{ "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5-final" }, "orig_nbformat": 2, "kernelspec": { "name": "python3", "display_name": "Python 3", "language": "python" } }, "nbformat": 4, "nbformat_minor": 2, "cells": [ { "source": [ "# 2. More How-To Recipes" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import hotstepper as hs\n", "from hotstepper.utilities import get_epoch_start,date_to_float_bulk\n", "from hotstepper import Bases, Basis\n", "import hotstepper.samples as samples" ] }, { "source": [ "## Quick Plot" ], "cell_type": "markdown", "metadata": {} }, { "source": [ "Let's change it up and use the page view sample dataset to play with, as the step keys for this data are direct float values as opposed to datetime, which is our usual flavour ;-)" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "page_views = samples.page_view_sample()\n", "page_views.plot();" ] }, { "source": [ "## Quick Smooth Plot" ], "cell_type": "markdown", "metadata": {} }, { "source": [ "Let's have some fun with the chart first and put a few more exploratory items on it" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "ax = page_views.plot(label='Noisy Data')\n", "page_views.smooth_plot(ax=ax, linewidth=3, label='Logistic Smoothing')\n", "ax.legend();" ] }, { "source": [ "## Smooth Plot with Multiple Basis (kernel functions)" ], "cell_type": "markdown", "metadata": {} }, { "source": [ "Let's add some different basis and see what happens. With HotStepper, we can use a basis in a number of ways. We can apply the basis temporarily to just get a smooth plot, or we can permanently change the basis. Here are a few examples of what that means." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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2bRsLFiygsLCQn/zkJxQUFACwYcMGPv/5zwPw0UcfUVhYSGFhIYsWLcJqtXL77bezadMmCgsLuffee4Pmt9lsfPWrX2X+/PksWLCAF154oc+02Ww2oqKi0Gq1AHzrW9+iqKiIefPm8etf/7pjvttvv525c+eyYMECfvzjHwPwm9/8hnXr1gHwwAMPdHx/7bXXjuDekxZUIYQQok8nD7cQHW8gMd003kkRIuyUHmohMd2Ez+vn2B4LPo+frJnRxCUZxztpYhL67/f/S83umhFdZ3phOhfcd8Gglvnyl7/M//3f/3H22Wfzq1/9it/+9rfcd999fPWrX+WRRx5hxYoV3H777SGXXbduHX/5y19YuXIlNpsNk8nEPffcw7p163j99deBQEDb7q677iIuLo59+/YBdATD3V1//fUYjUaKi4u57777OgLUu+++m8TERHw+H+eeey579+4lKyuLl156icOHD6MoCs3NzT3Wd88991BSUoLRaAz5/XBIC6oQQgjRh7pyByf2WcY7GUKEJb9XBcDt9GNtcmO3erGZPeOcKiHGj8Viobm5mbPPPhuAr3zlK2zcuJHm5masVisrVqwA6Oiu293KlSv54Q9/yAMPPEBzczM6Xd/tie+99x7f/va3Oz4nJCSEnO+ZZ55h7969nDx5knXr1lFWVgbAf/7zHxYvXsyiRYs4cOAABw8eJC4uDpPJxNe//nVefPFFIiMje6xvwYIFXH/99Tz99NP9pnGwpAVVCCGEEEIMilan4GsLToUIF4Nt6QxHt99+OxdffDFvvvkmK1eu5O233x7R9aekpLB48WK2bNmC3+9n3bp1bNu2jYSEBNauXYvT6USn07F161bef/99nn/+eR588EE++OCDoPW88cYbbNy4kddee427776bffv2jVigKi2oQgghhBBCCDEC4uLiSEhIYNOmTQD885//5OyzzyY+Pp6YmBi2bNkCwLPPPhty+ePHjzN//nx+9rOfsXTpUg4fPkxMTAxWqzXk/GvWrOEvf/lLx+feuvi2s9vt7Nq1i+nTp9PS0kJUVBRxcXHU1tby1ltvAYHnVC0WCxdddBH33nsve/bsCVqH3++nvLyc1atX88c//hGLxYLNZhvYDhoAaUEVQgghhBBCiCGw2+1kZ2d3fP7hD3/Ik08+yS233ILdbmfatGn84x//AOCxxx7jpptuQqPRcPbZZxMXF9djfffddx8ffvghGo2GefPmceGFF6LRaNBqtSxcuJC1a9eyaNGijvnvuOMOvv3tb1NQUIBWq+XXv/41V155ZY/1Xn/99UREROByuVi7di1LliwBYNGiRcyZM4ecnBxWrlwJgNVq5bLLLsPpdKKqKn/+85+D1uXz+bjhhhuwWCyoqsp3v/td4uPjh70v2ymqGn7dM4qKitTt27ePdzKEEEIItr9bC0DRmrRxTokQ4WPXh3UdXXyL1qThsHk5sLkRgIy8KLJmDP/dkEIMxKFDh8jPzx/vZAyIzWbreG/qPffcQ3V1Nffff/84p2r0hTpGiqLsUFU15LtypAVVCCGEEEIIIUbZG2+8wR/+8Ae8Xi9Tp07liSeeGO8khSUJUIUQQgghhBBilF1zzTVcc801452MsCeDJAkhhBBCCCGECAsSoAohhBBCCCGECAsSoAohhBBCCCGECAsSoAohhBBCCCGECAsSoAohhBBCCCHEEFRUVHDZZZcxc+ZMpk+fzve+9z3cbnfIeauqqvjiF7/Y7zovuugimpubh5Se3/zmN6xbty7k9KysLAoLC5k5cyZXXnklBw8e7Hd9TzzxBFVVVUNKy1BJgCqEEEIIIYQQg6SqKldeeSWXX345xcXFHD16FJvNxi9+8Yse83q9XjIzM3n++ef7Xe+bb75JfHz8iKf3Bz/4Abt376a4uJhrrrmGc845h/r6+j6XkQBVCCGEEEIIISaADz74AJPJxFe/+lUAtFot9957L48//jh2u50nnniCSy+9lHPOOYdzzz2X0tJSCgoKALDb7Vx99dXMnTuXK664guXLl7N9+3YAcnNzaWhooLS0lPz8fG666SbmzZvH+eefj8PhAOCRRx5h6dKlLFy4kC984QvY7fZBpf2aa67h/PPP51//+hcAd955J0uXLqWgoICbb74ZVVV5/vnn2b59O9dffz2FhYU4HI6Q8400eQ+qEEIIIYQQYsIrP2Kl1eoZ0XVGxejJmR0T8rsDBw6wZMmSoGmxsbFMmTKFY8eOAbBz50727t1LYmIipaWlHfP99a9/JSEhgYMHD7J//34KCwtDbqO4uJj169fzyCOPcPXVV/PCCy9www03cOWVV3LTTTcBcMcdd/DYY49x2223Deq3LV68mMOHDwPwne98h1/96lcA3Hjjjbz++ut88Ytf5MEHH2TdunUUFRX1Ot8ll1wyqO32R1pQhRBCCCGEEGIUrFmzhsTExB7TP/74Y6699loACgoKWLBgQcjl8/LyOoLXJUuWdAS5+/fv58wzz2T+/Pk888wzHDhwYNBp69r6+eGHH7J8+XLmz5/PBx980Ov6BjrfcEgLqhBCCCGEEGLC662lc7TMnTu3xzOlLS0tnDx5khkzZrBz506ioqKGtQ2j0djxt1ar7ejiu3btWl5++WUWLlzIE088wYYNGwa97l27dlFUVITT6eTWW29l+/bt5OTk8Jvf/Aan09lj/oHON1zSgiqEEEIIIYQQg3Tuuedit9t56qmnAPD5fPzoRz9i7dq1REZG9rnsypUr+c9//gPAwYMH2bdv36C2bbVaycjIwOPx8Mwzzww67S+88ALvvPMO1113XUeQmZycjM1mCwq6Y2JisFqtAH3ON5KkBVUIIYQQQgghBklRFF566SVuvfVW7rrrLvx+PxdddBG///3v+1321ltv5Stf+Qpz585lzpw5zJs3j7i4uAFv+6677mL58uWkpKSwfPnyjiCyL/feey9PP/00ra2tFBQU8MEHH5CSkgLATTfdREFBAenp6SxdurRjmbVr13LLLbcQERHB5s2be51vJCn9jbykKMrjwOeBOlVVC9qm/Qa4CWgfl/jnqqq+GWLZC4D7AS3wqKqq9wwkUUVFRWr7KFZCCCHEeNr+bi0ARWvSxjklQoSPXR/W4fMGypBFa9Jw2Lwc2NwIQEZeFFkzosczeWISOXToEPn5+eOdjEHz+Xx4PB5MJhPHjx/nvPPO48iRIxgMhvFO2ogLdYwURdmhqmpRqPkH0oL6BPAg8FS36feqqtrzLbCdG9UCfwHWABXANkVRXlVVtf83wgohhBBCCCHEKcput7N69Wo8Hg+qqvLXv/71lAxOh6LfAFVV1Y2KouQOYd3LgGOqqp4AUBTlWeAyQAJUIYQQQgghxKQVExOD9BgNbTiDJH1HUZS9iqI8rihKQojvs4DyLp8r2qYJIYQQQoSl+koHh7Y2UXXCNiovoD8VOe1eju40d3x22LzjmBohxEQ31AD1b8B0oBCoBv53uAlRFOVmRVG2K4qyvb6+vv8FhBBCiFHmdvrGOwlijJUdbKHV4qHqeCtup3+8kzMhVBTb8LhkX4nxI5VJ4Wsox2ZIAaqqqrWqqvpUVfUDjxDozttdJZDT5XN227Te1vmwqqpFqqoWtY8mJYQQQownKfNMblLo7V9skqFjsCSAiGh5QYQYWyaTicbGRrlew5CqqjQ2NmIymQa13JByEUVRMlRVrW77eAWwP8Rs24CZiqLkEQhMrwW+NJTtCSGEEEIIIUR32dnZVFRUID0ww5PJZCI7O3tQy/QboCqKsh5YBSQrilIB/BpYpShKIaACpcA32+bNJPA6mYtUVfUqivId4G0Cr5l5XFXVA4NKnRBCCCGEEEL0Qq/Xk5eXN97JECNoIKP4Xhdi8mO9zFsFXNTl85tAj/ejCiGEEEIIIYQQ3Q1nFF8hhBBCCCGEEGLESIAqhBBCCCGEECIsSIAqhBBCCCGEECIsSIAqhBBCCCGEECIsSIAqhBBCCCGEECIsSIAqhBBCCCGEECIsSIAqhBBCCCGEECIsSIAqhBBCCCGEECIsSIAqhBBCCCGGRFXHOwVCiFONBKhCCCGEEEIIIcKCBKhCCCGEEEIIIcKCBKhCCCGEEEIIIcKCBKhCCCGEEEIIIcKCBKhCCCFEL1QZAUYIIYQYUxKgCiGEEEIIIYQICxKgCiGEEEIIIYQICxKgCiGEEEIIIYQICxKgCiGEEN34fCqtLR6sTe6OafUVdnxe/zimSow1n1eeQQ7F0ert2DetFje25s7rREXF4x7YdeKweXHavaOSRiHExKUb7wQIIYQQ4ab8iJWGSkfQtLJDViyNbmYsjB+fRIlR19riCfrcVO0kKlY/TqkJX8U7zR1/+32d001RWrxuFZ/iC7FUTwc2N6JoYMm5aSOdRCHEBCYtqEIIIUQ3lgZXyOktjaGni1OD39etxVQZn3SEO59XJSpOj0bXuYPiU4zMWZpIZIwOrW7gO06VTglCiG4kQBVCCCGEEAOmKBAZo0PTJQ6NSdCj02sGFZwKIUQoEqAKIYQQQoQij6AKIcSYkwBVCCGE6EaVwEQIIYQYFxKgCiGEEEIIIYQICxKgCiGEEEKI4VHk2VMhxMiQAFUIIYQQQgghRFiQAFUIIYQQQgghRFiQAFUIIYQQQgghRFiQAFUIIYQQQgghRFiQAFUIIYQQQgyeDIwkhBgFEqAKIYQQQohhkVhVCDFSJEAVQgghhBBCCBEWJEAVQgghhAhBVdXxToIQQkw6EqAKIYQQ3UlgIsSQyeUjhBgOCVCFEEIIIcSIUORhVCHEMEmAKoQQQgghhkXiUiHESJEAVQghhBBCCCFEWJAAVQghhBBCCCFEWJAAVQghhBBCCCFEWJAAVQghhBBCDJo8dyqEGA0SoIoJx+9XJ+W76fz+yfebT0Xhdv4ONi3hlPaRMpjf5PePzXbE2OjvmMghCy3kfhlktBoO9zSfT8XnU8MiLaNJ8h4x0ejGOwFCDIbX42f3R/VotQqFq1ImzXD2x/Y001znYuHZKegNUq80UTlsXg5sbgSgaE3aOKcm4NCWJuxWLzGJBmYvSehz3vbrLzU7gilzYscohaNvz8YGUrIiyJoR3THN6wku0CkaUP2ACi6HD2OEdkDr3vlhHX6vyrwVSRza2kjWjBjSpkSOZPLFELVfj1PzY0jJDn1M6iscTM0/dc71keCwefF5VVQVPK6h1diUH7VSW2bv+Ozz+tHqxvbeVl/poOxgS8fnKXNiSM0Z3Wvz0NYmfD4/BSuSR3U7Xfn9Krs/qicjN5KMvOj+FxAiDEhJV0woXo8fVPB51WG1ZEw0zXUuALzuSfSjT0Ful2+8k9CD3eoFwNrk7nden1cFFerKHaOdrDHldfupLmkNmqbVBVd+zT0tCZTO+QfK7w0Eui2NLvw+qD5hG15ixYhpvx7NbflrV8lZEWOdnAmjfb/FJOgxmIZWjOwanEJb3jLG3I7g/Lh7HjAaWi0enLaxvQ/4fSp+r0rlsdH/fUKMFAlQhRBCiG66B6gGk5aZhfHDXq/0tJsYkjJM452EsGcwaYmM0Y/IuuS6EEJ0JQGqEEII0Y0UmIUQQojxIQGqEEIIMcok4J0Y5DgJIcT4kwBVCCGEGCOTZFw3IYQQYsgkQBVCCCG6kZY0Ifonry8RQowGCVDFxCU3RiGEECIsSO8AIcRIkQBVCCGEEEIIIURY6DdAVRTlcUVR6hRF2d9l2p8URTmsKMpeRVFeUhQlvpdlSxVF2acoym5FUbaPYLqFEEKI0dOth4a0DgkhhBBjYyAtqE8AF3Sb9i5QoKrqAuAo8P/6WH61qqqFqqoWDS2JQgghhBBCCCEmg34DVFVVNwJN3aa9o6qqt+3jZ0D2KKRNCCGEGBfyiLsQQggxPkbiGdSvAW/18p0KvKMoyg5FUW7uayWKotysKMp2RVG219fXj0CyhBBCCCHEWOjaDV4qeIQQwzGsAFVRlF8AXuCZXmY5Q1XVxcCFwLcVRTmrt3WpqvqwqqpFqqoWpaSkDCdZQgghRFiRAruYNOR5bSHEMA05QFUUZS3weeB6tZcXYamqWtn2fx3wErBsqNsTojsp8AkhRotkL0KMHXmfqhCiqyEFqIqiXAD8FLhUVVV7L/NEKYoS0/43cD6wP9S8QgghhBBCCCHEQF4zsx7YDMxWFKVCUZSvAw8CMcC7ba+Qeaht3kxFUd5sWzQN+FhRlD3AVuANVVX/Oyq/QgghhBBCCCHEhKfrbwZVVa8LMfmxXuatAi5q+/sEsHBYqRNCCCHGw2h1OZQXqopThJzKQojRMhKj+AohhBBCCCGEEMMmAaoQQgjRjYzZIoQQQowPCVCFEEIIIZDRZIUQIhxIgCqEEEIIIYQQIixIgCqEEEJ0Iw1pQowdud6EEF31O4qvGBl7N9XjdvpJyY5gan7seCcnLNia3dRXOsibFzeg+csOtVBf4ej4bK510ljtZMqcGCJj9KOVzHHntHs7/j6wuZHZRQmcPGzF6/GTOy+WuCTjgNbjcfnYs7GBjLwosmZEj1ZyRRcn9luIitWTNiUSAIe181j6vH60uvGtI/T5gkuFHrcfvSF0mhqrHdSUhnzt9YTm8/o7/vb7VTSatqFJR6DA3LW7aOUxGwBet7+32ScVh81L2aEWFI1C3rxYDCbtmKfBZvYA0NLo7nM+q9lNTIKBmtJWtHoNKVkRY5G8sGM1uzmy3Rw0TQnDoXxLDlhorHISk2hg9pKEXucz1zuDPntcfnZ9WMei1amjki6/vzM/2P5uLfNOTyIiqmcx/OguMy0NbjQ6hahYPdMKYtEbh3591Fd05ttBedwpqKXJTdUJG9FxelpbvOOWt4jhkxbUMeJ2BgolDVWOfuacPIp3NdNY5cTrGViBrWtw2v7Z1uyh1eIZjeSFDXuLN+hzdUkrDpsXj8tP3cmBBwxVJ1o7lhejz+9Xaap2Un7E2jGta8DicvjGI1lB3N3S4Gz19jInmOtcuBxt359C5ZuuxyFU8Dh9QRypORFDKtT5fdIs1BubxYOt2YO1yY3D1vt5N5raKyc0ur6PrdUcCGArim2UHWwZ9XSFq8rjth7TpsyJISpOT3yKkeh4w4DXZYwMBA1JmaYRS1+7xqpA4GltcveohOtK0xZcxyR2ptvnVYMCyZHkdgbnt/aW0GWXlobA+eb3qoHro3V49wqruXM7HtepXUHWVOvEZvZQU2pv23fjk7eI4ZMAdYwpp3DNlRh7UvwVIyE5e2AtQoYILQlpRkyRk6BGWoGMvCgS0kxMmSO9Xk5lun4CVBEQqsLFYNKSvyyRGYXxGCMGni8YI7VExuqITRx4UDsa4pL7bmUVQowPCVCFEEKI7qT2RwghhBgXEqAKMdFIZb8QY0OuNSGGRkY9EkIMgwSoYsKS+x/SyiOEECKsDGbcpHAcZEkIMf4kQBVCiHEgFSxCCNFG8kMhRBcSoAoxSUhFtRBCCCGECHcSoAoxwUicKYQQQgghTlUSoAohhBBCCCGECAsSoAohhBBCCCGECAsSoIoJS5VRFYQQQogJS8ZGEEKEIgGqEBOMDMt/ipD6lbAnl5oQY0OVYc2FEF1IgCqEEEIIIYQQIixIgCqEEEJ0Ia05QlrPhRBi/EiAKiYuKUMi5WghhBBCCHEqkQBViIlGavaFEEIIIcQpSgJUIYQYB9KNVAgxkY3IgH1S4SpGkJxOpw4JUIUQQgghQB4dEUKIMCABqpiwpAFKCCGECD9yfxZCDIcEqEJMMDK6pBBCiHA1lK6/EtAKIbqSAFUIIYQIQSqDhBBCiLEnAaoQE5gMtCPEyJPLSgghhBg/EqCOAbfT1/G336tycEtjj8BCVVX2f9rA4W1NmOucA163pdFFdYkNny88SlRej5/D25qoPWnvd16fN5Bml8PXz5xgNbt7TGvfhVazh+oSGw1VDuxWz+ASPEpUVaW+wj4iAWRdefC+NNe6Ov62mT09vu/OafdSftRKXblj2GkRA+d1+4M+e9x+qks7j1XFMVvQee33D/6csTS6MNd25hf1FXYaqgZ+nFsaXUGfbc09r5/GageVx23YuqTV2dr/NTuWWprcOGzeXr/va996PWqXvwPHrK4t//L38jNtzT3zo9DzjX9+ZGl00Vg9uGvfXOsMmeeOlFaLJ+g+52zt/dgNlMvh6/Xeaa5zYmkIPtetZnfH8XE7/bidPqxmN7Uh8tOq461B+2P3hjr2ftyAz9t5jTdWOziyw4zfP7g83+dTqS6xUVFsDbqWw4XL4aPymI3SQy3YWwZ+nDwuf4/rrfK4jcPbmig/aqWlIfj8qq8YmftT923aW3q/Bp320L/H4/KHnD5cjdXBx9fvh5rS1qAykCPEtTCYPD2Urudu13P2VNR9X7mdo/N7VVWl/KiV7e/WUnncBgTOp8pjNqpO2DruJWLoJEAdA91vOvYWb4/CVEOVE2erD1uzh7JD1gGv+/ieZiqPtfaZCY+lphontmYP5UcG/hua6139zlNd2tpjWnv3u6YaJ5XHWik90MLBz5oGvN3RVHfSTtkh64jcdPsr5J483Pe+bqh0UFvWf4WBGFmWxuACWHO9C7+3s/BkM3s6bmwQKKiUHbL2KMT0pXhnM8f3WoBAQbfskJXSAy0DXr6hKrCt2AQDEAj0uivZ30L1iVa8HhW304/fN/CKpbFydIeZA5sbe/2+uiSwb5tqeu7brr+jtcWLx+WjojhwXGyW4GvPEKEFoLlhYMHbQCrqRlvxzmZK9g/8nAA4vtfCke3mUUpR4Hi0NLg73gnhGIEKjwOfNXJ8jyXkd8f3WCje1RychtJW7NbO+3BTjZMj280dgZPOoCEiWtfxfdf94fWouB2+oGu1ZH8L1ib3oAN7W7ObymOt1JTaKesnLx8PTTVOqktaaQhxL9MbQxch24N0p73zuHrcfqpPtGJr9nTcj/x+tSPobah0jEhFe/d8qc/zWFE6gtHI2M5j3b0yY6RUnwiUY6Li9AA4rB4qim1B5aVQ+7lpEPeEUNQusVI45dsjzePyBf1WAPco/V6HzdtxHrcf18aqwLVSdbyVlsbRq+CbLCRAHUPTF8R1/N29It/XtbZlEC0o7TX84dIlTR1E7XFccqBQPKDnvLqstr2QqNWG7wNi7a0yI1mLtvjc1CEt1/3cMEVpRyA1ol9tO779fG3/nDsvNuTsvrZzxjfUc2YImYCiBK7DxHQTUXH6fq/F6Hg9CWmmoaVvHLW3Zvu8PfdR99/c126MiNINaD91FRWnp2hNGkVr0ohNMnQUTie7iGgdReeloTNoRuTlhf4Qx7ZPauDYLDonkK92P+56o5Z5K5L63maIgKp7AXkg6QCIjNGFz408SM80xSYbKFqThsEU+l4Sn2zsuWiI35Y1PRrNCN/H2zeTkGbsd16N0hkszl2exMKzU0Y0Ld0pGkjPjWTa/Lig6V172QFodEpHnpExLWpEtt1e3pp0xrCY2LX1Xh6/Gj4JUMWEJde/EEIIIYQQpxYJUIUQQkwKUqklRLiRi1II0ZMEqGLCmRCvfpgIaRTjor/zV4KoU5t0/RITndzehBCjTQJUIYQQp7SwqdQKl3QIIYQQYUwCVCFGUTg2loRjmoQQYqIJm4qPcVZRaaf4+NBGIJb7kRAiFAlQw8Rwb3STsduYKs+uiFOJFHZH3wDyyUmYlQoxKEqXAstHm2q58PIPueyqj7j/lyfw9HwjnOiF5DVC9E4CVDHhSK21EGIsSF4jRO/cbh+/umsv6aZocltSeOS1Qzw2z07L8fFOmRBiopMAVYhRIAVbMVRSqz7yFLkghRhxb71TTX2DixV75vKtsxaAFrbpyvjkFvC5B7YOye+EEKFIgCqEEEIqVcQpYTI+7jJeXn+9knhPJMuLkvn8oxGcdUYKxdmVmA+qFP9jvFMnhJjIJEAVE89EKkiPYFlJAgghhBDjTgGXy8e2HY3kNqdy2p8VFA2sOTeDhhYnkde0UP4mWIrHO6FCiIlKAlQxcUlFuQhjg23ICYcKCGl8EhPdmJ7D4XDRjpMdu5pw+/wU5qSQVBiYdubKVACsC81o9LDvTwNYkeQ5QogQJEAVYpKRIGRsTeIybNiRc1+IkfHui/Vo/Arn35jUMS05yUhOdiRHyyxkXwglz0Fr1TgmUggxYUmAKsQoCNugJFzTdQobfFAkUZQQInwpCnzyaQPZjkTmXq8L+m7RwgT2H7SQfaGK6oOjj41TIoUQE5oEqGLCUSTKEkIMhmQZQowYh8NHZWsL86YkYogN/m7RwkTMZjd2g4v0VXDkEfD7xiWZQogJTAJUMWFJdz1xKpFXoQgxfHJfGH37PmxFVaBoVXyP7xYtTADgRImNWV+F1nKo/qD3dcmoy0KIUCRAFUKIMSSBqBCnhsl6KR/YYgXgjKvienw3fVoMUVFaTpTayL4A9DFw4t9jnUIhxEQnAaoQoyjcaocna4FKCJDWNSFGwvFSG7EYyZll6vGdVqswd04cJ0ps6CJgymVQ+iL43KHXJdekECIUCVDFhCNB1jBJiUCIgZG8ZuKR/G1U+VxQ7bAyPSW+13nmzY2nqtqB1eZh2rXgNkPV+2OXRiHExDegAFVRlMcVRalTFGV/l2mJiqK8qyhKcdv/Cb0s+5W2eYoVRfnKSCVcCCFORVK+HnkDrtSSnT9xSWXCqOh+SdTu89Gid1KwoGf33nYFc+NQVTh42ELWGjAkBF45I4QQAzXQFtQngAu6TbsdeF9V1ZnA+22fgyiKkgj8GlgOLAN+3VsgO+lJs+ApRo6nmHjCrUu6EIMlp/DoOrHdAUDhqphe55k9OzC07/4DFrQGmHo5lL/Ry2i+cryEECEMKEBVVXUj0NRt8mXAk21/PwlcHmLRzwHvqqrapKqqGXiXnoHuhKeqKlazm8ZqB43VjqDvPC4fDnvPXLmp2onfr2Kucwb+1To7vvN6VPz+/nNtj2t8xm5XVZX6SgdWc8+HSrqmu6/fYDW7sTQElne7/L3O5/OpWBpdtDT23JbHHXq5gey70dDa4kFVVTxuP/WVgfPAZvHQVOPEbvV0pK2lyY3T7u1/fRYPLU29PLjTTWO1o9f90WrxBH32+1RszQNb70Ti8/qxWz14XD4sjS4sjS4crf3v59Hmdgau0/bj07Uuyu3ovIbbv1d7vxx61VTjDLpG2s+3/ji7bH8i1qk4bF4sja6Ozz5f8LXvcvhw2LzYbYHzoLUlcD2qqorb6aOx2kFTTWfe29rixeXoO19VVRVniDw9FE8fedtYa7/mvR4/deX2AZ8jo6H9eACgqjhtA7tOVTVwP6gtaw15/wFQ+8j/LY2ujvuD2+XD5+s8Pg1Vjt4W65Xf13Nb/Z0/Xfm8fmzNncfBrwbS6Bjg/ujO7fThdvpG9diePBHYT/nzew9QY6L0pKeZ2L/fDMCUS8BtAfPBUUtWh1DHf7D70+cNrMPl8A3oXj0QTru3R97efm+2W70d56XH7R+xWpb28kZX4ZQnjZT2fMESopxYX27vuO79fhW71YOl0dXx/1DL0e3nSNc0WM1druVR2s3N9S7MtU6sZjcuR6Cs01vZb6LT9T9Lr9JUVa1u+7sGSAsxTxZQ3uVzRdu0HhRFuRm4GWDKlCnDSNbYszV7OLLd3PHZYfOSPTOQeZcdstJc70LRgM7QWR9Qe9KORqdQfaI15DrrKxykTYnsc7ulB1s6P4xhTNZc56KsbdsLzkzGYNJ2fOd1dybk2O5mZi3u2WDeWO2gZH9n2q19BGF1J1upPBa8j9oLN35v6B9dU9pK5rToAfySkWNpcFG8q5mpc2Ox1Ls6Ag+b2YPNbAGgcFUKlgYXJftb0OoUFq1O7XV9LoePQ1uD64T6Gv21ZH8L8alGZiyMD5pua3YHFYBUP3j9Koe3mZl3ehIRUcPJAsLLgc+aggI+AI1OYXEf+3lMqIHAqT0Q6poPuJ1+/H4VjUahoa1SY6BBdddg7MQ+S9B3Bz9rYvG5qWg0vZ8zbqcPv1ftcaPtqvuNT6tVOgqArRYPxghtqMXGhN+vcnBLY1Chr+q4jZxZgbzX4/Kx7+OGoGWa61w017mIqzZ0VJB11VDp6DgOADHx+h7z+LwqbocPn9ePVtd3Ha/L6UNvCI+hHg5vMzNvRRKHtzV1HPPCVSno9L2nz+P2j3j63U4fbocPgymwXq9XxdbswedT0Wr7riWxNXso3tnc8bloTWexQ6tV8HlVGqqcZORFdUzvWmFZvLOZqfkxpGRH4rQF8or2bNXVpdJB0XRON5g0uJ2hC4B2a+Ba7VrIrSi29nvvbld6sAVzrattO1rsVi/FO5vRaGHR6tRBj/i9d1Pn+d7fsR0KVYU6swNNgkJOVlSv82n1CrlTo9izz4KqqmStUfCZPDRshaT5nfPpDRqi4jqvMZfdS2RMz2tuMNqv666//cDmxn7zQwBN2yLtAf7+TxtQ/cHn2VDt/6QRgJYmN2lTo9q205nXN9U4Sc6MwGHzBrU0t5dznHYvpsjB3a8bqxyUHQqMuNweMNWUtpKaM7Dzc6KoKe1ZTmzn9agU72wmZ3YMVrOb5jpX0PemaC0FK5IHvc36iuAKrdoye1BjwEAr3QajtcXDsd3NPaYnpBmZviB+xLc33kYk91ID/cKGFSKpqvqwqqpFqqoWpaSkjESyxkz3Al7XGiufTyUiWkfB6cnEJBjIX5bY8V17y0pXs4sCAZ3f13+NSPfWgrHi7fJ7vZ7gdOqNnadUqFZPAHtL8IWr1fV+0+i6b3V6hbmnJRId1/cNrGumP1baW1TsLR7cvdTI+X2dwUBfQQH0bAWOTTIAMP+MZKYvjGPBmcnMWZrA9C7PAYWqzW+/KRkjA4FE2tRIsmcGgvfeAvyJyt2tNTAp0xQ2v1H1q2h1GoyRWmISDMxbkURiRmAEzPbK8ojoQOEjKnZgBbS+WooG8n37OZaU0XMkzu7rSJsSyeyiBHLnxhIdbxhQ+kabqgYqXFKyIzqmObsE993zx5xZ0SSmB35r9+A0a0bPwnZyVgTpuT2nt++vgdSQ63RKWFUCdc2D2j/3N/+Ip6H9nGorpHcEcwNoNeqrd0znedy9ZSN4vu55b/egJa8gloLTkzumz1maGPR9XLKBeacnAXQE713Phf4qLbpqD04Bpi2IY87SBJKzIkJ3hR2k0Th2jlpo1HrJSI3tszIhLslI7tRoLC0eKirt6KMhbSXUb+08HvNWJBEdbyAx3cSUOYFKpaH0HumuPabPmhEdVB4ZSKOkVqcBBbRtwe1IpKc7U6QOvUHToxKj/Xhp9QqmqM6Kv/YAfijHs+u5npIVgSlai6aP8tZE1bXlsquuZUu/T6Wl0dVjnvaKqsHStJ3/7cexvTJ31pJAGX409nNv58B4xQKjbTgBaq2iKBkAbf/XhZinEsjp8jm7bdqkotUpHS0NUf0EV/19350yHpXz4/SQj86g6b129dTLc4MY2s4fY4SWhFQTBpOW6HgDCWm9BxdBy7e1cmu0CqYwKjCPpq4t++Mh1GXSng9EROuIjA6P46Dpp9UKwBStIybBMKjC91gxmLQd10df4lNNQQW/rkK1TJgitSFbsAbbKqXVd1vHGGefiqaz8iOc6Nr2i8E4MufUSL1fODbJGNQzoPtqtToNEVG6kAXQri2vg2EwadBoFKLjDRgjwu8aa+et0tMQaWPmzN6797ab1taKvXd/MwCZa8BeDa1tJcCu5+Ro9MRQFIhJGHxl2ki3OnfXXmZrrzQOmYYuvRZGqoynKKHzuVNCt2uu/doc7TKA3qghOiG4TNreM0QM33D25KtA+6i8XwFeCTHP28D5iqIktA2OdH7btFPbqVmZET5O8WBUCHFqGu+sSwbBGjjzQTj5OjhCVb1PUtUHPLTqXcxb3H+AmpEegcmoYc++wONPWecFptdvHc0UCiFOFQN9zcx6YDMwW1GUCkVRvg7cA6xRFKUYOK/tM4qiFCmK8iiAqqpNwF3AtrZ/d7ZNE6cIKe8IIU4Vqgpuay+jjU5gMkj8wPld8OGX4MV58O4l8NxMOPnGeKcqPJQdDTx3N2Nm/2M8aLUapk+PYe++ZgCisiAmDxq2jWYKT11S1hKTzYDa+1VVva6Xr84NMe924BtdPj8OPD6k1E1QkpGMrn67csn+F0IMUvVGOP5PsNeCPgbm3eLiYNJJ5uXHccGajBHrQhpO5F4VTFXh42/Ctpda+OCsXWgiVS7xzuPw3wF/YDTayUpVobrKAcmQlzuwQQjnzIzh+XeqcLWNy5C8BEpfAs/gB0wWYtKbbPm1dJYWgzbsi+TUK+dJC4UYusl21xlHvV2ne/8H9q0DXQzM+hpoc93c9fx2Hn/yOD+6fSdPPlMytgkV46L0Bdj3nJMXFmzGaXSj6v38w74NQ5GDI4+D5dh4p3D8OBvA7HOg02jIyhzYKLAF8+LxePzs3B3o5ptYCKoPmveNYkK7kC7tk8OAi19SUJtQJEAdR6di3jmk39THMqfiPhJChI+Kt2H/fZC1Bpb9CaZeprInuwS3wcMNh89k2ZxUHnzoCOZe3rspJpbe7imOBjjxLBSfXoLT7+WJv6/gyUdWoNUoHEgpxxALhx8anZFdJ4KW49Cid5CdFtnv64DazS+IR6/X8PGngQd5E/JBa4DG3aOYUCHEKUECVCFGwEADaQm4RVibZOen5Vgg6Mg4G/K/DRot7NzdxKEjLdz8tZnMyIxj6d452O0+3nqnaryTK0bRsafApfHwmbuMiz6XybS8aNLTIvjqjdM5cMSC6RIrlqOBCo3JyHocrAYn0wfw/Gm7CJOOosWJbPwkEKBq9JBQAI27RiuVQohThQSoo0DtUso75buYjMPPk14aQoy8U/EZy774vXDgftDHwcq/g0YDHq+PV96oICsjgksuyWLZn8B0IJYpSTG8+371eCdZjBJHLdR8BI2L6nA4/XzjqzM6vrvumlyiorTstdYSkwdHHpmcrajNx/y0GhzkTe/5buC+rDknneMnbBw+agEgaVHgVTO2k6ORylPPZMuXhWgnAaoQk8ApX1EixCCVvQy2Mph7KxjiAtM2fVxPQ4ObKy7LRquBqZdDfD5MbUxhx+4m3O6JPbyvZAOhlb0MaFSOuBpYsTyJmdM7X6MSadJy+vJk9uwzk3ihC1sZVPx33JI6bqpLXfgUmDbAAZLaff7CLCIjtbz8WgUQeA4VoPLdEU6gEP2Y6KH+ZCvHSYA6Fib6VdHNJLtGBmSiVHJOlHQKMZrcVih5HlKWQsqywDS7w8tb71aRPzuGuXPigcD1Mvc2iC+Jx+tVOXrMOn6JFqPCbQkES+ppVpqa3VxyUVaPec5cmYaqwlFfPaZU2P/ncUjoOHI2gdnhAiBv6uAC1OhoPZdenM37G2posXqIngLGhLEJUE+psspI/ZZTaZ+0kVbmU5MEqKNhHDKAUyojFkKIUVTyHPgcMOPLndPefq8au93H5ZfmBM0740bI1sYDsP+gZQxTOYKk/Nar0hfB54aaxCYMBoVzzk7vMU9ykpGCuXF8/Fk9U6/2U/V+oPV9srAeB6s+8G6Y3NzBdfEFuPG6PFQVnn2uFFBJWgRV703OrtLjSeI4MZFIgDrBjXeGM6ZdDiRzFYMw3teGCE+OOih/HTLOhZipgWk1tQ4+/KiWZUVJ5GQFF8D10bDw8ggifHr272se+wSLUXXsaTClqxyuMDN3ThwREaFfD3/6aSlYrV4sM8wousnVRbXlOLQanMRE64iLNQx6+bzcaL725Wns3tvMa29WkrBAxdUITWP0uhkxOamnYnPxJCIB6iiQ1sw2vQQIww4cJPAQQgzR8X8F8qDpX+qc9ugTx1EUQnbvBJh+rUJaazy7t07QFlQRkrMRqj8EzdJWmi1eFs5P6HXeuXPjiIrS8umuOqZ8HqreDwy0NRm0HAN7lJPMjIghr+Paq3JZuSKZ/75bzQ5LYMCx6g0jlEAhxClHAlQxeGMZgQ9hU5PtQXIRpuQ8DCuKAtYSqPoQcj4PEcmB6ScrWnnn/RpWn51GYoIx5LIZqyCTOEprrbhcE3ugpK4me15ZswlQoTrajFYLBfPiep1Xr9VQtCiRbTsaybzOg8cCtR+PXVrHk/UEWHXDC1A1isJ1V+eyfGki//2okpOzqqjZMHJpDGlyn96TniKtGROaBKhCCCEGbgLf8488qqDVw9QrAp9VVeWlV8uJi9XxuXMzel1Oo4OFRXH4USk+Yhuj1IrRVv0hJBWpHCwxM3NGDFGR+j7nX7Y0GY9H5YC2GkN82+i/pzhnI1ibPDj8XtLThh6gQiBI/dK1eUzNieTtuAOUbvLIc6j9kEdVBmCA+0j25cQiAep4kto9IUbdZG8lEgGt1YGAIuNcMMYHph04bOHIUStfuWFar88etjv9ykDr2p4PJECd2AL5ga080KIec5md2joXCwp6797bLndKFBkZJl57q4L0MwMtsO5TfGBn80Gw6QMj+GakDy9AhUBL9LVXT6XF62KH9iTm/cNe5aQg9zEx2WIGCVBHwWTKR3r+1s4JA62tGuz+kkowIUbeqV67fOhBUL2Q29Z66vervPxqBSnJBi77fE7fCwMLLo1A59dwbI99lFMqxkL1BlA0UJ3VAED+7Nh+l1EUhbPOSGX7ziZMi134XIEBt05lzfvBpncCkJFuGpF1Ts2JZtHcRHYnl1HxwSQqMIkxJYMkTWwSoI42uT5EV5Op9kKIMOGxw5FHIPsiiGx7i8jmLQ1UVTu47JJs9Lr+o3O9SSHVFEVFpV0u4wlO9UPNR5BUCNsPNZCQoCc1ZWDB18oVKQAUW5uISIWS/4xiQsOA+SC4EpxoNJCcPDIBKsANN+ZiMdrZ9HbjiK1TCHHqkAB1DMhLhIUQ3YVjtnCqBl6V74DHCrNvCny2tXp4+fVypk+LYtGCxNALhThAuVOiaVJbsZaOXlrF6Kv9NPC6odSzVLZsa2DOrLgB36cz0yPJnxPLjt1NZH0OKt4Cd8soJ3gcNR8ER6yLxEQDet3IFRlXnZWGXtGwrbhWnkMVwxKO91IxfBKgjoZTtZQnhBATjN8PFW9C6umQMDcw7ZXXK3A4fFz7xdxBVSDmF0VjNTip3TqxStRSSRrs+DOgNYJnSisWi4c5s/rv3tvVRednUlraimGZI9DN981RSug4czVBawXYtM4BtzAPVESElvysBEp0jTQfGdFVCxGa5IMTigSoI6D7w+sjFZ8O5qH4vuZVVXVEH7DvbVV+v9rju577puc8oebrS3+FrfY1BdIztpUFqkqv3boHlZSxfJNPPwnz+1X8/s55Rup8Gsh6BrKdkMd5AtYRdT4vM/qJ722/dp3e27Uazjr2YJeEN+4Aew3k3xr4fLzEyiebGzjn7DSyMiMHtf6Z86JQFSjZ5hx6GtW+939v+VbX62Ug103HvH3E0v0d34FsZ7D57EieU1233Z5H9bd+nzvQLTf1NCguCzR9zh5kgHrB+ZkA7G+uJzJbpfSFrtcNQfnlQAx3n7Qfh5HWuCuQL5mdww9QQ50jp52RRH1EC8c/dA9r3V230XUzI3X/H8p5Pvht9PKF0vl9X9sf6PEf6Z8wcQZvGtl0jsfv7nWTE+UQDFLfwxaKfnk9fo7vCX55u8flp7qklYy8qJDLGCK0uB0+mmp6L+RUHmul8lgr81YkEREd+jDZzB402sDfx/dYWHiWHr0xMOHYnmbcTh9J6SbKjwZGnUzOjiA3f3A34lDqKx0dfx/ZbiYyVoe9pecby1U/7HivDoCiNWm4HD72fdzQYz6n3cuO9+pIyY5gah/pM5oCv01n7FmvEhGlw2ELpKGlwc32d2s7vouM1TF3edIAf13vKo/ZqC5ppWhNWq/zNHTZN911/+1NNU4SQww6UV1io/JYa9A0r6v/FpuWxp43eYfVA4DeoOn4vz2+b6hy4Gj1UnqghawZ0T3OV0uji+KdzR2fp86NJTbR0PE7pi+MIyF1aIUWr8fP3k31oCgsPDMZbYiuYy6Hj32fNJA1vWfa2p3Yb6GpeujBwmhqaeo8Hs5WL60WD9EJoV9j4Xb6cNoC79dsP/YZedF9rt/n7fuu5HH7Q+7X0kMtNFQ4SM8NBGftN73286e+wo4pSseR7ebOhbrcGf1t222sdoQ8f8dKc13guCsKmCIDeWpLg7vjOm138g0wJsHUy6CpQeXZ58pISNBz0QVZHfOEqvTSaHtOmzolcB7WVrqpO+Yia27vo5qqqorb6Q8KEFXAYQvkd93zEafdy/5POp/HyyuIpaHKic/jJ68gjgObA98VrEzi8DYzkTE6Zi3uOfJs5XEb1ScCvz9ndkzHPhooq7nzvN3/SSMZeVFkzQh9Lrbn75ExOuaeNrA8tmS/pS1NgUT52/ZPb+drV41Vwdf6zvfrMEVpScmKoL4ikPdWHW8lbWoU2rbjV34keJjdmk3gbFLJOhs+3NbCrBkxxMZ0Xpc99lW3CQaThqzMSPJyo9j0QQ1fXJnM3jfg7G+AMU7B6/az8/3O+95AdD3X2veH2+nHGKHtd9lWi4fD25t6VEQ01ThJzw2dbw5UzVYfZmMzbq+f1BQTxsj+09NBhdqTrWTNiMZu9VCyv2c/6DPXJPPws0fZtrGZ81YYcLR6iYrr+1U/fdn3cQNuZ9uOUBQMps70NtU4ScnqvF69Hj9eT4hKdb9KU42TzC73nMPbzLRaPEMuSzhaO8tHhrYyWvfzrKLYStqU3ivMjmw3ozNoWHhWco/8quSAhcYqJ7FJhqA8wdbs6fhbo1NGvCeFo9XLgU8byZoR1e/9ajSZa11Bn9vvUZouv7d7maqrliY3sYmGAW2r9FALrc0eHDYvOn3n+mvLAoPnte/j+goHWdPHZp+0NLqpOmEjc9r4HYPRIC2ow9ReSNTqFLJmdGZolcd6fxXB9PnBLwOfXZRAUqaJKXNi0GiCMxB3Hy+FVzQQHW8gpu3C8rg771DNdS7sLV4sXYKWhoreg6fB6H7TDBWchuJ29vwtEdG6jhtrqIBdVVW0OoXpC+PIKwjst66ZeES0jryCWKYvjCNtaujMfaDp60/XQu9AxCUbSM6K6DUocTlCp6trRhoZE6ic8Hp7D1DzlyWi0SnoQwTu7XfBnFkx5BXEtqUncL6ogMvua0tLz2MTFGwrgSCr6zF0tvZ+bvbH6/Hj9wVuJL0FWl63H9RAIN0bZ2vofdhbpc5Y0hk6j0f7b9T1UgDveu0C1JX3f62215hrdAppUyKZXZRA1oxoTNHaoG12Z2sO5Antx6/7eeNs9WG3Bu/XroXG9jzJ0jAyrR5D1V4QTUgzBVVsNVZ37jtbJTTuhOwLAu8yfXtjLSdrHFx1xRRMxs58LCJaR2Rs5zmTNiWSxDRjj21OzYnCqwGbzknlB31XGrUXfLsGHwkpxi7fBx8fT7dKKGerD2uTG7s1+LpzOXx43f6QFVIAji7HzmUP/J2S3Vkwj0vuuyDWPS+oPdl/vufo5ToMxe9Tg9LRfp30V+ECdLQmpedGkpBmJDpBj9Puw2kPTrPP07kv239PxrTA/fnkK2BMUYmd5+NoiY0Vy5M75k3NiUCnD74e9F2uY51B0xH0LSlMpLLSgWaeA78X6rfA7MUJQeWA/hja7qW5czvP3/b7q6ePe39XbqcP1R9Iu9Il6V7P8Luh1+/0405x4tXAvKJEcmYOvACsN2rQGbRtaexMy+yiBApWBoK8+QXx6BUNB0rNI9Ky13U7Wq1C9qwYcmYF0tx9f7bvH4Mp+Hhr9Rr0Bk1Qntx+n3HZh3bPa7+2o+L0HeWU+FQT2TOjSco0daS3P163P+R+as/Lu98P26+tqfkxAw7ABqM9X2qqcfUz59hIz40kd17ntZQ1I5rpC+I6KlZMUaErWEKVf3rTUOEIBKcGDTqjhuj4zv2qaALXr1anBOUbI80UrSU6PrhcOZzyWLiSAHWETJkTQ0ZeNJnT+785da+FjEkwkDcvjtScQMbVPcPsjaIEClap2cN/N9lgRcfrmbkovtfv557Wy8AjXb4vWpM2oBpigIRUU0fBoWslYOqUSJIyIjBF6sgexM1ztGXkRTFzUQK5c2PJmxfX/wIhJGWaSG0LxvvaT1FxehJSjX22kigahaSMCBRFQatVgoKngdCMY04xlIJLf4XwsRAq3RExPQPn4RbMps6JIWd2DDEJBjLyosieETOo5XsLmoPm0YfvrUJv1GCM0DJzcXyP7yreDASm2RdAbb2Tvzx8lGWrU1k4P7jlUVEgObMzH82ZHROyNS8uTk9MjA5HlJPqDQNLnzGicz3jUXGi1SkdPWsgUAAfiJhBFGgVzeBaZhLSjB37t2srxEAYIrRkz4xh+oJ4YroUDnV6halzQ/fAiY7Xk5EXhccOVR9A3lVQUt6Kw69yWpcAdcqc0Mu374upc2I6roUVK1NQFDja3IQpGeo3K0TF6QfVkqTTK8QmG4hJ6PwdQy3YpmRHhmxRH47G3eBNd+HRwvwliUHnUX96O39iEgyYIgPXgUGvYW52Iid1TdhOjkSKg2m1CmlT+y6Tdb+3RsXqRu1RxeyZ0R3nj76tsiNvXhzJ2RHDej6yr0X1Rg0p2ZGT4jn0jLwokjMjOip+TFE6EtJMJLdVAnS9j/WWVwyUokB0nCG4ArKtR1nX63k05M2N66h0jIjWDa5nwwQSvqWOCWoS5AGdJtNvDQM+n8rBQxasVk//M4tJYzIUPIbC54bqDyF1BRjjYN29B/H7VX7xs4Ih7zNFUcjJjsSV4KJ2I/gnSKW1nCIBdZvB74Zp18Lhoxa0WihaPLTHPxISDEyfFs2OXU2krlBp2DE+o/mO1qNw7hZoOQ6OGCd6nUJG+uhUhC9enkCjyUbd3glyMYnwN2Geix2iSZKfS4AqxoUUqgenpdnDJZ/fyBev38Saiz9gy7aez/KKSeYUvwcPV91n4LFB1vlw+GgL731Yyze/PpPsrMENjNTdlJwobBonriZo2D5CiR0vk+wcqtkAUTmQvAyOHGkhf04cUZFDb9UuWpxITa0T5jpQPVD++sildbw17g78b9U4ycyIGFAX1KFYuDwWVYETe4b3CNLEGaxHjJpTvFw52c5xCVDHwSl+DY26yRbcWo7C3Tcd52S1jXPKC9A2GPjxd/bQ2iw1zkL0pupdiEyDhAKVl149SWaGia/eOG3Y683JjsLicOPXqFRMsNeLTLLyTRB7NTTuhamXQovVzckKO4sW9v0oSn8KFySi0cARcxPGJCh5boQSGwYadwT+b3a5yMkZXqVOX+blBx6BOVlqn9TnpxAimASoY2CSxVNiBNVvhfd+badYV8/VZ87gd5tyuWnlfBo9Dn51YQm+8BibQPRDCl5jy14DjXsg4zzYsbuJ8goH3/7mLAyG3p/VGWg+PSUnEr8fdIXOMXv/pZw/w3fiWUCFKZfC5i31qCosXTy8ADU2Rs/smTHs2N1I6kqVirfAbe1/uYmgYSdEZKrUNznJHuTrmDoM4MTNzIgg2qCj0d+K9djQNiOEOPVIgCpEmHLUwsffhBPJ1USYtHzv7jzi58DaR5JZkpvCRlsJm24d/kiNp6pxrxg6VYOKCfC7Kt8LHP+0VT5efaOCnOwILmx7d+VwtXcRVubbadgeuE4nlAlw/EbDsSchbhZE58InnzYQFaVl1szhv3ZtyaIkGhrceGfb8bmYcK3qvWncCdp5TrxelZzswQeoA81/FUVh5vRYLAYHdVsGvRkhxClKAtQRF5wrS833wI17QBFG/F7Y+mNwOr1Umpo5c2UKcbGdI8N9+dtTaNW7eO/5BspeGceEinEn100wvw+q3oekJbD1UD2NTW4uvyQHjXZkbndT2grr7qzAM3MV/x2R1U7se0WYJ95SDE37IOOcwOuZPtlSz9zZcSPyXOWCBfFotXCkuZGI9FOjm6+nFSyHwTU18Iqh4T633Z+5C2JpMdqp/lQqXLubbI80jZkwz7P6MllOCQlQJ7AJfH0NeBQyew2UvQobrocProFjT0+ckTOHo+Q5MO8H7c0NuD1+zlqZGvT92WelERer58T0Sj6+aeijR06Ih+4nQhrHwYQ4duOgYTu4GiHxLA9vvlNF/uxY8mcP7VVPoSQlGTEYNJj9DiIzGLNuvqNhspxDFW+CxgAZZ8KJEhuNjW7m5o/MOREdqSd/dhw7djcx5QqV8jfB2/OV3hNK405Q/WBLtAOB565H05xZsfgUleId4/Mcqsvl49EnjvHBRzVjv3ExYiZL4NbVqfybJUCd4Cb8ydlL+n1u2PU7eOdiOPw3qN4QeEXARzfCB1epIZ+9HKuaxtEu1NlOQsl/IPtC2GWuISFBT/7s4K5oBr2Gs89MpSS6DkejypG/j2qSRtwkKReLcVD5LhhiYYe5GqfTx5WX5Yzo+hVFISXFSHW1g+yLoeKtiR+QnMpUb+CcmHIJ6GNg284mAPLnjFylxZLFiZib3DiKzPgcnQMMTVT1WwP/m3V2DAYNSYN4J+5QzGx7d3N1q42W4qGtY6j3FL8ffvqLXfz5gcN85wfbeeudqqGtSISNU7Z8car+rl5IgCrCTv12eKUIdv4SMlbDWY/DdZVw5TE/u6/Zw/+repv/+c1hauuGNyx9OPL74MADoI2EvG952LGrkaJFiSiansH3mStTsdg8GK9r5sSzYC0bhwQLEUY89kBFlmm5k48+qWP50mSyhjrASx9Sk41UVdvJuwo81pHr5itGXu1mcDfDzLWBzzt2NjJ3TiyxMfoR28aCgnh0eoWt9VWYUqD20xFb9cCNYP1s/TaImgJVja2kphiHXPk70EAhNzcajQYaTTaqNwxpU0P2+psVvPtBDT/+fj5nn5HKP9eXYDbL6IMDMskCJjG2JEAdYRO+RXMc+Tyw/efw2mngaoI1r8KyP0Fk29gm9/zvAd4/Ws6ijDRqbXbuv/8o9lbP+CZ6hB18MPBamdk3wcGTZrzewKsMQll5WgoaDTQsrkMXBYf+dgrXHA6D7JPJo/4z8Ltht1KJRqNwyUWDGBhpEJl3SrKJ6hoHaWermJKh5N9DSKwYE+VvgDERsj8HzRYXhw63cPaZaSO6jQiTjvnz4nn7/WqmXKFSvy3QC2gsjEaPnoZtkLIUTpa3kppiGtI6BhPUGvQaMtIiaI61UfPRkDY3JKqq8srrFczLj+NrX57OHbcXoPrhtbekFXUwpNwrRoMEqCIsNB+Fzd+BPX+AmV+BK/cHumS1O3jYwr+fL+Mr1+fx9+cWsdo/E4vNzUOPjv249KMV8LScgB0/h+QiyDgbdu5uIi5Wz9QpoZ//iY83sKAgga176plzS6Bb2clXRydtgNSWirBXvQFsmTb2Hmvi3NVpxMcZR2U7KckmvD6oa3SQ+wU4+Rp47aOyqRE1WZ45bddaAbUfBx6X0Ohgxy4zqgoXrMkY8W0tWZxIQ4ML6+JGfE5omKDdfJ2NYD0BCUV+qqsdQw5QBysrK4KmKBvVH41dpWJpWSsnSls5v2AKrRWQmRHJWWek8snmeuwO79gkQowaCZwnNglQxagIVXsa6qbjqIX99wZGrPW0wvlvwpmPgTE+eL6/PHSUuDg9t948C0UHp30phmktabz1ThUlpbbR+RFjSFXh45tA0cHcWwMFyV17zCwrSkQTontvu6VLkjhwyELGpT6ic2HLD8A7Gj2f247nJCvfDsuYBQNyEwbAUQeNe1T2pZYRE6NjzTkjH4S0S0kJBL4ny+1Muw68rW3v2RRh5cgjgTxr6uWBzzt2NjJ9WhS5U6NHfFvz58UTEaFla301+hioG49uviOgYVvgf0+eHZ8PUlPHJkDNzIykxeuiscaN9cTob69hB7z2YAM6vwbvHVk8mwNvrobT5qThcvnZsLFuVLffavfyzLMl/M+9B/lkQz2VH/kofjIwMGRXIx1kyT1cTBQSoI4HqdbB0wLb/h+8/4VADXfeF+GMhyHnwp7zNpndfPRxLdd8YSoxMXoUBVJPhwWGDDSqwpPPjMHdbJQdeRSqPwh0aTYlQ9nJVlqsXpYtTe5zuaLFiXi9KsUlLcz9NlhLYN+6MUr0GDkVbqgToeVKVaGlBE6+AXVbeh8tO1x/StnLUB1hptJm45KLsjAZtUHfj2S2m5zUHqC2kn4WJC2Cvf8TGPl0IgnXYzkS/B44/DCkngaRGXDsuJXSk3ZWnT2y3XvbGY1aVp+VxrsfVJOywk/dFvBMwLrT+m2AAuZoKwAZ6WMToGa3PSveENEy6s+hHnwQ3jhXpcxtpiA7iUve0lF0DzTthZo7Y0lOMPLGWxWjtn2Hw8fXbvmMu//nAE8/U8K6vx3i7vW7+Pmv9vDoN2rZfL9zdPKSU7zoeaoXrdvz68ny6iEJUEfYJDlvhszvg7LX4MX5sPeewHvpTv8bzPwy6EOMZaICn3xWj98PX7h8Ssd0RYEZ5+uZbk7n1dcrabVP3O441pJAC3LGOYFnTwH2H2pGo8DSxUl9LrtoYQIaDRw63EJSIeRdFegmLQMmnfpGMrio+Rg++Y7KZ9+DbT+DDdcFWvTrd4DN7qGuPvwHJDv2vJ+D6eVkZkawYlnfFTvDFR9vQK9XOFneiqLAgtvBcoRReyfxRKjgCDdlL4OjBnK/EPj87xdOotMpnLdqlFrWVZXzz8vA3OzGNceGzwmlL4zOpkZTwzaImw2l1YHoOi01Yky2m5UZ2E5zinVUA9Sdv4HNt4H/bAsOjZeLbkgh+3xY+DO49DPQ6CGrJoUdu8w0No3OYEn/+Odx9u1v5lc3LOG7uy7kcqWAgjnxnMypYUvKcR7ctZMfXXgYv0+uezF56cY7Aae6QMEiOGqt/QT2/gm0Rsg8D1gzLkkbcy0nYOtPoOUYFKyA0/8XmjXQ3EdPGr9P5eNP6zn9tOQeLwvPPA9mPZvBgeRqNn5cx4XnD2JAlGEYybKi1wEfXBUIuM98tLOC48BBC7NnxRAbq6eJ3oOD6OjAO/gOHGrm4nMzWLYOTr4OW38E5z4/cukccXLfDRu77vNx7xP7qYioJCpfR+HiZApSUzn4Uisf/b2R2qhmrHq45uqp3PGzgvFObkiWYvjkZCXWVDdrr5iFVju6da8aRSEjPYKTFa1AIAiKmR6odJt6uVRUhoODf4HoqZC6HJwuH6++UcHShQnExo7c6L3dnXF6CkajhuMWM5mZsRz9R2BMhYlCVQO9J7IvgC0nrKSnmzAaNLhaXDRaWmmta8Veb8dhduBp9eBudeO2uTv+Vn1qoMyjQlMLON1Q9k8Fr0ZHk12LzqjDs+8EpngTUalRRKZEEpUahS7aRGyMnoR4PdaEFqrfD6RlpK+jXXfCrt/CzK/Clrm1aJ+C07pUZsXNgqV/hNpbUtgyvYKt2xtHvFzh8fh59vkyTl+ciud3GSTOg1WPJ2KzRbHgzGQ+eqOKZ+6v5L/1x8j5ZiTf+FP6iG5fBEidX/iTAHUsdMlkjz0NG26E5lRQfVD1PuTGT6yb2FAcewY++CY4IgI1lef8BCKioHlP38vt3d9Mk9nN97u0nrYzxsHCRfG8YzbyznvVYxagjhSfG96/Ehp2wnkvQUxeYLrF4uZkuZ2rr5s6oPUsWZTIS+tL8XhVoqdA4S9gxx1Q9iqYCkcv/WLiK3sN/vnqPo4m1vK5wmQcLh+b99bxvqsGowZMUTqmN6eRfZmRZ58rQ6dTuOXGGeOd7B6OrPexM+UE03KiWTAvAY9r9PvaZmZEcLI8MDKSRgsLfgKf3BIYqClz9ahvfsgmQ2tsww6o+QiWrQNFC59tbcBm83LWGamjut3ICB1nnJ7C7s+aWHLOFGoeDVTMxk4b1c0OmepXsdXYsJy0YDlpoWabheq6Zhx7W9C8Wslyj49/f3wAk8OG3t9LLyUFDFEG9FF6NLpAxZCiKLRiwKPosHtt2B1+LB4Dqk+lzGnpsQq/ouCITeA0rQ+PppjKhgre/1E8mSsTSMlPIXFmIlq9tsdyQb+ln9O69AU49OtAWeuMR1R+f1kNM2fEEBMdXGGROB/mXWJk89Z4Pv2koW1ArZGLlN/fUENDg4vLnVPBD2tegUYnYAONRiEjI4If/n46dT/08vSWw3xuYwqM/JuyJg13CxxfD+UHIXUuxCwO5Nci/EmAOoaa9sPH34D0s6HgR4Fpu38Hn3wz8AxT4oLBr3Mi9EUvfRksf4WkM1Tm3hp4xjJkskNMfOf9aqKjtJy7KvRzQ1MuVphxfzofbarA4ejlobkw5PfBZ98FyztwxiMw9bLO7w4cCtzAl/TTvbfd4kWJ/PupEspOtrIEmP8TKHkOPrkZznh7FBIvTgkn34RP/9nCsam1fPvmWSyfHgdAQrqR4hIb1joXGYmRbP+RhtS3ktDfqPLsc2V86bKelUXj7dWXK2k1uLn0srwxa73MzIhk2wEzfr+KRqMw4yuw89eByqH0jQSVac1mNwcPW0hNMIxN4ia5/feCIQ5m3wwnjqj8950qZs2IYVruyA+O1N2a1Rls+W8tvjmtKBo49iQs/u2obzbkee+2uWmpaMFy0kJzWTOWkxZaTrZ0BKSWcgt+T3BljoIRkyOOFrSkz00hb3YaubOiSc2LCbR4pkRhSjBhiDZgiDagM+lClkNKD7XQXOei8OwUmutdHNvdjN/nY8GKRJxmJ631nS2yzZU2ju6zUr6/GndJI3b288m9Trg3sC6NXkPynGRSC1KD/sXnxod8R3h3Tfvg8C9h5prA/XbfwWbKKx1c9IXckPPP+joU7shmg2U/J0pszJoV2+82BurFV8pJjY8g5sNUlvwlUDHdeCh4Ho1G4Wd3z+KmH3zGYz+t4uo/R6MNw6wjXOu62tNV/SFsuiHQmt9qhMrnQJcB834AU+aMbxpF/yRAHUM7fgFaE5zzbzi4NzBt/k+g7Db48Fq4fDdhmQkNR9UHcPRxWP5FWHw/HD8w8GUbm1xs3d7A+WelYzCErvJKPxNm/TaDPSllbPq0jsTRfKxaIdA1NUS37cHw+2D/OrB9BOc9CLO/Efz9/oPNxMfrmTplYNWmiwsD70ktPhYY1EJrgLOfgleKAoXl7NuGnFQxDOF684ZAN77Dd0PxzEpSko187SvTOfBxAwAGg5ZFhYmUHwmcT3O/C6U/VFjcksuL3nI+3FjH/Kkx45n8IC0nYIutgvS0KGZOH3q6BhvYZmVG4HT6qW9wkpYagc4ES/8HNn4F9twNC+8IzHeipJXv/nITDoeP+Ggdd9ySP2av7ujXCJ2j4XSu26uh7CUo/CkYYmD3XjPllQ5+9Z3CManQPfusVP6ghYNlZs5YA0efgEW/BmUEb01+n5/W2lZaKluoPGDm2G4zDe+4sFTaKDvhwNHowFffjNZiDVpO0SrEZsUSNyWO7NOymXv1XOKmxBE/NZ64KXHsuiMW8y4Ty/9r469XbuA3PypgWmIE0xfGkTACo/lqtFpMcSZMcSbic+M7prscPqI/biC6upXf3XeQ7/tWkR6rY+n9ZuoP1lO3v466/XWUf1rO/vX7O5YzxZvIWpZF1vIsMpZm4nJHYIwNDGDWavfywYYa4jQR7P0jJOXCuc8FnjF97c1KjAaFRQsSQqZTFwFX/SCVjQ8obHqzacQCVI/Hx/YdjSxyTyFumsKcm3qf9/SzkpieGcvuo5UsfW42M64fkSSMjjBpJ+l6fTcfht0/goRZcO7jYI8A+yHY9UCgXJQcA+SMX1qHoqP3S5js79EmAeoYqd8aeEflkt+Bscv4Hca4QI3eu5cEArn8Wwa+znAqFITSdAAO/B8kLYRVz4DN2nOevsoLr7xegc8XeK6nt2WismFuViKRip6PP63j0tPC+3kNvx8O3Ac1n8Dpt8Pcbwd/7/b4OXy0haJFiQMuTCUnGcnMMFF8rKVjWuICWHwnbLwDtPOhcFXoZcP9HBL9G2yhu3EX7PsfMMx2UOOx8dUvzCQiovc+T4kFoF4ONY/HMu2caN77oIb5Xw2fAHXrU61URjfx9fNnjGmPksyMwKAu5eX2joFkZtwIle8GWlI1RlAXwaNPHCMyQstvfjGf3/9+P/9+vozbvjV7zNI52ZS+HHhd17zvBj6/+kYFSYkGLvpcJns21I/69uNiDcyaEcuuPU187dsqH16jcPJ1mHrpwJZ3tbV6ljpa8DXbaalswVppDfyrstJS2YKtxobaNoCOR6PHYYgkxtdKZFo03qRE4qbEkXZGOlPy44jJiukIQGMyYzq64Xan+qHhE8i+CI6XBAZIysuNgpaxG5p6Wl6ghdtV2ELj+kySZmaQsTh4UCtXi4v6g/XU7qulansVlVsq2XT3Jvx+Faspjuj0aOKmJ/CQ2cU+hx6r0UShKZ1f/t8cDHHgdvt46+0qzjwjlYiI3ovA+dfoybo/jn3FTXi9U0ckJth/0ILT5SflRDKF9waC5d4oisLlX8zk3vsOc+AVFxmrjERljUAiJgGPNTDOS0Y2fH4TNDWD4xiknQ7Lc2Dnb2Hzd2H2nyAu/J5YEW0kQB1pvRSQ9twDxqRAa0R3ORcHXpuy526YuXZ0kzdW3FY4cC9EpMGC/zf4lmG/X+WFl08yZ1YMmel9tyROWaMh67+JfLa1MawDVFWFQw9C9UeBguzsr/WcZ8fOJpxOP/Pmxg9q3fmz49i+paGjuyEEWucPvgKH/wYrb4CkuSPwI8SwqKrKa29WUHzMytn9vEKo/5UNfpH6bYGeHBEZ0HJBPcrr8Lk1/Y9qWvhLeP0VhcWGLF4+cITGJhdJicYhJHrkvfpmBQpw6VUZWMqdY7bdjPRAUFpW3krRkkB3/PbBznx22HY71BfZ2eUyc+v353DJRdnUVDp45L4jFB9rYcl5o/s8ZFcT4EmQEeFshOr3YdmXAq+W2bWniSNHrdxwbS56/di9tKBwQQLrnyvDs9BK9NRY9v8v5Fzkx1Zrw1pp7Qg6j+xqxtVo5zNbS8d0e6sfuyGKKJcNrRp4bMUUbyImK4bYrFhS5qUQkxVDTGbgs89kpLEZii7KwutRObLdDEB6biTZMwdekWQ+AM4GyFgN7xyxoNFAXl4MpXt6PjM6WqbmRKLTKVhSW4j0ZFL1LuReGTyPMdZI9mnZZJ+WzZKblgCBrswV2yr5+D+lNB1p4uTOGnLMDeQAXo2RsoRaHv9DBT/OPIO3d7dgbnZz5SU54Ok9LYoWlq1I5IUtzWx/zcrSS4ZfKbd9ZxMKkJ+UxIwb+p//3HPSufe+w9RGN3PksTQW/2rYSZgUiv8BNTYbO88/wcvf83HO0mQWzYoHQB8TuJ8d+THsvguW/+/4plX0TgLUYSo5EJx5dy0IFO8yY2/xEmkyUP46zL0t0OXI1+1RSUWBJXfBW+fC0UeBhZ3f1Z60E5c0sILgwc+aKFyVQumBzpY0W7M7aJ7t79Yya0kCsYlD60usqiotjW6i4voeCXHHHeCsD4yIp48MbDc+pfN3hGrp8Lr9bH+3lugEPfuPt1Ba0sq3r87D6+67BjfrfMh+NpkPK2tHt+DcFhD4fSratiunprSVmtJWvJ6+owVVhSMPQ+V7MP1amHYVtFqCB52oK7fz4j9OoNcrzJ4VG7SP+msZyp8dx8b3a3nrPye54KopaLUKGi3M/bWLihthww1w+ebAyNEQ2NcNFQ4MpkChranGQe7c4G5M1qbgc0dVVUq7nO+Vx2ykZEeg61LwM9c5KTtk7ThmaVMjyZkVfGOvKW3F7+/cX26nD4OpZwuezeLp2HehuJ0+7C39v16o1eIhpp9n/1pbPDRWOZgyp/euXLUn7TRWO7C3eImO1xOfYiQ9N6rf7QNUFAdaJP77TjV/fvQoAM+tL+VX351L8a5mImPaTqj2buTdOO1eyg5ZiU82kDY1sM2yQy09Z+yiuc5FVJcRSxv3wNsXghLrY9FvVf7wtxpmzYghLSX4NRKtVg9eb/A1lzA38Aoj+/tZkHWEbTsauWBNJrUn7aQNsCt6b1RV5cQ+Cx63n6zp0UHHavu7tR1/LzkvNeg6sDW7cdSr7LBXMm9KMqkpJizlTtzOobX4DDaIc5s9mBQ6BkpqpzXCjLtb8M718u4/a9HGKMw8PAW3Ba68NId/PXKMjz6uo2BBAlFxevQGDcmZERzdYQ5aj7kudLBdfjREV5Q2NaWtNNd3vhqjrjx4BPDinc1Bn512b1Be3lTj7Lh/tHdJDfU+XJfD1+/51xtnqw9TVM+iR32Fg6i5fd9XmmqcGIzdAk01sCwEnvf0uUE5qwG3K5nf/2E/8VE6Vp3VOYaBudZJdNtvHmgPkv7ODVVVsTc4qfisAku5heiKOqY11vOfa54nTvVxdKOVHUYbqj94g9aoeGIT9GRlG0mZl8K086ehS4im2aNn5pIkcuYnEpMZgyGq9/yrsdqBfX9L27OYneuvKbXT0uhm+sJ4jBFa/H6VvRvr8XpUEtKMTJsfF3Q9tb/aJWM17P9fC9NyoocXnKqB+8yRHWb03Y9Zb7+lykleSgRlTWZyE6H0pZ4BaiiGaANTz5xKkzeS+gYn63+3l89dWUTy43oMuWU4Wqrxby7j3kXFKKqHz+cm49qShiYvGeiZ5zvtPg5taeL0y+N55TMNn25oZOklMfi8Krs+rMPnVZlRGB9UpumL1Ry4l362qZG01jiW3Kbv0Xrqdfvx+VRsZg/R8YEvp+ZEkZkRgS2uhYatadRvB84NXq7V4sHWHLhXup1+9n3SQHyKEYNJS0OlI3jfq+B2+DrzVQVyZsUMOQ+vrwjkffYWL3arh8iYkR0hu67cTtVxG6YoHXabl+kL4nqUhx224DKA+QAceM/Op1OOoGnQkZ4ewd8eOUbRnHi+/tVp6HXaQM/Fx+Dlq2Df/4IhsYXGKgcoYDN31lp0v+d0zZO9np73mfbj3J4un9ePtpceCwNVXdJK5XFbrxXSdqsXQ4SWphon0+bHDWtb4UYC1GHw+9WOk7n9Jp+QauTk4UABwtLgBgWqNvrxeyD3i+BqG+5+27u1zJoRQ8G8eCBwU0hdAQfuh9PfisDS4MJu9eIewMA/kV0Koa0WT1ABJTJG35F5tTuxt5nCVUOrvfd5A1eJooHI6ODTxxipZdr8OI694+LE41rmfs1I/JzOtLSnq8Xh4Y679rB7r5nkSD1nFCaxdElSR8ufud7JYw8eZVZWFEUhBgrSGYIv+PRVMMURmK+0yj7qLTs+n0r7Hm+qcQYFp3qjhohoHbFJhqBp9e/qOfmGh6mXw7IfR9BY5UCjCy71lB5sYdeeJublx2EyaknKMGEwaYlPMZKS3fe76JavTOHvfz3K0cMtrLZ7O24UEWkw73tQ9UuFbf8PTvtz8HLthflQAXBEjB5rk5uU7Agaa5zYLJ4ehX+HzRsUUDTXu4IqFGrL7D0C1PZgrZ2nlwqI9vVExobOpuzW0MFpbJKBuOT2c6B1QAHq0R1mfF6VzOnRQQF3V001zo6A2NbswedVBxyguuw+mi1uHnnmOMuLkrjzVwu49upN/OOfJ/jx9/LxuALX+fT5cRzfawkKLCFwXVub3Disno4Atbff3x7surrkHXWfwdsXgT468JhBdUsrDQ1uLjw/E1NUoHJg+oLAtnU6TfA+UALncP6tUPKfSPKK4th/sJkL1mRSfsQ67ADV4/Jjrm3LG5rcvR4rn1dFp+88TzVahR1vWbGYHHzvi7NDFo6m5sdQdshKUqYp6DflzIqm/GiggsXnU9EbNR3nTM7svltKtG3XrVarITPG2PGqma4aKh2knqtQ/baZecZ0TvzJQOVjMP92A6ctTWbDplpqqx3E29tayCK1Qev3edWg49fOYNKgN2hxEvjO51PRajv3Sfdrq50xMvQ15O926VWXdP6WnFkxHGhoDLlcq8VDS6M75HcD0bWCqv1ct7f00ZzVpns2peny271OKHtCT8oyiM6Gp/55gqOHWvjWl6aR2e0cbS/Utgeqc5YmYOnj96TnRoGq4jbbOL63kqbiJkp3N3DycKDbra3GhuL1Ee0K3PtbDVFk6g00l6lMWZSIpzqVhBkxLPhubEdLaExmDIf32YiONzBnaWJQ2g5sbiRzTgxJOYO7tiKidcSnGmmuC1xPdqsXe4sHY4QWt9PXca8y17rwzPIHVQxWfxgYsCd6isr+A80sn9f5fGb3/GggbJbA/rQ2uTG2nd/JvdzH2oMol8NHdpKJY0damHIZlL0YqHAYTA+sjz+tw2NUmLZ5IcZME1fuWMzerTV88k45e94rY4raQkxtE+/9aiM+jZZ9syOZdeE0Zlwwg5wVOSSmmbA0uvF7VSIitMxMj+d4lZmmw1NInKPpKAOV7LewaPXAylE+jx+Px8fBUgtFzuk9esq1v+/U2XZetudViqKwYkUy771WxdIsP0ce1XDeD0DT5XHgrkERBO41tWWdlWbGLnmL29UtT1ED97Wh5uGWhs5tW80jH6C2l6Xby7DFO5spWhM8YGb3Rpidd6rsSK9Eidbw7D/PJCPdxN8fPMLjDx3jsSdOcNNXpzNtfjyxiQaW/sTF5jvdlL4A067qmf94PSp6Q2ce054egOh4AwmpxqD8t330+PYyqsvhIzJmeAFqY7WjR3BqDPVIzinYS0YC1BGQNSMaU1sBQG/UkjYlktqTgQxCUaDpEz2RGRC70Mc3bt3Cjl1NRCoKGzbWkTMzigcWxJGVGcnc78CG60E9Hs3cz0VzfG9zj9qhUEKdrDqDBtWvotEqRMXpmTY/jn1tg6D019o3EAkpRvRGLXqjBo/Lz/QFcSSkBXLN8vv1RGXARffHo41U2fl+4EWnjU0u3ny7ig93N6CP0LLqzDSKj7Tw5DMlvL+hhs9fmM20aVG89EoFjU1ufn7rrI6gtStFUVA0gWdmDCYNhhiYtziGKJuBE40OvrlmTtvv9LN7DJ456ip/WWLQTb/0pI1Xnqyh5EkDq9dkcOkzehRNz5sKQPFxKy0tXpYsTkSrUzoK6jMK4/vd7ryF8cTG6jh2omfrSu4aHa0nrNz+5m60e7z8vzvmkhqhC6r8CNVCYDBpMJg0TM2PpbEmuDUnY1oU1Sd6FsxHg8EY+vnI9gED8pcn4nX7Kd7VTGySgVmLAwUrn3fsnp0KqdtltnF7Aw6Pn9/csYCc7Ci+861Z3HvPQXbsamLlyhRMUVoS0kzo9C29tjgMpMXHYNJ2FEpUFYqfhE9vgcgsuPA9OHoCtv6nAYNBYfny5I4a3oQ0ExHRgWPa9XyYMjsGRVFIPyvwnsCspmQ2+47jdvt6HbxsrGzf14RB0XLp9enoDRoMEVrcDh/5yxM7CtUp2T0LX2lTozoC/XY6vdKj8BOKoijoDBq8bj8pyUbKToa+DmrMLhq8Pn75h0wWJcD2/wfbf6ohb/Es3vfV8snmei6+oOdDZdMWxFF5zBYy759RGE9kjJ6a0tZeg1EI5EOHtjYF/bau0qZGBhVi26ldTtqIKB0p2RGYa3vvNj1vRRKN1Y6O+91AdQ14DCYtccmGAb0aSFHouM9AcOVV1bvga9KRe6XKR5vqeOK1k6xYksiSRYkkZwUCo/hUI0575341tVWyRscbiI7vjIIcTQ5q99YG/avbX4fX0bmsPlJP4oxEYmcmwfIscgvimTo/8PxnbE4sD6w7wvrXKvjek6upeTCK/etg9gUQk9v5ezQHW3v0Rup+rAZDp9cwY2E8ezbWD+pVS6o/8FqeqZdDdY2TJrM7aMCxUD1cBisyVkdufugeKhqNEqgIrXaQlRnBth1NJF3gpvgfBirfhSkXD2wbflVlywEzc5LT8L1r4sy3wBgPCakmzvjcFM743BQWrU5Bo1X4dP0xqrZVYt9dxuZ1m/nknk8wxBiYdu40kk/LxZCXSkRCJKevSeDQ001sfs7Kxb/sbKEa7Ouaysuc+BVYtDQeY3zwd1ExOpqqOz8npHVWsp+xMpXnXi4n46t+TvxOw8EHYOFPe67fGKnFZe9ZqTXcCsSJYsGZyVjL4LM3mzk5s4n/d9vcjnECrr4qF1u9m/+8cJJNh80svyDwWMuq2xNw7nCz+19mkhYG7m99aa9IAJi9pLMCp2ulEEBcsoGGyt7fXz9cGo0SVO5PTDMOOg+eCCRAHWU+F9R+DItvgKfWn2DHribuuauQxbPjeOOFcp56qYxv3raV/zx9Brlf1BHxQzj4IGR/brxTPjS1m6HmY5XEX5h56vkmWu1e6o7YMDe52bU30IXtqi9O4Vu3ziY5yYjN4ubph47x0qvlPPRoccd6LliTwYL5CTRVD+yZsszVCpn/TGT3HnP/M4+R9z6s4Ue378Tj8UM27LQfIemzhZxxeuha1x07GzEYNBQM8vlTCBSap0+L4fgJW48bp9Xq5e+1u7FH+DHU6fjpz3dx/x0LiRjn4GKgxvK9jaO1Ka/Pz4ZNtaw5J4OpUwKB0eoz0/j3kyW89U4VK05PGfL40711P7SWwHu/gJOvBXponPMcmJLAe1Rlx64mFhQk9DlISKjtzL4Jdt6ViDfvOGUnW5k5Y+RevzBY1lo/x92NLJ+ZSWQfv0P1qzibnbhaXLisLtxWd8f/HocH1a8G/dPoNOgj9egj9Ogj9egidBiiDUQmRRKZEonO2Lmt9LQI9uyq79GSCbB5awNGo4aVp6cQGQEXvA0lL8CHX4siPS2WTZvq+NyaDHTasXs28lTl98HhVzzULTvKCy+W0tDg5oxVKfzsu/k0nOy7oOiyuqjaVkXFlgoqP6ukemc1LRWd3ZcjkiJIX5hO0S1FpMwNvJMzcUag662iKJw83EJduYOcWdFBlR6FCxNZ/1oF735Qw7Xfnc6Be2HP7+GMh0dtNwxZ015wNQV6I+0/2AzAjBnDe+ZSGWKTTk5OYB82pVuISE/h0F8GHqAeO26lvtHN4opMZt8E2Rf0kjZFIXFGEilzkpl17ypcLS5KPizh2H+PceytY+x97QROfQRJs5LIWJpJrNfL/tJGzm2IwzTEoQP2vReoyDrn5sF1w1za9nx7la6ZlKJkdv8OZn4ZIsN3uI1xc/AB2JN0kgiTlisuDR6id9WZadTUOnj8qRPkz4nj4guyUBRY9r9waCvsWwfL7wd9353VQpPBJkeFBKijoGuBunFXoOtR4gVuHl93nNVnp3HpxdlUl7SyZHESmTOiuf33e/ndPfv5/W8LmfUN2PsHsJWP4w8Yhl3/6+OtmXs49GZVYIIK8X6FyEgtK5Yn87nzMjj9/PSO2mqNRqFocRILF8Rz5KiViio7M6bFMGPa4G6OqSsg7e/xfFxZQ7PFTXzc+L6vp7LKzs9+sYscUyzn7V7Cwsed3P/KXr79g+387f6lRHe7eZvNbrbuaGJxYQLGIQaOs2fGsGu3mZPldvLndf7+p58toaHRxV/vWsHWGww8Om0Dr75ewTVXTh3wuk/B3iNj6sjRFqxWLxdfmAmA2wK1mxRW5GbwwuYTbN/ZyGnLhlbyUVWVV16v4MOPaoiJ0XPzpfnsuQfq34VEHSz7U+C9b+0vJz9wqJnWVh/Ligb2nt2uZnwFcu4I1BwfO2Eb1wD14+ct+BQva1ZGcPSNo5hPmDm0oxlbg5P9Hhuuehutta3YajtHPB0JhmgDrqQkjImR6DU6ZpU389/ffcycFZkkzU4iLicOVVX5bGsDpy9PCQqe874AEXlw8Io0NrYW89l7Zs743OCPg+jk9flZ/7dKtkTV0uJRWZIew0XnZ/Llb83s+Yy6qmKrslH3aQmHNlaz9QeV1B+s6yhgJs1KYurZU0lbmEbagsC/6PToIY0OnZRoZOaMaN74byVf/8p05nwLDv0FCn4I8WH2Dsb2508zV8NrLzaj0ylMmxpFU7Wrz+UGajAVf3lTotFoYPeBJs64NYWdv4LmQxCf3/+yW7Y2olc1zI9OZ9m6gW/TGGtkzmVzmHPZHFRV5dD7FWz991EqP6tk/zP7WAg4dZV88gcLC76eTdKcJDSDqFhSVTh2oJXISD0FawYXAcXHG5g5I4YDB5v58jeSOX4zfPa9wOsKRSePHfY95uXo9CouvTCT6Oie3Y2/cMUUar0+fnXXXhbOTyA7KxJDLMz/IWz/ORz5OxR8f+zTLkKTAHWU1X4aGDXsnbISbK1evndr8OsFFi1I4KavzuDhx49xzRenMvvrCey5OzAKWezl45PmobKWwj+3HuJwchXfvXU21109legoHbs+6L+brV6npWBu/JBaDwFSlkNGa2DZffubOXPl2I2QGcrdfwy8q+28bUtY8uUIzrw+gsWXrGDtTZu57Yfb+cU3Z1O4pLNg+vSzJbjdfs47Z+jVooGRf0+y8ZM68tuebS472crmLQ18+ebpnP75BBL/CFt/N4WPPi7j3LPTSR7gAFzdhe2ooGGarh27moiK1HLGihSKn4TNt4HFDl59ItE5lbzyTDVF84cWoD77fBkPPFJMUoIRs9nNp/+ycn7VLOZ8SeX8P0JE8Fua2LK1gZgYHfmzBx9cRqTA7EsNJO6P5ERJ711MR5Lb7sZWbeNgYz0tpc00HW/CfMxM6VYLZ/k8HPjZLtpfr9waGYshIZKMVA0JmTGkL0onOj2aqNQojLFGjDFGDNEGDDEGjDFG9JF6FK2Comn7pyj4vX48dg8ehwevw4vH7sFtc2NvtGOvt9Na38rxIw5sDQ58NS3Mqq9j+29q2d6WBl2EDldmBplNLuYlprNvvYmMRRkkzkxEo9UQNws+f1ccO/9g4J3X6liyJKlHAb5HQCQ19CH5vH7+8dQJdh0zM01N4vfPz6fpeKClSqvToKoqthobu/9RyclNZez7sBprvQO9142aEMu8JfHMvSqf7OXZZC3LIiJxKM0nvTtvdQb3/6OYnbubKLwjkeJ/BArC5704opsZtoq3At0bo7IDr0KZPTMWvX58etiYTFqyMyPZubuJb/wu8HaDA/fDyof6Xs7t8bNzh5mplhTOfVyLYYh1Z4qikDQriYKrCyi4ugB7o51tLxez/51SaouP8N7thzHGGclZkU28Oo/cs3N7fXVPu7otUO+1M2tK3JAqO4oWJfLGy+WYrvOz6Jew85dw/IrAgIvtJvsr48pehGPU41Z9fP7C0O/j0Ws1/PF3i7js6o/4/f/s56/3LwMgYR5MuxaOr4fEQshcNXbpFr2TAHUUqSo07YGs01QeeqOcs89IZdbMnrnmTV+dwbPPlfH4k8e5f10RmWvgyGNQ1N9708IsQ3r1d2Z2JZVyzedzueUbM4HgwTBGkzEBZuXEoQD7DoxvgHr4aAsbNtVxecYc4v0RLP5tYHpcrIFH/noaN379U+578DC//vVCphXEUd/g5JlnS1m4IL7fV+r0JSnByNScSP77dhU33zQTRVH493NlREZo+fpXpgOBLpoXPjGDB1rK+PSTBi69VF6sNtq8Pj979plZfnoK5S9o2bgWMlbBolugtk6h+eU0NtSe5KWbbWQ/N7ggtabWwd8fKWZpRjqrP1rCYWMNr07dQcuNFRR8c1qP4LSu3smefc2cc3Ya2iF2LZ31NUi5OZ6SE3Uj0v1aVVUcZjvWKhuW3U6OtFgxHzdjPm7meIkbtzXwvHaM04ICRKVGETc1gUZjBMb4NG787RwSpyeSMD2BE0ccuF3+oGdQR8Puj+rbRt30c+tvd3HFuSncsCaFxiONNBxp4IM3aol1WWh4cR8vPr8XAH2UnrQFaSTNT8MVm8gZ8yN5Z38TH/y2lemvhM97ZSeSF14uZ9ceMwWNOVz+1XTy8qIo+6SGun11HH/8U45/XEljg5cYp4WolEjSivKYNz+D/DVTaPXrWXxuWo+u2SPp3NVpPPVSGQ89UszDf1nO/J8GgouqDyDznM75PB7/iL4GZzAxkKs5kJ6CH4DX62ffgWYuuWh87wvTpkXz/p5GdPF+pt+oofipwOBufXWvfePhelw+HyuXpJJ5bu/zDVZkUiSnr53Pq0d8pDZEs2aREaezkrINZfzz5Z1EpkSS/4V85l09j6lnTQ3Zsnp0vR+r0c6FZ/f/Sq9QihYn8cL6Miqq7Fz2E6h4Ez65CZIWAeHxtq9xV/wknMypJTZGz6KFib3Ol5kRwS1fn8H/PnCYLdsamNvWCyjv6kB5/fDf2iprMscq5aI3EqCOImcduBrBOd1G7cdOvv+d0P16oqJ0XHf1VB5+/BilJ23M/kY0H14D9VsgZn4/GwmTFiO72c/fN+8hIcrEj382Mv2XBlvROGWFnqQtMezd1zwi2x+qZ54twWTUkv3eFObcGpzRJScZeexvp7H2mo3c+ft9lDU5eeO/lXg8fj4fYsCUwVpxWgqPv1zGjp1NuNx+du0xc82VU4iLDXT5VTRw8cMRPHt5LJ9ubOCSSzKHVKMbTkYi+aO2C5RAK7bD4Sc/OYmNayH9LPjcf6GhFlxH4NLvJ/Hpryo45K7h9ZW5pP4UEq7td80AvPxcFVqflqJ35jPlCoUr7s5A968c3nmhnNUXpDJ9QXzQ/C++Uo7fT6/PQQ9E5rmQTSwnXVU0NA6sC6DX5cVSZsFcEgg8m443dQShjSeaMfsDLVdGrxOT303c1DgSpycyZWU6UelRxGTEsOziTJJnJWGMMfLGPc3seeZjbvjcdBbe2KXvX/HYvQcVAiP5LlyYyI5jDu74XS65Z+cC8NC+94lYkMef/7mChsMN1OyqoXpXNTW7ati//gBmT6BUuUJRqNPV8fwlWWRek0TynCRU9dR6VcBosbS4+cfTJ5jij2Ca38HJvZ9xf24J5YEx+UiJ9ZNx2lTypqWx+muzSCtI4fheC067l8SMCOx9DDI1GH3lnxEmHV/98jT+/MBh9u43M/9HCRT/Az69Fa7YCzabl7/8bi9bDzXzrZtmdlTsjqXyN0D1BgZIOnDQQmurd0jd/7sL2i2qymAKK9Pzonl9Sx0HD1uY970Ejj4Kh/8Ohb8IPb/bAs8/VINB0fCFO0e+y7xeq6FwUQLbtzRhOzSdM/8yFdXnI8Zh4cB/DrD3qb3seGgHUalRHcHqlDOnoNFqaK2AQ5tb8U+BgiG+BmTJ4kDAdey4DY0eVv8bXl4Eb38Oip4eyV86MdlrAmOfnDitjjNXpvRb2XPDdXn86z9l/M+9B/nHg8uBwCMwBT+Cz74Pu+4MPBojxpcEqKPI3NbvrIRGNBo4q49WvS9dncsj/zjGa29UcuvXZmNKhrKXoaC/ADVM/OOechqMNu65ZSlRId5xNxZSV0D6e/Hs3Vs7pgPrdNVq9/L6W5WsSM7G5DMw/8c958nMiOAn35/LY08fZ919hzAaNdz3P0uIGoGy9bKiJN78rJa139yMTqchO8PE59YE19omzoei/BTeKjnOvg2tLFgdPfwNi14dPBx46b33+TiiU+G8lzrfRwuBQuzKFcls/LSeiCIXe/8IahXk/A00vVxKXgfsetTN/uIm5vmmcMUbRrLPD3z34+/n8+nbNTz0yDFWXZiJrq37mdfr5z8vlpE/J5bUFFPoFQ+ARg8Ll8fz6UE4fixQyG/vSmk+Yaa5pBnzCXPQ3y2VLUE9PnQROhKmJQSC0HPysChRRGdEM70ohTlnZqBtew6763tQ0xakdLx+4b9vVqMAK87vHElxvCxdksiDDx3F0uImLtZA2clWKisd3HhBJjqjjvSF6aQvTKdwbSEQeJ3KlpfLMJ8ws/W/pViPNFJzYh9l6wKVSJtjVWIKsoidkUzSrGQSZ/beGjAZOZudHHy+nJfu3cmyndVo0WMGWrcZWHRWJmk5maTOT2X5F3KxmT1UFNtIyU8et4q4667K5bEnj/PQI8X89f5lrHgQ3rkItt7j4YFPj1BW7yA/P5YHHzpKSamN3/96Yf8rDWGov6/4SYieCqmnwYuPBR7HWV6UjK1uZJ4/HYpZM2NRFPj403q+/c0EMtcEnt+d/5Oer5xR/fDBV/wc0dWyfGYCppjROc6LFiaweUsDpU1W5u6KJ3WplvwL88m/Mh+P3UPxm8Uc+M8Bdj+xm+1/2050RjTzvzQffcsCGk2BfHJefvyQtp2aYiI93UTx8cAo/dE5gUHX3loDH14HM38Hhmlh1qVuDFV/BE0mGy0uN6efltLv/Eajlu99eza3/3I3mz6tJ83Y9lq+FFh0B+y4A/b8DhatAr1kv+NmyJGEoiizga6PaU8DfqWq6n1d5lkFvAKUtE16UVXVO4e6zYnGfBB0UbC1pJFFCxNJ6ONdjCkpJpYuSeKtd6r4zi2zmPEVhU//AjO/M/Ttj1V25fP5+e+ucnK1iVz6tYG9pmE0pCyD9NZ49lvLqap2kDaMQvhQfby5HpfLT/aOLKZeDlG9NIqmpUbw+98WQrSOpCQDcbGGoML4UJmMWn736wX8+g/7yZ8Tx3UXZIesTVxzcwJv3w6bXjJTcFY0jF5vyGGbqM/WtFeSHDrcQkZsFM6tepb+E4whbnjnrErng411NH+5nCkZsRQ/AZoyWP2v4G5tKlD5Hnz6LdjYWoeaAD/8Rw7Zp3fOEx9n4Pprc/nLI8U8/Wwpa2+YBsArr1dQU+Pk+huzh/R7XFZXR8AZG9XIjPp6jj/cyF/Wb6C5pBmvs8uANArEZMaQMC2BvHPziM+LJ2FaAgl5CSRMSyA6o3PgGZfD1/EKrPjcqI7gtNd0NKvsbKwhLz6emOjxr2M9fXkK//e3ozz25HF+eFs+L75SjqKBM08PXVBSNAoxGTHEZMSQvjSLu/8/e2cZHsd1NeB3llm7YkbLtsiWme04iYMNM2OTNm3aNEm/MqeQctowtkkaZk4c2zEnZrbFzLyspfl+jNACC1a27Oz7PH5kaWbu3Jm5cM65557z5wMUd8Dy4nhSL2xHJzZTvKOJsi01gAACJKVpUaTH0nk4jvSlSQRMI8u/ezyYaMWv09pJ5aZKSteUsv2TOhxFDWi8brwyGUpLDLrOaSz8XQyR2WbmnRXbM45OFs8QvV7Bjdem8e/HCtmwuZHl50aTcLGf3/xvB+1qJz/9WR4XX5nMX/55mP+8UMp3vnmMXBdHMZ7x0VYBtZ/DrF8BgsgHH9cwO1+SVcatoI7j9RsNSmbmWVi/sYHv3DmVGT+ET86Cnb+A+Q/2nieKsP3HsGldM53pPhYsnzhtYtpUI1qNjHpLKxXvmYme13tMqVOSfXk22Zdn43F4KPygkAMvHeCrh74i4NuK3hhJuiMMo3jsXL9DkZdjZsfmJgIBEZlMIHIOnLcW3lgFX90D2XdC9EqQHTXdiwERh8N3whYOjgeNW6AjrxV8MHf2yNrAeWfH8+/HCnjp1TJ+cGNvnzNnSYHM9v0ZPjkHVr0BhuSJqnmI4RhzixVFsQDIBxAEQQ7UAG8PcupGURS/Mdb7nIx0TxjtB0A2rZPyCgd3X3HsFn72qnh++4f9lJU7mHabgc3/gupPYc4IQ6z35XjOzbu2dGDFzS3Lc47fTQfBnA2xfmk/QUGR9YQoqOu+aCBMpyKqLpysu45xsiCQnhb81csZuRY+fU/a4FS4uw2fZ2A+PFO4gtQ4I5VV7VR/lET6pccud7IIfD2cBIqr0+mjsspBliOOiFmQftXg58XHacmebuLVt8v5y315JORD6W/glSRIvhC0+VBVBs1fgno/aNP9VMc3kZseRuq0gfuW588J56ud4fzr0SOsXC7ts/vz3w8xO9/CzFzzoHXwe/3Y6mw0tzhwN9moPmzF3mBnS3M7nVUtOJt786x5ZQqi1SY8HiVR86PIPD+zR/k0p5kxp5hRaCZGINr0XxttageXLMgYcOxENNGZMyxccUkyTz9XQk5WGG+8XcmMXPOIApCpVHJuuDadPz9xhB2JTeg2TuXWz+czs8NOe52DpiPNtBS0EKhspPirGho/3IdcDODX6dBMjaVxeSSJ8xNImJ9A+JRTw9TfUdVB5aZKqjZXUbW5ioZ9DYgBEblajmpmOjl3z+eAU+DDHXauL1hG1Co3USd26jkmN12fzmdr6rn73h2sOj2WXc426vUuLlClM3dWOIIgcM0VKfznhVJWr6tjVtLxiY5d/F9AhMybYO++dsrKHdz6y4H96kSwYlk0Dz1SQFOTm4RVGqbdAfv/LHlwzPmdlBZnw81Q9QHUnVmLwSVn+rSJ28utVMjJzTGzf287TbsC2CsHdyNV6VXkXpVL7lW5HHzCyeffOkCrcjtJdU38M/mfpJ2exowbZpB1aRZq48g3kObmmFn/WT0lpTamTZVchSPy4cx3YfU9cPCfUPYeTL0dIvIkA+na9Q1891e7sLr93HnbFM5ZeOwFhJMNa5mUUq3p7DZi3BoSE0YWx0OhkHHjdek8+OBBSsvs/WSxmCUw4yfQ9Gd4Ox+WPgWpI5CRQgSXYEkQZwAloihWBKm8k57ODnDUgi2nHWxw+mnHHhiWLJSWSr7c1sy1VxkIz5c2w4sPTeKoqcDm9c1ofEouvfvEDn4yBUzNNCL44EiBleXj2Gc3FrxePxu3NJDrS8QyVSBu5XG9/aiZu8TCa29WsvtVFwmnfz2SeR9vikttBAIQ3mYi+7fD9+MzVsby4DOF7NnfxpmXaMm7UAp7X/oKtL0JViWYUmHxo3Aktg7Hz32ctnzwPicIArfdnMG+X+/h0qs3IMhAJsAvvjeV8i1N2Ovt2OvtuJvt7P5lO21lbXRUdmCT65GJAWRiAK9agz5aT3yylvTLsnqUT0u6BcGo4ze3FLGnrYEHnz0XQ9jxi/j50bv1IMKKCyMmzR78n/5fDgcOt/OD/9sFwBlXpY/42inpRn7ywxz+9oeDrNYeJuqbOhb9WUpnEz87nvjZ8WTMCKN4bzsJcXJaDzZweF01JTta2PXULrb/axsAGosG2bQUzOlmAuWxWNFiSjQiU0zefMfOFif1u+vZ93EVDYea+fRgJdYqKQepUq8kcWEiy3+xnORlySQtTmL/1lbC4zT87btfMSs+Du0uDUnnHd99x2NBp1XwzGML+ONfD7JxUxOzZlq4ISuX+iegdh0kTYWkRD3Z08P4fG09s26aeAVVDEDhc9KecmMqvP1AFVqNnHNWBT86zFhWeVcuj+GhRwr44JMabrkhgyWPgeiXovoWPgNeKwR8kPcXL4+8WcsF5yagnOC2Pis/nO07W2k12ih7PYzlNw99bsALh/6mIy5vDi/IGzknP4zlyT72vbCPd29+lw+//SFZl2SRf2s+uoxjy055OZJSunNXa4+CClKMizkPQMtXcPhp2PkzyV27aWYjb6+uYubiCJQ6OU88U0y0Rklm8qm1pafqIwCRYmsL8xaMzpX/0ouSePSRAtauryc9bUq/YzELYeFXsPF6WHu5tIVMewWE5UxuefxUIlgK6tXAy0McWyQIwl6gFrhfFMWDQ5x3SmEtlH5WdLaTEK8ldQSDQlKinoR4LVu3NXHtVamkXgLbfgP1GyBuxQRXeIzYHT6KmzvIUyViyQhuwvmxrNjFzVVg2aDnSIH12CcHmSOFNpzOAAmlsaTfO/kHsRm5Zl57s5JqeRtF/9Gx4OITXaNJQJD9iYuK7MhEgZQkPZFzhz83f4aFuFgtX6xv4Myz4wnPhUX/hgX/gNqDUFUOGhNMP03kVzeUERujYfrUgYKs1+WlrbQNd6Odn85XsOOzCmi2oXW4eWXWNqyaXuFGZ1aRmqYmaVESedflYRV0hKeaiMowY3MLyGQykqcbiU7qb8Boa3QzfZaRXesa2PBCB+d99/is3nntsLO+nsxoyQ3R7fQd+6LjgFot559/nsN1t27h3FXxZE4Z3UrO8iUxeO/y8cQTxTzW+hXef2cz79b+qyuCIGBJsxCfF0XkwjTSiuzkL4+kpaCZmm011GyrYe+mVgrfK6Tq5R041AYEuYAm2sCbSj/1ooHYdDNLzk7EZIwN6j794YoSRRFns5PWolZailrYt7aR3fVt2A/X9iijTqUOXayRnMVJJC1JInlJMjEzYgZN37HvQDutbR6Sq+KJWQzGkadzPqGEW9T85feze34PeOGRjxrY9weYcwModHD2qjj++a8jtLR1kszERnauXw/2cpj7e3C7/Xz8WS1nnRkXNFfQ8XrcTM00sWBuBM+9UMo1V6Si0chZ+qQUAb36Uylyf+Yt8FlhDe7OAJdfkkxnvScodR+K7GkmVCoZHdNbqV0bRttBKUXJYBQ+B9YiSHnchv8RSMmLZOW9WZz269Oo2lLFvhf2cfDVg+x/aT/q1Ehiz5hOYuKsIe8dG6PFbFayY3cr116d1u+YIEgyomU2VLwLO961saGhkmmJYTz4u3wMEWouuWo9b7xdwY+/lz35vKHGQdWHIJ/aSXObZ8Tuvd3odQouOj+Bd16qoLWtk3BL/zHXNAUu/Er6lnsegIM/AfMMyLwZWBW8ZwgxOOMeiQRBUAEXAj8Z5PAuIEUURbsgCOcB7wCDhqkTBOEO4A6A5OST3+HbWgoBwU9FvY2V54w8tPiiBZF8uroOv18k/gxQ/BUKnp68CuqmtS0EEDnrtMkRkztyNkR+bOLwoY7jfu+9+9vQKeUk2yJJu+K4337UhHelpWnVtVP9aQJN2yFq3rGvCzFyDu+3Eu7Wk3Gj/JiLfXK5wDVXpvDEX49QWe0gJUtSPmUK0EaDsis66d597Rw41MGtZydIAv+hSuylLT0pTjoqO7CrDMgCAXReJ+YEI5HTIwmfGk7E1AganKqe3KCGcA15S3o3uR7c2oJaK0etk+OocA5WzR5yl+thHWz9qO24KajbX3LQqLFy2crs43K/0ZCUqOeLT85EJhPYuWb0+8mnTjHxf/+XxZ/+Xsx/dx9E+3kWOacPn5dTUMiImRFDzIwYZt8+m7jVDQT8fqItsPPDasp2N3LoyzoiHa1YcOKpamTd+kI2+zoJGPXExauJTNRiiDVgiDPQ6lEh12tQ6pVU6T20tvixOwN0VKoR5AIyuQxBJuBodmOvt9N0KEBTtYOGcidHHG04GhzS6nyDHUe9g/aKdlqLW+ns6N3PaNOaiUnSkL40mbjZccTOisUh1yHXKMleeOwIrFu+bEanVhC3J5qpP/Fx4kL59Ge0+r5MCVnfhQP3wZ7fS4riqjNi+ee/jrB3bxuzFo0tLzIwIuvogYdAHQEpl8CnX9Rjt/u4+IKx7U+fKO66cyo3fXMrr79VwQ3XpiPIYMr10j+QAr+9/PtycrLCyJoexp76pgm1DKtUcnKzwygqameqDr66D87+eOAtfU7Y/RvJVbQlQpJFUpKkfeOCIJC8JJnkJcmc/Y+zOfL2ETY9tpf9/9tP2X++xLhwCr5bsjDfkNNvP74gQGaGkW3bm3v2oR6NXAXhZ3nYubcYvU1N5tZ0atcI5F4n46br0nnw1/spLbeTkXZqpLWyFkPHIXBeZINSmDNr9PPQpRcn885LFWzY1MjFFyQNOC5TwvQ7JDf4938MxS/Dtvsh2i2lZhIETlhQTmDSeBFNBMEwlZ0L7BJFccCMLIqitc//PxIE4VFBECJFUWwe5NwngScB5s6dexLsLhseWwk4Ehx4fSIzc0ceaXLR/CjeeLuKg4fb0WsE4s+E8jeg81+SxXCy8dWWFkweLYuvmxwDXsRsiHaZ2NRQh90+9oAEY6Gg0EqKGEFEtgzL5JOfB2VGnoX3P6rBb/Gy9btwwVYpFU2I8eN0+qhtcZItxhG1cGTXXHZRMs/+s4CPPqllWVf05YA/QFtZG1Vba7FWtlO4vphvVLdTd6SYOhF0Hgc6nYzI6ZEkL0km4tYIrHId0ZkWZp2XjMrQPzhbMIJxAZgtKowKFQeL2/F7BkbXnAg+eKMegItvjaWzdWJXS8bCYELjaIiJ0vLY43P49s3beObtI9ybmE3iVPWolB+ZXE7U9HBim+Gpde3Is1P481s3ULqtlY2fVbH63XKyExVMi9aisFtxtdpoOiS5fVtlOgKCJBTvdnfgVmjwylWs7ezvkeKVKXGpdOg7bXjlSjwKDTvcvUZBbYQWQ4wBU6KJxIWJhGeGEz4lnIjMCEpKOkmYaiIho9erqGh3G97OgXvlB2Pv/jbSxAhMcXKSzvVRvH/k72ayEZ4LKRfB/r/AlBsgdbqBqZlGdu9r5eYJvG/bQaj5FBY+CKIiwBPPFJOUqGPenOCnaBkP8+ZEMH9uBE/9p4QrLk1Bo+nvwvvqGxWUlNr5x59nH7dgerNmWNi1pw3N+TZqXoih+EXIvKH/OQf/Bc5aKR3MY+s60OsVREYO3G+q1CrJuzaP6CXpHN5Qj2t/OZtfKuaDOz5g408+ZcYNM5h922yisqWAazlZYazb38rBwx3k5Zj7lSWK4PX5efq5Yjo9Ae69Zxq1/1aw5duQsgTOPzeBvz1wgD17204ZBbXsdelni9qOyaQgI330zxUXq2VmnplNW5s49+x41EME6ZOrIeVCiDkNDj0E2+6Dtv2w7JlxPMAIOFmDRAaDYCio1zCEe68gCLFAgyiKoiAI8wEZ0BKEe056bKXQFmdF5oDc7JHnvlowX5ogtn7VzJnzokg+Hw6/BiX/g+xxRPSdCNo7PFR32JihisMw0PA0NBNo8bHkQpRXGqRKy4KT524ktLR20tLqIa0pgvQgfidRFAl4A3gcHgLegGSpE3uPASg0CpRaJaIojtp1Z2aeWVJQV7bR9FICRf+Fqbcc+7rj6iF0jAF6srorHdwtpQTIyjUhG+HWKHXAx/wkBUVvHuTN5irajjTTeKARZye4lDpkAgQCbsKzokiYk4o51czs85NImhmF0Ec5OrC1GY1OMUA5DTYpiQYOVrRRuwaSzp3QW+FzwVdVdSRHhJGUpKN4EiqowSA5Xc+P7s7hj//cz6OPFvGz340tr/SWrU20tnr4wXenERGuplwhZ8V5qbhUKt74uIb0s5O59OYMohKkVVoxILLrs1raaux4nV4yp2qoPGKjrbGTtHQVol9EDIgE/AHs9gDN7SJTsg24vAId1gD5yyKllfmo4SMxl1WM3UDS0uqhrt7N4vp0pn8XhEkcfXyk5N0HW9fA1u/COath1emx/OffRbS0dg5wrQ8GogjFz4MxTpIpHnu6iOISGw//Y+64DSx9CdawfNcdmdx8x5e8/nYlN1zT69ra0trJvx4tYNGCSM46Iw6f9/hI8jnZZhQKgRp9KyuWw+Y7JTffyC7v7YYtsOtXkHwRxC6FfQ+3M3WKEeEYgo8h1sC8C5cTcUY2suY2St86wLZ/bePLv39J4sJEUi7JY2pqNHI5rF5bN0BBBXj9rUpKyx3cfks6yWk6on4Ch78l1fHsTxTkZIex90Abl16UNGnnzdFQ9jqE50N5rY1ZM8PH3H5Xrohl9952tm1vYdkw6SABlDqY8WOQLYXtv/dRpm1jxrVjum2IYzAuBVUQBD2SJ/adff72LQBRFB8HLge+LQiCD3ABV4sndC38+NDZDq5GqI+zkpKsR6sb+WsOt6jJnGJk565WzpwXhWkKRM6Bgqcg6zsDB/0TOcZ88XkTImPP7TURyFWQliQpqCVldtJMxyeSb0GRtMKQaIsY1L1XFEU6rZ1Yq63Yam2UbW1B8HiokHtxNjtxNbsoLffSaevE5/Lh7/Tyib0dr9OL6B9Zl7Fqw5Cr5FgUnWj1CrThWtxaA0qThtI0NdpwLbpIHcZ4I41tAgqjhphILVGRKkrcreQvlEL2p14KqrHlEz+uBHUkEQSCHRZ4+2dWBGDWBQNTgvg9fpqPNFO2vpb28nbsle20l7Yhq21EoTaR6fdw6K1aUubHM/uO2WiTI3FrdLy6upGDzW4+efd0Sna0AWBOMfdTTo8n02bo+bKuld0vu0g6d3h31PGy6UUrddp27piE7r3BZspsHdecPoUX1hXwyJ9KeeSd0bmuiaLIxi1NpKboyZxiwlEDtV+A3wVzYuM4ONXOG29XceYFiT0KqiATUIepMcul+WrKqhiUyVbaGtzkn9ZfaGutd1O6v4OsRRG01rupK3cQP2fig+QVFErjbKorkml3wPH1kZkY1BEw9w+w5S4ofRVWLI3hP/8uYufuVrJmjt5tqqnJzX9fLKWm2kFcrJZV7gTOOrc331ndemg7DIv/LPLofwp4/OkiLr4gkZVDBFwLBuMZq+fPjWTu7HCefq6Yyy5OQqdVIIoif/nHIVxuPz/7v9wuZev4iJYajZzs6WHs3d/GL18T+WChwEcrYObPIeCRIg3rk2DZ0+B0+SgusXHdN0ZuwZfJZKSdnsbc67JxNDrY+8Jedj+9m7U/W4vfYOCceC3rX/bx/bumIZf3ujtt3NzIpi3NnHVGLLNnSgsd2iiY+VM48BMoeQnmzgrnP3vaqat3ER93cgdGtJZAy26I/b9OGj/o5OL8sbsYZqQZSE7UsW5DA0sXRx1TeRcEiL7DyX8/2UzHl51E7lBw713TRhxBOJicAnaGIRmXgiqKogOIOOpvj/f5/8PAw+O5x8lIRwH4BB/1DgdnLxr5/tNu8vMsfLK6tmdQn/ZN2PwtKddTzJIgV3YcfPZOIyqfgpylkycnH0B6rg7FQRnFpXbS8ideQRVFkaKDLYR7fERF1lG8vhjr/6xYq6V/thob1morHnvvio9dbUQe8KH1uXoUR7/OjD5Kj1KnRKmVk5qShkqvkn7XKZEpZdLAKfRfNfS5fXhdXooK3Pg9fqKMfuj04mp14aj1Yi9tw7GrDVerq0fZtauNBLp8ebO0SuwBgcacKjoaw3n7Igv591mwiyoE3cQqHcFispm9RBEKS6xECDrURje1OzuoXm1lR20LDfsaaD7cjFtU4FZqkSlkWJJNxM6OY+YPZtIu0/PW1lYONHby4esriQhX01Ln4p2XK9hfaOfb/5c1bE7l40l6l5vmtnXtfMOnRTaBqfZee6MSuSjjpu9Prn1yQWGQBrzwEhM1RSmsqangD98v5Lo7Ykdc3J69bdQ3uLnq/FR2/gL2fAWNPUOhQJ5pKhXRO/jHv47w+FMLTprVlCNHrGgDSuacb0QXCx2niD/WtDug8FnYdi9ceMCAXi9n7742rh9lOVabl+tu3YK92kVqop6du1tZs72ZB/99hGULI9HZZVS+LsM/xcNvNh7hSLGNyy5O4pc/yZvUbeB7d03jpm9u5bqbN3P7LVNYv7GRDz6u4Vu3Z05IqrZjkT/Twr4D7ZS0tHPBVgtfXAc7fiwdSzgblj0r5a/euduK3y+OOmhaN/poPYvvW8yiexex681itj53iNY1+5ndWc0/plez/PvziV6eQXGpjf+9WkbWNBMXnt9/fMy8Gepek1Z18x8JB0o5eLjjpFdQy96QfrYltwMwO3/scRAEQWDlihj++78yDhdYyZ5+bAv9H/9yAI/SxyUd+axXHuSl18r54T1ZY65DiIGcupl7TyDth6FJK6WXmDZIlM1jkT/TwutvV1Jd6yQyTEXG9bDz57DnD3D2h9I5I1qInkCp3R+A7UcaSfWYMU+fXBNb5EwByw4DxYU2VuWPI9AE0nt2tbiwVlup3laDq9lF82f7cdXbpHx9lR5szW5U3gA5QLV7H7XfFhFkAsZ4I6ZEE9G50WSck4Ep0YQp0YQx3khVlY/wZAPTF0Uh67KC9t0bKFcIzFo5ujQ52q7rsxeGozNKvm/deVCzF0QgiiLudje2Whu7VtfRUefA1eyiqcpKy44mmmta8CkrObLew5H14FJq8csUrLOI+OJiMCcaUEboMcQaoC0CZ0CJKJrH9X4nAr9fRC4//m3S2eyk8UAjjQcaKfm0nsSqKgwBP+/dug8Ala+T6DgVMTNimPqNqagSw+lU6zAlGNHolcjkArmLI9nzRSM350Vz18928YP/28nvfz2T8iIbz79USlKijuuvTj3uzzYUiQlaFHIZlYE26tfHEX/GxNzHafezraWaeZHxWCInh3J+PLjkvmgafuZiTWEVlhdl5Cwa2R7Bt96vQqOU0flMOH5g1QPQFgUqE9jKoeMzHVmHEtm6vYo3X6rh8usmv9IviiKHDnYQYzeTe/fkmnPGSvcULZNL0bo/XAYFTwhkZhjZu79tVGUAPPi3Q9TVu/jNPVkkx+vx+gM0urx8tqGBLzY04mnyggkEEZLkJv7023wuOD9hYpTTIBY5d3YED/11Ln/++yF++NPdyGSS6+937pwavJuMgrycMMnVdk0dM++xcP4X4KgGZFLal2527JIsKJlTTPid/jHfTxAE4ufEsTDMRMYzZ/D9s94hprKBj+/+GJ9WR3VYBMkJ4dxyU/oAN1dBBrN+BZ9fDM5tamKi1RSX2Fh1+ugXTyYT5a9D1HzYUduBSiUbk6zdl9mzLLz1XhXr1tcfU0Hdd6CdLzY2cv89WayKTKTtJjs7xGJ27W5l3lkjNySOh8lmlJ8IQgrqBNB+BNrCrahUAmmpo19dzJ8huSoUFVmJnBuJUg85P5DyWzVsnhyrqIcLOnD4vUyNM494f92oGeMEFz4DIt1GSkqGN6+Looi7zY212kpHVQfWqq5Vz6qu37tWQH0uKZVFd3oOo9+BOV6PKdFE1PRIwlQq1u1oJ84Zx7V/ySTzEjOGGMOgKRK66djUjMas7FFOjweCIKC1aNFatMS3yYh0SROmKIpseHA/TDHw+J8X8uZMF57ONmK+U09LTQdGj43C/Q4a9tTT0ewGEfb43HQqNKzFRVSqqSc/ptdgRNTrpL1oMXqU2uO3SaykzMYr/6ykpMnFdVelct/3xrZ3bzgCgQDOJifWGiueZjuVL9tpPtxMw/4GHA2OnvNkSjUBnRFLfgIZc2MISw5jyuJYps6P6jmnscpJ5RHboPdJStTz21/M4IEHD3DOReuQ+yDOqOSub2aiGmZ/Xz+OwwSmVMjJmmai3tZO2RtMmIK64f0WPLIAV152kuQUITh7o2UyuP2XSbT+ysdH2yvIezKaS+4d3hWztdHLms/ryWqOxpIiJ/c+yL8Wdn4uHddEQO6loHshhqrXrPzhLweZMy2StLnHZzvEWCkrd2B3+8g3WohefKJrEzy6m0nsUkg8D/b9BTK+aeKrQ+1U1zhH7DbY3OLmvQ+ruf7qVKZkmPC4/CjlMpYvjubCi5P54nYvX+xoYMotAaacq2DO6TGoNBM1eR9FEKTpM1fGsnxpNPv2tZGUpCMmenDvnuOxEKzXKZk21cTqtfXc9/0sBEFAP4iN54sNDeTlhGEOU9IyDgW1L2HRer791Dnc9u0vyQ4LYChoIKzDTkRbB1/c20L6Wemkn5GOJqy3PydfKMXnKHsNMuYb2b23dchIwCcD1lJo3gnz/wLPbWonPU2Pchh5ayQoFXJOWxbD+x/VUFZhJy1l8JV5j8fP629VkJFu4IZr0lAoYE5KNAX2StZvauTOH536W1COFyEFdQLo6FpBzUgzjilxdGqKnrAwJQVFNhbNlVYAc74Phx+Fr+6VIq2e6NDS275oBRFmzp98mxUteRDhNlDUXEljUSs+m5ud5dWSAlrVXxn1OvvvYhLk0spnWFIYcbPimHbhNExJ0spnVT3oorTMOTcBnVFaxTn0ZQuffVpLbRHkujPIuTkBjeE4TfpBQhAE5s6O4PV1tbR3ujnjZR0fLtNh+8pA3g89zFwexe51jWgNCjqa3DgaHehkXsr2tKL3OXDXdEhRZjdX0e6S4e0TzlVtUrMnVYkl3YI53Yw5xUxNs4A2XIs2XIM6LDhCcUurm0efLERjVLJscTT//V8Z+XkWIoTRfQtRFLE32Omo7Oj3r72snZJDdtrrnAR8UrRRWcBPuNpD5LRIMs/LJDo3mujcaMwp0fzijHp2WQq4/v5Z6LXSMKsxDYziOBwXX5DEogWRPPpkEcoArJgVgcEwMoX/WAE5jsko5Mn8mRZeOVxB6dsBFj0sC7rBShRFtuxuJLrTwJm3moNb+EmASivjL0/ncdeNX/HAc7sxO1Yw7bqB54kiNO+Ct55qxm+A5SuimHMDQ36P+OUCP5maxff+vo07b93JC29N7hxTq1+Sgv8vvcAyufZdBbEucx6At2aDvkxyCd22o2XECurHn9Xi94tccWkKjlp3v2N7HoDC5wSmX6ck88Lg1fd4o1LKmDtUpOHjvKQ0a6aFbW9XcKTQSta0gXJQc0sn+w60c/e3pwX93osWRPKbn+ex9osG/OmRnLksBk9RE4UfF7P3P3vZ98I+EhckSspqrglBgOnfho9+AAkrjWxxNVNT5yQpYXJtzxop5V3uvZazPZS+aOeyM4OT5nDl8hjWrW/g/Y+quftbg3+3T9fU0dLq4eF/zEaplJTiabcJJP02ikOlNdTUOtGNU1keDZNqLAwyIQU1yPic0FjdSVuaixVTJZ/40bYfQRCYmWehsKg3tL9SLwVS2HATlLwMGSc4atjuHR1EuUwkL1YAI0sP0E2wOpTH6aFhXwPVTTZaS1ppL2vvUUDjGzu4tMHDmvvKADC5OxBkAoY4A2FJYcTMjCHzG5mYEk2EJYVJ7rdJJgyxhiFXNZ1dLrRHHy8stqEVFSRO0UzoHryJZPHCKN74oo7nni/lx/fnMPu3sO7XoEqBmct7v5lcKceUYCJhih5FXATT5lowdu2HFEWRgq1NVOxtxlHfmw9R7WinZlsNB18/iOgXe1aiQWrrkRaIiNdhiDOgi9JJyqtFizOgxOGV40zUoujoQKGVohV3/+y0+vF7/Pg7fTzxeAH+Tj8/+lkuC0+P5oabrfzzj7u557pM1H4X3tpWvE4vHocHd7sbZ5MTR5MDZ5MTZ5OTiiovrg4PH9U1IHb6+r0bpU6JOdWMOSWK6HmJmBIkN+3oTAtzzhvoHnfkSahUHyE6XIPJqMTvG7vgFBOt5Tc/n0FLnYuyA9ZBzznRE9TMGWZeeLmMSquVhs1m4pYHt/zSYgfNHhcXZOag0JzCs/EwRCQoufsHmfzy4QM8/MwRLvtwKvF39h6v3yR52OzdJlKS1khOupn5Nx9bsck9Xc+vXbP49aO7ufLKzdx0QwK5OSZkJ7pRDcL6j1vQBZTMunpyr/SOh8hZkHYF7FqtJSxHybYdzVx60bED7IiiyAcf1pCXayY9zcD+Pgpq4XNw4JeQcR2E3TBMIUFmMu9pDQb5My0o3q/kvQ+qB1VQ129sQBThtOUxoxWRRsQVl6ZwxaUp1Jc7qC6yI08xknJaGh1VHZSsLqFsTRlVW6o48ugmFtw2g5wrZqHQgKywK8tBqf2kVVDLXofIeXCgvhlEBn3/Y0GjkXPOqjjeeKeKfQfaBwSHa2xys3pNPfPmhDN/bu/2saj5MMVk4RA1rN/YyLkrj4Ob79fAx/ckFacnL+0FUK+V8sGNxyc+f4aFbesacTh7heUp18Ohf8OX34fYFcNfP5Fzg9cfoKSpnZnKFLQx4J3ATOmiKOJoclDwfjuN+xtpOtREW0kbJaUeOq2d6DwOFAHpHemidIQlhxGRGYG7LZGNNLJgeRozF8Ww+OIkjPHGYd1ux1Q/RAoKrUQ4TFgWn7wTclSEmgvPT+TVNyu49aYMZv5EQ+EWKHgGSpYAI9iuIghSFNCIKRFETOm1cs9dJbkkBnwB7PV2tr5bjavVhavNhavVic7nwt8irVrW7arD1erC5/LhVqjxKDQo/R60XteA+/XNxagSZCxQ6fn06iNs9DiZgbQI+NmXRai9LtT+gSlJ5Co5uihdV2AqE7pYI5mXJhORZiYsOaznn8aiQRAEDm9rxdHRu+KuNSgGFcKOPC1SZ2pl5SjyHx8vJiKI+rw5EQgClEc0Uv5m8BXUNR80oQjIuPKbwbGSnzQc9aniUzRcf0Maz/6vlOLSWMrvklH/WxA7wVkH2hhQX27FtsvDXdeNfNXmsjviULqUPPjkfh59ppCEWC2XXJjY028nA+3FIkeszcyINp3yRopZv4QdHwokK8xs29kyovRhVTVOikrt/Pwnuf3+XvM5VP8Vpl4Eix+BQ9smsuZfL4wGJaefFsu7H1bzg7unD9h6sW5DA3GxWqZlGqkqGHwrRzDpHi7CksKYfetsZt4wk5qvamjZUMAXv/qC9b9Zjzx+Gv7NGRizZFRUOYYtb7JiK4PmHTDvQXjzq2Z0OjnJQUzHtHxZNFu+aub1tyq59KY0LBGS55PfL/LSa+UoFAKXXjjQaJR9voY1H6hY89FxUlC/BoQU1DESCIg0VDgH/L3jMDTqrKiUMhLjx95pZuZJwm3B4Q4WnCk1dkEGK16Ed+fAmmsDxP1s4HU1xb25PwN+cFq9qEeR5mYwPG4/LXVuohK1tDV2UlHqxIfI7LzgJvUOBAJYK600FzTTWtxKe3k7HZUd+Fw+TF1J4MOSwwjPDCdpcTT6WAPZi6JIyo/Ckm7pl/Nx0/cCPLvhI7Ijw4jKisLWKWMssf7cTh8tdW4Uil4BoaXOTUKGgZY6F6VFNmx2HxkuE5ac0ZXdWu8mLcdEc62bwAhTyYyE7rJEUcTa7EFnOvb3DwRErrogkQ8/qOKhvx/mtw/MJOVbbhobRF74VjPma9vIOV2LxdzfTdXW5ulZQW1v6sRp9Q1WPB63n8YqJ067n4ipA9tNbKqO5hoXOpMSnVGBz+2nprAdV3snXruXzCwNbquXlgY3Bg0EPD7amjqpq/FQUtpKwREbZ69KxmxWEBerQKaQ8f7qeoqOuLn9jilk5obhdAsYwtX4ZXLM8QYCMhmCTEChEKgqlPpNYqaB2D77xv1+kaZqF5EJWpy2/u7gLvvAZ209AAX77XineskYYg/L4O8ngEYvCTiiCB3NvVYfp81LW4P0u98n4veLNFYOHHuOxtbmYf/mZqbOttDW4MbvEwe4ew7W7tqbRmdxCreoyZ9hofxgHQfeiifz/+REJvTfH+bzBmiqdhIISPk25QqByAQdSlV/g1F33/K4/TTXunA4vRyobCHFF4Eiyc2ute2YozVo9XLaGwfW0+MOzj6vYyEGgqvo29r6t62jv0trvbQidvP1abz7cTVHMoq5JDITU6sfnVGBJQ+m3Q7fub0Rg17B6StiKNndccz7Vhyy4u30c86dFszNC3nl8TLK9bU89mQRugQNC7ItA/JL1pXZ+9XX6w2ACB0tnYRFDO/G3tfAczRO28D+5PUEaK5x8vnv3PgEL/lLTCN2Pw/4xUHLdNv9tDcH36o6wPgjQl2ZA5fdh1orp6XejTlKjT5MSVSCFlubBzHAAA+LsEyIPxPKtmlpimmiqtpJctLQK10et5+vtrWgVAqce3avEad+o2TQjljQQeov3LQ09O/8TdUuBBk4rT6cNi9J04xYoqXV6YYKBw0jGGNGis8rohpBQPhAn+4riiKNVS58Xmn5UamS9eSFbah0UlVgIzJRi0YrxxKjobZ0ZHnPvZ4AMrmAo8OLKWLsAdcCfjhrSTRffFLHx5/UclEfpcXt9rPlyyYuvSgZp81HY5ULmeLYhpWakmM/w9HNzDpEPmi5Uk7y0mRWficP7C52P7ubL548gsNXR16Bko6WVmwrowAjNcV2ZHKITtIhP4YRv63BjdcTwBzVv6973H4cVi/WFg/RSdpjliOK0jxm7/AiyATSc/uvggaGGGP3/8eNQ+4n6RItX97XzIxsc790O+NFIZdx7ZWp/P3fh/nxj3fxy5/OQKeX8/T/Sjl82Mq1V6YQFjaw3cStEIh908zOg834uvp0p9PfE7BywugyXokBRmTMOpkIKahjxGXzScqgQI9gCVIE33q9jbRU/bCdxhSuol4hEBY5+IQ+I9eMTIDSMnu/qKTmabD4Ufj4NheO5yHjr9K9dSZF10TTNSF3NVKfV0TW6Ueh7G20o90jVl/uoLHKhUojo+KQlUPb7AgiLLswHEt0J43VLlTawQs9uq/IFUKPUOpxeKj8opw9r5bRUtCCvaAOp1cqR2VQYk61kHZ6GpY0M4svTSY6Jxp11z6+8sNWWmpd5CyKQDOIAh41U4Z5tZ66anfXMzhRKGX9lI+R0FTtGmCIqCt1YApXUXbASmGRZBmN9hoxTwO5cmQDZcAvggjVhfZBBYGoxLGnd/F6pAnd7egKgjSIe1FMsq6fVTfgB0+rj3Pmx7D6vRrKqxwYRYF9vnbaM0S0m0C5CVadEccF5yagD1MBDlob3MSnS4pYVaGNziECQbTUuagvH1rg6T5mbfFgbZEmXLVJi9okvYe4BeE017hwh7lIzTUREaelpc7FkV1tPPrHvay4Lo1ZqxJJyTIRGS9dE3uZjavPX88Bl4q5OfE4ShzYAkAAnJXuQetRXWTv10aaq51UFdqRK4Se99iVnQcxIE3KfQONFD4DtaZWND5ITdJjDFdhb/Pg84lo9P3bqVrXv890H/f7xH5Ca325s5/S2Frv7meIGirQiVSOn5K97YMK6gDezv6NQxxE+j+6niCtHndjb/NwxspYHtp1mIr2Vva8rebM7/Zvvx3NndQU97fYK9Xynm/Vjcflx+sJ0FLnprbEwZaNrfhEkQV50bQ1St+stW7wbwe9bf1oxTfY6ExKbEMIhjC895VikLr1/b5qrXzA9+o+bg5X851vTeP3D+zn9EXtLL7IQEJXqp+SUhv7DrRz+ooY9H32Kg+2J94QpqQ7ZnhtiUMKoLbMzszPI0g4bKZoVTm/+9MBHvpVPia1Aq8ngFIlw2X39XxHhVJAoZL1GAoqDlmZsSxqwL360q1EaI5qU91KsN8X6CfYtje6Kd/vYOPaRjQmyJllxNbe+977BnkJj9P0PK/b7sfj9uPplMYjWdf82a3427sUbFkQmkm3saLTPbgfZ99v21zjornGRXiMmoKuPMYdLf3bkVwpY+r1AoUbjWi90j7U4RTUTrefHbtaWLEsGnOX4Owv0rP/71bM2VIezI7WTjpa+19XV9a/P5bu72DOGdI77DbYweD9fySYwvv3kb5jxmB0z1vdWFs8A1YezVFq5Aqh5+/N1ZJnjcPaa8QbLCe0PkzR8x3aGzt75K6h+qkhrI9S0ZViNTJR23O/biK1SpIi1PznmWIuvCCxRzn4clszbneA01fEULhT+s6BYbZ6dC8i9Mx9g8hTga7X0+n09VN6nFapLSdlGqg4PHClViYXCEu3cPoDpzP1hnn8Z0khzbJDWGqb+eDOD4jOiybt9DQSFyWi0St6jBSD4fMGKNknGb6ODvAX8ItUHLLitPnQGhQDFNij6XT5+7WzoxXUoYxZu97sQJ4D5S0uqqqdXLhcWsAZTvbqfp+DteXB5s/0NANXXJLMq29Vctc3vyQjVc8nu5o5f1k0SxcPzK4Qm6LD1uohOzOCva2NVFRJ8oytzYMlJrhbEvRdbbN7TEucYuiRu1x238QrxMeRkII6RrqtpZn55n5KZt1BL01aGxcsThv2en2Yctg0Inq9gqQ0PWXl9q5RtHfQzbwRClbDvjegdo6GiHshe4G0KtWdqiQmSdvT+U0RauQKGXNXxXBgS/MxJ4qj6bYGdQ/mpUUO9D412d9QozSoSZ4+tCtzX2vO7JVRVG2pYtMfNlC+tpzqr6oJeAPY9FIE2EU3ZaFKiUYWFYYxzoggCMgUArMHeU+pWSZSs4a+b3gemD0G6hy9k3C3JXZUHDWnqDQyPO5AjwJRWGxFpVCzICeZ+eeN3HKVNNVA2QFrv0k5JdtEVMLYFdOs+eEc3tbaI7R1t9H49IHCTUyyDku0mn0bpcAjiZkGqovsXHJhIpGRaj7a0kCDw8+qCxM4fVkCe3+kYEPzET5dXQdhCuadFUNYpKqfgiOKkpDYPdHUFNuprxjcjShpqoGYFD2ODi+Ht7UOeg5IK6v15U4QpdXMo9m1pxW7w898VSo1P4/g4EFQ6CDhLJj3ZyN5M8ysXlvHNdekjuwlHoWnS+j0dgaQySEqUUfSVCNNNS4qDln7CTj+Tih+HtpzWzF5FMyYH05CxtD578Ii1GTONlO0qx2tQcGUmWYA4tL01JX3vjdRFNHo5cSl6Sk7YO0RiKfPs2AwH3sFYLB2HxapomOQ1fWEDAMle3tX3oZy89ToFD3tTRThjNNieehvh6k3ttG4JRa+O3hd5Aqhp+8cLRzqjIo+ipmIKIqs29mCwRvGzPNGZ1ia6Oik0+ZYqDxipWUYZXkolKqusXhrM257f4POrJVRQ648xCTrUChlXH5xEv97pYx33qvizPOlFbNAQOTXv9+PSi/nwouTUGnkA77d0b/HJHv7GMdEBAFyfwD77jZyVvFcCs3r+M8rZdx945Sej+X39balo/dnjcQLREQypkbE9R/nwmPUODq8A9qEKELdWqhXdBBpVmMxq/sJYN3fWaWR9Yw7GTPMHNwiRXCXyQQMZmXPPBQRp+lRAhRKISirDUcbnkZCv+c86qFlMoH5l0RS8kaADXsVbFrbwuWXJA9Z1t59bdjsPi6+UDqnZjXsvlNLTr6WqJ82IO+jJ+iMCtJywzi4dWCE+8EMmdFJ2mHn9+GIStT1M0ql5Qy/T1BvUvTziuheQUvLNREISAYQGFyp7Ft3nXHg94hLMxCdpGP3uqauMqRCoocwBOvDlAP6i63NQ3O1C51RQXSyjvKDVmSCwNmr4nn6lTJWr63nrDOkvTCr19aj1yuYOyeCfV9I9xxO7jJHqYlJ1tFQ6URjkA86rnc/19HPL8gEIhM0RCXqiEqUVpj7pqzrq+wmTjNyxnVz+OTFJD7I2MTtM7XUb6nhq4e+Yvuj2yleGce8m3PJPDcThWZgfQd799PmWije044g9M41I9lKcqxT+h5PzTEhinB4jRVrCUy9VZr7AWbkWVBp5cOmlhvse3aj1vaOlbvWNRLwiaTmmIhM1BIXr+WZ/5SwdVszF1+SyBUr4zFHqQe05bBINXNXxeCvNfDyQ4fZ8amd+cu0QVvNDI/VkJ7X/56CIPTUu63RTUPlqbctNaSgBpkDRW2ISsjLMY+7rOnTTGxZ20AgIHK0uJX/S2ioha/uA7kKsocQCCeCujY7iVozyhF4MHbaOqncXEnNVzWsuaoAd5sbQSYQNyeORfcuIu2MNJo6NSjUCuauiqHyiJXGqoH7DUeLOQcsnXr2tTQSEMUJCfoREEUKi23EtkcR940xlj/JvDHkchmnLYvhjnumU7izrScI0uL1oDknnY2lKt56r4r0KUaWjmCP5UQPmOvXNBEZ0NH+u3AiZkLmLeDtgNJXoOpDmHNtHLv2H2bDpkZyUseXJ+1YVLwL7laRMlkLWenGyeNqcxzqkZKsJzVFTxNtNGyORRTHf9viEhvV7Q4u1szAePJkl5lwFAoZ99+TxQ/v3M5Hn9Rw1zQTb75Tyc7drXz/ximYxmFBV1tg9q/hwF0qLr11Oi/s2M+efW3krxh+ZXQs2GxePlldS16uBYt6cINCwAdl7wRoMlhZkhvcLSWTnbQrBKK3m/jqy+ZhXfe+3N6CWiNjyeIo6jfC6ovAPB3O/hj27zzOlZ5gJqMAPm92OKu3NvKHPx8gf4aFltZO3v+omssuTkY1Qo+q40n6VRD1iBlXigp3XhLfuGkWLYUtVKyvoHpDAWXvHUIdpibrsizyrskjZUUKcuXkyExQv0n6GbMEPlvTTGyshoR4LfaOwT2Exkt2lpk//Homfr/I4vPj2bexadjzZ1+pQ/t3JTs3tTN/2dgXG0JIhBTUIBLwQWF7K7JogawsEw0l49vDkT09jDUf1lFSZmf6UVHKZHLIux/aDbD1bkCA7O+M63YjoqXGi03wsDhz6JWhTlsnR945woGXD1C2pow2mQGVUcWCC6Yx9cKpUo4uc6/bQ1sfa1+wUOohzqRnZ0Ckrd1DhGV0KT5GQm2tC4fDT57DQmyQA8NMNpQGyP85qB9LoGOfn7//4whx988gOf3EDMKiCGv+7KCywcEC/zTO+Vgg8Zze4zN+LEW8rnnKRPQMHe+8X032d7PGrDSO5LKCp8GeZqW5w03OGV+DIAlHvZOli6J4s7Sc1pZO6jdA3CCB3Ebz+tetbkLtk3PxdXHA0KvsX0eWL4kme7qJ518sIyZFz98eOsK8OeGctix6XFGjARLOBMeVwIvJJJ9Wyvsf1XDDXZkoCW5k1n88fIRXXq8A4MffmU528sA5pex1qGt34jUEmDrMnHMqog6DaVlGDte1suMtB/MuG2gRDgREtu1sJicrjI69Mj47HwzJcM5qUIePvw6TUSE8UQzV9OVyGfffM517frmHS67agMcbwGJW8b0JSC8TDKIXgiVCRaRSR3GZnWVzooicFknktEjSHjqN9gN17H9pP4deP8SeZ/egDdcy9YKpZF2aRfKK1BNa94ZNkvFFNPjYubuVK69Pn3ADrFwuQz5C/VypFUgzmimsa0f0jyCyZIhhmXzmnZMYWxlUa1rJiDKhHcQ9YrRkTZeU0r372gY9LlPAGa8LJF8IW74rsu/hCYhlfhSHNkguO7OW91+N8nv9FH5YyJvXvMlfY/7KOze+Q/PhZuZ9dx5n/PEMLnn+Ei7+78VkX5bdTzmdSFKTJbfAplEGfRkpRcWSy1GCMzwoieMnbJwNUrkyOWR/R+D+W3NRe5X89YFCGnaNrM0FU9Dx2GDt5fDu6zXIgPvfS+innII0iX1jM6RcKJBWFk9ZuYPikomLpNh+BGpXQ+uiBslVMts8YfeabHS7c511ZhwIUB7ZQMGT4yuzvcPD/sI2cjoSyb11cljvJxOCIHD9NWlERqr5xW/34XT5+PXPZiAIwXFbXfQvUGoE5tpTqW9ws3ptXRBq3UtVtYM33q7k4gsSycsJ49kXSun09Hd39rmlID+2JGmcnZoxsR4Qk5GFl0lK+Ru/aME3iL17/8F22tq8TI218OnZoImEc9eAdujdQyEmgIw0Iy88vZh5cyM4c2UsLz67GItl7AGYJhJBBknnQWR7GKVHBZaSyWVknJXBxf+5mPsb7ufKt64k8/xMCt4t4JWLXuFvCX9n04ObKN9Qjsc59B78icBaIsnYMUthz742/D44Z9XkUwJnzjLTpLBRv/f4BOw7lQmtoAaR5gMB6vXtXJIbHH+0hDgter2cvfvbueqK/se6BX5BIVJ0bjFPVBUhPg2rpsRwyc0T12mLDztAhNmnSxNne3k7O5/cye5nduNodKAN15J/cz551+WRtDgJQRD67Yc4nkzJ1UMDNNS7mT6OlD+DIQhQUGTDKKhImq5B9TUx7gsCLPyhml8lzOBX/9jOU3+oQLErirl/GHkZLpeP9ZsaKXnNScAbIMGgYtpUE8oRROKzV8Lqu8BV7qc0v478qRZiEgcXBGQKyPke+F3R7Cot55N3Gsi8f2KE3IP/ArkaDvkamJFrHpebZTA4lo4yEe7HcbFa8mdYOLCviYK3vSxqVY55Fefjj+rxiyLnzU8JykrQqYg5TMXD/5jLrgIrKcl60lINFLYObswcLdoYmP1baL8vmuj5pTz5bDHnnZsYlLIBnn6uBIVC4AffnU5ZhZ1v3vYlu/a0suCsXs+DI09I6XPap1lJUuowGIbpU5PFnT7IxCVqCDeqKWptYd21KZzxOsj6vIbP19Yjl0Pn/8KQayXlVJ9w4uo7UZwMnzc7K4x//nnOia7GiEg6HyI/NrG9oQ6Xy4dWO1AVUGqVZF2SRdYlWfi9fsq/KOfgG4f56v1qqjZXIcgForKiaD8/EVlyDOFxE6ssVn0o/YxZAq+/0ERCgpYZuWbKDg6eH/xEseRCMy9vhoPrHMz4xlhyR4ToJqSgBpED22z4ZAHmLAlO/kNBEMhIM7J959B7UJ58tpiHnyzgjNNiaV4vY+PhWgofbOPBf88OSh36IgagptmJRaem4atKtty3j6KPixAEgakXTGXWrbOYcs4U5KrJseKRPleDYrVAbbkbguyC6/eLFJVYibGFE3VecMs+Gbjg1hg27Y5lzbp63n23mtKXE1GdB9OuADG7N9JtX6w2L2u/qGfD5kY6fAEUejn4A8jtIkajgrPPiGPZkiiUg+x38dgkF9p9z0GEFhQP1OB4yceKpcMvFQgymPcrGTNvjWdPVSWVh9wkZwd3Bb+zFYr/CxFXujl0oIPvf2dyunYdD1adEcuuPW3sNlay5IUMcr8/+jI8nX7efreKaKeRld83MuK8IscZQRDGV7MgPJZSKefSiwbm5AsG2d+BXU8KTKmPY7WrlM8+r2P5wiDsRRVh3cYGTl8RS1SUhshINUkJWjZvbeLbXac4amDXLyBsiY/KBhtnnf01y4HbhSAILFoSwWZfCxXvinxxncBpL0nGN1EU+fj9OuKcFtSCgnM/B+PwsRlHxETkSg4xuUg4C2I6JQ+96honmVOGN9zKlXIyVmWQcloacZc10nykmZrtNdTtrGP9bzfgUukJi1ASNS+J6Px44pOnDBsNeLSIIlS+D5YsqLXaKS13cNM3MyZPnIc+5M81A1B8xBFykR8nIQU1iBw6JEW/nDE7OKs0kqtgGFveaae4xDZgEGlp7eSxp4o47+x4/vKHWThrBX6z0MgmsYhf/3Y/P7g9c1Bhf6w07vQid1SR3dzOe7dtJzxazfJfLGf27bMJSxo+Qt+JICJPwNypp7529JE2j0VRiRWXK0Ck00jUgrGXM5Hj60QPjjfdlE5NrYOP1XtwRrQj36Dg840+bL8oxR3hxqACnUzA8p9mqhvaqahvxx8QmRZj4fTsNGalxeJwedh4oIKddfW88U4Vn62u58xF8SyYE4nokhEog4JPYe9q6HBD5HI46y8i3/tTGRlpeqYMEyW3G7kKbn0gnnt+XMnrT9Rxz1/SkAfR++rIU+BzQsvcBjgAK5fHYC0ff6CvYHE85/CUJANZ00xsUxez84lEcr6nRhBG1xbf+6gGm8vLcl265Dr/dZrkJ5HAJVPA7N9A9Q3hxCc18OhThSydHznucqvrnDQ3d7JogVSWIAicc1Y8zz9VQnGpjWlTw9jyHSmmg/zyFvyPw4w887jve7Iyb04EH35SS8Iv7ZT91kjbIWkVaf9uK7U+J+eoE5j/K2lbw2RiEjXlEEehMkHerDA+aIaq6mMrqH0RBGnlNCorivwb80lIVLL5hQLa9tVQtrGSok/L2PXAZyTlRZK6MpW009NIXpaMJmzsCmvbQbAWQvz3RN76sBqjUcE5Z02c0Wo8bTfcoiY2TEdTi522g5A8yfrlyURIQQ0iJbVWVMhJTtLT1hAcpSg3xwzvVLB2fcOAQeS9D6uRyeCHP5CCv+gT4KwfmnD9Lo0NyhJeeq2cG69NH3cd3B1uDrxygLLX9pLqk6GINXH+n7/BgptzJk10t8EImwoWj56W9vagl71rj+RKF+kyETUv6MWfFCjlAvd9P5s319Xy3ocVqKNE/AJotRqMDi11rR58dNLR0ka4W0OSM5KMjhgMpVpsGwzs8MvwCnL8ajP5mEnUWDkUXs1bn1fw6cd1ZLUlMrVdi1sDs78B+ReCGAm7ypopKLLxk7unj9iCmpSjYXFuLJsO1vPFvyM5476R+WQfazXB54QDf5Ms0u+XNhIfpyVzipGdk0hBPd5ccWkyux86xDuug5z+8WyS+noYCF1JBYcgIIo8+2Qp4W4Di641jlq5DRFcohdA1HyB2UWZvG/bw9r1DSTox2fdOXRYMuQu7KPsrjojlv89W8Jb71RxTUYYle/C/L/AIwcaMBoVTMkw4nVNfIyF8TBR+tjSxdHIZLDHUMnVr+ew/29Q8TZsjatApZJx22PRdDomZj9gqOtNHoK9Wph9gRrtU0rKih1w2tjLMcQayFiVQcSNObTWu6nb1wj1zTR+WcH2R7fz5T++RJAJxM+N71FYk5YkMZoQOOVvSq7t1jgrhZ/auOLSZHSD5IqdLOTlh7G3poW6L2DmZSe6NicvIQU1SIgiVNmtJEWZ+iUPHy/mMBU52SbWrW/gztsye/5eUmpj+85WbvhWBjHRvZFUzVmwaFU49nV+vtpeTka6kYsvH9ueWGezk41/3MjGpw7i8srQ6SLYG63ljh/PJvO8hEmtnII0oMUY9exzN+D3B1e42b23DbNMTWSCCnVwPLpPStQqGQ/8aiY/vi+bjR/VkZSiJ7crJ291sZ3aQgczF8ZQW2anrsLRI8QlZkJ0EjhtcGQn+BzgtZk4y5bFkeIO1uyrZoeylJpZjVx2XgJLbgmnoQoqS7w8+kQhGekGVp0RR3WBfejKHcVlN8Wz9+etfFZaTsbabFJPH3/7PfIkuJsg/E4b6//QwC03TE63o4lgqMeMjdFy521TeOTJQv750zD+ek7GCAuUAsLVtDq5SJ5NzOKvx3uc7GTeBOI3Y0lIN/LQI0f4+bezxrXH+uChDpISdSTE63r+ZjapmJln4b0Pqok+MI2oOUribupk29nNnLM4BrlcwBuMhzkJiY/TculFSbz8ejnXv5XKhVv1WG1e/n52DReem4DJoqBpghTUEKcuSd+AiH8ZqQyiMVXWtS814+opWKJPw+f2UbW1ivJ15ZStLWPr37ay+cHNyBQyYuYmIs9MIGZGDJHTh/bMCPih4h2IPT3AC59VEW5RsXTx+D05JpKsHBNbP6uj4ovxp7/5OhtoQ1F8g4SjTqRBZWVKYvCDsJy2LIb9B9tpapJWZUVR5NnnS9Dr5dx+85QB56dfA0tUacQEjLz9XhVtbaOLYuuxe1j/2/U8lP4QX/3zK9LOSOOsv55LhXY2dq2OpATdsQuZJCTH6wkArW3Bm8B9/gB79rUSbjNhzglasSc1BoOShHgduj5J6wVBMhKow6X8iiojKLv+qUygNks/lXop6qQpAyLzBZZebuYXv8nhpuvTcPq8PPxUAff83w7WflHPw48V0tzSyW9+PgNlV465kSqEapWcW29Nw650879XS7HXjGLkH+QenR2w/0FIOBte2lqARiPnlhvH77FwKvCtb2ayZGocH8sO8/u7C0e0r83vF3nnrRosbh3n3x4VchGcJBiSYOotAmfsy6ejw8PjTxdhd4xRXRRFCoutzJszMKfpaYtisdl8bIws5PQ34cNPa/D7+6+0fl357remoVAI/OvRAgBeeb0Cl9vP1ZenntiKhTj+BElhCcuEWI2BFrsLj2diIs4qNArSVqax8rcruXXTrfyo7Udc98l1LLp/EWJA5PCbh1n3i3W8cfUbPLv0Wdb+fC2la0rxOnvHl5bd0NkCB5IrqKl1ccWlySgVk3txZFqmpAdUVjixVwWhwK/pXBhSUINEwVYnHrmP7OzgK6jdobRffKUcgC82NLJnbzvnnZ0wqCVboYE5v4W8mhS8nSLP/LdkRPfxe/x89e+v+FfGv/jiV1+QfmY63z7wbVb+7nT87WaaNB3EReiCuq91okmfKqWaqasO3j7UqionLleACLsRS27Qip0wTsYVPZkgsGBuJE/8ez6XXpTIgUMdPPpEEa2tHn750zxm54ePybI4bbqJC1YlUaNt58k/l+PtHPtsX/ISeO1g+m47n62p56br0gmfgHy7JyNyucCjz89itpDIS1sLefzJ4mMqqWvW1tPU4ebMwHTSLjhJ2uzXxLw96xcQ5w/j6vCZVNc4+es/D1NeOXLvhW4amzpx2P3k5Zj7/T0QAOsrBvJak9lpKmNrcR1PPFtEXm4Y8XEnj0F0ooiO0nDjtel8+Ekt/36sgMeeKmTlihiysyZf7IeJ4CScwk4Kpkw3EACqKo7PlhSVQcWUs6dw5h/P5Ma1N3LZy5ex4tcrmH7xdALeAJv+tIkXznyBP5n/xMvfeIl9/9tH0dsNOMOtvL+jjFn5FmbmTX6Xte6cza1qO5Xvn+DKnMSEFNQgcXCXlGMxd17wFdSUZANnnxnHCy+X8vjTRfzit3tJStSxfMnQERXjT4OUbC3T7LFs/rKZA4fahzw34A+w78V9PDztYT753idEZUdx25e3cdVbVxGVJd2jeZdIk8ZGWqY+yE83sUyfKwk3NcXBy4Va0JX/NNJtwpI9vrImVHk8BWRnlUrGmSvjeO+NFfz773P4/W9nsnTR+CKJnn1eDMtz4ygWmnn6jxUExqBk1G+C8k/9+K9q4qf/3k64RcUtN0yi1dM+zWrChbshXp9SJeNPf55JflMKr79TyXMvlOLuHNxS39zSyatvVBLjNHHD72P6pdKYtExSoXkivrcuFvLuB+NnMdx+wTScTj/X3ryZ6hrnqO5XWiYptbnZ/RWr/X+B5p1w7w+mER6h5p4f7sTp9PO9b4cijHRz200ZpCTreeypIqZPNfGbn8840VUanpBWOemZeZqUBqVg2yBJdgch2J9UqVUSPzue/Jvyuf2r2/lR64+49qNrWXjPQnweH4deO0TF/rW0tz3H3KIS5qjdWGuskz7SdHycFrVGhj3STlVIQR0zoT2oQaKkK+FxzoKJyXv0k/tzqKxy8q9HC4iOUvOLH+cgO4bXasZ10PCjWArCm3jsySIe+efAaD6Vmyr5+O6Pqd9TT+ysWK5/4nrSV6UPUJzK97jxGPykppxcCmraAjWKgIz6IK6gFhVZiVHosUQp0Qz0VBszofl8aHQaBXGxOlrrx/8dBUHgqtsScP5JZEdDPY8/GODOH6YiH0keVoeP3z9wiM9fbsCR6sBxCGLjtDz58Lzh8zRONo5TW0s8Q+Cmmbm8sUfBrt0lVNc5+eZNGcTF9q6KBQIi/322DNEjcEZKKskXCLTUHp/6TTYm8xiQez/sexxcnxi57wfT+c0TR/jZr/fwg+sHbjMZitJyO3KFQGZmryG39FUoeBISL4TZ31Xy2NnzOHSkg8ULo1D6ofKIbSIe56TDaFTywZunUVXtIDFBh0JxHNYXJpkeICkmJ7aTTHLdaFRMXalG9bicskLHia4KAGqTmsxzM8k8N5MFrR4+/mkjW14uo8Z0hOkqDwUv76fg5f0Y4gxkr0xg3jXTCESYT3S1ByAIAokJOmzNDmrXSp5WylBK1FETUlCDRFW9HUNAjck8MUJqVJSGF55ZzOYvm5iZZ8bT7qOufPhBxTwd4uYomF4dz7oNlVRW9Z5vb7Dz2X2fsf9/+zElmbj0pUvJvSoXYZAAT45qqLM6wMBJp6AaUwUMfjVNzcFZQfX6RErKHKTZEjCfBO69J5LJLGwLgsDNP0pE+JWc7fU1PPxXP3fdmz7Afb2vMFJT5+KxBw9Q2eQmtdPCkpVmll4ew4rlMWgncUTBE82ypwWqZ6cS6Vbwla2EB/9+mOuuTiUl20QgIPKnPxyipMbGgs50FnxfPanbzWRnIoVnlRFm/hQ+/jGklGv50b3Z/OK3+1iT2MCKxcPnI+6mtNRGSpIOVdf+cXslbL4TwmdB5h3SOTnZZnKyzQA0Vg2/sjPZV1KCjVwukJoSknRDBAe5UiBKo6Ou1TnpFG8xALWr5RxIdKFNy+COhxdQuLmeuh111O6o5cAr+zny7Db84WYSlqdhcOeSeloqsuNhuBkBCXE6tta14veI1KwWSL3kRNfo5COkoAaJWqudGNXEThxarZwzV8YCUNM+sv0/GddBw72xbAuv4rU3Kzh7XhQF7xXwxt+/wOvwsuzny1j646WohkkdUL8e2tQONGoZsTHaIc+bjAgyMKs0tDlH5sJyLMrK7Xg8AWJaLFhCAZJGxGQVImUygZt+GY/8Z3K+rKvkH38q4ns/zBz03MoqO3/752G8PhlXFC3k7F/rUMy0krc0EnVIOR0WXSwsfhyabzKxypvL7swinnu+lC37W7A7oLC8g5n2GK7+VQxKw/ijHoaYODJvgA3/hqJn4buHk/h0dR3vfVDNwrkRyBXDixOBgEhpuYMlXflPxQBsuAlEPyz4O7QHP111iBAhjkFSoo5tJY10lARg5omuTS/1G6DQ2opN4+H7t05HqZRhiDaQeV4mmedlEp1wFq6SBjY/d5iideW88M5u9NF6sq/MJv/mfOLnTFye1JGQkKDFudVHZ4Sbyve0IQV1DEwOU8NJjiiKNPodJJonn2XTlAGZKzSk26NZ83oJn977GRt+u4Ho3Gi+tfdbnP6704dVTgHqvgCryUFmpjGoKXSOF+FhGmz+Tvz+8StKBYUdCEC8I/ykUVBDK1JDI1PCNb+J4TRdGhXNNh789REqD/eXlBuaXPzop3sQXQLnFMzi0t9EkHHNCarwSUrkHJj3IGh9amZsmc5sWQJ1B3y0HYZz2nO57cdJJ01/6ssktb1MGDIlTL0FHLVQ8JTAN2+dgtPlZ/fetmNeW1nlwOXy96wAHvi7NLcsfAiMyRNc8RAhQgzKlHw9AUGkYNPkshAdeVqkKKKOhDgtixYMjOSt1CqYdsE0TvvtSq5840qufPNKUpansPvp3Tw19ymenPMkO57YQac1ePFHRkN3Gq3AYitVH0rpckKMjtAKahBorPXglnlJjh/c/XWiFISRlpt5S4DcmxpRFO2mOczM0p8t4/xfLBjUnfdo3C3QtDtAe6aThVOTxlnjE0NMrJpAO1QXu0mZPr4gVocLrEQotYRHK9HGBKd+E8VkXbkMFsF6PKUWLv9dJMaHFHxcXsJlV27kjlkzSc/VsXZ7JZsLqnH5Bc5snM5pv9SSdx801QTn3seFCRt/RlewKQ2WPgklb8qI2B/PSuU0Mi/RMeWbfgoPNk9MJSeQYR//FO56kfMgPA92/xouLwonJlrD5q2NLDlG8LIDhzoASE810LIXdvwUUi6BzFugsfI4VDzEcSVkGD05SJ8mKVIlBybHPlQAWzls3tqINd7N5V0xUYab7+VqBVmXZpF1aRbudjf7X9rPzid28uG3PuSz+z4j/+Z8Ft27CEv6MSIAB1FmSoiTvA0d6TZ078fQtA1iFgWt+K8FIQU1CBz6SnK3nZJ5/FZQR6p82Opt7HnoE9TucqrDLIRfNIesS6aPSDkFqPoI2pQOfAGR6VON46nyCSM+TQ1HoGS3myXfGHs5Xq+fklI7U2zRRC8MTcCjYbLryjI5nHuvmcw9WTz6Zhn/OLANDoDaB9EuHTfk5TLtpyIpA+OMfe0ZzbdVGiHjGulfShZEJULn8clwcPw5RccHQYCpt0LZXbD3jwLLlkbx5ptVNDQN/yEPHmpHpRKIidTyxXWgjpAMFl/7cfRr/wJCnEiiozQoZTLqWp2424DhDO/Hqa0efkxkR3QpkeEqZueHj+pajVnDvLvmMffbc6ndXsuOx3aw88md7HhsB9mXZ7P4h4uJnzvx7r9anYKoKDWNCivRCqh8L6SgjpaQi28QKDko