{ "cells": [ { "cell_type": "markdown", "id": "17138226-c19f-4572-82ec-dd136099f85b", "metadata": {}, "source": [ "# Fitting NASA K2 time-series to remove systematics" ] }, { "cell_type": "code", "execution_count": 1, "id": "8262248d-916c-4bb0-b803-03e6cdeb5529", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from astropy.io import fits" ] }, { "cell_type": "code", "execution_count": 4, "id": "9842407f-14d7-4399-8d2e-345349c42902", "metadata": {}, "outputs": [], "source": [ "hdulist = fits.open('data/k2.fits')" ] }, { "cell_type": "code", "execution_count": 5, "id": "1619272b-f62e-460d-9906-f2690b31f89c", "metadata": {}, "outputs": [], "source": [ "attrs = ['time', 'sap_flux', 'sap_flux_err', 'sap_quality', 'psf_centr1', 'psf_centr2']\n", "d = {attr:hdulist[1].data[attr] for attr in attrs}\n", "d['sap_quality'] = (d['sap_quality'] & 82239) == 0\n", "d['sap_quality'] &= np.isfinite(d['sap_flux']) \n", "d['sap_quality'] &= np.isfinite(d['sap_flux_err']) " ] }, { "cell_type": "markdown", "id": "9d97db13-66c8-4f3a-9589-b5d5e8ea0721", "metadata": {}, "source": [ "## Looking at the dataset" ] }, { "cell_type": "code", "execution_count": 6, "id": "3ae9c88c-f791-4cf4-bb0f-7f4fe220c7f2", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 7, "id": "55345f08-6e12-4706-8e68-3bcc1274c23d", "metadata": {}, "outputs": [], "source": [ "def get_plot():\n", " k = d['sap_quality']\n", " fig, axs = plt.subplots(1, 3, figsize=(10, 3), sharey=True)\n", " axs[0].scatter(d['time'][k], np.log10(d['sap_flux'][k]), s=0.1, c='k')\n", " axs[1].scatter(d['psf_centr1'][k], np.log10(d['sap_flux'][k]), s=0.1, c='k')\n", " axs[2].scatter(d['psf_centr2'][k], np.log10(d['sap_flux'][k]), s=0.1, c='k')\n", " axs[0].set(ylabel='log$_{10}$ SAP Flux', xlabel='Time [BKJD]')\n", " axs[1].set(xlabel='PSF Center 1')\n", " axs[2].set(xlabel='PSF Center 2')\n", " return fig, axs" ] }, { "cell_type": "code", "execution_count": 