJMUymAbQctFlHHzdDBdRXp6ynSV4uF8dJZ0HWshXPQ6uIITXX+aLaHGzYhnaX2lW6yTpaa2kZkNoe1aA75F9bCFy8gn1OqyN6V09l61s4DTbcltgXBqXsSo6la/dcDD2A/i2AM5N18MG7GrBjmrKk4WzuC90Z2UrhIQymA68P1dDn9gepXhK29UpAZC/42z2uYx7dP+XbgBTwahBBYS+Zhb9w26meMGW14fYNKQCClEh7YzggLNM2TiLCFs0MVEKWp/JHP61mIiKlr2/+NpkVai8FnhfM+t+rFcis1KYmYkfKxRw77fwFz6udwzOxjxnGEKmMwOxhkGowXwvQJYAGaoLVPg7oYUkIyn6Qp2oT19pPJ1at9b/3ypdiiSMZvHdzK3Zv+xhObHht1HeMlgL8F3CuE+IYQ4hIhxDeAvxVer6KKKqqooooqqqhiJ0j9+WG2nX4JXiaHNpoC2PUCRQ22EzzM9mf6ufaJayuSXJMJaU/cAkL4fnUVJvPSJ4ClVBYRVkFVJASJW/9G/tVNYxKNfjI6VLaAsBbOGXPbFjYtDAgSH3pdDd5gMvj34E/+QOb+J8azq1X8k6It1sbmgc0jFLHLpyznk3/7JFsGt/DApgden42bZNz80s28afGb9ghBLwVKOVUYBwIlJoKcmxsRXgRw8tyT1XGXysvRD9LyIiZG1kVfOKtAYkmklOhCJ9PbQ03bFDQ0vJ4Bkvc+hrR0rHCUdLqcMEvbaZ7Y/gRSSi7986Xc+OKNu7x/QqgW/n1b9uW+jfcVFMBhDM1gMDuIKXXMUKSgAPYQusHchrnK1obXn/yFIhkjpVQKYEOd85cfejlhI0zUjNKT7qE+XF9RvSYzqgNFWEXST+byGFNbiJ15LACN/71zC4PdxWjK/Ev/fGmZ37QnPRUsWPj8srZlSqWcU4GFqShYSUV0P9b+WGApIqXE6epDb2ksW/6OxA5++uxPA+sHPwTO8ZwCYeohQhap2+/D7VVq1YDQK1hA+KrQSl0ppbj5pZt5vuP5iu/5ywSCoDd/PysG3wGXrryUU+edGiwj99I6Unc9hNtTro73980nrEsRkN3RKKEDFqmCgGUqpW8ujxaPKg9oXVf3assMwrlENKL8gQ1d8Wt51TEkpUQ4Ll7UxOnqY8GPnkJDIEJKveoH5Fm1tfTLFNNqppFxskRC5erIqTdfNeI4bU9sZ2p8z1s2+fYOw6ELVaTyPYB9K4ixkLGLys+oGcWYPY2B7/8Gt6efnJMLCjhQGFNcl3xDBC0eVUUJAygogPXGOmrfc06l1ew1+FYnISMUFJl29ixqzpmOvakyASw9D602jts3qEQOUqqxyC3xAM47qkPBlWghCy+p1MSeqWNv2sbKdeFA3e9fl394428DstdXrWdXvaAsJPzrQEpm1c3mx2f9uGSDZPn/C1jSsmS3wmSvP+N6GiONO/9gKUq2wb+utUgYiQqfbAw3kljahjWtrexrWSfL3zf8ndvW3MYZS8/G6h/99xkXASyl/DHwNqAZOKvw/3dIKW+Y2B5VUUUVVVRRRRVV/GfCJx39hO2KcD3lvVeAT/I8vOVhjp59NJ+/7/M8tPmhPbeRTpF0nghkIeRN/aPkDVcFDKkQOF3tm99u57r0f2tsXz/btcsUwD65NF5UmtQNJ85kNoc7mBj3Mqv458O0mmk82/EsrbHWstct3aI11kpvppd71t/Dn1/78x7bBk96e7xA88CmB6gL1zGvcd6eWUGhHRnHBUNXJFWBSMq5IxXAXjKNVvBYdeIWrqksIFLnrmRgSQupw+cS/s6l6IaB4yjFpq7pyIEE4aYmNE2D9m6GfvtnjGiUhrpW7l5dVPgm80muf/J6Pn3kp/nj2//InPo5xM0424ZGV5btDNeefi2z6mZx/Jzj+dhfP0bYCCEQJPIJTKkVPYA9D6Fr/PYtv6XxMx8oHJ7XVxkvpSxTEGadbFDgOmT6IYAa85L55OgEcN4uthmbBjLvUPu+N6JFw9S+84y9sh8V7UQKiFkx+jP9AcntesoCIvCKhuJ9xJMko2Dc8BdEThG5pbYXjZ/+AMbUcv/O/mw/DeGGQNXrq3gDotSTI6yXfEsFzfECda6/PZoUqnBSAVknO6p1iU/SSinRNT0ggH1CWm1KuU9wY6QxKMII08Dt6kWrq2HHOz89wmfW0IyAGCtFyAgRNSMqALDQJi9CliJybUf5H2cKCuACAezfs0UkVCCHNWXv5LqBR/CLXS/yRM+zeP2DbD1nMYn5jWXqVWN6K6FYnA63n3kN8+hJ94zwVtWbG0Ycp950b5nqeU9htBA4X0XtWz/4HsBjoVTd/e4D3o0xrQVnWyfpB58a1QPYDeu0/vCLBZVxSXimZRI79chJ2MNdx3DbCt8CZSxojXW4fYMV35PZPFp9DV4ipTrOHDewXfHP49hpR6I31yMK16NMZ8k4GWTIYOAHvwGKfrlpO03MjEHOQQtZIATZVS8E61PWJYV1A0IT5b/BKATw7mJR884V7sNRvF4F0nYJGyH0wjmYyCVoijZx7i3n0hIrZmZIKbnuyeuIWTE+dMiHiEVq2eeRrlHXMe74RSnlfVLKC6WUpxf+f9+E96iKKqqooooqqqjiPxx+CFpFIrPEA7gUHckO9mvdj2+f8m3W9KzZc9tm74IFBCjSSBMFFXCpR6/yAPYVwKUYj79x6cTD9Xbeejlys0b5TkEdBv8cHntV7B6WtCzhbxv+VjGs5drTr6Un3UNvupcv3v/FPbYNR//8aL71yOQ3RyZyCVa1r+K6J6+jL9PHmQvPnPR1BNAL3omOCn/yCzB+ENZw4qLm/DMJHbgvANs/dAxdrbqyUzj7QPJNUZzF0xXBZoRIZ5PEzBg1oVqygwOIWESRLq6Lk81ihCO0Nc4g6hVJ5m1D27jppZtY0rKE6bXTSdtpPnrYR3mhszi5dzyHJ7Y9wS+f+yW/fO6XXPngldz80s189u+fBRSJdvua2wMllk+ozamfQ9bJEjLCCCFI22lMT8OywuScXDAWCiGwls4P7HikO7r35d5A3s0HJGDGyVT0gU7ZKerD9WWkaQDPU37tKHIJx6H2Hafv0W0ejk0Dm5hTP6fie7WhWnrSPcE+etLD1MwR5FzkuENASoaiEtEzRMNzHZi6Sd5VymAhBKH95pcVVKFooeETra7nYurF5fut5wC559ciPQ/Hc8h892ZqP/oz5NZuLLfogapn7BE2Ez58xShAX6av7D3fA9jfP5+09YsuB049kA8d8qFRlalaLIrbN0jqjgfA8/D6i8p5f9+EECOeM8JGmJgVR5gGen0tbne/Os91HfI2WiyCl8kpla/rgmVC4dhokTAynQVdU7YFeVupNIGBzACbsztwB5IkmyyGFjUrwjitLF3afvE1rEicDreP2fWzGcwNjitcy5PeTgnXyUAlCwgpZXD8feL3qJlHjegqGo4rDruCpS0qj6A2VIvQNFqu/hSpP92PbedHeADLvINnKO9avwgQKskzeL1RGgYK6lgdOv3QMb8jhKjYFQbqGVivq8FLplURyrYRkbDqenM90DRq3nIKel2N8gAOWXjpLBsGNmFFopizp6l1FK5tTWjs17qfUrOHQiAE6bsfKW5LOETu6dVkHn2uuG2l27OHCOBdQsk26PU1LD7qZDShk1s2i0Q+EdzH6sP1wee2JbYxp34Oh804TBV+TIP5NfuMuopxEcBCCEsIcaUQ4jUhRKrw/68KIXbu3F1FFVVUUUUVVVRRBZmHngKUEnjUEDjPCxQ19Ze+s/h6YSKys9bD3YXM27tGAHvqof3GF2+kfbC95HWJVwgY8kkHH6OqoEtQMQRuAoFMISNUcfLobO2g57PfA0ALW0HgT9kupcZWuFTxzwNd0+nP9NMSbRnxXlO0id50Lx2pjuC1tJ0um+zfs/4etgxu2a1t0IQ28XbPneCp7U/x02d/ikTy/gPfz5v3ffOkLn84JELZttiq/dYnozShBUFYpQjtOzdow1029QCe3P5k4F0KBGSGphtk8sr7syXaTEeqM1DT6q/twLXzWLE4WjiEm82yqn0VnvToTivfx2k1asL/+7f+niUtS/jOY9/Bkx59mT4O+8lh/OSZnxC34uzftj9NkSa2Dm5l5fSVXLPqGj71t08RMSKcs7i8jXpG7Qy+dsLXyoLIIpiBBUSpBY/QCl6qpqH8zl8n+F7Mfija6u7VFcmonJMjZsbK7BCk42At3qdsrPMtIPY2NvRvYG7D3IrvRc0og7nBoPPDlYqgHU6CNn3+g8hsjkTEU2Fb3SmlAPZsvKFUYDswHL6a11fg2p4qcvjKu/ChywgfvB8Ag9fdzPYzP4xt58ne8zhYJqHv/pFjf/BqEOplJG1EfU3FdfmKUYBTfl3eSu5fW7ZnEzbC5N08utADRXJrrJVZdbPU9TQszA9QVg0DqnNFb23E7R0o7mNBgaoJbYQC2NRMakI1ymrK0Gn80iVFBXAhBJC8rd4vBHD5YavCNAoFBPUeJQpgAE8Hr3+Q1an1LJ+yHK0mRvNXL1PfFYJoTR05S42VutDHRQDvLVQKgcu7ecJGWHkAFxTAXzj2C+r4jYFFzYuIWeXnnzl7GvUffgcLNzEigA7bVh7AEPgMt3zzit3ep8lCqV2Jj2vPuHaXlyczWaUATqpAYJl3ELGwEgwUuk98CLeoAJYaYJmIeFQFEBZw4NQD+cihH8Ht7FHFm2EErzB0sqtewF432j1eXSP/DPyvf7nmnllN7rk1aLVxdKHx/Oyc8qwvjPelBHBvupfj5xwf/FtEwirIcRSMdxZxPXAC8BHgkML/jwWuG//eVPGvBE96u9VeVUUVVVRRRRVVlMNevxWtoRa3dwARKiSc9w6o8DQfUgYPr/E3nrDXt3FXguf8tndbOjTHWsoTu10P8jZTb7pqxHK1uji17z57zGWXEsASRYIPT2oeC2/f7+1cuGKkn6U5fxZ6fQ3S8/BSldv2d5z3sddd7VfF+PG1E77G9NrpI16vsWrozfTSFGlCExrfX/V9Tv9/p/PzZ38enLv3briX13pf2+V1Syl51/7vKvN23B1IKVl9+edZ3b2ayw+7nMNmHLZT1dmkrFcDUJ6UwjTKrr/S8LFK2K91P7547BcD0jcIsnJtpC4YzPTTFm8jakaDyaqhGXipNPm2GmLxOkTYIpUY4GsPf4333v5eulPd3PXOuwI/zYgZwdAMjph5BCt/vJJTfn0K7z7g3fzvif/LuUvOZcXUFXx45Yf55JGf5I2L38hHDv0InznqM5w6/9QR6uUFTQvK/B1XTl+J5oIVjigFcKkdjyYU8WWZYI8k4/Ymsk6WkB7iye1P8q1HvlXxvGiJtQTqz9Xdq/nC/V/AG0wSXrk/3lDR/9wPgdvb2DK4hdn1syu+FzbCDGYHiRgRXOkGHsCVOmZCyxezcZpH+GNvZ+PgJnrSPTieg9vZgz6lMrnoB6T5BcWskyVqRoOCUOzkwzGmlhSSQhY1aWj4yPnYRy9BNteiu5LIY+sAMFN5RE200qoUmedVvof42+Gr7HNOLlAAl3athPRQRSsPEY8oBSXKOsHtLbbb++piqOC1bDssmbp/YPEQOXRZmQewMI0yawehqXAyUOOSuXC26uZxPeURXCiSHDnrSBxT4PYP0eH2s3zKcoSmEVq2MFi1FYtz0fGK2DR1c9wE8GTarlQiM6GyAjjn5oJzo+j3vOsIHbIfbxEry16TUioFsKmeA/0iwOuNtJ1mfd/6YAyv5P++q/CyObT6GtUNp2lI2y5YQLhlQcgAmiuRIQMvnSUaijO1cSYym6P1us+DKHr9esk0PZ/+PzVGDz9dRnnGLr424o/XD8MEDk1fvAQh4fH2xxjKDQWhdHWhuuAzl668lIZI0T5Fi0fHFDCMlwB+I3