7W/MyJs8AYREEYo/Lebj731Me1kbZ/z6UhrCF7Ntv31UAmXlO9AeJUVRzJ5+cuZcS8rSAFBZOL59qKXlDnw+EUu7iehgDTQh2WRSMSVfx+r1K3jgp/n83525PPa3BTzwSA4XPGRAF3eiazdyJl3u28luoQgxKkwZMOUGOPhPmJEshTLftWd4N98DhzpITTFQ/LRA+0FY/hxoBnrujYnJ1txDnHqc6DF1om4vkwnER2tpVzmpWzcx9xgNPjd8+r9mmrQ2zl4VP+ZtZYIgkDA/gYueu4h7yu9h8Q8XU/xJMU/Ne4rnz3ye6i+rg1zzgaQm6ymptBG7jFA+1DEQUlCDQFWZE0SYMrs3gNCJHMw6bZ188O0P2P7IdiKnRXLF61ew9Fd5zI+PxdbppWCEYfs9VmkF1ZZoxWRSEBOtmeCaTwyRSUrkokBN9fiWagqLrQgCRLoMwVNQT2FOVqFRrZZz6eWJ3HxnKrGJp2ZU2RP1TKfiu/y6Mvf3IMih8XU1qSl6du1uHfJcv1/k0JEOYrUGyl6H7O9C4jnHsbIhxsRk2yYyyapzypAyRUeH2kn16rG/4GB9m7LXYJO2mHCTmvnzRrd6OhTGeCNn/ulMflD1A1b9ZRUN+xp4ZtEzvHLRKzTsawjKPQYjJVlPWbmd2PP9tB8EW9mE3eqUJKSgBoHaOhdGnwZjQpBf5xikuZbCFj75wSeUf1HOrNtmsfK3KzHESq65V/woGkGEda+3jKisirfB74Z6bKSlGk64BXGsyASBMLmGxrbxBQEoLLIRpdKjNSgwTQ1S5Y4HJ/izhYSKE4twohtAiFMSfSLM+JEU5X1qhIWKKic1tYN7qZSU2nC5/LDFgCFFCpgVIkSI0TMRRoPkRD0+IcCRjU4C3tFfH0zR8ON/t1JlbOG661NQKoIbIV9tUrP4/sV8v/T7rHxgJeXry3k8/3Heve1d7A0jy4wxGjIyjPh8Ip5caVEotIo6OkIK6hhxOXpDctW3OwmX607o6oAoinz1r69Y/aPVAFzx6hVMv2h6P6Vy6jdUxMlM7D3Ugt9z7EGu6D9AupvmNjdpKXrcjpM3BYRFr6bN5SAQGN3g7vUGpJ8+PxWVDiLtRiw54O/6+3hpqQ3+BrzuZ/R5xz6RjfT5vJ4AHrcft9OHxzV4mDq3w4etzTPmugA4bV78PqlOga6qdd9vuH4niuBy+PC4Rx5Cz9bm6blXN97OwKBR+Oztnp6yPW4/tjYP9vbxPSsAYm89vJ2Bfkp+0yg9AVz2ie23jg4voihi7+iVbNoa3VhbPdjaPLQ1umlrHBhJ0evp+p5HRdf2+wK47JM/5KEgCIgBRtW2+jKYnDnaOeTofto5RB88Fm7n8NfZ2704OgZKrjN/DPokUG+0IIiwem39oNfv7FpdNbXqyf8FKHQjq1d3P/SPYSxzO/04rd4hDWQ+34mznNnbR64FdPeloXA7fD1j4nixtXnG3IaCzdHjAoC9zYNtkHfR0TLySK3BiOZ/NPZ2aQx0OXy01LlwdclKY1Imj3GJzyvitHn7zQ/jJTFR6pB1fhu1a4c+L+Ab+l7SPCsd757zbW2eATJXd/vyeQaWVb8RPmspJEyhYNWK2GHr7LL78XkD2Ns8g7aV4VAZVCz/2XK+X/p9Ft27iH3P7+PhqQ9z5J0CAv7e9i/2qbvH7e+Zs0ZCwCcSHyF5HZZb2zFnQcW7Yo/M4BqBPO33i0PKVYMxmnNPBkIK6hjweQNUHLICIJMLtLhdROn75wftOzDJx5k4+FhjXKe1k9eveJ1Pvv8JcXPiOOef5xCbP7BzCwLMnmuhQ3Dx6Z/ahy2z7VBXepnFNcgDkJZioL681zquUo/umbSGoeNxKVS9ZcmV/cs1R6lHdZ+j6Q4GFRWpxinvpGbP6JQHp1USJKqrXfh8IubmMCw5UHbA2nPOaAdHkNoNSLkAuxmroNuN0PXqnFZp4Cve0z6iOlhi1AMmkaYuxVmuGCgxd1/n94l4OwMc3NrCgc3Sqry1uVdQ8HUZQQ592Yq9rb9A1v2dZYOU3xelWrKgVhy20dEsfbtuQbmuzNGvPoPh94m47X5aake+el6wo42qQsmaKu8qu/te3ci63nXZAStHtkvCd/Gedgp2tHFku7QXbyRCdXf5WuPA/lGwo42S/R04rF783kDPc3YrnMONK75jGBhUGum9msL7p5gazQTX3WYaKp20NXTSWtf7jkv2dlC4s016hr0dWFukb9f3e9eWSO+0uautqbq+deURG631UlmCwIgDugGYIodPmTURHNgytgjEwxmBdKaB7cE3iHDo7GN86BZmBjtvMPp+i779Q6PvvXd3/y/Z18Hhba0DlFS5GpY8oEHRpCFSqeXTz2oHvde611vRe1TkXK1AnzawX3QrDUePge1NUrvpK4RrdL2rKt19ICyi97v39NlSBz6v2M/YpOg7vwRJT+nOg6w7qg+rNL33Mh7Vz/qOzaaIgW22b5vv7kuDGQh83oA0Lo7wWWQKYdjxsmBHG4e/6nXVHk+O5/Ea7CsG2YpUcdhGyb6OAX/vO48OtWex+506rN4eJWk0Buvu/mIwKwc8m7XFQ1O1i4NbWig7YOXglhb8frFnHIPB59LByj+WvFi8p51DX7ZSsKONg1uleVd21CV92558mO/d/X3j4rTI5dBi6qDstaHvXVMyMNKvXCHg84r95viaYgcFO6Txv6mqV260tnrYv6mZljoXNSX9Vyxddh9v/KyFRm0z5y6NoaWy1xArlwv4PP3HhtZ6N6X7O/C4A4MquyNBG67lrL+exbf3f5vERYnsfGoXn3zvU6q+rEYuF/D3MWId2dGGGBidsUyrlGE2KTh4uIPkC6Fks5P969vYt7G5p40MR3259L6H+4bQ22YG6xsnM6EovmOgWyGJTNSi1ivowEVcZH+TcN9JPjYt+MGTupXW1pJWXrnwFZoLmln111Uo86SQ3EcLnt1ceV8SH11VwUfPNXHG3RbUg0TdFkXY9yeQqaAjygYKWHFeHEaTClGUJh6DWTnius5cHolsmEE3e0F4z/PEpempK5U6ZUyyjoRxRkaWyQRyFkcQ+1YjgTKRkm0ukmaPXOmVOr6f0nJpME2zJmLJsfY7ZzjleyjMUWoMZmU/S/p482R1TzbHmgi7UShl5CyOQKWRdwk/vZOPTCYgyEBn7P3OeUsjCfjFHiFPo1dIylOfQdxgVvX5v5KGo9JHTJ8nNTh9mFSuVq8ga344Pl8AjzuAIUyJTC5gbfWgMyrQGRUYwpSU7Gvvsc52P59MLt1PoRy6bSVk6Kk4PFDQmTbXgtvp7zE0pWSbeib18oPWnj5+tNAZmSAZoszRGkC6trtefr+ISiPr+X0kfcRgVpG1ILzfeBEep+lRiK3NHhRKAYNZNcBYM1y704cp6eyzKqY1KHoU22lzLejDlETGa1Hr+gug3YqrXCGQvTBi2Lr3tS4PpRDHJOtoqOwVUNJzw3DZff0MPD3HZoSxa01jT3uKS9MjCAKCADmLIwj4RA5vk4TnnEURPcJZX6bMNI9ZWBkrY+23OpMSa4sHmUIg4BNRqmU9Hi9TZ1twdHhR6+Qc+rKFgB/0pv7tSaGSoegzrnZ/D0vUyGIFxKbqMYWrKNjRG9xo+jxLT98ECI/VoNLIe87p/s5xfea0mVcYaNwW4MhL4ezYX0NDo4uY6F6DbckrsPdwG1OM4aRdJmAZxOjY3ZbFoz6dXCmAANGJWhqrXOiMCqKTe+dapUpG3tLIfgK5SiMne2E4xXs78Lj8hEX23m8wZXC8hEWqyV4YPqA/5iyKoLnGhTFchVqnwNrcidaowNsZ6HmfkQlakqcNjI4vkwnojAqctv4GiKPpHqdiUwdfks5bGonfF6DT6UemENAZFCjVchKm6KkplsaYnMURuB0+FEoZTdUuWhskpUqjlxObOnbZRRAEcpdEIAjCAAVqMMzRmp46AcgECCD1E5dt4GpTel4YYZEqdq9r6vf3vm2hLzKZgEwuzXvd/Ww0CrhWryB7oTRW9x37ps21ULCjbcDqmhgQ+xmvM2YMH2Syuz+Opk6eLsNNfEZ/OSlnUQQ+r3T/biPvYEQn69CHKQn4ReLjtNh1dsrfhiWPSzmPj6ZHoRcAURqD+soIICnapnAV7V1eM33brcsmyTuODq/ULhQCKdONlB2wUrU+wBsNBzHqlVx9cxpxSVKbFgRpPmut7723wazE3uYN2lgfOT2S6z6+DsMfdrHryV28ddkrzLtzFot+sgKlXkX5QWvP2KcPG7m8JwgCOdPMHDjUwXfvhi1/E2nZBbFLpeNiQIRhlM9A11yY2EcOLiu3o1TKSEzo7fNGixJjuGpQ74KTmdAK6jjQm5RUFboRBUhI1A56jkwhHNP6MVYa9jfw9PynsdfbuWH1DSy+b/Ex94lmZBiJDtdQIm9i168GHvd3wvrrofgFyLkHSqttJCXpiE8xYLSoMIWrMFpUo9qPqlTLh30HKo28Z1DunphBEo7GGsGtL1q9gsRMSWgr3j26SL7dj1labseoVBGu1RKVJx/0nNGVK/QTBIPCGCqi1SuQy4VBLz1aeVFr5f2EsMGu62edH6RMg1mFwdy//ejDlIRFqIlK0KI1KFBr5UQlaNGblD3vabCVVkEQ0OqHnyz6rs73VTaNFhVRCb191hypIixCTViEetgVhu72ONSr7nvtSFf+9CZlv/4xoM0LAoo+ygv0f67BUB51vG9bM1pUyGQCWoNiyP5ltBxbUBrJGKDR9y9DqZJhtAxUEmRy6bn7trm+/9fqFf2eYSjlXCYTepTsyU73N1QoBgrLCqWMsEg1Gp2iRwA8ul0e/Y17rx1Zu5PLBYwWVT+B/ui+KQjCoN9L1aeuMplA/veUzMyWjE9Pfbsed7MUZG/Ld+G9G13YVC7Oui0cQRi87Q7XlnRGBWqd9L11JuWANqvWygdcrzP29qm+BixBECZkT77OqBxQB7lCRkyKvqculhgNGp2i3/uMTtIO2QdHMz8M1VfVWjk6oxJLjIawCHWPsqLrY+zQ6hVYojUD2kJE3PjnX41OGs+HU5K66bmX0N/IOlTTCI/VjNo7TaE6eu4e3fPpjF3tr891Gt3IxptjvYPe/jiK8atLZzt6bJArZAPm68GQyaR7GiwqkhL1NIg2OttEKj8Y+hqVVt5jqB2sfJNFhXqEz6AzKHrGg/8+UE2TzspllyVhiVBjtEiy5tFjUniMBssEBOwUBIGUxUmc+/C5zL1rLrue2MmLy56h/WB9P8PWaPtEVpaJ4hIbxnw/ags0fTW6eskUQk87f/+jas6/9AvOuWgtX2zoDe4kCAKGMGWPF92pwin2OMef4j2SwpOaOcJNNUHiwCsHWPezdehj9Ny+7XbSVqaN+NqZs8zUG9rY85iXlr29f3e3wMdnQslLMPcPMPN3AYpLbEzNNE3AE4yAIAoSsYmSFb28aPSpZkRRpKzMRkSngZglUuTKEAz+ffrqpydpUK1x8TV8ZAhF5/26I8hg6f9pidcZ2LCvjv9FwQthcPgRCFwhuUDPXxyciJwhQoQIPkkJOuxuH4E0Nwf+MfLr/H5x5Htth5goyrZ4+NRWSFa0hXlBitw7VpQaJWf+8Uxu23IbcpWc/5z2H7Y9vK13/+0oJ7us6WH4/SJFJVbiTpcUVP/It0z3UFXt4Dd/2M+MXDOpKQZ+/ft92GxjiGh1EhFSUMdJ2WFJ4UnPOz4KasAf4KO7P2LD7zYQNyeO27+8nfCM0XXoGblm/CJUJzSx9nLobAVrMby/CJq3w8pXYOZPYN/+Njo9AXKzzBPzMMcRs1mFXBCorRu9gtra7qG9w4ep1UDMsgmoXIgQIUKc5MhkcPH1sVQbW0n6uYO5f4KzPxM5aKwhKlLNtBNl6AwRIsQxSUqU3LmVF3fQsBGatg9/vt8f4J33q1iw4hO+/8OdPPFsEU3NI4v10Fef9bgD/OfVYvzyAL/5S+6kMWwnLkzkzt13kn9LPruf2c1n932GtXbg1pRjkZMluXYfONRO8kVSnteGraOvz5PPFiMG4O8PzuGPv82nsamTt96tGn1BJxEhBXWcVFe4EERImz3xOUJ9bh9vXPUG2x/ezsybZrL8l8tRm0YfRCgtxUCYSYn1rHrslZJi+t5CSVE9dw2kXyWdt2lLEzIZZGcdX8FiItKSyAQBs0ZNs9uJZ5RjTFmZtP803G0gbmXw6zbRTJYBP0SIEKc2l1yYjEIhsNtSwcwfQamuiS+3NXP7LVNGFewqRIgJI5T2bFASErQIgDWlA6UJDvx9mJNFkdfequS1NytZOD+SpYujKCi08td/Hqa8cmAgpeH43d2FNAkO7rogl8yp44s5EmxUBhUXPXMRZ/75TGy1Nj655xOOvHtkVGVER2mIiFCz/2A7UXNAFwdVH46uHlablw8/qeH8c+OJj9OSl2Nm6hQj6zZMXA7XyUBIQR0ntQ1OjH4tesvEvkp3u5sXz3mRw28e5qy/n8WS/1sycl/4o/cJygQWzo9ge0ETZ34UwOcGTQRc+CXELOk9b8uXTWRmGNFqT41YWpERGqwqFy17RnddabkdhUxGuExL1NwJqdpJy9HGhK+zLhzK9zoCTqUGcgo9SrCIilSz6vQ4Xnujgg2bG/nLPw6RnKTjqstTTnTVQpxkTMR4OmD4OZn68ATXVa2Sk5So43BJB9O+CWWvg71y8HM/+LiGjZubuPD8BB7++zyuvDSFH92bjUIh8Jvf76OsYmQ5RT9/v5F1pVXM0Mdwzf3Dp5U5kWSsyuD8R88jPCOcz37wKZ/c8wl+78ii4wmCwNzZ4Xy5rRkEkeQLoKMA2gtHfv8PP67B7Q5w9eWpPX9buSKGnbtbae84tQIj9SWkoI6Txg4XEYrBAyQFC3udjeeWP0fVlioufelSFv1g0bitgIsXRGG1eakLa+XKYrhkP5im9B5vbevk0JEO8nLN47vROAi2LBuXpKZD7aR+0+heXlmZnQifnvAc2aCR7b6unEq6RrAQTiqJJ0SI4PPj+7JJStTxrbu3UVJq577vZaEaJtJ2iBDHYtLONZO1XmMkJzuMXXtamXqXtN/y4L8GntPc7ObFl8vIywnjqst6DU8x0Vru/V4WarWMBx48gM0+cH9k3+9YVu7ghbdLSHCbuem+xKA/S7DRReo4/YGV5N+Sz1cPfcULZ76AvWFkivjSRVE0NnVSXuEg7gwpD3TleyO/95ov6klPNZCd1RsJeuWKGPx+kQ2bGkf7KCcNoVljnLR4nEQbJ2b/qSCAtdrKc8ueo72snWs/vJa8a/L6nzBG5swJR6mUsW59AzIlyI8K1Pj52npEEWbnnzqBLWIT1fgFkcL1I8+J2dkZoKrGSViHgfAZE1i5ECcVk1ZgOp70fQehFxKii6goDc8/s5hlS6I4bVk0Z54+eVdGQnw9GXFQn5OEYA2/s2ZYsNt9FLW2kno5FDwFzro+J4giL7xchiATuOrylAFu+xHhau6/J5v2Dg9PPVeM1z94Ghirzctf/nAYpVfJT781E234yaGKyORylv9iBZe8eAk122t4cvaT1O4YPPdzX5YtiQZg5+4WlFpIWAUNm6Ht0LHv6Xb72b6jldmJ0XT2pigmN9tMWJiSbTsGpls7VTg5WsUkxeMJYBXcxEZNzApq85FmPv/J5/g6fdz0xU1krMoIWtk6rYLFCyL5ZHUd3qNyGO7e28rjTxeRmqInJen4RieeSKIipX3ChXscI85dWFZuIxCA8E4D4XnHPv/rTmi/a4hjEWoipz4mo5In/r2ARx+aP+nGhElWnRCDEPpGJ4YF8yIJt6h45r8lzP41BLyw/obe/MSbv2zmwMEOrrsqlXDL4PFPpqQbufvb0ygusfPGWwN9hAMBkQd+eIQOdyeXT53GzBuCn5t4oplx3Qxu2ypF+X1u+XMceWf4fanRURqmZRrZuVvKf5x6ubSKuvmO4fNoN++Fd+614vUFEJ6L5pUkKH9HOiaTCeRlmzl4uCNITzX5CCmo46C2oBNRgPik4CuodbvqePOaN5EpZNy45ibi58QH/R5XXpZCQ6ObNV/UA+DzBXj0yUJuvH0rCoWMP/9+1ik1U8TFSt+pPmCjdd/IrikstgEQLddjSJ+omk0sJ+oTnkJNJ0SI4HNqLeKEOFUItcsRc6rNcWq1nBuvS2fj5iZqAu0s+hfUroFt/wcdHV6efb6ElGQ9552dMGw5py2N4awzYtm4uYkPP67pd+zFv9RQ2NbGWXHpnP0z40Q+zoTQ/c1jZ8Zy25e3EZMXw6uXvsrWf2wddmV+6eJoDh5px+32ow6D6XdC0zY4+NDAc8UA7PsLbLgRqvztaJUKbn0zHEsurLkUKruCLE2fbqKk1IbHO/hK9clOSEEdB9VHpGRGSRnBjeBbs62G5894HqVeyscUkTkxbrbLl0aTlKjj6edKqK5xcvMdX/Lw44Wce1Y8b728jNxs84Tc91iIEzRDhpmUhJmUNOmsNGwc2TVFJTaMATUx2Upkod4SIsS4OJUEuqA9y6n0UkKECHFSc80VKRgNCp58tpipt8H0b8GBv8F95x3B2uHlpuvSkMl7xyxRBL8HPFbwunrtGxeen0hudhiPPV3EI08UcuRjDw9cXs6XdXXkh0Vz4x9iEU5ymcoQY+CmdTeRdWkWn937GR999yMCQ7g1L1sShd8HR4qkNBKxyyDpG7DzZ1DwdO8qta0cPj0Ptv8fxK0UaY5sZ9nySFLOknHeOgjPgy3fAp8TsqaG4fOJFJfYjtMTH19OjfCsJ4jaMklBTc4OnoJataWKF895EX2UnvP+dznttokTXuRyge9/Zxr3/2Q3512yDpVKxp9+l8+F50/+DetjQRAEMjMNVHRYqd8IOd8b/nxRFCkqtBHpCCMitP90AJPNdW8yEHolIUKECBHiZMVoVHLd1Wk8/nQRJWU2Fj9qpCisji2fVTCrNZ7Cuw3U6MHhB7kLNluhvo+XrlYArQk8JoGZhnScsmoeeaKQRyhE6YdZseH85K+ZiAEQAyf/cr1Sp+SK165g9Y9Ws/WvW3E2OrnkxUsGnJc/MxytVsahw+3k51kQBFjyOGy4FjZ9Ew79W1I6rcWg0MPiR6EhzU7HfV6WL40BJLfghf+Gj1ZA4bOQdYGUAvLwkQ4W5p468WK6CSmo46CxRlJQU/OCo6DWbK/hxXNexBArWWXcAQXtR4a2jARDFj73rHhWr62npaWTB341k+QkfRBKDQ4ToQBNSTeyY281tRsDiKJsWIWissqJzeljqtuA5XgoqCehcnOKxZoIESJohIwVIUIEiUnal07VPn7DNWn893+lPPJEIeesiuMf6/aQl2XmhgtTaT8SQOUFuw8MYZCcDMYmkKsh4AOVF0Q7NDeC16bgfG8OZ6Z20hjbRv4qLVEGOSq1nE7XCAOBTBKGk3UEmcBZfzkLY5yRz+77DHeHmyl3r0Sp6U37oFLKyJ9h4dBhK6IoIggC2mg47wsofkFy9bXkwdTbIf0qMKbCR3+UoiItWxLVU07ccoiaD4cehku+pUerlXOk0BpSUEP0p6m5E4UowxI5/twjDfsaePHsF9FF6rhp7U2YEky4q5xDnh+sKHSCIPCPB+cEpayTgSkZJnxigJoOO9YiE2FThz53zz5pQ3usyoAh+ThV8GTnFJ2wR4Qo8nV6AaeqcBZiEhNqcyEmA6e4ZdZiUXHNFSk8+3wpn66uY0qGkScenU9rlQt7ewBTBDRXgzEcps0BVvdea44CtRYauuIjxWdAfHoEEEFTjYuKQ9YT8UjHhUX3LkJj0fD+7e9T1Qgrfrmi3/H5cyLYuaWF8koHaSkGQJpHM2+U/h3Njl2tJCfregJ8dpN9txS8qn6dwNQpRoqKT00X35PcA/zE0mp1Y5Zrxr3S13ykmefPfB6VXsWNa27ElGgKUg1DHE1GujQoNGklN9/h2LWrDaVfTsY8bUgY/5oyajkk1E5ChAgRYtxMlArY17gfmteH5gd3Z/HYQ/P48+9n8cIzizCHnXzRdk8Es26ZxRVvXEFbSRtrfroGW32v8rhkURQqlcDWL5uOWU57u4eCIiu5OeYBx9KuAKUByl6H1BQDFZWOYD7CpCGkoI6DdncnFu343HtbS1p5/oznEWQCN665EUuaJUi1O4mZQONkUoIOtVpGa8SxAyXt2NJKhNtI3NLQLBYiRIj+hITbECEmiJOlc50s9RwDcrnAimUxfOPcBMJMwVVOT7U8tEeTdUkWK361AnuDnf+d8z9sdZKSqtcrmTMrgm07W3G5fMOWsXFLI2IA8gZRUOVqSDwPKt6F5EQ9DY1u3O6Ty2V6JIQU1DHi94Bd7CTaMvYUM9YaK8+f8Ty+Th83fn4jEVMjgljDEIMhl0suEW1RHdRvGPo8u91LeaONaDGU/3Q0CEP+cmpwCssjx4Wj39+pKKgcz2c6Fd9fiBATRbDG71C3+/oy0jYUOzOW0351GrYaK/9d+d8eJXXF0mg8ngBfbm8Z9voNmxsJMylITR48LkzKxeBuBItHOl5X7xrxM5wshBTUMeJqEHEoOomJHdsKqrvdzf/O+R+uVhfXf3o90bnRA8752gvDE/T806eGURuwYi0TcdQMfs6e3e2IwPRpJgT5xNTjlOBrOlEP5dYfimwc4ngRamohQpxYQl1wdHzdxqzonGiueudqrNWSkupocpCcpCc1Rc+GzQ0Ehohi7PMF2LSlidmzIhBkg7+0pPNApgT5AUlBra0LKaghumiu9OGXicSnjF5B9bl9vHLxKzQXNHPV21cRPyd+AmoYYiimTzNh93ixKd3Urh38nI3vtIEIs84yHN/KnUx8zSabECFChAhxCnCKGVZPNsPo12kFOnlJMtd9fB3Waitv3/QOrjYnK5fH0NDQyZp19YNes2NXKx0dXubPG9qrUhUGMUvB/5WkoNbUDR1U9WRl3AqqIAjlgiDsFwRhjyAIOwY5LgiC8C9BEIoFQdgnCMLs8d5zMtBU7QEgaeroFNSAP8DbN7xNxfoKLnn+EtLPSD/mNYN15lO5g0/0s02fJgWhsiZbKX158HN2bm8jymskYWEo0PVoOMnmyRAnmFN5HAsRIkRwmGwKWGjcCjEaUpalcN3H1+Got7Pmp2vJSdcRG6PhkScK8fsHNqaPP6tFq5Uzd9bwqWPiVoJjr4LIcHVoBXUYVoqimC+K4txBjp0LZHb9uwN4LEj3PKG01HkBSJ42cgVVFEU+uecTDr1xiLP+fha5V+eOqw6TbMw+aZg6xYQggHdOBzWfMsDNt600QFFHK7lJ4cjHn0FoxIS+5+QjJIiECBEixAkgNPj2Y7Ip6WPhFHiEMZOyLIVvPPkNnE1ONvx6PeeujKa03MGHH/cXQF0uP5+tqeP0FTGoVcPvL4s7DRAh1qAPKahj5CLgeVHiS8AsCELccbjvhNLWIq2gxsSMXEHd/OBmtj+8nUX3L2LRDxZNVNVCHAO9XkFykp5WixUxAHv/2P/4u79qwyv3c+4tUYMXECLEEHydJuBTQWAKESLE5ONkGVpOlnqGGD/BsJckzE1g6U+X0l7ZTttbe8nO0PHIk4V0dvZG4H33gyo6OrxcdXnKMcuLmg9yDZg9empPQRffYPgvisBngiCIwBOiKD551PEEoKrP79Vdf6sLwr1PCB0tHjpsHgQFREaoBz2ne+BSayQLyN7n97LmJ2vIuy6PVQ+uGtF97B3SKu2+jc3Sfr/RdBBh0P/21Kv8oJXyg1aiErV0uvyoNHJSs/vnXxVFEXubF4P5OC4jAmqtnE6nH9kQm8ODwfRpJg4d7uDGe+DgPyF2OaRfCfYq2LiuGSEalp8bQeGXrQhdZhyZQqqP29E/nPdYBXWFsr99SK4Ijr3IYfVy6MveCHEjeY9HP0J7Yydq3fDWu8EeW6nufYZgfj8x0Pv/hgonDRXSYDxUkIHeC3v/2x1sQBjsNfd5GFGE1no3rfXuEdfvyPbWARNYsIQXnycwYLuv1jD80D3g3iOsS3cb7/sdh7xHn1NGnHxdEPrVxe8TsbV6CHR1KVEER9e4Jx7r255g+vZ7aQyVsXtdY79nGb4A6Yese3yRD/6Ruv8+VHuqL3dQXWTvW7FjVf2oeoz8/JriwfPtdX+rvRuaMZiVTJ/X3zXN5w1wYHPzkLfrjkbsdvrQh0nzTUOlE2uzB32Ysuca+SjGlO72efT9BJlwwtuWTA4B//Bzx9Htp9PpY98hKx6Xn6hELU3VriHPHTFHv5t+9Tkx2pdWr8Bl75+CY1RNepiTAwFoa+gcMIePlu5bqLTynl/qSvv3jfJDVvy+4LWziVSGu8u2tXmIS+sfNfbAlmYMFhVt9W78PhG1Tt7TMoaqU995ubbEQXisBo1OQdkBaZ5orZPmVoNF2TNHH9ne1nPNYP2zW55QqmQ993Xahk/VMlrUOjlO68AyBUHoqae9w0tU4sjL3L+pGZVWjilchb3DQ/zseBb/cDFbHtxCjh8+9Ifx/R/u5F9/ncPhI1Yef7qI3DQDYrOXhhbf4PJKF3I1RC8EfYOeNq8Xl9NPXZmduLRTI3ZKMBTUpaIo1giCEA2sFgThiCiKwyTwGBxBEO5AcgEmOTk5CNWaOPzeAFaXF32kCsUQSoXWoCBpqgFThJry9eW8d/t7pJ2RxkXPXjRkVK6j6XT1GURHOM5lzQ9HkIFGJydpmhGfN0B4n0jDKo2c5OlGGiqddDr9/Sa5oxXUbo5WpCaa9LwwrC0e1Nrghc/NmBlGyd6Ont+nTzXx6eo6sv7rpWmbkk23gUIrraZWGprJzjRjMipBAINZRViEqkdwUigEfF4RnVFBRJwGnWls3SgqUUt7U2fP94mMH19OXXmXIKtQymh3dKJUy9CHKdEaj10/nUlJYqahn6CrVI3+u8ek9E5uBrMSfZgSnVGB0aIaV0qMyHgtNcX2AX/v/iZD0VfJTs020dHc2e99TJtrwe3w9XtWc6SKxiqpX8Sl6/F5Av36ydEIMnA7fAP6tcEyttxxaq2cyAQtrfUuzNEa1Fp5TxvJnG2mocJJStbgfbWbqEQdMrmAUi3H4/YTHqshLOLY9QmLUJOWa8Icfey2qNEpSMk29SinMjlMyZfyOBfulISNsEg12QuVNFa5MJiVyOUCcrmAWicZofy+gKQMd31alVqGp2vcU+sGtttpcy0our7VtLmW4z429SU8VkN9uQOfV8TjlhTUQJ8h+1iGvbhUPRqdHHOUmo7mTsIiBzd2JmYa6LAMfdzt9CNTCMQk65DJIDxm8POGInmakfamzmH7e1quqUe4HAytsfdZj1YuQFJQfV4Rc7S633zUjUot9dO+CpLLIZWTmGlAo5Pj9wUIjx15WrekqUZsbZ4B90vPDaOh0kl8+uDpG44HmbMsOK1eNPqh5zj5IAaL7r7R0eXB1Y1KM7q50mBWkTDFMGDuikzQUlcmKVoRceObj0aLWivJJkaLioNbJQOrOUqNRqdAqZaTMMXQMwfEJOt6rpuSb6a62IYlSoNaJx/0vXUT6NrvN1gbHQ0KpYyMmWEYzCqUKhkqjQyPW7KiRiZoaa5xSWNCV7ueOmf8+e31YUoMFiX2Nu+4yzqabuVPMcgY4Hb4cTuk+c8SoyYyXotKK0ehkvXMKRkzpT6lMyiIiNcS8Iv95kyPO4Cm95MRkyLNT6Zw1aBtV64Y+A1NkWqSphoIj9OCKFJ5RErbEp2kHXJsHC1puWFYmzsHGIBjknX4PAHamzr7y+XDkJJlpOKwVEePy09zjQtThAq33c/sK6ehlous/91Gzpsu8OZGgatv2kxRsY3oKA3fvGFKz1iYOGV4ZTNyPqif0eNNgsZmN/H2EzeuBZtxK6iiKNZ0/WwUBOFtYD7QV0GtAZL6/J7Y9bejy3kSeBJg7ty5k9p07rGCU/QQYRp6ABcEgZgUPa3Frbx26WuEZ4Rz5RtXIj+GT/loGKwT9xXY+w7ifYlO0mFr89DpHFlH04cd30BBCqVsUCFmPBw94HQHSioqs3L696YMJAAAIJBJREFUqxG8MwtWXwgelZe63HbOX5YBSKsbOqOC2NQ+ipdFRXtjJ3FpeiyjcPE+GoVSRtb84TfBj77M3jYREachMdM4outkMoHYVD1KtaxHED2W8jdUOd0IghC05