diff --git a/CHANGELOG.rst b/CHANGELOG.rst index 75cdc20f..d07537a8 100644 --- a/CHANGELOG.rst +++ b/CHANGELOG.rst @@ -22,6 +22,8 @@ Added - New global parameter ``num_threads`` that controls the number of threads used in multi-threaded code (rir builder only at the moment). The number of threads can also be controlled via the environement variable ``PRA_NUM_THREADS`` +- Added a new directivity object ``SpeechDirectivity`` which adds a frequency dependent directivity + pattern based on running speech. Changed ~~~~~~~ diff --git a/notebooks/rir_directivities_demo.ipynb b/notebooks/rir_directivities_demo.ipynb index 35600464..0804f3ac 100644 --- a/notebooks/rir_directivities_demo.ipynb +++ b/notebooks/rir_directivities_demo.ipynb @@ -29,9 +29,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -42,6 +40,7 @@ " DirectivityPattern,\n", " DirectionVector,\n", " CardioidFamily,\n", + " SpeechDirectivity\n", ")\n", "from pyroomacoustics.doa import spher2cart\n", "from scipy.io import wavfile\n", @@ -76,20 +75,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/eric/GITHUB/forked_repos/satvik/pyroomacoustics/pyroomacoustics/utilities.py:321: RuntimeWarning: divide by zero encountered in log10\n", + "/Users/pkendrick/Developer/pyroomacoustics/pyroomacoustics/utilities.py:324: RuntimeWarning: divide by zero encountered in log10\n", " return 20 * np.log10(np.abs(signal))\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -132,14 +129,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -156,6 +151,56 @@ "dir_obj.plot_response(azimuth=azimuth, colatitude=colatitude, degrees=True);" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot frequency dependent source directivity for speech" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from pyroomacoustics.acoustics import OctaveBandsFactory\n", + "octave_bands = OctaveBandsFactory().bands\n", + "centre_freqs = OctaveBandsFactory().centers\n", + "# angles to plot over\n", + "angles = np.linspace(start=0, stop=360, num=361, endpoint=True)\n", + "angles = np.radians(angles)\n", + "lower_gain = -20\n", + "\n", + "# plot each pattern\n", + "fig = plt.figure()\n", + "ax = plt.subplot(111, projection=\"polar\")\n", + "for centre_freq in centre_freqs:\n", + "\n", + " dir_obj = SpeechDirectivity(\n", + " orientation=DirectionVector(azimuth=0, colatitude=90, degrees=True), \n", + " )\n", + " resp = dir_obj.get_response(azimuth=angles, magnitude=True, degrees=False, frequency=centre_freq)\n", + " resp_db = dB(np.array(resp))\n", + " ax.plot(angles, resp_db, label=f\"band: {centre_freq:.0f}Hz\")\n", + "\n", + "plt.legend(bbox_to_anchor=(1, 1))\n", + "plt.ylim([lower_gain, 0])\n", + "ax.yaxis.set_ticks(np.arange(start=lower_gain, stop=5, step=5))\n", + "plt.tight_layout()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -168,10 +213,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, + "execution_count": 5, + "metadata": {}, "outputs": [], "source": [ "mic_pattern = DirectivityPattern.HYPERCARDIOID\n", @@ -200,19 +243,17 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -234,19 +275,29 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", "text/plain": [ - "
" + "(
,\n", + " array([[]],\n", + " dtype=object))" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -268,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -292,7 +343,7 @@ "" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -304,7 +355,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -317,20 +368,18 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -341,7 +390,7 @@ "text/html": [ "\n", " \n", " " @@ -363,20 +412,18 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlQAAAC5CAYAAADu3aFcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAiUElEQVR4nO3deZhcZZ328e/dW5bORtKB7CRAIgZlbXYFhh3R4AyooCCiTAaREcTxFXBERWfTd8DRFwVegyKKAioaFkE2DVtCOpCQjSwEQhKSdBbS2dPp7t/8UZXQNOlUdVd1n+rq+3NddeVU1VPn3CednPr1c55zHkUEZmZmZtZ+JUkHMDMzM+vqXFCZmZmZ5cgFlZmZmVmOXFCZmZmZ5cgFlZmZmVmOXFCZmZmZ5ShjQSWpp6QXJc2SNFfSd/bQpoekeyUtljRN0ugOSWtm1kaSzpa0IH18uq6VNp+UNC99jLunszOaWdenTPehkiSgMiI2SyoHngWujoipzdpcCRwaEVdIuhD4+4j4VEcGNzPLRFIpsBA4A1gOTAcuioh5zdqMBe4DTo2ItyXtGxG1iQQ2sy4rYw9VpGxOPy1PP1pWYecBd6WXfwecli7EzMySdAywOCKWREQ98FtSx6vm/hG4NSLeBnAxZWbtkdUYKkmlkmYCtcDjETGtRZPhwDKAiGgA6oBBecxpZtYeu49NacvTrzU3Dhgn6TlJUyWd3WnpzKxolGXTKCIagcMlDQAekPSBiJjT1o1JmghMTD89qq2fN7MuLyKi0C6GKQPGAqcAI4Apkj4YERtaNmx+DKusrDzq4IMP7sSYZpakGTNmrI2Iwa29n1VBtUtEbJD0NHA20LygWgGMBJZLKgP6A+v28Pk7gDsAJIXnETTrXhIYCrDr2LTLiPRrzS0HpkXETuB1SQtJFVjTW66s+TGsuro6ampqOiS0mRUeSUv39n42V/kNTvdMIakXqcGdr7ZoNhm4NL18AfCUqyUzKwDTgbGSxkiqAC4kdbxq7o+keqeQVEXqFOCSTsxoZkUgmx6qocBd6atlSoD7IuIhSTcBNRExGZgE3C1pMbCe1EHLzCxREdEg6SrgMaAUuDMi5rY4fj0GnClpHtAIfC0i3tPDbma2Nxlvm9BhG/YpP7NuRxIRURRXAPuUn1n3ImlGRFS39n6hDQ41MzMz63JcUJmZmZnlyAWVmZmZWY5cUJmZmZnlyAWVmZmZWY5cUJmZmZnlyAWVmZmZWY5cUJmZmZnlyAWVmZmZWY5cUJmZmZnlyAWVmZmZWY5cUJmZmZnlyAWVmZmZWY5cUJmZmZnlKGNBJWmkpKclzZM0V9LVe2hziqQ6STPTjxs7Jq6ZmZlZ4SnLok0D8NWIeElSX2CGpMcjYl6Lds9ExEfzH9HMzMyssGUsqCJiJbAyvbxJ0nxgONCyoDLLSUSwfks9G7c3sLW+gfLSEnqVlzK4bw96lpcmHc/MzKxV2fRQ7SZpNHAEMG0Pbx8vaRbwFvAvETE393hWzDbvaGDKwjVMW7KOl5dt4LXazWypb3xPOwmG9uvJ+4f246jR+3DS2MEcMqwfkhJIbWZm9l5ZF1SS+gC/B66JiI0t3n4J2D8iNkv6CPBHYOwe1jERmNj+uNbVRQTPv7aOu19YylMLaqlvaKJ3RSmHjRjAJ6pHMmpgb/apLKdXeRmNTcGWHQ2srNvOG+u2MGv5Bp58tZbvP7qAUQN7c/6RI/j0saMY3LdH0rtlZmbdnCIicyOpHHgIeCwibs6i/RtAdUSs3UubyGbbVhwigqcX1PKDxxYyf+VGBlZWMOGwYZzzgSEctf8+lJVmd8Hp2s07eHL+ah56ZSXPLFpLean41NEj+fJpY9m3b88O3gvLlSQioii6Fqurq6OmpibpGGbWSSTNiIjqVt/PVNQodV7lLmB9RFzTSpshwOqICEnHAL8j1WPV6spdUHUfS9dt4YYHZvPc4nWMHtSbK//uICYcNizncVFL1mxm0rOvc+/0ZZSXlnDtGeP4/IfGUFpSFN/XRckFlZl1VfkoqD4EPAPMBprSL98AjAKIiNskXQV8kdQVgduAayPi+QzrdUFV5CKCe158k+8+NI/ykhK+dvb7uOiYUZRn2RuVrTfWbuF7D8/jifm1HD5yAD++6AhGDuyd121YfrigMrOuKueCqqO4oCpu23c2csMDs/nDSys4adxgvn/+oQzp33Gn5CKCB19ZyTcemE2JxI8vOoKTxg3usO1Z+7igMrOuKlNB5TulW95t2r6Ty34+nT+8tIJrTh/LLz53dIcWU5D6op5w2DAe+ucPMbR/Tz7/i+k88PLyDt2mmZnZLi6oLK8272jgkkkvMv2N9fzwU4dzzenjKOnEMU37D6rk/iuO55gxA/nKvbO4r2ZZp23bzMy6LxdUljf1DU1M/GUNs1fU8ZPPHMnHjxieSI6+Pcu583NH8+GxVVz3+1d4dM7KRHKYmVn34YLK8uZ7D8/j+dfW8f3zD+XMQ4YkmqVneSm3X3IUh40cwFfuncXC1ZsSzWNmZsXNBZXlxR9fXsEvX1jKP354DOcfNSLpOAD0rijj9ouPorJHGVfcPYNN23cmHcnMzIqUCyrL2YoN27jhgdkcM2YgXz/74KTjvMu+/Xpy66ePYOn6rXzvoflJxzEzsyLlgspyEhF8609ziID//sRhWd/xvDMde8AgLv/wGO6tWca0JeuSjmNmZkWo8L79rEt5Yn4tT8yv5StnjC3om2lefdpYRuzTi2/8cQ4NjU2ZP2BFQ9LZkhZIWizpur20O19SSGr1PjNmZq1xQWXt1tQU/PdfFnBAVSWXnTgm6Th71buijH89dzyLazfzp5lvJR3HOomkUuBW4BxgPHCRpPF7aNcXuBqY1rkJzaxYuKCydnts7ipeXbWJL582Nu/TyXSEsw7Zj/FD+/Hjpxa5l6r7OAZYHBFLIqIe+C1w3h7afRf4L2B7Z4Yzs+JR+N+CVrBum7KEMVWVfOywYUlHyYokvnzaWN5Yt5W/zFuddBzrHMOB5nd3XZ5+bTdJRwIjI+LhzgxmZsXFBZW1y4JVm5i1bAMXH7c/pZ14J/RcnTF+P4b27+k7qBsAkkqAm4GvZtl+oqQaSTVr1qzp2HBm1qW4oLJ2ub9mGeWl4uOHd43eqV1KS8QFR41gysI1rKzblnQc63grgJHNno9Iv7ZLX+ADwF8lvQEcB0xubWB6RNwREdURUT14sCffNrN3uKCyNosIHpm9kpPH7cugPj2SjtNm/3DkCJoCHpuzKuko1vGmA2MljZFUAVwITN71ZkTURURVRIyOiNHAVGBCRNQkE9fMuqqMBZWkkZKeljRP0lxJV++hjST9KH1Z8ivpMQlWpF5bs5m36rZz6sH7Jh2lXcZUVTJ6UG+mLFqbdBTrYBHRAFwFPAbMB+6LiLmSbpI0Idl0ZlZMyrJo0wB8NSJeSl9aPEPS4xExr1mbc4Cx6cexwE/Tf1oRmrIwVYicNK4q4STtd9K4wdxfs5wdDY30KCtNOo51oIh4BHikxWs3ttL2lM7IZGbFJ2MPVUSsjIiX0subSP2WN7xFs/OAX0bKVGCApKF5T2sFYeayDQzr35MR+xTujTwzOWbMQLbtbGTR6s1JRzEzsyLQpjFUkkYDR/Dem99lvDQ5/fndV8i0MacVkPkrNzJ+WL+kY+Tk/UNT+eev3JhwEjMzKwZZF1SS+gC/B66JiHZ9CzW/QqY9n7fk1Tc0sWTtFg4e0rULqtGDKulZXsKrqzYlHcXMzIpAVgWVpHJSxdSvI+IPe2iS6dJkKxJrNu+gsSkYvk+vpKPkpLREDO3fi1UbfWNsMzPLXTZX+QmYBMyPiJtbaTYZ+Gz6ar/jgLqIWJnHnFYg1m7aAUBVF7xdQktVfSp274+ZmVkusrnK70TgEmC2pJnp124ARgFExG2krqD5CLAY2ApclvekVhDWb60HYGBlecJJcjewsoLX125JOoaZmRWBjAVVRDwL7HVukYgI4Ev5CmUFLFJ/lJZ0/XvClpWU0BRJpzAzs2LQ9b8VzczMzBLmgsrapKw01Vm5Y2djwklyt6OhkfJS/xcwM7Pc+dvE2mRQZWow+rot9Qknyd2azfVU9alIOoaZmRUBF1TWJoP7pgqqNUVwddzaTTuK4mpFMzNLngsqa5NBlRVUVpSyZE3XnrJla30Db9VtY9TArjt9jhWHdZt38NcFtUnHMLMcuaCyNikpEe8b0pf5K7v2HcYXrNpExDtT0Jgl5ZJJL/K5n09nR0PXH5do1p25oLI2O2RYf+a+VcfOxqako7TbK8vrADiki89JaF3fa+ne3vAtPMy6NBdU1mYnHjSILfWNvLT07aSjtNuUhWsYNbA3I7r4FDpmZlYYXFBZm51wUBWlJeKvC9ckHaVdtu9s5IUl6zh53GBSMyuZJc89VGZdmwsqa7N+Pcs54cBB/OnlFTR2wVuN/2XearbWN3LWIUOSjmKGa3qz4uCCytrlk9UjeatuO88tXpt0lDa7b/oyhg/oxQkHDko6ipmZFQkXVNYuZ4zfj6o+Ffz/Z5YkHaVN5r5Vx7OL13Lh0SMpKXHXgJmZ5YcLKmuXnuWlTDzpAJ5ZtJYZS9cnHSdrP3pyEX17lvHZE0YnHcXMzIpIxoJK0p2SaiXNaeX9UyTVSZqZftyY/5hWiC4+bn+q+vTgpgfndYmxVM8vXstjc1dz+YcOoH+v8qTjmJlZEcmmh+oXwNkZ2jwTEYenHzflHis5ry5awd33/41XF61IOkrB611Rxjc/+n5mLa/jruffSDrOXm2rb+Qbf5zD/oN6808nH5B0HDMzKzJlmRpExBRJozshS+K+8s07ue2ux3c/v+LSM7nlu5clmKjwTThsGA+8vIL/fPRVjh49kA+O6J/zOhsaGti6dSv9+vVj48aN9O7dm7KyjP9UWxURfPX+mby+dgu/vvxYepaX5pzRLN+Cwu/lNbPW5WsM1fGSZkn6s6RD8rTOTvXqohXvKqYAbrvrL+6pykASN3/ycKoqK7jiVzNYVbc953Vu2bKFU296gElPzOL6669n69atOa3v3B89yyOzV/HJ6hGceFBVzvnM8kn44gizYpCPguolYP+IOAz4MfDH1hpKmiipRlJNHrabV9NnLm7T6/aOgZUV3H5JNXXbdvKZn01lzaYdOa3vjY3B2rIqvvvEcr72ta/Rr1/7p4e5Z9qbzFu5EYDvffyDOeUyMzNrTc4FVURsjIjN6eVHgHJJe+wGiIg7IqI6Iqpz3W6+HX34QW163d7tgyP6M+nSalZs2MbHb32OBavaN3lyQ2MT333wnesfvnrLXWzcuLHN62lqCm55fCE3PDCbUw/elwXfO5uKMl/UaoXHp/rMikPO3zCShig9f4ekY9LrXJfrejvbwWOHc8WlZ77rtSsuPZODxw5PKFHXc+wBg7jvn45nZ2MT5936LD9/7nWa2nD1X31DE1///Wxq3qzjxnMO4pBh/ZjX7xjmrG7bacRl67dy6c9f5H+eXMT5R47gpxcfSY8yj5syM7OOo8gwgZSk3wCnAFXAauBbQDlARNwm6Srgi0ADsA24NiKez7hhKTJtOwmvLlrB9JmLOfrwg1xMtdPqjdu57vev8PSCNbxvv75cffpYzhi/H+WlrdfvL7/5Nt9+cB6zlm3gK6eP4+rTx7J643YuumMqb67fypWnHMjEkw+kT4/WB6e/tWEbk559nV9PW0qpxPUfeT+fOXaU5+srIJKIiKL4gVRXV0dNTe6jF97/zUfZtrOReTedRe+K9l98YWYdS9KMvZ1hy1hQdZRCLagsPyKCh15ZyS2PL2TJ2i0Mqqzg5HGDOXzUAIb270XP8hI2bW/g1VWb+NuCWmYtr6OqTw++PWE8Hz102O711G3byTf/OIfJs96isqKU08fvR/X++zBsQC96lJXy9tZ6FtVuZuqSdUx/Yz0lEucdNox/Oet9DBvQK8G/AdsTF1Tv5YLKrGtwQWWJamhsYsqiNTzw8ls8v3gt67bUv+v9EsEhw/pz3uHDuPCYUa32QM1atoFfTV3K0wtqWbv5ves4eEg/zjpkCP9w5HBGDuzdYftjuXFB9V67Cqq53zmLyr30wJpZsjIVVP7fax2qrLSEUw/ej1MP3o+IYPXGHazauJ36hiYqe5Qypqoyq9/KDxs5gMNGDiAieKtuO2s27WDHzkYGVlYwbEAvfxFZqySdDfwPUAr8LCL+s8X71wKXkxq2sAb4fEQs7bx8nbUlM+tI/hayTiOJIf17MqR/z5zWMXxAL4b7dJ5lQVIpcCtwBrAcmC5pckTMa9bsZaA6IrZK+iLwfeBTnZ/WzLoyX0duZsXsGGBxRCyJiHrgt8B5zRtExNMRsevusVOBEZ2c0cyKgAsqMytmw4FlzZ4vT7/Wmi8Af+7QRGZWlHzKz8wMkHQxUA2cvJc2E4GJAKNGjeqkZGbWFbiHysyK2QpgZLPnI9KvvYuk04FvABMiotW5k5rP9jB48OC8hzWzrssFlZkVs+nAWEljJFUAFwKTmzeQdARwO6liqjaBjACegMasi3NBZWZFKyIagKuAx4D5wH0RMVfSTZImpJv9AOgD3C9ppqTJrayuQ/iuCWbFwWOozKyopSdtf6TFazc2Wz6900OZWdFxD5WZmZlZjlxQmZmZmeXIp/zMzBLw8ptvU9WnR9IxzCxPXFCZmSXg73/yPACVFaUJJzGzfMh4yk/SnZJqJc1p5X1J+pGkxZJekXRk/mOamRW3CN84wawry2YM1S+As/fy/jnA2PRjIvDT3GOZmXUPUurGCf/vqcX8+yPzd7/+9IJaFq7elFQsM2ujjAVVREwB1u+lyXnALyNlKjBA0tB8BTQz6w5un7KEO6Ys2f38sp9P58xbpiSYyMzaIh9X+bV18lEzM2vF4lr3Spl1RZ162wRJEyXVSKrpzO2amXUVp9/sXimzrigfV/llNfkopCYWBe4AkOQRmGZmZlYU8tFDNRn4bPpqv+OAuohYmYf1mpl1SxfdMTXpCGbWRhl7qCT9BjgFqJK0HPgWUA4QEbeRmiPrI8BiYCtwWUeFNTPrDl5Ysi7pCGbWRhkLqoi4KMP7AXwpb4nMzLoRJR3AzPLCc/mZmZmZ5cgFlZmZmVmOXFCZmZmZ5cgFlZmZmVmOXFCZmZmZ5cgFlZlZAbvpwXnUNzQlHcPMMnBBZWaWpAz3Tbjzudd54OXlnZPFzNrNBZWZWYFrajZRV0SQuv2fmRUSF1RmZgVu3lsbefnNtwG44LYXGHP9IwknMrOW8jE5spmZdaC7py7l7qlLufKUA5mx9O2k45jZHriHysysi/jJX19LOoKZtcIFlZmZmVmOXFCZmSWovZMjr9iwLa85zCw3WRVUks6WtEDSYknX7eH9z0laI2lm+nF5/qOamdkuV/76paQjmFkzGQsqSaXArcA5wHjgIknj99D03og4PP34WZ5zmplZM7OWbeBPM1cw+rqHqd20nSNu+gtfu38Wzyxaw3/8eX7S8cy6nWx6qI4BFkfEkoioB34LnNexsczMuoeN2xva/dmrfzsTgKfm1/L21p3cP2M5l0x6kdv/toSl67ZQ/b0nmL28Lk9JzWxvsimohgPLmj1fnn6tpfMlvSLpd5JG5iWdmZlldN0fZr/ntZN/8FfWbt7B9x6ex/V/mE3NG+sTSGbWfeRrUPqDwOiIOBR4HLhrT40kTZRUI6kmT9s1M9urLMaA9pB0b/r9aZJGd3SmxqbOu9P5tNfX85sX3+SC217goVfeetd7s5Zt2D24vXbjdjZsre+0XGbFJpsbe64Amvc4jUi/tltErGv29GfA9/e0ooi4A7gDQJLnTjCzDtVsDOgZpHrXp0uaHBHzmjX7AvB2RBwk6ULgv4BPdWSu19Zs7sjVt+qqe17mqntepqpPBc9+/VTOu/W597Q57eB9+ehhQykvLeH09+9HaYkoL0397v2dB+dSWVHGpSeMZnDfHp0d36ygKdOcUJLKgIXAaaQKqenApyNibrM2QyNiZXr574GvR8RxGdYbno/KrHuRRES0904B7dne8cC3I+Ks9PPrASLiP5q1eSzd5oX08W4VMDjTAaq6ujpqajJ3tk9bso636rZRVlJCeWkJ5aXiC3d1z076QZUVfHBEf44YuQ/D9+mVmpcQ+PbkuWytb3xP+29/bDwzl23gxIOqCGD66+u5f8Zy/u59gznrkCG8sGQdT86v5cunHcSA3hWU6J1/WrvWXd/QxPadjen3O21XrYs4dMQADtq3T1ZtJc2IiOpW38+mqJH0EeCHQClwZ0T8m6SbgJqImCzpP4AJQAOwHvhiRLyaYZ0uqMy6mQQKqguAsyPi8vTzS4BjI+KqZm3mpNssTz9/Ld1m7R7WNxGYCDBq1Kijli5dmjHDl379Eg/PXpmP3TGzPPvOhEO49ITRWbXNS0HVEVxQmXU/Xb2gai7bHqq1m3ewaXsDDY1N1Dc20dAYfPbOF6nbtjOHPctdz/IStu9s2v185MBe7D+wkjfXb2VgZQUnjRvMs4vWcNT++3DQvn3YWt/IglWbWLh6E2eMH8Ki2k38Ze5qPnPsKPbr15ORA3vTu6KUzTsa2LhtJ0/MX82Ro/bhg8P706O8hP69Kti+M9UL1a9nOQC7OpS21Dfw9pad9K4oJYC1m3ZQVioOHNyHhqagLN211NgUPLN4LUeMHMDAygrqtu3k7a31DKysoHf5u0ew7Fr39p2NlJWWUCqR6rMye8c+lRW7/z1mkqmg8uTIZlbMMo4BbdZmefqUX39gHXlS1acHVX3ePd5o6vWn8f4bH81pvff847HMXl7H/JUbueVTh9PQFLvHOv3bw/P4RPVIxu3XN6dtXHvGuHZ/9hPVHXOx9+iqyt3Lwwb06pBtmLWHCyozK2bTgbGSxpAqnC4EPt2izWTgUuAF4ALgqY7uPi/NYjCPBEv+/SM8t3gdF0+aBsARowbwuRNG87FDh1FSIk44sGp3+/LSd9b5jXP3dO9lM+tILqjMrGhFRIOkq4DHeGcM6NzmY0CBScDdkhaTGgN6YUfnKsuioPr8iWOQxIfGVnHwkL68umoTD1x5YkdHM7N2ckFlZkUtIh4BHmnx2o3NlrcDn+jMTCUZCqoZ/3o6A3pX7H7+6DUndXQkM8uRCyozswLys89WM6iP7/Fk1tW4oDIzKwDPXXcq2+obOGjf3AaSm1kyXFCZmSWoqk8P1m7ewXBfsWbWpbmgMjNLwONfOYk+PcuIgDkr6pKOY2Y5ckFlZpaAsc3uEeX7KZl1fSVJBzAzMzPr6lxQmZmZmeXIBZWZmZlZjlxQmZmZmeXIBZWZmZlZjrIqqCSdLWmBpMWSrtvD+z0k3Zt+f5qk0XlPamZmZlagMhZUkkqBW4FzgPHARZJaTmX+BeDtiDgIuAX4r3wHNTMzMytU2fRQHQMsjoglEVEP/BY4r0Wb84C70su/A06TlHk6dTMzM7MikE1BNRxY1uz58vRre2wTEQ1AHTAoHwHNzMzMCl2n3ild0kRgYrPnnbl5M0teJB0gX2bMmLFW0tIsm1cBazsyTwHxvhYn7yvsv7cPZVNQrQBGNns+Iv3antosl1QG9AfWtVxRRNwB3AEgqSYiqrPYfqdztvZxtvZxtq4pIgZn27Y7/T16X4uT9zWzbE75TQfGShojqQK4EJjcos1k4NL08gXAUxFRNL+JmpmZme1Nxh6qiGiQdBXwGFAK3BkRcyXdBNRExGRgEnC3pMXAelJFl5mZmVm3kNUYqoh4BHikxWs3NlveDnyijdu+o43tO5OztY+ztY+zFb/u9PfofS1O3tcM5DNzZmZmZrnx1DNmZmZmOUqkoMo0lU1SJN0pqVbSnKSztCRppKSnJc2TNFfS1Uln2kVST0kvSpqVzvadpDO1JKlU0suSHko6S3OS3pA0W9JMSTVJ52lO0gBJv5P0qqT5ko5POlOh607TdGWxrydJeklSg6QLksiYL1ns67XpY/Mrkp6UtNfL6wtZFvt6RbNj1rN7mDmly8i2FpF0vqSQtPcr/yKiUx+kBra/BhwAVACzgPGdnaOVbCcBRwJzks6yh2xDgSPTy32BhQX09yagT3q5HJgGHJd0rhYZrwXuAR5KOkuLXG8AVUnnaCXbXcDl6eUKYEDSmQr5kc2xDbgSuC29fCFwb9K5O3BfRwOHAr8ELkg6cwfv698BvdPLXyzyn2u/ZssTgEeTzt1R+5pu1xeYAkwFqve2ziR6qLKZyiYRETGF1FWKBSciVkbES+nlTcB83nvH+kREyub00/L0o2AG50kaAZwL/CzpLF2FpP6kfsGYBBAR9RGxIdFQha87TdOVcV8j4o2IeAVoSiJgHmWzr09HxNb006mk7tfYFWWzrxubPa2kgI71bZRtLfJdUvMTb8+0wiQKqmymsrG9SJ8mOIJUT1BBSJ9SmwnUAo9HRMFkA34I/B8K88AewF8kzUjPJFAoxgBrgJ+nT5X+TFJl0qEKXHeapqs7Hcfbuq9fAP7coYk6Tlb7KulLkl4Dvg98uZOy5VvGfZV0JDAyIh7OZoUelN7FSOoD/B64psVvComKiMaIOJzUb2bHSPpAwpEAkPRRoDYiZiSdpRUfiogjgXOAL0k6KelAaWWkTn//NCKOALYABTPe0awQSboYqAZ+kHSWjhQRt0bEgcDXgX9NOk9HkFQC3Ax8NdvPJFFQZTOVje2BpHJSxdSvI+IPSefZk/RpoaeBsxOOssuJwARJb5Dq0j1V0q+SjfSOiFiR/rMWeIBUN3QhWA4sb9bT+DtSBZa1ri3TdLG3abq6gO50HM9qXyWdDnwDmBAROzopW7619ef6W+DjHRmoA2Xa177AB4C/pr8/jgMm721gehIFVTZT2VgL6XEWk4D5EXFz0nmakzRY0oD0ci/gDODVREOlRcT1ETEiIkaT+rf2VERcnHAsACRVSuq7axk4EyiIK0wjYhWwTNL70i+dBsxLMFJX0J2m6epOx/GM+yrpCOB2UsVUbQIZ8yWbfR3b7Om5wKJOzJdPe93XiKiLiKqIGJ3+/phK6ufb6tXYWd0pPZ+ilalsOjvHnkj6DXAKUCVpOfCtiJiUbKrdTgQuAWanxyoB3BCpu9gnbShwl6RSUkX6fRFRULcnKFD7AQ+kxySXAfdExKPJRnqXfwZ+nT7YLAEuSzhPQWvt2KYinKYrm32VdDSpXtd9gI9J+k5EHJJg7HbJ8uf6A6APcH/6//ObETEhsdDtlOW+XpXujdsJvM07vyB0KVnua5v4TulmZmZmOfKgdDMzM7McuaAyMzMzy5ELKjMzM7McuaAyMzMzy5ELKjMzM7McuaAyMzMzy5ELKjMzK1qSBkmamX6skrQivbxZ0k86YHu/kPS6pCv20ubDkuZJKogb+Vp++D5UZmbWLUj6NrA5Iv5vB27jF8BDEfG7DO1Gp9sVxLynljv3UJmZWbcj6RRJD6WXvy3pLknPSFoq6R8kfV/SbEmPpudRRdJRkv4maYakxyQNzWI7n5A0R9IsSVM6er8sOS6ozMzM4EDgVGAC8Cvg6Yj4ILANODddVP0YuCAijgLuBP4ti/XeCJwVEYel121FqtPn8jMzMytAf46InZJmk5rbbde8mrOB0cD7gA8Aj6fn6ysFVmax3ueAX0i6D/hDvkNb4XBBZWZmBjsAIqJJ0s54Z4BxE6nvSgFzI+L4tqw0Iq6QdCxwLjBD0lERsS6fwa0w+JSfmZlZZguAwZKOB5BULumQTB+SdGBETIuIG4E1wMgOzmkJcQ+VmZlZBhFRL+kC4EeS+pP6/vwhMDfDR38gaSypHq4ngVkdGtQS49smmJmZ5Ylvm9B9+ZSfmZlZ/tQB3810Y0/gQWBtp6WyDuceKjMzM7McuYfKzMzMLEcuqMzMzMxy5ILKzMzMLEcuqMzMzMxy5ILKzMzMLEf/C2ZSLUjsIbVXAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -387,7 +434,7 @@ "text/html": [ "\n", " \n", " " @@ -409,20 +456,18 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -433,7 +478,7 @@ "text/html": [ "\n", " \n", " " @@ -455,20 +500,18 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -479,7 +522,7 @@ "text/html": [ "\n", " \n", " " @@ -560,7 +603,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -572,14 +615,12 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjIAAAG2CAYAAABlBWwKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAABK2ElEQVR4nO3de1xUZf4H8M+ZgWG4X0QGRATvpImoCGl5qTCsttIuWpkX1rW27GJsF91aUNvCzG1p03IzTbtqF9OuqJFsv4wVU/EuJqvihYuI3GGAmef3Bzk6MsAAc2Y48Hm/XvOKOec553wfpolPz3nOOZIQQoCIiIhIgVSOLoCIiIiorRhkiIiISLEYZIiIiEixGGSIiIhIsRhkiIiISLEYZIiIiEixGGSIiIhIsRhkiIiISLEYZIiIiEixGGSIiIhIsewSZFasWIGwsDBotVrExMQgMzOzybbjx4+HJEmNXrfffrs9SiUiIiIFkT3IbNiwAQkJCUhKSsKePXswdOhQxMXFobCw0GL7jRs3Ii8vz/Q6ePAg1Go17rvvPrlLJSIiIoWR5H5oZExMDEaOHInly5cDAIxGI0JCQvDEE09g/vz5LW6fkpKCxMRE5OXlwd3dXc5SiYiISGGc5Nx5bW0tdu/ejQULFpiWqVQqxMbGIiMjw6p9rF69Gvfff3+TIUav10Ov15veG41GFBcXo1u3bpAkqX0dICIiIrsQQqC8vBw9evSASmX9CSNZg0xRUREMBgN0Op3Zcp1Oh6NHj7a4fWZmJg4ePIjVq1c32SY5ORmLFi1qd61ERETkeKdPn0bPnj2tbi9rkGmv1atXY8iQIYiOjm6yzYIFC5CQkGB6X1pail69euH06dPw8vKyR5lERETUTmVlZQgJCYGnp2ertpM1yPj7+0OtVqOgoMBseUFBAQIDA5vdtrKyEuvXr8fixYubbefi4gIXF5dGy728vBhkiIiIFKa100JkvWpJo9FgxIgRSEtLMy0zGo1IS0vDqFGjmt32s88+g16vx0MPPSRniURERKRgsp9aSkhIwMyZMxEVFYXo6GikpKSgsrIS8fHxAIAZM2YgODgYycnJZtutXr0akyZNQrdu3eQukYiIiBRK9iAzdepUnD9/HomJicjPz0dkZCRSU1NNE4Bzc3MbzU7Ozs7Gzz//jK1bt8pdHhERESmY7PeRsbeysjJ4e3ujtLSUc2SIyG4MBgPq6uocXQZRh6bRaJq8tLqtf7879FVLREQdnRAC+fn5KCkpcXQpRB2eSqVC7969odFobLZPBhkiona4FGICAgLg5ubGG3ESNcFoNOLcuXPIy8tDr169bPZdYZAhImojg8FgCjG8MIGoZd27d8e5c+dQX18PZ2dnm+zTLk+/JiLqjC7NiXFzc3NwJUTKcOmUksFgsNk+GWSIiNqJp5OIrCPHd4VBhoiIiBSLQYaIiOxGkiRs2rTJ0WVQJ8LJvkREZDd5eXnw9fV1dBnUiTDIEBGR3bT0wGCi1uKpJSKiLkiv1+PJJ59EQEAAtFotbrjhBuzatQsAkJ6eDkmSsGXLFgwbNgyurq646aabUFhYiO+//x7XXHMNvLy88OCDD6Kqqsq0z/Hjx+PJJ5/Ec889Bz8/PwQGBmLhwoVmx+WpJbI1jsgQEdmQEAL6eqNDju3ipLL6qpDnnnsOX3zxBdatW4fQ0FAsXboUcXFxOH78uKnNwoULsXz5cri5uWHKlCmYMmUKXFxc8PHHH6OiogKTJ0/Gm2++ieeff960zbp165CQkICdO3ciIyMDs2bNwvXXX48JEybYvL9EAIMMEZFN6euNmPvRHocce8W04dA6q1tsV1lZibfffhtr167FrbfeCgBYtWoVtm3bhtWrV2PkyJEAgL///e+4/vrrAQCzZ8/GggULkJOTgz59+gAA7r33Xmzfvt0syERERCApKQkA0L9/fyxfvhxpaWkMMiQbnloiIupicnJyUFdXZwopAODs7Izo6GgcOXLEtCwiIsL0s06ng5ubmynEXFpWWFhotu8rtwGAoKCgRm2IbIkjMkRENuTipMKKacMddmxbuvIW8pIkNbqlvCRJMBqNTW7TVBsiW2KQISKyIUmSrDq940h9+/aFRqPBjh07EBoaCqDhcQu7du3CvHnzHFscUSsxyBARdTHu7u549NFH8eyzz8LPzw+9evXC0qVLUVVVhdmzZ2Pfvn2OLpHIagwyRERd0JIlS2A0GjF9+nSUl5cjKioKW7Zs4c3qSHEkIYRwdBG2VFZWBm9vb5SWlsLLy8vR5RBRJ1ZTU4MTJ06gd+/e0Gq1ji6HqMNr7jvT1r/fvGqJiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIiIFItBhoiIiBSLQYaIiIgUi0GGiIgAAOPHjzd7aGRYWBhSUlIcUktrj3117Up38uRJSJKErKwsR5fS4THIEBGRRbt27cLDDz8s6zHWrl0LHx+fdh9748aNeOmll0zvHRnClOLll1/G6NGj4ebmZvEzABo+h5tvvhk+Pj7w9fVFXFxco4eK7t+/H2PGjIFWq0VISAiWLl1qh+ovY5Cxo19yinCsoNzRZRARWaV79+5wc3Nrcn1dXZ3Djn01Pz8/eHp6ylZPZ1RbW4v77rsPjz76qMX1FRUVmDhxInr16oWdO3fi559/hqenJ+Li4kyffVlZGW655RaEhoZi9+7deO2117Bw4UK88847dusHg4ydnLpQidX/dwKvfn/U0aUQEaGyshIzZsyAh4cHgoKC8I9//KNRm6tHNSRJwttvv40777wT7u7uePnllwEAmzdvxvDhw6HVatGnTx8sWrQI9fX1pu1KSkrwyCOPQKfTQavV4tprr8U333yD9PR0xMfHo7S0FJIkQZIkLFy4sNGxH3zwQUydOtWstrq6Ovj7++P9998HYH5qafz48Th16hSefvpp034rKyvh5eWFzz//3Gw/mzZtgru7O8rLrfufzAsXLuCBBx5AcHAw3NzcMGTIEHzyySdmbcaPH48nn3wSzz33HPz8/BAYGGjq1yVHjx7FDTfcAK1Wi0GDBuGHH36AJEnYtGlTk8c+ePAgbr31Vnh4eECn02H69OkoKiqyqm5LFi1ahKeffhpDhgyxuP7o0aMoLi7G4sWLMXDgQAwePBhJSUkoKCjAqVOnAAAfffQRamtrsWbNGgwePBj3338/nnzySbz++uttrqu1GGTspKhC7+gSiMgehADqahzzEsLqMp999ln85z//webNm7F161akp6djz549LW63cOFCTJ48GQcOHMAf//hH/N///R9mzJiBp556CocPH8a///1vrF271hRyjEYjbr31VuzYsQMffvghDh8+jCVLlkCtVmP06NFISUmBl5cX8vLykJeXh2eeeabRMadNm4avv/4aFRUVpmVbtmxBVVUVJk+e3Kj9xo0b0bNnTyxevNi0X3d3d9x///147733zNq+9957uPfee60ezampqcGIESPw7bff4uDBg3j44Ycxffp0ZGZmmrVbt24d3N3dsXPnTixduhSLFy/Gtm3bAAAGgwGTJk2Cm5sbdu7ciXfeeQcvvPBCs8ctKSnBTTfdhGHDhuHXX39FamoqCgoKMGXKFFObV155BR4eHs2+cnNzreonAAwcOBDdunXD6tWrUVtbi+rqaqxevRrXXHMNwsLCAAAZGRkYO3YsNBqNabu4uDhkZ2fj4sWLVh+rPZzschQioq6iXg98NtMxx75vHeCsbbFZRUUFVq9ejQ8//BA333wzgIY/vD179mxx2wcffBDx8fGm93/84x8xf/58zJzZ0Oc+ffrgpZdewnPPPYekpCT88MMPyMzMxJEjRzBgwABTm0u8vb0hSRICAwObPGZcXBzc3d3x5ZdfYvr06QCAjz/+GHfeeafFAOLn5we1Wg1PT0+z/f7pT3/C6NGjkZeXh6CgIBQWFuK7777DDz/80GK/LwkODjYLW0888QS2bNmCTz/9FNHR0ablERERSEpKAgD0798fy5cvR1paGiZMmIBt27YhJycH6enppvpefvllTJgwocnjLl++HMOGDcMrr7xiWrZmzRqEhITg2LFjGDBgAP785z+bBRtLevToYXVfPT09kZ6ejkmTJpnmH/Xv3x9btmyBk1NDfMjPz0fv3r3NttPpdKZ1vr6+Vh+vrRhkiIi6mJycHNTW1iImJsa0zM/PDwMHDmxx26ioKLP3+/btw44dO0wjMEDDiENNTQ2qqqqQlZWFnj17mkJMWzg5OWHKlCn46KOPMH36dFRWVmLz5s1Yv359q/YTHR2NwYMHY926dZg/fz4+/PBDhIaGYuzYsVbvw2Aw4JVXXsGnn36Ks2fPora2Fnq9vtF8noiICLP3l4ITAGRnZyMkJMQsZF0ZgizZt28ftm/fDg8Pj0brcnJyMGDAAPj5+cHPz8/qvrSkuroas2fPxvXXX49PPvkEBoMBy5Ytw+23345du3bB1dXVZsdqDwYZIiJbcnJpGBlx1LFl5u7ubva+oqICixYtwt13392orVartdkfu2nTpmHcuHEoLCzEtm3b4OrqiokTJ7Z6P3/605+wYsUKzJ8/H++99x7i4+MhSZLV27/22mt44403kJKSgiFDhsDd3R3z5s1DbW2tWTtnZ2ez95IkwWg0trreSyoqKnDHHXfg1VdfbbQuKCgIQMOppStHbCw5fPgwevXqZdUxP/74Y5w8eRIZGRlQqVSmZb6+vti8eTPuv/9+BAYGoqCgwGy7S++bG2WzJbsEmRUrVuC1115Dfn4+hg4dijfffLPZ9FlSUoIXXngBGzduRHFxMUJDQ5GSkoLbbrvNHuUSEbWdJFl1eseR+vbtC2dnZ+zcudP0R+3ixYs4duwYxo0b16p9DR8+HNnZ2ejXr5/F9REREThz5ozp9MfVNBoNDAZDi8cZPXo0QkJCsGHDBnz//fe47777GoUFa/b70EMP4bnnnsO//vUvHD582HRKzFo7duzAXXfdhYceeghAwxygY8eOYdCgQVbvY+DAgTh9+jQKCgpMp2F27drV7DbDhw/HF198gbCwMNNpnavZ+tRSVVUVVCqVWdC79P5SKBs1ahReeOEF1NXVmT6Pbdu2YeDAgXY5rQTYYbLvhg0bkJCQgKSkJOzZswdDhw5FXFycaYjtarW1tZgwYQJOnjyJzz//HNnZ2Vi1ahWCg4PlLpWIqEvw8PDA7Nmz8eyzz+LHH3/EwYMHMWvWLNP/dbdGYmIi3n//fSxatAiHDh3CkSNHsH79erz44osAgHHjxmHs2LG45557sG3bNpw4cQLff/89UlNTATRcnVRRUYG0tDQUFRWhqqqqyWM9+OCDWLlyJbZt24Zp06Y1W1dYWBh++uknnD171uzKHl9fX9x999149tlnccstt1g1L+hK/fv3x7Zt2/DLL7/gyJEjeOSRRxqNSLRkwoQJ6Nu3L2bOnIn9+/djx44dpt9XU6NDc+fORXFxMR544AHs2rULOTk52LJlC+Lj402Bzc/PD/369Wv2dWUIys3NRVZWFnJzc2EwGJCVlYWsrCzTpOoJEybg4sWLmDt3Lo4cOYJDhw4hPj4eTk5OuPHGGwE0fCYajQazZ8/GoUOHsGHDBrzxxhtISEho1e+kXYTMoqOjxdy5c03vDQaD6NGjh0hOTrbY/u233xZ9+vQRtbW1bTpeaWmpACBKS0vbtL1cfj15QfzxvUzxx/cyHV0KEdlIdXW1OHz4sKiurnZ0Ka1WXl4uHnroIeHm5iZ0Op1YunSpGDdunHjqqadMbUJDQ8U///lP03sA4ssvv2y0r9TUVDF69Gjh6uoqvLy8RHR0tHjnnXdM6y9cuCDi4+NFt27dhFarFddee6345ptvTOv//Oc/i27dugkAIikpyeKxhRDi8OHDAoAIDQ0VRqPRbN3VtWdkZIiIiAjh4uIirv5Tl5aWJgCITz/9tFFfxo0bJ2bOnGn5l/Z7X+666y7h4eEhAgICxIsvvihmzJgh7rrrriZrEUKIu+66y2y/R44cEddff73QaDQiPDxcfP311wKASE1NFUIIceLECQFA7N2717TNsWPHxOTJk4WPj49wdXUV4eHhYt68eY1+F9aaOXOmANDotX37dlObrVu3iuuvv154e3sLX19fcdNNN4mMjAyz/ezbt0/ccMMNwsXFRQQHB4slS5Y0eczmvjNt/fstCdGK6/Vaqba2Fm5ubvj8888xadIk0/KZM2eipKQEmzdvbrTNbbfdBj8/P7i5uWHz5s3o3r07HnzwQTz//PNQq9WN2uv1euj1ly9tLisrQ0hICEpLS+Hl5SVLv9pi96livLU9BwCwetZIB1dDRLZQU1ODEydOoHfv3tBqO/bpJLrsgw8+wNNPP41z586ZXTYMAKGhoVi0aBFmzZpl15p27NiBG264AcePH0ffvn3temx7au47U1ZWBm9v71b//ZZ1jkxRUREMBoPpHOAlOp0OR49avjHc//73P/z444+YNm0avvvuOxw/fhyPPfYY6urqTJeyXSk5ORmLFi2SpX4iIuo8qqqqkJeXhyVLluCRRx5pFGIOHToEb29vzJgxQ/ZavvzyS3h4eKB///44fvw4nnrqKVx//fWdOsTIpcPdEM9oNCIgIADvvPMORowYgalTp+KFF17AypUrLbZfsGABSktLTa/Tp0/buWIiIlKCpUuXIjw8HIGBgViwYEGj9YMHD8b+/fvbNFeotcrLyzF37lyEh4dj1qxZGDlypMWzFNQyWUdk/P39oVarLV6a1dRlWUFBQXB2djY7jXTNNdcgPz8ftbW1jRK0i4sLXFzkv+SQiIiUbeHChY0eFeAoM2bMsMvIT1cga+zUaDQYMWIE0tLSTMuMRiPS0tIwatQoi9tcf/31OH78uNn19seOHUNQUFCjEENERERdm+zjZwkJCVi1ahXWrVuHI0eO4NFHH0VlZaXpFtczZswwG+J79NFHUVxcjKeeegrHjh3Dt99+i1deeQVz586Vu1QiojaR8ZoJok5Fju+K7DfEmzp1Ks6fP4/ExETk5+cjMjISqamppgnAubm5ZucjQ0JCsGXLFjz99NOIiIhAcHAwnnrqKTz//PNyl0pE1CqXbgBWVVXVYW7XTtSRXboDsqWrkNtK1suvHaGtl2/JjZdfE3VOeXl5KCkpQUBAANzc3Fp1u3uirsRoNOLcuXNwdnZGr169Gn1XOuTl10REnd2lCxeauls5EV2mUqkshpj2YJAhImoHSZIQFBSEgIAA1NXVObocog5No9HY/PJ2BhkiIhtQq9U2Pe9PRNbpcDfEIyIiIrIWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWg4zd8LblREREtsYgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIGMnkuToCoiIiDofBhkiIiJSLCdHF9BlCCPuKPkAhU49AIx0dDVERESdAkdk7MSt6ADC9NmIrtzu6FKIiIg6DQYZO5GM9Y4ugYiIqNNhkCEiIiLFYpAhIiIixWKQISIiIsWyS5BZsWIFwsLCoNVqERMTg8zMzCbbrl27FpIkmb20Wq09yiQiIiKFkT3IbNiwAQkJCUhKSsKePXswdOhQxMXFobCwsMltvLy8kJeXZ3qdOnVK7jKJiIhIgWQPMq+//jrmzJmD+Ph4DBo0CCtXroSbmxvWrFnT5DaSJCEwMND00ul0cpdJRERECiRrkKmtrcXu3bsRGxt7+YAqFWJjY5GRkdHkdhUVFQgNDUVISAjuuusuHDp0SM4yiYiISKFkDTJFRUUwGAyNRlR0Oh3y8/MtbjNw4ECsWbMGmzdvxocffgij0YjRo0fjzJkzFtvr9XqUlZWZvYiIiKhr6HBXLY0aNQozZsxAZGQkxo0bh40bN6J79+7497//bbF9cnIyvL29Ta+QkBA7V0xERESOImuQ8ff3h1qtRkFBgdnygoICBAYGWrUPZ2dnDBs2DMePH7e4fsGCBSgtLTW9Tp8+3e66iYiISBlkDTIajQYjRoxAWlqaaZnRaERaWhpGjRpl1T4MBgMOHDiAoKAgi+tdXFzg5eVl9iIiIqKuQfanXyckJGDmzJmIiopCdHQ0UlJSUFlZifj4eADAjBkzEBwcjOTkZADA4sWLcd1116Ffv34oKSnBa6+9hlOnTuFPf/qT3KUSERGRwsgeZKZOnYrz588jMTER+fn5iIyMRGpqqmkCcG5uLlSqywNDFy9exJw5c5Cfnw9fX1+MGDECv/zyCwYNGiR3qbKSHF0AERFRJyQJIYSji7ClsrIyeHt7o7S0tEOdZjq26wdU/fgaACDy+S0OroaIiKhjaevf7w531RIRERGRtRhkiIiISLEYZIiIiEixGGSIiIhIsRhkiIiISLEYZIiIiEixGGTsRPBGMkRERDbHIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBDREREisUgQ0RERIrFIENERESKxSBjN3z8NRERka0xyBAREZFiMcgQERGRYjHI2Ikk8dQSERGRrTHI2IkQwtElEBERdToMMkRERKRYDDJERESkWAwyREREpFgMMkRERKRYDDJERESkWAwyREREpFgMMkRERKRYDDJ2whviERER2R6DDBERESkWg4zdcESGiIjI1hhkiIiISLHsEmRWrFiBsLAwaLVaxMTEIDMz06rt1q9fD0mSMGnSJHkLJCIiIkWSPchs2LABCQkJSEpKwp49ezB06FDExcWhsLCw2e1OnjyJZ555BmPGjJG7RCIiIlIo2YPM66+/jjlz5iA+Ph6DBg3CypUr4ebmhjVr1jS5jcFgwLRp07Bo0SL06dNH7hKJiIhIoWQNMrW1tdi9ezdiY2MvH1ClQmxsLDIyMprcbvHixQgICMDs2bNbPIZer0dZWZnZi4iIiLoGWYNMUVERDAYDdDqd2XKdTof8/HyL2/z8889YvXo1Vq1aZdUxkpOT4e3tbXqFhIS0u2458JolIiIi2+tQVy2Vl5dj+vTpWLVqFfz9/a3aZsGCBSgtLTW9Tp8+LXOVbSMcXQAREVEn5CTnzv39/aFWq1FQUGC2vKCgAIGBgY3a5+Tk4OTJk7jjjjtMy4xGY0OhTk7Izs5G3759zbZxcXGBi4uLDNUTERFRRyfriIxGo8GIESOQlpZmWmY0GpGWloZRo0Y1ah8eHo4DBw4gKyvL9Lrzzjtx4403Iisrq8OeNiIiIiLHkHVEBgASEhIwc+ZMREVFITo6GikpKaisrER8fDwAYMaMGQgODkZycjK0Wi2uvfZas+19fHwAoNFyIiIiItmDzNSpU3H+/HkkJiYiPz8fkZGRSE1NNU0Azs3NhUrVoabqEBERkUJIQohONQ+1rKwM3t7eKC0thZeXl6PLMTm2ezuqflgCAIh8fouDqyEiIupY2vr3m0MhREREpFgMMnbC+8gQERHZHoMMERERKRaDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoOMnQiJF2ATERHZGoOMnUid6wbKREREHQKDDBERESkWgwwREREpFoMMERERKRaDDBERESkWgwwREREpFoOMnfDyayIiIttjkCEiIiLFYpAhIiIixWKQISIiIsVikCEiIiLFYpAhIiIixWKQISIiIsVikCEiIiLFYpAhIiIixWKQISIiIsVikCEiIiLFYpAhIiIixWKQsRM+aYmIiMj2GGTsRDi6ACIiok6IQYaIiIgUi0HGbnhyiYiIyNYYZIiIiEixGGSIiIhIsRhkZHLgp83IeP9vqKvVO7oUIiKiTotBRiaGjLfgmpeJwz9vdnQpREREnZZdgsyKFSsQFhYGrVaLmJgYZGZmNtl248aNiIqKgo+PD9zd3REZGYkPPvjAHmXKor6mHAAgca4vERGRzckeZDZs2ICEhAQkJSVhz549GDp0KOLi4lBYWGixvZ+fH1544QVkZGRg//79iI+PR3x8PLZs2SJ3qURERKQwsgeZ119/HXPmzEF8fDwGDRqElStXws3NDWvWrLHYfvz48Zg8eTKuueYa9O3bF0899RQiIiLw888/y10qERERKYysQaa2tha7d+9GbGzs5QOqVIiNjUVGRkaL2wshkJaWhuzsbIwdO9ZiG71ej7KyMrMXERERdQ2yBpmioiIYDAbodDqz5TqdDvn5+U1uV1paCg8PD2g0Gtx+++148803MWHCBIttk5OT4e3tbXqFhITYtA9ERETUcXXIq5Y8PT2RlZWFXbt24eWXX0ZCQgLS09Mttl2wYAFKS0tNr9OnT9u3WCIiInIYJzl37u/vD7VajYKCArPlBQUFCAwMbHI7lUqFfv36AQAiIyNx5MgRJCcnY/z48Y3auri4wMXFxaZ1ExERkTLIOiKj0WgwYsQIpKWlmZYZjUakpaVh1KhRVu/HaDRCr+eN5YiIiMicrCMyAJCQkICZM2ciKioK0dHRSElJQWVlJeLj4wEAM2bMQHBwMJKTkwE0zHmJiopC3759odfr8d133+GDDz7A22+/LXepspL40EgiIiKbkz3ITJ06FefPn0diYiLy8/MRGRmJ1NRU0wTg3NxcqFSXB4YqKyvx2GOP4cyZM3B1dUV4eDg+/PBDTJ06Ve5SiYiISGEkIYRwdBG2VFZWBm9vb5SWlsLLy8thdWS9GgcAMAyZghG3zcZve/+Dyq2vAAAin9+Cqtp65BZXYaDOExJv+0tERF1cW/9+d8irlrqCV747gtdSs5F+7LyjSyEiIlIsBhkHySupAQBknihutK623ojXthzFdwfy7F0WERGRojDIdEC/5BThaF45vth9xtGlEBERdWgMMrJr/a+4ztCppi0RERHJhkGGiIiIFItBxm54ZRIREZGtMcjYCWMMERGR7THIEBERkWIxyHRAnewehURERLJhkCEiIiLFYpBxsDMXq3G+3PzJ3nxkARERkXUYZBysSl+P+V/sd3QZREREisQgQ0RERIrFICMzniUiIiKSD4MMERERKRaDTAfEy6+JiIiswyBDREREiuXk6AK6MkkYcN/FVShV+wIYeXk5J9YQERFZhUHGgYLqTkNXdwa6ujOOLoWIiEiReGrJToSFURYJnAtDRETUHgwydiJxAi8REZHNMcgQERGRYjHIOEBLl1fz8msiIiLrcLJvB1JTZ8DOE8Uora5zdClERESKwCDTgXz662n8J/u8o8sgIiJSDJ5a6kCyTpc4ugQiIiJF4YiMnVx9+XVk1Q6MKf/eQdUQERF1DhyRkVsTd+lliCEiImo/Bhm5teIKJAl8NAEREVFrMMgQERGRYjHIEBERkWIxyNgJTxoRERHZHoOM3JqY7EtERETtxyBDREREisUgYyd8ehIREZHt2SXIrFixAmFhYdBqtYiJiUFmZmaTbVetWoUxY8bA19cXvr6+iI2NbbZ9Z8KzUERERK0je5DZsGEDEhISkJSUhD179mDo0KGIi4tDYWGhxfbp6el44IEHsH37dmRkZCAkJAS33HILzp49K3epREREpDCyB5nXX38dc+bMQXx8PAYNGoSVK1fCzc0Na9assdj+o48+wmOPPYbIyEiEh4fj3XffhdFoRFpamtylykJqwzCLJIwYX/YVBtTsk6EiIiKizkPWIFNbW4vdu3cjNjb28gFVKsTGxiIjI8OqfVRVVaGurg5+fn4W1+v1epSVlZm9OhLRijv7XtJffxBDqjMRV/qZDBURERF1HrIGmaKiIhgMBuh0OrPlOp0O+fn5Vu3j+eefR48ePczC0JWSk5Ph7e1teoWEhLS7brkJY/PhxtVYYadKiIiIlK1DX7W0ZMkSrF+/Hl9++SW0Wq3FNgsWLEBpaanpdfr0aTtXaR3O4yUiIrI9Jzl37u/vD7VajYKCArPlBQUFCAwMbHbbZcuWYcmSJfjhhx8QERHRZDsXFxe4uLjYpF45tGWODBEREVlH1hEZjUaDESNGmE3UvTRxd9SoUU1ut3TpUrz00ktITU1FVFSUnCUSERGRgsk6IgMACQkJmDlzJqKiohAdHY2UlBRUVlYiPj4eADBjxgwEBwcjOTkZAPDqq68iMTERH3/8McLCwkxzaTw8PODh4SF3uURERKQgsgeZqVOn4vz580hMTER+fj4iIyORmppqmgCcm5sLlerywNDbb7+N2tpa3HvvvWb7SUpKwsKFC+Uul4iIiBRE9iADAI8//jgef/xxi+vS09PN3p88eVL+goiIiKhT6NBXLXUGgr9iIiIi2fCvrL1ccfVSU3eR4fVNRERErcMgQ0RERIrFICMzCcaGH9rwqAIiIiJqHoMMERERKRaDjMw42ZeIiEg+/CvbQVz5lGypyenAREREdCUGGYdgUCEiIrIFu9wQj2B2+XVTfOoLcXPxBtRKlp/0TUREROYYZBxANHEF0/jzH8O97pydqyEiIlIunlrqKISAi7HS0VUQEREpCoMMERERKRaDTIfChxQQERG1BoMMERERKRaDjCNYmOzLJxgQERG1HoOM3fC0ERERka0xyHQgoomw8+XeM0jPLrRzNURERB0f7yPTgViKMaeLq/DNvjwAwPiBAfYtiIiIqIPjiIzdND8JRkBYbFFdZ5CnHCIiok6AQUZm0u+PJrDiCQUWcRIwERFR0xhkiIiISLEYZByg/vxvFpfzuiYiIqLWYZCxEyEux5SjHzzdeL3RaM9yiIiIOgUGGSIiIlIsBpmOxMK5pX9uO2b/OoiIiBSCQabDEBav0K4z8JQTERFRU3hDvA6kqTv7Ohv1MEpqO1dDRETU8THI2Ik195Gx1MbZqMefz7+EGpUbgC9tXhcREZGS8dRSB9e9vuHxBFpjVbPtLlTokXO+wh4lERERdRgMMh2c1MKjDS557vP9eOXbIzhXUi1zRURERB0Hg4zdNH9uSaDpOTKtcfJCZbv3QUREpBQMMgpzNL8Mh86VNt2Az2YiIqIuhEHGbtqWMEZV/GD62WAUeC01G69vPYYKfb1pec0VT8hmjiEioq6EQaajaOIx10F1p0w/G69oU1ZdZ/p57kd75KuLiIioA2OQ6SCayDFmrpxBwxvlERER2SnIrFixAmFhYdBqtYiJiUFmZmaTbQ8dOoR77rkHYWFhkCQJKSkp9ijR4eoMRrNTRERERNQy2YPMhg0bkJCQgKSkJOzZswdDhw5FXFwcCgsLLbavqqpCnz59sGTJEgQGBspdXofx2e7TLba5ctDGKID/HDuPMxebv78MERFRZyb7nX1ff/11zJkzB/Hx8QCAlStX4ttvv8WaNWswf/78Ru1HjhyJkSNHAoDF9crV/KXVe3Ivom8r9vb3bw63rxwiIqJOQNYRmdraWuzevRuxsbGXD6hSITY2FhkZGTY5hl6vR1lZmdlLiYQ1k2Ss2o9NdkNERKQIsgaZoqIiGAwG6HQ6s+U6nQ75+fk2OUZycjK8vb1Nr5CQEJvs1xFauiGeNSFF8AJsIiLqQhR/1dKCBQtQWlpqep0+3fJck47I3VAOL8NFR5dBRESkKLLOkfH394darUZBQYHZ8oKCAptN5HVxcYGLi4tN9uVIN1/81NElEBERKY6sIzIajQYjRoxAWlqaaZnRaERaWhpGjRol56EVx6/ONqfaiIiIuhLZr1pKSEjAzJkzERUVhejoaKSkpKCystJ0FdOMGTMQHByM5ORkAA0ThA8fPmz6+ezZs8jKyoKHhwf69esnd7lERESkILIHmalTp+L8+fNITExEfn4+IiMjkZqaapoAnJubC5Xq8sDQuXPnMGzYMNP7ZcuWYdmyZRg3bhzS09PlLpeIiIgURPYgAwCPP/44Hn/8cYvrrg4nYWFhNrsUuSvir46IiLoSxV+11Hm0nEB4aTUREZE5BpkOovk7yBAREZElDDIykyT7/oo5ZkNERF0Jg0xHYaMEcuBMiW12REREpAAMMh2GFXNkrAg7e3NLUFSht0E9REREHR+DTCdUXFnr6BKIiIjsgkHGbpqfziu19tySEOhXcwDe9RfaURMREZGyMch0EK2dItNffxC3lm7AjAv/lKUeIiIiJWCQUagetSebXMdLuYmIqKtgkOkgWn1qiYiIiBhk7Md2QSWo9hQiqnfabH9ERERKxSDTYVgfdO69uKpdRyqpqsXuU8UwGjkKREREysYgIzepYcaKkFq6aqllTd1HJrb0C0y6+J7FBqcuVGLR14dw6FypadkLXx7EW9tz8J9j503LCstrUF1rsKIKIiKijoNBphO4pmYvQmpzEFB/rtG6lB9+Q+6FKry+9ZhpWU1dQ2A5cLYh3BSW1WDBFwfw9IYsu9RLRERkKwwyHYUVZ3nKa+qs2smhc2UAgEp9Pcqqm97m0gDO4byG9nUGY8tFEBERdSAMMnYitRhUWk4yb6XnWHWsr/c1jMx8vDPXqvZERERKxSAjs+qzB2y2r9PFVS20kMzmyRzJL2vX8WrrOUJDREQdG4OMzFzzdwMAqmrr27+zFp4aObF0Ax4ofguSMGBz1lmUVjV/Kkr8PgokWZiIvPO3c1j27vv46RBHdYiIqONycnQBnVGtvqbRsv8cO48bZD6ut6EYABBUdxpfZalbbG/KRUJgbPm3qFR5wlgXAZWzC05+9wZuq8nCyW17gMH/krFqIiKituOIjAzKS4oaLasz2O+eLaKVDynwKtqLoVUZGF2xFVnvPAIAGFiTBQAI02fbujwiIiKb4YiMvYj2zzfxr8/DmIrUNm9/oUKPbh4ujZY715fj0okvVUVem/dPRERkbxyRsZP+lbvbvY97Lq5Gz9r/tXn75z7fj/qrLrGuqTNg26GC9pZGRETkEAwydhKgP9XufWiEvt37qLniSiQB4L//u9DiXYcBQAiB7UcLkZ1f3u4aiIiIbIVBxk5aN2vFdqIrtmNq8dtwMtY2XinE7xN+zaurrmkcmI7ml+PD/57C0tSj8hRKRETUBgwynZiTsRYxlWkIqDuLa2t2AQA27jljWi8AbD2c32i7H95+2ux9yYk9yP/yRejqzkAl+DwmIiLqODjZt5NSi3o8en6x6f2Y8u/RqzYHXx2dbnqQJQAUlunhf9WITEit+R2ET366AL4ApiAbZWpfAOvlLJ2IiMhqHJGRgbBw4zr7XXzdwMtwsdGyUP0xuIjL97g5/PszmVpTm5fhInYcL0JhWeN75RAREdkbg4wM9FUVjZZZCjfysv54rZ2/U7t5HtZ/+E4rtyIiIrI9BhkZnN23rdEyez5Z2sdQhKC601a11RircXPZl63av2/9eYwt/7bZNkIIHDpXirIWn9hNRETUdpwjYyduxsajNHKJbSGYSMIId2M5KtTeGFizX5Yafj11ESvTc+CqUWP5g8NNy/X1BmzaexYjQn3RL8BTlmMTEVHXwSAjA8nCaaSOcrXPg8XL4WEoBQBs8pnV6scZXE1fb8CWQwUYFuKDED830/Ks3BIAQHWtAfp6A04WVaFvd3d8uz8PWw8VYOuhAqyYNhxa55afCUVERNQUnlqSQ26Goyto0qUQAwBDq/8LIbXvX4HNe8/hqz25WPjVIbPlxivC3GMf7sHS1KP4fPcZ5JVeniT8xRWXgreWEMIB846IiKijYZCRgbO+8RVDHZEE0a4Rme/2n0NNxio8XpjU6NEJvxU2PpW27XABVFdc+n28sAKrfz6BbYcbHpHw3/9dwNH8MquO/dGXm7Hmww8aPXKBiIi6FgaZLkwSxnYFmdM/fYiI6p0AgMkX15iNkASf/xlPFLyI3vojZtscOnd5RCj3QhV+OV6E9Zm5OFdSjVU//Q+vpbb8tG0hBK797W2MOPcRfjtxAvkl1W3uAxERKRuDTBcmAe0KMjGVaWbv//XDb6ipM6CmzoAby78CAPyh5KPLx5Ma5sxY8t0B86du1xuMOFFUafH0kdF4eVnFxnnIfvePKCwuaWs3iIhIwewSZFasWIGwsDBotVrExMQgMzOz2fafffYZwsPDodVqMWTIEHz33Xf2KFM2wtgxT39IsG1d4/Y8gf3/vBvJ731ucf3gykz8oeRDqEV9o3UZORdMPxuMAo98sBt//+Ywvj9o/ggFo1Ggru7yc6OcRS28DcXI2/cDdqZ+hIw9+/Du8lewef0qbF37Eiqqqqyqvaq2HqVVvFSciEhpZL9qacOGDUhISMDKlSsRExODlJQUxMXFITs7GwEBAY3a//LLL3jggQeQnJyMP/zhD/j4448xadIk7NmzB9dee63c5cpi38/N33PFUSQZ7jesETWYfHGN2bLA2lzUqVxMozSPFS7EPrdRcDVWYLfbGBQ5BZk9NuHh9381/fzF7jO4bUgQgIYQ87fNB1F88SIeueq4InMVXH7/OQoAKht+Pv7mzygfk4jsE6cgXLxw85gbENbdGyqV+UjUc5/vR3WtAZOHByOsmzu0ziqoVSr09nc3jQqVVdfD28251b8To8GIsycOITB0IJycnCFZ8bRxIiKyjiRkvvQjJiYGI0eOxPLlywEARqMRISEheOKJJzB//vxG7adOnYrKykp88803pmXXXXcdIiMjsXLlyhaPV1ZWBm9vb5SWlsLLy8t2HbHS/vQvYNzJu962Vo3KDVpjFbZ63Qu9Sgtvw0XUS874nyYcNSo3+BiKIKBCibobbiz/CtdW72rzsQqce8Jr7FxovLuj8FQ2XP174YO9JZfDlBBQox4GyRlPTxiAf247Ztp23MDu0HlpMaa/P1yd1VaFkp1fLofLsa8BAGVqX/iOmoFeg6Lh5dMNe7Z+hPr9X8Bp+APoGzkelZUV6NEzDJKq6cHS2noj/u+38wj2dUWwjys8tc6N1jurJQYmIlKUtv79ljXI1NbWws3NDZ9//jkmTZpkWj5z5kyUlJRg8+bNjbbp1asXEhISMG/ePNOypKQkbNq0Cfv27WvxmHIFmbKSC8j+zwZAGCGEEZIQEMLYcNpIGAEICEM9tLn/sdkxqePa43YDhKSCh6EUA2su/3v5q/s4qEU9BFRwNVagm58fAs6lNbMn65SrfXDCJRwjPS6g8vwpHNUOhY/hArrVFyBX0w/lah9cmvGkEgaoYESd1Hj0qH+AJ5zUEpxUEgQkGAWgUqkASQVIEoQQcD26sdF2RtduqPfrD83Z/5otrwm7GZLGDUKIhlOGaidc+i+KJDXcIyi7oBw1dZfnRvX2d4fGSQVntQpFFXrkl9YgzN8d3q6X6xXi0ojh7y9xeQRRCOPvV9wBKqMB+N92qEU9ap29IHoMg0rrAwAwCIF6oxHOahWk3+eCiStHIYXZPy7/rmvqoK83orunC1SQmn+Gh43/69kw/f73aplDqQNzcvXCsFsesuk+2/r3W9ZTS0VFRTAYDNDpdGbLdTodjh49anGb/Px8i+3z8/Mtttfr9dDr9ab3ZWXWXb7bWjWVZXA+2jh4Udc0vOpni8ujKq8KsudsczxPQwkiqv4LfVXDl/bKEakrg1SLTrTt+KrqC9CcvdBoufZkyyGt0Qnhyss/9vz9deWyttLUlQGnLv/+W38SsIG2/aUQdXp6Nx1g4yDTVoq/s29ycjIWLVok+3G07l7Q97kFkkoFSVJBSBIkqeH/ZCVJBahUEIZ6hp0uIlsbiWqVG/zqz6NX7W+m5fvcroMRaqhghLehGDpXA9xKjrf7f9wLnYNRpfLASJdTqKiuwwH1NdAaq9Cz9n+oVrnjmHYIGsYsJEgwQvw+j//qewX5uDnDz10DrZMKZdUNk6Z9XZ0a5gH9PrLodGK7xRr83DUorqw1W1YTcgPUWo/fj6oGrpzI/fvQzJG8y/9zoVI1jDb08nOHm0aN3ItVKK+ug5vGCaHd3NCIJJn6demtgNQwggTAIAC33xpO21V794XkEwKVkwaXxm/OXKxCoJcWzmqVaXvJwlDHlWfh8stqUFNnQA8fV6ilyzPJ7DFAIkkNvzZhp+MRtZWTm7ejSzCRNcj4+/tDrVajoKDAbHlBQQECAwMtbhMYGNiq9gsWLEBCQoLpfVlZGUJCQtpZeWNePt0Qc99fWmy3z9MPYtd7Nj++rX3uOwdeva5FxOFlCLTyAZMtueCkg1P/m7Cz2B23FLwLANjvGoP9bjG4qO4OAHh8TDD+e7oaQ3v5YN0vJ1FvEHgmbiDqDQJ7T1/EoCAvjAj1hb7eCCeVBLWq8VwPUV+Lwm//Dk33Ptiz91eERIzHgDH3QhgbBua/fzcRPiGDMHj0rfBw94STU8uPQRBCoNZghMEooFZJcGlhm8hWLre1gVe9H2XTvTeeu3ZJrzbsLbqZdVFt2F9jjze5JsYm+yeijswuk32jo6Px5ptvAmiY7NurVy88/vjjTU72raqqwtdff21aNnr0aERERChisi8AZL0aZ/a+fuSf4bSr5drlVKLuhjSvybjn4rvY53YdfvL8AxbeORj//vw73HtxVav3d845FDc8uhz/+joDxoun4RtyDZ64bcTl9SXV+NumgxgQ6Il+3T3w3YE8JN4xCKHd3G3ZLSIi6iQ65BwZAEhISMDMmTMRFRWF6OhopKSkoLKyEvHx8QCAGTNmIDg4GMnJyQCAp556CuPGjcM//vEP3H777Vi/fj1+/fVXvPOOcq8EGnrDbThkhyCz1ete5GgH4f7it+BbX4S3ApLwWGHDabcMj1ic04ThTd3fAQD/mDIUPm4aqHTh+FD1FB668Eaj/VWr3HEu5m/4tcgJPi4CHid/wAXPgZh80w0YH+AON40TXpwyDkKIRqMmPXxcsWLacLg4qSBJEu4Z0VP2/hMRUdcje5CZOnUqzp8/j8TEROTn5yMyMhKpqammCb25ubkNV038bvTo0fj444/x4osv4q9//Sv69++PTZs2KfYeMgDgrHFpuZEVCp2DEVB3tsn1uS79UC9p8GG3eaZla/yfg399Hpx7DkfSdWFY9PUhhPi5wcdNAwB4bmI4nvqkGlUqD7gZG56PtHvUckwfEQCNe8M50Ht+31d+6QB089CY5htc0tRlvnyyNRERyU32U0v21hFPLUU+v6XRspb8u/uLeOT8382WrfP/C3rW/g83l31ptvytgKSGy09VrqZlq2eNxN+/OYwTRQ2Xgyy8czBC/NxQXWuA1lnVKHwcy/gWVT/9CwBw7TPfw0nNp1cQEZH9tPXvN/9aOUCupl+LbXx9fRotq5Occdh1BP7d/UWz5QbJ2SzELLxzMADg4XF9TMtcnBo+aleN5Zu4BYRfnhbJEENERErBv1gy0Lvpml1f5x7U4j5ennQtPvF7DN97399oXa1Ki+2edza5bYhfw2WsAZ5aTB4ejNsjghDg1fzdMXx8/dFtypvoMWtNs+2IiIg6EsXfR6YjEurmQ0NPX1fgYvP7kCQJD906HkVF54Et6wEAc8b1w7/+r+HGgAfdolEvOaPYyfx5VX26m18V9IeIHlbXHdJ7gNVtiYiIOgKOyMjAa9jkZtfrNX5W7WdIT28MG9ALh1xH4KDrSKi15ucMj7oOQ6FzsOn9nZE98PQEhhEiIuo6OCIjA2dXD9Q2s/6Cz7WwdhqTu4sTfvRqCEbXNXMVkK+7BndFBje5noiIqDNikHGAluarXMlZrcI/pgwFAJRU1ZmW99N54HhBw+XSy+4bCh+3tj5ZhoiISLkYZOzkoOtI04P+Bui80PTdYBq7dM+XK4PMyFA/9PR1Q/8AD/i6a2xZKhERkWIwyMjA0uXNNSoLD8RrQrnap4n9Xv5ZpQKmXxfa2tKIiIg6FU72lYF398a34w/2uXyfl5aearvRd7bF5aorkoylJ/gSERF1NQwyMuima/z0bX/P5h9TsMV7Cgqdg7HFewrK1L4W2/T0dbW4nIiIqKviqSWZ6d2tu4+Lk1cgNmgfbbZNU880IiIi6qo4IiMD88BhIXxYCCS3Du/TuB0RERE1i0FGdg3P5JTQ/LM5/Xv0tmpvl548fU2QYx6ISURE1JHw1JIDWIo0AV5aPBM3EO/+3wnMHN301Uj/nBqJ8pq6Vt2LhoiIqLNikJFdw2kkceUppibmulwT5GW6+V1TXDVquGqavsMvERFRV8JTS7JrGH8RqsuZUbj5O6oYIiKiToVBRgaSqvGvVYiWR2SIiIiodRhkZNc4tEiQcNGpuwNqISIi6lwYZOzlqgGZL3xn44yGl1wTERG1B4OMnaivON3UzV2DapUHvvZ+CGVqXxxyHeHAyoiIiJSLVy05wKUb5tWrNFjXLQGQJExzcE1ERERKxBEZR5MkLLgt3NFVEBERKRKDjIN5uzqjX4Cno8sgIiJSJAYZB7n0iIFxA3n1EhERUVtxjoydXH3rmCdu7oeTRVXoH+DhmIKIiIg6AQYZuzFPMi5OagwM5CklIiKi9uCpJSIiIlIsBhmZGd0b5sBc6B4NADirCXNgNURERJ0LTy3JTHJpmANT6+KHld3/hjpJg9sdXBMREVFnwSBjR3UqF0eXQERE1Knw1BIREREpFoOMnUgWnoJNRERE7cMgIzOVxt3RJRAREXVaDDIycRr9GKr9wjHolngAQLCvq4MrIiIi6nwkIYRwdBG2VFZWBm9vb5SWlsLLy8vR5ZgIIfDz8SKE+LohzJ+jNERERFdq699vXrVkJ5IkYUx/PleJiIjIlmQ7tVRcXIxp06bBy8sLPj4+mD17NioqKprd5p133sH48ePh5eUFSZJQUlIiV3lERETUCcgWZKZNm4ZDhw5h27Zt+Oabb/DTTz/h4YcfbnabqqoqTJw4EX/961/lKouIiIg6EVnmyBw5cgSDBg3Crl27EBUVBQBITU3FbbfdhjNnzqBHjx7Nbp+eno4bb7wRFy9ehI+PT6uO3VHnyBAREVHTOtQcmYyMDPj4+JhCDADExsZCpVJh586dmDx5ss2OpdfrodfrTe9LS0sBNPxCiIiISBku/d1u7fiKLEEmPz8fAQEB5gdycoKfnx/y8/Nteqzk5GQsWrSo0fKQkBCbHoeIiIjkV15eDm9vb6vbtyrIzJ8/H6+++mqzbY4cOdKaXbbbggULkJCQYHpvNBpRXFyMbt26QZJsezfdsrIyhISE4PTp0536tFVX6GdX6CPQNfrZFfoIsJ+dSVfoI9D6fgohUF5e3uL0k6u1Ksj85S9/waxZs5pt06dPHwQGBqKwsNBseX19PYqLixEYGNiqAlvi4uICFxfzhzG2dl5Na3l5eXXqf/ku6Qr97Ap9BLpGP7tCHwH2szPpCn0EWtfP1ozEXNKqINO9e3d0797yvVBGjRqFkpIS7N69GyNGjAAA/PjjjzAajYiJiWl1kURERESWyHL59TXXXIOJEydizpw5yMzMxI4dO/D444/j/vvvNw0ZnT17FuHh4cjMzDRtl5+fj6ysLBw/fhwAcODAAWRlZaG4uFiOMomIiEjhZLuPzEcffYTw8HDcfPPNuO2223DDDTfgnXfeMa2vq6tDdnY2qqqqTMtWrlyJYcOGYc6cOQCAsWPHYtiwYfjqq6/kKrNVXFxckJSU1OhUVmfTFfrZFfoIdI1+doU+AuxnZ9IV+gjYr5+d7llLRERE1HXw6ddERESkWAwyREREpFgMMkRERKRYDDJERESkWF06yKxYsQJhYWHQarWIiYkxuxTcks8++wzh4eHQarUYMmQIvvvuO7P1QggkJiYiKCgIrq6uiI2NxW+//SZnF6xi637OmjULkiSZvSZOnChnF6zSmn4eOnQI99xzD8LCwiBJElJSUtq9T3uwdR8XLlzY6LMMDw+XsQfWaU0/V61ahTFjxsDX1xe+vr6IjY1t1L4zfDet6WdH/G62po8bN25EVFQUfHx84O7ujsjISHzwwQdmbTrDZ2lNP5X+WV5p/fr1kCQJkyZNMltus89SdFHr168XGo1GrFmzRhw6dEjMmTNH+Pj4iIKCAovtd+zYIdRqtVi6dKk4fPiwePHFF4Wzs7M4cOCAqc2SJUuEt7e32LRpk9i3b5+48847Re/evUV1dbW9utWIHP2cOXOmmDhxosjLyzO9iouL7dUli1rbz8zMTPHMM8+ITz75RAQGBop//vOf7d6n3OToY1JSkhg8eLDZZ3n+/HmZe9K81vbzwQcfFCtWrBB79+4VR44cEbNmzRLe3t7izJkzpjad4btpTT872neztX3cvn272Lhxozh8+LA4fvy4SElJEWq1WqSmppradIbP0pp+Kv2zvOTEiRMiODhYjBkzRtx1111m62z1WXbZIBMdHS3mzp1rem8wGESPHj1EcnKyxfZTpkwRt99+u9mymJgY8cgjjwghhDAajSIwMFC89tprpvUlJSXCxcVFfPLJJzL0wDq27qcQDV+wq/+FdLTW9vNKoaGhFv/It2efcpCjj0lJSWLo0KE2rLL92vt7r6+vF56enmLdunVCiM7z3bza1f0UouN9N23xHRo2bJh48cUXhRCd97MUwryfQnSOz7K+vl6MHj1avPvuu436Y8vPskueWqqtrcXu3bsRGxtrWqZSqRAbG4uMjAyL22RkZJi1B4C4uDhT+xMnTiA/P9+sjbe3N2JiYprcp9zk6Ocl6enpCAgIwMCBA/Hoo4/iwoULtu+AldrST0fssz3krOe3335Djx490KdPH0ybNg25ubntLbfNbNHPqqoq1NXVwc/PD0Dn+W5e7ep+XtJRvpvt7aMQAmlpacjOzsbYsWMBdM7P0lI/L1H6Z7l48WIEBARg9uzZjdbZ8rNs1bOWOouioiIYDAbodDqz5TqdDkePHrW4TX5+vsX2+fn5pvWXljXVxt7k6CcATJw4EXfffTd69+6NnJwc/PWvf8Wtt96KjIwMqNVq23ekBW3ppyP22R5y1RMTE4O1a9di4MCByMvLw6JFizBmzBgcPHgQnp6e7S271WzRz+effx49evQw/Qeys3w3r3Z1P4GO9d1sax9LS0sRHBwMvV4PtVqNt956CxMmTADQuT7L5voJKP+z/Pnnn7F69WpkZWVZXG/Lz7JLBhlqn/vvv9/085AhQxAREYG+ffsiPT0dN998swMro9a69dZbTT9HREQgJiYGoaGh+PTTTy3+X1RHt2TJEqxfvx7p6enQarWOLkc2TfWzM3w3PT09kZWVhYqKCqSlpSEhIQF9+vTB+PHjHV2aTbXUTyV/luXl5Zg+fTpWrVoFf39/2Y/XJU8t+fv7Q61Wo6CgwGx5QUEBAgMDLW4TGBjYbPtL/2zNPuUmRz8t6dOnD/z9/U0P+7S3tvTTEftsD3vV4+PjgwEDBijys1y2bBmWLFmCrVu3IiIiwrS8s3w3L2mqn5Y48rvZ1j6qVCr069cPkZGR+Mtf/oJ7770XycnJADrXZ9lcPy1R0meZk5ODkydP4o477oCTkxOcnJzw/vvv46uvvoKTkxNycnJs+ll2ySCj0WgwYsQIpKWlmZYZjUakpaVh1KhRFrcZNWqUWXsA2LZtm6l97969ERgYaNamrKwMO3fubHKfcpOjn5acOXMGFy5cQFBQkG0Kb6W29NMR+2wPe9VTUVGBnJwcxX2WS5cuxUsvvYTU1FRERUWZress302g+X5a4sjvpq3+nTUajdDr9QA612d5tSv7aYmSPsvw8HAcOHAAWVlZptedd96JG2+8EVlZWQgJCbHtZ9mqqcGdyPr164WLi4tYu3atOHz4sHj44YeFj4+PyM/PF0IIMX36dDF//nxT+x07dggnJyexbNkyceTIEZGUlGTx8msfHx+xefNmsX//fnHXXXd1iMsCbdnP8vJy8cwzz4iMjAxx4sQJ8cMPP4jhw4eL/v37i5qaGof0UYjW91Ov14u9e/eKvXv3iqCgIPHMM8+IvXv3it9++83qfdqbHH38y1/+ItLT08WJEyfEjh07RGxsrPD39xeFhYV2798lre3nkiVLhEajEZ9//rnZparl5eVmbZT+3Wypnx3xu9naPr7yyiti69atIicnRxw+fFgsW7ZMODk5iVWrVpnadIbPsqV+dobP8mqWrsKy1WfZZYOMEEK8+eabolevXkKj0Yjo6Gjx3//+17Ru3LhxYubMmWbtP/30UzFgwACh0WjE4MGDxbfffmu23mg0ir/97W9Cp9MJFxcXcfPNN4vs7Gx7dKVZtuxnVVWVuOWWW0T37t2Fs7OzCA0NFXPmzHHYH/crtaafJ06cEAAavcaNG2f1Ph3B1n2cOnWqCAoKEhqNRgQHB4upU6eK48eP27FHlrWmn6GhoRb7mZSUZGrTGb6bLfWzo343W9PHF154QfTr109otVrh6+srRo0aJdavX2+2v87wWbbUz87wWV7NUpCx1WcpCSFE68ZwiIiIiDqGLjlHhoiIiDoHBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIiIiUiwGGSIiIlIsBhkiIiJSLAYZIpLdrFmzMGnSJLsfd+3atZAkCZIkYd68eVZtM2vWLNM2mzZtkrU+Imo/J0cXQETKJklSs+uTkpLwxhtvwFE3Effy8kJ2djbc3d2tav/GG29gyZIlDntwJhG1DoMMEbVLXl6e6ecNGzYgMTER2dnZpmUeHh7w8PBwRGkAGoJWYGCg1e29vb3h7e0tY0VEZEs8tURE7RIYGGh6eXt7m4LDpZeHh0ejU0vjx4/HE088gXnz5sHX1xc6nQ6rVq1CZWUl4uPj4enpiX79+uH77783O9bBgwdx6623wsPDAzqdDtOnT0dRUVGra37rrbfQv39/aLVa6HQ63Hvvve39NRCRgzDIEJFDrFu3Dv7+/sjMzMQTTzyBRx99FPfddx9Gjx6NPXv24JZbbsH06dNRVVUFACgpKcFNN92EYcOG4ddff0VqaioKCgowZcqUVh33119/xZNPPonFixcjOzsbqampGDt2rBxdJCI74KklInKIoUOH4sUXXwQALFiwAEuWLIG/vz/mzJkDAEhMTMTbb7+N/fv347rrrsPy5csxbNgwvPLKK6Z9rFmzBiEhITh27BgGDBhg1XFzc3Ph7u6OP/zhD/D09ERoaCiGDRtm+w4SkV1wRIaIHCIiIsL0s1qtRrdu3TBkyBDTMp1OBwAoLCwEAOzbtw/bt283zbnx8PBAeHg4ACAnJ8fq406YMAGhoaHo06cPpk+fjo8++sg06kNEysMgQ0QO4ezsbPZekiSzZZeuhjIajQCAiooK3HHHHcjKyjJ7/fbbb606NeTp6Yk9e/bgk08+QVBQEBITEzF06FCUlJS0v1NEZHc8tUREijB8+HB88cUXCAsLg5NT+/7T5eTkhNjYWMTGxiIpKQk+Pj748ccfcffdd9uoWiKyF47IEJEizJ07F8XFxXjggQewa9cu5OTkYMuWLYiPj4fBYLB6P9988w3+9a9/ISsrC6dOncL7778Po9GIgQMHylg9EcmFQYaIFKFHjx7YsWMHDAYDbrnlFgwZMgTz5s2Dj48PVCrr/1Pm4+ODjRs34qabbsI111yDlStX4pNPPsHgwYNlrJ6I5CIJR91uk4hIZmvXrsW8efPaNP9FkiR8+eWXDnm0AhFZjyMyRNSplZaWwsPDA88//7xV7f/85z879E7ERNQ6HJEhok6rvLwcBQUFABpOKfn7+7e4TWFhIcrKygAAQUFBVj+jiYgcg0GGiIiIFIunloiIiEixGGSIiIhIsRhkiIiISLEYZIiIiEixGGSIiIhIsRhkiIiISLEYZIiIiEixGGSIiIhIsf4fqh/BpX/kw/UAAAAASUVORK5CYII=\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { @@ -587,7 +628,7 @@ "text/html": [ "\n", " \n", " " @@ -663,10 +704,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, + "execution_count": 11, + "metadata": {}, "outputs": [], "source": [ "source_pattern = DirectivityPattern.HYPERCARDIOID\n", @@ -695,19 +734,77 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAILCAYAAADCNWcdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9d3gsaX3mjd8VOkflnKWTc5bOwMwAA4y92LCO2EtYvLvv7g+8Zlm/ly/v2gNmx8Ze43eNDWZtzBrDMgYDJs3ADMPkGSaeUc7SUc5St0LnCs/vj+oqVbe6pZbUoXTO87kumHOOWl1PV3fXc9c33F+GEEJAoVAoFAqFYiDYQi+AQqFQKBQKJRkqUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA4qUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA4qUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA4qUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA4qUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA4qUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA4qUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA4qUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA4qUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA4qUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA4qUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA4qUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA4qUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA4qUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA4qUCgUCoVCoRgOKlAoFAqFQqEYDipQKBQKhUKhGA6+0AugUI46hBAIggBCCHieB8uyYBim0MuiUCiUIw0VKBTKIZBlGbFYDNFoFJIkgWVZcBwHnue1/zIMQwULhUKh7BOGEEIKvQgK5ahBCIEkSVrkRJIkyLIMQBEthBDMz8/D6XSipKQEPM9rooUKFgqFQtkbGkGhUPYJIQSBQAAjIyM4deoUWJaFJEma8GBZpbTL7/eDZVl4PB4IgqD9nOM4mEwmcBwHjuO0x1MoFAplG3plpFD2gSRJiEajiEajmJubA8uyIIRgY2MD4XA44bFqLQrP85ogYRgGoigiFAohEAhgc3MTgUAAkUgEgiBoURgKhUK526ERFAolAwghEEURoigCgCZMRFFEf38/lpeXIcsyLBYLioqKUFRUBEmSoM+gJkdYCCFagW0sFtOeV58OohEWCoVyt0JrUCiUPZBlOSG6wbIswuEwnnvuOdhsNtjtdpw4cQIMw2Brawt+vx9+vx9bW1swmUwoKyvTRIvZbE57HFWwqDUsqqChgoVCodyNUIFCoaRBFQuqOFFTNoQQjI2NYXx8HG1tbWhqaoIoitpjVHp6emAymcDzPPx+PwKBAOx2uyZWvF7vnoJFFSsqyYJF7RKiUCiUOw2a4qFQUqCmXiRJArBdTxKNRtHb24tAIAAAaGpqSisQWJaF3W5HQ0MDAEAQBKyvr8Pv92NiYgLBYBBOpxNer1cTLCaTSft9taBWvyZVMMViMS1dpAoVfZcQhUKhHHWoQKFQklBFgOprom74a2tr6OnpQVFREa5evYoXXnhBS8WkQo22qKjpnrKyMgBALBbTBMv4+DhCoRBcLleCYOF5PuH5MhEsySkhKlgoFMpRhAoUCiWO6meiT9cwDANZljE2NoapqSmcOHECtbW1EARB+5107CUMzGYzysvLUV5eDgCIRqPw+/1YX1/H6OgoIpHIDsGiFyh6waKuQ28cRwULhUI5ylCBQqEgfUonHA6ju7sboijixo0bcLlcALbFx14lXPsp8bJYLKisrERlZSUAIBKJaAW3w8PDiEajcLvdmljxeDyaQFHXs5tgiUajCIVCqKyspIKFQqEYHipQKHc9qiOsPmoCAIuLi+jr60NVVRVOnDixI3oBIKHbJpnkFM9+sVqtqKqqQlVVFQAgHA5rgmVhYQGxWAwejydBsKhFuqkEi9/vx+TkJIqKinZta6aChUKhGAEqUCh3Lam8TRiGgSRJGBoawsLCAs6cOaNFNPRksolne6O32Wyw2Wyorq4GISRBsMzNzUEURU2wFBUVweVyJQgW9X8mk0lraSaEIBqNJggWvcstFSwUCqVQUIFCuStJ9jZRN++trS10d3eD53l0dHTAbren/H11097L+TVXXfwMw8But8Nut6OmpgaEEIRCIU2wzMzMQJblBMGiChL19/VRFr1giUQi2mNUwaJGWOikZgqFki+oQKHcVeg7X/TpGUIIZmZmMDQ0hIaGBrS2tu5qiJZpBCVfNkMMw8DhcMDhcKC2thaEEASDQU2wTE1NQZZlMAyD6elpFBUVwel0aq+DChYKhWI0qECh3DUkF8Kqm7IgCOjv74ff78elS5dQUlKy53NlUiRbyI2bYRg4nU44nU7U1dVpAmx6elrzYWEYRusQKioqgsPh2LdgSfZgoYKFQqFkCypQKHcF6bxN1tfX0d3dDYfDgY6ODlgsloyfUx8hSbcpG8WoWU0Jmc1mnD9/HrIsIxAIwO/3Y21tDePj4+A4LkGw2O32PQWLLMuaYGFZdkfRLRUsFArloFCBQrmjSedtQgjBxMQExsfH0draisbGxgNtpKoASSVE8pni2S8sy8LtdsPtdqOhoQGyLGNzcxN+vx8rKysYGxsDz/Nah1BRURFsNtuegkWSJG3icyofFipYKBRKplCBQrlj2c2uvqenB6FQCNeuXYPH4znQ8+8lQIwoUNKth2VZeL1eeL1eAErrtSpYlpaWMDIyArPZvEOwqKSb1JxKsKhdQuocISpYKBRKKqhAodyRpPM2WVlZQW9vL0pKSnDx4sUEK/n9kokAMZpAyRSO47RUD6Ccz42NDc2DZXh4GBaLRXtMUVFRQnpsN8EiimLCzzmOg9ls1lqaqWChUCgAFSiUOwy9twkhJMGufnR0FNPT0zh58iRqamoOvRHu9ftGjKAcFI7jUFxcjOLiYgCAKIqaYJmZmcHAwABsNluCYNFPak4nWKanp7G+vo7Tp09rRbd6H5bdOqkoFMqdDRUolDsGWZYhiuKOlE4oFEJ3dzdkWUZ7ezucTmdWjncUUzzZgud5lJSUaB1Poihqgw+npqbQ398Pu92uiRWv15tWsKjCRBWXgiBoP6eChUK5e6EChXLkSedtAgALCwvo7+9HdXU1jh8/nmBXf1gyEShGIpfr4XkepaWlKC0tBQAIgqAJlomJCQSDQTidzoTBhyaTSVtXugiLKliA1Lb8VLBQKHcuVKBQjjTJdvXqRieKIgYHB7G8vIyzZ8+ioqIi68c+ijUo+VqPyWRCWVkZysrKAACxWEwTLOPj4wiFQnC5XOA4Tot86euB0gkWQRAQi8W0n1PBQqHcuVCBQjmyqJN6VYdUdXPa2tpCV1cXzGYzOjo6ErpNsslePih3copnv5jNZpSXl6O8vBwAEI1G4ff7MTs7i2AwiBdeeAEulyshwpI8nDFZsKhRMzXCkixY1C4hCoVyNKEChXLkULtBNjY28LOf/QwPPPBAgl398PAwGhsb0dLSkvM76qOU4jESFosFlZWViMVi2NzcRGtrq2bLPzw8jGg0CrfbnTCpOVmw6P+uFyypIiyqaKHvCYVydKAChXKkSPY2UWtOYrEY+vv7sb6+jsuXL2vdJrnkKKZ4jIrVakVVVRWqqqoAIGFS88LCAmKxmDb4UBUsevGZiWBRW5r1RbdUsFAoxoUKFMqRQZ/SUQsmCSHw+Xzo6emBy+XCzZs3E7pFcslRS/EYcTNOd35sNhtsNhuqq6tBCEkQLHNzcxBFMWFSs8vlOpBgSa5hMeI5olDuVqhAoRgeNaWjdukk26W/8cYbOHbsGBoaGvK6wRy1Lh7gaEZ01DlCdrsdNTU1IIQgFAppgmVmZgayLCcIFqfTmVawqOdAFbzpbPmpYKFQCgsVKBRDk86uPhKJoKurCwBw9epVzfE0n2SyeR1FQZBv9isCGIaBw+GAw+FAbW0tCCEIBoOaYJmamgIhJGHwodPpTJgjBCCtYIlEIpicnERjYyOsVisVLBRKgaAChWJY0tnVLy8vo7e3F6WlpVhfX8+a8dp+0UdQ1DbYdD+npCYb54dhGDidTjidTtTV1YEQok1qVn1YGIZJECwOhyOtYBFFEbOzs6irq0M0GkUsFgOQ2oeFChYKJXdQgUIxHMneJnq7+uHhYczOzuL06dOoqKjAwsJCwUTAUUzx3A0wDAOXywWXy4X6+nrIsqwJlrW1NYyPj4PjuATBYrfbdwgWnudhMpk08UkIQTQaTTv4kE5qplCyCxUoFEOhFjLKsgwAWh1BMBhEd3c3AKCjowMOh0N7jPrffHPUuniMGtHJ9abOsizcbjfcbjcaGhogy7I2qXllZQVjY2PgeV7rEHK73Qnr0jsTq5b86v8ikYj2GFWwqBEWKlgolMNBBQrFEOi7LJJTOnNzcxgYGEBtbS2OHz+uiRb154XcdO/WWTzZohDnh2VZeL1eeL1eAEoqURUsS0tLGBkZAQAMDQ2huLgYRUVFCWZ/mQoWNbJCBQuFcjCoQKEUnHSFsKIoYmBgACsrK7hw4YJmm66ibhRGTvFQgWJ8OI7TUj2A4sHy8ssvw2q1Yn5+HsPDw7BYLAmTmi0Wi/b76QSLLMuaYGFZdkcNCxUsFMruUIFCKShq1ESSpIQL9sbGBrq7u2G1WnHz5k1YrdaUv6/WphQCKkDuTNQIXXNzM1iWhSiK2NjY0FqaBwYGYLPZEiY1ZypYotEoIpEIFSwUSgZQgUIpCKq3iSiKCSkdQgimpqYwOjqK5uZmNDc373rRZlmWRlCOOEbdlPXFsiUlJSgpKQGgdPmogw+npqbQ398Pu92eIFj0ZoF6wQJsd3xJkgRJktIW3Sb/HoVyt0EFCiXvpEvpxGIx9Pb2YmtrC1euXMnI26TQKZ5Uf9b/m5EEihE3OyOdH5W91sTzPEpLS1FaWgoAEARBEywTExMIBoNwOBwJgsVkMmm/n25SsyrY1Z8n17BQwUK526AChZJX0nmbrK2toaenB16vFzdv3ky4oO9GoQXKUWszNqIgMBrqfKdM3z+TyYSysjKtRioWi2mCZXx8HKFQaMekZp7fvvSmEyyiKEIQhLSCJdeDMCmUQkMFCiUv7OZtMj4+jsnJSRw/fhx1dXX72thZljV0DQoVBHtjNCF32PfMbDajvLwc5eXlAIBoNAq/34/19XWMjo4iEonsECzJk5pTCZZQKIQ33ngD7e3tKQcfUsFCudOgAoWSc5K9TdQLcDgcRk9PD2KxGG7cuAGXy7Xv5zZKBOUopHiMiBHPjxpByRYWiwWVlZWorKwEAEQiEc3ldnh4GNFoFG63WxMsHo8npWBRO9vUIZlqhAVI7XJLBQvlqEMFCiVn6L1NksPmS0tL6OvrQ0VFBS5fvpwQ8t4PRhEo6X5uJIy2HqOSbYGSjNVqRVVVFaqqqgAgYVLz4OAgYrGYNvjQ6/XC4/FoxeBq5DFVhEU/qZlhGCpYKEceKlAoOSG5EFa9aEqShOHhYczPz+P06dPaRfqgFDLFAyRGAFJtakaMEBgNIwqnfK7JZrPBZrOhuroahJAEwTI3NwdRFOHxeOBwOABAq9/SrzVZsKg3BmqEJVmwqF1CFIqRoQKFknXSeZsEAgF0d3eDZVl0dHTAbrcf+lhGiKAQQjA5OQm/379jtovRBApdz94Uck0Mw8But8Nut6OmpkarPVFt+WVZxgsvvKBFWNRJzcmCRZ8i0guWVBEWfZcQhWIkqEChZI3dvE3m5uYwODiI+vp6tLW1ZS3cXGijNlEUcevWLQSDQVRUVGizXUwmE+x2O0RRRDQaTTDyohibXKd49gPDMHA4HHA4HHC73ejq6sKlS5e0CMvU1BQIIQmDD51O544W+L0ES6qiW6OcA8rdCxUolKyQzttEEAT09/fD5/Ph4sWLmndEtiikUVssFsPKygpKSkpw48YNrUZAkiRsbGxgfn4egiDgpZdeSjDyKioqyriN+m7AaBuhkQSKHkIIOI6D0+mE0+lEXV0dCCHapGbVh4VhmATB4nA4DiRYkmtYjHhOKHc2VKBQDk06b5ONjQ10dXXBbrfj5s2bOYkiFCKNQgjBxMQEfD4fSkpKcOHCBRBCEIvFACj25sXFxWAYBpubm7h69WqCkVdfXx9cLleCkZd+w8gVdIPJDKMKFFmWd6yLYRi4XC64XC7U19dDlmVNsKytrWF8fBwcxyUIFjX9qH8O9fOnfpdkWUYsFktwuaWChZJvqEChHBi9t4m+w0CtyRgbG0NLSwuamppydjHLd4pHdbsNBAIoKyuDy+VKK5LUf0828lJ9Mfx+P4aGhhK6NoqLi+Fyue6ajguj1qAYcfNVv2O7wbIs3G433G43GhoaIMuyNqlZTT/yPK8JY3VSs/p69TOE1GMCVLBQCgMVKJQDIcsytra2MDExgePHj2viJBqNore3F8FgEFevXtVG2ueKfKZ41tfX0dXVBbfbjY6ODoyMjByozVjvi5HctTE7OwtZlnetKTgMRhQEdGPLjIMIJ5Zl4fV6te+hJEmaYFlaWsLIyAjMZvMOwaKym2CJRqNa1DAWi8FsNsNut1PBQskaVKBQ9oU+Xx2NRjE3N4eTJ08CAFZXV9HT04Pi4mJ0dHTkpc4iHykefUSora0NDQ0NWifEYZ1kU3VtJNcUsCyriZXi4uKEDYSSfYwaQUmV4tkvHMdpnyUAWr2U3+/H/Pw8hoeHYbFYEuqlkic1q8+jn9Q8Pj4Op9OJ2tralIMP6aRmykGgAoWSMcl29eoFSpZljI6OYnp6GidPnkRNTU3eLka5TvEIgoDe3l6tliQ5IpTtacapagrUO97FxUWMjIzsuoEcNYwoBoy4JiA361LrpYqLiwEok5pVwTIzM4OBgQHYbLaEeqlkwaJ+ztWUjypaIpGI9hhVsOjnCBnxHFOMBRUolIzQe5uoFxy1Y+XVV1+FJElob2+H0+nM67pymeJRUzoulwsdHR0wm80JP8+Hk6w+RN/U1ARJkrSC2+npaQwMDCRMzi0qKjqwKy9FwcgCJde1STzPo6SkBCUlJQAUwaJ+3qamptDf35/Qkeb1emE2mxMK5PVRFlWsJAuWVIMPjXjOKYWFXskou5LO2wRQUjoA4Ha7ceLEibx0oiSTixQPIQRTU1MYHR1Fa2srGhsb087a2St6k+21cRyXsIEIgqClg8bGxrRBdOoGop/rYtQNwIjrMuKaspHi2S88z6O0tFSzBxAEIaEjLRgMwuFwQBAE2O12CIKQkNpNJ1hkWaaChbInVKBQ0pLO20SSJAwODmJxcREACiZOgOyneARBQF9fHzY2NnDlyhUtV5/u2HutLdf1MSaTKWFyrjqIzufzYWBgQLNJV1NBhRwLcFQwcgSl0OtK7kiLxWJYX1/H8PAwlpeXMTs7u2NSsz6it5tgiUajiEQiWnSWChYKFSiUlKhthclRk62tLXR3d4PneVy/fh0vvfQSZFkumEDJZopH9W1xOBwpUzrJGHFYoH4Qnd4m3efzwe/3Q5Ik9PT0aAW3yZ4Y+caIXUVGXBOQnxTPfjGbzSgvL8fU1BQaGxvhdrvh9/uxvr6O0dFRLaKnFyypJjWrqIJFkiRIkpS2rZkKlrsDKlAoCagXB3UCsd7bZGZmBsPDw2hoaEBra6v2O4W8K89GlIIQgunpaYyMjOzLtyUbXTy5RG+TXltbi83NTXR2dsLj8WB1dRXj4+OaJ4YqWKxWa0HWaSSMEKlIRSFSPJmirk3fQg9sR/T8fj+Gh4cRjUbhdrs1waJPQQKpBx/q08zqz5NTQslCh3JnQAUKRWM3u/q+vj6sr6/j0qVLWv2DuvkWehM+jEBSrfj9fj8uX76sdTNkSra7eHKJehFvaGjQTLySW0ytVqsmVtQCyLsNowoUo64L2DlhWUUf0QOQ4PkzODiYYFLo9Xrh8