CmlPIvUsrVUsq/FF574zi/v1sQQjQKIW4rqI83CyHeufNvjQ+vdL/Cr57/FT986ofc8PTkWxoncolgPa83OpOdO/9QAWt61nDdk1V+v4oqqqiiiiomE/UfenuBAFYTkKFf/LFccTuKBGFv+U5K2xmXNYOPzQObufjOiwHoSfdQF64DKXl2x7O80PmiUnQMs5UIrVgy7uWXtjsXN3LYMRrj2GhCqzhxqX3nGVj7LyD3wlqSv78XgPaTLlSEcKFlVURCeEOpEd/dE0FQbkHJJfM2+dc2T/ry/xOwtHVpRV9RIQQxM8aZC8/kE0d8gt+t/h3n738+1z91PQ9tfij4PSuRLONFMp8cNe3bdm2uuHt8ai5Pemzs38jtL95K/pk1XLDsgl3epl2CprGldyNuPo8oeACXEsDDFcClEEKwpGVJmT+q/7cHJDKDLGtbBsBB0w4CFDk/qOewc1nitY2IkMVUqxldU+3Qq7atqkgSffm4L/PtU74NwLuWvWtMj9CxSCaZygQexp856jPKi9IwOWzGYSOOC7KgmM2PJIDTDz+9VwLiomaURD6BrulsHthMQ6ShIgF81zvvAhSBpQudDf0byPzjWYx9plP/4eI0WsSK7dR7E364WSl2JHbw1PanCOthhnJDxCylYK70WR+RIw+kvcUjevIR5Jws713+XmzXxtnRU07ilsBXANtu0QM4ZITKyb8SBaIxrZVpPRp6cwMaoD+3gUc/fRB6jxqzzZSNqK987fsBYpXgK3399fvErx+45WO0e78Wi5J76mVq33M2dReei9c3ELznW4OUHjdPKqW02zfIgnkHYs6eRmiFsm/RmurUeaAVCqylKkxdKyOl2q77QtEewnaC0NpjZx3DvtOW4fUP8cO3/rziWKyFQ7S8Uynx41acGmt0Je3LXS8HBTr/2tqZ7+x4MJAdKFNPBttWwWrDdu2iAngc3r87gxCCEw89F3tjuchODlMA/zMQwJsGNnHFX68gpIeCotNEIXS94ngp0zm02rjKhwBkrmAB4TgjFMCmLclYINMZouE486fui8wphbpSuiolftdlX1frHPb8ai6YNWzlFcZp//z+Z5AAl2zDlF99HWEaWEaIunA9aTvN4ubFWLqlnrUL2Ldl3/JlFGw1RsN4yxgdQBQYKHktAuwY5/d3F9cCeaANWA7cJYR4Xkr58mhfyDpZOpIdTIlPUcEkQpDKp4ia0bKB9N4N93LhigsJG2F+9fyv+NBdH2JewzyS+SQrp69kn4Z9WNi0EE1oDGQHeHLbk6rC5Tlk7AzPdTzH/m370xBuIO/mqQvXkcgl6Mv0sT2xncv+chnXn3E91z91PYubFxM1oxw962gWNi1k69BWtie20xprZfPAZmJWjKyTJZlXlVmBoCHSwDGzj+Glrpf4x5Z/0BRpIpFPBNXQKfEpxMwYiXyCVD6lkkmNCFEzGvjm9aR7iJpRfvbsz7hs5WWEjBBbB7fSkewgZsUQqECGaTXTaB9qx9RMXup6idn1s1ndvZo/vPIHPOkxv3E+mtAYyg0R0kPUhGrIu/mgZcWTHg2RhmBwtj2bOfVzWNy8mIHsAMl8ko39G+lIdgRtKfvU78PUmqlsG9pGxskgEPRl+rA9G4FAE1pQwfakp1qygLkNc1kxdQXr+taxPbGdodwQjucEigNLt5jXOI/B7CB14ToczyFshEnbaRzPoT5cz6aBTcG/m6PNnLHgDEzdJJlP0pHsoDfdG7QItsXbCOkhBnODwYND1skylBsiakbJu3mGckPBjSFshDlp7kmEjBAZOxPs72u9r+FKFykldeE66sP1WLo1ahBCFVVUUUUV/z4IH3mg8tdLZgqqBwenswdjzrAJ+OuXMaRaPydgAbE9sb0wicuxI7GDxkgT/RJWbVvFtEwf0DSixbjlWx9j6Fd/GhepXVGtM+whfdrt14x7e4fD6xuk7adXkn7gSQCcLR10XvhFGr9wMSISxhtKojfUln2n66IvU/dfbyG0Yl+EUX6ssk++RPiQ/Sa8HTvecgXTbvsednsnA9+7kbYf7jmv2v9EvHf5exFC4EmPMxacQdSM0pXqYtPAJp7reI77Nt7HS10vccq8U0a2544DO5I7mFozlbW9a0e815vp5dXeV3e6jJyT45pV17Bf634s66ohFG/Z64Fj0hC8uP152hpngKEHKkUYO7irFMMJ4JybQ+gaNUacuBVnqOSzvurOzmSoq2lA6BZvmXcOZy65hB3JHUyrmVbx99CExnFzjuPed99bpoSaKLyhJFptPFimdByEqfOD039A9wPfKX5Q+ApgQxEUwzB47c1YC2ZjjKI6nSxEzWhAig3lhmiJtVQsPPjEn68etXSLge//P5q/9THCRxcLcHp9TdCiv7cwGlHel+mjJ92jFMC5QaJmdKcEMBTtDnI4TE8rL11nRzfhQ5eN/vkSBTCoOXcpASxMA725AWvffdDbmlj4Dw29uR5yDrkzD0bXHcTQAMLxMPvT0FhbcV2a0MoUwD4nAcWgNt+CIufmgn9XUqgOh+9TXHvB2UjbIfdisYMhkUsQt+Jl++WfB7nn1mAtnY85c0rQRq/X1aDX1RA76zi0wv0usGzStEBlGYxHuq4CXl0XYeposQhuVx/ffPt36Lj5sxjxyvYbpcs4YZ8Txhzf3nP7e/jJ2T/B0i3ybh7Xczn1xlN56H27F4I7kB0oI898VAqBy7m5MgJ4Miy4rCVzcbZ3IUPqOlAewDbePxkB7G9D2AiTslMjLC3GA725HrdvcMS4KDNZ9LoiAYzjKAWw4yrbkZIx37AlKcNBZpQFhBay1GeEQIuG8dJZtFiE8Mr9yHqeytcoeeZs/vrlqoMjWHklBbBEa6glcuSKCe/jHkXhGoyZUZZPOZCrnr6Biw66iGtPv3bMjiBjWgut3/3M6O+Pc/W/Bu4WQnwfaAdmAh8GfiWECPoT90QwnBAiBpwL7CelTAL/EEL8CbgAGHXP8m6ehzY/xJbBLWwd3IpEpTfOrp9N3IqjCQ3Hczhw6oGBef6ZC8/kLUveQsyK4UmPdX3r2DSwiXs33MsjWx8hZsZY2rKU9f3rCRth6sP1JHIJ/rb+b7jSZUdiB0fOOpK7193NlPgU5jfO56KDLuLHz/yYo2cdzQFTDmBqfCpretbw25d/S1usjWk10+hIdrC4eTFZJ4uhGUTMSGDevi2xjfP/cD79mX4+d/TnWNC0gKgZJW7FcTyHjmQHqXyKeY3ziJkxhFAEqj/Ie9Lj0OmH0pnq5Mrjr+R7q77HBcsu4KhZRzGzbmYwkNmuzcaBjZw09yQ6kh2csfAMHM/h7JvO5tx9z+W8JecxmBtESsns+tnUhmrpy/QRNsKByfxAdgBQDyc5J0fMivFy18v8dd1faYg0oAuduQ1zOWPhGardAcmanjVs6N+ApVs0hFUV+6BpB1Fj1QTprJ70gglgyAhhaiZ/Xf9Xvvf49zhw6oHs37o/U+JTMHUTQzPQhEZHsoN1feuYUz8HXdPRhc5gbpCZtTMxNIPB3CCnzjuVmBXD1Ezah9q54ekbyDgZ6kJ1tMZaaYm10BJrIetk6Un3BC1CIV35CdaH69mnfp/AE602VKtIaidH1snyzUe+SdyK053qpinaRNSMMrdhLlJKbM/G9Vy6090k80nOWngWC5oWTPblU0UVVVRRxT8JpOdhzZvJE/0vMGdIpYJ76Qxu31A5iVhhciyl3Cvqsl889wuOH5Y6Phr8EJ/OVCdt8TZgCzuSO1gWbaIfX+El6Mr1IoZ6mDLs+6UT4bFQSQE8/FD4Cr5dgczly7yIOy9UxOvA936NzNl4g8myzzvd/dgbt9F31c9pve4LGC3lqeXp+5/YJQIYYPubPkrjly5Bb51cH9kqiqSDJrRgIvu5Yz7Hj576ER1J5Q1saAYdyY6KNhI7w7q+dSxtWcqOxA6GckNlvrL9mX6yTpa/rf8bJ887edRl/PL5X3LBARcwJT6F9o9crNR1exnbUh0sDTdh53MjFMDjDWPy2+r95/L33v5evhl5C1545HkthAqdy5keNbWNCNeERIqGSENZS+toqKTkGy8GbriVyNEr0OpKCFTbKVOf+cW4YKwqEMHDoTXU4A0mYA8TwHErTiqvuhLOWngWlx162U59p/NuHkuYGDPb0FtHV0rvLfgCreHIOlk86RE2wsE15BPAY513/hzxqX09jvvrRuylNjKXR4tUViwGCuBCsNUjWx/h3H3PLbvH+jYIWm2c0PJ9WXyjUgALQMZC6Jok+tJ2Dly1gfSBs0ZVAPt+rlBUmBrCCLYjbKjAweEK4OFK++vPuH7EsoVlYsxoK26v46gMAU1jRu2MMhFV6X673f0YUyufp7GTDy/7d9OVlyrLkGG2S0LXlFe44yIMA72pnvzq9QjLxEukRg3FK8VRs44a8/1Dph3C+r71tMZaaR9q55kdzzC/cf5OCwI7w2B2cFQF8HAC2P+NXM8NPIB3F8aUZnIvvoaYXfL847h4uvr3WLYh48V4n6/GQtZRnVAhIxSIKCcKvblBnW/DxkUvm8OY0lyuAI5GFHErZRlhqwmNtJch0buN7XYn+1smsnB8RDSCTGWgpQEtFkWf2qL8gkvvnQWveUCN7Z4cIbLQ6mqInXksteefMeF93BVYJbYowyFLrzXfgkhKknaSdx/wbkB5Ho8FoWnojaMXRsdLAH+w8P/PDnv94sJ/oEwzKru57x4WAq6UsrSk/jzKg7gMQoiLgIsAZs2axVuXvhWArYNbCRkhWmOtY66otH1IExoLmxaysGkhp8w7hf9a8V9oQhuz9emqR67ijlfv4Dunfqfs9YsOuqjs31Nrpo65HaWYXjudX5zzi4rti5ZuMatu1ojXKw1qfqXr5+f8vOJ6TN1kYZM6GUuX+Ztzf4Pt2ixqXjTiO8MHgtKHXR9HzjqSIzmy4joBlrUtC9rBhiPC6BO60+afxmnzTxv1/SnxKRUfLkbDzLqZXHbo5FbAv3DMF9g4sJEZtTPGVEzk3Ty/fv7XVQK4iiqqqOLfGF4yTZdI8I1nv8vXe5czC5DpLF7/IMIa/jhW/nSaslNlKi9PeqztXUvMjO0SWTUaHtr8EIebagI0kB0gYkRG9X371N8+xfff8H26U92FFustdCY7qY/sT2O4gRP3OZH+6BBru9bSkhhiQ/8GfvX8r1gxdQVnLxrb97cUPgFVPqGRNH72v3ZzbyFz3yqcbV1M/cN3VUthAS3f+SQ9X76Olqs/idPVhzuURK+N43T2knnkWcxFc9SEbTABJQSwO5Agfc+jNHz8Par10VdNaeOYrGoasdOPxtm07XVpyf5PhUTy5Qe/zF3vvIvNg5s55+ZzuO8995U90z6z4xnaYm2jXmubBzbzo6d/xO1vu519W/bl0a2PctiMw4Ln8a5UF1kny4ObH6xIAPd89nts+PDhzKydGTy7atHwiOLD3sBxC04kFP0LTjaLMM0Rqt/xkAqGZgSWGL6SsS5az4IpB438sKYhPEnOkMTjDZDNI3N58q9uxFo0eor5ZCB5y92E9l+AXqLeVFxZgYiZ3oYWG0Z6aKKiB7kwzb0SDhc1o6RsRQB/6bgvjes7OTdHnW0SP+cEzAJh+HpiTc8aFjcvHvF6xskEBHB3upu2WBsZJ4Prja28dD0XQzPoi+TR2xrh53/FZXTyw1fY+sTyrNpZI8g/YapwPK2+Br2lnvqEQKuvgdZ62NqJLsKs+/gxzPva33Djle+RvrWDT+b5xJ6vOvbD33JuLlBqj6YAPmT6ISOWL0IWMlu0rUn/5R8IXaf2XWdy29tuU59BBCFwtmcTb0+SvONpai84a9TjU4rIEctJ3fMoDPfCLwTEISUYOlpdXIXbahp6fU3RO3sX4UmP+nA96/rWcfw+x9M+1M7znc