zNFqKgpllb2vJ29y6nHMmL0XZXSGhQD2oHRosJ4lCJpilBLCqoACRnS5DCcgqo3KXE7Bgo8wwlKxyI12zSowSgsQk3YEF4bfVFr5cSn95/YtPqR9eOIuJErAVEJWlrqXNjbvGTMNGMK7/8uFSpZl3dG/7YUn67vp/Dour6L0aLC3i4JYH3bcjd9v9XR3+14o9LIScsLo2hX+5DHh0Nqj9I30hmH7ms6o3LY4yC1te62OlrMUWrMUcO3qYg4LQ0VziFXLAb7VoNhiVYP+l5kg8xlILWf7u882lWBwfo2jOx5J5qh6tYXVdfYptHLj7niN9L3341cLgxYKYP+4+lold5gEJ3UX2aJ7pJhuutbX+7A7xOJSuodo07U97T0MeJFxEmKvTlKTWq2CU+nH59Hmqe0BsWAcXEsyGQCGTPM7F3fNO6yBkM1ggWB8FhNjzLYd7yxRGv6vQ+Pe4j2KkiGuYQ+Spe3c+C5gynKcrnQzwDeTfL04Y21o0GrVww6T2oNCqKTdbQ3dY64LFOEGrAN+Ls+TElqlonUn88n4Pay/q9fcfsSGU8dgQvOT+TnP8qlocTRc69jGYuj5oPp3zpEAaz24BsvTiTjMj8LgqAXBMHY/X/gLODAUae9B9zYFc13IdAhiuJJ694L4KgCl8JLVOTwDcfV5uKl818CAa754Bo05uNrkQwxNDlZZgB27m5Fnwjnb4Az3oLUl1sJiCKLFkSe2AqGODkJ7UkKESJEiJOC0D76ECeSvOvyyLk6F+vaIv55vp4HH5iF8RjGyKOJmg9hHslg09QycgX6ZGC8/lExwCZBEPYC24APRVH8RBCEbwmC8K2ucz4CSoFi4CngrnHe84Rjrwa3vJO4+KFXGvxeP69f/jptZW1c9fZVhGcEd6UsxPiIjFCTlxPG52ulPFTmLEi9BDbsqcNkVDJr5vhdckIEn1BgxxAhQoQIESLEqUD+zfnMvHEmW3+/kd3P7h719fpEsESq0MoUNDePPG7GycC4fDdFUSwFZg7y98f7/F8EvjOe+0w2Wsv8eOUBEjIGXxEVRZEP7/qQsrVlXPzfi0lZduxoXCGOP2eviuev/zxMVbWDpEQ9TpePz9fVc/aZcaiC6Ip9qhIyPocIceIZz97uECFChAgxcoK56i50/bvg6Quw19t5/473McQaEOJHnkFCELpWUSt1NB+1N/1k58RFmDiJqSuTltHjEwdXUL966Ct2P72bZT9bxswbB+jvISYJZ58ZhyDA7/98EIfTx6tvVOBw+Lj4glGEaAsRIkSIEEEhpGyHCBHi64ZcKeeKN64gZkYMr1/xOo2HGkd1feR8MFh1NDWeWiuoIQV1DDTVSgpq9CCbl0vXlPLZ/Z8x/eLprPztyuNdtRBDMJjVKyFexy9+nMumLY1cf8tm/vVoAcuXRjNnVsgde9IyyQXY0J6mEMeT7t4QanYhQoQIcfKiNqq57qPr0Mfo+fQHn2KrGxhgaSii5kKYR0dzq+eUMvKFFNQx0NzcpaAeFTmurayNN658g8jpkVz8/MUjTicT4vhxdN+9+opUHvnnPKpqnGi1cn73yxkhJSNEiBCTn9AwFSJEiBDHheOh+BliDVz/yfWIAZEvfvUF7o6RrYiGzwRTpxaPN0CH9dSJ5BtSUEeJGIBW68AVVI/Dw6sXv4oYELn6natRG09sGPsQI2fF0hjefW0FL/9n6TEjM4f4ehOyXYQIESLEyUlo/A4x2YmYGsE5/zgHV6uLDQ9swOc+tsKpjYUonZSSqfEUcvMNKaijxFkHDqETtUKGviuRvCiKvHvLuzQeaOSyVy4jfErIRfRkIyFeR0ryqZPg+FRlsnuvhASgECFChJgYQuPrIITeySlHdG40i+5bREtBC+/f8QFiYHjBRxAgJUNSUBuaQgrq1xZbGdiVnZj0vYmXN/1pE4deP8QZfzqDKWdPOYG1CxEixIlisivPIUKECBGiDyHlLsQoOV5GkqRFScy8aSaH3zjEF7/+4pjnT8mX0l42Np46uVDHlWbm64itFJyKTmLMUjLdoo+KWPuzteRek8vi+xef4NqFCHE8Cc3uIUKECBEiRIgQwSbr0iz0bisbfreB8MxwZt4wdFaQuNkKNB8pqCkNraB+bbGVSQpqeJSKlqJW3rz2TWLzY7nw6QtDwXVOAkKrXCGCTqjbhwgRIkSIECFGyXAyqSAInPevc0ldmcr7t79PxcaKIc8Nnwk6n5r6mpCC+rXFWibiVHow62W8esmryJVyrnr7KpQ65YmuWogQpzwh+0KIECFChAgR4uuATCnnyjevxJxm5tVLXqW1uHXQ88zTweDX0NQWUlC/tkz/YyciIoGNRbQWt3DF61dgTjGf6GqFCBFiMhBaTQ0RIkSIECFCHIOROl1qLVqu/eBaEOGl81/C1eYacI5MCWadig63G7//1DDlhxTUUdLU6iazqRF3cTNn//1sUk9LPdFVChHihBDyaA8RIkSIEMeN0KQT4mtK+JRwrnrnKtrK2njtstfwe/wDzomK0BAAGk6RVDMhBXWUHH63gKlN/9/evcfIdZ73Hf89c5/Z3dk7l9wllxfdqVtEs4pUO4EjOY6TulICKLWM1HVbo2qCuHVaA43lAA7gJkCCBHFi5NK6kWPXMOzEip0IreJYjtxckJqxRMuRKIoiLUoiKUq8Lbm7nL3NzJM/5ux9Se7uzO45Z+b7AQjOuezMM+ed9z3vc84775zRlh/cof0/tz/scIDWwpeIAQDAZopA12PnD+3UA489oFe/9aqe/PCT8iX9oYGhrCTp1aOlMMJrOBLUNXrz2yc0msvprv+4j0mRYoSiwmbgYwYAADbCnR+4U+949B06+L8O6sCnDyzaNnR9TpJ07CAJakuq/OhtOnDdderqzYcdCgCglXlzDCrgAiI2w9LPGZ87xNF9v3Kfbv7Jm/WN//oNHfv6sbn1Q3szkqTjh0lQW9LY+Iy6+vJK0LLFUzP05lpYpIsv0sGh2SwawcP5CAA2XgSaWkuYfuoLP6Utt2/R4+97XGcPn5UkFbcnVChndOL15ZMoxREJ6hp94tHb9Uf/856wwwBC15J94pZ80wCAKOKU1Joy7Rm9/4n3K5VP6Uv/8ksqnS/JElJnKqc3L3AHtWWlUhw2AMvxvXQA2Bg0r8C8zuFOve9r79PoiVF95aGvqFquqrcjp3OTzZGgpsIOIG4qFdfJo+Nhh7Ehjjw7smi5ozsdUiQb57XDY+rqzyqdTV51v7MnS7rw1pSqy2fyViIR3bOku3T2ZHMM71hJImGqVDdnKO1aOkPl8uKYrIWuYa1YH0yrmvXw8IELqpRdhY54n4qOPDOi9k1uL91do+dn1N4VrXa6UnadPDqm7Td0zK2bmaqu6m+PvzCqc29MKldI6tzJCSVT0W1rN9tbr893OqcnVjgxtYBkyjQzFXYUqzNZqmh6onLNvkaUXDg9qT23dUqSSmMzev3IWEOe98SRMZVnqpGYCTdMly/NKNc2f66bnqyqUnYdeXZEiYS0a29R6WxSF8+u/kO+494deuCxB/S1D3xNU58+oJ7ioErjkxo7U1HHlvh89lYS715BCKZKZUlSOptQcoPvpO6+tVPP/905SbWGOZtPqjRWnttez4/x9gzkNPLW4krgCzr+E+NljV2YliQlkvHvbaezCWULSU2VKiqNldV5jZPG+dOTmhgvq707rc6+7KJtW3cVVK242rszGxnyuuTbUxq/OLPuv2/rTKvYm1G16sve91Lt3Rnl2pOaHK+o0JFS/47Cul/3WnKFpLr6sxrYWdC5NyZ0+dKMMvmk8u1Xb8IyudrftXWuvqkrdKRU7M0sev992/Oqll2p9PIO88COguS1zmPfUF6WkLq35Fb9enG3bXebzKTCgrK4/s4uXTw7dcWLOW2dtaSqEiT2vdtqx6vYm9HYxWklk7X2LuryCzob5Zn5JKzQkVImt7Hxt3emVRota/zSzIa/liT1DuZVOjKmRMqWJcXZQkpd/VmVZ6oavzijt14vLUpQZ8t5NRf3Lo/OzJ17era2Tj1aqqM7rY6ejPoGcxo5M6XydFXtXYll7XuuPbmo01uvbbvbVOwN99w2eF2bxi/NLGvfh28u6syJ0ro/7wPDBZ14ef4GQ6PqzWy71T1QO2d0b8mpGnzmu/qvfh5di1Ta1LM1p0q5OtcfvNY5cL3GLkxrfGT+s1bszajQsbqLYZlcUv3b8+oeyOnN1y6rNFpWebo69zwLpTIJ9WzNaWa6qmJP7TgWVvGedt9WVGm0fM39GqWjJ6PewZwG97Svav9MLqFCR0rTkxWVZ2qfhXx7St0D823a5dHa8Z2erCzqmyZTpkrZ1bUlq3T22v3vO/71HTpz6Iye/s1n1HFPUimXjv7/Se17sG0d7zQ6SFDXafimjmvvVKdsPqn9PzqwbP350xM6/sJoXSeRWiW5NLfcN5TXrr3FueWXD45o9HytkxD3uxtSbejl7luLeuk7I9feOVAopnXT27qXr+9I6/of6GpgdI0zeF27Xn529e9xqVwhpRv3LX/PK2krpnXbvX3rfq21SKYSc8e8Yw0XBhIJW3NZZXLJZcdg1y3FK+xdq0sLTzqN7JDEQUd3ZlmZdPVnr3occoWUBnYW9NZrJSVSpoGdbXPPdfP+ng2Nt5FSmfnOw/BNRRV7Nq9j37+joDMnNm+0xMBwQQPDK1+ESibn69mJI2M6+8biuGZHI6wmIci3pXT5Uq3jtv2G1XUGm1GhY/7807tt/lcDJi6Xdejvz0vSiv2Deg1dH/4xv1ISUOzJ1FXHBna2aaJU0bmTE9pxU0fDRkMtbbf6h/LqH2r8Lz2Ymfbc3tnw55Wk3q05nX718orb+rfntfMq58CVzO5f7Mno+KFLOv/GpIq9y88VS9/TNq0uqerdllfvtjWFVJdEwrT71tUfezPT3nt6V7Xv1l1teu3F0fm/TZj6tueu2u9Y6v5fvV/nXzqvZ77+knq3DerlZ0uxT1Djf2sMAAAAAFrQ7My+xeEu3X76lF75hzfCDqluJKgAAAAAEFOZ9oze9Wv3y2Wa+OtvauJCvOcjIUEFAAAAgBgrbm3X93fuUWKqpK/89FdUmYnvhGokqAAAAAAQc7mtvToycLOOP31c3/zFb4YdzrqRoAIAgOjhhy8BYE22bMnpWF+n7v3wu7XvP+wLO5x1I0GNs0b+phT9AAAAACC2tu3MqpSeVv+N/0z9t/SHHc66kaACAIBI4KYpAKzf0J7az959/zkmSQIAAAAAhGigv5agvvpyKeRI6kOCCjQR7j4ArYd6DwCQpP4gQT15igQVAAAAABCizs60MsmEzk+XNHE27GjWjwQVAAAAAGLOZNraW9ClzIQuHgo7mvUjQQUAIK4aOZs7AGBTbORXM3YMF3QpU9IICSoAAAAAIEzDe/IazZZ06eWwI1k/ElQAABA5TP4EAGu3faigqWRZt3xyOuxQ1o0EFQAAAACawPbBgiTpjTfi+1uoJKiQJHGhGgAAAIi3oaFagnryjfj+1AwJKgAACI0xlhcAGmZoMC9JOkWCCgAAAAAIU2cxo472lM6cnQo7lHVLhR0AAAAAAKAxnv76u9RWiG+axx1UAAAQDYz2BYC6xTk5lbiDumbVSmv8Kro38ds8/+akLo/OaPzijHbeUlQ2n5QkzUxXdeZESdWya3qyomzMKzcQB15t4sZmk8xMV8MOYRGvuk4fH1d7V0aJpOnody+GHRKAa3HplRcuKd+W1NjFmbCjaXpL2+3zb06qNDajch3tucs1WSrXG1ok0ANfo5mp8DsCswlVsSdT1/P0bMvpwulJSVKukFy0bWKs+RqndDapRMrm3rMkvfbSqG68q1uSdOHNSZ1+5fLcts6+5LLniJNkigESGymdTaijzjrYymbbnHx7fE9DZrXPwcxUVZnc5ta3dCahRMpULbuq5egk+bm2pLwqnTp2WYXilEqj852lVGblY5RKmxJJKZFMKJHgFurVpNIJWULqH8qHHUostXWkdE7z/SjUZIP2eGH/SJISSal7IFfXc8+29Uv7ma3Og3Qi35ZUIrn42K/3ZtjMZFXpbHP0/eLbMwiJBSfPTIiNW3tXRm9715a6Zz7cc1undt9alLR8FsWuLTmdOxXf309aSTaf1F3v7JckvfL8JY28NaXJ8QVXmhbcNr71n/cq3xbv6tGztb6TCq7uzh/uDzuEWOvfXlDfUD7WM7iame74ob65x5splU7ojnf06bn/d1aJVHSO4Wy5Hn3uosoLLujuub3ziklBMpXQXT+yRZJ09LmLmxFmbKUzCe27r/7zf6tqhnZnI/QN5vXqoVFJ0o1v61ZHd1pSY9q1bbvbtXVXG8f8CvId6bn279lvnpEkdfau7+J3R3dGUxOVhsUWpnj3wFtYoyr6FZ+nSduR2fd7reNHOwpsvGbosIT5HqJ6+Mxs2SnkWrE2w2dhs3Cs6sPxuzqzxh8jjvnVcXyWa477wAAAtJhmnisAANC6SFABAMDGWscNAm4qAEBrIkEFAAAAAEQCCSoAAAAAIBJIUAEAiDFGwgIAmsm6E1Qz22Fm3zKzF83skJl9ZIV93mlml8zsueDfJ+oLFwAAxM1qZ6kk2QbQEmjsrqqen5kpS/qoux80sw5Jz5rZU+7+4pL9/tbd31vH6wBYJSYVAQAAQJyt+w6qu59294PB4zFJhyUNNSowAAAAAEBrach3UM1sl6S7JB1YYfO9ZvY9M/sLM7u1Ea8HAADig9EdAIDVqmeIryTJzNol/amkX3D30SWbD0ra6e7jZvYTkv5M0g1XeJ5HJD0iScPDw/WGBQAAYmy131sFADSXuu6gmllateT0i+7+1aXb3X3U3ceDx09KSptZ30rP5e6fcff97r6/v7+/nrAAAAAAADFUzyy+JukxSYfd/beusM/WYD+Z2d3B651f72sCAIAY4mYoAGCV6hni+3ZJH5D0vJk9F6z7uKRhSXL3/yHpIUk/Z2ZlSROSHnZ3r+M1AQAAAABNat0Jqrv/na5xTdTdf1fS7673NQAAwMq43AsAaEYNmcUXAACgXkyMBAAgQQWaCJ07AFFE2wQA82gSr44EFQAAAAAQCSSoAAAAAIBIIEEFACDG4jBULA4xAgCioZ6fmWlJ1QrTJjaT6cmq3F2VsmtqohJ2OADQNKpVzpcAsJmqVdfYyLTMpEIxrUQinlcHSVDX6OLZKUlSIhnPAl+tTHb+5noy1XzvNZtPzj0+e3JCYyPTGnlram5dMqblm1hQVs3+GQVa3WwdL/ZlQ45kuUTSNHl5/qJfOru6AVuz7ynRhOcdIMqyhaSmShX6DpukdzCvcycnFo0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}, "metadata": { "needs_background": "light" } } ], "source": [ "#let's make a copy so we can preserve the original dataset\n", "\n", "#define some new basis to use\n", "sigmoid = Basis(Bases.sigmoid,param=10)\n", "atan = Basis(Bases.arctan)\n", "logistic = Basis(Bases.logistic,param=100)\n", "\n", "#we'll do smooth plotting first\n", "ax = page_views.smooth_plot(smooth_basis=sigmoid, label='Sigmoid Basis')\n", "page_views.smooth_plot(ax=ax, smooth_basis=atan, label='ArcTan Basis')\n", "page_views.smooth_plot(ax=ax, smooth_basis=logistic, label='Logistic Basis')\n", "#we plot the original data last to show that we haven't permenantly changed the basis, only the smoothing plotting basis\n", "\n", "page_views.plot(ax=ax,label='Original Data',alpha=0.3)\n", "\n", "ax.legend();" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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sq/Uld+UQotNrIQMaYHdo0emhMYbJTs/bAMh8MhqglSIlqAWcY6EUSSnghfcCb34JeO1jwJZ/tHbu0W5g+7eAo3+y9nnBPUQBu8j4APD8TUBqFnDhL06t7yxby8uOLe7KcfRZXs6NooDTslkJSxw4OqNdwOHHgLF+54+tFCsOs+5nnbK1HEIIgoXUtUPLgM4x/9mChXyf3BgyohQwcsKeBQyYy4RuegRoeRo4615gwfuAXfeEunEZRSmuttj0NeCZq4ETfzH3ecFdRAG7hFLAqx9jy+aSh4C82lP3yakGMopCLQjdouVpIHde7Ad81SVA51ZgtMddWZKRgWbg92uA594DPLaea7mdZLST4+8Fp1n7fNlaYGIoGG7ozi1A2Rprny1wcSrSeD+XitmJAQPGFbCaAjb/PZcNLvs0sPKrfP6DD5o777HngKPPAGv+FciuAjZ/w9znBXcJtALu2gkce8HbWludd+4HDv0aWPtvQPVlkfch4mYDbibQjA9w/Hfeu2Jnb1ZdzH/0JyQOfApvfJZjd+vvYSW349vOHl9XGFYVcKnuSdnsjDx+MdrN4ZJSqwpYK0VyIxN6+AQvrVrAWXO4b7fRUqRjz/N37YwvAylpnJRWuIRfps1w4EF+yT/j74DTPwscfyE4CXtBILAKuO8g8NhZwFOXAXt/4u25RzqAt74CVF7Ef0CxKFzsruVy5HGeelR/a+z9ys/mBC1xQ59Mx1ZOoFv5NWDFF4F57wb2bQAmx5w7h10FXLSEXbadSa6AO7fx0qoCzm/g0j43/p6GjvEyp9ra51NS+bNGY8B7fshKu/69oXVzrwSOv8SWsBHUFNDyFIeeUjOBhtt5fdOjpkT3hdmSLR5YBbz7e9zhKXcesONub63grf/KLsVzvs8PhFgULubyBLcyoQ/+Csip4oYbsUjLAuacw2/eQoh9GziGv/RT/Puij7A17GTnsL79ACg039csKWlAyarkt4A7tVyI0tXWPp+WxUrYjZDOkKY49ViuFXJrjLmgR7uB5ic47juzamHulfwybdRL1bkdGG4Faq/l3/NqeQzp4d+Zl90rpsaB528G/icL2HWv39K4T2AV8NFngblXAKu+zr1y9TpLtxnp5JF/p33A2Fg5vZPRoAudjPqb+A954YfjvwgAQM21QNf2YHVVssP4AHDgAaD+Fq7bBoDqy/mh2PyEc+fp289TjSKViBml/CygY1Ny9/Tu3MKlWNnl1o9RdLo2V9lhdMWZM9f6MXLnGnNBH/49K6IFt5+8vuoidmMbfUnu0LrsVV4YWld7HdD+ljuJak6wdwMnn+XVARu/ALS94bdE7hJIBTzSyW/BFReEMn/Nxk6scvDX/JZ6+p3G9s/VkrMGmp2XZc8PARCw9JPG9p93PS+96s6V6Bz6DSffLLkjtC49l79Xx19w7jx9+627n3XmX89znlueckYmP+jYYt39rFN8OmeUG3XTGmWwhVtQZuRbP4beDSueN+7gQ2zJl607eX16HlC60nj72s5tHP/Nm9H7vfoyAIpd2YmGUsDu/2JP3A1bgKxSYNs3/ZbKXWwpYCL6PBG9TUS7iOhBIspySjA7tGmp9hXn8+CBoqUeKuAH+S28dKWx/XPn8XLQYQU8MQTsuw+Yf6Nxt1nRYnaJH5bxhAD4bbxoGXcsm0nFuUD3LudKkpxQwBUXcFOO/b9wRiavGR/g2K3VDGidkjO4p7be2tMpho7acz8D/PmJwdgd54bb2MJtuC1y0mTZerZgjcRIu7YDJStPPk75eiAtFzj6nHn53aZnDyeILfwgv2ws/ht+oRxq9Vsy97CsgIloLoDPAlinlFoOIBXAbU4JZoe2jQClAuVn8u/Vl3PcxO06yYFmPk+46ygWudUAyHkX9IEHgbFuYNnfmvvcvOu5Icdsb0vZtQNo3wgs/vipD8Lys/kB2LHJ/nlGu7kMya4CTkkFln2GvRfJGMfv2g5AWY//6ugWtNPx8MEWZxQwEPtv/fDv+QWiIUrSZPl6YLwvfiazmuLvcEmYIZCSzi7pREy2nO5XcDUvT3sfX8fBX/snk9vYdUGnAcgmojQAOQCO2RfJPn2NnNCijzMrW+dNnaQeF6y72fhnUtI5ScpJF7RSwJ4fAMXLT47/GGHe9Rx/8spjkKjs3cAx2dM+cOq2OWfx0olJVn0HeJlvUwEDwIovAfkLgD9/wvlaZbfp3MpLuy7oggVAen4oocspBlvsxX8BbWAEuEIjGs1Pssu4eEXk7XrznnjX13eAre1InriqSzgnZuh4fJm95Nhz3KtAH5datJRfyA484K9cbmJZASuljgK4B8ARAMcB9Cqlng3fj4juIKJNRLSpvd1kGxeL9B842aIo86hO8thz8RteRCK31lkXdMdb/EBb+inzk1vmnMOuzCOPOSdPsjHazf2762/hOFQ4mSX8MHYi29ZuCdJM0rKBC+7nWtpXPphcpRwdW7jsxmqZjw6l8EPbye5yUxOcTWzXAi5YwMv+A5G3T47yM6T2uuh/t0VLOSs/3vXp7W1LVp26rfpSXiaSFawUv9DOCRsW03AbP8+CmhhqxwVdDOA9AOoBVAPIJaL3h++nlNqglFqnlFpXXm4jvdEgSp0aUytcAqRmO/9WHH7e4y9xkoNZpZc3z1kX9IEHubfzgveZ/2xKKlD7Lrbmp8adkymZ2Ptjth6WfzH6PkXLtL7FNtEfxgUN9o8FcKbs+v9gV+aOu505phfoHbCsjPoLp3Qtu7SnJuwfC2Dlq6bsK+DMYiCjOOT1CKf1Ff7e1Vwb/RgpaWwd6x6DaHRu5zBcpKEWJas4OetYAingoaNc3heeAzD/Rl42JXDplB3suKAvB3BIKdWulBoH8CiAc+N8xnX0tn75C0LrUlKB4mXulCfoDBzmc+vuSTPk1rIL2olaZaW40H7ulUCGhcHhADD/Pfx/ePxl+/IkGyOdPH1m7lWxE+mKT+ekEbtWZt9+tqat9D6Oxul3chhk6z8nh+UwMcJ/m3bdzzpla7gSoceh0kO9BMmuAgbYMIgWCmt+gq3b6ktiH6NsDb+wxHpedG1jazktQlpsSmrixYF176Te1U2ncCG/cBxOguYhVrCjgI8AOJuIcoiIAFwGwOHcQ/NEc+kVLXO35/J0EwELD5HcWn5gOFGb17mVrem6m6wfY+4V7DE4MsuyoZUC3vwiMNYDrI/TbrJoGecVDBy2d04nMqDDIQLO+g7/vP1bzh7bDbp38QxgpxSwfhynPF5O1ADrlKzkv9FIyrP5SY7PxnsZK13N39FY3z09AzoaVZey9yVRXtA6Nmvhgwgy190ItL7KGeJBw04MeCOAhwFsAbBTO9YGh+SyTFQFfDq7OdzK7u3Ywi6faMkTsdDjXk4kRej1qTXXWD9GWg4r4cN/8KePtlOoKaB9E8d0jbD7+0Djz7nxfckZsffVB8Z323ypc0MBAxzWWPA+Lksyev1+oStKuyVIOoWLORGr7XVnjqe3j3TCAi5by9UJA00nr+9t1EaGGvi71TPFo71gjHTyS0MsBaxb2YliBXdu5VBhpJeP+TcBUMHMS7GVBa2U+kel1BKl1HKl1AeUUg6Xv5snWlu/Yi0WYveBGY3OLfxQjuTyiUd2BS9HTtiXo/VVbkqfU2nvOLXXcmJYMjduf/UjwGNnAg8v4rnMsTj6HLDxTmDee4A1/xz/2HpszU4ceHyA44sFC+Lva4Vln2ErvTHBa4M7twEZhdz9yAlSUrVmKQ4pl8Ej7BHKLLF/rGgjSPUGKrXXxT9G8Qp+2Y8WB+7azsvSVTGOsRzILE2ckrXefewyj0TJGZxBngw9rM0SuE5YA01sUYa39SvSLBY33NBKsQvFag2jroCHbSpgNcUKuPICe8cBQhOcEuUP1CxtG9mabbiNk3H+8qno1nx/E/DirUDhUuDi/zXWtjOziL9ndr5PejKOGxYwwA/g0jWJX8bRtR0oPsOZBCydqov5oT7oQGFk/0Ft0IMD8hWv4HaS4YMzmp9ky91IMl5aNiureAo4lgVMKUDN1YmRbDk1wZn7+jSrcIg4pHbsueD1JwicAh6M0rEmbz6/xbrSqP04MNJmPYbllALufYfdWxVxBi8YIX8Bl1Q52XLRS/b/gu/3+T8F1n6TryNSE/qpSVa+ahK4/HfcgccoRcvseVT0cIkTNcDRWHA7l3G4MSPXCdQU0L3TeOc4o1RpLtbWl+wfq++Ac1nqaVnsKZtZEjk+yHLGyn4Op3RNdBd05zYguzL+7OK6v+K8k2M+/40PNHEOQKzyzfk38YuCkz3YE4HAKeCho6Hh1zNJSeWxbW5kQttJwAK4JCAl3X6Sgf5GXLY29n5GIOJ6weMvJlc9KcBKtekRduel5wFLPsHxpc3fOLUb2u7vcf3huT/kjEszFC7iuJ3VOPl0voJLLmiAPQAgLk1LRPqbuN92cZyYu1lKV7Nb227PYzXFyUr5Dt6jsrUnZzEff4FrgGvNKODV/OIfqU1j1/bY7medmmuArDKtZ7yP6PObo1nAAFeX5FQFrxwpeAr4WPRsxaLT3bGAu3fyMl7iTjSIuAmBXQu4cyvX/0aLpZil+jJ+Q+7c7szxvKJ7J/9f6sMlUlKBNf/E9/7Qb0P79R8CNn+dLQ99VqoZChZyNupIhzU5+/bzfbdaLmaE3BoOSRx8MDET6qbjlQ5bwE6V2gwc4Th6pHpaq5Su4e+M3nzn0MP8smAmdDSd6R3mhp4c4+95LPezTloW91s+8kd/PSR9mgKO9QJMKcC8G4CWJ4HRHi+k8oZAKeBxrdF5NAVcvIy/9E636ettZJePnQdpdoUDCngbu7dS0u0dR6dK75iTZHHg9o28rJhRlV7/Xk482fqPbG2oKU7SolTgvB9Zi+/pLjP9AWKW/v3uWr869bdyzbKbdfBW6doOgPjeOE3VJaxY7LR51V/Yix1UwLqHqn0jP7MOP8p122bGUeoWbrgC7tnNrlojChjgbnmpWcDGL/r3gtbXyFnrWXFc5os/zi9De37gjVxeECgFPKQlXERrZzediOVwtXJfY2z3iRGyK+xnQffuDV2jE+RWs+s22RKx2jayay1/RtyOUoAzv81x8j9dD7zyIXZPnvWfXLJjBf2eW1XAffvtf2+MUHcTX3/Tb+Pv6zVdO9jycbIRic50IqGNyT/6s8IprxLACjinCth3P7Dr/3E2/KKPmjtGRgEn74XHgfWXz3KDDYFyq4G1/8IlPnt/bE4Gp+jVnp/xXoLLVrNXa8e/J14fa6sESgGPaDFUPakpHP0tu3uXs+ftazQfPwwnu8JeDHhiiK17s32o41F9KWdW+50paYb2N/gBFP4HXXsNcO6P+IVi/y+BM+4y/+CbSX4dW9BWSrUmhrlW060M6JnkVAKVFwEHf5N4buh4DSPsULyC/66O/sn6MXp28zGcKEHSSUkHln4aOPoMsOUbbP1WnGP+OKWrT7WA297gXu7hZZixWP4Fzoh+406gI06LSzcwY8Cc9R12s7/yIedajfpJoBSwrsCyorSczq/jN209ZusEY33sOrZryegxYMsJPVpJi9MKuOoS7k/b7sDoPS8Y6+UWhNEsgKWfAG5tAm5pAs78lr3SkpR0trKtWMD9h3jphQIG2AXfu9f5l087jPVxiY9bCpiIR5Eee856ImH3bmfjvzqnf449E9WXsxfGCqWr+f9vZky07Q1gztnmvteUAlz0S35uvngLKzivmBzjLGijBkzBacC5P+DRhRu/4KponhAoBTyiDVuKln5PKeyidfIhNJ3J6oAFPDVmvc5Nt8IKnFbAF/MyUTrmxKNjEwAV2wWXWxMaeWaXgoWhLE4zODkFyQi6G/pQArmh9b9Dq8mLRph7BT8XunaY/6ya4kYrbijg9DzgskeAa/4E5NVaO0Z4ItZoN79klZ9t/lhZZcB5P+Hv5f5fWpPHCv2H+P/ZzHNr8cfYat/9vcTN7jdKoBTwtAVcFn2fkhUOK2ADGXxGsFsL3KcrYIcf6Fll7MpLFgXcpd1bp7Nqo2G1FMlrBZxdAVReDBxKIDe0kYYRdqm+nJdW3NC9jVwi5URZnxuUrwdAPEUJCM2nnmNBAQNcBlWy0tskJ6vPzzPv5jnvb32Fh3kkK4FSwCPtnM4fK5uweDkruWGHRhNP17DZfJDqLw2jnRbleIcTOzLy7ckRiapLgBOvcfZwotOzm+N18TIqnaJgIbvozSaF9O1nOTOL3ZErEvXv5e5QToZg7NC1nWvgcy1agEbIncsJVFZeINvf4GXZmc7K5BSZxfxy0PI0/972FwBkXV4iYOGH2KLuO+iUlLGZ9tyZVMApaZxUOdgMvHOf83J5RbAUcFv0+K+O04lY/QdZ8dnN4tQVsNWa0t53nHc/61RfCkyOcHZxotOzm8MMTrY1jIX+5t5nMhHLrSEMsUg0N3TXDnY/u32vKs7nwQxm48DHntc8QC64oJ2i7iZ+Ueg/DBx+jEMvdl7Ca67mpZ3McTP0NfKM5KxS85+tvoTd8Ine6zwWwVLA7fEtH31akVNWwOARZ5rIZ2pfQKsWcF+j8wlYOpUXAqDEd0MrxbWuXj4w9Zces3Hg/v3OdlcyQvYc9mbEc0OrKVY+0QbHO4Ga0hSwB6GCivO4YYqZtqFK8f9B1WXGeoP7RcPtnAz41KU8A/i0D9g7XuFi7qPgpQK2E77TW6322xwL6hcJ/NUyz7ABCzi7gpVdl0MKeOAw90y2ix0LeKyPXz7csqgyiznjMtEV8PAJ7oXtRtJMNPJqOeRhJhN6coy/N15bwIDmhn4n+gvoxDDw5CXAU5cDv10I7P2pO3L0H2TXvZsJWDoV5/Gy7c/GP9O7l/sKzL3cHZmcIr8OWPEl/v8sXAIs+pC94xHxNR9/0ZtcgV4TJUiRmKtZ7Mnasz5QCnikPX4DciKOm3S8Zf98aopb1eU5kFGblsttJK1YwPpgbifkiEbVJezGmxhy7xx2me5a5GAzknhQCluyZmqBB5q0zE8fFPB8zQ198DeRt+/4d07qOeteziB+4zMu9U/3IAFLJ38Bv5if+Ivxz7Q8w0u9mUcis/abwLteA979ujMNTcrWn9wq0y0mRvgcdhRw8ens9Uy2ZkE6gVHAakpzQcexgAHOEuzeCYz12zvncBuXDjmh+Ig4DmLFAvZCAddcxddqp6mB2+gK2EsLGAhlQhvF6wzomWSXc4vRAw+cOpiitxHY/u/Agv8DLP8c14am5QJv3eW8HN07+EXAi5clIraCTxi0gJUCGn/G8UUzDS38glL4+jKLnDlemVbeFD6z2Gn6DwBQ9lzQRNxDu+0Nx8TylMAo4LEeHilnJPu1/GxW2B02m0tMKz4HXNAAkFmWwBbwxZws0fSIe+ewS/duzqrNrvT2vAUL+WESrtCi4fYc4HgsuYOt8JYnQ+uUAl7/DPcFXn8Pr8ueA5x+J9D8uHMhG53O7fz/5kYLykhUnMf3yEiZX8dbHJ9ecof7ciUiJWewUo827tAppitIbOaulK7he5uMs4IDo4D1GuBsIxaw1qSh3eZbk9OKL6sUGLGigI+w+zpaC04nSEkH5t/APWO97JRjBr1pglcZ0DqFi7hEy6jLrm+/1nzewHfVDebfwKU/W/4p1M7v4EPcGnHtv3JWv86yT/N36537nZXBzRaUkZijxYGNuKH3bmDL38qErCCQlsPx5K5t7p7HqR4Kpat52bnN3nH8wLICJqLFRLRtxr8+IrrTQdlMoXfBMvJQyyzh2sBjdkeVOayAM0uBUYsu6Lx57mdr1v0Vv2UmarylZ7e38V8ds0MZ+ho5Lun1i4JOSjq3P+zcAuz8Dlt7r32cPUNLP3XyvpklwLx3ccchp3rvjvWyBe6lAi5bw8ly8dzQY308urHhdnfHRCY6RUu5ZtxN+hr5eZ1RaO84usvcbYvdDSw/spVS+5RSq5RSqwCsBTAEwLdxyaNdvDTaNL3mGqD1ZZ5EYpXBI/zlceoPNavMogV82F33s87cy4H0AraWEo3hdo6fex3/BUIK2GgiVu9eoGiJe/IYof5mriHd/HXgj+fw9/jyR7nBQTgLPsA19k7F//W2kF5kQOukZnLnpLY4FvCBX3Gi4Wx1P+sULuJmHG4OYXFiihzAnr/sylBntWTCKZvpMgAHlFK+VWONdvMyw2BnodrrtKQiG/VuTiu+zFKOAZtN/x884kwpVDxSM7nu7tBvQi88iUKPlqnrhwLOqWKXpRELeGII6G/yR85wzr+P++rWvhu46umTXc8zqb2G/64OPODMefXexXovY6+Ycx7QsTl660KlgL0/AUpWsbKezRQuBtREaGiIG/Q6MEVOp2iJtZ7sfuOUAr4NgK9tscc0BWzUAq44n625I3+wfk43FLCaNJdMMDUJDLfygAEvWPJJ7orV+HNvzmcUPUnIjcHu8SAyPpShZx8AlRgKOLMYOO/HwKUPcY/0aKRmAvOvB5qfdMYN3bmFrZZoCt8tKs7ll+7OzZG3d2zmuOfij/sXHkgUChfz0i039PggMHTUuXnYBQvNd6NLBGwrYCLKAHA9gIgN7ojoDiLaRESb2tsdasAcgdEuAGTcHZyawTHNpof5y2CFAYctTyv9oEfaOKM7p9o5OWJRuhKYcw6w+wfOxQSV4od70++NZxKH072TX2C8fqjrFBp8AEyXSjk44N0Laq7ll9x2B9qRdm5l69drJTdHm7kbLRFr30+B1GzgtPd5J1OionfVszLr2ghOTZHTKVzEIahE88zFwwkL+BoAW5RSERP8lVIblFLrlFLrysvdS/sc7eYSFDOJSIs+zDFgK71xx/q49MlpCxgwVws8dIyXXilgADjjK5z2f+BXzhxv4+eBZ68Dnr8R2HintWN07WQrzi/LpWARu+vixcx6dgOU5l8JklXmXglQKr8o2WFihBt7eO1+BrisquC0yHHgsX7g4K+AhtvsJwUFgcwSNgjcsoD1cI1jFrDFlrB+44QCvh0+u58Bfjs36n7WqTifLZE9PzAfd3Wj9taKBeyHAp53PcfJtn3TvhV89E/A298Fln4aWPQxtqzNdCwCtLmtu0J9vv2gcCGHD/qbYu/Xs5v3Tc3wRCzHyCziWtrmJ+wdp3sn/z/ppSNeM+dc/n6F/70ffIhfxmd78tVMCkw2mDGDUyVIOm5b7G5hSwETUS6AKwA86ow41hntMj/ajQhY+rfckMOsa23gCC+dasIBhCaCJLoFTASs/gf+I7JjBU9NAhu/yN2G1t/DpTG5NWwRm2HgMD88/VTABQYfAD17EiP+a4WaaznT1OzoxZnopSJ+KeCK8zhsE27Z7dvA35/ys/yRKxHJrwsZGk6jj09Nz3PmePkN7P1064XBLWwpYKXUoFKqVCnlew+S0W7jGdAzWfjXnIy1+/vmPjeoK2AXXNBmLWBKid8D22nmv4fdiJu+Zr2Uq/FnbBGdeTeQlsVj1FZ8iQeLd2w1fhw9AStWIpHbFBqoBZ4c5dhXssV/dfS+yMdftn6M1tc4AcuvFo9zr+Cl3usZ4JaLHZvY+p3tyVczyasDBpqdy/WYSe++UKKXE6RmsLyzygJOJEa7zLugAX4DW/RhLq0ZNpEjNnCEGxo42X0qo5DjbGZqgQePsQyR6jfdhFKAc77HmYybv2H+82P9wOa/Z5dg3c2h9ad9gDsv7Tcx41OvKy3yoQmHTmYp5yDEUsC9jex+TVYLuHQVv6y2vmT9GCdeBSou8E/R5dezu7L5j6F1+37KLTgXSPLVSeTVcSmS7mVzEqcVMJCcmdCBUcBj3eZd0DqLPsLJM2b6HA8eYXepk92nKIVfIsx0wxo65q37eSYV53Ls9u17OYPZDFu+we1Dz/5/Jz+MM4s54afpUeNx+e6d/GC1M4jcLkT8YI/1Bt67h5fJqoBT0rjx/fGXrH1+oJldmhXnOyqWaRa8n7u59b7DL+4H/heov8X68yOo5NfxMl5eg1n0bGXHFfACd+uW3SAQClgpdkFb/QMqXsFuQTMdnpwuQdLJNDkRyU8FDADr/wMoXw+8eCv30FVT8T9z5HFg9/eApZ/kz4ZTfzO/4BgdltG909/4r07BwtgWcNcO9nDoCSPJSOVFbL0MtZr/7IlXtWNc4KxMZln8cc5E3/09YNPfcxniir/zV6ZEJK+OlwNNzh5Xj787rYDz67kyRW/KlAx47Lh0h/F+du1ZcUEDbL3U3wps/Wd26eYaUGgDR4Cqi6ydLxZZJiciDR0LDZfwg7Rs4KqngOdvBv78N8DWf9JcV1Mc85wc4cED+XVAXj0AxVnPpWuAdd+KfMx51/MD8tDDQPmZsc8/McyWzPybnL0uKxQu0loZDvP/Szgdm7hRSKRtyULVxbxsfRlouNXcZw8/xtPKvOwBHYmcSs790PM+Tr8TKPGhgUuioyeYJo0CbuBl/6Hk8WYEwgI224YyEnU3AlA8ESYeU5Mc+3TNAjaogKfGOaPTTwsY4Befa54HLnmIZ82m5XA8O28eJ0ZlFPGkkrfvBXbew7OFr342etOUzGJO+Gl6OL4bunMrv3zFU9ReULwCgIrck1YpVsDJ3uKwdDW/UJl1Q08Mcdy17iYgJdUV0UxxzveBM7/NHhx9/KJwMqmZ/GxxOhO6Zx/neegWtlNMK+CDzh7XTQJhAU+3obShgItXcDLTsec4KSsWw8f5oe9kCZJOVinPIzWC7gb0WwED7EVouDW2VaSm2DpMz41/vPqbeUJP5zagLEbJil4+FsmV7TV6p6XWV4E5Z5+8beAwhxaSXQGnpHEM16wCbn6KlXD9e10RyzRp2cAZ4naOS95852PAvfu4IYrTL2J6Zn0yKeBgWMAmJyFFggiovpyHM8SLY7pRA6yTWcYPaiMJSH7UANuBUowpX4Bn1lIqW8GxOPFnfkj41YJyJjmV7IZufeXUbXo8O9kVMABUXsgTncxUDRz6DbufKy90Ty7BefLqXHBB73Xe/Qyw1y2zJLkSsYKhgB1wQQNcIzjSxq3yYqErYDdc0Fml3DB+wkB/6mRTwGbIKgOqLuE2odFeRpRiZVfpQizeKpUXcbJReE/rttfZpednrbJT6Er0xGvG9p8YApof19zPgfC5zR7y6/h5Z7VHezhT40DfAXcUMMBuaLGAPWZcawOSUWTvOBXn8bLt9dj76U04cmvtnS8S0/2gDcSBg6yAAXZD9zUC3bsib+/aAYy0hxKDEoHKi3ialV6brNP6Mg+8T830Ry4nKVvHdbORLP1IND+puZ9vcVcuwXmcrgXuP8THc00B14sF7Dn6+D6jk5Cikb+AFWC8tpQDR1jZu1F3Ot0P2kAp0tBRzhbWPxM05t/IbutobugjfwBAQO21nooVEz0zvnVGt6ihVu62pHeSSnZSMzjGbVQBi/s5eXG6FEl/mS52qWlOfgPL6pTF7jbBUMB9vEy3qRCJuBdsWxwFPHjEnfgvYN4CzqlythlIIpE9hy3Kg7+O7IY+/AdOfHKyG5ldcmv4IXD8xdC6I38EoDiuHRQqL+TZufrfXjTGB3mAQ6JkPwvmcLoZR9dOAOSuAp4aZ+MkGQjEo3u8D0jLdSa+NOcsnlgT68HiVhMOwNxEpEGfm3B4wWkf4KzJcGtr4Ag39k9EpVZ7HZez6cmBh37LrrHiANWaVlzAyYqRRvvNpOXpxMp+FsyR63AtcPcO7pueluPM8cKZzoROEjd0IBTwWJ9997NO+VkAVOwuTANH3In/AuYGMvjdBcsLGm7l5LrwYRn77gNAbFklGovv4CYku+7lWPCxPwELPxKsRv9zzuHwR+ursfdrfpzDNeJ+Tk7SstjL5pQC7trhbte6ZKsFDoQCHu/lJvFOoNeTtr0ReftoN9cdFzQ4c75w9FpmI+0oZ4MCTssBln6C+3R3ag0uxgeAPT8E5r2b+78mGiXLecDEznuA527g8ohln/ZbKmdJzwXK1sSOA6spTsCquVqyn5OZvDpnXNDjg5wBXXKG/WNFI28eh+REAXvIWJ9zCjizmGs5oyVi9R3gZb5LD/6UNLb44lnAE8P8IhB0BQwAK77M9X0v3Q4MtgBvfJ7duyu/5rdk0Tn3B/wyp6aAS3+bPK3xzFB5IY+OnBiJvL1jE5f11V7nrVyCszhVC9zzNgAFFLuogFPS2TspLmgPGXfQBQ2wG7p9Y+TEn35NAbtpeWUZaEepD0WfDQo4swi47BF++XmoFnjnPmDlXf72wI5H9hzgupeAW5tCM2iDRuWFXLPe/mbk7c1PsDVSc7W3cgnOMl0LbHMusF6a53YtfDLVAgdCAY/1sZvPKcrOBIZPRM6km7aAXXJBA8YmIgW9BjicqouAa18A1v1f4IrHgbX/5rdEgl43H80N3fwE1z4HtUxutpC/gGt3B5vtHadrJyfL6olSbpHfkDwWcCAiM+MOuqCBUGP/9re4rGQm/Qe47CU9z7nzhZNVFrJwozHbFDDAD3z9oS/4T2YJJ9SciJCINXQc6NjML0xCcqN7+/oO2FOe3VoClttlk/n1wHArZ9+7lW3tFLb+K4ioiIgeJqK9RLSHiM5xSjAzjDmYhAUAJas4wzPSUIS+A+7Ff3UyS+PHgHUFbGR0oiC4ReUF3I873D3Z/CQvJf6b/OjPOz38ZgWl2AXtZgKWzsyxhImO3XeR7wJ4Wim1BMBKAHvsi2QONcXzgJ2MAadlcZyiPZICfofr2NzEqAs6NdN+/2tBsEPlhdy3vHPryeubH2fvkZslJ4I35M7lZ02fDQU8dJwTJ73ohT4rFDARFQK4EMD9AKCUGlNK9Tgkl2HGBwEoZ2PAAMeBOzadnIg10slfJLcbKmSV8UNtcjT6PnoJUpBqS4Xko+ICXs6MA08MAS3PAPOul+9nEKAUIK/engXctY2XbmZA6yTTWEI7FnA9gHYAPyOirUR0HxEZHDbnHON6G0oHLWCA48BjPUDf/tA6fUqS6wrYQDvK2VADLCQ+udVA4ZKQyxkAWp4FJoe5l7cQDAoW2LOAOzYBIKB0lVMSRSernJO9gq6A0wCsAfAjpdRqAIMA7grfiYjuIKJNRLSpvd3EAFGDuKWA55zLy5lv9tONxF1WwNPdsGK4oUUBC4lC/XuB1pe4cgAAjvyeu19VJdCYSMEe+QvYAjYypzwSba9z/2cnQ4XRIEqeTGg7CrgFQItSSm9Z8TBYIZ+EUmqDUmqdUmpdeXm5jdNFxqlJSOEULQWyK4Fjz4fWtb7MMdecuc6eKxy9bCOmBXxUFLCQGNTfwrkYBx7iEM2hh7lHd0q635IJTlGwgDvQjViwodQUK2DdqPGC/PqAW8BKqVYAzUSkT3a8DMBuR6QywZhLFjARUH0pcPwFfuvr2cdj8RZ/zP24Vrx+0GN9/McQXiIlCH5QspwfrjvvBv78N9ycY9Xf+y2V4CT6/N4eC0/4nj1sKFV4qYA1C9iqxe4VdrOgPwPgASLaAWAVAM+r/nQXtNNJWABQdSm71Xp2A9u+yUPIV3zJ+fOEMz2SMIoLerCFl25b4oJglPX3AMPtPHpx2WcTs0e3YB09dhue7W6EE9rErDkeFqnmN3AiqxWL3UtsNeJQSm0DsM4ZUazhVgwYCA1Qf/u7wMFfAad/nlsMuk1WHAtY79AlFrCQKFScA9y8h0dkVp7vtzSC02RX8FQkKwq47S9sVBS4XL45Ez0Tuu+AN89sqyR9K0q3YsAA90AtPxvY91MAKcAZf+f8OSKRmsmdtqLFgMUCFhKRgtOAqgvd73Qk+EPJaqBzm7nPKAUcfxGoON/bkrSiJbzs9bwzhTmS/k9lOgac787xV2kTdxZ+iN8CvSKzNHoW9KBmAUsSliAIXlG6msNx0aZfRaJ3HzBw2PuBHPkNbMSYfWHwmqTvBT3ex/0+3Zo3Ou/dwPUbuT2ll2TNAYbbIm8bauFM6bQsb2USBGH2UroKUJNcjlluMPDY8jQva65yTayIUAo3/Uh0BRwIC9iNBKyZlK8HUjPcPUc4OdWRpzEBbAHnSPxXEAQPKV3NSzNx4OYnOYPa7QlIkShZCXRtT+xM6KRXwE5PQkoUcueGBi6EM9jC2wVBELwiv4EbrLS/YWz//sPAseeAuptdFSsq5etYP+gdDHXa3wJ23RvKH/KTpFfATk9CShRy5nLz8onhU7cNHZUMaEEQvIUImHsVl5pNTcbf/537eLn44+7KFY3qK3h59JnQuo7NwB/PBTZ+HnjtDn/kmknSK+DxPm/am3mNnmAVbgVPjnJtm2RAC4LgNXU38vPnxGux95saB/bdB9ReC+TP90a2cPJqgaJlPBgE4JeGP3+C82eW/A1w6LdAn8/dspJeAXsRA/YD3cUcroCn5wCLBSwIgsfUXMsVGtv+LfZ+7/w3MNwKLPmEN3JFo+ZqbiE82gPs/QkPhTjrO8DyLwJQoSQxvwhEFnQgXdCaBTwYloglNcCCIPhFRj6w6hvAxjuBF25ja7L3HW4/WriYp8hNDAFv/h13Eqy9zl95F7wfePte4IWbOfZbfRnQcDtvy5vPNcrLPuWffKKAE5ScKBbwoHTBEgTBR5b9LT+Xdn+PB24ULuQ2vYd+A+zbwPtUnA9c9rD/86DLVgMrvw5s+1egeAVw3oaQTGXrQnOK/SKpFbCa0lzQAVTAGYVc3xxeijSkWcCSBS0Igh+kpALr7+Z/M1EK6GsEJkdY2fmtfHXW/BNP5ypddXKXtpKVQNOjPNgmPc8f2ZI6Bjw+CEAF0wImYjd0uAu6/xAr5yBesyAIyQsRULgIKDkjcZQvwEq3bM2pLVJLzgCgTi1T8pLkVsAuTkJKBHIi1AL37eem5on0BRcEQUg29OEQ/Qf8kyEQCjio1mCkblh9+7npvSAIgmCd6YlJPpYiJbUCdnMSUiKgd8PSW6lNjgEDTaKABUEQ7JKWzUZOvyhga4zNAgt4cgQY6+bfBw5z4lm+DDsXBEGwTX6DKGDLzIYYMBBKxNJjFWIBC4Ig2Ce/nhNb/SIQCjioFrBeaqQ33+jbz0tRwIIgCPbJmQsMH/dvYlJSK2DdBR3UGLDuau5r5GVvI5CWC2RX+CeTIAhCUMip4r7Vo53+nN9WIw4iagLQD2A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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "page_views_copy = page_views.copy()\n", "\n", "page_views_copy.rebase(sigmoid)\n", "\n", "#if we just use plot, we still get the original data, as plot preserves the step basis, we need to specifically ask for the smooth plot, we can always ask two ways\n", "page_views_copy.plot(method='smooth',figsize=(8,4))\n", "page_views_copy.smooth_plot(figsize=(8,4),color='g');\n" ] }, { "source": [ "## New Data Quick Plot (again)" ], "cell_type": "markdown", "metadata": {} }, { "source": [ "Ok great, plots, more plots! What else. Well, let's substract the smooth data from the original noisy data, so we get the variation around the smooth \"trend\" as a new steps objects.\n" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "#this is why we created a copy\n", "page_views_delta = page_views - page_views_copy\n", "page_views_delta.plot(figsize=(8,4));\n" ] }, { "source": [ "## Quick Summary Plot(s)" ], "cell_type": "markdown", "metadata": {} }, { "source": [ "Interesting, as expected, we get a zero centered steps function with alot of noise. We can get a quick understanding of this using the standard process or calling either summary or describe; let's go with the swiss army knife summary." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Metric Value\n", "0 Count 1897.00\n", "1 Mean 7.44\n", "2 Median 8.00\n", "3 Mode 7.00\n", "4 Std 2.55\n", "5 Var 6.49\n", "6 Min 1.00\n", "7 25% 6.00\n", "8 75% 10.00\n", "9 Max 17.00\n", "10 Area 10589.77\n", "11 Start -10.27\n", "12 End 1413.50" ], "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
MetricValue
0Count1897.00
1Mean7.44
2Median8.00
3Mode7.00
4Std2.55
5Var6.49
6Min1.00
725%6.00
875%10.00
9Max17.00
10Area10589.77
11Start-10.27
12End1413.50
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" }, "metadata": {}, "execution_count": 7 }, { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "page_views_delta.summary();\n", "\n", "#comapre with stats from the original data\n", "page_views.describe()" ] }, { "source": [ "What if we did the same thing with a different basis?" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "page_views_copy.rebase(atan)\n", "page_views_delta = page_views - page_views_copy\n", "page_views_delta.summary();" ] }, { "source": [ "Interesting, we can see from the Area value that there is more variation around this smooth trend line using the ArcTan basis than with the Signmoid basis. Lastly, we'll look at the Logistic basis, I mean why not at this point, it's 3 lines of code that does all the heavy lifting." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "page_views_copy.rebase(logistic)\n", "page_views_delta = page_views - page_views_copy\n", "page_views_delta.summary();" ] }, { "source": [ "Let's leave the smoothing parameter at default and see what happens, as the original logistic basis we specified, we provided a value for the smoothing parameter, maybe HotStepper can do better?\n" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "logistic_default = Basis(Bases.logistic)\n", "page_views_copy.rebase(logistic_default)\n", "page_views_delta = page_views - page_views_copy\n", "page_views_delta.summary();" ] }, { "source": [ "What? You expected something else? Of course the default works better, the mean is closer to zero and the area is even less than the other tests. Ultimately, this is because internally, HotStepper performs a few calculations to determine a nice smoothing factor for each dataset, therefore the default parameter for each basis is \"usually\" the best balance between smoothing and feature capture." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "sigmoid_default = Basis(Bases.sigmoid)\n", "page_views_copy.rebase(sigmoid_default)\n", "page_views_delta = page_views - page_views_copy\n", "page_views_delta.summary();" ] }, { "source": [ "## Multiple Basis Plots" ], "cell_type": "markdown", "metadata": {} }, { "source": [ "Based on this last analysis, looks like we need to review the differences together, so let's just plot them all together." ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "logistic_default = Basis(Bases.logistic)\n", "page_views_copy.rebase(logistic_default)\n", "page_views_delta = page_views - page_views_copy\n", "\n", "ax = page_views_delta.plot(method='smooth',label='Logistic')\n", "\n", "sigmoid_default = Basis(Bases.sigmoid)\n", "page_views_copy.rebase(sigmoid_default)\n", "page_views_delta = page_views - page_views_copy\n", "\n", "ax = page_views_delta.plot(ax=ax,method='smooth',label='Sigmoid')\n", "\n", "atan_default = Basis(Bases.arctan)\n", "page_views_copy.rebase(atan_default)\n", "page_views_delta = page_views - page_views_copy\n", "\n", "page_views_delta.plot(ax=ax,method='smooth',label='ArcTan')\n", "ax.legend();" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ] }