Xj2nNSsdhMKgkAFyx0OFSgUAOnt6v1+P7q7u+FyuXDz5s2EDUu9CBQygnKYFM/m5ia6urpgs9nQ0dGx73bdvY5ttAtk8nr0/irNzc0JHRtqAaTT6dQEi8fjyXqHkJEEnIpRhYARUzwq6QRKMjabDTabDdXV1TtMCufm5hJqpoqKina4Ku9HsOgHHxr1vFF2hwqUu5xkbxN9Suf27du4fft2gjlZMizLFjzFs9/j69NVzc3NaG5uPvCGZOQUz35J7tiIxWJa/Yo+PK8KFrfbfcde+I0oUIye4tnvZyGVSaFaM6X6sMiynCBYnE7nvgQLAASDQVitVrhcLipYjhhUoNzFqN4m6gavfmkjkQh6e3sRDodx7do1eDyetM9x1ASKKIradGV9uuqgx84kgmKkO/L9CCaz2YyKigpUVFQA2A7P+3w+zM3NQZIkeL1eFBcXH8qS3yjnRsWootJIn6NkDiJQkkmumSKEIBgMaoJlamoKhJBdx0CkEizT09Nwu91arUuqOUJUsBgTKlDuQvR29ckpnZWVFfT29qK0tBQXL17cM6RfaIGynxTP1tYWOjs7D5zSSeYoCpTDkByeVzcPn8+nWfKrm4dqyb/X6zaiGDDq+2XkFE8u1sYwDJxOJ5xOJ+rq6lKOgWAYJkGwOByOHYJFHdhpMpkSrn1qhIVhmATBwvO8Id//uxEqUO4y0hXCyrKMkZERzMzM4NSpU6ipqcno+Qpdg5JpJ83s7CyGhobQ1NSElpaWrFyAMvFBuVNJ3jzU4ZE+nw/Ly8sYHR3VhtCpguWoWPIbVaAYNcWjbvq5XluqMRBbW1vw+/1YW1vD+Pg4OI5LECx2ux2SJGniSa1PSV47FSzGhAqUuwi9Xb0+ahIMBtHd3Q1CyL7t6vM5TTgVewkkURQxMDCA1dVVXLx4UauvyNaxM3ntRokS5PIiy7IsPB4PPB6PZsm/sbEBn8+H2dlZDA4OahbpaoeQ6jhqtIu/UQWKkdcFIO9eSPrPHICEuVUrKysYGxsDz/Nat5rH49kR1dtNsMRiMS1dlFx0a8T34U6ECpS7gN3s6ufn5zEwMICamhocP35832FaI6d4tra20NXVBYvFgo6Ojqx7fCQLFPXv6rnVp3juNpKH0KkW6T6fD+Pj4wiFQnC5XJBlWft8FsrsLxVG3IAIIYY6Ryrq97/Q50w/twpQOhM3Nzc1Z+hXX31Vi+qpUZbkyeCZCpbkGpZCv/Y7FSpQ7nDSpXREUcTg4CCWl5dx7tw5zSp9vxRaoKSLYqh37Y2NjWhpaclZ7l5/7OQ7XCNetAollpIt0qPRKHw+HyYnJ7GysoKlpSWtW6O4uHhHe2k+MaqgNGqKJ7nI3ihwHKcNz2xra4PH49nh+6NOBlcFS/JNjF6wqJ8L1WU7ncstFSzZgwqUO5h03iabm5vo7u6G2WzGzZs3DxVZMIJA0R9fTemsrKxkPaWT6thHKcVjJCwWC6qqquD3+2Gz2VBRUaEV3M7MzGjdGmqHUHLxYy4xcirFiOsyqkBRUUdxJEf1RFHUBIt6Q2Oz2RImNevrptRzTwVL/qAC5Q5kN28T1dI9W8WihS6S1ad4AoEAurq6YDKZDi28MmE/XTyU1KibbrIfhtqtoS9+VKMrqULzuViT0TBqF48a2THiOQOQUCSrh+f5hMngeqPCqakp9Pf3a3VTqmBJNqoEUguWaDSKWCwGIHVbs1HPldGgAuUOI9nbRL1wxGIx9PX1YXNz80CW7ukwQgSFEIK5uTkMDAygvr4ebW1tebmQZypQjILR1pOOVN0am5ub8Pl8WFhYSAjNq4Ilm5b8RhUoRk7xGFE4qWQ6zDTZqFCtm9I7KzscjgTBohZ6A4mCRT+pmRCyQ7CoBbc8z9PBh7tABcodgr6YS73Aqh96n8+Hnp4euN3ujKb07odCd/God9tDQ0O4cOGCVuOQD2iKJz8kFz+qoXmfz6fd6TocDk2seL3eQ1nyG1WgGHldRhUo6nXxIOtLrpuKxWKaYNEXeusnNes/d/prcLJgiUQi2vo2NzdRXl6uiRYqWLahAuUOILkQVv1iEEIwPj6OiYkJHDt2DPX19Vn/4BcyghIIBDA2NgZJknDPPffkNOyfCr1ASXVejZjiMdJaVPb7mUwOzasbh8/nw+joKCKRCFwulyZYkgfQHVWMKgSMGtkBslsfYzabUV5erjUURKNR+P1+rK+vJ3zu9IIl1aRmYFuwhEIh9PT04J577kmoYVldXUVPTw/e9773HXrdRxkqUI446bxNIpEIuru7EYvFcP36dbjd7pwcv1ACZX5+Hv39/SgpKUE4HM67OAF2bqx7/Z2yk2wIpuSNIxKJwOfzad0a6gA6VbC4XK5d3xujRiqMKgSMnOJRr025aM+2WCyorKxEZWUlAOVzp7rc6mdXqYLF4/HsECxq67jZbE6IsLz++ut4+OGHqUAp9AIoB2M3b5Pl5WX09vaivLwcly9fzvoEWj35FiiSJGFoaAiLi4s4f/48AGBkZCRvx9dDUzzZIdubrtVqRXV1tWbJHwqFNMEyNTUFAAkdQna7PWENRhUoRl2XkQWK3l4h11itVlRVVaGqqgoAEiY1Dw4OIhaLaa30Xq8XHo8nwf9HH2EJhUJwOBw5X7PRoQLlCEIIwfr6OjY2NlBRUZFgVz88PIzZ2VmcPn0a1dXVOV9LPrt4gsEgurq6wLIsOjo6YLPZsLq6WjABkIlAyVTEUHIDw2wPoFMt+QOBAHw+X4LbqL7g1qhCwMgpHiOuC8COm7d8kjy7Si9Y5ubmIIoi7Ha75nSr9/5RC3LvdqhAOWKo3ibr6+uYmprS1HogEEB3dzcYhsHNmzdht9vzsp58FckuLCygv79/h+NtoQVAJgLFKBhpLSr5fu9YloXb7Ybb7UZjY6Nmya9uGkNDQ+A4DhaLBcvLyygqKkro1CgkNMWzf4yytlSt9KFQCDMzMwiHw+jp6YEsy/jOd76DoqIiAMjbNRwA/vRP/xS///u/j9/5nd/BX/7lX+btuHtBBcoRQe9touYtVZtw1a6+rq4Ox44dy+sXMtcpHlmWMTQ0hPn5eZw9exYVFRUJPy+kD8tRTPEYaS1GIJV5V39/P6LRKCYmJtDX1wen05nQIVQou3mjRnaMIgJSkc4DpdCokT2v14tgMIhLly4hGAzi1q1beOqpp/Dmm28iFovhPe95D+6//37cf//9OH/+fE5ey+uvv46//du/xblz57L+3IfFeO8cZQdqIazeeI3jOEiShN7eXgwPD+PChQs4ceJE3r+MuRQooVAIr7zyCtbX19HR0bFDnKjHpymeo42RNl2e52G1WlFcXIzr16/jnnvuQX19PQRBwPDwMJ5//nncunULExMTWF9fz6s4NmqKx6jCCcjcA6VQqDUo6nTwT3ziE3jsscfw7/7dv8PP//zP495778VTTz2Fe++9F6WlpXj22WezevxAIIDf/M3fxJe+9CUtcmMkaATFwOzmbRKJRLTulVwMwsuUXAmUxcVF9PX17TnEsJACIJOLslEv3JT06Ddcs9mc0KkRDoe1gtvZ2VnIsqx1aRQVFcHpdObsPTeqEKARlIOTbkhmOBxGQ0MDfvd3fxe/+7u/C1EUcevWLbS1tWX1+B/96Efx8z//83jHO96Bhx9+OKvPnQ2oQDEoyXb1em+TyclJjI6OgmVZXLlypaAXrWwLFLXQd25uDmfOnNE2hnwdfz9kml6iEZT0GPHc7CYEbDYbampqtDqCYDCoCZaJiQmwLKuJFdWSP1vfT1qDsn+MvDYgvUAJBoMJc8R4nsf169ezeuxvfOMbePPNN/H6669n9XmzCRUoBkTvbaIa9wCKIVVvby+2trZw+vRpDA4OFvyClc0akFAohO7ubhBC0NHRkVGR2FGIoBhlEy70ZyUdRltXppEKNSzvdDo1S/6trS34fD4sLS1hZGQEZrNZq18pKipKGD53kHUZcbM1sghIJwCMwm4Cxel05uy4MzMz+J3f+R08+eSTBYu+ZwIVKAZiN2+TtbU19PT0wOv14ubNm4jFYlqPfyHJVg3I0tISent7UV1djePHj2d8USm0QDlKXTyUzDhoKoVlWXg8Hng8HjQ1NUGSJM0afWZmBgMDA7vOctkLGkHZP0ZeG5C+Rka10c8Vt27dwvLyMi5duqT9myRJeP755/H5z38e0WjUEMKOChSDkGxXr/c2GRsbw9TUFI4fP466ujowDANJkjTXwaOc4tGndE6fPq21TWfKUeniGRgYwGc/+1m0t7ejvb0dp06dKtiFs9CfGT1GiS7lAo7jEiz5BUHQfDDUWS5ut1sTLMlOo8kY6X3TY2QRcBSKZFOJ1GAwmNM247e//e3o7e1N+Ld/+2//LU6cOIHf+73fM8w5owLFAMiyjFgstiNqEg6H0d3dDVEUcePGjQRFrV4QCv0FPIxACYfD6OrqgizLaG9vP5AxkXoeCnXx1m+wqQQLwzD4yU9+gi9/6W+xEVrD7Ykx/PM3vgGn04WTp0/h4sWLuHHjBurq6vK9dEoacvVZMplMOyz59U6jgiBoTqOqJb9+4zdqiseo6wKObpFsIBDIaQTF5XLhzJkzCf/mcDhQUlKy498LCRUoBURN6ahdOnpxonaxVFZW4uTJkzs+xOqXrtA51oMKFNWOv6KiIuXryxT9QL58CxS9IFlfX8fw8DDsdrtWc8AwDL75jW+gv/dNVJQ7UVZfj0vHbkIIC5hemMbI0ABee/UV/N3//luUV5TjzNmzuHz5Mq5du6ZN7s32eo2I0daVr8+S3hpdNe5SBcv09DQIIQkFt0ZO8eRynMZhMHJ0B0h9/VY/C9RJlgqUgpEupaPOmllYWNi1i0X9UBcqvaGyX4EiyzJGR0cxPT2dFTt+9YJdiAuRml6amprCyMgI6urqIIoiJiYm8MILL+Ab//RPWFqYxJVzrTjX1ojnRobBsyzqaprQXNMEAAhFQpicn8LM4gx+9tIL+OmTP4GJN6O+vh7nLpzHlStXcOnSJZjN5ry+tnxhxBRPocSuaslfW1sLQgi2trbg9/uxtraG8fFxEEIwOjqKsrIyrUPICBhVOAGFjzDvRboIT66LZFORbY+VbEAFSgFQoybJKZ1AIICuri5wHLdnF4vadlxogbKfNehTVu3t7Vn5AupTPPlGdfK9ffs2Ll++DKfTCUIIXnvtNXz9a/+IUGgN72g/h/qKUgSDQYiiiGi8uJnjWAAM7FY7TjWfxKnmkwAA36YPk/NTmF2cxaM//AG+991/gdViw7Hjx3Hu/Dm0t7ejra3tUGLMqLUMRqLQ54dhGM2Sv6GhAZIk4bnnnoPNZsPCwgKGh4dhsVgSOoQKJWKNHKUodIR5LyRJShl9orN4FKhAySPJ3iaqOCGEYHZ2FkNDQ2hoaEBra2tGX3iWZQveyZNpF8/Kygp6enoOndJJRp/iySfBYDChJdpsNiMajeKrX/0qvvH1r8Lj4fH+B+8DI4mw2mwAx4FlGEiiiK3AFhiGAc/zMPE8eN6kvd/F7mIUu4tx6cRFSJKERd8ipuanMT83jd7eLnz9a1+D2+PBqdOncfnyZVy/fn3fhcVGo9BiIBkjC7jGxkaYzWaIoqh1CE1NTaG/vx9OpzOhQyhfaRcjCxRZlg0dfdwtgpLLGpSjAhUoeUL1NlGjDeqHUhAE9Pf3w+fz4eLFiwnmPHuhzuMpJHulePQpnVOnTqGmpibrx1ePky/09UGhUAgWiwUbGxv4o0/9Ed54/QWcaKnCfZfOgeM4bG1ugQEDnuPAsiwsVqsyZl0UIcQjKqFQCCzHKWLFZALP8WAYBhzHoaasBjVlyjmLijHMLMxgemEa/b3d+NlLL+ILDIfKqiqcO39Oq1/Jd2j4MBg1xWM01DWpwonneZSWlmrXi1gsptWvjI6OIhKJ7OgQypWIMLJAOQpFsslCMhaLQRRFKlBABUrO0dvVJ6d01tfX0d3dDYfDgZs3b+7bxKmQLqqZrCESiaC7uxuCIGQtpZOOfGwqsixjZGQEs7OzOHPmDDwejxb5+tQnH8LS4gTuu3Yap5sbEtcGAjAAmPjdORjwvAk8b4qvXYYQj6yFQ+F40SEHPi5YOI4DAwYW3ozWuha01rUAAALhACbmJzGzMIvnnnkaT/z4xzCZzGhsbsL58+dx9epVnD9/XrsAGjUqYDSMGEFRP9/pNluz2YyKigptXlU4HNYEy/z8PERRTLDkd7lcWXW4NaoIMPLagNQCKhAIAABN8YAKlJySrhCWEIKJiQmMj4+jtbUVjY2NBzaGMqpAWV1dRU9PD0pLS3H58uWchZv1IwBySbLYcjgciEQiePXVV/G//uLPwXNR/NI7bqLM60laoPqfeCoKO9fJMCzMJjPMJjNgA2RZ0gRLNH6x4nkTeBMPnufBsUr9itPmxNmWMzjbcgYykbG2sYbJ+SnML87ju//ybXz7n/8ZdrsDx0+cwIWLF3Dp0qWCf15SYUQxYMQ1AZmfK5vNBpvNhurqas2SXxUsk5OTYBgmoUPIbrcf+DUbWQQchRqU5PUFAgEwDJNTH5SjAhUoOUJvV6+PmkSjUfT09CAUCuHq1auHaidVJxoXkuQiWUIIxsbGMDk5iZMnT6K2tjbna8i1UPP5fOju7kZxcbEmtmKxGD772c/i0e9/B8daq/BgeztMJg4p9AeA/dXKsCwHi5mDxWwBQCDG3YWFWAzhUBgsy2iCxcTzYBgWLMOizFuGMm8ZcEq58M2tzGNqYRpTk+Po7LyFf/jy/wHDMHjxxRdx+fJltLe37yulmAuMmk4xmkBRP98HWZfekr+urk6z5Pf7/VhZWcHY2BhMJpMmVoqLi/cVzTWyD4qRxZNaZJ8sUNQCWaOuO59QgZJldrOrV6MKxcXFuHnz5qGjCkaLoEQiEfT09CAaje4wlssluYqgqIMZx8bGElx8FxYW8Id/8N8xOtKLK2cbcN+VS8p5IOnfC4ZRgimpIii7w4DnePAcD1isSqG1JEIUREQjEYQkCRzHa9EVff1KfWUd6isVA7hwLIzp+RmMTI6i88038MLzz+GvP8ehprYOZ8+dxdWrV3H58mV612ZQkqeZHwa9JX9jYyMkScLGxgb8fj/m5uYwODgIu92eEGHZzZKfthkfDPXmMp1AMeo5zSdUoGSR3ezq1ULRkydPoqamJmsXGiMIFEKIJr5KSkpw6dKlvBo35UKgiKKI3t5ebGxsJES6fvazn+FP/+SPEQn78PP3XoHHat71vWQAKCUo2ek2YhgGJt4EE28CYINMZKUzTBAQCoVACFGESrxDSLn4MbCZbWhraEWFtwwejxcbwU1MLUxhZmEWP33yCfzo0UdhNlvQ3NqCixcv4urVqzhz5sxdeRdn1AhKrtbEcRyKi4tRXFwMQCncVzuEJiYm0NfXB5fLldAhpN9UjRylMHKR7G4Chd4oKFCBkiXSeZuoE3pVO/dsFooaJcUDAG+++aaW0sn3xT3bQm1rawtdXV2wWq1aC7Esy/jyl7+Mb3z9q/B6ePziu98Kl80G/7p/j2dT4ibb5yS7QorV16+AQJJkiKIAQRQRiUSUglxddEXF6/TA23YO59vOQSYyVvwrmJybwtzSPL75T4/gnx55BE6HCydOndDs+BsaGtIv5BAYTQwYUaDkc00mkwllZWUoKysDoKSl1fqVoaEhxGIxzZK/uLjY0CLgKIin5Pc1EAjQCEocKlAOSTpvEwBYWFhAf3//vif0ZkqhIyjRaBTd3d0AgKtXr6KoqKgg68hmBGV+fh79/f1obGxEa2srGIbB5uYm/uhTn8Ibr72IE23VuP/ieXDcPqc4q463Oa25UFI7HMfBYlHSSapwjsViCIshAEA4Etb8VxiGAcuwqCiuQEVxBXAWECURM0uzmF6YwdjoEN547VX8/d99CaVlZTh77iwuXbqEGzduZMWOn9agZEYh6zwsFgsqKytRWVkJQkhCh9Ds7CwEQcD4+DjKy8tRVFQEp9NpmPNn9BRPqrUVwkXWqFCBcgiSvU3UHLEkSRgcHMTS0hLOnj2rtf5lm0IKlLW1NfT09GibVCFb4rLhqCvLMoaGhjA/P4/z589rA92GhobwyYf+ECvL07i//QxON+6MIhAQLYWzc3FKzESLn+RxQ2b09StQuoM2NzcBAoTDEchyCBy/7b+itjPzHI+m6kY0VTcCUOz4pxamMbM4i1defglP/fRJ8JwJ9fUNOHv+LK5cuYIrV64Y2hBrPxhVoBhhTWp3id1uR01NDQgheP755+HxeLSUEMuyCQW3hbTkN3J0ZzeBQlM8ClSgHAC9t0ly8ZqaHjCbzejo6Mjpl7MQKR7V2v327ds4fvw4ampq8OSTTxY0knPYCEokEkFnZ6fmCqteHL7//e/jbz7/OZj4GH75gfQtxAkKZJc1Kg8tXMRAXYPNZouLOn07cxAEJMEsTm/Hf7LpBE42nQAA+Lf8mJybwuzSHH78o8fwg+99DxaLFceOHce5C+dw/fp1nDhxIuONwQgbbzJGW5NRC1HVNVVXV8PhcECWZWxubsLv92NpaQkjIyOwWCwJBbf79Xs6DDSCcrShAmWfJBfC6n04ZmZmMDw8jMbGRrS0tORcuec7ghKLxdDd3Y1wOIzr16/D7XZrPytkqD5Tu/1UrK2toaurK8GCPxaL4S/+4i/wxI++j7pqL951owMW884uhrRRkxRom4uBMhrJ7cySpAgWISYgLIW1gly1hoVllM9zkasIRSeKcPHEBchExuLqEiYXpjC/OIP+R3rwyP/9v3C53Th56pTWzpzOjt+oKR6jYZQISir0dR4sy8Lr9cLr9aKpqQmSJGkFtzMzMxgYGIDD4UgQLLkqqFfbeI0aQUknnqhA2YYKlH0gyzKWlpbAcRzcbrd2wRAEAX19fVhfX8elS5dQUlKSl/XkcxaP6gXi9XrR3t6e0HZY6FqYg0RQ9JEgvV/L3NwcHvqDP8Dt8X5cOdeCqyePaRvzgdYGaF08DBTXWGPCgON4cBwPWLDdzizq25k5Jbqia2dmGRbVZVWoLlMESFSMYXZpFlPz0xgc6MMrL/8MX/ybv0FFRQXOnT+PS5cu4dq1awni1mgYUQwYtdiTELKrCOA4DiUlJdo1URAErX5lfHwc4XA4oUPI4/FkLeKRPFbEaNAIyt5QgZIBem+T6elpuFwueDxKuN/v96O7uxsulws3b97Max6e4zgIgpDTY+g38mPHjqG+vn7HxbvQAmW/xxcEAT09PQgEArh27Zr2Xr744ov4s8/8CWJRP37+3itoqMysdkhN2zBgUqRw1C4e9bGFZH8RH62d2apvZxa325nj/iv6dmYLb0ZLTTNaapoBAMFwEBPzk5hdnMXzzz2LJx5/HCbehIbGRly4eAEOhwPV1dU5er0Hw4gCxYhrAvZvIGcymVBeXq7VeEUiEU2wDAwMQBTFhA6hw1jyq2s7iikeOodHgQqUPUhO6agD+vQbd1tbGxoaGo58e20ysVgMPT09CAaDCRt5vtexF/uJoGxubqKzsxNOpxMdHR0wmUyQZRl///d/j28+8lV4PSa87/63wmXLUpFastW9IdIHGRTNJJGynVlS/FeS25lNuunMDpsDZ1pO40zL6bgdvw9T80o78/e/9y8IBkJ45P9+HWfOnsX5C+dx48aNvKRHd8OIYsCoqYrDRimsViuqqqpQVVUFQghCoZAmWKanpwFAmyFUXFy8L0t+fRreiOwmUI76hPJsQQXKLsiyjFgsluBtwnEcotEoXn/9dUQikV037lyTyxSPGhnyeDzaRr7bOo6CQJmdncXg4CCam5vR3NwMhmGwvr6OT//RH+HW6y/hZFs17ou3EGd87AweQ3QPLGSRbPbQtTObLVo7s6i2M4fCYFlWi67o25nLvKUo85biyqnLkCQJY1NjWPQtYWZ6At3dnfjqV74Cb1ERTp85g4sXL6Kjo0Pz48gXRhUoRlsTkN00CsMwcDgccDgcqK2tBSFEs+RfXV3F+Pg4eJ5P6BCyWq27ro3jOEOeNyB9h5HqJEuhAiUlem8T9c5FP0tnZWUFlZWVeXdMTSYXwkC1dx8dHcWxY8cyigxlo833MOx1HvRt3xcvXtTmzwwMDOCPPvkQVlam8bb2szjVWH+Ao+8jbYLcDzUsBPp2ZivU74+gTGeORCBLSjszz/Mw6dqZOY5DdVk1muuaYDKZEY1FMbU4jZnFGXR13sILzz+HL/z1X6O6plbzX7l+/XpeWjCNtqkZtYvnMDOC9oJhGLjdbrjdbjQ0NECWZc2Sf35+HsPDw7BarZpY8Xq9CSl2I7cYA8r6Uu0foVCI1qDEoQIlCVlWcu2p7OqHh4exvLwMr9eLc+fOFXil2+mmbBGLxdDb24utrS1cu3YtYyOuw3TRZIPdIiihUAhdXV1gGCah7ft73/se/ubzn4PZJOJX3nkPSg8aBVNKTHb9ccJD70CBkgzDMDCZzDCZzLAh7hcUFyzBeDuzasVPdDEli9mCY/VtOFbfBgDYDG5icn4KM4uzePqnT+LHjz0Gk8mM5pYWnL9wHteuXcOZM2eyfpNgxPfIyBGUVG6ouUDvr9Lc3AxRFBMs+dXiUlWwqL9jVCRJShmZphGUbahAibObt0kwGNQcUxsbGxEOhwu5VI1spnjW19fR1dUFt9ut2bvvZx2FTvGkOv7Kygp6enpQVVWl+XLEYjH82Z/9GZ76yWOorynCO9svw8KnT19lwp5pG7K9zkKXyRYClmVhMVt2tjOLImRJQjgUgmgStA4htWvK7XDjXNtZnGs7G7fjX8Xk/BTml+bx7W/9M/75m9+Ew+HA8RMnNHfbxsbGQ6/XiGLAyF08hVoXz/MoLS3VIqKxWAx+vx8+nw/Dw8OIRCJgWRa3b99GcXEx3G63oc6hJEkpU1S0i2cbKlCw065eL05U6/Pa2locP34cs7OzCAQChVyuRjYiKIQQTE1NYWRkBG1tbWhsbNz3xbnQAiU5gkMIwdjYGCYnJ3H69GmtS2Rubg5/+N//GyZuD+LquVZcOdl2qBZiIJMET6IoMeDNeZ5JbGfe3NqE2WQCARCNRBGSgko7s+q/omtnriguR0VxOXBGseOfW5nD1Pw0JsZH8eatN/DlL/09SkpKcebcGU2wqHfS+8GIAsWIawKMlXoym82oqKjQnLvn5uYwOTmJUCiEubk5SJIEr9eL4uJiQ1jypyqSJYTQLh4dd71AUaMmkiQpF8K4whZFEQMDA1hZWUmwPjfCgD6VwwoDQRDQ29uLzc3NQ83SKbRA0ad41M6jUCiEGzduaF/0F154Af/zT/8Eseg63nP/NdSVZ6vwci8L2W15wjAAQeF9UPbfw5M7GABcvPMHViS0M4dDIcgyAc/r/VeUdmae49FQ2YCGSmX0QDgaxtTCFKYXZvH6a6/gmaefAs/xqKurx9nz53D58mVcuXJl16LKhHUZZNNVMXIXjxHXBSgRFovFgjNnzmgbvxphUS359R1CqsNyvtiti4emeBTuWoGi9zZJzqNubm5q02xv3ryZcFG7UwTKxsYGurq6tHbbw/i3GEGgqAV0nZ2d8Hg8mpmcLMv4u7/7O/zzP30NxUUWvO/+e+HK9viBjKMiDI2gJJF8Ona0M8vbgiUaiQCAJlZMPA+WVS7wNosNJxpP4ESjYse/vrWOifkpzC3O4YnHf4Qffv/7sFisaG1r0+pXTp06lXJzNWK0wohrAowtUPQCgGEYOJ1OOJ1O1NXVQZZlrUNoeXkZo6OjMJvNCR1Cubbkp0Zte3NXCpRkbxNVnKjpjtHR0YRWVD35dG/di4OIJf1rbGlpQVNT06EvfIXu4gGUGprbt2+jtbVVS1Otr6/jU5/8FDpvvYTTx+vw1vNn99VCnBFM5q3D7D4eSwEABhzLgTPv3c6sChYmnrLzury4eNyLi8fPQyYylnxLmJqfxtziPP7pkT7809e/DqfThZOnT2ntzDU1NQCMWSRrpFSKHiMLlN3WxrIsPB4PPB4PGhsbIUmS1iGk2hHY7faEDqHdrBYOwm4pHipQFO46gZLK2wRI7GC5cuVK2nRHtjtnDsNBHFRVS/7dXuNB1lGoi7p6YYlGo7h8+bJWc9DX14dPf/IhrK3N4R0d53Ci4SAtxIdHtbpXKejmZ7z9bV+kbGfWmcWFJAkcvy1WOJ4HA6V+paqkClUlVcBZQBAFzCzNYmphGsODA3jt1Vfwd//7b1FeUY4zZ8/CZDLh1KlThpooSyMo+2c/gwI5jkNxcTGKi4vR0tICQRC0DqHx8XGEQiHNkr+4uDgrlvypBEokEoEsy7QGJc5dI1DUlI7apaMXJ+qcGdWUbLd0x1FN8agpHYfDkXVL/kKleILBILq6uiCKIqqrqzVx8u1vfxt/97+/AItZxC+/8x6UenI39yWzIln1T3emD0qh0Nvxq+3MoihAEEUEVTt+ftvdVp3ObOJNaK5pQnNNEwDFjn9yYQozC7P42UsvwOfz4yePP4HGpkacv3ABV65cwcWLF/M6xiIZWoOyfw7jg2IymVBWVqaZBEajUa1+ZXBwELFYbIcl/36PlUqgBINBAKA1KHHuCoGSLqUjyzLGx8cxOTmJ48ePo66ubs+7FCMJlEzWop+ynC5tdVgKIVCWlpbQ29uLmpoa7eIdiUTwP//n/8TTT/4IDbVFeODG4VuI9yZjL1kY5gbYSFWyWYRlWZjNFpi1duZt/5VIJBIXNHxctCTa8Z9uPoXTzadAQDA1M4XVrTXML8/jhz/4Pr77L9+B1WLDsePHceHiBVy/fh1tbW153ZiNmuIxamQH2F8EZS8sFgsqKytRWVkJQgjC4bAmWGZnZyHLckKHkMPh2PO8pBIogUAALMtqfk13O3e8QFGjJskpnXA4jJ6eHsRisYRuj70wkkBRUyvpLhKiKKKvrw9+vz8h/ZGLdeRLoMiyjNHRUUxPT+Ps2bOorKzE0NAQ5ufn8aef+RNMTgzi+oVjuHS89dAtxBmxl7WJvosn5TBBSm7YtuOHRan9keLeK9FoDKFQCCzHwZTUzgwAXpcH9bX1mh3/wtoiphamMT83jd7eLnztH/8RHq9Xs+Nvb2/XWltzhZEjKEYexpeLc8YwDOx2O+x2u3aDFAgE4Pf7sba2hvHxcXAcp0VXioqKdggO1XcrVQTF4XAY8r0uBHesQEn2NtGLk6WlJfT19aGiogKXL1/elxMlx3Hah6vQHyL1+Kk+6Gonks1mQ0dHR04r0vNVJBuNRtHd3Y1oNIr29natkOyNN97A//n7v4OJF/AL91/PYgtxZuxHdBBijPqluw0GjOKtEm9nJkSGEL8+6NuZuaRrAcdxqC2vQW25UkAbjUUxvTSDmYUZ9HR14sUXnscXPv95VFdX48zZs7h8+TKuXbuW9SJHIwsUI0dQsl3YmgqGYeByueByuVBfXw9ZlrG5uQmfz4eFhQUMDw/DYrEkCBb1ep1OoFAU7kiBonqbJA+ykiQJw8PDmJ+fx+nTpw80MVL9QBlhzoN+Leqf9SmdpqYmtLS05PwCko8iWb/fj66uLhQVFWkzkGRZxhe/+EU88n+/grISG37x/nvhtOY3NLqfM8swhTVqM+Q2UqDzwejbmW2ALCvutqIgAAC2Nje3zeJ4Hly8ndlitqCtrhVtda0AgM3QFqYWpjAzP4vnnnkaT/z4xzCZzGhsbsL58+dx/fp1nD179tB2/EaNVBjhRi0dhTpnqr+KOipEFEVsbGzA5/NhamoK/f39WgG23+9HcXGx9vmgAiWRO0qg6O3qk1M6gUAA3d3dYFkWHR0dB67Q14udfKjzTNaiCjFRFNHf34+1tTVcunQJJSUleVtHrtJe+rboY8eOob6+HgzDwOfz4VOf+hS633wZp9sqcf3U8byLk0xQ5u9s/42meIwJy3KwmDmYTSZsbGzA7nAo6WGtnZlJ8F9R25nddhfOtpzB2ZYzkImMtY01TM5PYW5xHt/9l2/j29/6Z9htDhw/eQIXL17U7Pj3u6kbtdbDyALFCDeRgGIYV1JSol2PY7EYlpeXMTIygvHxcfT39+MnP/kJYrEYKisrc+pw+8UvfhFf/OIXMTk5CQA4ffo0HnroITz44IM5Od5huWMEym7eJnNzcxgcHER9ff2hi9v0BbaFRrXkV02HOjs7NXO5XJsM6WFZFkL8zjOb6Gto9G3RPT09+PSnPol1/zweuOcC6stKClgXxOwRBdguUmES1QoljpG2XfXd4bm4u63FqmtnFrfbmTkevGlnO3OZtwxl3jJcPaXa8c9jen4aUxPj6HzzFv7hy19GcXEJzuimM6uzZHZdl4FTPEZcF2DctZnNZni9XvA8j/b2dkQiEczOzuIHP/gBvvWtb2FrawvvfOc78fa3vx1vf/vbcfHixaxFgmpra/Gnf/qnaGtrAyEE//iP/4hf/MVfRGdnJ06fPp2VY2STO0Kg6O3q9VETfUThwoULWsvYYTFSoSzDMJifn8fExAQaGxvR2tqa9zutXBTJBgIBdHZ2wmKxJNTQfOtb38Lf/e8vwGaR8cvvvAclbjcicYfRgpCR+dp2mSyNoCRj0POh+woltjPblHbmuP/Kbu3Mih1/PRoqFQ+ecCyM6flpTC/O4tYbr+LZZ54Gz/GorqnFufPncOXKFVy9ejWlHb9Raz2MKgKA9E6tRkC/NqvVig984AP4wAc+gC996Uv49re/jV/4hV/AU089hc985jNgGAb/8A//gPe+972HPu573vOehL//8R//Mb74xS/ilVdeoQIl2+xmV7+xsYHu7m7YbLasRxSMIlDUAuDJyUlcvHgxozuxXJBtgbKwsIC+vj40NDSgtbVVayH+zGc+g+eefgKNdcV44PplmNW8vpGHBOvqTgofQDHeBmc4Mnh/WJaFmdXZ8Uvb/itqO7OaCtK3M9vMNhxvPI7jjccBAOuBDUzNT2FmcRZP/uRxPPbDH8Jstmh2/FevXsWZM2e0Gi8jCgGjrgs4muIpFAqhoqICH/vYx/Cxj30MkiThzTff1FyOs72Gb33rWwgGg2hvb8/682eDIytQdkvpTE5OYnR0FK2trVmxck/GCAJla2sLXV1dIITg7NmzBRMnQOKwvsMgyzKGh4cxNzeHc+fOaa2bU1NTeOgP/jump0Zw4+IxXD7etuN3CxWZ2F+RLI2gpMSAkYHMV7TdzmxJbmeO6duZeaWGRd/O7PTAe+wczh87F7fjX8b0/DTmlubxzX/qxzceeQQOpwsnT51ESUkJ7r33XtTV1eXqJR8IoxbvAsZeW6ZzeDiOw9WrV7N67N7eXi215HQ68d3vfhenTp3K6jGyxZEUKOm8TaLRKHp7exEMBnHt2jWtijrbFFqgzM3NYWBgAA0NDVhYWCj4lzAbEZRIJIKuri5IkoT29natkv3pp5/GX/z5n0ESN/ELb7uG2hRpusJub/vZyowy58UIa1AwzkpUttNxByGhnRnJ7cxhZdPktwULx3E6O/5KVJVUanb8s8tzmFqYxujwIF5aWcVjP3wUVdXVOHP2DK5cuZLTa1ymGD1KcdTWlo85PMePH0dXVxc2Njbw7W9/Gx/60Ifw3HPPGVKkHCmBspu3ydraGnp6elBUVISOjo6cdtgUamCgJEkYGBjA8vKyVlOzsrJS8ILdwwqUtbU1dHd3o7S0FKdPn9bmHf3N3/wN/uVb/4TSEit+7p774LDszM0DiPfvHvjwh0OXXhJEQevuUi8++lk8TPJgHorhiJczZ+350rYziyKigQAApctD7RDi2G07/qbqRjRVNwIAltdWsLi2iIXVBbzy8kt46qdPgudMqK9vwNnzZ3Ht2jVcunQp73b8RhYoRo+gpGo9DwaDWZuRlg6z2YzWVqVN/vLly3j99dfxuc99Dn/7t3+b0+MehCMjUJK9TfQdLGNjY5iamsKJEydQW1ub82KyQkRQAoEAurq6wPM8bt68qRXSFWoOjp6DroEQgomJCYyPjye8dz6fD5/8wz9ET8/rOHuiHm85f3pPV9hCpk4ICMLhECKRKDiOQzisTNk1mUyK06+27dFZPIYnx2MA1HZmS9yOX4zX0AkxAeFQGAzLbLvb8rz2ubdbrDjRdBznjp0FAPi2fJicm8Ls4hx+/KPH8IPvfQ9Wqw1tbcdw/qLiv3L8+PGciwejCxSjrm23CEq+03iyLCMajeb1mJlieIGi9zZRvQBUARIKhdDT0wNRFPdlV39Y8j3ReH5+Hv39/SnbpAsVzdFzEIEiCAJ6e3uxubmJa9euwePxAAC6u7vx6U89hI31Rbzz5nkcq6vd87mYQiZ5CBCNRAEQuNwusAwLgnikTxC1z20gEFDeJ1lGYYfhGK/e4+5lezozLLrpzKKIaFI7s0xIQoV1sasYxSeKcenERchExsLqIqbmpzC/OIP+r/fg61/7GtweD06dPq3Z8R/EmHIvjqIIMAK71aDk0qjt93//9/Hggw+ivr4eW1tbeOSRR/Dss8/iiSeeyNkxD4OhBYp6YV9cXNTurlVxsri4iL6+PlRVVeHEiRN5DeXlK4IiSRIGBwextLSE8+fPo7y8POVajBBB2U9kQPVssdvtCdOjv/nNb+Lv/+6LsFtl/Mq77kGxK8MpxAXq4lE6yASwHAe3SxFYqog2mUxKqifKQhQEJeVICKKxGDY2NjUPDX2XB+XuRt/ODKsNMpHjQleALMkIhcKIxYRt/xWOA+L1KzVl1agpqwYARMUYZhZmML04g/6+HvzspRfxxS/8DSqrKnH23DlcunQJN27cyEqtg1EFSrpZN0Zhty6eXAqU5eVlfPCDH8TCwgI8Hg/OnTuHJ554Ag888EDOjnkYDCtQ1KhJKBTCyMgI6usVLwFJkjA0NISFhQWcOXMGlZWVeV9bPgRKMBhEV1cXOI5DR0dH2umWRkjx7Me4Ti3w1dvwRyIR/Mkf/zGee/YnaK4vxQPXLsG0T2vwfKd4YrEYgsFgPGRv3r2TiWFgtliUlA9vhsPpgCAI2tA6juO0GgR9l0euoEmm3SCGiTGxuvoVUdpUrBLidXiRSEQpyDVt+6+oQsHCm9Fa14LWuhYAQCAcwOT8FGYXZ/H8c8/gJ48/Dp43obGpCecvnMeVK1dw8eLFA9nxG9nhFoAhxROQeRdPtvnyl7+cs+fOBYYUKPouHZPJpImBra0tdHd3a3UYhRpJnWuBovqA1NXV4dixY7t+yY5KikeWZQwODmJxcTHBNG9iYgIP/eEfYHZmFB2XjuPSsdZ9Hz+fKR6l3iSMaDQKh9OBWCyG3dImTPKfCbbD+lbo7pJFhHSmX2p0RTX9ouSHbBfJZhOWZWHiTdvtzPHrZEy14+fY+OdG+eyowsFpc+JMy2mcaTkdt+P3YWpeqV/53ne/g+9861uw2x04dvw4zl84j/b2djQ3N2e0uRs1SnEUBEqqguZ8dPEcJQwpUGRZ1gyAeJ4HIQTT09MYHh5OMO8qFLkSKGp0aHFxMW1KJ9VaCh1B2UughMNhzbNFHw166qmn8P/9+Z9BlgP4xbfdQE3pAWcH5SnFIxMZwUAQsizD7XaDY7m4QNnj4Frn6k4fFP1dsmr6JcRNv8Jx0y+1aFI/A+aOwYjhHCPqk6TzxOjrV6B2OG5/bmQpBI7nFLGb1M5c5i1FmbcUV05dhiRJmF+dx+T8NKanb6Or60189StfgbeoGKfPnMbly5dx48aNtC7cRna4BXZOCzYKqSIohBCEQqG81VIeBQwpUFiW1QSIGjYfGxvL6wC83WBZNr4xZQ81pcOyLNrb2zMeZmiEFM9ua1hdXUV3dzcqKyu1WiFZlvH5z38e3/3ON1FeasODN+9N30KcIblO8YiSiEAgAJ7j4Xa7tYtygjZKKZSYhD/tXquzbfqVUDSpnwGjWqrrNh3K3cDuqRSl7skMk0m5K5dlReiKoohgIAgCkhBdUSNzHMehrqIOdRVK50g0FsXU4hSmF2bR1XkLLzz/HDiW0+z4L1++jKtXr2rXJ6PWoEiSlFCzaDQKVSR71DCkQFHx+/3o7u4GoPRrq50ehYbn+axGUNSC35qamn23Bho1xUMIwfj4OCYmJnDq1CnNqnl1dRWfeugh9Pa+gXMn6nFPBi3Ee5HrTToaiyIUDMFqs8K2Y2LyHsfWeZ8oj8xcSKWaAaPfdACimILFoyssm8HdogGv1wZckuHYr/xmWRYWs0VrZ5YkxX9FEHZG5vTtzBazBcfqj+FY/TEAwGZwExPzk5hdnMNTP/0JfvToozCbLWhuacH5C+dhNptx/Pjx7L7YLGDU1JNKoWpQjhqGFSjj4+MYHx9HW1sbRkdHDaXSsxW1kGUZQ0NDmJ+fx9mzZzVr9/3AcVxOJgnvh+QC0Vgshp6eHoRCIVy/fh1ut9KN09nZiYf/6FPY2FzEu+65gLbaLM2XyFGKh4AgHAojGovC6XSmNv/L4NjbGZ7DGcolbzqqh8aOGoQkS/W0CzIEhloMQIxTJJsAOYyQY8BxPLhd25lTF2q7HW6cbzuH822KHf+KfwWT89OYX5rHt/75mwgGQ/jWN/8ZZ86dxYULF3Djxg00NjZm6UUfHCO3GAOpBRQhhAqUJAwpUBYXFzE3N4fr16/D4/FgcnKy4FECPdmoQQmFQujq6gIAdHR0ZJzSScZoKZ6NjQ10dXXB5XKhvb0dJpMJsizjG9/4Bv7P3/8tHHbgV9/5VhS5svslzHaKR5ZlBIIBEEK0epPdjp4p2Vvndg2C1WJNrEEIhSDLBDyvbDr6llTK7hi3SDZ73jnp25l1hdpx/xVFsGy3M1cUV6CiuAI4o6Q9h28PYWXDh7HRIbzx2qv48pf+HqWlZTh99rTWzlxcXJyVde8Ho6aeVFJFUNRzT2tQtjGkQKmsrITX69Xa3go9+yaZw65naWkJvb29qK6uxokTJw71RTLCuVF9UGZmZjA0NISWlhZtSGMoFMKf/Mmf4IXnnkRzfRkeuHZx3y3Ee5HtFI9Wb8LzcNgde+axd68q0f2ZYUDk3EQMEmoQbIAkS5qHhr4lFaSwrrupMZggMNhygNzGmXYUastyys+O2l2mphJ5jkdNeS1OtJwEx3IIR8OYWlDqV1579WU88/RT4FgeVpsNv/2ffzuvXhtHMcUTDAYBgNag6DCkQFG7d1R4ntfm7xiBg4oC/bTebHm4GCGCoqZ3RkZGEgqZJyYm8If//b9jbnYU91w+iQttLblZQBZTPGq9ic1m08YJ7HXoPVFn8SB/4oBjOXBxS3X9hF2AILC1lRjS53labGt08mY+zOz87EgSRH07M8tqgkWfErNZbDjReAInGk8AAJZ8S/j+T3+ImdnbeOONN/IqUIye4kknUHieV/xuKAAMKlCSMUKUQM9B1hMKhdDd3Q1ZlhOm9R6WQguUUCiEN998EwBw7do1LTz55JNP4n/9xf8ESAjvfUc7qnPcfXXYjZ9AafGLxWJwupxK+Dsj9qor2VZPheoo0E/YjUaVehpZliHGjRAL6b1itFgOYMQACoFiIJf/lenbma3Qd5Yp0RUACAZD2+62cbG7GdrCUz97GoiJqKsszcgyIZsYOcVDCEkpUAKBABwOh2HXXQiOhEAxWgRlv50zakonF7b8heziWV5eRk9PD6qrqxEIBGCxWCCKIv76r/8a3//uP6OyzImfu3kvbDm+IzjshVutNwEh8Lg9+7tA7BW9SVoaIYWNdgHK+UrpvaLv8IhHV+5I75XdMOAwRyOtSF+/YiUEGxvrMFvMSmdZMAQCgs3gFp782U/BxET8zgd/FV979LGcTpdPRbouGSNACAEhJGUEhaZ3EjkSAsVoERSe5zOKWsiyjJGREczMzODMmTM5GdZVCKM2QghGR0cxNTWlpaqmp6exvLyMP/njP0Z/3y2cP1mPm+cO30Kca0RRqTcxmXjYM6g3Sc3uW4jWxWPAe/O9vVfklIZfdyqGLJJVU4SGW5ayMLPJrHWWTS3O4PHnnoCVAf7D+9+L8iIPIpGo5r6cr/SFkSMo6l5GBcreGFKgJG8SHMcduQiK6p6qpnRy1TqW7xRPLBZDd3c3IpFIwgTp8fFxfPELn0couIp3v+UiWmuq87Ymlf3OBYlGIwiFwrDZbbAewigu0ztcpcvYSPfDO9ndeyUAAPv3XjlqGEwIbGOwhSUJp9HpcTz14tMocznwX37rN+F1uRCJRJWoyuYmXnrpJTgcDhQXF6O4uBherzdnUQ4jR1DUvSNZQKkCxajmcoXAkAIFSPTWyLYx2mFRoxbpNsTl5WX09vaioqICJ0+ezOkXJZ8pnvX1dXR1dcHj8aC9vV2LJD3yyCP42lf+HhXlLvzqu98CryO/ffz7/UITQhAKhyDsu94kxbGx074+/YMP54NSCFJ6r6Sa/7KX9wrlwBhV1BKtcpdB90gPXnr1Z2iqKsfvfPjXYYsXmBOGgON4nDhxAm95y1vg9/vh8/kwPDyMaDQKj8ejCRaXy5W1z4/RIygcx+14rdQDZSeGFSh6jGBGpkcVHJIkJXQbybKM0dFRTE9P4/Tp06iuzn0UIR8pHnUW0sjICNra2tDQ0KC1ED/8P/4HXnrxabQ0lOLBm1fjG5lxkWUZgXgkwL3fepN07LV/6Lt4ClzjcLjLf4qCyR3eK/x2wWSm3isG0zQGW44+R2gsiPIZeKn7ZXR2deJ8WxP+42/8UsI1UYzfPFni07zLy8tRXl4OQpShmz6fD36/H9PT0wCAoqIiTbAcZhiskduM03UYBYPBA/th3akcGYESDocLvQyNVAIlEomgq6sLoijmNKWTTK5TPKIoor+/Hz6fD1euXEFRUREAJaXz0B/8ARbmxvGWyyfQUFZSuAtC/MK9V4pHEAUEAwGYzGbYbfbs3K3prOxT/1jXxXP4oxmKRO+VFP4ZDKPVrujt1BMwWnDAgEWyKkb7/EiSiBe7X8L05BTuu3oe73/Pu3dsvIIggBBmR5EswzCw2+2w2+2ora2FLMvY2tqCz+fD0tISRkZGYLFYNLFSVFS0r0Jbo6d4Uq0tEAjQCEoShhUoRk7xqEOo1DWtrKygp6cH5eXlOHXqVF6/GLlM8QSDQXR2dsJkMqGjo0MrcHviiSfwuf/1WUAO4b3vuIGqkhKsb6wXbLPJpGgzEo0gHArDbrfBcsjBhPsi0akNBIXv4snNG5XCPyPuvRKNRBGSgpr3ir4d1WgYUUrqUylGQRAF/OiFJzA1MYF//c778K/e9paUj5N0EZTdYFkWHo8HHo8HTU1NEEUR6+vr8Pl8mJiYQF9fH1wulyZYPJ7do5+yLOe9cyhT6ByezDGsQNFjtC4ehmG0wt2RkRFMTU0lDMTLJ7lK8agDDOvq6tDW1gaWZSGKIv7qr/4KP/jet1BV7sSDHdstxPk0IdsPygjzIARBhMvlSgg/Z4NMPOISI/TGO0e5QO+9Ait0duoCgjrvFYAo4Xg2f94re2KQZWjkzaQtM8LRMH7wzGNYW1zCrz/4Nrzz3ptpHytIIgjZW6Akw/M8SktLUVpaCgCIRqPw+Xzw+Xzo7++HKIooKirSUkLJxaVGT/GkWlsoFKJdPEkcCYFiNB8UQFH8vb29kGU5oZulEOtQ++qzkbJQW6NnZ2cT3G6Xl5fxyYf+EAP9b+Li6Sa0nzmZGLI3QAFoskCSZEnpPGEYuN3uHBXN7eOcJw1VvJvYYace914RBQHBQBAsy2jOtned90oGGEWfrAc28MOnH0N0cwv/8f3vRUvd7jdlQvy6fdj2YovFgqqqKlRVVWlD9dT6ldu3b4Pn+YT6FSM7ye6W4lEFGUXhSAgUo0VQVldXEYvF4HK5cPHixazfle8H9UuYjTuGSCSC7u5uCIKQ4Hb7+uuv40/+x6cRCKzg3W+5lLKFuNARlOR0gSAKCAQCMJvNsNvtuUsn7COEYozLpRG2um3vlUg4DJfLpURYkrxXtruD8jvo0AhnSA8xSAhlybeMHz3zY7CigE/81m+gtqJMc5NNhyCJIEBW0y0Mw8DpdMLpdKK+vh6yLGNjYwM+nw+zs7MYHBzU9gybzZYw180I7JbiaWpqKsCKjItx3rUk9NEAo0RQCCEYGxvD5OQkLBYLGhoaCv7B1xfsHkag+Hw+dHd3o6SkBJcvX9ZaiL/+9a/jH//Pl+B0sru3EBc6gqITCpFIBOFwGHaHPU9dRXsVyap/yeLQoDsIhgFMXGrvlegO7xVTbu+MjRrhKrA+mVqcwk+e+ylcZhM+/v98CBWlJYjFYnu6x4lZiqDsBsuyWrqnpaUFgiDg1q1bAJT5YGo7sxphcblcBY2u0BRP5hhWoOgxQgQlGo2iu7sb0WgUN27cQF9fX8GH9AGJEZSDQAjB5OQkxsbGcPz4cdTV1YFhGAQCATz88MN4+cVn0NZUjrdfvRi/k93luQq8+cpERjgYhiiKcLld4Ln8fLz3ftXbpZdGSPEUfgXJJG5yhfReMWKRLFDYFQ1NDuHZl55DVZEHH//Ib8CtK+Tca11iPIKSzwF4quNxTU0NysvLtXZmn8+HmZkZAEioX7HZbHn179ktgkIFSiJHRqAUMoKytramRRcuXboEPu7xUGjRBGx3FB1EoIiiiN7eXmxsbODq1avwer0AgNHRUTz00B9gcW4Cb7l2EudbmvdeR4Ev6gyAUDAIhmXhduWq3iT1cfd6gCYIGMaA4qCQZHI2kr1XZAiiCPGw3iu7H9JQKKK2MIu6NfgmXnnjVbTVVuG3P/TrsJrN+1qXKMkAYfI+oVef8rbZbKipqUFNTQ0IIVo78/LyMkZHR7V2ZlWw5Lr7J106PhgMFqyW0agYVqAkp3gIIXl3BySEYHx8HBMTEzhx4gRqa2u1dRlFoAAHW8vW1ha6urpgtVrR0dEBc/zC8/jjj+Nz/99nwTBhvO+BDlQVF2X2hEp4YJ8rzw6CIEAmBGaTSanmz+vFPPPUFlvAc3SnwOiLbXXeK4LOe0WLrqTzXjmK5FmfyETGi50vobe3F1dPH8O//eVfSJ3O3mNd6o2l1ZrH1n6kN0Nj4gXzbrcbjY2NkCRJa2eenJxEf3+/1s5cVFQEr9eb9T1HFMWUgo1GUHZiWIGiR19nkS+BEo1G0dPTg3A4jOvXr8Ptdu9Yk1EEyn7N2ubn59Hf34/Gxka0traCYRiIooi//Mu/xKM/+A6qK1x4d8e9sO2jfkOxfM8/4UgYkbCyMVkslvxHcvZ1OFqDkl12816JICRJ4DhddCUT7xVCjBZAAZBffSJJEp585acYGx3DAx2X8cvvfkfK6y4hZM/zKYpKisesi7zkg0ybBjiOQ0lJCUpKSgAo133Vjn9gYACiKMLr9WqCxel0HjodlGptih1CiEZQkjhSAkUUxbyY76gFo0VFRWm7dPI9pG83Ml2LLMsYGhrC/Pw8zp8/j/LycgCK58mnHnoIQ4NduHi6ETeSW4gzIc/RAbXVUJSUepNgIJi3Y6dYTUY/NoQ8MdDum+1zkei9YkvrvaI62xrKe2UX8pniiQpR/Oj5x7EwO4dffff9eOCeG7v/wl4RFEkEw7B5byY46M2sxWJBZWUlKisrNdGg1q9MTEyAZdmEdNBBIkO0BiVzDCtQ9CpVNUbLdcSCEILbt2/j9u3bCQWjqSh0XYyeTM5NJBJBZ2cnCCHo6OjQZj689tpr+OP/8WmEQ6t48K2X0FxddaA15DOCIskSAoEAWIZV/E0YtqC7/26H3dHFQ1M8O8nR3rvTe0WCIIoQYoJSbJvgvWJS3KtzuaDDkIclBcNB/OCZx7C55sNv/dLP49qFs7s+PpMIipA0ryxfZKMcgGEYOBwOOBwO1NXVae3Mfr8f8/PzGB4ehs1mS5jOnMlrpU6ymWNYgZJMru3uY7EYenp6EAwGce3aNXg8nl0fn48hfZmyVwRlbW0NXV1dCdOVZVnGV7/6VXztH78Mt4vDr77rrfAcRr3nKYISE2IIBoOwWCxK9X38AlkoH5aUF+gdN7xEeyyVJ4WCAcfx4DgesMQHHUrbc4NCUggcr2warNYObhyhkuuV+Lf8+OFTj0EIhfCfP/ArONGaoR/HHguTRDFv3XQqqnFltp1k9e3Mzc3NEARBq18ZHR1FJBKB2+1OmM6cSiSlEiiyLCMUClGBksSRESi5jFj4/X50dXXB6/Wio6MjozQSx3GIRqM5Wc9+SSdQ9BGhkydPora2FoDiWPg/Pv1pvPLyszjWVIm3XbmwZwvxXuQjgKHWmzgcjhQ57QJtJnu9cF0NLbPHYMG7jgKeCqWYVvVegea9Eo1EIcgSNjY2EqIrhfTNyHWKZ2FtAY89/TgshOD//fcfQF1VRYYL27t7T5AkTfjlC/VGNtfvmclkQllZGcrKygAA4XBYq1+ZnZ2FLMtaKqioqEgxjIzPcEsWKMGgkqKmAiURwwqU5NRKLlI8hBBMTExgfHwcx44dQ319fcYFUEYqkk21FkEQ0NPTg0AgkBARGhkZwSc/+YdYmp/EvddO4WxzlpwLc2jURghBIBiAJElwu92p74yYQnqMZHrcu9fq3uio3iuyJIOAwGw2p/BeUczisu29khE5OtztuQk8+cJTKLZZ8fGP/AZKi7wZ/y7B3uM1lInv+R3ap96s5VtU2mw22Gw2VFdXJ7Qzr6ysYGxsDCaTCcXFxYjFYjuu11SgpMawAiWZbLvJxmIx9Pb27tjAM8VIAiU5grK5uYnOzk44nc6EiNCjjz6KL/zVX4JhwvjXD7SjoijDFuIMYADIOVAokiwhsLUFluPgcXvyvzFkQMbyxHhLNwRGOy3MXt4rhCg/jzvbclzui21z8ex94/144eUXUVdahP/ykX8Du32fBZ8ZBHbEAgiUfEVQdiNdO7Pf74cgCOjr64PT6cTa2hoEQUBjYyPMZnPOup0+85nP4F/+5V8wNDQEm82Gjo4O/Nmf/RmOHz+ek+NliyMjULIpCPx+P7q7u+F2uzNO6eRyPYeFZVltLeosiubmZjQ3N4NhGMRiMTz88MN47pmfoLbKg3e176+FOCMYBpCzK1BiQgzBQBBWqwU2m333wxtum0uCqDUoNIJibHbuuju8VyQZoihAEMW8eK/kIsXzau9reOPNN3C6uQH/6Td/BWbz/rcCArLnaxUlEVyei2TVAlkj3czo25lnZ2dx4cIFRCIRvPDCC/jCF76Azc1NOJ1O