+zf+v+nH3T2dz5zjt3edkD2QHmNc4b8XqlELicmyNiRILixO56AAOIeLTMh9sv8PvPCbq2ex7AQ7khLr/7cn52zs92azsDAlgPoQltl7qV9eYG7I3tI16XGRUMHHhL2zZaJDzyPAPk3Kmk8ikc6fDDdwnOaGsKvqdFw3iFsDMpJcI0lAVEsiTXQRAofkUkrAjjYfcxY0ozde8pDwndk2i9+lOjv1laiCrxQm6ONbP/cGuiXcS4yidSyn3G8d+eIH8B4sDgsNcGgRGmMVLKG6SUB0spD25pKfr+zKybuVPy19nWyfYxwj5CRmhM8hfg40d8fAT5OxmYTNPt8cLZ1om0HRY2LWRp69K9vv5/BwghmNswd6cDpqVbuNksUkoy/3gmMPSvoooqqqjiXxsD198c/O0NJtkqe/namd9WD6CAl8kq/7ISBbAxrXWE5UBn0lfZKiTzSa578jqe73x+Ure3LdbG5u++DYBrn7iWu167q+Ln8m5edbiku8smRbZnYxoWM2qms6h5EUtalnDM/BOYEmrmtd7XuPywy4maUa5/8noeb398XNvkJ96XEU9SYkwf+7luPKj/8DsA5UsoBMTOOZ6pv/8/zAWzMVob0RrryT3/Kt1XfIv+791I4pa7Sfz2bkJL5iFiEbyBBPn1W+j96g/V5z6hPEm9hLqPp+95lMGf/GHEer1sDncwUfZazflnoLc2qgm9oTNww63kVq8n+8xqsk+N6nhWxW7C0Aw+feSnaYu3sX/r/hw/53je9Ns38cE7PsianjXk3TwX3XERT+94mt50b0WLh+uevI7rz7geIQT7Nu/LD574ARffeTFPblO2Iu1D7fzl/L+QyCWC9v1SJB5/lse2PlYmbNCb6vfYPo+F5dMPwvAETiaNiIbHbftQClMzSeQShI0whmbQGGmkrXYacWOkgkyYBsKR2GEdPRJGWCb5VzeR+N09k7VLo0PXcHsHAgsIAC1sIbPKbq7ho+/CWlxOQpvzZqoQrGEQlrlXwtRiZixQAI8HQghyTo54VitXOk8SUvnUhLtTNvRvYG7DSNrAJ9lCRoih3JAa9xHKe1XTufb0a0ddpr+f+vxZuCGdxk+9f9TPOp4TzOk1oTG1ZupI9adhQN7GaGtCr6uhNlSL0DTcY/cnffZBSuXeEOLZb55C13nLA5J1+P5EzWigAC5VA0NRXZp1soSMUKCa35nXdrDPIQuZLxLA0nUZ+sXtwfHw/1/qcR7ty9H8v5fvdNll0JTaF4r2HULXkJ4KgBOGrraloOYcLXxvIhjMDtIWb2PL4BZaY60IIci7ec5dcm4QggXq+aA71T2xZecmrgD2Q+B21wMYxi6i+cGZo/lGjwddqa7ATnRXsD2xnWufuJask0UIQcgI8fd3/32XlqU316ug42GQmZzy/C3AS2fRamMFBTBlBK286r9I5pN4IYPBsKuuzcL5KKIR7Fc3BZ8VpqE6ukouR6FpIy0f9rK10oRQOp764gEJJ807mZXTV1b+zgSx+0Ymex5JYLi0tBZIVPjsLiO/oZ3oCStx2jsrmlWPB5PhC/PPgr7v/JLciyMfcqvYM5jz86cZeOIZBn54S1lVsIoqqqiiin9uSM8jde/jFSf/yd/fG7zuDSbpM7LMnrYI0opgkOmsak8LFwmW2nefPcJCYHX3auY1FBUrlxx8CZ856jNs7N+429s/kB1gbe9apJTKX5Ic2xPbaY4205PuGfU7s+tmk8glyiaYUsogHRxQD6+aICQNTp1/KvXhek6aexKXHHIJtmfjjaPNsVQN5a+n+cpLMeeP7ICaKIxZhY4s00BK0Bvr0etq0KJh2n70JfTaGKnb78PZvJ3UHQ+Q+uP9eIkU4UP2w2nvxO0fouuDV5J57Hm6P34VziYV7OIlFEEjHZfkLXcjPa/s/Bj65Z/IPPxMcR83b1eHKxrBy+SQ2TzJW+7GS6To+dTV5F7Y+fOYrNCWXsXOcdiMwwJCIWJGuOqUq/jCMV/gqFlH8a4/vItjfn4MXzz2i/zwqR/yy+d/ycfv+Tgf+OMH2JFQMSiO5zC7fjbTaqYFy7jjHXewPbGd+zYqZ7xEPkFduI4LV1zIT575CU9ue5K+TB+bBzbzwoc/RW+6h0sOuaSMGIgctYKacar0JhWGrlLXczYiZI2bjCpbREEB7BPA5y05j8ZYUbUFlLXkdg/u4Im+5xEhCxEOkV+9fq+E8YhIGLenv4yIaPzsf2GNMbZY82ZRc24FGw9DV/7pexgxKxYogMeLnLvnCODfvPgbEvmJTcn9jJrhyNiZMgsIU1cWg75X76EzDh1zuXe+805Chywh+eaRatlS+EpbKBKkQogyEldYBlgm0Tccjd7cwPIfKoGXFosgG+NlalGhaRVJ8Jyj1KNQVAOXKjsDBbCjFMAZOxOEwo2n6BKQXQVM/e23R4wZmtCC/cq7ecK96Qn7VIthIXBqwRo4LsI0wdCV72rh/Dfadt9mpC/Tx/Sa6WwZUgRw1skSNsLMqptFfbg+ON7Pdz7PQ5vH9gT2pFf2+wxmByt2LQ8PgXM8h4e3PFweAjcJFhCAIiB9Mr0wFkopg8yi3VEA92f6d8sapz/Tz6ptq8g5OQSCsBEO7FInChGL4KVGBvd5mWyZRYtMZdAaa6l562lI6ZURtDVWDS91vUSnN8Axs48p2I8UbFXiUQZ+8BsAMg89jTBNpQAuPV+FKFpKSPnPEfQ2FkZRAE8m/hUYy7WAIYQo7Y8/AJhUOYQ3mMRaPJfOD3yRni/8gMyjzylJfm70RGApJV6hSvzvBqO1Eberjx1v/yR9V1W2jahi8tDQPI2/PPIbhGGQeeTZXVIBO939ZB6bXDVYFVVUMblI/e2xKlHzb4T0Q0+RffIl+r/xE7addSlOV1/wnjuYQJS0cXuDCVJRqKtvgcKzhZfKgmkgTJN7N9zLp//2aTb0bxixnu2J7ezTUFSixawYU+JTJmUysrp7Nd9+9NtknAzN0WbSdprHtj7Gm/d986jf6c/0M6tuVtnE339kFSVqIQy9EHY3khixNAt7nJOcUjUTqLbC3W0xBdX2N+PenyCEIHrMQUSPLycORMgidKBqVQ5Uf3kbc8FsQgcsInHzX4LXQJH3TV/5cFDIFZpAb2sic/+TDFx7M053P53/9SWSv/srzpZijnLnB76IFo+qyVIihb1us3qj4GOXX7tJPZOO0qUGsOMdY7QUVkD+1Y0jwvn+E7Ff634FC5MijptzHBcccAFPXfQUb1z8Rg6bcRgfOuRD5N08nclOTtjnBM666Sw+8pePcN2T13HwtIPLvi+EUOFk4TouuO2C4PV9W/YlkUtw80s3c9fau1i1bRXGC5uY0jK7jPAptQ4Z6zffExCGjuZ4SF0gwqEgkwRgxdTxBeSUEsCmbiobOk2rGJ4mDINMNqk8VAvtu27fIFp84n6TE4GXTCsLnsEkwioS3Ma01hEp8j7MfcotQEZ4xu6F6ylmTowANjUVbh3LCLS6Ec2zu43eTC85Z3xz4TtevYOrHrmK2XUjFdRQbgExmBssU16OJxStOdqMqSlv37Fgu8Wioq/6HGEBoetMvfmq4J4TXqGC8/xQNV3oZWShT7J+4x/fCF7zlb3+3zEzVmYxEHgAu8oDOOMoAjjn5sa1v1oswpRffb24zZqGTGfw0tmyz/n7Zbs2Zl5O3DO/QABLr5gPoDyHXYRlIAwDEQoFnEnowH0ntvwK6M30Mr12ehBkP5gdZL9WVRiPGBEyjiIV1/SsCTKIRsM96+9hdffq4N+udCtaOQwPgfufh/6HnzzzkyIB7LmTogAGFbpnJEdyTBknQ9yK75YHcMbJEDMnHtjmww++8y0gxgob2xlGUzvLvA0l467M22ixKLXnn6EUuyX3vbgVZ/PgZvpFmm+c9I2CyKCgqi94WbsDCZzN28HUESGznOQVokgoe96/AAFc8rcoIa4nEf/0BLCUMgX8AbhSCBETQhwJnIMKphsXvMzYNyanowcvmcZavA/mojlo0RCDN/yOvv/5ET1f+D7J2/5eURXsdvWx/cwPY2/tGKH82RttQOOF9LwJE9VaYz2ZR57F7ekn+9TLyLxNfk1lpZGXzZF++Glk3ib7xIsM3Xgn9sZteOks9qbto64j98oG8q9uZPBnt+ElUrh9g2QeeRanuz+4eclcHi+ZxkuklILGdpBSkl+/Zdz74iVSuMNUtW6PCnEJjPHbO3f5Idvp6lPbVnJxeomUInqkHEH2uENJcq+UT/AXzjsQazDH+pefYPBHv8PtGRjXuv31Oju6cTZvJ3nbvbu0D/+OqFRx3BOQtrNHCL1d7UQYc5ljTE6Gj5PuQKLsnHY6esiv2YjbNzhiOcOvrxHr9dWBhQfIiaLSdnvpLO5QEmdb5+jf8zxyL68rGzsA3P4hkrffFwRmjFj2sALMzn5je8uOcY0f0vMY+sXtONsn1q7mDiXJvbyOoV/9CS+VQebtoEhpb+0gdfc/grGgdNsnKzRMSrnT+2il7wxfv3Rd0n9fhb1pO5lHn2PoN3eRefwFsk+/TGbVC2SffIneK3846rG0N2/H3rit7LXsM6tx+4cmFJImXXfEBKkSnI6eEb+7zNtkn30FKSWpu//B4HW/Jf/KBlq+/1lavnEF9vqtwWcTN/2FyNEHBb+JMzDEdvrRNZ0X//totbxUhq1uN3985TZqQ7Wcu+Rc+jP949oPmJzOo550D9NqpjGQHWBazTRS+RT92f4xA5j6Mn3Mrp/NlsEt1Fg1BZWWrfxLdQ0Kkyhh6OoBtgLxo2vFydY/Q1HEWrwPxrSRthLxt5zC9L/9mMbPXoQ+rYW2H38FvaGWps9dhNs7QN0lbwNdU2piAcbMKThbOxi44VbsjduInnAoWAapOx6g/6qfYW/cpojedPEeVfPOM4i/6USlPHRdoicfTss1/43T0UPsjSdgTG/F2biNbad+MHiGSP3l4bLz3usdIPPIs+Pe3+5PXU3vV3+428dtb8DtH3rd1v2Zoz5Da6yVw2ccznFzjuOW827h/GXn89gHHuPywy5ndt3sim2Zlm5x+oLTOWjqQfRlVGHI0Aw+d8zn+M6p3+GCAy7grUvfSm2oFn0YMSezeUTYUrYC+T0/n5BeUXElTAPhevR+9S1BwKE/ib/hrBvGtTwhBGk7TdgIE7fiTI1PVSRrhbFdmDrHTj+aT33/LwghECETt28QMdx7d5Jhb9pO7NQjVWBVaHwK59Ybvlz271JywyfE9jRi1sQsIEJGSBHAWdD3gAK4J91D3h1dLFWKV3tf5SOHfoQzFlYOWir1Wc3YKpQ762SxXXvc3qumbgbBcaNBIoPiqa+Q1cRIFa8WHmnBWKoYDj5Xch++dfWtwd++t6+/bzErVm4B4RUtIPz/m5pJ1smOW3FZFiALRE84lNyzr1TctrybRx/ncWz53meK6/CLuo5bDKUyDVWgNM3Ad9Ur+BHHTh09+2e86E33Mq1mWrD9cSvO/q37A1ATqgksDtJ2eqeE/4b+DWUk8WjPisOLAHeuVT7DISOERE6qAtiY0UaoM1ledBCCrJMlbsV3SwE8kfNntO+XEsD+OTzZEELQ8Kn3AdB6zX8H4bciGlHWaAXUhGroTfeSLwzTQtcDkYEIWbTd8GUGf3QLoIoiIzIXyghgWXztnxWlY1ep0GESt3n3naz3Dj4E/AzoAnqBS6SU41IAe+ksgz/7Aw2XvrPi+9Jx6P7kd9DiEWredhrWwjngeTR//aOk738SYRkMXHsT6Brxs48n+8xqMvc/Se17zyH75EsYM6aQ/usjhA/ZDxGPYM6diczl6bzwSzR+8n0k73iAmnecTuaBJzEXzib7yLPEzjwOc/ZUVWE2DQau/hXR09Rgac6bidc7QP61Lbi9A8hsntrzz8DevD0IBXEHEwz96k/EzzgWrS5O/pUNaDUxtJoY7oBKE3cHhnB7BgpeWhsRhkH83JMxZ7SRf21z4WIAZ0sHWm0Mc8507I3bsLfuQKZzmHNnkHt2NTXvOpPEjXey7fRLCB91IOb0Nsx5M8k9uwZRE0NoApm3sfZfwNCv70BvbkBvaVCT8u4+nM07aPraR5RvUt8gbv8QmftWobc14Xb3k3t5HUZrI71XXo/M5rH2X0j6gSfR62vAMIreQuGCt1Dhus29uJbY6ccwcP1viR53CFptHL25HmeHIla8oZTy0svk8PqHENEQ0nYRpg6ajl5fg3RcvD8/hIiGcbbsIHz4cmKnHIHbN4i9bgu5l9YRPmwZ2A5ORw9aPIqXSuOlMnj9CZAS6XoIy8DrG1KJp5oGroPbNwSOQ/83f0rt+95E7Ixj0KJhkrf9nfxrm9Hqa0j/5R9gGchsDmvhHA7sX8wm5wU8KXHtPCaQffIl9LYmzEKbas+Xr6X+4rfhdvaSe/5VVXzI22QfeZb6S9+JzOYVEZSzcbZsBwnm3Bm4Pf14mRyZB5/CmDlFVXLTWbxMVg2k+Twy76DVRFUifSSE0DRCBy3B7R0gtO9cvKEUXiKFl8ogDB170zaspfOV16Hr4iVSOJ295ReY6xVCCnKqzdkyA2Izv2YjTV/+EDKXx96wFbdvSP3GtoOIqSRQvakeYei4Awns9VsRuoY5byYiZOFs7UDmVFgIpgFCkHt6NY2f+QAiHKL3f35E+OClGFOaMaa3Ih0XZ0cP1oJZ4HrY2zrxBhJqGyOhgGT0VRzeUFK146YyZQUdt7uP+JnHIV2X3Atr1XbYDnpTHQgNrXCu6U31SNsOyB+ZzSEsC2HqeJl8UKGUOVu1mhUGdm8wids/iNPeRe27z8KcNU0FDRk6bne/2k7bJr92M+gaQtdVC5gm1KTRMtXrpW1tfqFjQzu17z4bc5/p5J56Ga2hluxjz+Nl83h9A2g1MWXYv2UHWl0Nbke3CkApkDjG1Galminsi5+UnX95HfUffkcwRg3ccCveUAKh63iZHHpDDVpNHG8wodp+4lGEpVJaRcgETyolQWESVrrNoAo2jR9/L/n1W7Bf3YS9pYP82k1osQjG1JZiZVQI5Q3lFX7TTBZjSguZB59Sx8UstvyZ82fRf/WvVMtpJIzR2kjsjGOwt2xn4Ac3EVo6v+h5lsniJdNosYjyCizstxACL5tHb6xVY2l9DTJvI0yjLEVc/S4GXjKN29mL29VbFsTipTKISIj8q5uw5s9CmAaZx18g/9JrSE+ihS3MeTMJHbCIgWtvQlgm5twZ9H39x5izpqDVxOn/1s8Q4RBeMk3T5z9I+qGnyDz0NFpdXP1W0sOcMx29uUG1k+saWjikSChRCLUpBCgEHm9CqCJcVoU1eMk0eJLoiYeCJ8k++RLW4n1wewdwtnUVflcDrSamCoaGjhaNqHHS0MHzCB24mOyqF7D2m0/stKPUmOG4iKgOjiK+Un96gNCB+5J9+mWlZklli4rKwrUuQiZuVx/G9DYGrvkN1uI5gWpLxKJBd53QBDXnn0ny1r8i847yItM19IY6dR6bhvrNImF1Dprqd5M5GxEJ4WztUF6zjqtOM8/F3GcGAz/4Debcmbg9/SRuvJPYqUei1dXQ+8UfkHngSUQkhBaLEDlqReAnmejpZOGy5QBkp6n2Q6erl+TcOt649M2Ep+/Pmp41/Pm1P7Nq26pAaRK34rvl51YKKaVSL5VMYvwQtxc7X2RB0wJ2JHeAJJhw+2FOpejL9LGoeRF3rr2Tty59Ky90vkDWy7OgaQFiR/HhHH10BWPQbmkayIJn7mQkV082IoeqoFpzRhut3/vvMn/m1mv+GzSN7KoXcLv6Ca/cH2NGG50XX0nTZ/+LoRvvJLRiCYM/+h11F7+VwR/egohFgrG2/aQLab32c2os1DSM2VOJnnQ4kSOWA9D7pWuReZuGK95N+gHlJ9v1of/B7VDWHHpbEz2fuprpf/0RULSeGA9k3ib76HOjvy8l3lASZ1sXgz+8BWPWFBo/8b6yzzjd/bidvYT2mz/u9e4KOt79Wab+9tto40iW31NoijaVhUWbusnchrkVvUx9zKqbxZsWv4k/v/bnMZettzYqdV1h4irTmUIiug2OA+zZLBCZzhbvWZqGcCWOtnsFRF9FNqN2BjNqZ5Bpf7ZyEdowaAs3YRiF+7+mQd5Gi1hI150UpX8lpO5+mNB+C9TzwTjXMdbYJExzjxTuhyNqRid0P7B0i950L1MzctIUwK5XJMJ6M73k3J0XiH/+7M+Z2zB3zFwbn3gCpVqtCdWQttOBBcR4YGrKQ/eDd3yQLx33JWbUztjpd6SUgbJ3ZxAoS4rScLXRvptzcsH+ZuwMcTNeWQFcsIDIOlks3SJjZ3ZZdWlMbyuzDCrdNtuz0cdZNA4tLRnTNU3NVxwHrfCM5M+VhGWArqMVulcmC93pbo6NHRt4z37k0I8E51zcipPIJWiNtQbq7Yyd4ZpV1/Dpoz49YlkdyQ72qd95oKShGdhuhW6lQgitf55MBowZbYQfT42w+0jbaeJWfNxFFR/9mWLRfnfOHygo1/VQcF3viSwqfyyNnaL4L725KDjQIqEy4aKlWyTyCbL+YSrYj/gw587AXqeEgeHDDgCGiQo0URy7/e6af7LnzFKUdZb4FhCTrAD+lyCApZR9wBt35bvO1h14YygHnO3d1L7nHKyFsxFCUH/ZO3F7BtBbGqg9/wylEpKSgWv+nyLjmuqJnnYk6QeexJw1lcgxByEdl6Gb/oxMphHhENbSeTT+94UM/fKPCF2n64Nfofb9byJ9z6OE9ltA+t7H8BIptIZavN4B4uedqpI7Y2GSf7yf0H7z0RpqCR2wiKFf/hEvnaXzA1/EWjIPc95MtJoYtReczdCv/4S9fivR4w9VE/PtXWrivWUHoQMWKSWJYRA74xhkMk3PF39Ayzc/RubBp8i/tgVryVzCyxcjc3mGfvknrP3mEVq2CGHomLOnMfSL24mddhR1732jUsC5rpowPP489Ze+QxF7pZO1o0em+2affInUnx8mees9WPvNx5w9jdhZx+Fs7yJ21nG4nb3oDbUk73yQmnNPVuRlKqOSIcdA9okX6fv2L1RAw9L5ICVeIkXstKOKv+22TvRpreO+yHv/50dkHn5aeZ6t3UTzVy4l8+hzmHOmqcFl03ZC+y0ATRuXf9LADaoKnHnwSZwdXWi1NcTPOpbwyv0RloGzQ03gQssXIQyD/FWbkHWzWNOzhqf/+yMsa1iCWLcdU7cIr9gXEQ1jLZxD+r5VqnJ40JLA6yl110MMfFeJ4vv+50eKrJvehrVwNsnb/46IRzFaGql9z9nkX9moSKGQpVrsPEXSIsDtHQwqcL1f+D6Zx55DaBr28sWgaZjzZyqlihCEDlqCvb4dY2oLokBQRVsbixMYX/WZySEKPj8ylw8q6rnnXyV93yryr2wgcsxBivgqtCXJTBZhKYJHeh7WgllEj16higjd/WDoxJYvVgqZkkqffcKhJG75K6k7H6TtJ1eSe+FVpOOQLxjEW0vnqb+FwJwzDX3JPHVuO64iqHRdKVQ0TRGGUrVKlbYHSs+j8/1fQKuN0/DJ96E31ePs6MKcORXpuEjHUcTnUBIRDpWRBdLz1PE2Rh96peeRuPFO8q9sVPufs9X14DiKYC2QsdGTDscbSpbdNHcGp7uf/m/9FC0exd68g5q3nEz8zSfhJdNqAprO4qUyxJvrVWFgnGSMl87S++VriZ1xLJlHniVy9AqsuTPQmxvwUhn0xjrs9k6M6eO/Hksx+JPfk77/Cdz+ISKHLSNy3EpE2MIbTBY97WwHLHNCy/dJFoDBH99K5we/grV4Hxo/exH5l9epa9XQVeGipCV3d6DVxnH7hnCHkmQefgZjajPJP9yLl84SPmhpYTKqobc0UnP+meocLCE9QgcsCv6On308oM6Z2NnHITSNwZ/fRva5Ndgbt9HwsfeA66rrrq5GEbU7uom/6cRAmSmiYUX8jnMCLKVUY42mGAxffgAARo5JREFUUXvBWdjrtmDOm0nszGODZF0vkSJ68uGjnufhg4rBonrjyKTuzkuuJLd6PfGzj1dEWVuT8si1neD8F0KQW70eY0YbNe84fdSWxtS9j7P9rA/TdOWlaA21WPNmqjbj3Xz48xUuA//3K7UfTfUIy6Tl259Qzw0F0tPe0B6ojQeGupnSfCBQ4mX7oy+woeMOTjxYtTbGrTgPbHqAP779j6rAID2GckO7TQDf/NLNnLfkPO567S7W9a3jY4d/LHjPb6/tTHVy9OyjuXPtnYHiI2Nn+NL9X+Kjh32UWXVFX8zudDcn1p4YhPm80PkCa7/7Zg6NNoOWKAZ06HpF9S8UFMCep0h91+GutXdRF67jqFlHlX1uspTsk4Hh4Xx+cbb5fy/H7e5X56oQTLvlO2jxKO5AgvyrG2n85Puwli0kdOC+quhdUN7Gzjme/qt/hb1+K/UfPA+haWXjUuNn/4vwgftit3eSvv8Jpv7uajre/wXqr3g3if93J6k7HwRQRflYhNxLr2HuMx1pu1hL59H31R+hN9URO+NYAEQ0jDANtPoaVchx3GBsy656kfCh++Pu6EZ6Er2pnh3nXgFAaPli0nc/Qt1F56GFrKDYkrrjAZz2DvSWBjVW1deo96REpjKIeBQhBF0f+xa17zqT8IolON39pP/yMLEzj2XHWz/OjHt/QtcV36TmvFOJHLGc3iuvp/4j70KrjeF29WFv3IZWEy0UZV8/AnhXMatuFu878H2jvl9zwVlo4ZAqRBWej7xMDi0SxkM9N7GTZ+JdRe75V8E06L78m9Rd9BYAVbx63xsCBdquXn8+AexDFdtGEsCjWSdodTVKzDHsmpssGK1NGFNbdtvKL1BPm3qZwjn98NM427qoffsbdndTy2DpFu8+4N0T+nwin2C21NVYu5toH2rn8/d9nl+88ReAUpWOxwKiK9W10+3O2BlqQ7XBObdi6graYm1cs+qaCSmAE7kEpm6ybWhbGQE8lBvie49/ryxQ1Q+EqxQAVgma0Pjza39mWduywIZguGjBR97NV1QA+x7EgQdwwRPZD4HLOtnAO3ii0OLRsg6nMhGIa2OO8ziWL1T5+kvHLQopTANp28r+wTTQomHqLzpvl7a5EtJ2mqhZ7AIoLVrXWEoB3JXqoi3WRne6mz+/9ueKXtSe9IgYER7Y9ABLWpaUPccMx6LmRdz2ym0cNE3xGVEzGnQyBCrxCmF/uwK9tZFwf46MnVF2H1JSH66nM9lJ3IrTleqa0PLe9Ns38efz/0zUjJJxRhLAP3v2Z7xv+fvG9ezrW5d40iNtp6mxdq9wJIQoK3DC2F1fsTOPHdFNkXNz5AsEsDD0Ed+PnXMCA9f8P8K+/UgpiVq63l3dib2J0o0s9S6eRM76X4IA3lV42Ry5518NyKdSSMcBTSP998eJnXlcsc1J0zAKBBiAFg1T89bTGPrFH2n89AdwtnViLdonqIzZm7fjdvURPnBfzH2m0/PZ76E312MtmUfLtz5O+0kXUv/hdxA+agXeYIL4eaeoB+N0Fq0mFhAsoSXzRmwjQO0FZ9H9iauo/8j5wWTfR8Nl54+4oAAq3TJETYzGT3+Ariu+Rfzs46i78Nyy98Mr9x/xHbdvMKgWC1MN8IRDQbUGdl5BCR28FO/Bp2i68tJgogQEBKr/fz9QQWgaYhwPuqHli6m/+K1EjjwweG34Q6IxvW3418aEMa2V2BuOwpjaEhzXUr8va0Flz6rRYM6dgbV0Pq0lbTRjbV/mgScJG2EavvZhFtz0FGsOqSN12Qq6Up0ICZHNvSTmegVvn024SZfQ0yF0TWfOgpns4+SYcf1XkNObyBoeG4c20xhpZMaR7y9rARqu1Ckl+UqN+5uuvJS+r/6Qxv/+rzICtBTWvNFvpIFPVMmErTSswNp/Ac72LmovOGtUQt2Y2jLi38NfK3t/eit6ayPT77oOEbIw50yb0DaPB0LTqL/8ApxN2zFnTilbZulxqkRICU0rJnqOsXz/5lfzllPG/OxEyF8Ao6WBxi9cjBYNl5FzvteeiEfLfPfGS5Jp0TDhg5aS+M1dtH7/s2XHQS8QBaWK14kietLhZB59ltp3lrcNll3zo3j2jRexs4/HWrYwUPsZxw3zAt1N4tdHzXmnkrrzATJ/X0X2uTUYrY00fuZCRZ7s4iS/dNvChy4jceOdNH3pkqKPYWG5xpTmCYd/jFiXEMTfcgp6Qy1aPIpecu8QhXNnwv5yw1D/oXeoYudwsmfYODTafbMUsZMOI3rMQaOOYbuLaXdeS88nv1N+7Re223ZtHup8nKPiB/B4++Pk073MKZmMXv/k9cyqm8Vxc48PrjXf/8//tyY06sP1uxXoAerh/4R9TmBHYkdFb7i4Facz1UnEiHDBsguC8LePHvZRHtr80IiW45yjyJ3vv+H7tMZaVWGANHWhOtCSARFS6UE9OE5Cx/VUwUw6Lqu7V9MWbxtBAJeOQ+OZoL8eELpedm3542j8zGPhzGOD1615MwFo+dbHla2BEGQefAqz8Ppw+JMZc0YbzV/5MADTb/se0nYILVtI7rk11P3XW+j/7o20XP1J+r76I/pf3aSsJ049Emd7F3prI4O/uA1yNnprI057JyJkobc0oDXV0/OpqzHnzcDZ0kH28edxdvSobrREktgbjkZrqEXm8+SeW0Pf135M/pX1xN5wFPnXtuD1DaE11NDzmf9Tz7S5PHpjHcasKaTueYzw8kU4HT2IcIjUnx8m8/AzeANDiEiYzku+ChDYhfV+8QdYyxYiszkGrrkRaTtkS3INnK0dCNNAb6qfvB9uL0AIMaoaS7queu71u6MKz0gyk1WdWK4zblsBZ3sXuRfWlgkhdob8mo2qC6OkMK2FQ5gnHYLd+cK4l1MJpWpOQBFHFezxRMiqmLeiNdTS8+mrab3+C6MWKL1kere8goPuwl2Frhc8JUGLhMsUwM7GbXvM2ubSlZeO+7OWbpHMJyfNu9S3M/ER0kPjUivWhet22j7veE4QhAYE977hXStjwdRMvvnINzl+zvEM5gbL3ss5Of6x9R+cu29xDuyri31CdmcQQtCZ6uQtS97Cr1/4dVHsUsLa+POq0rC70tb+nz/786BF32+1b4w0krbTARE8Wb6rAkEyn6Qh0kA+lSKanrhKXWhCdfXYTnAtCkMVdIRlBoWF+BtP2OVtnghqQjX0Zfro7OjkgCkH8PcNf2d7Yjsza0feR9f1rWPF1BV8/R9f56xFZ9EQaagYAAdQG6ot89d+5/7v5LY1txHSQ0gpMTRjt7x5SyE0jfpQHZsHN2PZan7cFKlhW2IbrbFWtidGt9AcjrybJ27FSeVTRM0oqXxqRNfW3evu5tDph7K0dekoSynCP/+klAxkB0Y9XuOFVhvHG0yWz9nGKCxWEobknBxvOfj8wgdKgoYLiJ95rLLbqrT80rnsP4Hd2E5Rpl4unXv+51lATBgynaHzwi9hTGsltN98En+4F3vtJtA0vGRaPWylMsTOKpK/Y2Hqrf+HFg1jLSpvIdBq49jrtlD/obcjc3nqPvx2at50UvB+4xcvxpo/C6OlgfpL3h687pOcOyNYrIVzaPriJaNO2idCShhTmmn97qfHXQEOH7y0LKFxVyCEIDqMSJkMCMssv9AnAXXvf1Nx+ZNA9sROOozYSYeN+/Myl6fpfz7C9BX7MtQR4g3DSHqOqPw927V5rP0xfvO5uZi9t5DakWJm3Uxaoi2s7l7NtqFt1IZq6c/2EzEiRMxI0DLj38h8zy0gUJ2l8ikazm7AfuFnQQqvJz1MzSyrKA//e/jNcbSHNtu1MVtNQh0byLZnEUIENy9/WSOO0TBLA3/bhRBoQiPn5Gg7oI3smpuDB15PesGDmS70wJNr+HaP+rsMW6dEqnatGSGyj79A1IxWrPyPZ/me9AKFQGkKbNgIs+DkBbS/fAtdqS40oQU3ZENTLfqlrWf+sob7gQ5fr+M5LJ+ynJqMSlT1W+t8UkUIQWOkMfBhk1Ji6mbZ+vy//eOSd/PoQueQ4w5h/7d+EYnkwU0PBJME/3eoCdUErWi+B5qpKdVFxskE6wTVhqULHV3T0YXO1JqprHzHG9g6uJUtg1vIOln6s/24nkvOVSnLISNExIhgezb9mX76Mn2YuhkoLfzJjytdLN0qC/EI6SFaY60sWriIl179E53JTiSq1UsIUfZ/TWhl5Jz/G+uaHnxOE1rZ9uuaHkwwZtfNpra3l63ZTuaefyZbnG56uh8nY2eo769Xqdco/8RtiW30Z/qDa9K//jShBcuMW3EMzSBtqxb6k+aeROvXP8oT255AILA9Owiv8Pc1YkbKzjv/u6ZmBr+zJrSg1dEPZcm5OWJmjKUzlqIJjbSdpi/TRzKfxNRUO3RPugchBJZuEdJDpO00nalOulPdeNKjP9tPf6afvJuvOI5YusVJc09iZjRMb7qX9qF2XOkiEEE4hqEZ9Gf6g+MQ0lVQUcbJIBDB7wvQEGlgQaPKkM05Odb0rCHrZIPftzHSGIwR/rmtCY2WaAt9mT5szy77/f1tdTyHmbUzqQnX0Pr9z7IjsQNLt+jL9DGUGyLn5nhs62PU5Gxqe/J8Ys0vuTx9IMcU1CePb3ucFztf5OxFZ/OGBUWFmKVbFVsQdwee9KgN1Qa/c6XxqDHSyOru1QghmFozlak1xYJt2AgHSqfhmFlXnHD5Y5Rt6MUxsaAArv/ou0Z8VzMMXNtWqm7bpSZUM6aSTCD4yTM/4eKDLx7Xfv+zw58Mxc85fiefHAlhGpgzpwRFyJZvKqXulF98TakpDV3dj3v6lT3YYBIcB31Kc6DIdgeTyFye0AGLcLv6qL3gbLzBBHpLI10f/V9EyKL2/DMJHbAIaTvE33giuWdWU3/xW3E6eqg5/0zV0WPo5F/dhNAEIhZFb6zD7ewl/qaTGPzJ72n++uUM/fKPRI49GL2xjtRfH6XuPWfjdPYiImEGf/p7YqceSfTkw5DZPPZrWzBmTUFvbaLhineTfeYV9MZakr+7h+yTL9HwifeqCZ2uT+gZ658RMmcjQiYiZCJzxeteZnJKre3bXI0DTnsnqXsenRABLCwTr1+RZCJcLKL6Pqq7gxk1M8qDrKRUE3fKhQfC0JF2+XNj7I0noNfVqA6KgURF0j/7zGp6PnU1M+79yS5vowiFkNndIIA1ESgjRTRcpmT2svk94rk7UVi6Rc3GQabd3Q5f3P3lJfPJsiJiaav4aBjKDY1LRagJjYHswAiVpqmbY94XSwNLm6JNvOeA9/Bi14sM5co7gEs9eX3456Ku6SxrXbbTbQwbYXrSPWUeq6W2ALqmB6pin5iD8nAvv+BaH64nbITpz/Sre6envI53lwAunZMYmsEPnvgBh888nOkbc4glcya+QEMH6amClc8hmIYq9BpGuU/pJGEsq4XWWCsvdb3Eur51nDT3JH6X+R1LWpbQkewY8dmntj/FG+a/QWUbZPrpSHaorIJRUKo014SG4zmEDPWs/Os3/bpMlby7iFtxOpIdRPpzGFOaiVsej7c/ztyGuRMaf5P5JG2xtuA5rVLI3VGzjmLVtlXjIoD9Aj/AG+a/AVPfPQGF3tKA29NfTgBPkGcJG2HC8dridysQuWWiEa9kXq6Jyq//C2CyxEfD8e9LAOcdYqceSeZx5W/pbtlB/YffQf93f03slCNUC/uyheNWXI3WduZXNUBVsUvJX4DoMQdX+tqEsLuKrVJMpP2n+crxV5irmBxEDlMPH8MV2mPB1E2OmX0Mx8w+ZlK3xZMea3vXMiU+ZbfVZ6OhL9NHIpdgdv3E1NVjYW3vWhrCDbTERlcK7y5s16Y300tbrG23W8kr2Sz0ZfrYPLCZWXWzOGfROWhC2+0bsL+u29fczmP9j3HI9ENojbUyrWZaEOLkSY+edA+GZhAzYwghsF27OFEbRoj6BLHjOfzltb/wu5d/R2uslSNmHsGSliUIBDFLdTr4SgyfHAXV4qVrOmEjTMSIlJHgrnRxPAfHc1jXt47rn7ye2lAtS1uX0hBpYFnbMlVgMqNknSxpO03OUWqL+nA9cSte8bfxA0X8hxtDM8i5OTb0b+C5jufYr3U/Tpt/WkCGlhLe/v9LCUN/Ha7nlr3vE93+PvgE7MvdLzO06V7q4018b/XXOH3+6ewf3z/w9bNdRdi2xlo5cOqBxK34CGLfX4fjOSTyCWzXpiZUg+3a3LbmNtqH2sk5Oc5adFZAmGpCQxMaeTcftNZlnSyO5wQTFNu1gxY3/+EzZIQCf7WwEWbr0FZuXX0rUTNKXbiO2lAttaFaPOlx12t30RhpRCCCfTc0g9ZYK7PqZiEQLG5eTG2odtSAiqHcEHetvYtNA5uYVjONmXUzg8lm3IqTttNknSwt0RZ1XKVLxslgaAYN4YagQGNoyuZh08Am7lp7F6AUSIubFxM1o0EBbMvgljLy3j++z+54ltZYa3DdlRaApFQBMk9vf5rudDeGZpB380TNKHPq59Aaa6XGquE9y99DprOL//3ueznvHeczuObJYD+vOOwK3v/H99OX6Sv7fS3dGpcKaSLoSfcwu272mMFBTdGmQPU7HFEzOmIiPbwNsiwYp9SfraDujZ913Ijl6iELN51THVmmvtP2ypyb413LRhLJVZSj9DnP7xIp7WzDUuebL34o7c7w1ZRt15czRcIylef66eo5o7Q7CiC0b7kPrlZ4v+nzHwSg4fILgvfqC1YDfldYw2Xnly9raXmXUuykw8iv24I7lKTm7W8g+/RqlWcwo011nxyy36S0tr8ekLk8IhQC0ywjer1UBr2pDpkyxx0qLR2X/AtrK3YGjv4dB+l6aE31xY4R1H3Rvwfs6jPO1adeXfZdWaIexPWCVnJl2F4+mW+49J3Y7Z2Y82fhDgxVJIBTdzygljsB33A/xDNy6DJF2oatwKN9VyB0FY6lEuwj4Lh0fexbtF79qQKx/foHgof0EPWbBln/3gM5cOcf3ylKfW1hfMWCTQOb2KdhdA9W//7qE8A1oXKy2Pf1HQ2fPfqzwd+a0Dh2zrE8sf2JkQRwgdgqK0CUFKJ/es5Px9wPgIZwQ5klkxCibBkhPYTt2Zi6GXj7QsECwozheE5wn/P9X31iulSUs1thYyUEcMyKMZQbUs+t3QOYh+6CeMq3gMjZYBbmIgXrExEylaXYJGJntjPN0WZe6HyBldNXogmNmXUzOWGfE/jNi78p+21t12Z7YjsNkQYuOfgS+rM7J4CHY0HjAo6edTQHTT2ImDW5VjzxaB0v9rYztTuDsaKZqJnktjW3ce6S8XMAoKxTGiONZGxFAFcaE32hxHjgewADfOX4r0xoWypBb65X9o0T7KQuxS3n3UJu1UuAuuZaRumuDvAvogCOnT1SABA+dBn2xm1B1gOgbCH+A0PgJgytvoaat56KMXsqeksj5G30htqghW6yYMxoG1f6exVV7AxTbvzG670JZdCExuLmxXt0HY2RRhojjTv/4ASwsGnhpC6vEkzdnNADxFgYTY032cfFX9eb9n3TqO9rQqM11lr2Wmk4wWiwdItzFp/DOYvPGfUzu/Pg5JPKoyFqRsd9vMJGeISyImyEWdKyhCUtS8peF4hJ9VwCmN84n6Gl6gHtzDeOfrzGghAiUBYPD2d4/4Hvn4zNHBXLpyzn9AWn77Hl14Zqecf+75jUZZ4yb2wrlV3G7GKxYjR/Qq8tzv8e8RUih5zIA3/vDF5f2LSQm99y84jWup1NdHcFHckO5jXOK2ttzDk5+rP9ARm/sGnhqGNDxIiUKWsqdRvoQifnFYiUEnWGMPQRrXo+NMPEc2xkKqvCJhk7QCbrZJleM33Mz1Tx7wktHsXrG8RcOFsFYu63gIHv/z/6v/1zWq/7wqQKJXYH2adeJrRi3/ETsDkVCKusCHKK9JzRVlAARxBmskwZPBa8REopepNp9NrxKU/d/gRCV7kWpRZdpQTwrmLEs43jBkFz0nYCqyBrvwXUV7D2Mqa3UnfhuXh9QzAPMo8+hzB0wiv3x0ukMGZPo27/haTv/geRo1aMS9CTe3kdvZ+7hrpL3hZkYeyuBYTMZMm9tA4RU+dovhDA5Qefvt6wdAuRztN30EhLtF1Bqa+t35W0s66Vjf0bWTl95ajvl3ZVJfIJYmaM35z7m+D9pmjTiHvOWGgINygidth2VVLWakKbUNE1bsU5b0m5160fCOd6bhDqFjWjIywgfA9g/zug7p2lnquTAWEUAtpMg7AR5tmOZzl+n+Nxs1mM6MQVrL6HK04h9A0QkTDhg5eqPIRJLsDl3fxO5wxPbHsisELxC8MRM0LOzXH/xvtpi7fRPtTOWQtVVs4HVnyAG56+gY5kB/u3jrS99OF3k67pWQPAD88s+PVPMvkLEDt0Od4/biaabcB8y0xiyS3s07APi5sX89Dmh8a9nKyTpSHSMGqn1kTDdW3PVsF3k+V33NwQZPGA8v+daGFRE1ogkoORheLhkKMRwP9kaPjI+SNei595rAoWLiGAJzsLY8/oiv9JIEIW0WMOJrTv3LLgnMmEOaON5m9csUeWXcV/Fv5ZJjBVVFHFHoZl7l7baRX/NBBCjBlOI8IWImfjPb+OQ2cUlTdhI8z8xvkjCi6T6THnoyPZwbyGeWVtq6u2reJ/H/5fNvZvZE79HOrD9Zw2/7SK3x+u8Gofah+RrF7aoit0XfkFAujaqEVyXWh4UhJ/4wmE33LiTkN+8m5+XAWpKv79oNXGcQcSRI48kMgxBxE/53hm3PsT6i46j86Lr3y9Ny9A71euV2GY44TM5hEhC2GZ5J57leRt9wLgZbKKkLVMFX45DngDCeove6ciTMcJLWwhczbG1OYyC4jJIICHw1oyj9rzz1T/cJyADNYioYoZAUIIjGktuAWLityLrzH40z8A0H/1L8GT6I119P/fr+n5wveRuTyDv7hdhWIDzo5unI7yrgZnWxdNX72M7KoXCwHGu2cBITQNZ1sXfV/9IZpvAVEaOLSXAizHWo+lW9hUHoNXd6+e8LpyblEBnHfz1IRqdlq07Eh2lAWvjQZd00nmk0FR0sfnj/n8mCKA4WiMNBI1ozyy9RHu23gfj7c/Hmx72AiXkU8TDfYSQnDZoZeNeE1KSc7NqW6sAqGcd/PBsfI9gF3PLfu9dE0PlMKTRQDrLQ24vQMAgfVTxs7g5vJY0YkTmcasqcTffFK5tURrI/UffocqHk0ywdY+1M7surHVoh87/GMjhDgxM8avn/81XakuHtnyCK/2vMqi5nL+pzfdO2ZXa1OkifX96/nk3z65y9s/XtTuuwjjte3o9bUI0wi603y4nlvR1mI4Mk4m8JD+v8f+r0yRfuvqWytan+wMISM0rnDH8UBrqMUbKAb0+fe9PYoSq4fJPj/Hi9gu2HsF3z3tKKKnlIx5Uk4qkf1vTQDvLewpf44qqqiiiir+/aDFo8j0+EmCKv51ITQNe2M7PZ+6eswAy+Dze+BBdUdiB/Ma57Gubx1T46rtfvPAZmbXz2Z9/3rmNYwdpqcLPSCltwxuYUP/BuY2lLf8+zYY6gslCuCCB3AlaGi4wkOLR8mF2Gnq+aUrL+XkeSfvdH+r+PeDFg3///buPD6uutwf+Oc558y+ZG/SpEu605YWCi1lsxQsBcsmFL2sAsqiov7wXkAQF1CUKwrywitKpXCxgCibLJcd2fdCpQKl0NqFbtkzmUxmn+/vj5OZzCSZSdJMMmnyeb9efTUz58w53zRz8u085/k+D6ruuA6i6xkNwTS3E6KNnOwerdhj1lvuJxXpDADbrAj/69Ou54Mhs1mrxYCKRNH+xMsIvfdR7mOFIzCqxyHe2r8AcCIURvD1dVCRKGwL94dlatdNnWRjKiB/jRf1Ei+s+2UvA9AbrdiLRIsZOBCbBc7jjkDc50esvhnRf38O+6HzUXXvrxD5cBN2nXEFVCgM3+qHEXjyFew592o0/ewP2HlyVzm7RLMP9sXzkGhtMwPANsvgMoA1DQm/uXJBHHaocBhis6L90ReHdXVo/SXXIZHlxoNZVqj3YP7XHvnagM+Vvjw8GdTMlUEbjoVTtfX7oonWo8Zw8vmBzI1OixPF9mIcPvFwrNu9DpuaN6XGm8wATvUfgAwqUK+USmUAh2IheG3e1FyYftMyFQBW8VSJCKVUqjeJw+LIW/knvbIM8bomAMDimsW465S7EEvEUNeyA07nwBt66SVeOL9wMETLvqInnxQUaotrc+7T2w1rBYX6QD3OO/A8fFj/Ya8r4hRyZ8PWeGvwWdNnea31m43D4sAry1zA8Wa5UKfFCa+16+ezu303zn64Z4YoYAb2711/L4CuEhD1gXo8uvHRjP1ufvNmNHU0ZZRdy9Vg7m8f/Q1KqUHXoU4nmpZxjSVafNBKBv4+HBClYEzOz6qHvdW9vNVAOI5YgNIrM9+/+fx8wMglERHRMHIesxje879c6GHQMIlu2QmtxAujelzfO++Fvj68BmNBlDvL8VnTZ6jx1kAphUA0AJfFhd3+3aj25P5Psq6ZzRL3tO/BhY9dCF/IhyJbZpdmi2ZJfXhNdQxHZ4OnLAFgIw4kdPM/tKFYKGtd6KRkvWkam4yanhmEjiMPguuUYxD+12cFGFFPmteNRNsAAsChiLlKwGpBorkNmsuJ2J5GswSEwwaxWhD3taP1tvvR+IPf9n3+Yg8SLf0LAMd3NcBx5AIkgiEY1RXQi7rqrhqagT+s/QN++eovC5p1Lw4bEqEwWm+7HyoSg/2gOWi8+hZYp0+CPq4Mmt0Go6IEnv84HprHCccRB0HzuhDdugvurx6P6NZdUB2hVDBWKQXRNGhFbujjywefwKN3BoA1DZrDBtVh/tza/vwoYjvrM2sgK4VYQ0u/azr3l1IKibYA4ll+7halIZYlA3hvpNcADsfC8Fg9ObPFf/LiT7ClZUu/jp0MAPc1F/RFRLBs6jJ4bV60hdtSc2R68Dqu4kioBI6ecvRe31hMlm5IZlyGYiF4rF0Z0dlqAEfj0VSDRF3TEYyaDeKSGZePnvFo7yfsJ2NcKWL1ZiNmj82DeZXzEIqFsG7HWjhsgyhlkGM+zye31Z3RYLa/Tp51Mq7+wtUAgNtPuh1lzrKM7ZuaN/VZLm6CdwJ+/srPsdO/E/WB+gGPYSBEJCM712VxZdS/DkQCmF4yHS3Blh6vvf/D+7HNtw3BaBCtoVYU24vhC/lgM2ypkg8JlUCFqwKft32eEdB+4KMHMo61uXkzdvl3IRqP4uY3b071f5lXmb1UxmDE9jTCqCzre8fBUApGde9JF46js5ejGbFYAoKIiGjfpTntmd1waXTTNFTd/UtY5+bOtE0ayIc/QzPwyCePYO2utTn3c1vdcFgcmOidiI5oB3whc1l1X9kwgJkBHEvE8I8t/8DK2Suxu313j8yQjDIRelrtS0MHspS00OJA3DDPHYwG+8wAJupVIgHfnx4cEf04dK8LibbctazTqUi0MwPYAhUKQwwde865KhWoFIulq3u6oSO6ow6hdRuyn7+0COF/foIdyy7s89zRLTthP3wB4o2t0EuLet3n4Q0P48hJR/b7++mvRCgMzdH3kmQRgQpH0f7w89CL3LDUVqPi15ej+NIzM2onFl10OsquuRjW2VNQdMGpcK88Fu6Tl0IvLULJ5ecj8NRrCDz3JkKvvQ8AcCxZCK2z5nHZIHrDSGcAWCwGxG5FojNz26ipRPCld7uah4YjaLziJuw58wr473tyQOdQiYRZfxVZbvZFotDKioBItMfrAKBiXT3OPrzn+yGWiPUrK9cf9uMfW/6RepyeGZgseZCrBMTk4sk4bfZpfZ4nqSPa0SMDeG8smbwEZY4yBGPBVDZ7+tj9YT9KHaWoLa7d694hT216CuFYOGsGcPcawE6LM6PEk4jAqltTjXmTr6vxDq7WvV5egnhnADipoaMBAGA19v6GjlnTf+h/z37tgK/t1Y0nq27N+Z6+8dgbccb+Z+Q8RqXLvNGolMIxU44Z8BgGKtmYEDBvBpQ7zXKQq95bhbZwG06YeQIe2vBQr6+bXDQZt759K1avW41SRylaQ62pYLJFM/9PVmIvwWVPXwanxZn6/dG9OeK9/7oXb+14C76wD0V2cy747uLvDqjsykDE9jRB78eKuMHQvG4YE8f3uq3smouH9NxDJo+LnRgAJiIiIhoi1hmTzeXc/Vy+NZAPf4Zm4NnNz+KHL5hd0Hf5d/VYsi0w6xTfeOyN8Ng82NC4AQurzSWH/QkA6JpZAqI90o4pJVOw298zAJz+IQZ6V5aQ6DkygBNAvPP0HdGOQWd90dikOR09O2YXaixFA8wADidrAFuhItFU0C5VVsBqIN7QDM3rguZxIfTmPxF4/KXej5VIQNxORD4xsy1zrQxQ8Tiab/gTLFMnwHPG8dDLi3vd76x5Zw1JY10VjkL60bQNACLrN8KxdBHcXz0OAKC5HBCrpcd+1llTIIZZR9yoLINRVY6qNTfAUluD+J5G+G7/G8pvMut6uk9amnqd44gFe/+NaBoS/g5U3HwFLNMmQoXC0Dwu2ObNQPF3zkrtFnjqNdgOngPxuDJKffRH6M0P0PSzPyC2pxE7j70o9R5JSnSEoBd7oboFgHefcQWUUmj/3f0on7t/z+P2c4m3L+zDjrYdXedTCeiip47htrpzNoEzNCOj/n1f8jkXlDpKEUvEUnNiMntZKYVoIjroQHNHtAMrZqxIZVuGY+GMAHBCJaBrXSVrLLoFcRXP+L+A3bCjPdKeygjOB7FaegRqn970NCYWTRrUcb1nnwD7oQcM6hj90Vf5h6GkazquW3odqtxVwzKOllBLKugKACfOPDH1dUNHA2aUzkA0Hk29h5VSqUa8pY5SNAeb0RHtQKmjFL6weWPfoltgaAZOvO9ELJ+2HLFELOMGuz/SVY83eUxDM3pd3TUUEq1+6MWevnccBNu8GSi++PSM5/R9udcSawATERER7Ru8XztpyI5taAa2+7bDbXUDAL7x2DfQ2GEGwq549grUtdf1+DD91blfxcLqhbDoln41+TA0I9W53GE40BZuSy0BTmoKdjVWEUM3mzwBZgZwthrASw9E+yG1AMwyFcwApr3hPO4IlFx+PmI7h3a5bl9UImEGgP0DyABOawKnQhGojhAcSxYi8qFZsxQWC+KNrRCLBUZVOWI76syGOmn1Xtvuf8psfCZiBqL8AXgvOBXBl9ei8ZpbEXrnX6nxJUW37jTPKwLPqctSgdN031r4LXisQ/MhvfS/zut34FWvKEHpDy/aq/qHIgLrflNQdOFKVN7xM+he94CPkZOmIeHzw5hQBTEMqGAYWlkREsEw3F8+JjXmeIsP3jNXoOzqCxFe9wnizb5+nyK2qx56WTEin22Dde50hN78AADQ9ItVAIBEIAitxNOjlrEKR6DaO+D+ynLY5k7HLv8uPLbxsdT2jJt2OQQigVQGLZBZh7I/NYD7KxngCsVCeZsLypxlqPF03VBND3pbdStc1sEFgCPxCCrdlbAbdmxr3YYXt74Ij9WTNSCeXk8/WTbCqltR31EPi56/ADDQ8wbQdUuvw9nzzsqyd/8YNZVDHrgbCU6YeQJaQi05m8Xly5zyORnNgOdXzgdgNj6sa6+D2+pGkb0I7RHzxuJfPvwL7nj/DogIypxl8IV9CEQDqRIQkXgEXps3VbrrK3O+guml01HmLEtdu/5wZgDYZtgQioXgC/tQ6apEMJr/HiWaw4ZER+fvkXgcsORu+psvlmldpUSq1twwLOfcFzAATERERDREeqtdmi+66GjsaITb6kZbuA21RbWoa68DANR31OO93e+hzJFZa23Z1GUoshehzFGG5mBzb4ftcY7kh1a7YUcwFuyRObxixgqsnL0SgJl9pCJmAFgMvUfGWpIxsQrhCvMDeDAa7BGobgu3oSHQ0Of4aGzTiz2wzpmGWINZJ1FF81tjtb9UOAq9tBgqSzOu4Ovrer4mrQmcikSQaGuHdb9axHab7/tUBrDLAa2sCLHdDdBcTtRd+BPEW9rQdP3tiG7cguBr76dKGlhmTIZ1Vi3aH3oOKhJB8O31aP3jX7Fz+cXoePEdNFz+GwSefBWVq3+W8/s578DzcMGCCwb5r9I7sVn7XX+37Kffzkuz7aEIXJklIDogneUsEqEwEI0j8NiLqX1UPJ5qXGg/ZB4qbr4SLb++q1+NxyKbtyNe3wy9yINEqx+lP7oEbX9+DC23rEHwxXfQ/sTLaP7F7Wb2cSSKxqtvQWyn+ftfL/Ei3upPBX0uXXRp6uYg0P8M4EA0MwCcPu5wLNxnBnB/bWrehCnFZpPAfDU7qnRVYlHNotTjZKkFEYFFswy60Veylq/dsOP7z3wfa9avgcfmQUuoBTe+fmOP/ZNBOaDr39Gm27CzbSeAruDfUDhh5gmQfqz4IdNJM08alkZwNx13U68rsZwWJ+oD9XBZXfDavKmgbWuoNVVuq9RRiqZgE4LRIFwWF17e9jI00eC1eRFPxHHijBNh0S3Yr3w/lDpKsa11Gz5u+BhtkcwSEA7DgTc+fwNbWragtrg2b80I0+nlJYg3dtUyHoqGx72pvP2nGefs78qTkab4e2cPbrVKN/xNQERERLQPMjQDCZWA0+LE2l1rcfSUo9EeaYdSCmWOMmxu3txn05O+6JqeWjKYDAB3V1tcm2q4IlYLVLTzA4SePQPYolnws1fMIFQwFuzxYevdne/i+leuh+Sz8BmNSnqpF4nmVgBA6+/uK8gYksHc3gLQsYYWNF1/e8/XhCIQm8W8ZsJRJEJh6OPKUPajSwDArAHc0ALnsYfBedQiJFr9gK5BH1eG0LsfIvyvz+A5cwWCL6+FMcG80eT92kmwTJsIx5KDUfHry2GdMRnOpYeg5uk/Ira7AWXXXQqjehz0PprwGJoBQxueLK19lq6bAd7OALXqCEGcdhR986upXeJNvowSG7b5M+E540vw/emhrDfHkkJv/BOeM1dAXA7Em1qhOe2Ibv4cjqMWovSHF6Htf/+O8l9eBtu8mVCRKOJtAcRbzN/V4nKY5Ug6Ay0VropUoDYQCSAQDcBu2PsMRHdEOzICwBnj68wAztUErj+UUjjrobMwuXjyoI7TncvqwpLJS1KP4yqO5mAzdvl3wapbUytn9tbXF3w9I5AVjUfhtXnxWdNneHX7q/jc93nG/sl6+kkiAl3TMcE7AQBw5yl3Dmo83fXnJgP17qojryro+d1WN+oCZgaw1+bFNt82PLf5OZTYS1IB3wpnBSZ6JyISj6RWZZU7y+G1eTPKj1y79FqUO8vx5o438egnj6Ij2pFxLpthw2vbX8Pqdasxu2J2qg5xPullxRkB4EKpfuCmQg9hr+hFnl5LH+0tBoCJiIiI9kHJAE1buA2r3luF+ZXzU01vyp3l2O7b3qMTdtKC8Qtw6uxT+zyHLjrueP8O+MN+2A171mBA16DSgr6CrN2LDc1AOBbGs5ufRTAa7FlXOB6Gghr0h3Qa/UTXoRIKKhJFeP3GgoxBhSIQuxXBV99HvLElI7gX+WgTnMsORbwlM/Mq1QTOboXjqIVwfmEhbPtPh32RWbNVrAYSvnY4jj4E1rnTkWgLQAVDsNRWo+PZN1Bx0xWwzqyF45jFsC2YDQCwTpsEvcQLz1fMmrmu44+EdT+zPq73rBOguRzwrDx22DKwRjOxWVPZvQCggmEUXbgSntOXp55ruPzXPbLObAfMgqW2Gv57/y/3CRSgFXugFXkQr2uC2CyY8PwdsC+YDecxi1H94G+hl3ghFgMqFDFvhPj8ZjkSpx3x+mZo3c793q73cNT/HoW1u9bCY/UgGAuiNdSadQjdA8Dp75tw3Cwjkf7cy1tfzqhD358gZCBqlk0pthfj2qXX9rn/3vhgzweIJ+J44/M3IDCbrw22BvC3F30bADIau3ltXtQF6rDbvxtPbXoKgFneIpaIQdfMAHD6v4nX5sU5888Z1Dh6o3lcUO0dfe9II5LL4kJDRwOsuhVemxfXv3I9arw1OHPemWiPtKdKQ9x83M0Zr5tVNgtemxfzKudhUfWijG2aaAjGgj1KfyUzkN1WNyYXTR6aAPC40hERAO6t3NFYxAAwERER0T5I13QYmoGtrVuxqXkTXBZXqpbbBO8EbPNtQ4m9pNfXTiqa1K8lp8kskrpAHeyGvc+6wf0NLCVrHq5Zv6bXDOCWYAsEghJH7+MnyhCNmXWA9exlRwYrZ2O1zoZuJZefj+Bb69H62zWpbfH6JjiPPgT+B57t+RqrBaJpKL3y63B+cTH08rT3u64DiQREBJrXhXhbO2K7GmA7YBbC//wERo1ZO9J17GHQnH0v56f80hw2aEVdN6gSoXCPn0O8sRWaq2dNW9fyw9F296MIJ+s990IpBdE06MUexJtaswYvxGZFvM0PY3yFGQDuCEEvL0GsrqlHAPjdXe8CMJeSF9mL8FnTZ3jysyezjiEQyaxp3b0EhE23ZTz3i1d/kSotFE/E+9VoNFnf1G7YM5pg5YuI4BuPfSP1+JsLv5mXGsBJlW4z+97QDIx3j8f6uvWo9lTjlQteAQA8tvEx3LnuTrOefqKrCZxSCsX2Ypw+5/Ssx95bxrhSxOqb8n5cGh5OizPVTNBlccFj82BOxRwASAWAk5I3It696F1UuCrgsXpw0PiDcNjEwzKOqYmGN3e8mbreuptaMhWzK2Zj+bTlvW4fDDMDuDXvx6W9wwAwERER0T7I0IxUiYdZ5bPgsDgQioXQFm5Dtacau/y7Bl0CIvkBPlkzsrcSEDllCQjbdHPJoj/sx1s73uoRAG7saEQkHskawCZKZ509Fe2PvwTb/JmIN/mgYgNblh7+oO/M4cCjL8L/wDO9bktm81pqq9HxzOuIt5rZvs3/fQfC6z6B/aA5EKsZwFPxOBqvvsUMAOeob5t+M0Wz21B88VcAmB+mq9bcwCzeAhO7FVpabWHVEYLYuxpkqkQCjsMPhDFxfK+vr/77rQit/bDP82glZg3grOOwWpBo9UOvKke81Y+EP2B+vacRmqfr92ry/fLX0/+KhkADvDYv9rTvQX0gewPFjmhH1kzZUCzUoyGo0+JMNZGqC9SlgqO5JANSQ9UI9KWtL2H/cfvjwKoD8ZeVf8E41zgcMemIvDX5mlk2E9895LtIqASmlEzBdt92PHbmY6k5LRw3b5qmN1Td7tueurk6FIwJVYhu3jFkx6eh5bK6Uk04SxwlOG7acalt/og/IwD89QVfB2Be3yX2EhTZi3o9piYaWoItPUpAJG/gHD7xcGiiwapb8/q9AMnSYIWpz089MQBMREREtA8yNAPHTDkGT5/zNO459R7YDTt2tu1Ea6gVpY5SVLmr8vYhUyBmALgfHaJLLj+/z31cVhdu/dKtuOrIq7ChcUPqQ0dbuA31gXqsWb8GewJ7UOWuGuzQaQywH3YAAo+9CPvBc+C/53E0/2JVr/s1/+YuRDZv7/F8w3/9GpGNWxDZuAWJYO9Z7vEWHxLdllWrcATh9Z+m6vlqbiciG/4N635T0XzDHRCrFZFNXeeLbtsF3+pHoI+vQGxPY/dT9OBY2rWM1/3lY1D242/COn8mjPEVfb6WhpY47NCLugLApT/4BiStu73qCME6eyqMit5vYmluJ5BQUPHe66Qn6UWeHuVDMsaRDAAXe6CiMSTa2mFUlSNe1wTN2xUoKrYXY7d/N4rtxdju245SRymu+cc1+LjhY2xp2ZLarzXUmgoSJRunZZxPBM9ufha/f/f3cBgONAWbEE/E8XHDx3BYHKmbhDvadqTq2+aSrIubXBWSb5cdehluOf4WHDbxMBTZiyAimF46Pa81rs878Dx8afqXYNWtePSMRzO2BSIB/PKLv4ShGYjEI1BKYfm05Th3/rl5O393xuTxiG7ZiYS/K4ObN4z2HdWeaqw6yZzDyp3lqSAvYAZ8Z5TN6PV1p885HV6bt9dtfWXjnzzr5L0cLe1rGAAmIiIi2gfpomNh9UJ4bV6ImAHauz+4Gx/Wf4giWxGml07P27lcVpdZAiKeuwQEYNYdBQDN5YTtwFlZ9zt0wqFYXLMY88d1laK4/8P7ce4j5+LOU+7E6pNXY2LRxMEPnkY90TSMu+1HMCaNR+j9DbDOm4m4r2fWZKK5DbEdmRmPSimIx4XA068j+Po/sfusKzPKSHS88DZidZ3LqUXMIHGHWRc18OSr8D/wDBI+P8TW2YjnV9+HMb4cibZ22BbNxfj7bgRgdkL33/ckLBPGwXnMYsTr+l6inWwIl/o+LQYDOSOEUVUOe1pnducXF2dsTwSCvZZ/SGeZUoPY9j0599GKPEj4el+2DZgB4HirH+Iw6/Em/B3QK81GgekZwMumLkNtcS08Ng92t+/GRK/5u3XdnnV44OMHUvv97aO/4bXtrwEAFFSvNxHvXHcnKt2VcFldeHjDw/ig7gM8t/k5OAwHglGzzugL/34Bk4om5fzeAAy6iVxfDqk5JG/Zvrlcd/R1AIAab03G81cecSWWT1sOt9WdynY+qvaoHtnT+SQicJ+8FO2PvADAvFEFfegyjin/sgVsD6k5JOvKrlxzQ7KkBAA0dXTNPcM9n7A5YeExAExERES0DzI0I1VKIfkYAG579zZ4bV6smLEib+e6dum1qRqG/R5fVTmKv3VG1u2aaGZ9xoPM+owvbn0Rq95bhUneSdh/3P4odZT2q4YkEQBYZ9ZCH1cKo7IM1pm1iH66rcc+xqTxiHfLvFXhCIzqCsSbfYjXN0Ev8aLpmlsRfH0d/H99GsG3PkDw9XXQnA6IxQL/X59B+99fgP+BZxDZuAVFF52OwBMvmxmdAOwHz4XjiAUo/cm34PzCwamsUOuMSUi0tcO1Ygn0yrJUEJn2TWK1ZM3uBQAolXpPZGOZMRkdz7+Z8Vzzf98B/4PPIvKRWR9YLAaQq661xUCirR2a0w6lFBK+duil5jLw9AzgUkcpLlhwAay6FQurF+K46cfhgMoD8PL5L6PCWZHK/G2PtOPuD+7GQx8/lHrt5ubNiMQj0DUdGxs3YrtvO2457pbU9osfvxgNHQ1wW934/jPfx98/+XuqGWlfYokYbvjiDX3ut686bfZpAMwSF7e+fWveag/3xRhfARWNQSUSCK39KOfNWBr92sLmKoIlk5fgkicuwadNn+KVba9gl38Xnjmn99JGQ4E3MAuP/6smIiIi2gc5LI6MWnDJ57w2L8qcZVgyeUlezrO4ZjGsuhUigssOvSwvx0w3s2wmAKQazC0Yv4CBX9ormt2Git9cDsu0iQi+9QFaVz2Y2hZvbIFRVY5EyHyfdbz6Hpquvx3xhhZYJlYh0dSK2M56OA47AIlwBL4/PYjYrnq4jjsCwX+8Det+U2CZOgGOLxwEFYnCOnc6vOd/GcbEKkQ2boHm7QrsiM0KzZGZ4WedNQVlv/geAEAvK4Je0vtSXRodxDAgfQSAjZpxiLe1Z2ScayVFsM6YjPJf/WfXsTzZg4YiAhUIQpx2IJ5A+yPPw6g2S4RIlgzkq468Ck6LE6tPWQ2nxYkTZ56I//v0//DHtX/EoRMOxcrZK1PN4dbtXof