/Pmf/zne+c534vz581kVWM899xw++tGP4urVqxBFEf/tv/03vPOd78TAwIChO4cM62KUKsVz2AiKmtJ5/fXX0djYiIsXLx64bdlobcaiKKKvrw/Dw8O4ePEiWlpatHP4wx/+EI987REEQwHIMsHg5Aw2Q9lvy83m5hsOhxAMBOFwOvYUJwAKZhTHxNM2gXAUaxsBLK9vYWV9C2ubQQTD0YQl0VE8xocAe2gBpaPQYrHC6XDC4/HAYbeDYVlEIxFsbmxga2sL4UgYoihk7zuRpb1WJjKefu0ZvHHrddy8cAq//aFfO5A4AZDRZ1kU89/Fk43BqblCNRy12WyorKzEf/2v/xVjY2P4q7/6K/A8j5deegn33nsvKisr8f73vx/PPvtsVo77+OOP48Mf/jBOnz6N8+fP4ytf+Qqmp6e1mUVG5chEUA7bxaOmdLa2tnDt2jXN1v2gGCmCQgjBzMyM5gprs9kSfu50OuE216AGbZgdmMFIfz+esfWitNyF+poyNFdXorasLB6qPhjZimCo9SayJMHtcYNjM7/Q5GPvJyDwbQTg3woiHBUQE0RIsgSG4bSfA4yWz1FFom0jimAsBoHWoKTAOHe6+yWd94ogCAgGQyAgCdGVg3qvZOMMiZKIx1/8CaYmJvBz997Aex+4/1DPl1ENiiyBNxnDRdYIpEo/sSyL0tJSFBUV4Qc/+AEEQcBrr72GJ598EqFQKCfr2NjYAAAUFxfn5PmzhaEFCsNsFxUeRhCsr6+jq6sLLpcrwdb9MBhFoKysrGBlZQUOhwPXr19P+cU0m5Xw9LXGd8Bj82Irso7bKwOYmR/C65PTeN10Gw63CTU1xWisrkBLbRVcmUQt9GQhgiFJErYCW+A4Du591pvkOsWzurGJ5bUNhKMCZCID8ZZhQpSLtCTLWpaLYeKtqgQQ41G2YDiKgCBiAyy+Mz+EWrsHF9xlsLCG/grefRwym5Kp94qJ58HHvVf2XFIWUjzhWBiPPvtjrC4s4jfe8wDuu37lUM+nLGzvh4iiBJM5/0WyRo2gqHtGqi4eNdViMplw8+ZN3Lx5MydrkGUZH//4x3Hz5k2cOXMmJ8fIFkfm6niQFA8hBFNTUxgZGUFbWxsaGxuzlpcstEAhhGBsbAyTk5OaBXO6uwaLxQKGAURZWa/L6sX5ug6cr+uAKIuY99/GxNogpnrHMNTbC5O9F2XlLtRXl6K5tgo1JaV7RlcO6/ERiyn+JlabFTarbe9f2LmArIdQZCJjZnEVvo0AREnSPT0DicjbDrGMuq8xYBkGMiGQJTnhsyaTbX+GdSGMYEDCeNCPWpsbHUXV4PM0M8ZYsQpjRpOyd47Se6+EIxHIce+V7cnMuww6PMSiNkNbePTpRxFY38C//7VfxOUzJw/+ZAlkEkGRYbLkX6AYOYLCMMyO9eXTpO2jH/0o+vr68OKLL+bleIfhyAgUnuf35TuiVkqrk3qLstixAhRWoKimcqFQCDdu3MDCwgIEQUj7eIvFAjCAKO18DM/yqC85hvqSYwCAzYgft1f6MTM3jNcmpvGa+TacbhNqakrQWFWOlrpqOFMJiANGUAgIwuEwotEoHE5H/M7zYGQr309AMLu4ihX/BkRJ1kVJthUJIQQ8x0EiRMnoEEAmJH4OGBCGgIABF3cnJbpnZ6CImJAsYSK8iZlYENfcFWize7Oy/r1foDGFgTHInefITu8VJboiCiKi0QAApPVeOeiKVtZX8dgzPwKJRPFfPvx+tDbWHf6FxMnkUyQKEqyu/M7hMXqKJ52LrOrunUs+9rGP4dFHH8Xzzz+v+WIZGUMLlIOmeDY2NtDV1QWHw5G1lE4yhRIoGxsb6OzshMfjQXt7O0wmE5aWlnYt2NUiKBms120twoW6e3Ch7h6IsohZ/xgmVgcx2TOOwZ5emO29KKtwob6mHM01lagpLQHLsAeKoMhERjAQhCzLir/JPupNkslWimcjEMTE3CJiMWXImawKjrjhlCwrcoNl2bggUe6MWY4Dib8HHMcCDANJkiHFxQ3DbHcVyABkIoFlWAhEhigBr2wsYj4Wwlu9VcbvSLqDUYpk83P+WZaDRT/oUJIgaN4rIbAcBxNvgixLYA6w4c4uz+HxZx6HjePw8f/wQVRXlGX3BWQwWFGUU2/IucToEZRC2NwTQvDbv/3b+O53v4tnn30WTU1Z8r/KMYYWKHoy8UEhhGB6ehrDw8NobW1FU1NTzlrNVLt49e4616iFsOpr06er9hJLikAhEOX9pch4lkdjyQk0lpwAAGyEfLi92ofpmRG8ensar5nH4PCYUVdTjNryUlQVe+HOcBinKIkIBALgOR5ut/vw5/CQKR6ZyLg9swD/ZkATJWrog0AGy7GQ5W1hogpChmHA6Dq61HoUQC2EY7bTO7IiaEwMCxEEMpFhitegiLKMyfAW1oUY3lNSb9gLbDahcZxt9N4rgM57RVCmMyOeNszUe2VkehRPv/gMyl1OfPy3fgNFSdPYs0EmYk4Q5LwMeNWTTgQYgXRrCwQCORUoH/3oR/HII4/g+9//PlwuFxYXFwEAHo9nR1OFkTgyAmWvGhQ1pbO+vo4rV67kvDpZ3UCkPAzDkiQJ/f39WF1dxeXLl3e8tr1anq1Wq3JHv0+BkozHXoyL9W/Fxfq3QpRjmPGNY2J1EOPd4+gjveAsMmpqi1FXXYaWmipUlRan9EmIxqIIBUMHrzdJwWFm8UQFAUO3ZxCNxrafgVE6EBiWBc9yECVZqS+RZTWLowhDOS48EBcruqif8h8ChlG8NNTHCLIIMCzAsBBlouSHALDgsCZG8aPVabzVVgKz2ZQ3IzBKHIOopgTvlRCUzxvLZuS90j3Sg5de/RmaqsrwOx9+P2wHmLibERlEUCRZypn5WDqMHEFJV8AbCoVymuL54he/CAC47777Ev79H/7hH/DhD384Z8c9LIYWKPq76t3ajDc2NtDd3a055FksWTYhS4H6Icu1F0owGERXVxd4nkdHR0fK8d57CRSTyQSGJZDk7KWkeNaMptKTaCpVCu5WNxYxtNCJ1alZvDw+jVfNY3B6zairLUVDVTlaa6phtZgRDoURjUXhdDqzfGd1sA18KxjC6NQcREmCFL94iLpWQFkmSpia5+JREGibhXo3JMly/PMpa+8Dx/GQSVwyEeWOmGX1YR4CnlXakSWidP2IRIaV47EmC3gu5sf9bDEikQhYZv+dH9k+TznFYEsy2HKAuCGaxWKFxaIIcTHubBuNRBCSpHgxLotbQ53o7u3BxWNN+A/v/6Wc3jxlEkERRYlGUHSIopg2xVNRkeEMpANwVEdsGFqg6EmVxtCnPfTOqflAH0HJFUtLS+jt7UVtbS2OHTuW9q5grxSP1WqNd/HkZtgiAHgcJThT2Q6v1wtRjmFqbRRTa4MY7RxHX1c3zPZulJTYUF1RjJPNjfBke4DYAYp0fRubuD09D5ko7qAsp9yhsiwLov4byyrRFLU9kFUKY9U0jizLYBkWoiRvb2wMG/dG0RU5MqyyPBIvw4w/D4jyODlexxOVJIBlsSJGMUxiuOQu2tH5wfNcXLAcLLpyNC9V+YIYbiZBshBgsF1sC6sNsiwjGo3g6deew9joCDounMKv/dwDWsdIzjbrTCIokkwjKDrSRVDy2cWTTyYnJ1PWu9x7770ZmdAdKYGiT/Gozql+vx+XLl1CSUlJXtejfvFzIVBkWcbo6Cimp6dx9uxZVFZW7vr4zFI8yGoEJRl9YSfPmtFSdhotZacBACub8xic7cTi5AQWp5bQ1T0Lt9eC2poSNNZUorm6MivW+/vZeNc2NjAxvaBEOeIdOCyU91WWZaXlMz55lGU4EAAsG68vYZR2YjYebSFkO2oiqSETKFEThmVBEizuCcwMCxkMJCgXeI5hIRIZLKtEXTiGARgWQ+ENlJmtqDfbU3R+CLpQvylem8AniCLDY0ClZMAl7YkkS/jJK09hbmoav/zO+/Cut7bHvVdiO71XTIeNwG2TUQRFKkyKx6gRlEIVyRaKuro6LCwsaH9fXFzEO97xDrz1rW/N6PePjEDRp3g2NzfR1dWV15ROKnIhUKLRKLq7uxGLxdDe3p7Rh3YvgWI2m5UICsldBCXdNOFoNApesuFa89thtVoRE2OY9g1jcm0II2+Oo7erExYHUFnpiXcGVaOiyLPveSb7mXOzEQhgYkYVJwRSvPhVkhTxYeL57Y6nuK+JUn+yXWsCKHeH2vEZFjKRlUhJPA3Eslz8nOjuyuOdO5ABxMWLFH8FkiwBLKeIHCKD41i8uLWCXy+uV4zfsLPzQw31RyIRhCRZ8dWI1yXs6qthIIy/wgKzS6QiFA3hh8/8CP6lZXzwfQ/i5uULAKDMv7FaFe8VUReBC4Z2fkYOKlgyMmqT8251L0n5Tytlym4CxcgzcQ4Kx3HaDXYkEsF73/tetLe341Of+lRGv29ogaJX+mrXjNql09TUlDBvphBkW6D4/X50dXWhqKgIly5dyviLvdc6WJYFb+Ih5zDFk9waS0AQCoYQi8US6k3MvBmt5WfRWn4WALAWWMLt1X7M3B7B9OgEXraMwFVkQV1tKRqrKtFSXQVLJk6UDDIaVhiJxTA2OQtZkpXCV5ZVOiQIAc8rEQxBFAEw4HkuLkKUn7Mcp3XpxGMkAMOCYxVxomgRKV5/grjjrHZCwHGscpbi3ikgJC5SVJs3ZTgWxzAQCEGMyDATBq+H/Lju2Fn0rQ/12+KhfkEUIArxQkowMJmSCimpGtgdA4ZQ0kUq1gMbePTpxxDZ3ML/79/8Ms4eb93xGIZhYDKZYDLFI3CSznslEgHAgDfxiveKyZR5aiQuvPe6/ooiLZLVs5tAcbkybIE8onzkIx/B1tYWnnzyyYzfH0MLlFSMjo4WJKWTimwJFNXxdnR0FMeOHUN9ff2+hFcmgwtNJg6imGvfFuXqLssyAoEAAAKPx7Prh7HEWYESZwWuNr4NMTGGqbVBTK4NYeiN2+jl3oTFzqCy2oOG6nK01Faj1ONOG13Za28hhGB4fCoh8iHFfRpkWbnTZFhWi9aJorTdmRN/XUghmlWbewU2/ndW5/mlpGxkKWlyIMOAITIYcCAMAVgeMogiJOPtxxKRMRzewlV7kRZFSQfLsrCYLdu+GqLSoqoVUvI8iCxDliSA50HVSir2rqswAku+JTz2zOPgBAGf+K3fQFNdTUa/x3IcLBwHi8USr7NK7b2iipZ016FMdJwkSZBJYWpQjJziSXXjeadGUFQefvhhPPHEE3jttdf2JcSOhEDZ2tpCV1cXAODKlSvweDyFXVAcNt7JcRj0tTRXrlw5kONtJgKFN/GQojmsQWEYEAIIooBgIAiTiYfd7tiX0DLzZrRVnEdbxXkAwGpgAePL/ZgbG8Hk8DhesgzDXWxFXU0pmmoq0VRZqUVXMjE3G5uaQTS2PUuH4xQxobyHDHiej4fE40kXBuB5LsHgjlEHAcaN2NTHETCKs6wka107YBgtzUO0qIkMnmEhMSy2a1Uk8JwFIiGa0OHiqR+ZEJhZBn2RTZyzZf653zHETpYhigJC4TDCkQgikUhCXcJ+U2rZ5ShIggKSlOKZWpzCE88+CbfFjE/8pw+jrORglgoMo3zm1Q2TyNveK6FQSHFL5rejKxzLbgt0kpjuTIUgiiAEeRcoRneSTT4fhBCEQqE7NoLyne98B5/+9Kfx4x//GC0tLfv6XUMLFIZhMDs7i8HBQTQ2NmJiYsJQyli9gz4ogUAAnZ2dsFgsh6qlyUQomUw8ZJJ759vA1hZsNnvKduj9UuqsQqmzCsA7EBMjmFgdwtTaEAYWxtHTOQeLg0FVlRf1NeWoLyuB257eU8W3vgH/ZkAbvEbixbGEEHAcB0KgFWErqRwWsixtR50Y5Txrpa5yYjSEZ1mIkrQtlBglpaMW4eoeDEGWwHC8tulwLA9REsFwPNS0kQQZJoYHYRjEiIzpWHhfAiUZlmVhNlsQiUZhs9kUPxZBQDQaQygUAsfxSqGtyQSO4+5aN9t8Oslmin5NgxNDeO5nz6GqyIOPf+Q34M5iYSXDsspgUbMZiHeqiYKQ5L2iRFcyuQ6rwj7fNYJGT/HcTRGUvr4+fPCDH8Tv/d7v4fTp05pBnNlszsirzNACZXFxEcPDw7h48SJKS0sxMzNjiAnCKodJ8SwsLKCvrw8NDQ1obW091BcqE6FkMply1sVDCEE4rIwFdzpdOSlQM/NWHK+8gOOVFyDLMlYDC5hY7cfs2CgmhkfBmgfg9lrQ1FCJxppKNFZVwMKbtPVNzi3GW3y3Z+HwPAdZJPF2TDbeUqx06IjauVLuIiWZ6IpkVVM25T2TCYEYv/CohbbAdhGtalPOae8xAUtkEIYBz5mUiccMAFlS/h5/lBBP9TAMA58oICRLsB9iHIAezbXUqtTKiKIIQVCiX8prNmmupbm72Buw4MPAvDH4Jl59/VUcr6/GRz/4a7DmMjIR71LkOA4WYLvYNp4yVK97kUhkW9QmCTtBEgoWQTHSjayedNGdO7WL54033kAoFMLDDz+Mhx9+WPv3O6LNuKKiAvfcc4+mwA8y0TiXHESgyLKM4eFhzM3N4dy5c1kx51F9O3az3TdZeERzUCSrrzcBAC7b/iYpYFkW5e4alLtrcB3vREQMYWShF5Org+hdnkNX5ywsdgbVNUVoqC6HmWEhiqLSIkwAhtv2OVHn6jAMA0mKz9nhOaX9N16boq9ZQfyVmjgOQtK/S3EPk+R9VwnaKKKIiT+BLMsAb4JIZC3DQcBAgAwGygXMxPKaWGEYYCwWxDlr9i3LWb1rKRSxJWp1CWGwHKsUWvI8OJ7PcnTFWNEKI2omWZbxYufPMDg4gKunj+G3fvW9eY8Q6IttYbNBFEUEtgKQZWWeFgHR0oUmngfLcVqxOS2S3SaVeJIkCZFI5I4UKB/+8IcP5VRraIHCsmxCeHA3N9lCsF+BEolE0NXVBUmS0N7enrWQXia2+yazCaEsp3iUepMATCYz7HY7/H5/LofBpsXK23G8/AKavCfhcDixEpjD7ZUBzA2PYHxgGCFxEy6PBWWlLnhdDpS63OA4DizHgkjKXB0mHplQi2JVDxQFBmC3h/2pd5MMy2oNORwf/ywQ3QmItxrLshyPnqitwixYjockSzDxZghEBhc3awNRHGZFAEK8JsXMcIgRgmBePvvbM2Gs0M+EERCM1yUkbERZiugYB2MVyUqShGdefw4zU9N41z1X8UvvfrshNl/lewLlGqYW2yZ4r7AIbAUgFiCaYfQi2eS1KTd4uCMFymExtEBJplAThNOxn/Wsra2hu7sbpaWlOH36dFa/QJnY7lss2U3xRCIRhMNh2O02WCw5mvWxHxi1a5dFhbsOFe46AO9C/+gwRpb7sDo3hZHZBTDWVVicHIqKbSj1ulHq8cBhtSgCglXy5onvqVJMyzCskoqJo8oQnuMgybrfiRuuMaxSgKu+J0oaCVokRTV3EyQB4MyQGGjzoGUigeNMkHXHAgMsS7Hcnb80MEnRlR0bEcdud31w6bs+UmHAYIWCQWpQorEofvTC45iZnMIvv/s+PHjvPYVekgZJEOIMuHh0LcF7xbeizUizWCwoLi5GcXExXC5XTu0hjF4km3ztDwaDAKhAScWREyhGSvFkUpxKCMHExATGx8dx4sQJ1NbWZv3LqX4ZdxMovJnPikBRKs6DEAQRLpcrIWLDpDFrywep0g6yLCMUElFtP45qxwklLC2tYXnjNlZW5jBvWgRvm1eiK2UeFLtdKHa6AI4Fy3KKc6wkx23wt5+XZZX6E0mSIRIpaT9TCmOR9F4wDANO7dzRPd4crznRnzWW5SHGvd1YhlGM3cAimEMn4Mxg4jNfeMCibkRKEaW+60ONsHBHMLpiFNEUDAfxg2cexeaaH//mPe/AW65eLvSSdpLmMqamgzieh8VixZUrV1BeXg6fz4epqSmwLKuJleLi4qwX0R61CEowGITVas27od1RwNBnJHkjN2KKJxZLf1crCAJ6e3uxubmJa9eu5aw9Wk1L7HZuzBYzZBI+1HEkWUIwEADAwO12p7hLKfSdZ+L2MruwrMzZkbfvqDzmcnjM5SAAIkIIq5Ep+OdmMLawAJhXYHWyKC5xoqzYgxK3G/Z4dEjxQFFM2ZQ5PGorsiI6GIbVOn+UvI/uIsQoZmySHO/yIeo/84hKovL+ccpXkWf5eIEuA8JxCQkHIW4ot5cfSr5QNiIzTCYzYFNqdQRRgCCICIcjYFl22yguXXTFGC/FUPg2fXj06ccghML4zx/4FVSVFRsmqqNCCNmzFkm9Hnk8HtTU1KCmpgayLGNzcxM+nw9zc3MYHByEw+FAcXExSkpK4PF4Di0ujmIExeHYnyXD3YKhBUoyRkzxpItabG1tobOzE3a7HR0dHTkvFNurk8dsNkMmWwd+fkEQEAgEYDabYXfYU16cChlBUVM8etbWN0Bkpc2XYRjFL0ZXTGzmbKh2nkCt+xQABv7wPFbXJ7G0Mos58xw46ww8RRaUlXhR7HGj2O0BkHiOOZaBTNS2Zb1fCpQal/icHw0ig4sLEllX1EwIwLCcUjSr/Itimx//m5nlIDMMtmQRHs6INt7bXR+wxOt0JKUzKBwKKV1TaiuzOuTQKOEKPQVe0/zqAn70zOOwAPh///0HUFdVgY2NjcIuKh177KeCJAIksc2YZVl4vV54vV40NzdDEAT4fD74fD4MDg5CEAR4vV5NsNjt9v2lDQkxbJGsaoyXqgbFbrcXaFXGxvACRTEAU64aPM8bKsWTTjDNzc1hYGAgr3b8e5m1mUwmyDiYuNuuN7HvEY4t3B1AsmCKCcqdPKO2DWt+JgyY+GZKiBIVkiUZHM/DY6mCx1IFhgEkEsNy+DbWZqYxPDsPxrwEq4tDSakTJV4vKoqLYDGbIUrSzkJRLWKSuNspa2QgEYDViRYlFUIg63dHlgdDCEh8cGBMlsBzPEJExmHicPl6h1TPDBNvUqIrSZ4abLxuAXEvGuPcPRauSHZ87jZ++sLTKLZZ8Ynf+k0Ue+PvdAZTg/NOBhEUURRBsLsPislkQkVFBSoqKjTDsrW1Nfh8Pty+fRsmkykhHbSXhYG6VxgxxaNen1NFUJxOp4G+A8bB8AJFjxEjKPr1yLKMwcFBLC4u4sKFCygrK8vbWvaqhzGZTJD3OSyQEIJgMAhR3FlvkvZ3CnoLun3s+aWVeJsjUepJoBiwyfE7rO02YwXFVVO5cEiSBDNvQ5XjFKocpyDLMjZiC/BvTGNxbRYz3Ax42xQ8RTaUFntQWlyEYne8M4hhlVofokRXJPWCyXJgWAkAAaOf0cNykOLOtub4DB5lKnI8nRO3vFdLEo0YdNgbBhzLgbNwsOijK7EYAIKNjQ3wPBfvDIpHVwq0JRfKqK13vA8vvvwS6suL8fEP/ybs9u3Cc+Oax+3+GEHaX5sxwzBwOBxwOByor6+HJEnY2NiAz+fD5OQk+vv74Xa7NbGSKs2sXgONGEHZTaDciSZt2eBICRSe5xGNRgu9DA29QAmHw+jq6gIhBB0dHbDZ0rua5mote6V4yD4iKJIsIbAVAMOkqzfZCcMwBd1B9ZmU9c0tcNogvniaJS5OACWawbJMPPqhPEZMEpsAoxX8FXO1KLLWgOE4hIUA1sIT8M9MYXhmAaPWZdicHErKXCj1elFWVASrxQxJEsFxJkiAMmAwficsEwmmuDGcGD8OAKX2hDNpooYBIMfvU03xdI89G5b0hUrDxVGjKyzDIiYIcLtcWitzsmOpiec1Q7w7lVd7X8Mbb76B080N+E+/+Sswm4/AZTmDqI4oSSDAgV2lOY7TxEhrayui0aiWDurt7YUsyygqKkJJSQmKi4ths9m077cRBYrmVJ20tjvVpC0bGP6boE/xGDWCsrq6iu7ublRWVuLEiRMFCS9mlOLJ0AdFrTexWCyw2W37MuYqVARFHx4lIIhEY9uiIP4zxQmWARhAIgREJtqEZ960fdFgwMSLXhllGKDuM8cyLKy8E3Xuc6j1nIcsy1iPzMK3OYX51WlM81Mw2SbgLXagtNSL8uJieFxupRA2/hy8GiHRvV88y4Loak6Uf+Mhxb1vCcNABuBiDf+V3Tcsy8Fi5rQhh6pjaSQSQUiSwfHctlEcx+FOqayViYxnXn8OQ4MDuHnhND7wvn+VemMlxnvFmUR1RFHU5v1kA4vFgqqqKlRVVYEQgq2tLfh8PiwtLWFkZARWqxVut2JkaMQ6FLW7KDmVEwwGaQ1KGo7U1c5obcYMwyAcDqOzsxOnTp1CTU1mE0VzwV4CJdMISjgcRiQSgd1hh8W8v/a/QkdQAMC/GcDtmXktGqJcDNTkSHxxZOcyGUbxNCHxGSTKlGN+x4PUx4myrNxFMgyKbHUodTZClgkiUhCroXH4piexMj2PEes8rE4eJWVuFHndkCxKCoiTJZD4ZmvieAiyDAYyTOAgIO4iS2SwylAfSCAwMxw4g4X6sw2D7doVW3zIoSAKEIX4PBgw251BPJ/9IYd5+vyKkojHX3wCUxOT+Ll7b+C9D9yfZj3xz63R3vdMIijx71AuhIIa2XW73WhsbIQoivD7/VhaWgIAvPDCC/B4PHnzXsmEdBb8NIKSniMlUIzUZhyLxTA+Pg5RFNHe3q4p90KxV3RJ6eJJ//OD1JukfJ4CKpT5FR82Q1HIkrS90aje8skwANTNLT7QT0w6f6q2UQtq5bjxmpx0aVbSNgRgWVgZJ2rd51HrPg9ZFuGPzMK3MY351RlMcZMQLAJslauwV5TCUV4NZ2kZRCJr+48gS+B4s9bNI8fbkxiGhTUrm7GxNrq9VsOyLCxmixZdkUQRQnweTEiSwOmm7fJZia7kviA1HAvj0Wd/jNWFRfzGex7Afdev7LIaY5JZBEUp7M4HPM+jrKwMFosF6+vruHz5slZsmw/vlUygAmX/GF6g6FWvUVI8Gxsb6Orq0sx1Ci1OgMwiKOmKZCVJQiAQAMuycHvcB74rZQpUxUkIwcDYJILhKBg2zSK0SAqwHULZPl+S7tyx8ZZkNfqiL6ZV/VDUoYIcxynCRpYV63vdIVnOhBJHM0qcrWAAbMV86PN1YX1qC/6ZRXCWOVjdJrgqimArK4Ozshqs2aK1JXMsCynue0IYBt48Xezzx/4+LAwYZYghbwLi0RXVKE7151HrVniT6RDRldxJlM3QFn741KMIbqzj//n19+Li6RMFXtEBySCCIoliXmZzJRwz7oFis9lQW1uL2traBO+V2dlZDA4Owul0amIlG94rma4tnUChKZ7UHKkrnhHajGdmZjA0NISWlhaUlZXhlVdeKeh6VDKKoKRI8cSEGIKB4IHqTXZSmMtoz9AYwtEYZELAQRkEuKPlheyWyGdACBP/k/JQSZLjzq87H6uGrFVL750PYcGAidvZE3AsgUwYWHk3vI4zsJTWAzwPMTyF4OYoFldvg+EGYbb1w1HmhqOyHPbKalg8xYrwjL8r7izVnxj1rny/sCwLs9kCsxpdkSQIgoBoNIZQKARO9V1Rp+1m8PnM5blZWV/Fo08/BkRj+C8f/g20Ntbt/UtqQbPBUjyZRFAESQKbZ1GdykU22XslFovB7/fD5/NhYGAAoijC6/Vqxbb79V7JlN0ESiHLA4zMkRIohYygSJKEgYEBrKys4NKlSygpKUE4HIYkSYbwccgsgiJBIhK4uMupWm/icDiyYiSXb6M2QgjGp2YQikQhyyT+5Y8nmVIVmSh/0AkVdvuBDMCkWTobj5ioE6PVYyc/P8cppm2yTBJSXZIsg2F53cVJaR82O1pg85wCGAaxyBpCGwNYnxrF+uQsWOttWN1meCpLYa2sgreyFlXOkgOcJaOTne8NoxtyCKtSgCqKilFcMBAEQJToS9woLt8FlDNLM3ji2Z/AznP4+H/8EKrKSjP6PSOLyb27eMS827dn4iJrNpsTvFeCwSB8Ph/W1tYwPj6uea+UlJSgqKhoT++Vw66NpnjSY3iBkpziKUQEJRQKobOzExzHoaOjQ2ub0w/pK7Qx0F4CxWKxKAZkcdv3QCAASZLgjvt3ZIf8iTRJkrDm82HVvxm/M46LB7UWNm26iegmLqe+/BMo6RVlth+rtShrP9f7qek+A6Iobde1qD9nWcjx55TleFhcfYJ4lw5DAN5SDHf5PXBX3QdCRES2xhDbHMZ87ziYgU5Y7V0w11WirroaTTXNqCytyH6B6B0EmzTkUJQkiIKAmH7IodoZxPPb0ZUcTOMemR7B0y8+i3KXE5/4rX8Dj3v/m5Gx4idInNqdBlGSlHRcHtlv9w7DMHA6nXA6nZr3yvr6Onw+HyYmJtDX17en90qmpJs2HwqF4HK5DvScdzqGFyh6eJ7XTLbyFbFYXl5GT08PampqcPz48YQPp7qxpwvd5ZO9jNp4ngcYJaUTjobAshw8Hk9Wz2O+IihqG/TCih8Mw0AURXA8D0mGMnlYljR7e93qkJTzSfwZgeIAS5QSWKXWBFrqRw/LAgyzbfqW6jnVepTtehJmO8HGcoqQIRKUKA6UCAzDQiIyWNYET9FZCN7TykkVNsBuDCAwOYWXx4bxmqUPTo8VNbUVaKxuQFNNI2yWDH13DLTT5S86sB1dsQIgRNZ8V4LxIYdq3Uq2i2Q7h7vx8msvo6W6HL/9oV+Hbb+eIAZO8ey1JEmSshZ9yJTDthdzHIeSkhKUlCjRymg0qhXbzs3NgRCCoqIiTbDsx+8qXQSFWt2n50gJFL0gyHXokBCC0dFRTE1N4cyZM6iqqtrxGPXDZoTC3b2M2iwWC2RZgn/dj1JPCWy2XHwhcn8RVW33LRYLojFB8VpgWcgySYgiaSvRX0XTCpZ42CWp8E+WSby1mEnw4yEygcykOtdK0azqv5KIsj4lgqLGVAALGMRYDiAypPi/mRkWMSLHC3FZwFKKe5regxazDaIcw/RaL6ZWuzHWOYiBrhdgdryAispi1FXXoKm2CRXF5UcnulKAfZdJiq5IkgRBFLXBn4FAUOkKMvHphxzugUxkvNz9Mjq7u3HxWBP+w/t/6UDXLCO6yALQWux3Q5Rk8Kb8p3iyebNosVhQXV2N6urqBO+VxcVFjIyMwGazaWLF6/Xu+h7TCMr+OZICRRRzm9uMxWLo7u5GJBJBe3t72vygOoDOCAKFZVkIgpDyZ4QQLC8vQxBiMNssORIn28fKyfOCIBQMQRAEuFwuLK/5lfMe77RhGAZEJmA4FkTWvR/6O1D92tIUnKiBa47nAKK0+RKSWFOivEYuvm9sCxhFHO18XqUbB/Hn0f87j6hiw6ZtQhaWR5QQMCwLM8tBkgmsHIdms3KnxrNmNJddRnPZZQCAPziPiZU3MTvRh5+NDuJVSw9cXitqayvRUN2AxpoG2Mz5dTU+WjDgOB4cx8Mab1G1WC2QJAmheHRFa2Pm+fjcpN2RJAlPvfoMRkaGcf+1i/j1f/VOw5mGHZZMhJMkiTCZ8vvZy6VBWzrvFZ/Ph5GREUSjUc17paSkZMd8nd0iKNTqPjWGFyj6N5hl2ZwLgvX1dXR1dcHj8aC9vX1PIbRX5CJfpDsvgiCgu7sbW1tbsNrMYNnc3Y3lKu0myzICgQAAaDngjc2A0rXDKZs4yzLxOo94u6/aGrwjapL057jIAKP8PqPkhrTWYoblUtzlMzDx6rBBOaF4VtJZ5LMsq5i+kbgIiR+OBQMzZ0JMEpV8ETiltZlhESWSYtIGBjFZBsOwqDdb0gYaihzVKHJU41Ljv0JMjGDW14eptS4MvzmMvq7nYbYDlVUlqKuuQXNtE2z8wWzH7wZU8WgymRSTQpsyr0kQBQgxQaldYdlto7gU0ZWYKODHLzyOualpvO8db8HP3XfPIRdlwEGBQEbrEkQ5njbLH/lMt6veK+rMtVAopFnxp/JekSRph/+KOiCRFsmmxvACJZlctRoTQjA9PY2RkRG0tbWhoaEhow3XKN4sqYTS1tYW3nzzTTidTly+fBlfZb8DSc51kXF2IyiiKCIQCMBk4mG3O7T3RHF63fYdUQcHswwLwgBQ35OEHH6KGpR4yw8T72xKvitULeqVOx8lSiITAlFKLUp5jtU6efTeKmrhLRgGMghicjz6Q+JrJgRi3JeFY1hIUOzvTQyHa9bMwr9m3orm8itoLleMv3yBOdxeeQNztwcxPTKAV6zdsDtNqKurRnNdE5qqG/ftFnxHs+Ojq6TsOI4D9EMOBQHhUAgyIUptS7wzKCpE8OgzP4JvZRUffN+DuHn5QnaWZMAUT8YRFPvRqkE5DHa7HXa7XfNeUQcdqt4rPM/D6XTC5/PB6/Vq66TDAtNz5ARKLgSBKIro7++Hz+fDlStXUFRUVND1HITkLp6FhQX09fWhqakJLS0tGBwcBNj4QLocoaQ5sidQorEoQsEQbDbbjoFjMUGEJBOlnoPVzbeIG6hJ8T8D2NdwPJZlwTJMvEBWeQ5JJpCTBIk+Y6SaukmSDFGU41W0uudklNk+Qtwef/s5WPAsCzE+bIUFC5nZPoBECE5Z7cp6DkCxswbFzhpcwS8iJoYxtdaDsfnXMLx8G4M907A4nkdFVQnqq2vRXNeEEk/J0aldySHpzrY6xNDEm5ToiixDFBSjuOXVZfz0lachBEP4D7/6C7hw+mRe15x3MpgPJEoybAUoki10wwKgXBOKiopQVFSElpYWxGIxdHV1QZZlDAwMYHBwEN/61rdw3333wWKx5CyC8vzzz+PP//zPcevWLSwsLOC73/0u3vve9+bkWLnA8AIlOYqRbUEQDAbR2dkJk8mEjo6OfVsgG0mgSJIEWZYxMjKC2dlZnD9/HuXl5QC224xFOXWdSvbIjkAJhUKIRqNwOp0pOwF4TkmLyFA6dySJaBEVpQNH5xqrwWz/O8MoZmpJj1Gs7Lfh+J0bNqu60jLq7+jm/OhSOWr6SUkBydvRGDDgWB6SLCkii0W8g0hpOZbj0R4HZ8Z5a3YuXGbehraK66i0n4bFYsZGdAGTK52YH+vH1EgvfmbphKfIhtraajTW1KOhqhEW0+G9cY4WCfMR9oABx3LgLBzWg0v46ctPgxVE/OcP/AqqK8qwsb4BnufAm0yKUVw8erb/JRkzxUMymA8kSXJW/JX2Qz4aKA6C2WwGz/OoqqpCZWUlKisrsbCwgJ/+9KdYXl7GAw88gJ/7uZ/Du971LrztbW/b103ybgSDQZw/fx4f+chH8K//9b/OynPmE+O9k3uQzRTP4uIi+vr6UFdXh7a2tgOFBo0iUFSPmFu3bmnFvfqwodVqBcMQSDmOoBy2RpYQgkAgAFmWd/VocdhtCIYjcYdQJbUiEShmaTJAGDbeLZPkwEa2NyF9ySrLMlpLcDKq9T2Jr0+WZfAMkCrLw7IsSLzjR0r1gHiKB0RSojSMEknZTkWxEAmBmeVw1urI2XDAMlcDylwNAN6rRFdWuzG11o2BxRH0do7D4mBRVVWK2upaNNc2ocybmbHY3cbkwhR+8tyTcFvM+MS//zDKSooBAHK8M0gUBGXIYTz6olrxMxlea4ya4snkPkQQ8y8WjDjFWEWtj2EYBq2trXjooYfwsY99DI2Njfjc5z6Hl156CZ/85Cfxa7/2a/j4xz+Oz372s4c+5oMPPogHH3wwC6svDEdOoGRDEOijDGfOnEFlZeWBn8soXTyRSASbm5soLy9PWdxrsViAuFGbUVFmAm2BZTm43e5da4CqK8qw4t9I8Iti2e0UE2cyQ4pF4o9mki7yTMJzMywDlmOVycEgmlaQZRkERPE7SXqPlfqSbQ8TlmEgE2WYIFg2wVadiRcmy7KEWCwMKbQBljcD5ng3VfxFKOkewMxx8LImHLfkJy9t5m1oq7yBtsobkGUZa4Fp3F69hYXRQUwMdeNn1jfhLXGgtqYKDdX1aKhugIXPzp2xkbbe/WrrwYkhPPez51Bd7MXv/Nv3w60L07McBwvHwWKxaCMR1InMIUkGx3PbRnEcZ0wRsgsEGbQZi1JBIihGSPGkIlX6KRgMAgB+4Rd+Ab/0S78EAJidncXm5mbe12dEDC9Qkr8Eh42gRCIRdHd3QxCEHVGGg2CECMrc3BzGxsZgMplw4cKFlBcOJYKyc2JvNjmMUZtqvmaxWDIyLbJZLXA7HdgKhLQuHi3tQghYloOkj0wAuj8TJcKi/k0mYMAgVfmM6lK7/RrjgwRZFjJRXy9JiL4wTPxx8ZocIhOEhAimN5dhN3lhE3hEVpcgcIBktYO3e0DMdogMYOZMAAHudxbv6/xlC5ZlUeZuRJm7EQAQEUOYWunE9FoP+udG0MOPKdGVmjLUV9eipbYZxe4DrjWPYxEyYh8ZnjcGbuHVN17D8fpqfPSDvwbrLhsxwzCKGDGZYIMy5FAQBE2wKNGVeGcQzydGAAya4slEzUmSTCMoOkRRTClQ7HZ7wr/X1tbme2mGxfACJZnDCAKfz4fu7m6UlJTg8uXLWfnyFLLNWJZlDA8PY35+Hq2trZidnU17V2O1WsGwgJTTGpSDXUojkTDC4QjsDvu+ukpa6qvROzwBEBlKdy8ByyipHjAMGJYDkURo7iaMbvZOqqXrNihVYBAQ8PFaEoZRnGElWQaXIp3FMnFbeyUXpBmvrUe2MB/wwWWrQkXZKfC8FdFYEJHYFgKxTYTCq4gyEiSzBTGHG5fd5bAa5I7ayttxvOomjlfdhCzLWAlMYXLlFuaH+zEx2IUXrbdQVOJAbU01Gqsb0FBVrxSRHmF2O/MykfHCrRfR19+Ha2eO4yO/8ov73hBZloXFYtGiK5IoQhBFRCMRhCQJHM9r3itGTfEYNYJiZIGSLoLicDj2PJd3K0dCoOhdPA8yj4cQgsnJSYyNjeH48eOoq6vL2geiUBGUaDSKrq4uiKKI9vZ2RKNRTE9Pp308z/NgOTa3KZ59RlDUQV2iKMLlcu1bMFrMZrQ11mB0egEykbQoCMsplvW82QohEtQfceeS458D1RpfrUshhEAiBCzHQ4wL0B3zAcGAYRWhQoguiqL7aC0F1+CLhFHkaEB52UmwrDJywG5zwWpxwsvUgkBEMLyOcGwLEd8KxhYnMMFxKHEUo7qkGrXFNTBnK6VyiI89y7KocDehwt0E4JcRiQUwuapEV3pnR9HNj8Lq5FBVHY+u1DWjyJWdYr/8sHsIRZRE/OTln+L22DjeffMq3veutx16M2QYRomcmEyATYmuqJ1BwUAgLq0ZxKJR8Kb8DzlMSwZfc1GiKR49qdamRlAoqTkSAkUPz/P7EgSiKKK3txcbGxu4evUqvF5vVtdTCIGyvr6Ozs5OFBUVaZEgQRD2jOTwHAuR5DDFs48IimK+tgWAOdQALo/LiTNtDRibXkQwHImLBuUiQACwvBmyGIsvkAHDKF00SqRj22CNZaAUrya/JoYBE7f1lolyDtWhhARKeijV77AMg0nfHEISUOZuQ1FRAxiWjwsaoljzMwzAMpAJD6+zHC2uetR4LVheW8KSbxErG8vomexF10Q3nFYHKr0VqCutg9fuNcQdl9XsxInqt+BE9VsgyzKWtm5jcuVNLA4P4vbAm3jR9gaKSl2oq6lCQ00DGirrlWnDcbb7nYzBbuuJxqJ47PkfY3FuHr/27rfhHfdcz8kaWJaF2WKBOR5diUQiiMViiEZjCIVC4FTfFZNJK7gsDHtHUCRJPnKzeHKFWlyfLFBUF1kjfJ+NyJETKBzHaTMz9mJrawtdXV2wWq3o6OjIiZrnOC6txXwuUE1/Wltb0djYqH2wMxFKvImHFMu1mNr71koxX9uCyWSG3WHfl7BJhdVsxpnWeiytrGIrIiIqShBExVGWs1sR3NwAiQ//kyRl5g3DsmAZVjt/DMuAZ9ROne16mriXmub7oHbmcByrvVTlMdvVKqIkYnJ9HjJjRVXJMXg9NVqKSH1OZUqyUmbLMgw8djMaSpR6qOryGlSX1wAANgIbWFxZwMr6EqZWZjG2eBsmnkeJswS1JTWoKqqGiSv815hlWVR5WlHlaQUAhGKbmFztxMxKL7pnRtFpGoHNyaGqphwN1XVormmCw2ZAc6oUH8VAOIAfPP0Ytnx+/NavvAfXzp3Oz1Li9U4cy8HpcsYnZitGccFAEAABr3YG5Tm6ste3XJZlGkHRoV6bU0VQcukiGwgEMDY2pv19YmICXV1dKC4uRn19fc6Omy0Kf2XLAH2KJ9Mi2fn5efT396OxsRGtra05U6gcxyESiez9wEMiyzIGBwexuLiIS5cuadM2VZKN2lLBm3hIkdw5yWbSZhyNRhEKpTZfOyxWswnFXs+Ou7ZItBi9IxMQREkzVWMYJd2lRkAYsCDYef4IQ3YIKPU5tMcQAjBKcigqxjC1uQwT70VN6SlYrR5Icct69fyovigcx4MA8NjNaCpzQI63RWvu+2DgcXrgcXpwHCcQEwUsry5q0ZVbt7sAvAmX1YWqokrUldbBbXNn85QeGLvZjVPV9+JU9b1KdGVzDBMrb2JhYBBj/W/gedtrKCp2oqKsBMdbTqCuojYhulIQUnx2fZs+PPr0YxBCYfznD/wKTrQ25X9dWpcaC7PZrGz6hECUJIiCgFgsptjwc+x2ZxB/sCGHGaF8iHe9rRAlZaL4fn2lDotRIyi7CZRcusi+8cYbuP/++7W/f+ITnwAAfOhDH8JXvvKVnB03WxwJgaJnr0iBLMsYGhrC/Px8glFZrshHm3EkEtFcCDs6OlKO+GZZVgsjpvuCmkx8wazuCQjCofCu5mvZOfrO41stFjRUV2BidjEeIZE1m3mGZZW0D8tCkrHdDRRHqdshWuEroDNz00zflP8LCCHMbq7BbilHZdlJmEx2LW1ANGvaeJoobhJX6rKisdSprFtNG2l/joujuFgx8ybUVtahtrIOhBCsb/mxsLqAlfVljC9OYnh+FGbehDJ3GWpLalHprchouF2uYVkWVd5jqPIeAwCEYhuYXOnE5FIXeiaH0d83BbuLR3VNOeqr6tBS1wy3o/BCa35lAT9+9nGYQfD//vsPoK6qIv+LSCcEGAZ8vJjWCoDIsua7EowPOVQ7g0w8DzaLUQXtG7aLABJEJapciBSPUSMoyTc2QO4Fyn333ZezAa754EgKlHQRlEgkgs7OThBC0NHRkZfio1x38fj9fnR1deH/z95/xsd1ndfi8JreB2UGvRCNBEAUAiBVoNiWWyxRtkgqTuzYVq5c/zdK7MgttuXc2I4dF5Xk2s4bO06sONGNixpVqWqJvYhEryRAohJtCtr0OWW/H86cg5nBABgAU86hsfxLbJEQsAczZ++1n2et9VgsFtTV1a358PF/vi5BUSvTEtTGEhYet4cLX8swJ+3QXDVuJwy5liwEKAoztnnQbGhon4LLK+EG/rEgkIFhIr8BixjfUyaDgg9kYzkiYfcswOHzIMtQAqu1GiqlRnD9cEQIIREvAR1KvS3K1CI/0yAQkJVMOX6Ccgyywv01ZDIZsszZyDJnA6hDgApg1j4D28Ic7Es2TC+0ASDI0JtRmFWAYksJjFpxtFT06gzsLXo3duf+ETweDzxkFmOODkz1D2K47yJO6t6GJTcDJYUFKCsqQ0lucYoOnRUycG1qBL8/9Say9Tp8+TOfQHZmRgp+fqwVIS5lsyyqusKEguKo8OpKqB2kTFB1Zb3vQNE0CEFaWjxiraDE+gwnu8UjdUiCoIQ/TGuJZJ1OJ7q6upCXl4fa2tqUsehkiWQJIZicnMSVK1ewZ88elJaWrrup8A/lemRJpVbBm0SRLIfI05xhGLhcLiiVG4evbR/rf++S/FwQAszY5wE+7TX0++LbPpFOnlCsvUwmpMhGxuJzItsplw1umkVORhUs2RWATCEQE4AbEsjyTmeZDDq1EiVZOsgJg6WlJSgUCiEnQ6FUrKwHAIgsorqCsP8d3grSqDTYVViGXYVlIITAueTEbKi6cmX6KgauD0Kr0iJTl4liSzGKrUWi2MjlcjmKzDUoyqoBALj9CxhzdGByphcdY1fRoboMvUmFwuJc7CosRXlxOcz6+IYnbg0y9F7rw5nzZ1Gam40vfvIT0OslNgFaJoMi1OaBVgtCCJe7QtPwhqorvI1ZyQfFbQLCjXydZ5nLW5KllKDwoncxfK6jsRZx2iEo60MSBCUc0YSAEIKRkRGMjIygtrY25SE3ySAoDMNgYGAAdrsd+/fvR3b2xkFY8RAUtUYFdworKMFgEB6PB1qtNmZbKhmI1eIJR2lBLrQaNSZm7CFtSNiwv5AaNnzgoSw0LHDln/kyrQwMy2BiaQY0NMjP2gOzsZCbiswPLGRZyMDdbhXg9vNsow5luSsHLGEJKJoCFaTgD3AuJFXIdqpSKUNEJc7qimxlzdZMK6yheHpfwIcZ+wzsC3OwL89hbrQDHeMdyNRnoii7CMWWIujUqXl/ViPykDNqs1Bf/D7UF78PNEtjdnGIE9v2DWKo7wKU2vOw5mWgpLAI5UVlKMopTNhlhADouNKJgcEB1FeV4i8/9hGo1enWxWw/qE0mk0VWV0JBcVSQ4qorcjlUqpWguHgvEetrULgqdyo1KPzeJ9YWT6wYhZ1JxutDcgQlXCRLURR6enrgdrtxyy23wGxOfd860QSFb1MBwG233Ra3kJRX/K+3FrVGlQINCgefzwe/3w+DwZCyW9R6LZ5w5GZnwqDT4urkLPyBMEcYIavSZJmoP+BvaQGWwvjSHJRKMwqzq2EyWMGEiANCGSoKuVyQ3eo1SpTnZkCrjtw8ZfLww4Pb2CmKgt/vg9cTFokespVyr3ON6goRaiwR1RWdRoeK4gpUFFdgeXkZbp8bjiU77Es29E8OoneiF3qNDrnmPJRYi2E1WUVhe1TKlSjO3ovi7L0AALd/HqP2dkxO96Ft9Cra1QPQm1QoKspDaVEJKosrYNRt7TbKEhbHL57EQH8f3n1zE+498kFR3MQTbsWWyaBQKLjPkhZCDD9FUfB5vWBD1RW+whJzyCERyoFr/hiKpkGQWoLC731ieN+isV4FxWrdmXO1FiRBUMI3S54QLC8vo7OzE0ajEbfddlvKxVjR60kE5ufn0dXVhdzc3C21qTZy8qg16uQSlJCN1u12c+FrZlOKnRnxb+QGnRb79pRhcs4Bm3OJa8mEihB8WwcAWHDVEG7WDkdAvJQP48sO6NRW5FtqoVYbhMRZAk53IpfJIZfLYNSosCvHDJ0mjt+DDMLhoNPpwLKh0jxFwe/zQybnBs7xhCVau8LbodcT2srlcliyLCjMKwQAeHwezNinYV+0YWZhDmP2CSgUcmTrM0MhccXQqFLrxFgLRm02Gkr+GA0lfwyapTG9MIhxRxcm+i7jcu95qPUXkJObgZKiIpQV7UKhNb7qCkVTeO3s6xgbGcUHbjuAPz8ksuFqSeSK4TH8fHWFD4rz+/2Qh4LkeMGtLNTu3GhNNEOn3MXD731iJSg7GpTNQxIEJRy8BuXtt99GRUUFKioq0nrbSwRBIYRgfHwcw8PD20q6jYegsCR5lmjessuLYeWydGwUm1Osl+RZUZSTjZGpOSy6fVxeSdh3UsjlIKH/yGUy2L2LmPO6YdYVI89aDYVCHfpbmfCTVUo5MvRaFFlM0Ki2Xm6Wy2XQaNTQaELVFf6m6/PB4/EIt1yVSiUIfiNaQVHVFf4/4cTFoDOgqnQ3qkp3g2EZLiTOOQv7sh294/3oHuuBQWNAfmY+SqzFyDJkJfR52+q3UsqVKLU0oNTSAABY9jswam/H9ak+XBy9ikvqfhjMahQV52FXUSkqCmPnrviCPrx04mU4ZmbxsQ++DwfqarbzchIPksIou7DqigYr1RWaouDz+8F6vFAqFSsHLR8YFANUqMqdyovjWk4ZMWAtguL1emEyJVNTJW1IiqAwDIOhoSEAQGNjI/Ly0mD7i8J2bcYMw6C/vx9OpxMHDhxAVtbWo8E3WotKpQKRJcdxRNEU3C43AMBkMqVlk5CtOHnjBh+3n2PWo7woF15fEDPOJfgCQVAMy4WphYb+TblsWKRoWEwVyMmuDFmUZVDIFVCrlNBrVMjJ0MOoS0JLS8bl2ChVSm7gHBPSEYQIC6cjUAnCx1jVFSpIgaEZyDS8jiWyuqKQK1CQU4iCHK66suxZ5oS2CzZMOqZwbW4ESoUCFqMFRZYiFGUXQqUQx9wds9aKfSV3YF/JHaHqSj/G7F0Y7b6Myz1nodKdQ25+JooLi1BRXIYCawHcXi6Azbe0hP/95/egfk8lfF5ful9KFNYmAclG5JBDgA05g4LBIEAIlpaXBWeQSqmELKxywbfhUymSFWsGCrB+BWUn6n5tSIKgyGQyeL1edHV1CX+W6Mj6rYK3GROycfRzNPjXJJfL0drauu3gso0sz2q1GixJfIsnEPDD6/VBp9PB6/Um/PvHj839/hmWgdvlhlwuFxxGRoMWu8NcGx5/AEseHzomrsFH5CjPqUNRfgV0Gg20GhVMWjWUytRvinKFHBqFBhotF4lOU6GEUY+Hy8AQhLYqyOUyBP1B+Hw+6A0GqFUqwYkRXl2JDokzG8wwG8zYs6saFE3D5lwJiesc7UbHaCdMWmOoulKCTH16rLjR4Kor+1Bq2QcAWPLauOrKRD8uXhvCJU0f9CYVgsQHk1yDL37yY6gqK+ESoUV2+Rb0RCKAXKGARqGAQi6Hx+uFXq8XJjJ7mTC9VEgnSAgSHsa4HsSagQKsTVDcbvdOBWUdSIKgzM/P4+LFiygoKEBNTQ1+//vfg6bplKcUxoJCoRCEk5shKLwtOj8/H7W1tQlh/hu1eFQqFdgE2owJCLweL4LBIIwmI5RKJWdjxOr01dQhvhIKX/HRaDTCDSZmoJGMoGdmFKxMh+byOlSWVglWYLFAJpNBpVZBpeaqGQzDgKIoBAMB+LxeIYlZp9dDHfoaIeI/Tu2KSqlEUV4xivKKQQgJRfBPw7Zkw6htAsMzV6FSqpBjsqDIUoyCzPz0J8OGkKHPRdOug2jadRA0G8R1Zz96Jo9j3n0B3/jmJ1BVVpLuJa4NMTGUEAiiqyvckENOL8URlmXXMgKBIJaWlpCdnZ2SVo9YM1CA2ASFr97uuHjWhjh2kA1gMBiwd+9eFBQUAEjfBOFY4D908T4c4ZOVE22L3qjFo1QqwSIxFRSWsHC73CCEICMjI/K1p2lTjbfFw8ft6/V6geRGtDxCcLiXcfbqMFRyM/ZVNKEovziUNCtuCDoCjQYetwcMw0ClUsHv88Hv8wmzW1RKFWTyTdiYub+GTCZDpikTmaZM1GAvglQQs45Z2OZnYV+2YWaxAwALs86MgqwClFhLYNKKQwiolKtRltOMIA14ZoaRa9nYwp9epJPsr4EY1me5XA6NRgNNaMihUqkCZDLYbDZcv34dZrMZFosF2dnZSctDEnMFhWXZmDZjr9e7I5JdB5IgKBqNRiAnwPppsqlGOEHZ6JZA0zT6+vqwuLiYtMnKG1dQtv97oxkabpcbSqUy5iTOjbJIkoeNNz2v17sqbj8WORl1zKFzYhImbS6aKltgybaK7ia7HgjLualkMhnMGSsHAk1z81sC/gC8jJcLiVPHaWNeIyROrVKjtKAUpQWlIIRgYXleiOAfnrmGy1OXoVFpkGO2othSgvyMPG40Qzp+MSHwFCxCx52AzJFEI94k2VRiozXJZDKwIFCr1bjttttAURTm5+fhdDoxOTkJmUyG7OxsZGdnw2KxJEynIuYKyloV/50KyvqQBEGJPgDXSpNNB+LJHwG4g7GjowMqlQqtra1JaU9t6OJRq7fd4tkofE0mjP9NF2L/cN7+zLIszGYz15qLUSEghKDn+jiu2p3IMZaiaXczjBLrETMMA7fbDZVSxbWvwh4fpVIBpVIBrU672sYcVrZXbiEkTgYZd/hkWJCdwQ2z9Af9XAT//BwcLhum5mcgA5Chz0BeRi6s+hyYkPrfLyFciJ5SvrIFJjxzJBGQ6BgVmqahUCiFykpBQQEKCgrAsixcLhecTqcwmd1kMglkxWw2b5lkiFkku1Z1x+Px7GhQ1oEkCEo0xNTiATZej91uR09PDwoLC1FdXZ20h2ijdajVahBs/fcmhK8ZDVCr1r71pKuCslaLJ5YYlqyUBQRywrAszl+7ApsriNLsatTvbhCFzmkzoCkabo8bWo0WWt36AsX1bMysh11lYwbWD4mLJbTVqrUoKypHWVE5CCFwLNgx65yFY4mrrgyyV6Cf0CHXnINiawlyzTkpcYCxYAFZVAUltG5xYfPi+2SDkI3bTjTDQB5j5pZcLkdGRgYyMjJQUVGBYDAoVFd6e3tBCEFWVhYsFgssFsumnj8xt3g4wha5tmAwyOVF7RCUNSFJghKeJisGrFVBCY/hr6urQ2FhYdLXkYwKCifmcoNhGKH6sBbSW0FZvWnSNA232wW1Wg2dXg9ZqAoQDV8wiNPDA/AFVagubMDusj0xe8ZiRiAQhM/rhd6g33zZPAE25o2EtjKZDDnZucjJ5iaML7mWMGObxqJnAXNLNow7rkMulyHLkImi7EIUW4qhVSXJBcKSUM6NuN9j0RZQNuBMFEPH9fyo1Wrk5+cjPz8fhBChujI9PY0rV67AYDAI1ZVVWrcoiLnFE4s8ud1cLMNOi2dtiPvpDCH6BiHGCko0MaBpGr29vVhaWsLNN9+MjIzkWzDjJSibcRyFVx9M5nSFr20GK1v6ihhWB42GO+hi6U3mPW6cvXoFcpkJjeX7UFJQIlQMpAKfzydoa5Sq7T/W4TZmEAhkZS0bczwhcdHVFZ1Gh6LcYtSYasGwLOzzNi4kbmkOfROD6Bnvg0GjR15GLoqtxbAYLQmrJnCfAUCk59kKRMhQ4qmgMDQL5SbdbjKZDGazGWazGeXl5RHalf7+fjAMI1RXsrOzV7WYxdziieXi4TViOzkoa0MSBAXgB9FxT6vYKijRhMnj8aCjowNarRa33XZbysKKNiJuGo0GBAQsYaCQbfzWUxQFt5uz4ur0urjcBDLZGnbdFEAmA3h+Fq8YdnLegbbxMRjUVjRWtiDHkpoWQ8JAuM8bwzAwm8zJIVYyxLYxBzkbs1wRVl1RxF9dCW8FKuRy5FvzkW/NBwC4vW7MOKZhX7Dh+vwsRmxjUCgUsBiyQxH8RVArt/5csWABRE2+FaFIFhDjmrBx1D1Lc06ebUClUiEvLw95eXmChszpdGJubg5DQ0PQ6XRCKygjI2PNrBExINbaeIGsWEmVGCAZghIOMVZQ+PXYbDb09PSgpKQEu3fvTumHL54KikxGQDPMhqVtv9/PBXuFWXHjQzq3UxkAFm63a1U7KhY56Z+axOU5GyyGYuzb3YwMU4YINQhrg3fqAKH03hRZoHkbs1arBSEEFMXFoXvcHhAQbl6QeiMbMxcuBxlnWY+wMUMGo96I3aV7sLt0D2iG5iL4QyFxPWO96BrrhlFjQH5mXigkLnNTxJKwrCBwF/6MX4CIIEoXTzwaFJrZNkEJh0wmg8lkgslkQllZGWiaxvz8PObn5zE4OAiKoqBWq6HVaoUIATFhPYIiqQtRiiFZgiK2CgpN07h69SpGR0dRX18fYYtOFeRyOZeGuQY0Gg0g4243GsQmHXz4GkUFYTKZNq3DSGcFhRCCYJCCUqkQ2lGxnDosy+Lt0WHMLPlQnFWFhqp9GwpKxQaWYeF2u6FQKLgedpr2OJlMBrVaJQTAMTRXXYmwMfPTmEMlfxlk8Hq8YBiG26DBzzGKbWNWKpQozC1CYW4RAIRC4mZgX5zDuP06rs6OQKVUwmK0oNhShIKsgg0j+Fmwsc99sZ0VImzxANjw98QwDJRJDGdTKpXIzc1Fbm6uEHh2+fJl+P1+vP3229BqtUIrKCsrK+2VlbUIitiIlNggGYIS3eLx+cQzM0Mmk2F8fBwMw+DWW29NmypboVDA7197GKBarYZMzhGUWGBZNnQjJzCb1xekrY307PA0TSMQCHAThE2mVWJYnpwEKAqnhwfhDshRlV+HmvLahGg2UgmapuFxe6DWqGNavdMJhVIBRcjGTEI2Zoqi4PdzNmalSsnNAwrdiPmqTzw2Zu4rZMgwZiDDmIFq1CBIU5jjQ+KWbGgf6QLQAbPOJETwm3Xm1Qslq7Vt4oT4XDwg2LiCwqx2rSQLMpkMRqMRer0eFosFJSUlWFxchNPpxNDQEILBIDIzMwWxrV6vT+nvlBASU8Drdrt3KigbQFo7cwhiavG43W4sLCxAo9HgtttuS+n0zmjE1eIBAc2u/t1xbpe1w9c2g1TbjAPBALweL1QhorGWU2fJ58Xp4csgxID6XQ3YVVQGhcTEsMFgEF6PFzq9nrMHixgyuQxqjRrqkI05SFHwej1CVcDj8WzKxgzECIlTqlCSX4KS/BIQQrDoWhBC4q7NjuHK9DDUShWsZitKLCXIz8yDQq7g2koSOBfEWEAhcZAmmmGgUqe2OsCLZJVKJaxWK6xWKwgh8Hq9gth2ZGQEarU6orqSbLcevydH/xyPx7OTIrsBJEtQxNDimZ2dRW9vL/R6PXJyctJKToCNCYpGowFiVFD4A16n0217uFeqbcY+nxd+PyeGZRgGNE3F1JtML87j4ugItCoLGsqbkJ+TnzLNRqLg9/nhD/hhMBoFMiYVMCwDn9cLtUoNvV4vzG6JtjErQ8PmtmpjzjJnI8ucDaAOASrAhcQtzMG+ZMPMQhsAgky9GT5qBkQZ9ayIUSQrToaysUiWYQVRdaoQq40ik8lgMBhgMBhQUlIChmGE6sq1a9fg8/mQkZEhiG2TUdHgL9PRFZSdFs/GkNYuF0K6k2QJIRgeHsb4+DgaGhowPz+fNt1FODZKtOVEsgDDruhUYrldto/k/y74vjNN04IYlmEYsCy7ym54ZXYK/dOzyNQXoqmqGZkZWeLTGqwHwr1PFEXBZDKlvZ++WcQKj1tlY6Y5suL1ekBYsjIvSKWCXC7fko1Zo9KA9rNoqNwHjUaDGfsMro1fBS2jMLs4B7/ajpc7XuZC4izFMGsyIL4PhvhIEwHZMG6ApmmoDKmt8MVjM1YoFAIZATh7vtPphNPpxOjoKFQqldAKysrKSsieyDDMKkE2sFNBiQeSISjhrDadBIWiKHR3d8Pr9aK1tRVGoxFLS0uiaDltNItHo9FwBIVhwqLfNw5f2ww4rVBCvtWa4LQyLgDcnBleDKtUKhEMBrC0tBSKdFeiZ3oS15e8KMioQOPufZK7sRBCOHcMIZzwV2JVH74lpdfruVZPLMggkBEAYPiQuCAFn9e3ZRuzDDIUFRZieHgYpaWlcM45cVPDzdBqtVAPeDC61IMcUwHsyzZMOqcgA2DWmVCSU4piSzF06vTre8To4onn/sEwBJoUV5S3koOi0+lQXFyM4uJisCwrVFdGR0fR398vDDm0WCwwGo1bqq7w+pPof3eHoGwMyRCUcKSrxeNyudDR0QGj0YjW1lZhQ1UoFAgGgylfTzTiavHICII0heXl5VD0e0YSRFrJYyi8VkalUkFviEyGVSgUMJnM3KHu8+HU1ctwB+SoyK9FRWElVEpVXOVpsYBluYnRcoV8y5tjOuH3B+D3+TbdklIo5FAoNIBWs7aNOURY1rIxA9xbrdaoUVJSgp7eXjQ01HMVG3AziYwGE25pbAXLEjgWbJi2T8G57MDA5GX0TvRBr9YhNyMXJZZiWFMUwb8K6S/MxkAcGhR64+GpicZ2c1DkcrkwxBDgohacTifm5+cxPj4OhUIRMeQw3te31rp2CMrGkCxBSXXFYmZmBn19fSgvL0dlZWXEAyoW0e5GLR6tVguWZbDsXkKBsSAp1YS15uEkAvygwnCtTKzWmifgx6lrV0CzOjSU1aOkoBQsw8Ln88Hj8XAzZtQr7QMxgqG5gX9cRH/6b/Kbhc/rQzDIWdUVm0wUDceaNuZQSnBMG7NsxRnk9wcwOTmJhvp6TExMYncV11YiLBEKE3K5DLmWPJgNGWAYFpADs/Yp2BZsmF2wYdw+AYVcjixDVigkrhgaVapmNInPxRPP800zTMpHRSQ6SVar1aKoqAhFRUVgWRZLS0uYn5/HxMQEBgYGhOpKdna2MOMrFtYjKDtzeNaHZAhKdIsnVRUUlmUxNDSE69evY9++fcjNzV31NWIhKOu1eAghmJ2dhT/ghypTlcRWR3I201iDCmOJYeeWF3Fh5BrUikw0VzShMK9QEMPyM2aCUe0DtUoNpUq16WjuZIEKUgIR42/8kkFYsq3JbEo4AVzTxhzwQ4bV05inp6exZ88eaDQaaLVaTE1No7yinJtmLANYgaistCYNOj0qS3ejsnQ3GIaFzTkbComzo3e8H91jPTBq9MjLzEeJpRhZxuykkQhRFlDi0MVQEqygrAe5XI6srCxkZWWhsrISgUBAqK5MTk5yU7zDqivh6eHrEZR05GVJCZIhKOHgCcFmZspsBcFgEN3d3fD7/WhtbV1zqNNGlYtUYa0WD8Mw6O/vx+zsLBdZn8RzONFBbbHEsPyfR5OTa7ZZdF+fQoYuD/sqm5GdZVnFl+QKObRR7QOKCsLvjn3ApRoBfwA+nw8GgyHlLojtgrAEbo8bIKlJto22MceaxlxYVMQFhskArU6LyqoKbq0yws0QEip+ZKU1xE+5lnHtpoLcQhTkcoM+l93LmHXMwL5gw6RjCiNzo1AqFLAYs1GUXYRCS9GGIXGbgggZSjy6GIZhUjbig0cqZ/FoNBoUFhaisLAQLMsKQw6vX7+OwcFBmEwmgazEmmQMrCTJ7mBtSJagAKG0wiSVEZeXl9HR0YGMjAy0trau+3PS7SriEYso+f1+dHZ2QiaT4fbbb8cPlf8EJkYOSuKQuENpJTgOMJvNkMtjJ8MSQtA5MYpR5yLyzLvQWNUUV283on1AuHCp6AMuOqcjaSCA1+cFFaS23RZJB3i9jEKhgMGYhmRbWdQ05jAbs9/ng0y+Qj5VShUIISHhohwyGUEgEEQwGIBeb4ggKnx1BeD+t9lohtloxp6yalA0zVVXnLOwL9vQOdaDjtFOmHQm5GfmodhSgkxD5tZfE+Fkv+Jq8CAuOzbNsGkhKOlwuMnlcmRkZCAjIwMVFRUIBoNC7kpvb69QQZmenobFYhFGh3i93qQTlH/913/FI488gtnZWezbtw//8i//gptvvjmpPzORkAxBiW7xAMkjKFNTUxgYGEBFRQUqKio2vElvJE5NFaJbPIuLi+js7ITVakVdXR3kcjkUSkXMoLZEgS+bbxcrYlgl9EIcOhFulDw5oRkGZ69exryHRpm1Bnsr67cWYCbjPldKpRI6HdcKipXToVKpuM9cAk8NvkrEMmxS2iLJhhj1MnK5HBqNhjsMCEDRnNDW6/WCsASBgB9EzdnSg8Eg/H4/NwlaqQJXTUHEfwM8YVkhKyqlEkV5xSjKKwYhBEuuJcw6pmFftGF0bgJDM1ehVnAhccWWIuRnFnAupDghPEVi06AAoqugrJXWmg6o1Wrk5+cjPz8fhBBcvXoVTqcT09PT6O3txd///d/j1ltvBUVR286dWg9PPPEEvvzlL+Pf/u3fcMstt+DHP/4x7rjjDly5ciWmVEGMkAxBCQdv2Up01YJlWVy5cgXT09NoampCTk5OXP+eWDQo4USJLzXu3r0bu3btEjZWlVIBNukVlO0RlBUxrBZaLXfgxWobeQMBnBoeRJBWo6Z4HypLdydMRxKe00EIN9iOojhtCAFZuY2rVNtqBbEsgSc0dt1kNolOELkRKIqGx+2GVqeDVqx6GRmgUimhClVXGIYVRmcsLS0BADRqNVY+uzKhciKTEaHlQwiJWV2RyTjikmnORKY5EzXYi0AwiDnnDGzzc3As2dC20AEiI8jQmVGQlY9iSwlMOokKJOOpoNBsSjUo/PsiBoISDplMBqVSCbPZjL1798LtduMv//Iv8frrr6O9vR0XL17EsWPHcPDgQdx5550oLS1N2M/+53/+Z3zuc5/Dpz71KQDAv/3bv+HYsWP4z//8T3zjG99I2M9JJiRJUIDEC2UDgQC6urpA0zRaW1s3JSIVE0EhhGBgYAAzMzNobm6G1WqN+BqlSgXGl1yB8XY0KIIY1mAQbmCx9CYO9zLOXR2GQm7GvoomFOUXJW1zkslknOsn1kA8jxcKpQIqlZpzkmyiFcQwDNyukGVar5eM/ZlHMBDkJsca9Ckv528HnI1ZDrlCDrlcDq1WC4ah4fG4QQhPZnjyKReKBfx/R1dXVjQrK9UVjVqN0oJdKC3YBUIIFpbmMeOYgWPRhuHpEQxOXYFWpYHVZEWxpRj5mflrfn7FRlo3qqCwLBuaZpy644Xff8UYYhjeejIajfj0pz+NT33qU2hubsaXvvQluFwu/PrXv8Zf//Vf473vfS9ee+21bf/MYDCI9vZ2PPjgg8KfyeVyvP/978f58+e3/f1TBckQlOiHNJGkgG+FZGVlYf/+/Zt+sMRCUPjqidPpXJNkKdUK0N5ktni2tpmGi2FNZpNQCo9FTsYcNnRMTMCkzUFjZQus2daUbuLhThJWcJIE4d9EK2il8qBNapk3WeBj941Go+SGLYIAgaAfULIwm02QyeRAaLo3wzCgqCACgWAY+QzZmEOfya1UV7IzLcjO5NJL/QG/EMHvWLZhan4GMhmQqc9AYXYBii0l0Gv0yfPrbxdkfS7NsCwIiKC1SAX4vU9sFRRgbReP1+tFU1MT3vGOd+DBBx/E0tISRkZGEvIzHQ4HGIZBXl5exJ/n5eXh8uXLCfkZqYDEdpYVJKqCwrdCqqqqUFZWtqWDTgwEhQ+RA4D9+/evWQFSqVQpWOvmNtbNiGF7p8YxbJtHjrEU+3Y3pz1HQC6XQaNRc7oXPrI9ZBMmJKoVFHK1BAJB+CRYeQAg+dh9QgjcLjcIIVBr1CFysgKFQgGFQgetFiGXFz+N2Q0ZsDIvKNTa20p1RavRoqy4HGXF5SCEwLngwKyTG3A4eH0IfZMD0Km0yDHnIEuTCXNGMsIUtw4Csm4FhaIpEIKUfrZZlo0ZJy8GMExsy3V0UFtGRgaam5tTuTTRQ7IEZbukgGVZDA4OYnZ2Fi0tLcJshq2uhRCSUptbOGw2G7q7u7Fr1y6MjIysuwa1Wokgm7wWz2aj7mmGhtsVOUU5lhiWYVlcuHYFc64gSrN3o76qUXwZIasi2xlQwchQMYAbnCfVyoPb4w6JeaUXu8+yBG6XKxTupgTZ4NDnXF7q0EFLQIdae36/H16PB4owlxf/3m6lumLNzoE1m9O7eX1ezDqmYZu3wbZkwyR9HX2z/cjSZwnVFa06zRW3DZ5vfl9OZQVFLALZWIhVQeErxslKkrVarVAoFJibm4v487m5OeTn5yflZyYDEtshV7CduHu/34+uri6wLIvbbrsNOt32nAf8hy/VBIUQgpGREYyMjKChoQH5+fkYGxtbl7gpVUr4iTgqKLwYVqvVCu9BLP2Knwri1NAgfEElqgsbsHvXHkkc7gqFAgpdqBXEsEKAGcDdnvg0W5VSJXr9CWG52U1SFfOyDAuX2wWVktP7EGCTBEsW6fIKtzH7fZDJ5GHVMiVWhLaR1RWOrAB8dSXaxqzX6VFRUoWKkipQFI3rMxNY9i3DsWRD/+Qgeib6YNDokZeRi2JLMSym1LY3BevzuhUUGoTIUiqSTdflMB7EIih+vx8syyatAqxWq7F//368+eabOHLkCADud/Tmm2/i85//fFJ+ZjIg/l0+hOgHYqvZIwsLC+jq6oLFYkFdXV1CStT8g5HMXJZo0DSNvr4+LC4u4pZbboHZbBbWsp7lWaVRJjUHJd4Kit/vg8+3sRh2wevGmeEhyGVGNJY1oqSwNPmZJAkGYbnbEmRcGVcmkwmhYrztlZveqw7F74vr8GcZrgWnUCi43AZxLW9D8DZojUYjTFPmkmS3/kIibMxYmRfk83rhISyUYfOC+P2Br5jEa2OWy+XIMmejvJQLl3N73JhxTMO+YMOUcxajtnEo5HJYDNkotBSiyFIMtTK5bZV4rh78xTHVFRSxthtjVXc8Hg8AJDUH5ctf/jLuu+8+HDhwADfffDN+/OMfw+PxCK4eKUAyBAXgD7+VwXCbISiEEExOTuLKlSvYs2cPSktLE3bzSJbteS34fD50dHRAqVSitbU1YiPYaKKxWq0Gk/QKytogIPB6PKAoGiaTSSB0scjJ9XknLo2PQq+yorGiGbk5uZK8ucc63MNDxfjpvcFgAL415sukC2LMONkMeDFy9NgALoU6USLUlRA4HQCWZQThtM/rjZzGrAyvrsiENaxUVyL/OZwNGg1G7Dbswe5de0AzDOzOOcw6Z+BYsqN7vA9dY90wao3Iy8hFibUEmYasxD8vofWtW0Fh6JAbaqeCAsS+uLrdbsjl8m1X79fDRz/6UdjtdnzrW9/C7Owsmpqa8Oqrr64SzooZkiIo4dhMi4dhGAwMDMBut2P//v3CtMpErycVBGV+fh5dXV3Iy8tDbW3tqodyo9h9tVYFhg0kb4HrRN3HK4YFgIHpSQzO2mAxFGFfVQsyzBmSu7nTFA23xw2tRivc3GOBn96rDQ2x44W2a82XSRWo0ARhSc4EAtdC9Hpii5EJkpc6KpcroNEooNFouQwdmhunwAmnV9uYgdjVFZqiIJPJhODD8OqKUqGIiODnQuJmYF+cw4R9CtfmRqFSKGExWVCUXYiC7MKERPDHQ+moNFRQ0pUiGw/WqqDwmrtk4vOf/7ykWjrRkCxBibfFw0e9A8Btt92WNEtnKgjK5OQkLl++jOrq6jUDfTZq8ajVahB4k7XECJIRDoZh4HK5NhTDsiyLi6PDmF7yoTizCvW7G5N6y0gWhIwQvZ6bFRMnZPIwYeYa82VUKi6TJZk3Rt5pJMWZQMDKTKO1xMhciyf5Nl6ZTLZaOE1RKzbmULVMGVVd8fsD8AcCMBoNQuV4LaEtAGSYMpBhykA1ahCkqIgI/o6RLpCRTphDEfwl1lKY9ebtva51/o5i0tPikVIFJVUEReqQFEGJbvEEAutXAvhqQ25uLmpra5PKsJNJUFiWxeXLlzEzM7NhBSgegsIms8UTo4ISpILwuDcWwwZoCqeHBuEOyFGVV4fqipqUT0RNBBKWERI9XyZW/H5IaKtUJC5+X1i/yZjSsK1EwefzIRgIrj/TiGxWJJsYcDZmBbRabaSN2c3ZmJUqbk4QQ9MRNu7N2JjVKhWK80tQnF8CQggWlxeFCP5rc2O4MjMMjVINq8nChcRlFUAhj29vJDw7WudgZRgGBKmvoIiZoKxVQdnB+pDe7hOCUqkUhEbRIIRgfHwcw8PDqK6uRklJSdKZarIISjAYRGdnZ9wJtxutQ6VSgSVJtBlHnZJ+v1+YzrueGHbZ58Xp4ctgiR71uxqwq6hMtCXbNcFnhNAUTCbzplJl48Ga8ftu7jlYyejYYisoyetPOiLWb1pXTM2CRbq1yLFszF6vF2zogPd6vQmxMWdlZCErIwu1qEMgGIgIiZteaIdMRpChy+Ai+K0lMGq3Z32laDotBEWs+0UsAe9OBSU+SJagrHUQMwyD/v5+OJ1OHDhwAFlZWSlZTzIGBoZPVI434XZDF49KBRbJr6BwYtiVQK/1xLAzi/N4e2wEWmU2msqbkZ+TL4SaSQWEEHjcXDib2WRO+vqj4/e5jI4g/H4fvKFWkFKlgjrOScz8+lnCwmSSXsYJCLfpMywT1/oJYSETGQHjK8LmjAwAnAaIDuWuhLeKlEpl3CFx0TZmjVqDXUVl2FVUBkII5hednHZlyYah6asYmLoMrUqDXHMOii3FyM3Ii7j9E0LWbOPyoBkGILKdFg844kQIWUVQ3G530jJQbiRIiqBETzSOFsl6vV50dXVBLpejtbU1pRHiia6gzM7Oore3F+Xl5aisrIybaW8kklWpVCBJJCj85uVadgEgghgWiE1Ohman0Ts9gyx9AfZVtSArI0tyYthwp47RaEzL+pVKBZRKXWRGR5CKK34/IuPEJL2ME0KIIL6Od/2EEMhF8zoJ3G4PSCgXg19/uI15RYvkBcuwYbZ0JeTytaorsWzM/Ndw+6klywpLFjevy+f3CSFx9mUbJp1TXAVGn4EiSxGKLMVQyTfO7OH35VQnyYqRoKw1I2inxRMfJEVQwhFNCJxOJ7q6upCfnx/T3ZLq9WwV/HjusbExNDY2btoSFo/NOJkaFIZluM1fLl9XDEsIQfvYNYwvuJCfUY7Gqn2SfGBpmoFHZDbc8IyOmJOYwzI6CCERAWaSI4csgdvtglwuh9EQPzkk2F4OSqIQTq6Ma5IrGZRKFZRKFXQ63sZMb9HGDKxVXdFpdSgvrkR5cSVYlsCxYMOsYxaOZRv6Jy+jZ6IPepUWmbosVKICVnNOzPXSoRZPKi+IYs1B4ffiHYKyNUiaoNA0DUIIxsbGcPXqVdTW1qK4uDht69kuQaFpGr29vVheXsatt966pZTBdIpkw/UQBqMBMqyImiO+jqFxZngQiz6gIrcWteV7N+V0EQv4mTtituGuOYk5EIDH64EMMiiUCm796T+vN4XodNjNrZ+FXJHeF8zNBXJBJpfDaDQg3hewYmPWhNmYKXg8Xm7+U6i9t72QOBlyLXnItXAXJI/Pi1n7FObm5+B0OTBz+RwUcjmyDFkotBSiOLsYGhX3DNAMDblMnlKBtVgrKDRNCzlZ4UhmzP2NBMkSFL7F093djcXFRdx0003IzMxM23q2S1C8Xi86OjqgVqvR2tq65fLohjkoajVYJF4ky4th9XodPB6vkG0SDbffh9PDl0ExWuwtrkdFSUXaw8i2Ar8/AL/PB4PRICmnET+JWaFQCHH7IFxLTiaXQa1Sc4fbOpOYxQAhQE6j3pINnQtqS98L5DKBXFAolDAY9NjqL3stG3MwyFdXFJuorqxtYzbo9Kgs3Y2S/DJ4vV74gh7Mzc/CvmRH73g/usd6YNTokZeZhyXvMuQprmYwDJNSzUu8WEu8u0NQ4oOkCEr4hhIMBhEMBhEIBFalqaYD2yEofHuqsLAQ1dXV27oJpLrFsyKGDQq2SP4mF30A2JaXcH7kKlSKDDRXNqEgr1CUt551ET3NV4Lkis8Iicg4IZz7gqKC8Ho9ICwRXEHqsEnMYgBN0XDHSIfdHFjIZen57LEsA5fLDZVKtaErb7NYy8bsCbWR+MoKP40ZiHQNb2Rj5n6GPCIkbtnt4mzMCzZM2KfQPzKGOfs8HA4HsrKyUtJ6EXMFZS2CkioDh5QhKYLCw263o6enBwBw4MABUfQet0JQCCGYmJjA0NBQwtpTcbl4CAOWbH+DZgkLj9sNliUwmzO4ZNjQjub3+6BSqYUy7zX7LLonryNDm4eGqmZYsiyi0ABsBhFOF7NJlBviRuAzQowmE5Th5ErGJ5xy75dwEw+IK34/GKTg9XhipsNuBizYtJAuhmHgdrugVmuSHkAYaWPmDkuaohDYxjRmbm+RhVVZALPRBLOxGlWle/D8m69iatKHd93+HgwNDSEYDCIzMxNWqxUWiyVpr1msBGW9CkpJSUkaViQtSIqgEEJw7do1jIyMoLq6GgMDA+lekgC5XA6KouL+epZlMTAwAJvNllA7tFwuRzAYXPPv1Wo1ZDIChmW2NXSP32gVCgXMoem2fEvHYDCAoqiQ+I/gimMOk0se5Jl3oXF3E0zG5EzwTCYEMaZMLkmnCwjg8XrA0MyGGSFA1E2cDQsUi7K8qlSpm8QsVH6MRoFIbRmEQJHiCgpNc5UfrVabUgEpD34aszbk9KLp8PcUofdTvaaNmWFYBIMBKJXKMMEtH6DJ4tnXX8HZS4P48098Ep/85CdBCIHX64XT6YTdbsfw8DB0Oh0sFgssFgsyMzMTRirEKpJda107Itn4ICmCMj09jcnJSdx8880wmUwYGBgQzQdzM7OBAoEAOjs7wbIsWltbE3qr2KjFo9FwYkiapbc8m4MnHxqNRihRh4th+VsbzTA4MzwIp4dGubUGZQUVkEOOYCDIlZhF1DZYD7zeQSjJS2PZAsIzWkwm06Z/7zK5DGqNmhMyR8XvezweLn5fHSnKTDT8Pj8CgUDC2mqpdvHwLiqdTpf2djTAXWTUag3U6vVszPx7yu0pHo8bCoUSOt1KW4oQApZl8NQrL+FCxxA++rG/wMc//nEAHHExGAwwGAwoLS0FTdNYWFiA0+nE4OAgaJpGVlaWQFi2Q9rEWkFZ63zyhsZI7GB9SIqgFBUVISsri5snE9I40DSdUr/9WtiIGPBYWlpCZ2cnsrKyUF9fn3ByFY+LhycoW0Eg4IfX64Nerxc22lhOHW8wgNNDgwjQauwtbkJlaRVkcjkoitMNefm2gZq7tYk1tZR3Jml16bn1bhcRNlyjcfuHcoz4/WAoc8Xn9UGukAtCW2UiWkGbSIfdHFikqoDCDwrU6w2i2KtWI9rGHDlSQSbjWrdKpQJ6vT7iM8SyDH730vNo7xnFvf/r07jnnnuEixrvXpHJZJDLOVdPTk4OcnJyBHu10+nE7OwshoaGYDAYBLISnp8UD8SaJLteBWVHJLsxJEVQ+J4q/79TNUE4HsSzlunpafT396OyshLl5eVJucHFQ1BkMrJ5vQwIfF4vgsHghsmwTrcLZ68NQSEzo7F8H4rzi4WDRaHQrm4b+JY3DBNLBwKBAHxeH/QGA9QSHJjHMCzcLldSKz9yhRxahQYIxe/z+Rx+dwImMfPpsEx86bCb+taEhVyW/AMtGAzA6/XBYDBKxu0VnqPDMAzcLlfIHchiaWkRSiUvsgV+d+wFdPdP4P+7//M4dOgQWJYFwzBCgiq/F/EkJfy/TSYTTCYTysrKQFEU5ufn4XQ60dvbC0IIsrOzBcKyEbETa5LsDkHZHiRHUMIRK002XViPoBBCMDQ0hMnJSezbtw+5ublpWQfAtXhkm6yg8LcdlmVhMpuFwWKxyMm404aOiQkY1TlorGyG1RI7zCm6bUDRlJArQkCEfviW58psEz6vD8FgDDGpREBTNNweN7QaLbS61FR+uAuEiiNzhMvDiDmJOY74fSHAjAAmc+I1PwQk6RWUQMAPny80NFKCQxcFQa9mRdDLi6fdXg+ePPYCegav4+P33od3vvOdQpuFJwo8SeEJS/i+FP51/OUkLy8PeXl5XHigywWHw4Hr169jcHAQZrNZICuxNGBibvFEr4vX5mwl5+oPDdJ7asIghQoKRVHo6emBx+PBrbfemnTWvFEFRdCgMPERFG6TckMul8NsNkckw4aTE0II+qbGMWRzIsdYgsaqZphN5vhu7YJALzJMLHyujErFhY0lfROKuLUnsqWQOghOF70+fQF4shVRpk63xiTmNSpmhOXSbfm2VHKqaSSpFRS/zxfSzBihUEhvm+UrJxqtBlrtikZOoVCAZmgcff0VXB1fwF/+1RdQW1uL7u5uEEJgsVhgtVphtVqFqgdfQYiurvCXy1jVFbPZDLPZjIqKCgSDQTidTjidTkxOTnIR/SGykp2dDZVKJRotYjQYholJTndEsvFBek9OGDYjTE02YhEUj8eDjo4O6HQ6tLa2pqTEGw9BkckAJo4KykZiWJ6cMCyLC9euYM4VQEn2HtRVNkC3jVs7Hyam1Wm5fngw7GALaRySYXflZ9JAhi2JScWAlQC5BDhdEog1JzGHx++rOUGmNyS8TaYgmRAWySrM+bxeBCkKxlAukNTAMDRcrthuI3/Aj1898xRGxp34268/iHe9610AuH1heXkZDocDExMT6O/vh9lshtVqRU5ODkf2o6or4f8Xq7rCf61arUZBQQEKCgrAsiyWlpbgdDoxNjaGgYEBZGRkgKZp+P1+4RIlFjAME3Pf32nxxAfx7GBxIFaLRywVlGhiYLfb0d3djeLiYlRXV6fsoYmvxUNAs+v/3ngh60ZiWD8VxOmhQXiCCuwpaMDusuqEHoxyuRwa7crBFlPjoFZBpdye3ZVhuGRPpVIJg94gCg3MZsG3pcQeILdW/L7f5+fs7zI55Ao5GJZNong6GS0BLrSQpmnhQJYaeCt0LLeRz+/Dfz71JMauL+Eb3/x7tLa2Cn8nk8mQkZGBjIwMVFZWIhAIwOFwwOFwYHx8HAqFQqis8FWP6FYQT1bWq67I5XJkZWUhKysLVVVV8Pv9cDqdWFxcxODgIK5evSpUV7KystLeWmMYZhXJI4TsEJQ4ISmCEg0xtnjCZwPt3bsXRUVFKV3HRhUUrVYLyGRrVlA4MSxXnjaajNzBj9h6kwWvG2eGr0AGIxrKGlFauCupbpxVGgfeGun1wcN6IrI5NlP9SIdeI6GQeFtKoVSAEAJ/wA+tVgu5XMGRUJ8/aeJplpAEJ8lyVm6GZUOaGWm9BwBA0xTc7thWaLfXg/988glMzXnwre/8A/bv37/u99JoNCgqKkJRURFYlsXi4iIcDgeuXbuG3t5eIbzNarXCYDBALpdHtILira5otVoUFhbiypUruPnmm+Hz+eB0OnH16lX4/f6IkLhEp/bGg1itJ6/XK1j+d7A+JEdQuFAg7iYvNpEsP+zP6XSmbTZQXC0eORfUFo1wMaw5Y30x7PUFJy6NjUKvsqKxogm51rzUtkSi7K4Mw27JwhwMBIVKkRQHFkaISSXaluLF0eHvgSaWeJqQLZPQaJAEVlC4G7EbhH8PRNRiiBd8u02vX53Qu+xexmNPPAnbfADf+e4/Yt++fZv63nK5HNnZ2cjOzsaePXvg8/ngcDhgt9tx7do1qNVq5OTkCJoShUIRU2jLJ9pGV1f4/U6pVArVEwBCSBxPWLRabURIXCrab7EIiscTGqi6o0HZEJIjKOEQUwWFn6zs8XjQ2tqatsyMjX4nWq02pouHYRm4XRuLYQFgcHoSA7M2ZOuLsK+qGZkZmWlviSgU8k1bmP0+P/yBkMtCRHqNeMGyLNwuNxQKBQxGabaleCt3zKGL0eJphgEVpCJJaKjFt+nDhrCQyxMQ+BYiiDIZEpMzkwbwOS0GgwEqVSQ5WXIt4z9+9zvMLzH43vd/iL1792775+l0OpSUlKCkpAQMw2B+npvbc/nyZQSDQWRnZwvVFd49FC205VtCDMMIydn8n/HkRq/XQ6/XCz9nYWFB+DkURUXYmJO1X69FUJRKpSgC+8QO6e3KYRCLSHZxcREdHR0AgJaWlrR+8OLLQUFEBYWiKbhdnBhWp9dBhhVyAqyIYVmWxcXRq5he8qIosxL1VY1pKZtuhA0tzEqVUD42mcyiDYlbD5zLwg2VOvED51IFgSDGaeVWKBRQ6DjxdAQJXQ6L349Tj0RAti2SJYSFy+WGQi7nCKIEGWIwyA2HjJXTMr+0gF/+7gkse2T4wY8ewp49exL+8xUKRUR4m8fjgcPhwNzcHK5cuQK9Xi+QFT4aP7y6QtM0hoeHYTabAWDNkLhwDQz/c5xOJ+bm5jA0NAS9Xi+QlYyMjKRG8LvdbqGttYP1ITmCEt3iCQQCaV3P1NQUBgYGUFVVhStXrqR1LcAmkmQJ9yCviGF10Gi4W0QsMWyApnBmaBCugAyVeXtRXVYjjZZI1C2comh4Q+0CgHNcxJvNIRYImpk0zXRJBLgJ2NSWCeKa8fshPRIX1a4OiTFjEQcitDC3Aq56xYmq9QY9pElOuBA5Lqclkpw4Fpz45e+ehMevxA8f+hEqKyuTvh6ZTAaj0Qij0RgR3uZwONDb2wuWZZGdnS20g5RKpfDn+/fvD4XJxRcSx/+cXbt2gaIoobrS398PhmGEKk52dva2LpxrVVB22jvxQXIEJRzprKCwLIuhoSFMTU2hubkZFosFQ0NDaW858ROF1wouksvlUKqUYBkaXq+XE8MaV25PsfQmyz4vTg9fBkv0qCttQFlRmahdImuBZVj4vF7OqWMwgCWrLcwrA9PE+foEzcw2p/mmDeGCXnOC0mFj6pEoBINrT2ImhNkyp+CzgdQqFXQSrV4FAtzgxVghcnMOGx574ikEWR0efvQh7Nq1Ky1rjA5v423Mk5OT6O/vh0KhgFKpFEaG8AQEiC8kjv9alUqF3Nxc5ObmCiFxTqcTU1NTGBwchMlkiojg30wbb4egbA+SJijpshlTFIWuri74/X7ceuutwoeNZ/DpRHivdq0SolIph8ftBUUFYTabhX8nFjmZWZzH22Mj0Cqzsa+sCfm5BQmNHE8VaJqBx+2GWq2GTs/1teWy2BZmt9sVEdOeyom968Hv98Pvl65mZrtDC+MFp0fSQKvVcK2gUIvPH1ixprMssyW9CMPQXDs0KsBMSoj4HEWRk2nbLP7ziafByo145NFHUu5CXAvhNuaysjK0t7eDoigYjUZ0d3dDJpMJLRyLxSJcuLYTEldeXo5gMChUca5fvw6ZTBahXdko2yrWjCCeoEhRr5RqSG6XC39T0yGSdbvd6OjogMFgQGtra8QDHu/AwGQi/AYRC16vFz6fD2ZCw2zOWFcMOzw3jd6pGWTqCtBY1YzszGxRHNSbBZ+sqtOvPUl2TQszP7E31DJQp2MKMwG8Pi+oIDcwT4rhX3wIHj+DJVWfI5lcJkzXDn9faYZGMOAXplTHM4l5JSNEK7RDpQa/34eAPxDzczQxcx3/9dSzUKiz8E+PPIK8vLw0rXJtMAyDzs5OyGQy3HLLLVAqlYKN2el0YmRkBH19fcjIyEBOTk6EjXmrIXH5+fnIz88Hy7JYXl6G0+nExMTEqgj+aJE0X8GJRVB2MlDig+QISjhSbTO22Wzo6elBaWkpdu/evYoBi8FVxD9YsdaxsLCAzs5OaHUaKP3KCHICrIhhCSHoGL+G8XkX8sxlaKjaJ9kHyu/3w+/zx3aJrIU1LMzBQFTLYCvukc0ioiUizfAvlmHhdruTng67IcLeV6VSAZ3eAJVKCYoKwuf1Qh7WCuJafCsLXbHh6qBWS9N94fP5EAwGYibcjk1N4L+eehZafQ4efvRRWK3WNK1ybdA0LZCTlpYW4TWE25h3794t2Jj53BW1Wh0REhfLxhxvSFxmZiYyMzOFMDrexsyH0fFR/1lZWcL5EIugSFXYnmpImqCkihAQQjAyMoKRkRHU19ejoKAgretZD9HZADx4Me+ePXuQmZkJZoaJKYalGBpnhy9jwceiPKcWNRW10rTDEa5aRFEUTObtVR3WtDAv+7kbekiMmegpzBHR+0kYmJcKMHRIrxHWWhMDCGGhVMih0XDVEO5gCrm93G4AgDJEVggh8Pm8MW24UgEfv88l3EY+C1cnRvH408/DlFmARx79p7TkN20EnpzI5XI0NTWt+zxH25h5AeyVK1cQCASQlZUlEBaeKKxnY+YRXV3RaDQoLCxEYWFhRBXn2rVrXJU65Czy+/1QKleGnrrdbsle+FINyRGUVLd4GIZBb28vFhcXccsttwgfulgQA0EBIp08hBAMDw9jYmICzc3NsFqtUGmU8DP0qpaOO+DH6aFBUIwWtUWNqCitSHtU9FbAax1YwiZOiBlCPBZmLiBOtS1CwVcdFAoFp3GSHjcJcxvpoNWKi+QSsBFpr5xNWS0QEJqmQfOTmEM6AoZhoVAwCclPSSUEoh4jfv/K6FX8z9EXkWXdhYcfeXjd/S1doGkaHR0dUCgUG5KTaETbi71eL+x2O+x2e4S9OCcnJ6aNOTwkjq+yALGrK9FVnNnZWSwtLaG9vR1qtRoXLlxASUkJlpeXU05Qvv/97+PYsWPo6uqCWq3G4uJiSn/+ViG90ycMyW7x+Hw+dHZ2QqFQoLW1dcNKglgICr8OmqbR09MDt9stTFImhHDiYsJGkBPb8hLOj1yFWpGBpoomFOYVSsZ2Gw6W5Q52uUye/FTPNacw++H1eFemMG/SwizWqsNmECsdVkwgABTrtMv4vYUQAqPRADZUOfP7fZDL5EJKcXQrSFwIzQZiYs8G6r96Bb959iXkFVbh4UceEWXbYTvkJBoymQwGgwEGgwFlZWWgaRpOp1OwMTMMEzGNmd/vN6quhOet8L9jnU6HnJwcTE5O4o/+6I+wsLCAJ598Ej//+c+xsLCAgoIC/Ou//ivuuusulJeXb/O3tDGCwSD+7M/+DK2trXjssceS/vMSBUkTlPD5N4k+iHi9Rm5uLvbu3RtX718sBEUul8Pn86G/vx8qlQq33nor1Gq1cANQaZRgw4Lartln0T15HWZtHhorm2HJtki6naBSq6DXpV7rsO4UZnn0oRYbFEXBw89DEVnVIV4EApymY1O6n1SDMOuKnXm9RriYlDuweLcXJcTbR8Tvi+a5ISHtEhsi6pH7V/flfjzxwqsoKavFD3/0I1Hm6VAUhc7OTiiVSuzbty/hei+lUhlhY3a5XHA4HEI73GQyCWSFD29by8YcXl3hKysURXHhgqEqzo9//GP88z//M+6//35MT0/j6NGj+NKXvoTKykrcdddd+N73vpc0kvgP//APAID/+q//Ssr3TxYkTVCUSqXAZhP54Z2cnMTly5dRXV2NkpKSuDcdMdiMAa7F0d/fj/z8fOzduxcymSyC8au1ajCEI3bdk2O45lhArmkXGquaYDKmzmGRSPA3dq1OHO2EWFOYaYpa18K8knFi4NxEEsRm02HThej2ZjgiWyLRr0EWVjXTc/H7VBCBgB9ejweKsKpZ+txWBG63B4RlY1YRO/p78OSLr6NiTwN+8IMfijJPh6IodHR0QKVSJYWcRCPcXlxRUYFgMCgIbXlh7mZszCzLIhgMCmdCeIWFpmm8973vxbe+9S0sLy/jzTffxMmTJ4VY/x2sQHIEJVqDAsQOw9kKWJbF5cuXMTMzg5aWFmHoVLwQg814enoafr8fRUVFqKurA4BVvVONRg2a8eDM8CAcHgq7LNXYW1kvioN9Kwj4udApg8EAlQgP9nALs57oY1qYAU6zIdWMEwDweX0IBoOiHx9AWG7o3Oo1Eng8XjBrtERigbsh66DV6kAIi2CQAh1qBclk8jAiqkRqmD8nrCYEMMYgJ5d6OvH0y2+ipm4/vve974lSY8aTE7VajcbGxrQQPbVaHSGAXVpagsPhwOjoqGBj5gmL0WhcVV3x+/0YGRlBVlbWKqEtH3UPAGazGffccw/uueeelL9GKUB8n85NgP9A0DS97VtAMBhEV1cXgsEgWltbt1RqS2eLhxCCq1evYnx8HAaDQbAJ8qw+PGVRJpNhZskJQoDqgkZU7dot+UNR7Dd2AasszAy8Hi/XqgSBz+eDik6RhTlRkJgVmgULgES1eMKrDptLC+Uhk8mh0WgiWkE0RcHr9YIQFiqlCkoVR1SjWy6JgDDZGrEHF57vvIRnXz2Jhn0349vf+Y5oyUl7ezs0Gg327dsnis+SXC5HVlYWsrKysHv3bvj9fqG6MjIyApVKFWFjZlkWXV1dyMzMRE1NDWQymbAPezwenD9/HsXFxdte1ze+8Q089NBD637N4OAgampqtv2z0gXxfUI3AZlMlpA0WZfLhY6ODpjNZrS0tGz5wU0XQWEYBj09PVheXsatt96KgYEBMAwjPBR8T5TH8vIy/GQWS8FeLFAqzHsMyDGXpD6AbDsIPxRNJkkKegkh8Hl9ICAwZ2RABqTMwpwopCodNpEghAVkKyLZiIM9YcLqlVaQDqFJzBSFYDC4kqUT0iQlgohGT1WO/rCcunQeL75+BgdufSf+7u/+jygO/mjw5ESr1aKxsVGUawS4ifDFxcUoLi4GwzBYXFwUXEF+vx9yuRx6vR7l5eURWS0+nw/33Xcfdu3aha997WvbXsdXvvIVfPKTn1z3ayoqKrb9c9IJyRGURIejzc7Oore3F+Xl5aisrNzW5qRQKFI+vNDv9wsq99bWVqjVasjlcgSDwZjkxO/346Mf/SgqKi7Bbneiv/NNjF1+AyrWilzzXpTl1qHIumdbg9SSjYhUUonmg0Qnq/KvIRUW5kQh/DUYTatv7GIFISxk4CoehBC4XS7I5HIYkziRmBdLarXakCYpRET9LshkEAYbbqUVtNFreOv8abzy1gW0vvN9+NrXvibKgz8YDKKjo0P05CQafDibxWJBMBhEW1ubMFn7/PnzeOqpp0AIwR133IFf//rXcLvdOHnyJDIyMrb9s/kp0DcyJEdQorFVqzEhBNeuXcPo6CgaGxsTEuuc6grK0tISOjo6YLVaUVdXJ4hhTSYThoeHMTc3h5ycHOTm5sJgMGB5eRldXV3Iz88XNiq/34/z58/jzJkzaLtwAefGTkI2bIbVUI0Sax125dVBoxKPwp9hWLjdLqiUqvSmkm4DQsaJUgGDfo2MkzUszAF/YFsW5kSBm+a7wWsQKVhCAHDOP5fLFcqaSd1EYk6TFIrfBwFNM0KarYewUCpXBNQbHdSEsHC53FAo5CFdQ+RreO30W3jjVDve8/678MADD4jy4A8Gg2hvb4der0dDQ4Mo17gReMeRXq8XCBZN01hcXMQzzzyDBx54AMvLy7jzzjvx1FNP4a677kJhYWHK1jcxMYH5+XlMTEyAYRh0dXUBAKqqqkQdGicjseJERQxCCILBoPDP586dQ2Vl5aYIBk3T6O3txfLyMlpaWrjZIAnA2NgY5ufn0dLSkpDvtx5mZmbQ19eHqqoqlJWVAYgUw1IUBYfDAZvNhvn5eahUKgSDQRQVFaG6ujrmJsD3Tk+ePImL5zsxNbYIOqBDlqYKxda9qMhvhEG7fea/VQjBXxottDrxkKbNQBhaqFFvWbXPsty0XipIgabpuC3MiQLDMHC7pJvT4gt68NT5v8XHPtKA9/zRLaLK/2BZRhDa0jQdFb+vjPpajqwrFUroowgWISyOnXwTx8904Y67DuOv/uqvRHnw3wjkhM9q4R1H4a+Boih88pOfxLVr1/CTn/wE58+fx7Fjx/D222+joaEBL7/88prJ5InEJz/5Sfz3f//3qj8/fvw43v3udyf9528VkiMoACLaKG+//TZKSkriZqNer1dQiDc1NSXUYjc5OYnZ2VncdNNNCfue0Qiv/Ozbt08YEc7nwQCIeED4mP6xsTFkZGQIJXm+PMjPpoiFq1ev4uTJkzh/7hKuDk4h6FHDqNqFwqxaVOQ1Ituc/AeLx4oFVy9KW2Q84Ns16w0t3CwIIaBDuRwURQGIzOVIdFGAH5in1WpFmZ0RD9zeJTx1/mv41H034QPvfke6l7MmwltBdPh7q1ZBLlfA43ZDqVKtIliEsHj+zddw+kIfDt3zEXzuc59Lx/I3BE9ODAYD6uvrJUtO+DDPaDs0TdP43Oc+h76+Phw/fhy5ubnC3zmdTrzxxhv4yEc+IsnXnSr8QbV4nE4nurq6UFBQgJqamoR/MJJtMw6P3b/11lthMpkiwoKi9SYsy2JgYADz8/O46aabYDabhZkRdrsdly9fBkVRsFgsyM3N5WLww4K1qqqqUFVVhc985jOw2Ww4ceIEzp07j76OlzDc/zI0yEdeRi3K8+pRkFWZNIGkz+dDIBCQtAU3EAjA5028FVomk3HVE34KM0ODCq6ewsy1C7b3/qwQLD00IkyHjQc0zWDZtQy5XAadyKtwsVtBFHxeH5jQ865QyIVnH+DIyTOvvYzzbYP404/ei/vuuy+9L2IN8HoNo9EoWXLCt0rkcvkqcsIwDP7qr/4KXV1dOHHiRAQ5AQCLxYI///M/T/WSJQdJ7vYymUyoFsSj+yCEYGJiAkNDQ6ipqUFJSUlS1pVMDYrf7xcCg/jY/fDJm9HkJBgMoru7GyzL4uabbxZuu+EzI/bs2QO32w2bzYbx8XH09/cjKytLqK6EtyByc3PxkY98BB/5yEfgdrtx5swZnDlzFp2XTuHU1bcgp7OQY6rBrpw6lOTUQKVMwAEW5tQxm8ySdOoAoVTSQAqs0DKOsCuVnIWZZVgEKQrB4PanMAvpsCLNmokHNMVXfzSQK+SQJ8HqmzzIhIFzwWAAGo0GCoUcFEXD5/Vxr0euwItvvY5LPSP4xF98Gh/72MfSveiYCAQCaG9vvyHICYBVEfwsy+KBBx7AhQsXcPz48ZS0cG5USJKghGOjCgpfRbDZbDhw4ACysrKStpZkEZTl5WV0dHQgOzsb9fX1ghiWTy2MJidutxtdXV0wm82oq6tb8zDiHSQmkwmVlZXw+XwRg7SMRqMgsg3PVTAajbjzzjtx5513gqZpXLp0CadPn8bFc124dP0sLo4YkK3bgxJrHcryG6BTGzb9moVJvoBk7KurQACP1wOGTo8VWq6QQ6vQQKvVbGsK80o6rFGU2RnxQJgNZNDDT3MuHqkdjJz2xwWNVgOtlrs8aDTcBSwQCOC3Lz2Ht9uH8O73fQB1dXWYmZmBxWIRVUuUJycmkwl1dXWSew8A7n3gL3/Nzc2ryMlXv/pVHD9+HMePH0/aZfgPBdLcbcKwHikIBALo7OwEy7JobW1NepRwMggKb4OurKwUhkrFmvvAgx98VVJSsmnbtE6nQ2lpKUpLSyNEtuPj41Cr1UJlhZ/6CXAEsbW1Fa2trUIS78mTJ3HhXBv6hjvQOaGBWVOB4uy9KM9vRIbBuuE6boRJvmLLB1k9hZkGRQU5CzMhQmUl2sK8kg5rkk5wXBR4/RI/G8hHsSAyktAp18nGetofhqHx5Csvou/yFL74la/h9ttvh91uF6qiGRkZyMnJgdVqhcFgSJsdPBAIoK2tDRkZGYLrUGpgWRY9PT2gaXpVZhbLsnjwwQdx7NgxnDhxQjAv7GDrkCRBCW/xKJXKmNkjS0tL6OzsRGZmJhoaGlKyuSaSoPDi1pGREcEGvZ4YFuBEusPDw6itrd12WVGlUqGgoAAFBQVgGAbz8/Ow2+3o7e0FIQRWqxW5ubmwWCwRYUR79+7F3r17cf/9wNTUFI4fP47z597GYM9RDHQ9D72iGAWZe1GeV4+cjNJVBzdN0/C4PdtyuaQbLEvgdrsgl8nFmQ8iA1QqJZe5oY9tYVaqVKApirOtSyAddi3wYxDC9UuEEMgAUcfxh4MnJzrdanF1kKbwP88+g4Ghafz133wJd955JwAgIyMDVVVVQuqp3W7HtWvXoNFoYLVakZOTg6ysrJS9r36/H+3t7TcEOQkGgzHJybe//W0888wzOH78OCorK9O40hsHkiQo4YhFCngLLl91SNXDkKhhgQzDoK+vDwsLC7jllltgNpuFAVRriWGHhoYwNzeHlpYWZGZmbnsN4VAoFEL1hBCCpaUl2Gw2DA8Po7e3FxaLRfj78HJyUVER7r33Xtx7771YXFzEqVOncPbsOXS3vYGRK69ByVqRZ6pFWV49iqx7wNBc7LuURZhSzGmJNYXZ7/eDJSwUci58MFUW5kTC7/MjEAhNJA5bO0u4ZzQZcfOJBk1TcLs90Ot1UKsjyUkgGMDjR5/GlREbHvjy3+J973vfqn8/OvV0fn4eDocD/f39oGkaFotFiGlPlLMsGjw5yczMFIaXSg0sy6Kvrw9+vx/79++PMBMQQvCDH/wA//M//4Pjx4+juro6jSu9sXBDERRCCIaHhzExMSFYcFO9Fl4XstWHkG9LEUIixLBrOXUoikJvby8CgQBuvvnmpFcdZDIZMjMzkZmZid27d8Pj8cBut2NqagqDg4NCOTk3NzfC/piZmYlDhw7h0KFDCAaDOH/+PE6fPo32CxdxbuwkmEE9MjVVqChoQoWxMamvIVkQyvASzmmRQYZgMAiFQgGTwQwmNNjQE9IDCZkcKqWoD5rwGU2rKiWhoDa5iNcPcM+2x+OGXm9YpSPxB/z41dNPYmRiHl/7xt/hHe/Y2C4dftGoqamB2+2OeHZNJpPQCoo1BXkr8Pv9aGtrQ1ZWlmTJCT8d3uPxxCQnjzzyCP793/8db731Fvbu3ZvGld54kCRBCf+Q8yJZmqbR3d0Nj8eDW2+9NS3peOGjt7fSUnK5XGhvb0dWVhbq6+sFwrNW5cTr9aKrqws6nQ433XRTygWMMpkMRqMRRqMR5eXl8Pv9gsj26tWrMBgMwoZoNq8MYFOr1bj99ttx++23g6ZpPPvsszhz5gxmpkbRO9GDzuuhcDhLLcrzG2HUZab0dW0FN4IFV0iHDdP+yNewMLMeNqEW5oSBcM8FTdNrtqZYvkUq4hYPrw8yGAxQqSI/Tx6fF7966klMTi/jm//n27jllls2/f3DBfIVFRUIBAJwOp2w2+0YGxuDUqkUWkHrZSWtB5/Ph/b2dmRnZ6O2tlbS5MTlcuHAgQMRRJEQgp/+9Kf46U9/ijfeeAONjdK8WIkZkiQo4VAoFMKNXKvVorW1NYLhpnotANei2ewDbbPZ0N3djYqKCmHAE8uyQnUompwsLCygu7sbBQUF2LNnjygefq1Wi5KSEpSUlICmaaH3zc8K4isrfO+boij09PSgpKQEDz30ELRaLa5duxYS2V7C0MAT6J1+FgZlKYqyuCTbVIbDxQte58CLMKWIDdNhk2hhThh4WzrLrCtMJoSbZixWm3EwGBL1GoyrPk9urwePPfE7TNu8+PvvfDdhqdUajQaFhYUoLCwEy7JYWFiA3W7HlStXEAgEkJ2dLVRX4gnou1HIycDAAJaWlmKSk5///Od4+OGH8eqrr2L//v1pXOmNC8kTFI/HA7fbjbKyMuzZsyetYj7+Z29Gh0IIwejoKK5du4aGhgbk5+dvKIadnp7G4OAgqqurEzK2OxlQKpXIz89Hfn6+sOHZbDb09/eDYRhkZWVheXkZBoMBBw4cEKo/lZWVqKysxKc//WnYbDacPHkS585dQH/nMQz3vww18pBvrkV5XgMKspMXDhcvIlwuEtNo8NhKaypRFuZEYZVrap0DkYQ0KGIUyQYCvKjXAKUykpwsu5fx2BNPwjYfxHe++4/Yt29fUtYgl8uFAXiEEHg8HjgcDszMzODy5cswGo1CdSW8MsrD5/Ohra0NVqsVNTU1kiUng4ODWFhYwIEDByL0OYQQPPbYY/je976Hl19+eUsVrB3EB0lG3fOjy8fHxzE0NASFQhFTIJYOvPHGG2htbY2rxcSyLPr7++FwONDS0oKMjAxBDMswzKqqCSEEV69exfXr19HY2AiLxZLMl5IUEEIwPT2Ny5cvC6Li7Oxs5ObmIicnZ02hntfrxalTp3D+/Hm0XejHkoOCnM6C1ViDstz6xIXDxf1CVkLkjEajqNsF6yHhrakwCzMVpCItzEpVUgglN82XG+FgMG5so52dH8ObAz/EN758CLV7xOO2WCEnq/NmFpYX8diTT2JhicU/fO8f06Z14OMH+P+Ty+WCyNZisYCiqBuCnFy5cgUOhwMHDhyIqBgRQvD444/j61//Ol544QVRz7G5ESDJCgof+e50OlFXV4fLly+ne0kC4rUaB4NBdHZ2gmEYtLa2CmPY1xLD8s4el8uFm2++OTS5VHrgy8ZVVVUoLS2Fz+eDzWYTbmdms1nQrYRnNuj1+lXhcGfOnMHF8124NHkObwvhcHtRntcAnSZ5GiRCQiFyRMIhcgjLB0lkOux6FmbGC4VSAZVKDXWCpjATlsDldkEhjz8zh4ATyYqp4uX3++H3+2EyGaFQRG7LzsV5PPbEk3B55fjhQw+jqqoqTauMjB/gx2Y4HA5cu3YNvb29kMlkMJvNKC0tlSw5GRoagt1uj0lOfvvb3+Jv//Zv8fzzz++QkxRAkgRlfHwcHo9HCAeLdxZPKhCP1djlcqGjowMZGRlCRst6Yli/34+uri4olUrcfPPNokqGjBf8uIFr166hvr5ecFjp9XqUlZWhrKwMwWAQdrsdNpsNIyMj0Gq1gm4lIyND+J3ECoc7deoULpxrQ/9QB7omNDBpylGcXYfy/AZkGnIS9jp4IalcIeeqZNLbgwGsHIjJnm8UaWEmQmXF7/Ntewoz/14olcpNWboJG9J1ieQA9ft9CPgDMcPwbE47/vOJp+Cl1PjRww8JYY1iQPjYjOLiYly6dAl6vR5yuRznz5+HXq8XdCsZGRmiz9LhK9Rzc3M4cODAKkfkM888gy9+8Yt46qmnRFOxv9EhSYJSXl6OoqIiKBRcRgPfFhHDA7BRBcVut6O7uxu7du0SbkLriWGXlpbQ1dUlWAPF8Bo3i/Cclv379yMjIyPm16nVahQVFaGoqAgMw8DpdMJms6Grq2vNCczh4XB/+ZdcONzJkydx/uwFDPQ8i8Hu56GTF6EgsxbleY3IjREOFy94IalKJZ2Mk1hIVzqsXC6DRqNZmSNFbd3CzDAs3C7X2qLedcCCALKtRwEkEj6fD8FgIGSHjnwv5hw2/PKJp0CxOjzy6COijU33er1oa2tDfn6+INinKEoId+zu7gYAIS/JYrGIUkx+7do1TE9P48CBA6smRD///PO4//778dvf/hYHDx5M0wr/8CBJgsJN8eQeZr5XS9O0KCoLa000JoRgfHwcw8PDqK+vR0FBwSoxrEwmi9g05+bm0N/fj8rKSsmWTGmaRm9vL3w+36ZyWhQKBXJzc5Gbm7upCcxFRUX4+Mc/jo9//ONYXl7GiRMncP78eXRefBOjV96AkrUgNxQOV2zZs6qcvubroGi4PbGjxiWDNM8GCkfEFGZwn5MIC7NSKVRXoi3MDM3A7XZDo9FsKW+Gc/EgfW6jEHxeL4IUxb0X8si1TNtm8dgTT4HITfinf/4n0Q6c83g8aG9vR35+Pnbv3i3sUSqVCnl5eUIC9tLSEhwOB0ZHR9HX14fMzExBaKvX69O+t42MjGBqagoHDhxY1T4/duwYPvvZz+Lxxx/HoUOH0rTCP0xIkqCEYyvOmWQiVgWFH1hot9tx0003ITMzc129Ce/sGRsbQ0NDA3JyEteiSCX41pRKpcJNN9205VvTVicwm83mVeFwZ86cQdv5Szg/dhqyYROy9XtQmlOHsrwGaFSxD7tgMAivxwu9Xs/NspEiCDdEUiyzgaIR28IchM/rW7Ewq1Sc/sfjhk6rg0a7teRTnqCk83fg9XpBC+QkkihOzFzHr548CqUmG488+mjKAyfjhcfjQVtbGwoKCiLISTTCwx2rqqrg8/lWxe/zraBUxu/zGB0dxcTERExy8sYbb+BTn/oUHnvsMXz4wx9O6bp2cAMQFJlMlrQpwltB9Fq2Iobl7W033XQTTCZTOl7GtuFyudDZ2QmLxYLa2tqEbTpbncAcHg7Hz9Q4deoULp7vQPdIGzrGtcjQVKLYshcV+fuEcDi/3w+/L/lajWSCnwwtk8nEORsoCmtamP1+EBColCrIFQqAYEttNjaUg6KUp6OCQuDxeMEwNIwxyMno9XH891PPQWvKxaOP/hOys7PTsMaNwZOTwsJCVFVVbXooKZ+XxLdyHQ4H+vr6wDCM0AqyWq1Jr4qPjY1hfHwc+/fvX+W8PHHiBD7xiU/gZz/7GT760Y8mdR3x4kc/+hEefPBBPPDAA/jxj3+c7uUkHZLccaMfBj5NVgwIJyhutxsdHR0wmUxoaGiAUqlcVwwbDAbR1dUFALj55puTNhsj2eAnKu/atSvps5DWm8CsUqkE+3L4BGa5XI6mpiY0NTUBf8PdoI4fP463z7dhqP9J9E0/B4OyBFZDFYqyqlGSX5X2dsBWESsdVkrgpzBDxllcdVodWMLC6/WAsESorKhU8VuY01dBISFrOhvKaokkJ1fHR/D4My/AnFWEhx95JOEztRIFt9uN9vb2LZGTaIS3cgkhcLlcsNvtmJycxMDAgODqs1qtEReORGBiYgKjo6PYv3//qovg6dOn8dGPfhQ/+clP8Bd/8ReiIPWXLl3CL37xiz+oxFpJEpRoiLGCwovDSktLsXv3bgDri2Hdbjc6OzuFaZ9SPRCvX7+OK1euYO/evSnvm29lAjPAia7Ly8vx6U9/Gg6HA2+99RaOvfQyhgeex9iyHtqJAuSZa1CW14Ci7CrRtUfWAi8kValVq0R/UkIgEITP64XBaOTsyyEwDAMqSCEQCMDrjd/CTEL/X5HSVgKB2+0BYdmYQXJXRq/if46+iOycMjz08EMwm80pXFv84MlJUVERKisrE3pw8xZls9mMyspKBAIBoRU0MjICtVodMYl5O3vk5OQkrl27hpaWllW/6wsXLuAjH/kIHnroIXz6058WBTlxu934xCc+gf/4j//AP/7jP6Z7OSnDDUFQxFRBkclkmJ+fx8jICOrq6lBYWBgxiZj/mvAPvd1uR19fH0pLS1FRUSGKB2Kz4C16U1NTaGlpQVZWVlrXE2sCs91uFyYwh4fDhZeRzWYzysrK8Pkv/DX27NmDt99+G+fOnUP7hbM4c+045ENZsOqrsSu3DqW5e1MbDrcJ0DQDt9sl6cGFQJgd2mRaZUVWKBRQ6NaxMIcC4qJDzwjLQCZDCqPuSUj/AxhjkJP+4UH85tmXkV+8Gw89/LBoyaTb7UZbWxtKSkpSsk9pNJoIV9/CwgIcDgcGBwcRDAYjJjFvRrh+/fp1DA8PC+GY4Whra8Of/Mmf4Lvf/S7uv/9+0ezFf/3Xf40PfvCDeP/7379DUMSO6A+NWCooLMtiaWkJXq8XN910E7KysiL0JjKZLKLnTAjB5OQkrl69ir179yI/Pz+Nq986wkPkbrrpJtGFyEWL9NaawGwymYQob35Y4wc+8AF84AMfAE3TaG9vx6lTp3DpQjfaJs7j0qgBmdrdKLFyc4KSGQ63GXDWXQ90ep1k24RAyIIbiM8OvbaF2QMg0sJMQjWUVFTC+FA/GRCzRdF9uR9PvPAqSsr34oc//KFoHWL8INOSkhJUVqY+fVehUAhkpLq6WniG+VRqXntmtVpjxu/zmJ6extDQEJqbm1e10Lq6unD48GH83d/9Hf7mb/5GNOTkd7/7HTo6OnDp0qV0LyXlkCRBAbhDh7fniqGCEgwG0d3djWAwiLy8vFXkJLqlw7Isrly5ApvNtm42iNgRrZsRg9V7PcSawOxwODA9PY3h4WEh9MvtdkdsdEqlErfccgtuueUWIdflxIkTuHi+HQNXOtE9+TTMmnIUZtWiIn8fMo3pcV4lJR02DfB6vaB4l8sm7dCrLcwMKCooWJi9Xi9Ylkn6AcSRExdkMjmMRgOiBUDtfd146qU3UFm9D9///vdF++ykm5xEI/oZDgaDQvT+xMQE5HK5QFbC27l8WnVTU9OqCm9fXx8OHTqEr371q/jqV78qGnIyOTmJBx54AG+88YZoyWsyIclZPAB3MPJL7+rqQkZGRtpSFvksAKPRCJPJBJ/Ph4aGhjXJCT/FNxgMoqmpKe5sELHB4/Ggs7MTZrNZ0roZh8OBnp4e7Nq1CwaDAXa7HQ6HI+YE5liYmZnB8ePHceHcRfR3j8DnUoTC4WpQltuIvMxdKbmt+/0B+P0+GA3SdRyFZ7UYTcaEW05ZhsXA+AV0TP0bfvB//gJZGRlC3koiP7/cfCAX5HI5DDHIycXuDjzz8luoqd+P733ve6vaUGIBT0749rPYEZ6ZZLfbEQgEkJWVBY1Gg9nZWTQ1Na2aYTY4OIi77roL//t//2/8wz/8g2jICQA899xzuOeeeyI+mwzDCNX4QCAg2X03HtwQBKW3txc6nS4tMyqcTie6urpQXFyMPXv2YGxsDAsLC2hsbAQhZJXexOPxoKurCwaDAfX19aLdmDbC/Pw8uru7hVuVmB7qzWBqagqXL19eJeoNn8Bst9vBMIwg0LNarWu+b8vLy6EJzOfQdWkIy/OMEA63K6cOJTnVcYfDbQZ8OqzRaBTVjJlNgQBujxuEJVw7JEmk7vL1i+iY/Dn+5aHPQ6NWCTZmmUwW5gpSYquWJ0JYuATnlH7V9znbcRHPv3oK+1puxd9/61ui3QOWl5fR0dEhuPGkCI/Hg9HRUczMzADg2mxcBY3Fe97zHoyOjuLOO+/Efffdhx/84AeiS+p2uVwYHx+P+LNPfepTqKmpwde//nXU19enaWWpgTifjE0iXS2eiYkJwbFSVFQEQgiUSiUWFxcxPj6O3NzcCMHb/Pw8enp6UFhYuG6wkdgxMzODgYEB1NTUoKioKN3L2RIIIRgZGcHExASam5tX5U2Ej5yvqanB8vIy7Ha7kISZnZ0tiHDDS69msxl333037r77bgSDQVy4cAGnT59G24V2vD1xGheuGWHRV3PhcLn10Ki3WT0jodAvmk57Oux2IAxgBJKe1UJCYnWFXA61Wh1qrRAhzdbr9YamMCuhUqk5C3Oc62FZFm63C0qFEvoY5OTkxXN46fdncdOt78I3v/l3ojsQeSwvL6O9vR1lZWWSJScA92zMzc2hqakJmZmZcDqd+PWvf41HH30UADfss6WlBV//+tdF+V6YTKZVJMRgMMBisdzw5ASQMEEJ16AoFApQFJWyn80PqJuZmcGBAwci9Ca5ubmgaRoOhwNXr14VxFsAl7dRW1t7QxzqsUqlUgH//vHj1DcKw5PJZMjIyEBGRgaqqqrg9Xpht9sxOzuLK1euwGQyCY6g8AnMarUa73rXu/Cud70LLMuit7cXJ0+exKULnei+dgntYzpkaitRZNmLirxGmPSbdD6FKg4sb12ViP05GhFBcikYwMiLZOURlSYZlEoVlEoVdAhZmCkKgYAfXo8HCqUSKpUKarVqVSw9D5Zl4XK5VmY1ReHNc6fwyvG38Y7b/xhf/epXRXkgAivkpLy8HGVlZelezpbBt27r6+uFPTg/Px9f+cpXcOTIEfyv//W/oFKphMvku971LnzoQx/Chz/8YZSWlqZ59TsAJNzioShKsO1eu3YNbrcb+/btS8nP7erqQiAQQEtLC/R6fcRMnfCWDkVRgoff5/NBo9GgoKAAOTk5EdN5pQA+rn9hYQHNKwZsqwAAVQNJREFUzc2rUhelAoZh0NPTA7/fj+bm5m0Lz/gJzHa7HU6nc80JzNEYHR3lhhqeexvD/VPwuZUwKUtRkLUX5XkNsJgK1yUcnMaBO9QNRoOkPkvhYFlOq5HKILn+8bPonv4P/Pv//XJcwlSWZYU2EE1TIQszV1nhrM8ysCwDl8sNtVoFnW41OXnt9Ft442Q73vuBD+Jv/uZvREtOlpaW0NHRgYqKCuzatSvdy9kynE4nuru7Y7ojp6amcMcdd+D9738//u3f/g1yuRyjo6M4duwYXnrpJXziE5/AX/zFX6Rp5TsIxw1BUMbHx+F0OtHS0pLUn+nxeNDR0QG9Xo99+/ZBqVSu69ThB+V5vV40NjbC5/MJmoZ4BZhiAEVR6O7uBk3TaG5ulqx1lR87oFAosG/fvoRPVA2fwOxwONacwBwNh8MR0q2cR1/HNbgXATVykWfmhhoWZFdCEXZrT8ehngywDAuX2wWVUhVqh6QGvWNn0DfzS/zHT766af0HIaFWUChzBQAUoRazRqNeRU4IYXHs5Js4fqYLd939J7j//vsT9joSjRuFnMzPz6Orqwu1tbWrwiJnZ2dx55134rbbbsNjjz12QwtMbwRIlqDQNC1kn1y/fh0zMzO46aabkvbzeDFsUVERqqurASAigC2anPh8PnR1dUGtVqOxsTHiMAwXYNpsNrAsK5CV6JTTdMPr9aKrqwt6vR4NDQ2iWttmEO44qq+vTzohDHcT2Gw2YQIzT1jWIkd+vx9nzpzBmTNn0H6hHwv2IGR0JqyGGuzK3YtiSzUCPoprI6TwUE80GIaB2+WGWq2GTp9aF1vv6En0zf0Kj/30a9v+HASDXIqtDFzLWRkevS8Dnv/9qzj9dj+OfPjP8ZnPfCZBryDxWFxcRGdnpzA5XapYWFhAZ2cnampqUFhYGPF3NpsNd911F5qamvD444+LVpy8gxXcEARldnYWo6OjaG1tTcrPmpycxOXLl1FbW4vi4uINk2GXlpbQ1dWF3NxcVFdXr7sJ8imnPFkJBAJCJLvVak34LX8zWFpaQmdnJwoKCrBnzx7JthH415EucTIvAOWrZ263e80JzOGgaRqdnZ04efIkLp7vwtTYIgIeFayGGpTn70N5Xj30WnFGoq8HIeVWq01LtkP36EkM2n6F//yXb2zr+9A0DbfbLbwOluV0K1SQQpCi8PKpt/B2xxA+/JGP43Of+5xon58bhZwsLi6io6MDe/bsQXFxccTfOZ1OfPCDH8SePXvw29/+Nq376g7ixw1BUOx2O65cuYJ3vOMdCf0ZhBBcvnwZ09PTgtMjXG8CYBX5mJ2dxcDAAKqqqlBSUrKpTSn8ILPZbPB4PBGR7KlsrczNzaG/vx9VVVWS3rRsNhv6+vpE9TrCJzAvLCysOYE5HA6HAy+//DKXhHn5Gq5dngXl08CkKkdRdi3K8xuRZcxNw6vZHGiKO9TTmXLbde0tXHH+Pzz2069v+Xvw5ESnW/06GIbBky+/gAvtV/DePz6I/fv3Q6lUCoR0u3NkEgmenPD7lVTBt6divY6FhQXcfffdKCkpwVNPPSXaQLwdrIZka1zhm3gybMY0TaO7uxterxetra0RYthYLZ1wh0tjYyOsVuumf6ZMJoPJZILJZEJlZSW8Xi9sNpsQ55yRkSFM/kxWuBshBOPj4xgZGUFDQ4OgfpciJicnMTw8jLq6OuTl5aV7OQI2O4GZt3V/4AMfEAR/MzMzOHHiBM6ffRv93c/hcs+L0MoLUZBRi/K8BuRllonO1UMFKXg8HugN+rQeEgTAdooZFBV6HXod1OrV5OS3Lz6Hjr5RfO4vP48/+ZM/EVq6drsdg4ODEe0+q9Watt8F3w7ZvXu3pMkJn9dSWVm56nUsLS3hyJEjyM/Px5NPPrlDTiQGyVZQGIYRSMny8jIuXbqE973vfQn53l6vFx0dHdBqtYKYcj1ywjAMBgYGsLi4mDSHSyAQECor/K2bJyvh1tbtIDx+v7m5WbQTVTcCIQTXrl3D9evXhfwDKSB8ArPdbgchBDqdDm63Gw0NDcjNjV0hWV5exunTp3H27Dl0XhzE8jwLJWtBjrEGZbn1SQuH2wzEFMHfcfX3GFn6Df79/35t0/8uR07c0OsNqw47mqbw6+efRc/gJP6/+z+Pu+++e9W/z1dJ+ffY5XIJs6BycnKg1+tT0griyUmsdoiUwCfdlpWVrbJEu1wu3HPPPTAYDHjhhRckm9j9h4wbgqB4PB6cPXsWH/jAB7b9fefn5wW9Aq8f4fUmschJIBBAd3c3AKCpqSklDD381u1wOKDVagWyst6grPVA0zR6enoQCAQkHb8fboduaWkR3eDCeMGyLPr7+2Gz2aBWqxEMBtecwByOYDCIixcv4vTp07h4rgeOGS8IZYRFtwelufWJCYfbJAL+AHw+H4xGcUTwtw+/gTHX7/CLf/7bTf17FBWEx+PhSJYq8vcfpCn8v6NPY3B4Bp9/4Mtx70X8LCi73Y75+XnBps5HESRDzM27XKROTvjpyrGSbj0eDz784Q9DLpfj2LFjkt0H/tAhWYLCZxMAHEk4fvw4PvCBD2zrgb5+/ToGBwdRXV2N0tLSDcWwLpcLXV1dyMrKQm1tbVr6yuHWVt6+zB9i8dqX/X4/Ojs7YzqOpAS+LUdRlKTt0CzLYnBwEPPz8wLJ8ng8wnu8vLws3Lqj04qjv09/fz9OnjyJt8+1Y/yaA4xfC7O6EsXWuq2Fw20Sfp8fgUBAVBH8bUOvYcLzJP7tn+InKMFgWAUo6vkIBAP4r6NPYXjEji995Wt4z3ves6V18c8yX10BIIxXsFgsCXGd8OSkurpasoGRAEdO+AGG0TOCfD4f/uzP/gzBYBCvvPLKhkGMOxAvbgiCQtM0fv/73+N973vflg5XQgiGhoaEloDFYtlQDGu329Hb2ytEQYtBoR9tXyaECI6gtezLLpcLnZ2dsFqtqKmpEXUey3rw+/0Rtm6pWgjjCZLjb902mw3z8/PQ6/UCKV2vgjY+Po4TJ07gwrmLuNI3CZ9bCaOiBAXZXJLtRuFwm4UwH8hkgkJEEfwXh17BtPcofvboV+L6+kCArwAZoFRG7i/+gB+/evpJjE4s4KtffzBhQn3e3ceTFa/XK4xXsFqtW6pw8uFlsSy4UoLH40FbWxuKiopWzV/z+/342Mc+hqWlJbz22muSnRK/Aw43BEEhhOC1117D7bffvukHl29tuN1u7N+/HwaDQaicMAwTUwzLi0jFJr4MR7R9ORgMwmKxRNiXeZLFR1qLgWRtBW63G52dncjKysLevXslS7L4lGKAaxfGQ7b5sQqbncA8Pz/PiWzPnUdP+1W4FwlUoXC48ryGVeFwm0LYfCCj0Si6+UBvXzmGmcBz+NnDGxOUFXJiXEV6PT4vfvXUk5icXsY3/u7vccsttyRrycJ4BbvdjsXFRcH5lZOTw4052ODZvVHIidfrRVtbGwoKClBVVRXxuoPBIO69917MzMzg97//PbKyklsd3EHyIVmCQghBMBgU/vmNN95Aa2vrpgSqPp8PHR0dUKvVwoGwnhiWL707HA40NTVJhp3Hsi/r9Xp4vV5UV1dLWsG/sLCArq4uyU9V9vv9QkrxVgPxwt0iNpsNDMNEkNK1qkp+vx9nz54VwuHmbYFQONwe7Mqtx67cvVAp42yXEe6GyzAMjCYT5CJzEgHAhcsvwUa9gP/fQ19e9+v8fj/8fj9MJuMqkbHb68FjT/wOM3Yf/s+3vpP0FOtw8Bo0fryCQqEQWkGxEot5chIrWVVK8Pl8aGtrQ25u7qpcJoqi8MlPfhIjIyN46623JDsnbAeRuGEIyvHjx9HS0hI3aeBV7Hl5eaitrd1QDBse997U1JSWgKlEgBCCgYEBzM7OQq/Xw+PxpMS+nAzwWS1SF/vxIxSys7OFz+J2QQgRJjDb7XYhUyfWBOZwsCyL9vZ2nD59Gm+f68DMxDIYvx6Zut0otdaiPK9x7XA4wlWzCCFcnosIyQkAnB98AQ7mJfzLj9YmKH6fj9POmEyrDvxl9zJ++cQTsM9T+M53v4eGhoZkL3lNhJNSu92+ysK8vLyMnp4eyZMTv9+PS5cuIScnB9XV1atGinz2s59Ff38/jh8/vqbbbQfSww1DUE6dOoW6urq4mPP09LRwsO3atQuEEKFyAqwWw3o8HnR1dcFoNKK+vl40IUubBcMw6Ovrg9vtRnNzM/R6fUrsy8nAxMQErl69KvmsFj7ltri4OKkVIL5FYLPZsLS0tOYE5mgMDQ3h5MmTuHDuEq5dnkXQq4JJVYbC7L0oz2tEtolrcUppeOH5wecxT17GT37wpZh/7/P5EAwGYDSuJicLy4t47IknsbDM4nvf/wFqampSseS4EG1hXl5eBsBN8C0vLxf187we/H4/2traBAIfHfFw//3349KlSzhx4oSkSdgOVuOGIShnz57F7t2712XPhBAMDw9jYmICTU1NsFqtq8Sw0eTE6XSip6cHxcXFq3qeUkIgEEBXVxfkcjn27dsX06bKT1/m9QyJsC8nGvx7yKf7SqXNFgt86T3VKbdbncA8NzeH48eP48K5t9HXNQLvshxaWQHyM2qQa6xCXuYuzjGR/o/Jujg78CyWZK/hx9//4qq/83q9oCgKJpNpVSXLuTiPX/7uSbh9cnz/hz9aJdAUE+x2O7q7u1FYWIhAIID5+XloNBqhgsaHAIodgUAAbW1tyMzMxN69e1e13L/whS/g9OnTOH78uKRb1TuIDckSFID78PJ4++23UVJSsqYAjJ8s7HK50NLSAqPRuK4YFuBsx1euXEFtba2khWW8iDQzMxN1dXVxbUxr2Zdzc3PTtrmxLIu+vj4sLy+jublZ0tkGfDrs3r1703rri57ADEAgK+tNYHa73Th9+jROnDiJsyfaEfCooFPmIddYi125dSjNqU17ONxaONN/FC7F6/i///jFiD/3ej2gKTqknYn8fNucdvznE0/BG1Tjhw89tCp3Q0yw2+3o6elBfX29IOIPtzA7HA5hQGkiLcyJRjAYRFtbG8xmM+rq6laRk6985St4/fXXcfz48VUhbTu4MSBpghIMBoXKR1tbG/Ly8mKyaF4Mq1KphDC1jWLrh4aGMDMzg3379klaDT4/P4/u7u5tiUhj2ZfDN7dUtLx4DRDDMGhubpZ0ZDXfntq3b5+oxHzhE5jtdrswuHKtCcwejwft7e3Izs7GwsICzp49i4vne2Cf8oANGmDRV6MkZy/K8xqgVYtn8vLpvqfhVb+Jf/ruA6E/IfB4vJyw12hcRU7mHDb88omnQBM9fvTQw6K+qdtsNvT29kaQk2jEsjDHM7wylQgGg2hvbxfa6tHk5MEHH8Tzzz+P48ePo7KyMo0r3UEyccMQFL5CEH2z4Ydh5eTkCBbU9cSwfKXF5/OhqalpzRAsKWB6ehqDg4OoqalJWChTPPblRIN3uOh0OjQ2NkpWA0QIwdWrVzE1NSX69lS4nsFms8HtdiMzM1PQrVAUhY6OjlXaGT4c7tSpU3j7XDvGrtpD4XAVKLLsRUV+I8z69JKyU71Pwa99C4/+wwPgyIkHDMPGtOtOzU3jP598BjKFGQ898qioNQ48OVlvLEIseL1ewRW0sLAAg8EgkJV0tHYpikJ7ezt0Oh0aGhoiCCPLsvj2t7+N3/72tzhx4gT27NmT0rXtILW4YQhKb28vdDpdRF94ZmYGfX192L17N3bt2gUA64phfT4furq6oNFo0NDQINlEVX4WzeTkJPbt24fs7Oyk/ZxkT1++UYLkYqXDSgnRE5gJIcjOzsaePXvWnMAMcAMbubyVt3G5Z0IIh8vPqkFF3j5YzUUpd/uc7H0ClP4kHv72F+B2e0BYFsYY5GRi5jp+9eRRqLQWPPzII6J2h8zNzaGvr2/T5CQa0RZmuVwukJX1Wn6JAk9OtFotGhsbI553Qgi+//3v47HHHsPx48exd+/epK5lPfz85z/Hz3/+c4yNjQEA6urq8K1vfQsHDx5M25puREiaoFAUJcTQDwwMQKFQoLq6Wripjo+PY9++fcjJydlQDLu4uIiuri7k5+djz549kj4I+/v7kzq4cC3w05dtNpsQx74d+zLfnuJnbYhBpLsVMAyD3t5eeL1etLS0SNaiDqzoG/Lz80HTNJxOJ1QqlaBbWU+fxIfDXTj/NrrbhoRwuFxTDcpz61Fo3b31cLhN4ETP70AbT+FbX/4UCEFMgjV6fRz/9dSz0Jvz8cgjjyaN5CcCiSIn0eBbu3xqMV8t5QlLotusNE0Lrfh9+/atIiePPPII/vVf/xVvvfVWWq3dAPDiiy9CoVBg9+7dIITgv//7v/HII4+gs7MTdXV1aV3bjYQbhqAMDQ2BoijU1NSgt7cXS0tLaGlpgclkitCbyGSyVRvozMwMBgcHJT92nE8iZVkWTU1NaZ1F4/f7hfbAVuzLvIg0ke2pdGAr6bBixezsLPr7+1FXV4f8/HwAsScw87oVq9W65o2bD4c7d+4cLp3rDYXDmWE11KA0pw5leXXxh8NtEse7fwNKfwLf+ernYIhBTq6Oj+DxZ16AOasIDz/yiKinYfPkpLGxMal2e0K4Vli4hdlsNgtkZbsWZpqm0dnZCYVCgX379kV8bggh+MlPfoJHH30Uv//971MaircZZGdn45FHHsFnPvOZdC/lhsENQ1CuXbuG5eVl+Hw+KBQKQUi5kRiWb4U0NjaKSrC4WXi9XnR2dooyq4W3L9tsNsHWupZ9OXyUQGNjI6xWaxpXvj3wQxj5crWY3pPN4vr16xgaGlr3PQkXX9psNvj9/rgmMLMsi87OTpw6dQoXz3VianwRjF+PLF1VSLfSAIM2MXodQghevfRfUGZfwCPf+SKiPdGXR4bxP0dfQk5+GR56+JGUViA3C54wJpucxEIgEBDIynYtzAzDoKOjA3K5HE1NTavIyc9+9jP84Ac/wGuvvYabb745GS9nW2AYBk899RTuu+8+dHZ2prX1dKPhhiEoly9fxsTEBAoKCgQr7XpiWD60zOVyoampSdQb0Ubg21MFBQWrIqDFBoZhhB53tH05IyMDw8PDmJubQ3NzM8zmNRJLJYBkpMOmC2NjYxgdHUVTU9OmHG1rTWDmb9xr4erVqzh+/DjevtCOq4PTCHq4cLiCrFpU5Dci25S/pddBWAKX24WzV56GPq8D3//m5yP+vn94EL959mUUlFbjRz/6kagF8nyFcd++fWkn8dFVNJZlI6Ywr1c1ZBgGXV1dIISgubl5FTn55S9/iW9961t45ZVXcNttt6Xi5cSN3t5etLa2wu/3w2g04je/+Q3uuuuudC/rhoKkCQpN02AYBrOzs+jp6YFWq8U73/lOAOuLYeMJLZMKZmdnMTAwIMn2FN/jnpubE2K65XI59uzZg4KCAslWHJaXl9HR0SFMWxUzYVwP4a6jlpaWbRFG/sYdPoGZ162s5xQRwuHOv42+zshwuLK8BhRkVcQlsiUsgcvlgkKhwLnhp6HLacd3v/FXwt93DfbhyRdfQ0n5Xvzwhz8UtU6Ib0mLscIYa8TCWhZmhmEiogPCs1gIIXj88cfx9a9/HS+++CJuv/32dLycdREMBjExMYGlpSU8/fTT+OUvf4mTJ0/uVFASCEkTFIqiMDw8jJGREZSUlGBxcRG33HKLUDUBVpOT5eVldHV1ITs7W9KTbwkhws1W6nHvwWAQXV1doGkaWVlZcDqdKbEvJwN8OmxlZaXgHJMiCCG4fPkyHA5Hwl1HvLiWD4fjJzDzTpG1nkk+HO7s2XPoeHsAy/MM5HQWck01KM2tx641wuFYloXb5YZSqYTeoMcbnf8NfV47/uFrHEFp7+vGUy+9gcrqffj+978v6gvL9PQ0Ll++LLoMnbUQ7f7iLcxWqxUjIyOgaRotLS2ryMlvfvMbfPnLX8bzzz+P9773vWl8BfHj/e9/PyorK/GLX/wi3Uu5YSC++MBNYGhoCNevX8ett94Kv98Ph8OxrhjWZrOhr68PFRUV2LVrl2RvtizLCofHgQMHJN0K4UP0jEYj9u/fD4VCEWFfHhsbQ39/v6BlyM3NFe0BwmsC0p0Ou13wTrDl5WUcOHAg4cFdSqUSeXl5yMvLixh2NzAwEDGBObo9YDQacfDgQRw8eBA0TePixYs4deoULl3oxqXJs3j7mhEWXTVKrLUoy2+ATm0Ay7BwuV1QqVRCy4YQFvLQs/92dzueefk46hoO4B+++11RJqrykBo5AQCdTofS0lKUlpaCoiiBmLa1tQHg5gTxxIV/f55++ml86UtfwtNPPy0ZcgJwz014uvkOtg9JV1BcLhcIIdBoNMLNlY+xjxZe8tWG+vp6UecZbASKotDb24tAIIDm5mZRl6I3wvLysjBROnpCaTgSbV9OBvh0WDGW3TcDhmHQ09MDv9+PlpaWlDrBCOHaMLxuZTMTmAcGBnDy5ElcPN+B0as2MD4tTKpyWPQVqCzYh1zLihPstfbHkFHcg/e9uwXPv34aTS2t+D9///eiJidTU1O4cuUKmpqaRG153ggsywqW+8rKSiwsLGBwcBCf/vSncfPNN6Ourg6PP/44fve73+Huu+9O93LXxIMPPoiDBw+itLQULpcLv/nNb/DQQw/htddewx//8R+ne3k3DCRNUBiGAU3TIIQgEAigr68PTqcTBoMBubm5yMvLg16vx+DgIJxOJ5qamiRfbeCD5BobG0W9oW4Eh8OBnp6eTVeztmtfTjR4J9j169fR1NQkakvqRqBpWrCpNzc3p72tttUJzJOTk3jllVfw6iuvY+66CySoh15RgoKsWpTnNaD96htgTMeh0Wpw823vxoMPPijqVu+NRE76+vrg8Xiwf/9+oRLKsiw6Ojrwi1/8Aq+//jrm5+dxyy234NChQ7j77rtXDQkUAz7zmc/gzTffxMzMDDIyMtDY2Iivf/3rO+QkwZA0QaFpWnDy8E4dhmGETY0ffqZUKlFXVweLxSK6D3q84KsNOTk5kk5UBVYi+LfbCtmMfTkZIIQI5DfVoXiJRjAYRGdnpxCSJTaBcjAYFALDnE4nNBqNQFYyMzMj3uulpSV0dnaitLQU2dnZOHHiBM6dPY+e9mG4FlksLzLQZk3iI3/+CXzlK18R9bPE27ulTk4IIRFtw+g27RtvvIFPfOITeOyxx3D77bfj2LFjeOGFF/DGG2+gsbERFy5cSNPKd5BOSJqg/OIXv0B+fj7e+c53QqPRRGxSDocDg4ODUKvV0Gq1cDqdUKvVQmUlHTMmtgq73Y7e3l7Ja2cIIRgdHRUSfhO54fL25XDhZTKnL/M2dY/HI/l0WH7WkcFgWDX7RIwIn8xrt9sBrExgVigU6O7uFp6VcPj9fpw/fx7PPvsscnNz8c1vflPUr5UnJ83NzZIeWEoIwcDAABYXF3HgwIFVbcPjx4/jox/9KH7+85/j3nvvXTV+hK8e7eAPD5ImKF/72tfw+OOPIxgM4kMf+hAOHz6M9773vTh27BgeeOABPPnkk7j11lshk8kixsrb7XYolcqIA0yshz6vbairq1tzOqkUEC7sbW5uhslkSurPCrcv89OXc3NzEzJPhJ+szCf2ilW0Gw+8Xq8wkViMpfSNwLKsMLxydnYWwWAQRqMRu3btgtVqlex7Mzk5ieHh4RuCnPAzqA4cOLCKyJ8+fRp/+qd/ih//+Mf49Kc/LbnP3w6SC0kTFIC7TZ05cwZPP/00nnvuObhcLvj9fnzuc5/Dt7/97ZhhSyzLYn5+XjjAZDKZUFlJxm17KyCEYGhoCDMzM5LXNvDCS5/Pl/JqQ6zpy3yIVE5OzqZ1PIFAAB0dHTdEOqzb7UZ7e7swf0rKh4PD4UB3d7cwzTzWBGaxCKo3wuTkJK5evYrm5mZJP/eEEFy5ckVwG0Y/9+fPn8c999yDhx56CH/5l38p6c/fDpIDyRMUHjRN44tf/CJ+/etf4+DBg7hw4QLsdjs+8IEP4MiRI7jjjjtiagT42zZ/gBFChMrKepkMyQQ/XM7j8aC5uVnUiZYbgdc28DM20im8XG/6cjz2Za/Xi46ODmRmZko6QwfgdBodHR2SH8QIcGSkt7c3YkYQEDuDgycrphjTi8WAiYkJXLt27YYgJ0NDQ7DZbDGt6m1tbTh06BC++93v4gtf+IIo34sdpB83BEFZWlrCRz/6UVy/fh0vvfQSysrKwLIs2tvb8fTTT+PZZ5/F9evX8f73vx9HjhzBwYMHkZGxerYHIQSLi4uYm5uDzWYDwzDIyclBXl5eSkaNAyspt2I40LcL/kA3m82or68X3YG+GfsyL1IuKCjA7t27Jb2h8pb8qqoqlJaWpns52wKfPbPRJF+KooQRCw6HI+4JzKkET05aWlpi7k9SASEEw8PDmJ2dxYEDB1ZdsLq6uvDBD34Qf/d3f4evfOUrkn6WdpBc3BAE5fXXX8e//Mu/4Ne//nVMGzHLsujp6cEzzzyDo0eP4urVq3jf+96Hw4cP44Mf/CCysrJWPSRrtQby8vLWndK6HbjdbnR2diIrK+uGuKHzB7oU2gfr2ZcDgQB6enpQXl6OsrKydC91W+CrDbW1tSgsLEz3crYFPrhss9kzsWbH8C0/i8WSFvs+PyDzRiAn165dw9TUFA4cOLAqgbivrw8HDx7EV77yFTz44IOi3xd2kF7cEAQF4B6MeD7svGjr6aefxtGjRzEwMIDbb78dR44cwYc+9CFYrdaYZIUPkJqbm4Pf74fVahXKxYnY0JxOJ3p6elBaWoqKigpJP7i860iqce/h9mWHwwFCCKxWKyoqKiTl/ooGb+/eqNogBfAi0u3ab9eawMwTllQE1fEhklInJwCETKBY5GRwcBAHDx7E/fffj+985zuSfY52kDrcMARlK+CHofFkpaurC3/0R3+Ew4cP49ChQ8jPz49JVjwej9AG8nq9yM7ORl5eHnJycrbUkpmamsLly5dviFvt9evXceXKFdTX10vadQRwh+DQ0BBKS0uFUQrJti8nC7wbTEox6WuBrzYkQ6cRPYHZbDZHhMMlGjw52b9/v6RDJAEIEQIHDhxYpfcbGhrCwYMHcd999+GHP/zhDjnZQVz4gyYo4eDj8Pk20MWLF3Hrrbfi0KFDOHz4MIqLi2M+VPyGNjc3B7fbvSnRJV8OnZycTHguSKoR/lqampokb40cGRnBxMRExCHIu7/4AyzR9uVkIDx75ka4ofOvpbm5OemvZasTmONF+PsidXIyNjaGsbEx7N+/f1WEwMjICO6880585CMfwaOPPioZUr+D9GOHoMQAIQTXr1/H0aNHcfToUZw9exYtLS04cuQIDh8+jLKyspibk8/nEyory8vLyMzMRF5eHnJzc1eVihmGEZIVm5ubk3I7SxX4WSgLCwuST1Tlp/ja7XZhrtNaX7e0tCRY1XmNEj99WQxjCHgnxezsLFpaWpKaPZNshI8UiHUIJhvRE5jlcrlQWdmK248nJ+l4LYkGL+6NVQUaHx/HnXfeibvvvhs//elPd8jJDjaFHYKyAQghmJ2dxbPPPoujR4/i5MmTqK+vF8jKWo4Ov98vVFaWlpYiHCJ82iUhRPJBXzRNo6en54YYXsgPMnO73WhpaYk7NyOWfdlisQi37XS8v3x65/z8PPbv3y9pqzpPtObm5rB///60k/nwCcw2mw00TQvZOlardcM2L1+duxHICZ/ZEqs6NzU1hTvuuAN//Md/jJ///Oc75GQHm8YOQdkECCFwOp14/vnn8fTTT+Ott97Cnj17cPjwYRw5cgS1tbUxyUogEBAOr4WFBQCAXq9HQ0ODpDeoQCAQMb9FDFWDrSJ8UN52SaPH4xEOr3RMX+aJ1o0Qw89XtBwOhyiJ1mYnMPNt0BuBnFy/fl1Iu43WAs3OzuLOO+/EH/3RH+GXv/ylKNufOxA/dgjKFsFnprzwwgt45pln8MYbb2DXrl0CWYk102Rubg4DAwPCTWN+fl6ws+bl5aX9ZrgZeDwedHR03BCWaJ5oqdXqhA/KS/X0ZYZh0N3dDYqi0NzcLOnqHF8FWlhYwP79+yWRBBtrAjNfSZudnRUcLlJugwIrFu9YUfw2mw0HDx5ES0sL/vu//1vSF5cdpBc7BCVBWF5exksvvYRnnnkGr776KvLz83Ho0CHcc889aGlpwWOPPYZHHnkEr776KioqKgCsnsar0+kEzYrRaBSt0n1xcRFdXV0oKipCVVWVaNcZD/gwuYyMDNTV1SWVaCV7+jJFUejs7IRcLkdTU5OkDwaWZdHX1ye026RYBQqfwMzb1QsKClBUVCTq+V8bYWZmBoODgzEt3g6HAx/84AdRU1OD3/zmN5IOmtxB+rFDUJIAt9uNV155Bc888wyOHTuGzMxMOJ1OfPOb38QDDzwQ84ZO07Swmdntdmg0GoGsiCl7w2azoa+vD7t370ZJSUm6l7MtuFwudHR0pGUWTaKnL99IM4L4YEWfz4f9+/dLvgrEi3srKirgcrkiJjDz4XBSeb9mZ2cxMDAQ066+sLCAD33oQ9i1axeefPJJSb9vOxAHdghKEkFRFD772c/i2LFjeOc734kTJ05Ar9fj7rvvxpEjR3DbbbfFvOXyk5d5h4hKpRLaQBkZGWkjK3yWRn19veSDvubn59Hd3Y2ysrI1XVmpwnbtyz6fTxgpkOwqULIR3qJqaWmR9A2cz1manp6OCC4Ln8Bst9sRCAQiRLZiPdjn5ubQ398fM7l3aWkJhw4dQm5uLo4ePZqSgLsd3PjYIShJwuLiIv70T/8UTqcTL730EoqKiuD3+/Hmm2/i6NGjeP755yGXywWy8q53vSvmZsyyrGBvtNlsETftWBH9yQC/0U5NTUl+sjKwstFWV1ejqKgo3cuJAK9t4t9viqLWtS/zWiCr1YqamhrRVNq2Al6ozLvbbkRyEuvr3G630PrjJzDzBFUsuht+REJjYyNycnIi/s7lcuHIkSMwmUx44YUXJNmO24E4sUNQkoRf/vKXOHr0KJ544omYan2KonDy5Ek8/fTTeO6550BRFD70oQ/h8OHDeM973hPzBsLbG/msFZlMJgwzzMrKSsrNmWVZ9Pf3Y2lpSfJ5LQDnPBgaGpJEFYg/vPhKWrR92e/3o6Oj44bQAlEUha6uLsjlcsk7wsKH5W3WFh0tqhbDBGa73Y6enp6YIxI8Hg8+/OEPQ6FQ4KWXXpL8/rADcWGHoCQJhBCwLBtXb5mmaZw5c0YgK263GwcPHsSRI0fw/ve/P+YtihCChYUF4abNDzzLzc2FxWJJCFmhKArd3d1gGAZNTU2SLtuGJ6pKNek23L68tLQEAELlRCw37a2Aoih0dHQIdnWp6DFiIZGZLWKYwMxPvq6rq1s1usLn8+HP/uzPQFEUXn755bTapn/4wx/i6NGjuHz5MnQ6HW677TY89NBDqK6uTtuadrB97BAUkYFhGFy4cAHPPPMMnn32WTgcDtxxxx04cuQI7rjjjpgbXniqaXhwVF5e3pYFeH6/H52dndBqtWhoaJD8jfbKlSuw2Wxobm6WfP6Ew+FAd3c3cnJyQFHUKvuylCyswWAQ7e3tQi6QlPUz4eTkwIEDCc1sidYppWIC8/z8PLq6ulBbW4uCgoKIv/P7/fjYxz6GpaUlvPbaa2kfoXDnnXfiz//8z3HTTTeBpml885vfRF9fHwYGBnaqOhLGDkERMViWRVtbmzAfaHp6Gu9///tx5MgRHDx4MOb8DkIIlpeXhRTbrUSwu91udHR0wGKxoLa2VtKHBm9Xdblcm0qHFStmZ2fR39+Puro65OfnA4i0sybDvpws8C0qk8kkeXEvT4LtdnvSA+XCJzDb7Xb4fL6ET2BeWFhAZ2cnampqVg0wDQaDuPfeezE7O4s33nhDlNVIu92O3NxcnDx5Eu9617vSvZwdbBE7BEUiYFkW3d3dAlkZGRnB+973Phw+fBgf/OAHY+YqhGsYbDYbfD4fLBYL8vLy1ozk5t0tpaWlqKioEO3hFg9omkZ3dzdompZ8aBmwop9paGhYJVTkEW1fViqVKW8LxAOfz4f29nYh6E/Kn7NwcnLgwIGUk+BET2BeXFxER0dHTBE5RVG47777MDo6irfeeku0k7GvXr2K3bt3o7e3F/X19elezg62iB2CIkHwCZtPP/00jh49isHBQbz73e/G4cOH8aEPfQhWqzXmhh8+L4afvJyXl4ecnByo1Wrhdl5TUyM6d8tmEQwGI3QNUm5RAdy02NHR0U3pZ8Q6fdnr9aK9vf2GcB6FR/Gng5xEg5/AbLfb4XQ6Nz2BeWlpCR0dHaiqqlqVc0TTND772c9iYGAAb731lmhF5izL4tChQ1hcXMSZM2fSvZwdbAM7BEXi4B0DPFnp7u7GO97xDhw+fBiHDh1CXl5ezE3J6/UKbSCXywWtVgu/34+9e/euKulKDXwuiMlkQn19vWiqBltBeNBXS0tLzLZevN9nM/blZMHtdqO9vR0FBQVrDtqUCnhy4nQ6RRnFH2sCczhBjX4ulpeX0d7ejsrKSpSWlkb8HcMwuP/++9He3o7jx48L7UUx4v7778crr7yCM2fOoLi4ON3L2cE2sENQbiDwThVeYHvx4kXceuutOHz4MA4fPoyioqKYbaCBgQHMzc1Bp9PB4/EgIyNDSLGVWqYBnw6bl5eH6upqyR+AvLg3kVN817Iv822BZLXCXC4X2tvbUVxcjMrKSsm/N4ODg8K0aLGRk2iET2C22+0CQeXD4fx+P9ra2lBRUYFdu3ZF/LsMw+ALX/gCzp49i+PHj4v60P/85z+P559/HqdOnUJ5eXm6l7ODbWKHoNygIITg+vXrOHr0KI4ePYqzZ89i//79OHLkCA4fPoxdu3bB6/Xi3nvvxcGDB3HvvfdCr9cLOQxzc3NYXFwU+tl5eXmi34QXFhbQ1dUlinTY7YJlWQwMDGBxcTHpB2D09OXMzEyBrCTq5/Ktg7KyMskfHOHk5MCBA5Ij8bEmMAMrlvXw18OyLL785S/j97//PY4fP76KvIgFhBB84QtfwLPPPosTJ05g9+7d6V7SDhIASRKU73//+zh27Bi6urqgVquxuLiY7iWJGoQQzM7O4tlnn8UzzzyDU6dOoba2FoFAAHK5HC+++GLMtk4wGBRaAvzkZb6yIjbrHj8jaM+ePaK+4cUDhmHQ29sLn8+HlpaWlObPxJq+zOuUtmpf5oljrNaB1BA+YVmK5CQabrcbbW1tMJvNYFkWi4uLeO6552AwGPDhD38YTz31FF588UWcOHFCGHIqRvzVX/0VfvOb3+D555+PyD7JyMgQ/cVqB2tDkgTl29/+NjIzM3H9+nU89thjOwRlEyCEoLOzEx/60IegUCgwPz+PyspKoQ1UW1sbs/LAT+Kdm5uD0+kUEi7z8vJgMBjSWq2YmprClStXJJEOuxH4uHeWZdHc3JzWuPdo+7JOp9uU4BJYydK4EYgjT074qpbUyYnH40FbW5uQRAxw7/n/+3//D08//TQuXLgAmUyGj3/84/jUpz6F2267TbQhemt9Fn/1q1/hk5/8ZGoXs4OEQZIEhcd//dd/4Ytf/OIOQdkEurq6cNddd+HIkSP46U9/iuXlZbzwwgt45pln8MYbb6C8vByHDh3CPffcs6bAlKZp4ZbtcDig1WqFykoq47gJIRgbG8PY2Jhk02HDEQwG0dnZCaVSiaamJlEdBtGCy3jsyw6HAz09PTGzNKQGQogw8uFGICderxdtbW0oKChYNSaBEIJ//Md/xOOPP44HH3wQHR0dePHFFwEAd999N7761a9i79696Vr6Dv6AsENQ/oCwvLyMiooKfPWrX8XXv/71VURiaWkJL730Eo4ePYpXX30VBQUFAllpbm6OeQjxuRtzc3NwOBxQq9VCZSWZIWF8aufs7CxaWloknw7Lh5YZDAbRJ6rGY1/mh8uFB8pJFTw5WV5exv79+yU98gHgXG5tbW3Izc3Fnj17VpGThx9+GD/72c/w1ltvoaGhAQD3nJ87dw7PPfcc7rvvPjQ2NqZr+Tv4A8IOQfkDw9jYGMrKyjb8OrfbjZdffhlHjx7Fyy+/jOzsbNx999245557cNNNN8W83TMMI9yy7XY7FAqFUFmJFSS3VYQPMJSCg2IjeL1edHR0ICsrS3LJvbHsy0ajEcvLy6irq1sVkS418J81l8t1Q5GTnJycVS43Qgh+8pOf4NFHH8Xvf/97tLS0pHGlO9iBiAjKN77xDTz00EPrfs3g4CBqamqEf94hKKmB1+vF66+/jmeeeQYvvfQS9Ho9Dh06hCNHjqC1tTVmhkb4LZufvMzHr29n8jJN0+jp6UEwGERLS4vk02H5XJD8/PxVt1mpgc9sGRsbg0ajQSAQSIl9OVngxyS43e4bgpzwVmKLxbIqII8Qgp/97Gf4wQ9+gNdeew0333xzGle6gx1wEA1B4ZMP10NFRUXEJrdDUFIPv9+PN998E8888wyef/55KJVK3H333Thy5Aje+c53xhR18u4APnKfbwnk5eXFDIxaC+EajRshHXZpaQmdnZ0oKSmR/FgBAJicnMTw8DCampqQnZ29KoI9GfblZIEnJx6PB/v375ccuYpGIBBAW1ubUKWLJie//OUv8a1vfQuvvPIKbrvttjSudAc7WIFoCMpWsENQ0guKonDixAk8/fTTeO6550DTNO6++24cPnwY7373u2PeOMNbAnNzc2AYRtAvrDd5+UZKhwVW3C1VVVWSt94CwPj4OEZGRtDc3IzMzMxVfx9tX/7/t3fnUU2d6R/AvykUEdkhIKCoiCsIqCzjWqmiIJCEGa31OC0u03bq0kV7qk7HtjPd5RxLRavWTqu1x1NLEkCpuGARF6wjCSouIFoRQUhYIztZ7u+Pzr0/kdCKCjeJz+cc/2giJ0+E5n557/s+j4ODAxdWTG36siWGE4VCAUdHRwQEBHQJJ7t378a6deuQmZlJg/WISTHLgFJWVoa6ujrs378fSUlJOHnyJADA39/f5D7snhQ6nQ6nTp1Camoq0tPT0dzczJ0WmjlzptHfmNnJy+zKCjt5mR1myIYVdrqyh4eH2XeHBf6/Z4slnG4BgF9//RVlZWUP3Ir/cRxf7i0GgwGFhYVoaWmxiHDS0dEBhUIBe3t7BAYGdgkne/fuxerVq5GRkYFnn32Wx0oJ6cosA8rixYuxe/fuLo/n5ORgxowZfV8Q6USv1+PMmTNcy/26ujrMmTMHEokEs2fPNtrk7d7uliqVCm1tbXB3d4e9vT1u3bqFIUOGWMRtkMrKSly5cgXjxo0z+54t7J6TioqKhz5J9TDHl3sLG07YBnnmHk60Wi0UCgXs7OyMrjqmpqZixYoVkEqliI6O5qlKQrpnlgGFmA+DwYBz585xYeXOnTuIioqCRCJBdHS00d+4GYZBc3Mzbt68iaqqKggEAri5uXEdTflsXvYo2D0awcHBJjum/kGxx7xVKtVjmxPE5/Rlg8GAixcvoq2tDRMnTjTbnzEWG0769+9v9Nh6eno6Xn75Zfzwww+Ii4vjqUpCfh8FFNJnDAYDLly4wE1evnnzJmbNmgWxWIzY2Fg4OTlxKyR79uyBu7s7JkyYAHt7e25lpampCa6urtyJIHP4LZcd4njr1q1u92iYE3YWDTvF187Orldeo6+mL7M/l+3t7RYRTnQ6HRQKBWxsbBAcHNwlnGRmZmLJkiX4/vvvkZCQwFOVhPwxCigPaevWrUhKSkJVVRWCg4ORkpJCR/N6gG1+xYaVoqIiREZGQiQSoaioCN988w2kUimeeeaZTl/X2trK7VlhT4awKyum2N2TYRiUlJSgsrLSIhrK3TvEsK9m0dx7+0+tVqO1tZULqY96fJkNJ+yxdUsIJ0qlkutGfH84OXz4MF544QX85z//wYIFC3iqkpAHQwHlIezbtw8vvvgitm/fjoiICCQnJyM1NRXFxcVmv6+AD+ztgtTUVKSkpKCxsRFTp05FbGws4uPj4enpaXTvSVtbG3fRYicvs43hTOEYa1+sNPQlU+kLwh5fVqvVaGxs5I4ve3h49Cgw6fX6Tj11zD2c6PV6KJVKPPXUU0ZHJeTk5GDBggXYvn07Fi1aZPb7uYjlo4DyECIiIhAWFoYtW7YA+O2De/DgwVi1ahXWrVvHc3XmSavVYunSpcjLy8POnTuRn5+PtLQ0nDt3DpMmTeKGGXp7exv9YG1vb+eGGd57jNXT05OXYHDvxXzChAkmubrTE/fu0TClDaRsSK2uru70ff+jidt6vR4XLlyATqfjfSjj46DX63H+/HkwDIPx48d3CScnT57EvHnz8MUXX2DJkiUUTohZoIDSQx0dHbCzs4NUKoVEIuEeT0xMRENDAzIyMvgrzkw1Nzdj3rx5qKqqQlZWFje7hWEY3L59G3K5HHK5HHl5eQgNDeXCypAhQ4x+0HZ0dHA9N9jJy+zKSl8cQ2cvfpbS7ZZ9P1qt1qRXGowdX2ZvA917fPnecDJhwgSzb/jHvh+9Xo/x48d3eT9nzpxBQkICNm7ciFdeeYXCCTEbFFB66M6dO/Dx8UFeXh4mTZrEPf72228jNzcXZ8+e5bE689Te3o733nsP69evh5OTk9G/wzAMKisrkZaWBplMhpMnTyIoKAgSiQRisRjDhw83+sGr1Wq5YYb3XrQ8PT1hb2//2D+stVotzp8/DwBGLxbmRqfTdfrN3FzeT3fHl93d3VFaWgqDwWAR4YTdQ8OGx/vfT35+PkQiEf79739j1apVFE6IWaGA0kMUUPjHMAxqamq4sJKTk4PRo0dzYeX+OSMsnU7H/YbNTl5mV1YeR4Owjo4OKJVK9OvXD0FBQb16LLYvaLVaFBQUwMrKyuieBnPBHl9WqVSorKwEAAwcOBCenp5wc3Mz267E7G239vZ2oytb58+fR2xsLN555x2sWbOGwgkxOxRQeohu8ZgWhmFQX1+PjIwMyGQyZGdnw8/PDyKRCAkJCQgICDB6AWInL6tUKu43bHZl5d7jzg+KbcXPthM314sey9LCll6vR0FBAQwGA/z8/LjVld48vtyb7m0qZ+xo9KVLlxATE4M1a9Zg/fr1FE6IWaKA8hAiIiIQHh6OlJQUAL99WPj6+mLlypW0SZZnGo0GBw4cgFwux6FDh+Dt7Q2xWIyEhASjxy6B375/7AWruroaAoGAW1l5kG6mzc3NUCqVcHd373b1xpy0t7dDqVTCzs7OaJMvc8OGEwAICQnhQkhvHl/uTX80K+jq1auIiYnB8uXL8d5775n9zyN5clFAeQj79u1DYmIiduzYgfDwcCQnJ+PHH39EUVERPD09+S6P/E9jYyMOHjwIuVyOgwcPws3NDSKRCBKJBGFhYUZXBQwGA+rr66FSqbhupuzKiouLS5eLdWNjI5RKJby9veHv72/2F4O2trZOg+XMPZzodDoUFBRAIBAYPd1yr8d1fLk3sf2D7t69i9DQ0C7h5Nq1a4iJicHixYvx8ccfm/3PI3myUUB5SFu2bOEatYWEhGDz5s2IiIjguyzSjZaWFhw+fBgymQyZmZmwt7eHSCSCWCzGpEmTjC7ts7eP2IuWXq/nLlhubm64e/cuCgoKMHToUAwbNoyHd/V4tba2QqFQwMXFBWPHjjX7ixsbTrrrC/J7Hvb4cm9iGAZXrlyBRqMx2ofm119/RXR0NBYsWICkpCTew+WJEyeQlJQEhULBbXC/97Y4IX+EAgp54rS1tSE7OxsymQz79+/H008/jfj4eEgkEkydOtXoMVqGYaDRaDpNXmYYBt7e3hg1apTZ79Fgb1MJhUKLmBj9KOHkfuzxZZVKhbq6Ou4kmIeHBxwcHPrk34pt+ldfX4+JEyd2WdG5desWoqOjER8fj82bN/MeTgAgKysLp0+fxsSJE/HnP/+Zl4Dy3Xff4c0338SdO3c6BTqJRAIHBwfs2bOnT+shPUMBhTzRtFotcnJyIJVKkZGRAb1ej7i4OEgkEsyYMcPoPoTKykpcvnwZbm5uaGlp4SYve3p6mtVGS1ZTUxMUCgW8vLwwYsQIiwgnSqWyV04f3Xt8ubq6Gk8//TS3Z8XFxaVX/u0YhkFRURFqa2uNjheoqKjAnDlzEBUVhW3btplEOLmfQCDgJaC0trbCy8sLO3fuxPz58wEAarUaPj4+OHLkCCIjI/u0HtIzFFAI+R+dToeTJ09CKpUiPT0dLS0tmDt3LsRiMWbNmgVbW1skJyfj2LFj+OabbyAUCsEwDJqamrhhhq2trXBzc+MuWqba1IzV2NgIhUKBwYMHw8/Pz+zDCXs02traGsHBwb0+AZmdvqxWqwGAm778uI4vs2Mg1Go1QkNDu4xwqKqqwpw5czBt2jTs3LnTZFfy+AooALB8+XKUlpbi4MGDAIBNmzZh69atuH79utn/vFs6CigWgu73Pl56vR55eXmQyWRIS0tDfX09xo8fj/z8fHz11VfdToFtbm7mbgOxk5fZYYamdipEo9FAqVRazB4arVYLpVKJp59+utfDyf16Y/oyO2iyqqoKoaGhXUY2qNVqxMTEYOLEidi9e7fJhhOA34BSUFCAsLAw3Lp1Cz4+PggKCsL8+fOxYcOGPq+F9AwFFAthCvd7LZVer8ff/vY37Nu3DyNHjkRJSQlmz54NsViMmJiYbicUt7S0cCsrjY2NcHFx4fYu8DVoj1VfX4/z589j+PDh8PX15bWWx4ENJzY2NggODub1NsfjOL7MMAxu3LiBiooKhIWFdQknNTU1iI2NxZgxY7B3716Tv63IZ0ABgIkTJ2LevHmYPXs2wsPDUVpaisGDB/NSC3lwFFAsEN8fBpbEYDDg9ddfR1paGo4cOYLRo0fj/PnzkEqlkMvluHXrFmbNmgWRSITY2Nhum7y1trZyFyyNRgMnJyeu10pfH2Gtra3FhQsXMHLkSAwaNKhPX7s3mFI4MeZhji/fuHED5eXlCA0N7XJqqL6+HnFxcRg6dCj27dtncitzxvD9mbRt2zYkJycjKioKJSUlOHz4MC91kJ6hgGKB+P4wsCSffvopvv76a2RnZ2Po0KGdnmMYBpcuXYJUKkVaWhqKi4sRGRkJsViMuLg4uLq6djt5mb1g1dfXw9HRkbtg9fbk5erqahQWFmL06NHw9vbu1dfqC1qtFgqFAra2tggKCjK5cHI/9viyWq1GQ0OD0ePLN2/exK1btxAaGtpluKVGo0F8fDw8PT0hl8t5X4l7UHx/Jmk0Gnh7e0On0+G7777DggULeKmD9AwFFAvE94eBJdFoNGhtbeUmLHeHYRgUFxdDJpNBLpfj4sWLmDZtGiQSCeLj4+Hh4dHt5GX2glVXVwd7e3tuZeVx99tQqVS4dOkSAgMDLaKhINuO31zCyf3unbrNHl+2sbFBY2MjJk6cCEdHx05/v7GxkTseu3//fpNpHtedpqYmXL9+HcBvgzM3bdqEyMhIuLq68nJb8cUXX8RPP/3U5cgxMV0UUCwQBRR+MQyDX3/9lQsr+fn5mDx5MsRiMUQiEby9vbudvFxdXd2p3wYbVh518nJlZSWuXr2KcePGQSgUPsrbMwkdHR1QKBQW045fp9OhqKgIVVVVEAgEsLGxgUAgQGNjI6KiotDe3o6//OUvsLKyQmZmJm/N4nri+PHjRo/xJiYmYteuXX1ez8yZMxEQEIDNmzf3+WuTh0MBxQJRQDEdDMOgrKwMcrkccrkcZ86cQVhYGMRiMcRiMXx9fX938jI7zNDW1pZrud/T5mAVFRUoLi5GcHAw3NzcHufb44WlhRMAuH37Nq5fv44JEybAwcEBtbW1yMjIwIYNGyAQCDBo0CAwDIMTJ05YxPewL9XX1+P48eOYN28erly5glGjRvFdEnlAFFAsEAUU08QwDO7cuYO0tDTIZDKcOnUKwcHBXFgZPny40eCh1+tRU1PTqTkYu7LyR5OXb9++jZKSEoSEhMDV1bU3316fYMPJgAEDEBgYaBHhpLy8HCUlJRg/fjycnZ07PdfU1IQXX3wR169fR3t7OzQaDeLi4pCQkICYmJgue1RIV0OHDkV9fT02bNiAt956i+9ySA9QQLEQpna/l/w+hmGgVquRnp4OmUyG48ePY8yYMRCLxZBIJN22m9fr9airq+OGGVpZWXErK87Ozp2+prS0FDdv3jR64TNHlhhO2NWt8ePHw8XFpdNzHR0d+Otf/4qqqiocPXoUzs7OUCqVkMvlSEtLg4uLC06fPs1T5YT0PgooFsLU7veSB8cwDOrq6pCRkQG5XI7s7Gz4+flBLBYjISEBY8eONXoxvr+TqUAg4HptNDQ0oLy8HBMmTOiy2dIctbe3Q6FQwMHBwSKmLAP/vy/I2OqWVqtFYmIiSktLcezYMaO3ddjj6oRYKgoohJiYhoYGHDhwAHK5HIcPH4aPjw8kEgkkEkm3fT4MBgMaGhqgUqlQWVkJvV4PoVAIHx+fx9Z2nS+WGE6qqqpw5coVo/uCdDodli1bhqtXryInJ8ciNjUT8jAooBBiwhobG3Hw4EHIZDJkZWXB3d0dIpEIEokEYWFhnS7WBoMBZ8+eRUdHB0aOHIm7d+9CrVZDp9N1mhFjyi3R78eGE0dHRwQEBFjE7BSVSoXLly8jKCgI7u7unZ7T6/X4+9//DqVSiZycnD883k6IJaOAQnrVJ598ArlcjqKiIvTv3x+TJ0/GZ599RjvpH0JLSwsOHToEmUyGn376CQ4ODhCJRBCLxQgPD8fSpUtx8+ZNZGdnc0PlGIbhgopKpUJHRwc3ednNzc2kW6S3tbVBoVDAycnJYsKJWq1GYWEhgoKCuqyM6PV6vPbaazh16hSOHz8OHx8fnqokxDRQQCG9Kjo6Gs8//zzCwsKg0+nwj3/8A5cuXcKVK1fMopeDqWpra8PRo0chk8mQkZHBNe369NNPIZFIjE5RZicvs8MMW1tbOw20M6XJy2w4cXZ2xtixYy0inFRXV+PixYsYN24cPDw8Oj1nMBiwevVqZGdnIycnB0OGDOGpSkJMBwUU0qeqq6vh4eGB3NxcTJ8+ne9yzJ5Wq8XChQuRn5+PadOm4fDhw2AYBrGxsUhISMAzzzzT7ayWe8NKc3Mz3NzcuLbrfIaVtrY25Ofnw8XFxWLCSU1NDS5evIiAgIAuXXwNBgPWrVuH/fv34/jx4/Dz8+OpSkJMi+mu7xKLpNFoAMAienLwra2tDc899xzKy8uRn58Pd3d36HQ6nDhxAlKpFK+++ipaW1sRGxsLiUSCZ599tlN7dHt7e9jb22P48OHcQLvy8nJcvXoVLi4u8PT0hFAo7NO24Gw4cXV1xZgxYywinNTW1uLixYsYM2aM0XCyYcMGpKWlUTgh5D60gkL6jMFggEgkQkNDA06dOsV3OWZv165d2LFjB7Kysoz2OdHr9Th9+jRkMhnS0tKg0WgQHR0NiUSCqKiobgcTspOXVSoV7t69+0DTdx+H1tZWKBQKiwondXV1OH/+vNHhjAzD4IMPPsCuXbuQk5ODMWPG8FQlIaaJAgrpM6+++iqysrJw6tQpDBo0iO9yzB7DMGhra+M2xP4eg8GA//73v9zkZZVKhdmzZ0MsFiM6OhoODg5Gv+7+6buOjo5cF9sHed0H1drayq0CjR492iLCSUNDA5RKJUaNGtVlwyvDMNi4cSO+/PJL/Pzzzxg3bhxPVRJiuiigkD6xcuVKZGRk4MSJExg2bBjf5TzRDAYDCgoKIJVKIZfLUVZWhlmzZkEsFmPu3Lndts9nJy+rVCrU19fDwcGBW1l5lA3PbDgRCoXddtA1Nw0NDSgoKMCIESO6hHGGYZCcnIxNmzYhOzsb48eP56lKQkwbBRTSqxiGwapVq7h77CNGjOC7JHIPhmFw6dIlpKamIi0tDdeuXUNkZCQkEgliY2Ph6urabViprq6GWq1GbW0tBgwYwLXc78l8GEsMJxqNBkqlEsOHD+8yZoJhGGzduhWffPIJjhw5grCwMJ6qJMT0UUAhvWr58uXYu3cvMjIyOvU+cXJyeqy3CMijYxgGRUVFkMlkkMvlKCwsxPTp0yGRSBAfHw+hUGg0QGi1Wm6YYU1NDfr3798prHQXOlpaWqBQKODh4YGRI0daRDi5e/cuFAoF/Pz8uhwVZhgGO3fuxPvvv4+srCxMmjSJpyoJMQ8UUEiv6u6i8+2332Lx4sV9Wwx5YAzD4MaNG1xYUSqVmDRpEiQSCUQiEby8vIx+b3U6HWpra6FSqVBTUwMbGxtuz4qjoyP3NS0tLcjPz4enp6fFhJPGxkYoFAoMHToUQ4cO7fQcwzDYvXs31q1bh8zMTDpiT8gDoIBCCPldDMOgrKyMCyu//PILwsPDIRaLIRaLMXjw4G4nL9fW1kKtVqO6uhrW1tZcULl27Rq8vLwwYsQIiwgnTU1NyM/Ph6+vb5ejwgzDYO/evVi9ejX2799vdKgnIaQrCiiEkAfGMAzu3LkDuVwOmUyG06dPIyQkhAsrfn5+RgMHO3m5oqICarUaVlZW8PLygqenJ5ydnc16AGBzczPy8/MxaNAgDB8+vNNzDMMgNTUVK1euhEwmw5w5c3iqkhDzQwGFEPJQGIaBSqVCeno6ZDIZcnNzMXbsWIjFYkgkki63boqLi1FeXo7BgwfD1dWV22TLMAx3GsjV1dWswgp7q8rLywv+/v5dwll6ejpefvll/PDDD4iLi+OpSkLMEwUU8kTatm0btm3bhtLSUgBAQEAA3n33XcTExPBbmJliGAZ1dXVIT0+HXC5HdnY2/P39IRaLkZCQgLa2NojFYqxduxYrV67kLuQMw6ChoYFrua/X6yEUCuHp6QlXV1eTnrzMnkDy9PQ0eqsqMzMTS5Yswffff4+EhASeqiTEfFFAIU+kAwcOwMrKCiNGjOA2MCYlJaGgoAABAQF8l2fWGIaBRqPB/v37IZfLcejQIVhbW2Pq1Kl45513MH78eKOrJOzXsb1WtFothEIhN8zQlMLKHx2PPnz4MF544QV88803eO6553iqkhDzRgGFkP9xdXVFUlISli1bxncpFuPy5cuIjIzEtGnTIBAIcOjQIQiFQohEIiQkJCA0NLTbsNLY2MitrLS1tXGTl4VCIayt+Rsjxs4LcnNzM9r19ueff8bzzz+P7du3Y9GiRSazCXjr1q1ISkpCVVUVgoODkZKSgvDwcL7LIqRbNCyQPPH0ej1SU1PR3NxMvSkeo8LCQsycORMrVqzAe++9B+C3DaWHDh2CTCaDWCyGk5MT4uPjIZFI8Kc//YlbJREIBHB0dISjoyP8/f3R1NQEtVqNmzdv4sqVK3B1deWGGfbl5OX29nZuXpCxcHLy5EksXLgQKSkpJhVO9u3bh9WrV2P79u2IiIhAcnIy5syZg+LiYnh4ePBdHiFG0QoKeWIVFhZi0qRJaGtrg729Pfbu3Yu5c+fyXZbFiIuLQ0REBDZs2GD0+dbWVhw9ehQymQwHDhxAv379EB8fj4SEBEyZMqXbVRJ28rJKpUJTUxNcXV25TbY2Nja99n7YcOLk5ISxY8d2CR9nzpxBQkICNm7ciFdeecVkwgkAREREICwsDFu2bAHw26mqwYMHY9WqVVi3bh3P1RFiHAUU8sTq6OhAWVkZNBoNpFIpvv76a+4kCnl07e3t6Nev3wP93Y6ODvz888+QSqXIyMiAQCBAbGwsEhISMH369G6DR0tLCzfMkJ28zDaGe9DXftD68vPz4eDggMDAwC7h49y5cxCLxfjggw86bQI2BR0dHbCzs4NUKoVEIuEeT0xMRENDAzIyMvgrjpDfQQGFkP+ZNWsWhg8fjh07dvBdyhNNp9MhNzcXUqkU6enpaG9vR2xsLCQSCSIjI2Fra2v069jJyyqVChqNBk5OTtzKyqOMVejo6IBCocCAAQMQGBjYZc9MQUEB4uLi8M9//hOrV682qXACAHfu3IGPjw/y8vI63cJ8++23kZubi7Nnz/JYHSHdoz0ohPyPwWBAe3s732U88aytrTFz5kzMnDkTW7ZswenTpyGVSvHGG2/g7t27iImJgVgsRlRUFOzs7Livs7W1ha+vL3x9fdHe3s6trJSUlMDBwYFbWbn3a/6IVquFUqmEnZ2d0XBSWFgIkUiEt99+2yTDCSHmjFZQyBNp/fr1iImJga+vLxobG7F371589tlnOHz4MKKiovgujxhhMBhw9uxZSKVSpKWlQa1WY/bs2ZBIJIiOju52ijI7eVmlUqGurg729vbcMMMBAwZ0+3psOLGxsUFwcHCXcHLlyhXMnTsXK1aswLvvvmuy4YRu8RBzRQGFPJGWLVuGY8eOobKyEk5OTggKCsLatWspnJgJg8EApVIJqVQKuVyO8vJyzJw5ExKJBHPnzu00mPBeWq2W62BbW1uL/v37cysr905e1ul0UCqVsLa2RkhISJdwcu3aNcTExGDJkiX46KOPTDacsCIiIhAeHo6UlBQAv/37+fr6YuXKlbRJlpgsCiiEELNmMBhw6dIlpKamIi0tDSUlJXj22WchFosRFxcHFxeXbicv19TUcJOXbW1tuaZwJSUlsLKyQkhISJcGcTdu3EBMTAyef/55bNy40Sxa8+/btw+JiYnYsWMHwsPDkZycjB9//BFFRUXw9PTkuzxCjKKAQgixGAzD4OrVq9xtoMuXL2P69OmQSCSIi4uDUCjsdvIyG1ZUKhWeeuop+Pj4YODAgXB0dORCSGlpKWJiYiASifDFF1+YRThhbdmyhWvUFhISgs2bNyMiIoLvsgjpFgUUQohFYhgG169fh0wmg1wuR0FBASZPngyxWAyRSAQvL69OYaW5uRkXLlyAtbU1hgwZgpqaGpSWluL111/H9OnTMWvWLHz44YeIjo7Gl19+aVbhhBBzRP+HEWLiPv30UwgEArzxxht8l2JWBAIBRowYgXXr1uHs2bMoKSmBSCSCTCbD6NGjMXv2bKSkpKCsrAwtLS0QiUT4+uuvMWHCBHh6eiIgIABRUVFISkpCS0sL3nzzTahUKjAMg2PHjkGr1fL9FgmxaBRQCDFh586dw44dOxAUFMR3KWZNIBBg6NChWLNmDU6dOoXS0lIsWLAAWVlZCAwMRFhYGKqrq7Fy5cpOe05sbGwwZcoUlJSUID4+HpmZmbCxsUFiYiIGDhyIpUuXoqKigsd3RojlooBCeFFdXY2BAwfi448/5h7Ly8uDjY0Njh07xmNlpqOpqQmLFi3Czp074eLiwnc5FkMgEGDQoEF47bXXcOTIEcyZMwd6vR7Dhg1DZGQkpkyZgo0bN6K4uBg1NTWIj49HUFAQvvvuO8ycORMpKSkoLy/HgQMH4Ozs3O3xZkLIo6E9KIQ3Bw8ehEQiQV5eHkaNGoWQkBCIxWJs2rSJ79JMQmJiIlxdXfH5559jxowZCAkJQXJyMt9lWQydTodFixahuLgYx44dg6urK2pra5GRkQGZTIbs7GxYWVlh6tSpOHjwYJ8OJSSEUCdZwqO5c+fipZdewqJFixAaGooBAwbgk08+4bssk/DDDz9AqVTi3LlzfJdisT7//HNcvnwZOTk5cHNzAwC4u7tj2bJlWLp0KRoaGvDuu+/iww8/pHBCCA9oBYXwqrW1FYGBgbh9+zYUCgXGjRvHd0m8u337NkJDQ3H06FFu7wmtoDx+ra2taGpqglAo5LsUQogRtAeF8OrGjRu4c+cODAYDSktL+S7HJCgUCqjVakyYMAHW1tawtrZGbm4uNm/eDGtra+j1er5LtAj9+/encEKICaMVFMKbjo4OhIeHIyQkBKNGjUJycjIKCwvh4eHBd2m8amxsxK1btzo9tmTJEowePRpr165FYGAgT5URQkjfoT0ohDfvvPMONBoNNm/eDHt7exw8eBBLly5FZmYm36XxysHBoUsIGTBgANzc3CicEEKeGHSLh/Di+PHjSE5Oxp49e7hW4nv27MHJkyexbds2vssjhBDCM7rFQwghhBCTQysohBBCCDE5FFAIIYQQYnIooBBCeuT999+HQCDo9Gf06NF8l0UIsTB0iocQ0mMBAQHIzs7m/tvamj5KCCGPF32qEEJ6zNraGgMHDuS7DEKIBaNbPISQHispKYG3tzf8/PywaNEilJWV8V0SIcTC0DFjQkiPZGVloampCaNGjUJlZSX+9a9/oaKiApcuXYKDgwPf5RFCLAQFFELII2loaMCQIUOwadMmLFu2jO9yCCEWgm7xEEIeibOzM0aOHInr16/zXQohxIJQQCGEPJKmpibcuHEDXl5efJdCCLEgFFAIIT3y1ltvITc3F6WlpcjLy0NCQgKsrKywcOFCvkszOx999BEmT54MOzs7ODs7810OISaFAgohpEfKy8uxcOFCjBo1Cs899xzc3Nzwyy+/QCgU8l2a2eno6MD8+fPx6quv8l0KISaHNskSQgjPdu3ahTfeeAMNDQ18l0KIyaAVFEIIIYSYHAoohBBCCDE5FFAIIeQxWrduXZdhivf/KSoq4rtMQkwezeIhhFiciooKrF27FllZWWhpaYG/vz++/fZbhIaG9vprr1mzBosXL/7dv+Pn59frdRBi7iigEEIsSn19PaZMmYLIyEhkZWVBKBSipKQELi4uffL6QqGQTjQR8hhQQCGEWJTPPvsMgwcPxrfffss9NmzYMB4r6l5ZWRnq6upQVlYGvV6P8+fPAwD8/f1hb2/Pb3GE8IyOGRNCLMrYsWMxZ84clJeXIzc3Fz4+Pli+fDleeuklvkvrYvHixdi9e3eXx3NycjBjxoy+L4gQE0IBhRBiUWxtbQEAq1evxvz583Hu3Dm8/vrr2L59OxITE3mujhDyoCigEEIsio2NDUJDQ5GXl8c99tprr+HcuXM4c+YMj5URQnqCjhkTQiyKl5cXxo4d2+mxMWPGoKysjKeKCCEPgwIKIcSiTJkyBcXFxZ0eu3btGoYMGcJTRYSQh0EBhRBiUd5880388ssv+Pjjj3H9+nXs3bsXX331FVasWMF3aYSQHqA9KIQQi5OZmYn169ejpKQEw4YNw+rVq03yFA8hpHsUUAghhBBicugWDyGEEEJMDgUUQgghhJgcCiiEEEIIMTkUUAghhBBiciigEEIIIcTkUEAhhBBCiMmhgEIIIYQQk0MBhRBCCCEmhwIKIYQQQkwOBRRCCCGEmBwKKIQQQggxOf8HUFev1LSLwRwAAAAASUVORK5CYII=\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = room.plot()\n", + "ax.set_xlim([-1, 6])\n", + "ax.set_ylim([-1, 4])\n", + "ax.set_zlim([-1, 4])\n", + "ax.set_title(\"\")\n", + "fig.set_size_inches(10, 5);" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# create room with single speech source and microphone\n", + "room = pra.ShoeBox(\n", + " p=[5, 3, 3],\n", + " materials=pra.Material(0.4),\n", + " fs=16000,\n", + " max_order=40,\n", + ")\n", + "source_dir = SpeechDirectivity(\n", + " orientation=DirectionVector(azimuth=0, colatitude=60, degrees=True),\n", + ")\n", + "room.add_source(position=[1, 1, 1.8], directivity=source_dir)\n", + "room.add_microphone(loc=[3.5, 1.8, 1.0]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can then plot the room to see the speech directivity." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/pkendrick/Developer/pyroomacoustics/pyroomacoustics/directivities.py:426: UserWarning: SpeechDirectivity is frequency dependant, defaults to respone at 1 kHz.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -720,6 +817,307 @@ "fig.set_size_inches(10, 5);" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## Rotating Speech source\n", + "\n", + "Let's do a simple listening test to see how setting the source directivity affects the simulation of a source, namely we will rotate the source's directivity pattern. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ANGLE : 0.0\n", + "Estimated RT60 : 0.187375\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/pkendrick/Developer/pyroomacoustics/pyroomacoustics/directivities.py:426: UserWarning: SpeechDirectivity is frequency dependant, defaults to respone at 1 kHz.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ANGLE : 90.0\n", + "Estimated RT60 : 0.18775\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/pkendrick/Developer/pyroomacoustics/pyroomacoustics/directivities.py:426: UserWarning: SpeechDirectivity is frequency dependant, defaults to respone at 1 kHz.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ANGLE : 180.0\n", + "Estimated RT60 : 0.18862500000000001\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/pkendrick/Developer/pyroomacoustics/pyroomacoustics/directivities.py:426: UserWarning: SpeechDirectivity is frequency dependant, defaults to respone at 1 kHz.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ANGLE : 270.0\n", + "Estimated RT60 : 0.18775\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/pkendrick/Developer/pyroomacoustics/pyroomacoustics/directivities.py:426: UserWarning: SpeechDirectivity is frequency dependant, defaults to respone at 1 kHz.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# rotate microphone directivity and simulate\n", + "n = 4\n", + "scat_test = {\n", + " \"coeffs\": [0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5],\n", + " \"center_freqs\": [125, 250, 500, 1000, 2000, 4000, 8000],\n", + "}\n", + "abs_test = {\n", + " \"coeffs\": [0.6, 0.6, 0.6, 0.6, 0.6, 0.6, 0.6],\n", + " \"center_freqs\": [125, 250, 500, 1000, 2000, 4000, 8000],\n", + "}\n", + "material = pra.Material(abs_test, scat_test)\n", + "pattern = DirectivityPattern.CARDIOID\n", + "\n", + "res = []\n", + "for i in range(n): \n", + " angle = 360 * i / n\n", + " print(\"ANGLE : {}\".format(angle))\n", + " \n", + " # create room\n", + " room_dim = [6.5, 3, 3]\n", + " room = pra.ShoeBox(\n", + " p=room_dim,\n", + " materials=material,\n", + " fs=16000,\n", + " max_order=20,\n", + " )\n", + "\n", + " # add source signal\n", + " speech_directivity = SpeechDirectivity(\n", + " orientation=DirectionVector(azimuth=angle, colatitude=90, degrees=True), \n", + " )\n", + " source_loc = [1, 1.5, 1.5]\n", + " room.add_source(source_loc, signal=signal, directivity=speech_directivity)\n", + "\n", + " # add microphone with directivity\n", + " mic_loc = [3.5, 1.5, 1.5]\n", + " directivity = CardioidFamily(\n", + " orientation=DirectionVector(azimuth=-180, colatitude=90, degrees=True), \n", + " pattern_enum=pattern\n", + " )\n", + " room.add_microphone(mic_loc, directivity=directivity)\n", + " \n", + " # simulate\n", + " room.simulate()\n", + " \n", + " est_rt_60 = pra.experimental.rt60.measure_rt60(room.rir[0][0], fs=16000)\n", + " print(\"Estimated RT60 : {}\".format(est_rt_60))\n", + " \n", + " # plot bird's eye view\n", + " room_2d = pra.ShoeBox(p=room_dim[:2])\n", + " speech_directivity_2d = SpeechDirectivity(\n", + " orientation=DirectionVector(azimuth=angle, degrees=True), \n", + " )\n", + "\n", + " room_2d.add_source(source_loc[:2], directivity=speech_directivity_2d)\n", + " \n", + " directivity_2d = CardioidFamily(\n", + " orientation=DirectionVector(azimuth=-180, degrees=True), \n", + " pattern_enum=pattern\n", + " )\n", + " room_2d.add_microphone(mic_loc[:2], directivity=directivity_2d)\n", + " \n", + " _, ax = plt.subplots(nrows=1, ncols=2, figsize=(10, 2.5))\n", + " room_2d.plot(ax=ax[0])\n", + " n_samples = len(room.rir[0][0])\n", + " t_vals = np.arange(n_samples) / room.fs\n", + " ax[1].plot(t_vals, room.rir[0][0])\n", + " ax[1].set_xlabel(\"Time [s]\")\n", + " ax[1].set_ylim([-0.1, 0.6])\n", + " plt.show()\n", + " \n", + " # output signal\n", + " IPython.display.display(IPython.display.Audio(room.mic_array.signals[0,:], rate=fs, normalize=False))\n", + " res.append(room.rir[0][0])" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -742,31 +1140,40 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", "text/plain": [ - "
" + "(
,\n", + " array([[],\n", + " [],\n", + " []], dtype=object))" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAzgUlEQVR4nO3deZwcVb338c931uwJySRANoaQxJiAgISwCIgiyCLEqyBxAxThQUWvF68+oBfkAZcgiHKveBUFIyoCipcbBQwiO0IgmAAmbEkIJAGy7+vM9O/5o2qSzmQm07N298z3/XrNK9VVp0796qSnf3OqTtdRRGBmZlZoSvIdgJmZWWOcoMzMrCA5QZmZWUFygjIzs4LkBGVmZgXJCcrMzAqSE5RZB5L0U0mX5zsOs2LkBGVFT9IiSVskbZT0tqRpkvpkbZ8m6dvpcrWkSMtuTPe9tKNii4iLIuLqHM6hUtItktan53BJR8XUGST9W3oe69Pzqsx3TFZ8nKCsqzg9IvoAhwCHApc1U35AWv5M4HJJJ3ZwfM25EhgD7Ae8D/i6pJPzFYyksjbs+0HgUuAEkvMZBfy/dgrNuhEnKOtSIuJtYAZJosql/Cxgbq7lJZ0n6QlJP5S0VtJCSUen6xdLWi7p3KzyO3pv6evJkuakPYsFWUnoXODqiFgTES8CPwfOayKG0ZIekbRO0kpJd2RtO1rSM+m2ZyQdnbVtkaQPZL2+UtJv0uX6nuX5kt4AHkzXXyDpRUkbJM2T9O50/VBJd0laIek1SV/OCvFc4OaImBsRa4CrmzoXsz1xgrIuRdJw4BRgfo7ljwQOzC6fJp5j9rDbEcDzwCDgNuB24HBgNPAp4MfZlxiz6p0E3Ap8DRgAHAcskrQXsC/wXFbx54AJTRz/auB+YC9gOPBfaf0DgXuA/0xjux64R9KgPZxLQ+8F3gl8UNJZJD27c4B+wBnAKkklwJ/SGIeR9JS+kvacSONueC57tzAOMyco6zLulrQBWAwsB77VTPmVkrYATwI/Ae6u3xARAyLi8T3s+1pE/DIi6oA7gBHAVRGxLSLuB7aTJKuGzgduiYi/RkQmIpZGxEtAfTJbl1V2HdC3iePXkFw6GxoRW7NiPQ14NSJ+HRG1EfE74CXg9D2cS0NXRsSmiNgCfA74fkQ8E4n5EfE6STIeHBFXRcT2iFhI0uObktbRp5FzYQ/nY9YoJyjrKj4cEX2B44FxQFUz5atIPki/mu5T3oJjLcta3gIQEQ3X7daDIklkCxpZvzH9t1/Wun7AhiaO/3VAwNOS5kr6bLp+KPB6g7Kvk/RycrU4h3j3A4amPc21ktYC3wD2TrdvZPdzgabPx6xRTlDWpUTEI8A04LocytZFxPXAVuALHRwaJB/+BzQSxxrgLeDgrNUHk9wb201EvB0RF0TEUOD/AD+RNBp4kyR5ZBsJLE2XNwG9srbt01j1zcWbrn8t7WnW//SNiFPT7XMbOZdlEbGqsfMxa4oTlHVFPwJOlHRwcwVTU0lGzfXouJAAuBn4jKQTJJVIGiZpXLrtVuA/JO2VrruAJNHuRtJZ6b02gDUkSSUD3AuMlfQJSWWSzgbGA39Oy84BpkgqlzSRZATjnvwC+HdJhykxWtJ+wNPABkn/V1JPSaWSDpR0eNa5nC9pvKQBwH80dS5me+IEZV1ORKwg+ZC8Isdd7iH5oL8AIP1+1LEdENfTwGeAH5Lcl3mEnT2eb5FcTns9XX9tRPyliaoOB2ZK2ghMB/41IhamPZQPkVy2XEVyKfBDEbEy3e9ykh7RGpJh37c1E+/vge+k5TaQ3KcbmN57+xDJyMfXgJUkyax/ut9fgO8DDwFvpOfU3D1Bs93IExaamVkhcg/KzMwKkhOUmZkVJCcoMzMrSE5QZmZWkFr9QMh8qKqqiurq6nyHYWZm7ejZZ59dGRGDG64vqgRVXV3NrFmzOqTuN9duIYBhA3p2SP1mZtY4SQ2fgAK08RKfpJMlvSxpfmNz6qRz3NyRbp8pqTpdX61k/p456c9P2xJHezh66oO8Z+qD+Q7DzMxSbZnzpRS4ETgRWAI8I2l6RMzLKnY+sCYiRkuaAlwDnJ1uWxARh7T2+GZm1rW1pQc1CZiffoN9O8mUA5MblJkM/Cpd/gNwgiS14ZhmZtZNtCVBDWPXJx8vYfenJu8oExG1JI93qZ8TZn9Js9OJ15p8rIykCyXNkjRrxYoVbQjXzMyKSb6Gmb8FjIyIQ4FLgNsk9WusYETcFBETI2Li4MG7DfJodxO//UCHH8PMzJrXlgS1lGS+mHrD2flY/93KSCojeZjkqnRit1UAEfEsyUMyx7YhlnazcuO2fIdgZma0LUE9A4yRtL+kCpLZNKc3KDMdODddPhN4MCJC0uB0kAWSRgFjgIVtiMXMzLqYVo/ii4haSRcDM4BSkqms50q6CpgVEdNJ5r/5taT5wGp2Tgl9HHCVpBqSeWwuiojVbTkRMzPrWtr0Rd2IuJdkkrTsdVdkLW8Fzmpkv7uAu9pybDMz69r8LL4mXHLHHH47s9EvN5uZWSdwgmrCH2cv5Zv/8898h2Fm1m05QZmZWUFygjIzs4LkBGVmZgXJCcrMzAqSE1Qjzvjx4/kOwcys23OCasTzS9blOwQzs27PCaoZF946i6/cPpuN22rzHYqZWbdSVFO+58P985YBcOCw/nzu2FF5jsbMrPtwD8rMzAqSE1SO5r25nsO/8wBvrt3CKk/JYWbW4XyJL0d/nJ1MdXX01AcBWDT1tHyGY2bW5bkHZWZmBckJyszMCpITlJmZFSQnqFa685nFja5fvWk71Zfew/fue7GTIzIz61o8SKKVvn7X8+zTvwcThvZjzebtfOD6R3fZfvNjr3HZKe/MU3RmZsXPCaoNzrnl6Sa3RSPrFq3cxH89OJ9rPnoQZaXuvJqZ7YkTVAepywTVl97Dff96LI+9uoLv3vvSjm1TJo3g8OqBeYzOzKzwOUF1sFNueGy3ddf+5WXuvOioXdb9dd4yBPTvVe7kZWaGE1RePL1oNdWX3sNdnz+Kffv35Lr7X+aP/1i6S5lvf/hAJgztx2V/fIGX3t7An790DMvWb+W4sYMp9+VBM+sGFNHY3ZIcd5ZOBm4ASoFfRMTUBtsrgVuBw4BVwNkRsSjddhlwPlAHfDkiZjR3vIkTJ8asWbNaHe+eVF96T4fU21E+855qzjmqmuF79aSsREjiG//zAiWCb3/4oF3KLlixkX379yACttdm2Kt3RZ6iNjPbnaRnI2Jiw/Wt7kFJKgVuBE4ElgDPSJoeEfOyip0PrImI0ZKmANcAZ0saD0wBJgBDgQckjY2IutbG09388olF/PKJRY1u+81Tb7S4vmNGV/H4/JW7rR9V1ZuFKzcB8LUPvoMHXkye7n76u4YSwIFD+zFu335UlpVQlwkWrdpEz/JSttTUsa02w4Ce5fQoL2X1pu2USPTtUca22gx796uksqyU8lIBICX/RgQ1dUFpiRCQifCAErNuqi2X+CYB8yNiIYCk24HJQHaCmgxcmS7/Afixkk+iycDtEbENeE3S/LS+J9sQzx5lMsGk7z5AaYkoKylJ/xWlJaKuDb3IrqKx5ATsSE4A1854ecfy7DfWdnRIO5SWiFKJ7XUZACpKS6iLoC4T9KoopawkSW61mSSxbdiazN3Vs7yUIKgoLSFI3gMAJRIku1Aike4OJIky62WnU94Onr+zzt85W3u49sx3cfw7hnRI3W1JUMOA7G+rLgGOaKpMRNRKWgcMStc/1WDfYY0dRNKFwIUAI0eObHWwAZw0YR/q6mLHh1ttJqjLZKitCxau2NRsHda0cfv05bSD9uUHf32lRftN2n8gb6/bylGjBpGJ4PfPLtlle1WfCs4+fAR1GdiwtYa6TDCgVwXbazOs2byd3pWllCq5xLl6U/K6pi6Ys3gtx4yuIhORJCSgNpOhvLSECNhWm6GyrISIIBPJh2QERKNfEOgc+fo7KZ9/nvlvw+I3uG9lh9Vd8IMkIuIm4CZI7kG1tp7SEvHdfzmoye0deQ9q6kcO4tI/vsAhIwYwoFc5+w3sxWeP2Z+RA3sBOy9vAWzaVsvKjdvo37OcAb0qqMsENXUZepSXdlh87elLJ4xp0/7XnnVwO0ViZsWuLQlqKTAi6/XwdF1jZZZIKgP6kwyWyGXfvFs09bRGE9dPPvluhu/Vk/971wscO6aKb5y66xMjZi5cxchBvVi2fhuHjBgAwJRJufX+eleW0bty539LaYkoLSmO5GRm1p7acvf5GWCMpP0lVZAMepjeoMx04Nx0+UzgwUiGDU4HpkiqlLQ/MAZo+rEMneD5K09qdP1VkycAMCgd+XbsmCpOPWhf3jV8APf967G7JSeAI0YNYt/+PXckJzMza7lW96DSe0oXAzNIhpnfEhFzJV0FzIqI6cDNwK/TQRCrSZIYabk7SQZU1AJfzPcIvn49yncsn3vUflxy0jsA+PSR+/HukXsxanBvLvrNP7jqjAn5CtHMrFtp0/egOltHfg8Kdt6H8my5Zmadp6nvQfkLJllOGNcxQyXNzKzlCn4UX2e6+bzD8x2CmZmliuoSn6QVwOttrKYKaPxbqdYSbse2cxu2D7dj+8hnO+4XEYMbriyqBNUeJM1q7FqntYzbse3chu3D7dg+CrEdfQ/KzMwKkhOUmZkVpO6YoG7KdwBdhNux7dyG7cPt2D4Krh273T0oMzMrDt2xB2VmZkXACcrMzApSl0xQkk6W9LKk+ZIubWR7paQ70u0zJVXnIcyCl0M7XiJpnqTnJf1N0n75iLPQNdeOWeU+KikkFdRQ30KRSztK+lj6npwr6bbOjrEY5PB7PVLSQ5Jmp7/bp+YjTiCZYrsr/ZA8uHYBMAqoAJ4Dxjco8wXgp+nyFOCOfMddaD85tuP7gF7p8ufdjq1rx7RcX+BRkok8J+Y77kL7yfH9OAaYDeyVvh6S77gL7SfHdrwJ+Hy6PB5YlK94u2IPasdU9BGxHaifij7bZOBX6fIfgBMkTzzdQLPtGBEPRcTm9OVTJPN62a5yeT8CXA1cA2ztzOCKSC7teAFwY0SsAYiI5Z0cYzHIpR0D6Jcu9wfe7MT4dtEVE1RjU9E3nE5+l6nogfqp6G2nXNox2/nAfR0aUXFqth0lvRsYEREdN61z8cvl/TgWGCvpCUlPSTq506IrHrm045XApyQtAe4FvtQ5oe3OD4u1NpP0KWAi8N58x1JsJJUA1wPn5TmUrqCM5DLf8SS9+UclHRQRa/MZVBH6ODAtIn4g6SiSOf0OjIhMZwfSFXtQLZmKngZT0dtOubQjkj4AfBM4IyK2dVJsxaS5duwLHAg8LGkRcCQw3QMldpPL+3EJMD0iaiLiNeAVkoRlO+XSjucDdwJExJNAD5IHyXa6rpig2jIVve3UbDtKOhT4GUly8vX+xu2xHSNiXURURUR1RFST3Ms7IyI6bmbO4pTL7/XdJL0nJFWRXPJb2IkxFoNc2vEN4AQASe8kSVArOjXKVJdLUOk9pfqp6F8E7ox0KnpJZ6TFbgYGpVPRXwI0OfS3u8qxHa8F+gC/lzRHUsM3ereXYztaM3JsxxnAKknzgIeAr0WEr4xkybEdvwpcIOk54HfAefn6A96POjIzs4LU5XpQZmbWNThBmZlZQXKCMjOzguQEZWZmBckJyszMCpITlJmZFSQnKDMzK0hOUGZmVpCcoMzMrCA5QZmZWUFygjIzs4LkBGVmZgXJCcqsA0n6qaTL8x2HWTFygrKiJ2mRpC2SNkp6W9I0SX2ytk+T9O10uVpSpGU3pvt22HQrEXFRRFydwzl8TNLfJW2W9HBHxdNZJH1C0uuSNkm6W9LAfMdkxccJyrqK0yOiD3AIcChwWTPlB6TlzwQul3RiB8fXnNXAj4CpeY4D2DHTdGv3nUAykeWngb2BzcBP2ik060acoKxLiYi3SSZjOyTH8rOAubmWl3SepCck/VDSWkkLJR2drl8sabmkc7PK7+i9pa8np5M7rpe0QNLJaRwPRMSdwJs5xFAl6c/p8VdLekxSSbrtnZIeTrfNzZ4UMV3/uQbn8njW65D0RUmvAq/uKV5J/SXdLOktSUslfVtSaVrVJ4E/RcSjEbERuBz4iKS+ubSxWT0nKOtSJA0HTgHm51j+SODA7PLph/sxe9jtCOB5YBBwG3A7cDgwGvgU8OPsS4xZ9U4CbgW+BgwAjgMW5RJnA18FlgCDSXoo3wBCUjnwJ+B+YAjwJeC3kt7Rgro/THJ+45uJdxpQS3LOhwInAfXJbwLwXH2FEbEA2E4yBbtZzpygrKu4W9IGYDGwHPhWM+VXStoCPEly+enu+g0RMSAiHm9qR+C1iPhlRNQBdwAjgKsiYltE3E/yYTy6kf3OB26JiL9GRCYilkbES7meYJYaYF9gv4ioiYjH0im5jwT6AFMjYntEPAj8Gfh4C+r+XkSsjogtTcUraW/gVOArEbEpIpYDPwSmpHX0AdY1qHcd4B6UtYgTlHUVH46IvsDxwDigqpnyVSQfpF9N9ylvwbGWZS1vAYiIhut260GRJLIFLThOU64l6fHdn15irB/kMRRYHBGZrLKvA8NaUPfirOWm4t2PpL3eSnuba0nuOQ1Jt28E+jXYpx+woQVxmDlBWdcSEY+QXH66LoeydRFxPbAV+EIHhwbJh/8Bba0kIjZExFcjYhRwBnCJpBNI7l+NqL8flRoJLE2XNwG9srbt01j1OcS7GNgGVKW9zQER0S8iJqTb5wIH1xeWNAqoBF7J+STNcIKyrulHwImSDm6uYGoq8HVJPTouJABuBj4j6QRJJZKGSRoHIKk0PX4ZUCKpR3pPaTeSPiRptCSRXDqrAzLATJIRc1+XVC7peOB0kntkAHNIBiv0kjSa5BJei+ONiLdI7nP9QFK/dNsBkt6b7vdb4HRJx0rqDVwF/DEi3IOyFnGCsi4nIlaQ3Ny/Isdd7gHWABcApN+POrYD4noa+AzJ/Zp1wCMkl8sgGZK9Bfhv4Nh0+edNVDUGeIDkUtqTwE8i4qGI2E6SkE4BVpLcWzsn6z7XD0nujy0DfkWSSFob7zlABTCPpO3+QHJfjIiYC1yU1r+c5N5TZ/RQrYtRcm/VzMyssLgHZWZmBckJyszMCpITlJmZFSQnKDMzK0itfiBkPlRVVUV1dXW+wzAzs3b07LPProyIwQ3XF1WCqq6uZtasWR16jHWba/j1U4v4wvGjKSlRhx7LzMxA0uuNrfclvga+Nf2fXHf/Kzzyyop8h2Jm1q21KUFJOlnSy5LmNzbpm6RKSXek22dKqk7XVyuZYG5O+vPTtsTRnjZuqwOgpi7TTEkzM+tIrU5Q6dwvN5J8a3088HFJ4xsUOx9YExGjSb6Nfk3WtgURcUj6c1Fr4+goc99cn+8QzMy6tbb0oCYB8yNiYfqIlduByQ3KTCZ5pAokj0I5IX1+WMG74W+v5jsEM7NurS0Jahi7Ppp/Cbs/1n9HmYioJXme16B02/6SZkt6ZE/PPZN0oaRZkmatWNGx94UeeWUFdRlf2jMzKwT5GsX3FjAyIlZJOoxksrkJEbHbdbWIuAm4CWDixIkd9uDAR19Zwbm3PN1R1ZuZWQu1pQe1lGRCs3rD2TnvzG5lJJUB/YFV6cyjqwAi4lmSSdHyOh308g3b8nl4MzNroC0J6hlgjKT9JVWQTPc8vUGZ6cC56fKZwIMREZIGp4Ms6iczGwMsbEMsbeanupuZFZZWX+KLiFpJFwMzgFLgloiYK+kqYFZETCeZ8OzXkuYDq0mSGMBxwFWSakgmWrsoIla35UTMzKxradM9qIi4F7i3wborspa3Amc1st9dwF1tOXZ7a6z/tHz9Vi64dRY/P2ciQ/p19GSrZmaWzU+S2IPfzHyD55as47an38h3KGZm3Y4T1B7c+8JbAPj2lJlZ53OC2oP5yzcCyeW/N9duYfP22vwGZGbWjThB1Wuml3T01Af55C9mdk4sZmbmBJWT9Brf7DfW5jcOM7NuxAnKzMwKkhNUDjxGwsys8zlB5eC/Hpyf7xDMzLodJ6hUuJ9kZlZQnKBaaJ4nMjQz6xROUKlcv4x76n8+1rGBmJkZ4ATVKv/98AI++MNH8x2GmVmXlq8JC4vaNX95acfyUwtX0aeyjAOH9c9jRGZmXY8TVBtNuekpABZNPQ2AmroMdZmgR3lpPsMyMyt6vsSXausYvupL7+GqP81jzDfvY9zlf2HZ+q185pdPs35rTbvEZ2bW3ThBtcHds3ed4f6WJ17bsXzpXc/z0Msr+N8GZczMLDdOUG3wlTvmNLntoZdXAP6Sr5lZazlBdbDlG7bx5IJVLN+wlVeWbch3OGZmRcODJDrBx3/+1I7lCUP7MbhvJdM+M2m3cv96+2zeuW8/LnrvAZ0ZnplZQXIPKtVZs+bOfXM9D7+8gv+ZvYQ1m7bvWL+1po7/nfMmU+97ia01dfx25utEBE/MX8nqTduZ9sRr3DbTU8+bWffhHlSe/Nsdz+1YPnTkgF3mmhp3+V8AuHbGy6zdvOsowGPHVDFiYK8WHSsikNT6YM3M8qBNCUrSycANQCnwi4iY2mB7JXArcBiwCjg7Ihal2y4DzgfqgC9HxIy2xFLMmpoIsWFyAjj2+w8BcPrBQ9m7byVrt9Rw3VkHA/D3+Sv5xC9m8svzDueVZRs4a+II3n31XwG44kPjee87BtOnsoy9+/XomBMxM2tHilZe25JUCrwCnAgsAZ4BPh4R87LKfAF4V0RcJGkK8C8Rcbak8cDvgEnAUOABYGxE1O3pmBMnToxZs2a1Kt7mfHbaMzz40vIOqbuQfeKIkezdtwflZWJUVW8u+s0/AOhZXsqWml3/O0YO7MUbqzdz1KhBvH/cEA4a3p937N2XslLRt0c5kFyq/NLvZnPdWQfzzGur6VVZSr8e5fzisYVccfoEVm/azl69yunTo4xSibLS3a8yRwR1maCstIS6TFBaIuoyQYlAknuEZl2MpGcjYuJu69uQoI4CroyID6avLwOIiO9llZmRlnlSUhnwNjAYuDS7bHa5PR2zLQkqIjjlhscoKxWlJSWUlYjSEqUfkuKxV1e2ql5rH8MG9GTz9lrWNNJrbM5+g3pRWrIzYa3etJ2BvSuorQuCYPHqLYwY2JMeZaUEMH/5RgCG79WTXhXJEz8yAQJKJCSoyyQTsGQiyGSCirIkkZakifGVZRuorupNRSMJtjGZCERSdyaCCJBANJ1o25KD85XA/WdD93P5h8Zz1AGD2lRHUwmqLZf4hgGLs14vAY5oqkxE1EpaBwxK1z/VYN9hjR1E0oXAhQAjR45sdbCZgBEDe5HJBLWZ5C/02kyG2kyGrbWeCyrfhg7oQSZgYO8K/jpvWZPl+lSWsXFb7Y7XY4b0Yf+q3mQiKC8tIQI2bKthQK8KVmzYxoCe5SxevYV9+vWgqk8ldZkgE8HCFZsYM6QPPcpLdwyQkZLBMpkIykq1I6FIYnttHUIEQV0GBvQqp3/P8l1iq68nSD6o6/+tr1uITMSOJLinvw2bm59sz/vuLNMwTzW2rr101kAjKyw9yjturF3BD5KIiJuAmyDpQbW2ntIS8fNzdkvQO3zxt//gnhfeam31OTly1EDeWLWZGz5+KL0rytinfw/eXLuFQX0q2Ly9jpfe2sDj81dyxsFDGbt38uH5v3PeZPIhQ1m3pYZl67cypF8P+lSW7fbhaGbW1bQlQS0FRmS9Hp6ua6zMkvQSX3+SwRK57NupPnb4iFYlqE8cMZKqPpX8599epbKshIOG9WfW62v40vtHM/O11fzgrIP3OOpuYO+KHcsHDO7Dae/ad7f6AXpXljF0QM8Wx2dmVqzakqCeAcZI2p8kuUwBPtGgzHTgXOBJ4EzgwYgISdOB2yRdTzJIYgzwdBtiabPjxlTt8vrC40Zx06MLd1l31mHDOXz/gZSXiorSUj4wfgiVZaVEBEcfMIgj9h9IXSZ4fP5Kjn/HkM4M38ysy2l1gkrvKV0MzCAZZn5LRMyVdBUwKyKmAzcDv5Y0H1hNksRIy90JzANqgS82N4Kvo0nixPF777j/ccmJY3ckqKkfOYjH56/k2nQ4d2P7HjkquUlYVionJzOzdtCme1ARcS9wb4N1V2QtbwXOamLf7wDfacvx21vfyp3N0aO8lBeuPIl1W2oYvlcvpkxq/QANMzNrOT/qKMsVp48H4JGvHQ9A3x7lDN+rZU9tMDOz9lHwo/g604BeFTtmxjUzs/xq9Rd180HSCuD1NlZTBfhbuW3ndmw7t2H7cDu2j3y2434RMbjhyqJKUO1B0qzGvrFsLeN2bDu3YftwO7aPQmxH34MyM7OC5ARlZmYFqTsmqJvyHUAX4XZsO7dh+3A7to+Ca8dudw/KzMyKQ3fsQZmZWRFwgjIzs4LUJROUpJMlvSxpvqRLG9leKemOdPtMSdV5CLPg5dCOl0iaJ+l5SX+TtF8+4ix0zbVjVrmPSgpJBTXUt1Dk0o6SPpa+J+dKuq2zYywGOfxej5T0kKTZ6e/2qfmIE0hmmu1KPyQPrl0AjAIqgOeA8Q3KfAH4abo8Bbgj33EX2k+O7fg+oFe6/Hm3Y+vaMS3XF3iUZCLPifmOu9B+cnw/jgFmA3ulr4fkO+5C+8mxHW8CPp8ujwcW5SvertiDmgTMj4iFEbEduB2Y3KDMZOBX6fIfgBOUrzmyC1ez7RgRD0XE5vTlUyTzetmucnk/AlwNXANs7czgikgu7XgBcGNErAGIiOWdHGMxyKUdA+iXLvcH3uzE+HbRFRNUY1PRN5xOfpep6IH6qehtp1zaMdv5wH0dGlFxarYdJb0bGBER93RmYEUml/fjWGCspCckPSXp5E6Lrnjk0o5XAp+StIRktoovdU5ou/PDYq3NJH0KmAi8N9+xFBtJJcD1wHl5DqUrKCO5zHc8SW/+UUkHRcTafAZVhD4OTIuIH0g6imROvwMjItPZgXTFHlRLpqKnwVT0tlMu7YikDwDfBM6IiG2dFFsxaa4d+wIHAg9LWgQcCUz3QInd5PJ+XAJMj4iaiHgNeIUkYdlOubTj+cCdABHxJNCD5EGyna4rJqgdU9FLqiAZBDG9QZn6qeghayr6ToyxGDTbjpIOBX5Gkpx8vb9xe2zHiFgXEVURUR0R1ST38s6IiFn5Cbdg5fJ7fTdJ7wlJVSSX/BZ2YozFIJd2fAM4AUDSO0kS1IpOjTLV5RJUek+pfir6F4E7I52KXtIZabGbgUHpVPSXAE0O/e2ucmzHa4E+wO8lzZHU8I3e7eXYjtaMHNtxBrBK0jzgIeBrEeErI1lybMevAhdIeg74HXBevv6A96OOzMysIHW5HpSZmXUNTlBmZlaQnKDMzKwgOUGZmVlBcoIyM7OC5ARlZmYFyQnKzMwKkhOUmZkVJCcoMzMrSE5QZmZWkJygzMysIDlBmZlZQXKCMutAkn4q6fJ8x2FWjJygrOhJWiRpi6SNkt6WNE1Sn6zt0yR9O12ulhRp2Y3pvh023UpEXBQRV+dwDtdJelXSBkkvSTqno2LqDJI+Iel1SZsk3S1pYL5jsuLjBGVdxekR0Qc4BDgUuKyZ8gPS8mcCl0s6sYPja84m4HSS2Z3PBW6QdHS+gklnmm7tvhNIJrL8NLA3sBn4STuFZt2IE5R1KRHxNslkbIfkWH4WMDfX8pLOk/SEpB9KWitpoaSj0/WLJS2XdG5W+R29t/T15HRyx/WSFkg6OY3jWxHxUkRkImIm8BhwVBMxVEn6c3r81ZIek1SSbnunpIfTbXOzJ0VM13+uwbk8nvU6JH1R0qvAq3uKV1J/STdLekvSUknfllSaVvVJ4E8R8WhEbAQuBz4iqW8ubWxWzwnKuhRJw4FTgPk5lj8SODC7fPrhfswedjsCeB4YBNwG3A4cDowGPgX8OPsSY1a9k4Bbga8BA4DjgEWNlOuZ1je3ieN/FVgCDCbpoXwDCEnlwJ+A+4EhwJeA30p6xx7OpaEPp+c3vpl4pwG1JOd8KHASUJ/8JgDP1VcYEQuA7SRTsJvlzAnKuoq7JW0AFgPLgW81U36lpC3AkySXn+6u3xARAyLi8aZ2BF6LiF9GRB1wBzACuCoitkXE/SQfxqMb2e984JaI+GvaU1oaES81Uu6nJB/wM5o4fg2wL7BfRNRExGPplNxHAn2AqRGxPSIeBP4MfHwP59LQ9yJidURsaSpeSXsDpwJfiYhNEbEc+CEwJa2jD7CuQb3rAPegrEWcoKyr+HBE9AWOB8YBVc2UryL5IP1quk95C461LGt5C0BENFy3Ww+KJJEt2FPFkq4l6dF9LE06jbmWpMd3f3qJsX6Qx1BgcURkssq+Dgzb0zEbWJxDvPuRtNdbaW9zLck9pyHp9o1Avwb79AM2tCAOMyco61oi4hGSy0/X5VC2LiKuB7YCX+jg0CD58D+gqY2S/h/J5cmTImJ9U+UiYkNEfDUiRgFnAJdIOgF4ExhRfz8qNRJYmi5vAnplbdunsepziHcxsA2oSnubAyKiX0RMSLfPBQ7OOq9RQCXwSlPnZNYYJyjrin4EnCjp4OYKpqYCX5fUo+NCAuBm4DOSTpBUImmYpHEAki4DPgF8ICJW7akSSR+SNFqSSC6d1QEZYCbJiLmvSyqXdDzJyMDb013nkAxW6CVpNMklvBbHGxFvkdzn+oGkfum2AyS9N93vt8Dpko6V1Bu4CvhjRLgHZS3iBGVdTkSsILm5f0WOu9wDrAEuAEi/H3VsB8T1NPAZkvs164BHSC6XAXyXpLczP+s7Wt9ooqoxwAMkl9KeBH4SEQ9FxHaShHQKsJLk3to5Wfe5fkhyf2wZ8CuSRNLaeM8BKoB5JG33B5L7YkTEXOCitP7lJPeeOqOHal2Mmr7MbWZmlj/uQZmZWUFygjIzs4LkBGVmZgXJCcrMzApSqx8ImQ9VVVVRXV2d7zDMzKwdPfvssysjYnDD9UWVoKqrq5k1a1aH1T/tidd46OUV/OqzkzrsGGZmtitJrze2vqgSVEe78k/z8h2CmZmlfA/KzMwKkhOUmZkVJCcoMzMrSE5QZmZWkJygmrBlex2f+sVMFqzYmO9QzMy6JSeoJjwxfyWPz1/Jd+95Md+hmJl1S05QZmZWkJygGvHAvGWs3VKz4/Uryzbw/JK1+QvIzKwbyumLupJOBm4ASoFfRMTUBtsrSSaIOwxYBZwdEYsknUgyW2kFyURpX4uIB9N9HiaZ4GxLWs1JEbG8zWfUDj53686nVfztpeX87aUkrEVTT8tXSGZm3U6zCUpSKXAjcCKwBHhG0vSIyH7swvnAmogYLWkKcA1wNsmsnqdHxJuSDgRmAMOy9vtkRHTcs4vMzKxo5XKJbxIwPyIWplNK3w5MblBmMskU0pBM/XyCJEXE7Ih4M10/F+iZ9rbMzMz2KJcENQxYnPV6Cbv2gnYpExG1wDpgUIMyHwX+ERHbstb9UtIcSZdLUmMHl3ShpFmSZq1YsSKHcM3MrCvolEESkiaQXPb7P1mrPxkRBwHHpj+fbmzfiLgpIiZGxMTBg3d7GruZmXVRuSSopcCIrNfD03WNlpFUBvQnGSyBpOHA/wDnRMSC+h0iYmn67wbgNpJLiWZmZkBuCeoZYIyk/SVVAFOA6Q3KTAfOTZfPBB6MiJA0ALgHuDQinqgvLKlMUlW6XA58CPhnm86kE9TUZfIdgplZt9FsgkrvKV1MMgLvReDOiJgr6SpJZ6TFbgYGSZoPXAJcmq6/GBgNXJHea5ojaQhQCcyQ9Dwwh6QH9vN2PK8OMeab9+U7BDOzbkMRke8YcjZx4sToyBl1qy+9p9ky7xren+kXH9NhMZiZdTeSno2IiQ3X+0kSLfT8knX5DsHMrFtwgmqFGx+aTzH1PM3MipETVCtcO+Nlvnz7nHyHYWbWpeX0LD7b3d9eXLbbuu21GbZsr6NnRSmZCHqUl+YhMjOzrsEJqpW21WaICJas2cKIgb0AuPDXs3j45Z1Pu/DDZc3MWs+X+FqpLhP86IFXOfb7D/Hy2xvIZGKX5ATw5+ff5GePLGiiBjMz2xP3oNrghr+9CsAbqzcz7e+v7bb94ttmA3Di+L0ZNbhPp8ZmZlbs3INqBxHB755e3OT2S+96gZq6DHc9u4RVG7fxvfteZF3WhIhmZrY796DawdT7Xtrj9qcXrd7tKRTrt9TwvY+8qyPDMjMrau5BtYOFKze1eJ8t2+v42M+e5LaZbwDw0EvL2VpT196hmZkVLfeg8uTuOck8jk+/tpqKshL+/ffP8ZF3D+Mjhw5nw9Ya3jduCCs3bqNPZRkbttYyuG8l5aUllJaIiKCmLqgo898XZtZ15ZSgJJ0M3ACUAr+IiKkNtlcCtwKHkUyzcXZELEq3XUYyJXwd8OWImJFLnd3Jv//+OQD++I+l/PEfDWcy2dUlJ47l+r++AsCr3zmF8lInKTPrmppNUJJKgRuBE0lm031G0vSImJdV7HxgTUSMljSFZHLCsyWNJ5meYwIwFHhA0th0n+bqtEbUJyfY+XT1u7/4Hsbt05dxl/+l2f3v/uJ7OGTEgD2W2bitlj6V7lybWX7l8ik0CZgfEQsBJN0OTAayk8lk4Mp0+Q/Aj9Mp3CcDt6fTvL+WTsdRPzFhc3W2q4jg2dfXUFIiykpEiURZqSiVKClJ/i1WH77xieYLtaJsRzt5wj6s21LDlEkjKCspoWdFCXfPfpM5i9fyxurNHDpyALPfWLvbfgcO68cJ4/bmkBEDWL+1hr16VSBBBJRIlAjqIpi/fCNvrN5MBLxv3BBWbNhGXSbDyo3bOXj4AABKRHLZFMh+B9Slz1oUySXVTEAmgrISoSbeK029hZp6Z7W0nqbUF891v4aPkWx8v/qVLX3mZPH+HlnrHDC4NwN6VXRI3bkkqGFA9hjqJcARTZWJiFpJ64BB6fqnGuw7LF1urs52lQk486dPduQhrIX+MvdtAJ5cuKrR7Y0lJ4B/Ll3PP5eub9Gxpv19UYvKm1lubvr0YZw0YZ8Oqbvgr+NIuhC4EGDkyJGtrwe49bOTqIsgkwlqM1n/RlCXCS6587l2irrtJlUPZNmGrazeuJ0N22o5afze/Muhw7j3n2/zp+eSARafO2Z/Nm2vY87itbz4VvKB3a9HGeu31lIiGNCrgv847Z089upK3j9uCAcN688ryzawYMUm3lq3hVeWbeC4sYP5x+treXv9Fmrrgqo+lRw0vD9jhvThrXVb2atXBTV1GSrLSuhRXkpdJuhdWcaryzYw7631jN27L//9yAJOOXAfeleWUV4iVm7czoIVGxk/tB/L1m9l7N592VpTx7h9+rFuSw3Pvr6G0UP68J7Rg3hz7Vaq+lQypF8lAI+9spLlG7by25lv8LUPvoMFyzeyfmstBw3rzxurNzOoTwVD+lYycmAvBvauoC6T9G4kKCvRjp5OaYnYuK2WN1Ztpk9lGcP36smGrbXUZoL1W2uoHtSbiKAugohd/+4Pkl5VJpNsqO9lC6ipa7xHEU31NFq2erfeTcP61aCHUr++NQ/Xr+91Nhdbrn0iP9+/e5owtF+H1d3shIWSjgKujIgPpq8vA4iI72WVmZGWeVJSGfA2MJh0Zt36svXl0t32WGdjCmHCwpb608XHMGpwb3pXlhER/Orvi/iXQ4fTv1d5ux/LzKwYNTVhYS49qGeAMZL2J5mafQrwiQZlpgPnAk8CZwIPRkRImg7cJul6kkESY4CnSf4oa67OgtansoyN22rp16OM6Rcfw/HXPcy/nzSWc46uZvXG7fSsKGXvfj122UcS571n/zxFbGZWXJpNUOk9pYuBGSRDwm+JiLmSrgJmRcR04Gbg1+kgiNUkCYe03J0kgx9qgS9GRB1AY3W2/+m1v2+cOo6BvSs57aB96VmxczqNJy59P/v260FJiejXw70jM7O2avYSXyEphEt89//bcYzdu2+HxWBm1t205RJft3Tc2MFU9anY5Yuznt/JzKzzOEFlOeeo/bj1ydeBZMQfQHlJCXfMavpJ5WZm1jGcoLJcNflAThq/D0vWbN6x7poz38Wnj9qPtZs9PYaZWWdygmrgmDFVu607cFj/PERiZta9FdUgCUkrgNfbWE0VsLIdwunO3Ibtw+3YPtyObZfvNtwvIgY3XFlUCao9SJrV2GgRy53bsH24HduH27HtCrUNPVeDmZkVJCcoMzMrSN0xQd2U7wC6ALdh+3A7tg+3Y9sVZBt2u3tQZmZWHLpjD8rMzIqAE5SZmRWkLpmgJJ0s6WVJ8yVd2sj2Skl3pNtnSqrOQ5gFL4d2vETSPEnPS/qbpP3yEWeha64ds8p9VFJIKrjhvvmWSxtK+lj6fpwr6bbOjrEY5PA7PVLSQ5Jmp7/Xp+Yjzh0iokv9kEzfsQAYBVQAzwHjG5T5AvDTdHkKcEe+4y60nxzb8X1Ar3T5827H1rVjWq4v8CjwFDAx33EX0k+O78UxwGxgr/T1kHzHXWg/ObbjTcDn0+XxwKJ8xtwVe1CTgPkRsTAitgO3A5MblJkM/Cpd/gNwgqRcZ7buLpptx4h4KCLqH1z4FDC8k2MsBrm8HwGuBq4BtnZmcEUilza8ALgxItYARMTyTo6xGOTSjgHUz+HeH3izE+PbTVdMUMOA7MePL0nXNVomImqBdcCgTomueOTSjtnOB+7r0IiKU7PtKOndwIiIaH5Csu4pl/fiWGCspCckPSXp5E6Lrnjk0o5XAp+StAS4F/hS54TWOD8s1tpM0qeAicB78x1LsZFUAlwPnJfnUIpdGcllvuNJevKPSjooItbmM6gi9HFgWkT8QNJRJDOlHxgRmXwE0xV7UEuBEVmvh6frGi0jqYykK7uqU6IrHrm0I5I+AHwTOCMitnVSbMWkuXbsCxwIPCxpEXAkMN0DJXaRy3txCTA9Imoi4jXgFZKEZTvl0o7nA3cCRMSTQA+SB8nmRVdMUM8AYyTtL6mCZBDE9AZlpgPnpstnAg9GelfQdmi2HSUdCvyMJDn5mn/j9tiOEbEuIqoiojoiqknu5Z0REbPyE25ByuV3+m6S3hOSqkgu+S3sxBiLQS7t+AZwAoCkd5IkqBWdGmWWLpeg0ntKFwMzgBeBOyNirqSrJJ2RFrsZGCRpPnAJ0OTQ3+4qx3a8FugD/F7SHEkN3+zdXo7taHuQYxvOAFZJmgc8BHwtInxVJEuO7fhV4AJJzwG/A87L5x/vftSRmZkVpC7XgzIzs67BCcrMzAqSE5SZmRUkJygzMytITlBmZlaQnKDMzKwgOUGZtQNJg9Lvgs2R9LakpenyRkk/6YDjTZP0mqSL9lDm2HT6iX+29/HNOoO/B2XWziRdCWyMiOs68BjTgD9HxB+aKVedljuwo2Ix6yjuQZl1IEnHS/pzunylpF9JekzS65I+Iun7kl6Q9BdJ5Wm5wyQ9IulZSTMk7ZvDcc6S9E9Jz0l6tKPPy6wzOEGZda4DgPcDZwC/AR6KiIOALcBpaZL6L+DMiDgMuAX4Tg71XgF8MCIOTus2K3qebsOsc90XETWSXiCZ4fQv6foXgGrgHSRPN/9rOodmKfBWDvU+AUyTdCfwx/YO2iwfnKDMOtc2gIjISKrJehBnhuT3UcDciDiqJZVGxEWSjgBOA56VdJgflmrFzpf4zArLy8DgdLI4JJVLmtDcTpIOiIiZEXEFyfQII5rbx6zQuQdlVkAiYrukM4H/lNSf5Hf0R8DcZna9VtIYkh7Y34DnOjRQs07gYeZmRcjDzK078CU+s+K0Dri6uS/qAn8CVnZaVGbtyD0oMzMrSO5BmZlZQXKCMjOzguQEZWZmBckJyszMCtL/B2p4tB6iICuJAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -815,31 +1222,39 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", "text/plain": [ - "
" + "(
,\n", + " array([[],\n", + " []], dtype=object))" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -892,19 +1307,17 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -951,19 +1364,17 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -998,22 +1409,13 @@ "ax.set_xlim([-1, 8])\n", "ax.set_ylim([-1, 8]);" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "pra_env", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "pra_env" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1025,7 +1427,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.9.15" } }, "nbformat": 4, diff --git a/pyroomacoustics/acoustics.py b/pyroomacoustics/acoustics.py index 7d6f1864..3bfcf716 100644 --- a/pyroomacoustics/acoustics.py +++ b/pyroomacoustics/acoustics.py @@ -413,7 +413,7 @@ def bands_hz2s(bands_hz, Fs, N, transform="dft"): else: j += 1 - return np.array(bands_s, dtype=np.int) + return np.array(bands_s, dtype=np.int64) def melscale(f): diff --git a/pyroomacoustics/data/speech_directivity.json b/pyroomacoustics/data/speech_directivity.json new file mode 100644 index 00000000..f0b7d9fc --- /dev/null +++ b/pyroomacoustics/data/speech_directivity.json @@ -0,0 +1,421 @@ +{ + "angles": [ + 0, + 15, + 30, + 45, + 60, + 75, + 90, + 105, + 120, + 135, + 150, + 165, + 180 + ], + "centre_freqs": [ + 79.0, + 99.0, + 125.0, + 157.0, + 198.0, + 250.0, + 315.0, + 397.0, + 500.0, + 630.0, + 794.0, + 1000.0, + 1260.0, + 1587.0, + 2000.0, + 2520.0, + 3175.0, + 4000.0, + 5040.0, + 6350.0, + 8000.0, + 10079.0, + 12699.0, + 16000.0, + 20159.0 + ], + "data": [ + [ + 0.0, + 0.7, + -0.2, + 0.0, + -0.6, + -1.0, + -1.4, + -1.7, + -2.2, + -2.5, + -2.7, + -2.7, + -2.7 + ], + [ + 0.0, + 0.7, + -0.2, + -0.5, + -0.6, + -1.1, + -1.5, + -1.8, + -2.5, + -2.9, + -3.1, + -3.2, + -3.2 + ], + [ + 0.0, + 0.8, + -0.1, + -0.4, + -0.6, + -1.0, + -1.5, + -2.0, + -2.6, + -3.1, + -3.4, + -3.5, + -3.6 + ], + [ + 0.0, + 0.8, + -0.2, + -0.5, + -0.7, + -1.3, + -1.8, + -2.3, + -3.0, + -3.4, + -3.8, + -4.0, + -4.0 + ], + [ + 0.0, + 0.8, + -0.2, + -0.6, + -0.9, + -1.5, + -2.2, + -2.8, + -3.5, + -4.0, + -4.2, + -4.4, + -4.4 + ], + [ + 0.0, + 0.7, + -0.2, + -0.5, + -0.8, + -1.5, + -2.3, + -3.0, + -3.9, + -4.4, + -4.8, + -4.9, + -5.0 + ], + [ + 0.0, + 0.7, + -0.1, + -0.5, + -0.8, + -1.6, + -2.5, + -3.5, + -4.6, + -5.4, + -5.8, + -6.1, + -6.1 + ], + [ + 0.0, + 0.6, + -0.1, + -0.4, + -0.6, + -1.4, + -2.4, + -3.5, + -4.8, + -5.8, + -6.4, + -6.7, + -6.7 + ], + [ + 0.0, + 0.6, + 0.0, + -0.2, + -0.4, + -1.0, + -2.0, + -3.2, + -4.6, + -5.6, + -6.1, + -6.2, + -6.2 + ], + [ + 0.0, + 0.7, + 0.5, + 0.7, + 0.9, + 0.5, + -0.3, + -1.7, + -3.6, + -5.0, + -5.3, + -5.1, + -4.9 + ], + [ + 0.0, + 0.4, + 0.4, + 0.9, + 1.6, + 1.7, + 1.5, + 0.2, + -2.0, + -4.1, + -4.5, + -3.9, + -3.4 + ], + [ + 0.0, + -0.3, + -1.4, + -2.8, + -3.2, + -2.8, + -2.6, + -3.3, + -5.4, + -8.3, + -9.2, + -7.8, + -7.0 + ], + [ + 0.0, + -0.6, + -1.2, + -3.0, + -5.5, + -7.2, + -6.8, + -6.6, + -7.8, + -10.9, + -14.2, + -12.7, + -11.3 + ], + [ + 0.0, + -0.6, + 0.0, + -0.8, + -3.0, + -6.0, + -7.7, + -7.3, + -7.5, + -9.4, + -13.8, + -14.8, + -12.7 + ], + [ + 0.0, + -1.2, + 0.3, + 0.4, + -0.5, + -2.7, + -5.7, + -7.1, + -7.3, + -7.6, + -10.9, + -14.2, + -12.6 + ], + [ + 0.0, + -1.8, + -0.9, + -2.6, + -3.9, + -4.1, + -6.4, + -9.4, + -10.9, + -11.4, + -13.6, + -16.9, + -15.3 + ], + [ + 0.0, + -1.8, + -0.5, + -1.2, + -3.6, + -5.0, + -6.0, + -9.1, + -12.7, + -13.7, + -16.0, + -19.8, + -17.7 + ], + [ + 0.0, + -1.6, + -1.1, + -2.3, + -4.3, + -5.6, + -6.6, + -9.0, + -13.3, + -15.5, + -17.1, + -22.4, + -19.7 + ], + [ + 0.0, + -1.3, + -0.3, + -1.0, + -3.8, + -5.3, + -6.1, + -8.5, + -11.7, + -14.7, + -17.7, + -22.0, + -21.3 + ], + [ + 0.0, + -1.3, + -1.5, + -2.6, + -5.3, + -7.0, + -8.9, + -11.1, + -14.7, + -17.0, + -20.5, + -24.7, + -24.8 + ], + [ + 0.0, + -0.9, + -1.6, + -3.2, + -6.3, + -7.8, + -9.5, + -12.8, + -16.3, + -19.1, + -21.8, + -25.3, + -26.7 + ], + [ + 0.0, + -1.1, + -1.9, + -3.4, + -5.6, + -6.2, + -7.8, + -10.6, + -14.2, + -17.2, + -22.0, + -24.9, + -27.4 + ], + [ + 0.0, + 0.0, + -0.6, + -2.6, + -4.5, + -5.1, + -7.1, + -10.0, + -13.9, + -17.6, + -21.5, + -24.3, + -27.5 + ], + [ + 0.0, + -0.7, + -0.5, + -2.2, + -4.7, + -5.3, + -7.7, + -11.1, + -15.6, + -19.1, + -23.1, + -22.2, + -26.3 + ], + [ + 0.0, + -0.1, + -0.7, + -1.1, + -4.2, + -5.7, + -7.3, + -9.7, + -14.8, + -17.4, + -21.1, + -17.0, + -21.9 + ] + ] +} \ No newline at end of file diff --git a/pyroomacoustics/directivities.py b/pyroomacoustics/directivities.py index d900bd47..f5fea616 100644 --- a/pyroomacoustics/directivities.py +++ b/pyroomacoustics/directivities.py @@ -1,10 +1,42 @@ import abc +import json +import os +import warnings from enum import Enum +from pathlib import Path import numpy as np from pyroomacoustics.doa import spher2cart from pyroomacoustics.utilities import all_combinations, requires_matplotlib +from pyroomacoustics.acoustics import octave_bands + + +def wrap_degrees(angle): + """ + Wrap angles to between -180 and 180 degrees. + + Parameters + ---------- + angle : list, np.array, float, int + an array of angles, or a single value. + + Returns + ------- + angle : :py:class:`~numpy.ndarray` + an array of angles wrapped to between -180 and 180 all angles at -180 are returned as +180 + """ + angle = np.array(angle) + if len(angle.shape) == 0: + angle = np.expand_dims(angle, 0) + ind_nan = np.isnan(angle) # skip wrapping any nans (prevent annoying warnings) + angle[ind_nan] = 0 + angle[angle < -180] += 360 + angle[angle > 180] -= 360 + angle[angle == -180] = 180 + if sum(ind_nan) > 0: + angle[ind_nan] = np.nan # put the nans back in + return angle class DirectivityPattern(Enum): @@ -108,7 +140,12 @@ def set_orientation(self, orientation): @abc.abstractmethod def get_response( - self, azimuth, colatitude=None, magnitude=False, frequency=None, degrees=True + self, + azimuth, + colatitude=None, + magnitude=False, + frequency=None, + degrees=True, ): """ Get response for provided angles and frequency. @@ -141,7 +178,12 @@ def directivity_pattern(self): return self._pattern_name def get_response( - self, azimuth, colatitude=None, magnitude=False, frequency=None, degrees=True + self, + azimuth, + colatitude=None, + magnitude=False, + frequency=None, + degrees=True, ): """ Get response for provided angles. @@ -160,7 +202,6 @@ def get_response( degrees : bool, optional Whether provided angles are in degrees. - Returns ------- resp : :py:class:`~numpy.ndarray` @@ -279,6 +320,245 @@ def plot_response( return ax +class SpeechDirectivity(Directivity): + """ + Object for directivities for running speech, data from. + https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6033614/ + Parameters + ---------- + orientation : DirectionVector + Indicates direction of the pattern. + pattern_name : str, optional + Indicates subtype of pattern. + gain : float + Desired gain. Not used in SpeechDirectivity. + """ + + def __init__(self, orientation, pattern_name="running_speech", gain=1.0, mode="octave"): + """ + Parameters + ---------- + + mode : str + 'octave' or 'third_octave' + """ + Directivity.__init__(self, orientation) + datafile = os.path.join( + os.path.dirname(__file__), "data/speech_directivity.json" + ) + with open(datafile, "r") as f: + speech_data = json.load(f) + self.centre_freqs = np.array(speech_data["centre_freqs"]) + pattern_angles = np.array(speech_data["angles"]) + third_octave_gains = np.array(speech_data["data"]) + self._gain = gain + self._pattern_name = pattern_name + if mode == "octave": + bands, octave_centre_freqs = octave_bands(fc=125, third=False, n=8) + gains_per_angle = [] + for band in bands: + freq_inds = np.logical_and( + self.centre_freqs >= band[0], self.centre_freqs < band[1] + ) + # average the power over the 3rd octave gains within the octave band + gains_per_angle.append(10 * np.log10( + np.mean(np.power(10, third_octave_gains[freq_inds, :] / 10), 0) + )) + self.gains_per_angle = np.array(gains_per_angle) + self.centre_freqs = octave_centre_freqs + elif mode == "third_octave": + self.gains_per_angle = third_octave_gains + + # interpolate data + new_angles = np.linspace(0, 180, 181) + self.pattern_angles = new_angles + self.gains_per_angle = np.array( + [ + np.interp(new_angles, pattern_angles, gains_per_angle_freq) + for gains_per_angle_freq in self.gains_per_angle + ] + ) + + + @property + def directivity_pattern(self): + """Name of speech directivity pattern.""" + return self._pattern_name + + def get_response( + self, + azimuth, + colatitude=None, + magnitude=True, + frequency=None, + degrees=True, + ): + """ + Get response for provided angles. + + Parameters + ---------- + azimuth : array_like + Azimuth in degrees + colatitude : array_like, optional + Colatitude in degrees. Default is to be on XY plane. + magnitude : bool, optional + Whether to return magnitude of response. + frequency : float, required + For which frequency to compute the response. + degrees : bool, optional + Whether provided angles are in degrees. + + Returns + ------- + resp : :py:class:`~numpy.ndarray` + Response at provided angles. + """ + if degrees: + azimuth = np.radians(azimuth) + degrees = False + + if not magnitude: + warnings.warn( + "SpeechDirectivity does not return phase response, magnitiude only." + ) + if frequency is None: + warnings.warn( + "SpeechDirectivity is frequency dependant, defaults to respone at 1 kHz." + ) + frequency = 1000 + freq_ind = np.argmin(np.abs(frequency - self.centre_freqs)) + # get coords on the unit sphere for the input azimuth / colatitude + coord = spher2cart(azimuth=azimuth, colatitude=colatitude, degrees=False) + # use the internal orientation to project the coords of the input angles onto the appropriate direction + cos_theta = np.matmul(self._orientation.unit_vector, coord) + # extract the angle(s) we are computing the gains for + directivity_angle = np.arccos( + cos_theta + ) # speech response is mirrored so angle sign doesnt matter + directivity_angle_deg = directivity_angle / np.pi * 180 + directivity_angle_deg = wrap_degrees(directivity_angle_deg) + directivity_angle_deg = np.abs( + directivity_angle_deg + ) # speech response is mirrored + # get gain at requested angle + angle_ind = np.array([np.argmin(np.abs(angle - self.pattern_angles)) for angle in directivity_angle_deg]) + directivity_at_angle_db = np.take(self.gains_per_angle[freq_ind, :], angle_ind, axis=0) + directivity_at_angle = np.power(10, directivity_at_angle_db / 20) + return directivity_at_angle + + @requires_matplotlib + def plot_response( + self, + azimuth, + colatitude=None, + degrees=True, + ax=None, + offset=None, + frequency=None, + ): + """ + Plot directivity response at specified angles. + + Parameters + ---------- + azimuth : array_like + Azimuth values for plotting. + colatitude : array_like, optional + Colatitude values for plotting. If not provided, 2D plot. + degrees : bool + Whether provided values are in degrees (True) or radians (False). + ax : axes object + offset : list + 3-D coordinates of the point where the response needs to be plotted. + frequency : float, optional + For which frequency to compute the response, defaults to 1 kHz. + + Return + ------ + ax : :py:class:`~matplotlib.axes.Axes` + """ + import matplotlib.pyplot as plt + + if offset is not None: + x_offset = offset[0] + y_offset = offset[1] + else: + x_offset = 0 + y_offset = 0 + + if degrees: + azimuth = np.radians(azimuth) + + if colatitude is not None: + if degrees: + colatitude = np.radians(colatitude) + + if ax is None: + fig = plt.figure() + ax = fig.add_subplot(1, 1, 1, projection="3d") + + if offset is not None: + z_offset = offset[2] + else: + z_offset = 0 + + spher_coord = all_combinations(azimuth, colatitude) + azi_flat = spher_coord[:, 0] + col_flat = spher_coord[:, 1] + + # compute response + resp = self.get_response( + azimuth=azi_flat, + colatitude=col_flat, + magnitude=True, + degrees=False, + frequency=frequency, + ) + RESP = resp.reshape(len(azimuth), len(colatitude)) + + # create surface plot, need cartesian coordinates + AZI, COL = np.meshgrid(azimuth, colatitude) + X = RESP.T * np.sin(COL) * np.cos(AZI) + x_offset + Y = RESP.T * np.sin(COL) * np.sin(AZI) + y_offset + Z = RESP.T * np.cos(COL) + z_offset + + ax.plot_surface(X, Y, Z) + + if ax is None: + ax.set_title( + "{}, azimuth={}, colatitude={}".format( + self.directivity_pattern, + self.get_azimuth(), + self.get_colatitude(), + ) + ) + else: + ax.set_title("Directivity Plot") + + ax.set_xlabel("x") + ax.set_ylabel("y") + ax.set_zlabel("z") + + else: + if ax is None: + fig = plt.figure() + ax = plt.subplot(111) + + # compute response + resp = self.get_response( + azimuth=azimuth, magnitude=True, degrees=False, frequency=frequency + ) + RESP = resp + + # create surface plot, need cartesian coordinates + X = RESP.T * np.cos(azimuth) + x_offset + Y = RESP.T * np.sin(azimuth) + y_offset + ax.plot(X, Y) + + return ax + + def cardioid_func(x, direction, coef, gain=1.0, normalize=True, magnitude=False): """ One-shot function for computing cardioid response. diff --git a/pyroomacoustics/room.py b/pyroomacoustics/room.py index 95db0cac..92d1addf 100644 --- a/pyroomacoustics/room.py +++ b/pyroomacoustics/room.py @@ -667,7 +667,7 @@ def callback_mix(premix, snr=0, sir=0, ref_mic=0, n_src=None, n_tgt=None): from . import libroom from .acoustics import OctaveBandsFactory, rt60_eyring, rt60_sabine from .beamforming import MicrophoneArray -from .directivities import CardioidFamily, source_angle_shoebox +from .directivities import CardioidFamily, SpeechDirectivity, source_angle_shoebox from .doa import GridCircle, GridSphere from .experimental import measure_rt60 from .libroom import Wall, Wall2D @@ -2067,13 +2067,13 @@ def add_source(self, position, signal=None, delay=0, directivity=None): if isinstance(position, SoundSource): if directivity is not None: - assert isinstance(directivity, CardioidFamily) + assert isinstance(directivity, (CardioidFamily, SpeechDirectivity)) return self.add(SoundSource(position, directivity=directivity)) else: return self.add(position) else: if directivity is not None: - assert isinstance(directivity, CardioidFamily) + assert isinstance(directivity, (CardioidFamily, SpeechDirectivity)) return self.add( SoundSource( position, signal=signal, delay=delay, directivity=directivity @@ -2243,9 +2243,14 @@ def compute_rir(self): # Do band-wise RIR construction is_multi_band = self.is_multi_band bws = self.octave_bands.get_bw() if is_multi_band else [self.fs / 2] + centre_freqs = ( + self.octave_bands.centers if is_multi_band else [self.fs / 4] + ) rir_bands = [] - for b, bw in enumerate(bws): + for b, (bw, centre_freq) in enumerate( + zip(bws, centre_freqs) + ): ir_loc = np.zeros_like(ir, dtype=np.float32) # IS method @@ -2256,7 +2261,7 @@ def compute_rir(self): alpha *= self.mic_array.directivity[m].get_response( azimuth=azimuth, colatitude=colatitude, - frequency=bw, + frequency=centre_freq, degrees=False, ) @@ -2264,10 +2269,9 @@ def compute_rir(self): alpha *= self.sources[s].directivity.get_response( azimuth=azimuth_s, colatitude=colatitude_s, - frequency=bw, + frequency=centre_freq, degrees=False, ) - # Use the Cython extension for the fractional delays # from .build_rir import fast_rir_builder @@ -2290,7 +2294,6 @@ def compute_rir(self): if is_multi_band: ir_loc = self.octave_bands.analysis(ir_loc, band=b) - ir += ir_loc # Ray Tracing diff --git a/pyroomacoustics/tests/test_speech_source_directivities.py b/pyroomacoustics/tests/test_speech_source_directivities.py new file mode 100644 index 00000000..4e3d978a --- /dev/null +++ b/pyroomacoustics/tests/test_speech_source_directivities.py @@ -0,0 +1,81 @@ +from unittest import TestCase + +import numpy as np + +import pyroomacoustics as pra +from pyroomacoustics.directivities import ( + DirectionVector, + DirectivityPattern, + SpeechDirectivity, +) + + +def predict_rir_speech_source(speech_direction): + """ + Predict RIR when speech is facing in a particular direction. + + Parameters + ---------- + speech_direction: float + the direction that the speech source is facing + + Returns + ------- + :np.ndarray ``(float, [float, float])`` + This function returns ``(m, [le, ue])`` and the confidence interval is ``[m-le, m+ue]``. + """ + + scat_test = { + "coeffs": [0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5], + "center_freqs": [125, 250, 500, 1000, 2000, 4000, 8000], + } + abs_test = { + "coeffs": [0.8, 0.8, 0.8, 0.8, 0.8, 0.8, 0.8], + "center_freqs": [125, 250, 500, 1000, 2000, 4000, 8000], + } + material = pra.Material(abs_test, scat_test) + + # create room + room = pra.ShoeBox( + p=[7, 5, 5], + materials=material, + fs=16000, + max_order=1, + ) + + # define source with speech directivity + ORIENTATION = DirectionVector(azimuth=speech_direction, colatitude=90, degrees=True) + directivity = SpeechDirectivity(orientation=ORIENTATION) + + # add source with speech directivity + room.add_source([2.5, 2.5, 2.5], directivity=directivity) + + # add microphone on axis with speech source + room.add_microphone([5, 2.5, 2.5]) + + # compute rir + room.compute_rir() + + return room.rir[0][0] + + +class TestSourceDirectivity(TestCase): + def test_speech_direction(self): + energy_0_deg = np.mean(predict_rir_speech_source(speech_direction=0) ** 2) + energy_180_deg = np.mean(predict_rir_speech_source(speech_direction=180) ** 2) + + self.assertTrue(energy_0_deg > energy_180_deg) + + +if __name__ == "__main__": + energy_0_deg = np.mean(predict_rir_speech_source(azimuth=0) ** 2) + energy_180_deg = np.mean(predict_rir_speech_source(azimuth=180) ** 2) + print() + print("-" * 40) + print( + f"mean energy when speech facing towards mic {10 *np.log10(energy_0_deg):.0f} dB" + ) + print( + f"mean energy when speech facing away from mic {10 *np.log10(energy_180_deg):.0f} dB" + ) + print("-" * 40) diff --git a/setup.py b/setup.py index 8acd3a6f..122dbdb8 100644 --- a/setup.py +++ b/setup.py @@ -179,7 +179,14 @@ def build_extensions(self): # Libroom C extension ext_modules=ext_modules, # Necessary to keep the source files - package_data={"pyroomacoustics": ["*.pxd", "*.pyx", "data/materials.json"]}, + package_data={ + "pyroomacoustics": [ + "*.pxd", + "*.pyx", + "data/materials.json", + "data/speech_directivity.json", + ] + }, install_requires=[ "Cython", "numpy>=1.13.0",