/ePA/8PSmp1HjqcHS2qW497R7U/V9L110KQCzdESFswJt4Tb8+o1f40dLftSPfyUzADzYWvX7gmTgK9sS/aFgnTMNkY//jejmz2GdPXXYzksjj90wG1S2R9qxtXUrznroLNyz/h5YdSvKnGVDfn4RGbIGrTQw+St+Q0RERETD5uDxB/d47pjaY3DlEVfmNYD6+xN+n/r6nPnn5O243f1m+W9wyROX4JKDL+l7Z6IcNIcN8fpmMwsukYBoGnx3PATv+V9G4MlX0fLbP0NcTrhP/SJCb6+HZVYtoOsIvvIeir93NvSKUkS370bJ984GAEQ2boV17jSI0ftHJ9vC/aHlCNIlJZu+iabBMmNy3r5fGoEsep8lIEQEjiMPQnjtR7AfMg+A+d61HZCZrVn9wE05j5PoCJklIKwWuE9bBjEMlPzgG1mbDHav61vhqoAmGt7Z+Q7+87D/hFIK9YF6JFQCVe4qXHDgBbj9vdvx5y//uUew6Jz55+CRTx7Bv1v+jTP3PxMbmzbi4oMv7ndN32giOmT1f0eaa75wDSYXDd91b184F75VD0Cc9pwNJ2n0e/5rz2PFvSuwbOoyvL/7fdQW1+LnR/+8X40a80HzupFoC/S9Iw05BoCJiIiI9kG9LaU7dtqxw7bENN+mlkzFM+c8w+xfyovyn38XwbfWw/+Xp2CprYYxaTyMqnKE//kJ7IvnQ3M5YJk0Hu2PvADX8sPhOXUZomeugGVCJazdgrPes0/Iea6yH1404PEVXXz6gF9D+w6xWPosAQEA9kPmwXfb/bAtnAvE4r3Was124yEpXt8Mo6IE3nNOTD3nOvawAY33jP3PQENHg3k+EcQTcWxo3ID/WfE/AICltUt7zRS06BZUuavw06N+impPNY6YdMSAzhuNR/PakG0kO3X2qcN6PrEY0LxuswYwjWlW3YpnznkGuqZj+bTlw1IXO51WVoREs481gEeAsfHbloiIiGgMOHLSkYUewqAw+Ev5ZF80Fwl/AO2Pv4SiC1cCAIr/39mwTJmQyoiL1zWllspbJgxPNhQAZuSNcmIx+hUAFhHYDpqDwKMvwrF0UUbjtv6quOkKiM26N8PMGMf3Fn8v9fjSQy7N2D533Nysr1110qpBnZdBoaHjOuVo1l0lAEg1dBzu4C8A6CVFiLf4hv281BMDwERERERENOqIrsN17GFwLjs0FQSxTpuUsU+ivQOaa+BBN6JcLDMmmXV5+8Fx2AHw3fkI4k2t/Qoad2ebN2PArxkpLJoFsUSs0MMYtXSvu++diIaYXupF+MNNvBkxAvDWMxERERERjVq5PnTGG1uhlxcP32BoTHAuWQjppZxDNq4vHQnfnx7aqwDwvszQDAaAiUY5rdiL2O4GiH1wKxVo8BgAJiIiIiKiMcl73sljLuhGI48xvgLe806Gdf7MQg9lWF100EWYWjK10MMgoiGkOe2I1zdDY0Z6wbEEBBERERERjUme05cXeghEAADbnGmFHsKwW1SzqNBDIKJhkGhrh+bZN5sUjybMACYiIiIiIiIiIqK8S/jamQE8AjAATERERERERERERHmn4nEYEyoLPYwxjyUgiIiIiIiIiIiIKO/G/e6HEI35p4XGnwARERERERERERHlHYO/IwN/CkRERERERERERESjlCilCj2GISEifgAbCz0OohGsHEBjoQdBNILxGiHKjdcIUW68Roiy4/VBlBuvEdpbjUqp47s/OZprAG9USi0s9CCIRioRWctrhCg7XiNEufEaIcqN1whRdrw+iHLjNUL5xhIQRERERERERERERKMUA8BEREREREREREREo9RoDgCvKvQAiEY4XiNEufEaIcqN1whRbrxGiLLj9UGUG68RyqtR2wSOiIiIiIiIiIiIaKwbzRnARERERERERERERGMaA8BEREREREREREREo9SoCwCLSKmIPCIiARHZJiJnFXpMRCOJiLwkIiERae/8s7HQYyIqJBH5joisFZGwiPxvt21fFJFPRKRDRF4UkckFGiZRQWS7PkSkVkRU2lzSLiI/LuBQiQpCRGwisrrzc4dfRNaJyJfStnMeoTEt1zXCuYTIJCL3iMhuEWkTkU9F5MK0bZxHKC9GXQAYwO8BRABUAjgbwB9EZG5hh0Q04nxHKeXu/DOr0IMhKrBdAK4HcGf6kyJSDuBhAD8GUApgLYC/DvvoiAqr1+sjTXHafPLzYRwX0UhhAPgcwFEAimDOGX/rDGxxHiHKcY2k7cO5hMa6GwDUKqW8AE4GcL2IHMx5hPLJKPQA8klEXABWAthfKdUO4DUReQzAuQCuKujgiIhoRFJKPQwAIrIQwIS0TacB+Egp9UDn9msBNIrIfkqpT4Z9oEQFkOP6ICIASqkAgGvTnnpCRLYAOBhAGTiP0BjXxzXyXkEGRTTCKKU+Sn/Y+WcazOuE8wjlxWjLAJ4JIK6U+jTtuQ8AMAOYKNMNItIoIq+LyNJCD4ZohJoLcw4BkPoAsxmcU4jSbRORHSJyV2eWCtGYJiKVMD+TfATOI0Q9dLtGkjiX0JgnIreJSAeATwDsBvAkOI9QHo22ALAbgK/bcz4AngKMhWik+gGAqQBqAKwC8LiITCvskIhGJM4pRNk1AlgEYDLM7BQPgHsLOiKiAhMRC8zr4O7OzCzOI0RperlGOJcQdVJKfRvmNfAFmGUfwuA8Qnk02gLA7QC83Z7zAvAXYCxEI5JS6m2llF8pFVZK3Q3gdQArCj0uohGIcwpRFkqpdqXUWqVUTClVB+A7AJaLSPdrhmhMEBENwBqYvUi+0/k05xGiTr1dI5xLiDIppeJKqddglt36FjiPUB6NtgDwpwAMEZmR9twByFxeQkSZFAAp9CCIRqCPYM4hAFJ15qeBcwpRb1Tn35xPaMwREQGwGmYT6pVKqWjnJs4jRMh5jXTHuYTIZKBrvuA8QnkxqgLAnfVQHgbwMxFxicgRAE6BeaeRaMwTkWIROU5E7CJiiMjZAJYAeKbQYyMqlM5rwQ5AB6Anrw8AjwDYX0RWdm7/CYD1bLhAY0m260NEFovILBHRRKQMwK0AXlJKdV+mSDQW/AHAbAAnKaWCac9zHiEy9XqNcC4hAkRknIicISJuEdFF5DgAZwL4BziPUB6JUqrvvfYhIlIK4E4AxwJoAnCVUuq+wo6KaGQQkQqYxeT3AxCHWWD+x0qp5wo6MKIC6uym+9NuT1+nlLpWRJYB+B+YteneBnC+Umrr8I6QqHCyXR8ANgL4JYBxANoAPAfgSqXUnmEdIFGBichkAFth1mqMpW26RCl1L+cRGutyXSMAEuBcQmNc52f0B2Fm+moAtgG4VSn1p87tnEcoL0ZdAJiIiIiIiIiIiIiITKOqBAQRERERERERERERdWEAmIiIiIiIiIiIiGiUYgCYiIiIiIiIiIiIaJRiAJiIiIiIiIiIiIholGIAmIiIiIiIiIiIiGiUYgCYiIiIiIiIiIiIaJRiAJiIiIiIxjwRmSQi7SKiD9P5LhGRW/qx38MicvwwDImIiIiIRilRShV6DEREREREw0pEtgK4UCn1fAHObQWwGcChSqmdfex7CIA/KKUOHpbBEREREdGowwxgIiIiIqLhdQqAT/oK/gKAUuodAF4RWTj0wyIiIiKi0YgBYCIiIiIaU0RkDYBJAB7vLPtwpYjUiogSEaNzn5dE5HoReaNzn8dFpExE7hWRNhF5V0Rq0465n4g8JyLNIrJRRL6aYwhfAvBy2mvtInKPiDSJSGvnsSvT9n8JwAn5/DcgIiIiorGDAWAiIiIiGlOUUucC2A7gJKWUWyl1Y5ZdzwBwLoAaANMAvAngLgClADYA+CkAiIgLwHMA7gMwDsCZAG4TkblZjjsPwMa0x+cBKAIwEUAZgG8CCKZt3wDggIF9l0REREREJgaAiYiIiIh6d5dSarNSygfgKQCblVLPK6ViAB4AsKBzvxMBbFVK3aWUiiml3gfwEIDTsxy3GIA/7XEUZuB3ulIqrpR6TynVlrbd3/kaIiIiIqIBMwo9ACIiIiKiEaou7etgL4/dnV9PBrBYRFrTthsA1mQ5bgsAT9rjNTCzf+8XkWIA9wC4RikV7dzuAZB+bCIiIiKifmMAmIiIiIjGIpXHY30O4GWl1LH93H89gJmpgZiB3usAXNdZV/hJmCUiVnfuMhvAB3kbLRERERGNKSwBQURERERjUR2AqXk61hMAZorIuSJi6fyzSERmZ9n/SQBHJR+IyNEiMk9EdABtMEtCxNP2PwpmCQoiIiIiogFjAJiIiIiIxqIbAPxIRFpF5PLBHEgp5QewHGbTuF0A9gD4FQBblpc8DmA/EanufFwF4EGYwd8NAF6GWQYCIrIIQEAp9c5gxkhEREREY5colc/Vb0RERERE1BcRuRjAHKXUZX3s9xCA1UqpJ4dlYEREREQ06jAATERERERERERERDRKsQQEERERERERERER0SjFADARERERERERERHRKMUAMBEREREREREREdEoxQAwERERERERERER0SjFADARERERERERERHRKMUAMBEREREREREREdEoxQAwERERERERERER0SjFADARERERERERERHRKPX/AdjF1s/hDnOaAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "anno_thickness = 15\n", "xlim = (trial_time.min(), trial_time.max())\n", "ylim = (-50, 150)\n", "yticks = (0, 60, 120)\n", "label_size = 12\n", "fig_height = 3.5\n", "\n", "fig, ax = plt.subplots(1,1,figsize=(trial_time.max()*0.6, fig_height))\n", "for side in (\"left\", \"right\"):\n", " pos = trial.tracking[f\"{side}_whisker_angle_deg\"] - baselines[side]\n", " ax.plot(trial_time, pos, lw=0.5, color=colors[side], alpha=0.8)\n", " \n", "for rowidx in range(trial.states.shape[0]):\n", " row = trial.states.iloc[rowidx]\n", " plt.gca().add_patch(get_annotation(row, trial_time, \n", " pos_baseline=ylim[1]-anno_thickness, thickness=anno_thickness))\n", "\n", "plt.xlim(xlim)\n", "plt.ylim(ylim)\n", "plt.yticks(yticks)\n", "\n", "for side in (\"top\", \"right\"):\n", " plt.gca().spines[side].set_visible(False)\n", "plt.title(f\"{trial.subject}, {trial.session}, trial#{trial.index:03d}\", fontsize=label_size)\n", "plt.xlabel(\"time (s)\", fontsize=label_size)\n", "plt.ylabel(\"position (px)\", fontsize=label_size)\n", "plt.tick_params(labelsize=label_size)\n", "plt.subplots_adjust(bottom=0.2, left=0.05, right=0.98, top=0.8)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.5" } }, "nbformat": 4, "nbformat_minor": 2 }