8, "id": "bd295fa7-33f7-4c1f-b954-acd5e67897a5", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2gAAAEmCAYAAAAX27MIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC7hUlEQVR4nO3dB7iGY/0H8MfeQspOIimrRCKzZLQUIbJKSdmjQlZKSHaZZTaMVGQVklGkZESSUGT2F5GWcf7X567fuZ7zes9+zznv+H2v673e9Yz7eZ77t8c9TV9fX1+VSCQSiUQikUgkEokpx7RTPYBEIpFIJBKJRCKRSPwXaaAlEolEIpFIJBKJRJsgDbREIpFIJBKJRCKRaBOkgZZIJBKJRCKRSCQSbYI00BKJRCKRSCQSiUSiTZAGWiKRSCQSiUQikUi0CdJASyQSiUQikUgkEok2QRpoiUQikUgkEolEItEmmH6qB9AJePHFF6uHH364mmOOOapppplmqoeTSPQ0+vr6qmeeeaZacMEFq2mn7RwfU/KRRKJ90Il8JHlIItE7PCQNtBEAQ1xkkUWmehiJRKKGBx98sFp44YWrTkHykUSi/dBJfCR5SCLROzwkDbQRgLcqHsKcc8451cNJJHoaTz/9dFFSgi47BclHEon2QSfykeQhiUTv8JA00EaASCXAEJMpJhLtgU5L8Uk+kki0HzqJjyQPSSR6h4d0RuJ1IpFIJBKJRCKRSPQA0kBLJBKJRCKRSCQSiTZBGmiJRCKRSCQSiUQi0SZIAy2RSCQSiUQikUgk2gRpoCUSiUQikUgkEolEmyANtEQikUgkEolEIpFoE6SB1qG48847q6WXXrq8JxKJRCIxXjz77LPVN7/5zerxxx9v+u7/RCKRaAXwk69//evVN77xjfIZn/nkJz9Z3hO5DlrbwmT9/ve/X33gAx+oZptttvLb/fffX334wx8uk/fee+8tv73xjW+sXvWqV1Uf//jHq5133rl/20QikUgkmsmVt73tbdUhhxxSveENbyhr+Nx4443VfffdV/31r3+tFltsserTn/509eY3v7k6/vjjqyeeeKL64Q9/WPa/7LLLqllmmaX63Oc+V/3sZz8bIJ8SiUSiEfTV3XffvXrggQeq/fbbr9pll12qpZZaqpp++umr2267rXr++eerZZZZpjr77LOrv//970XPffLJJ6s11lij+vWvf1196Utfql75yldWvYhp+vr6+qZ6EJ2wWvjLXvay6m9/+9ukLQ7JW3n33XdX3/ve96ozzjijOvnkk6vLL7+8euihh5pub7J/+ctfrrbffvuXGHaJRDdhKuixl8ed6GyD7Jxzzqn+/e9/l5fPjz32WPnvL3/5S3mfdtppq//85z/Vc889V+TIiy++WIww288+++zlfY455qgWWWSRomTNP//8ZXsZHHPNNVdRoH784x93nMzpRHrsxDEneo/nnHnmmdWVV15Z/eY3v6lmnnnmkuk144wzFmMMXnjhhWqmmWYq79NNN135vNBCC1X33HNP4T+cRPPOO2/16KOPVquttlrhP5/5zGfazik00fSYBlobMkUehA033LBMbjB5X/Oa11R33XXXkPutvvrq1bve9a7qqKOOKttfdNFFPet5aMcIaKK3lZROHXeiczzVBx54YFFkfvKTnxQDTOoQY0qUDE/imaYAUYooS373CkPN53nmmad66qmnSmaGuWp7RhlDjbLFwFtggQWKt3vFFVes5p577urVr3519cc//rH6yle+0jH8rhPpsRPHnOgNXQe/2GyzzYrO+fDDD/fzmrqJMeuss1b/+Mc/iiOIwRb6Lf6Cf+BL+NWyyy5bIvd4zOKLL17+x5MYce94xzuqj370o1Uv0GOmOLYRrr322mKYzTfffCV6FiAYH3zwwf7vJjZB6vcAofjOd76zOvbYY4tg9nrf+95XXXXVVR0jMLsJ3/nOd6qf/vSn5Rltt912Uz2cRCLR5QrSFVdcUd1+++3VOuusUz3zzDPFOx3vjC/Kj88Q75QnypLoGfhsHwqRz1Lnr7nmmpK5Qdli1JEnjrXgggtWK6+8cpFHt956a1HQ9tprr44y0hKJxNgj8//617+qW265pThsGE34g6hX8Brv4DOdlXEG4ST65z//WQw0QYlFF120/I5XeX/66aeLseZ3RpDtRNhmmGGGYgj2Ao/JJiFthA022KB4CerGGZiwJmd4O03sc889t6SXvPa1ry0G3frrr1/q0oSFA7/4xS+qz3/+81NwJYnwSofnOgvsE4nERIBxRsH5+c9/Xhx5f/rTn6r/+7//61eGGGEUHspOILzalBxRMVEw3u1XvOIVxTjjBWecvf71r6822mij/v38p26Nh5zH+MILLyx1a47nvCJpP/jBD6bgLiQSickAPWbXXXetTj311JLKqI7slFNOKbpO8BUGmbTE+BywDX0Wf+EUkkrNqHv5y19eeNSqq65abbLJJoUnzTnnnOV39Wl0W85u+jGjsFd4TBpoU5SKsummm1ave93rBnRhDIEaCGPMy2fCk1eTMD3vvPOq/fffv19oIoa3vOUtZcLbJvDVr351Eq+st1HvQPShD32oMBtKE+alfpDHKZFIJEajDElT1Oksupx97GMfq0444YTy+eijjy6NPGRO/PnPfy4pQZQkLwZZ3YtNfkT0qw6/r7322tV6661XUuT33HPPaskllyxea02pKEoUKl7yLbfcsni9ff/Vr35VnIT4Gi83frfwwguXTI50SCUSnd3BldOn3lHR//jNCiusUJoK/eEPfyjb+D+iXRFEEFVngIVx5jdBBjWtHEF4yhZbbFGMM7wDb8E/OIRuuOGGEo2fb775SkqjLDB6rTRCzUY0D8GDeqGzbKY4TgF4JtWHgRql3//+92WSMbSEh0XBCFrCz++ErbAuD4OJzZBTgCnca4KbuIyybbbZprr++uur3/72t/3FmDpxITKRtKxHm1io/3jkkUeqgw46qChQIpjSg6T/YGDqNRKJRGKwelXwed111y2NN3iLpS4yvig5jKJf/vKXRX4ceeSRRUnhWY4URXKCYYXf8FT7TknC+ylIkVpEhvjdd+cQBWP4vf/97y/HcYz4zNkEzi+16IMf/GDpxiaSJr2JUsXDLeXRPpnenUh0Fu/Bb/bdd9+id6JdUSv8gGGE5t/73vcWnqNOTA0qnoG3gJToCCJ4x1PortFsyG9rrrlmafyhUyM+gb+IvjHW6Ey6kWtyh9d9+9vfri6++OJyDpE0adQ77rhjKf/Zeuut+/kLI9E4RdM4kroRGUGbZIiYhXFWT4UTZeGB4GHgPWCkmeCafSAEhMOjwPBCEMB7YaIzznTYMuGluPiNB4O3VO2ATpCOufHGG+f6EhMIxfmeE2bC482AZlwLy1OgGGqZ7phIJAL4gLotfJqiIRqllb029tIUGVmUHLJBq3uReCnwaoy1xScP8JbwXOM39pFREelGiuwpOzowkh2MM0oT5ceLnBFBC6+08YiCAV4VRloU9TP2yKvddtuteLMdg4wyXvtGKmWmdycS7R2RZ5yhW85luos0ZTwFv+D452S++eabq89+9rNFd2VMcbzgBfgLJw/6F4WnswogeA8HUTh/Lr300nJePEHkTZSMwwjvUjMrjZq+ysHDMcUo/NSnPlXq2jiBRNJuuummAfxFJM957dOtfCa7OE5ypxahXFGygElskgvv8o46D6EnQib0yxMRgpVQNZaAsfBA+M0xllhiiUJcPBxvfetbS50AgYvowP4mPOGaaG03RtuJjGIiImUMZUqSTpy8O5QvkUwMBUP03q1en4lGp3Yy69RxJ8ZfTE/M6j5m7TF8WkdenmFKCn6ARx9xxBHFOyzqLvOBIbbTTjsVni0rggHV2BWNYRSdz/xHcarXmsU25AJZAyJfHHYUL3LH//gVZyCZgW/xcvsveJVzxmcKUfBE1xedI3nA1aCZ25qVyNqgbLUrv+tEeuzEMSemRlfhwBcFQ59o8bjjjislL3RCOii+wvFCN+GQ4QC6+uqrC6/h/EHzdX0zgGeZg3RPn/EuvRDMSXqqfaLutQ58SgBCMIHTiUF4/vnnFwOszmc4q+odYR9//PHisMLX8K46f4msMMbZVPCZiabHjKBNMurGGZhwIHefcOXt5JEQFbMtwiFAeR5E0JZbbrkiPKVD+m67KLw0sU0URGNie0cEAQQjNIxwE/+NZlrLp14H2AgMj6Kkvm+o+0axYlTzMFlcERPCuN70pjcVo83+CNkCsRgh5SeRSHQP6l7c+Mw40/Ke0UVZoowcc8wxpWPvt771rX7ezzjDszfffPMSzcIzeJnxDZ/rtWUBckE9cnRIs3+jcUaWcPLhc/7nreZ5drzll1++KD+2kcJEhpA3lBwLVcf6ZwwySp/f/V+P+DHA1FKrtaVQhRxjqFEMpU6FUZdIJCau9t16uYyUaKCB3/gP7UXfA3QpokU/CZ7h/+9+97uFlkXoNf3AH/Cw6BjuPdIV6ZWOEx0bfcZ3RLmi7qzROKP7aGTHSYUfnX766SWl0r54Cz4j2oZfMM7qzYZ+/OMfF/4lTTL4C54jDTL4bfCnbuMzaaBNIH70ox8VAvAOageigQdhaKJGuqNcWpOfAIw0FftKd0Es0uRY64q3QYoLYyA63XiPULNzMCaksjgWYkQA/ucpRSRrrbVWzxtqwurugdTPwYDwMS/3n8dpsFA6BsWj5JkppKc42U/EFGPC3N7znvcUTxAGGA1eEolE56LODzhpKA06nPlMWWLk4AuMIvS/1FJLFUWDowafYBjh0fY/7LDDSvSd95pSwkvc2DgqEEX41gqiQOH5vMn4OjlCIXr3u99dFJ1LLrmkpCPiZWQOw44M4EAyPoqRtCMvWRyOJSWJN93/nFTAM21cjmnbUKjqipFrcU2hZLkfcX3dmIKUSEwVgqYYOvQ6+gY9L5r0iJhx4jOGGGUnnnhioVU1pNFo4+CDDy5BATWlF1xwQeEnjCtGFj4QKYwiX9ZHlL5In4mOirIArHeG5/zud7/r730QoPc4h20FFfAXzh1lIN45sPAXPEL0TQ0aR4/z/Otf/xpgfOGfwV98N866QVp3XnULv8kmIRMI65BR3BU3mmwIJyawCX/AAQeUwkmTCBHFCux1bwWhG4adSR6hY0IZMSI88L9zIZZYbFQNFOJj1IkS3XHHHeX8hCfPh6YiPLm9CIYZZuSe8cYMhvBqK8jn2ealUsTKWJYjHYg16ShAnh9mQ5nxDETUKEUiZ+49xtjrxnEi0YmF9Gg6UvsYPdIEeabxbZ11/Y7nMp7wXAYWnittiBeYIw2/oWAojBdh5yg69NBDC0/GN/AaaKw+qHulI1JGgfJyXDLDMfEbkTLyI8apkYdxaeYRtc6ic/4nR4yDI1B6/EorrVTqZUHEz7gpUjzn7gE+hq9Rjnz2O0Q9SyhZFCe8LmpcXHc3F/QnEhPVOCjWHIs6U+/qw2xH9+MwQV9+j7RiNExXobfI1EKDsq/wAOUz+ISU5mZOILwEv4k6Mef2GweTYIJzo23nAnyjDuNwTo4iAQTGEj4ig8v4GWAcRN4ZasaPBzkPOO9DDz3Uv64inhFpjPiL764dP4mU6zDW/Nf4vVOREbQJROTHEpSEtfTDAIG8/fbbl886XVHcCVqRMYaYfUxeQpux5T9EJcVRRMzklyYXXo4wEghfwhoRmriEL4LiYal7NxAdYu1UMHBWX331Yvx6tx6PELt3XmTtYIfynoiaMdAwC92A6tvX2+X7TdifgaXbpnQjjIPRXIfnS7liMIuKGp/8au/uPYblf+fj1eLFSiQS7Ql0r5BeYbtoGJrnqInUPsoO5QR//trXvla650ZdhQgZJw3FBx+miODLfsOL8WfOOsaO39UERzE9Xh4t8kcCx5L2Q6ERMePoIwcoMWQKhx0lzPXIuCAvyCFRNTKEoUYWUGZcm8ie6zMWv3vnWSeX8EFeel5wsihqm0ORahZN46T0m3qRbi/oTyRGi0ZaiO8RgUeLjA28xlIaZ511VumESF9Rx8oIQ4+i9L5zHOMlwWPwLHooRxLa1zDOdjKz0HQ4lgH/oi/So/Ah/+Fh0SGWPkTvkaLNIKuvb9Z4DLwAv8P/8BrjldIts4heK1MAL3QOziu6EYPRu2tmmN5zzz2Ff8XyRPU062hexPjiRG9McWzctlN5TUbQJhDCuFqui6pYXyZAQa9HXyw6HZDaaNISuoQjz6cJjAARBeIy+XkihLYVZpvICCk65xC6hDWPLkLlBYVY/4YwF7Y2+R2f0OXdaHdPks+uWboQ5SmuyzUyuHh8GD6uk4cHrJvRDO4Z2Afj2Weffcp98Vwc47rrrqtOPvnkongwbCONiAdJympj1M15MCJhfAa0ttgMYAqcZ2lfzC1aYIcHqLHYPpdDSCSmBpGmSEng6KFIAEUJz0a30ng07iD48WdGC5rHHxhV1vbBjygK+HjUCIteUVA0fPI7oycMI84faY0Q6UWNNRzNEGny4QGn2EgrVDOr4YfPnFAajnBi4W9vf/vbSzoTo4rc4Tyqe8hD2cMf641HfMfPeLr9Tn5YUNa1+I/BFvwLT3M8xmpE2KLWpf5fp3u3E4nxRsboF+gqIkVRy45mOHrwGfoZOqXXoWm0S19D+4CW6DAypehEzoGv0EHoiwwxPMhxIdrXo2M8jr7E8f+zn/2sRMWiS3gdwWPwCp+j4RD4HC32ReXxODyBI8iLvuR8QJfCEyOwYAz4qt8ZbRzg+I3rXmWVVUqadXQ6d10cYdEVux49cz+Dl9TvcadH0rKL4wR2akE0Uk2kFsZtNpnVFoRBZDLxKkSrZBNTwbWwsO+U9ejGSBFgQPCmiBLxTiAEvzMoCFPGAAGLWBAaYqYc8J4S1mFsRDEn5YAwp3i0ExgziI8xyoNi8VQMh8CP1J1gGoS/a8F4oosZBifCqEC/GdRgNP5HuWIA8uzUIdJJmREZ4y1Xn8HgDsPaWHiK3Vf3WXEuAxGjMmYMUuc2HmsppZ6Xjo/GytCWgqAhAObK+Dz11FMn7L52Azq1k1mnjrvbgbdysDBOpJyjRTyFJxgfxmfQOL6Cv3IG4eF4Op6KV+HH6jH8zomjeyvHGv6Lr+BhHGIjjYyNBPgN3k2xCQXJZ+OKBkj4EGWIAeg6yAbXizeRBSGXIpWJwua6AT8NZcgx7BuygyJHYVxttdWKokgWMWJ9jiihY7uXOry5b9EJEt9zf3R+pBQO1yF3otCJ9NiJY078F+hORAuvYJShDfTld3oe+hVFQl/omI6Bt9AfGC74h+3wE5k5aJruKLOHQ55uRAeMpZjqGVuNQIPomV7CoWwxaDyuWVSsEXgB/YnxhKbpM/SeaLuPl/gcdbLmKV5irK7XeZZddtmiC+ORYDsOotB7RfJnnnnm/rRw3SYZsc7jOP5r1iU2li1hyOI5dMiIwDlGq/nMRNNjRtAmECYPQqrbwJpG1KNVahdEYyjytv/iF79YJjMhaTLZlzBEvAiUAsBokV7id8Rp0gZhOV+0SUaAJo+JKvoWq7kj3lg3B2HwzlA6EJ26tKkQlo3AcDAmNV9w/PHHF2PXPcAgwiMDPrsO3lyEShHBHKQnDQb3jnEa4XtwH3Q2a4RonXu6ww479C/A6HmFp8Z5GYO240Fyj71Ez4wXXIvjU9AoR6Kbim0xXgqNZ+KYvNKJRGJiQSkS8RENU0OGh8ZaYfgJwYtvMtikClJkeG8JYo1+8AG0jNeIHnHa+N9++EoYdJQQTp3G4vmxIrqo4V/4u5qzaDTCGBQ9C086BYoyQyZEdgXe6TrrETrjjY6QjoMHSokKT7vz+Wx/dSI6UkbKNgVLCj4+SjZppGQMoTwxzsgq9xmiLo3Mk/2RdWmJXuE3otjhNP/EJz5RHPfAocPRjm78T9Gnb4h4oSnODzSIp9AhGBz4ic/hZMdj0GTd6TIU8CYGkWNw5tBhRhK1B04cY3UedE/PCeMMjMF4OWzoPXiHtMmoL+PYwY/wIjyHgWVf/CWyvDiWllhiiWLEWpzaNTPqHBsPMn5p3Jw7EUkD+hjjLHhOdDPv1Cha1qBNIEyexjovHoI6CDsKwHrrrVeKswk8hEaImYgMOt+jGNwEjbbMYNKbhAiM8hDvhLQuYY4pAoeAwvOAASCEIAZKhtxk6ZhynKcCmA+h7n7xGjV6ckQBEV00Sal7ohG/3ygK0nnc47333rsoV4NBqk90KgqIQjbzIDm2+8qIZUA5nzRI6QhSnDAbUU8edIzA8zJWjAiT4mHCcI3Pu3MynN1zBhymEtfcbpHMiRZaoo0nnHBCx+aIJzoT2sjrMMhTS+FAe/ioiBSFh6cazTO6OLcoIjzNPuNB5i5vsP04yfBrfBZ/xg+CP4VHe6zAKyhSxsYYE2GXZSH9iTOPUy26KZIdHD5f+tKXSqdYhhl+gscYh2vwqitwlBf8CW+yDXnDsGKwAuPTf/iYc1MYrbHJASYjgKefQmR80qTwQzw8WuzXlxDwoiCJIjTWpSUS3YLGGvbotIhHSItGr+rT8Y7IfgqHC3qn60QbecYTeo3lkiJTCK8J/QXdMm4aaXs40BPxsAgAcDqh9brzuxnwQDpr8LW6k9s4ONLxC9cfadIyDRifoQ/Tg+io9CD6lO/RPMQYom/CRhttVAxUmUdeeI8gQvCN4CkRVKBz13lO/NapfCYNtAmECdK47ll0vAqY6Caxd4jcZBOTAENAFhWl7EcdVExIhGRCM7AcIwo7TXoE53O04scY7B8FoPaPNS4CzjXZBZXBzBTKa5xivDzCFJAgeMSuMDY6BVGgEByGxgjjaXFfo5NZdDoa6pyia+7RYMqTex7Gm+2cS0okIqcUeddcxP5SozA7z5rH2Ll5y9xnRpx9MSbbuRZKEMYb9YLO4zkyoEXgegWUOPdE0XGkISQSEwV0v+2225aIGaUIP6E8cK7gixQjtIpu8UJeYkqCqJpoFEOHwQL4TdSAoF3HwY+bLdDaDEH7gwF/wycsx4GvxcKwXmozOIrwQQYkB4eMA1E8qYOUuVjQmlzAc5zPMY2bAuQ4rlnr6viNYhX8CChNtttss83KfxQ5zi9pWNKyGWeMMnxP50n3B9/jdGS0Rbe1UJRCWYX4PVvwJ7oB5q4olnmNBtRq0uXQiGg0XiLLRnQaLTKyGDbSEqUqavaBZoMmZOPEOmURjaLbRDpdZEDhOY2L0/vdtnVdM5zxdUQdWvQkQPeMqIh01Y9X3992wbv8Tm/xwo/wLM4hx/MyfnyHjoaXMCzxWeOjk7oeUXf6FucY/c/12XbLLbcs390zumw0W2s0yuqIWlf6BL7oPsJg27c70kCbYAizhhFkUlLg6yDwY2FPENI1+Sn/PJkbbLBB8VxKh+NV4PEN8BL4Xz1T1A1EmNuEJvR4VQlUhIQgGIL+wxwIZeeOQnaMgYCf6BqoqI9Qw4UwdR7jDQ5jKRiPaJj7IhrmfoSxG9thBjzdvrs+0ULXQFGg+A8GBmF4xTEVnmDvgagNYyQjagyV0oNxiTLGKvaepXtoX6F8jNY2GB6lzjPBtOU+87JHLYgUB2PGdF2nWgxMyfX2UndH9xAjjpz5VNQSEx0105yDZxoNgrmG3yimx/tEnaKJBV4S6dQcQZQJ39FtKEWUDf+HY8h89l8gjB08wv/R0IjCgn80eqsdh0JDLmjmIa1anRfljSHIcDzttNMKzzz88MPL9UiVktIYNcZ4VvAl58eHPvvZz/Y3K5E9gP86B4XJ9VJ+vA455JB+eeA4/mMEWtuNk4mRhmfjd9HpEu/CoymgsgJ0m4v6j0DUhkQXTIgCfo6a+npGiUSnLUpvbivHUKdOljHK0BP6ogPQN8JxQZ/j2OAwqmfwRLMN++A1+Aw+gY6juYb90XPoLpEOSQ/yHe8RlQvjLJp5cDrRkRyD3uQ46FmUOxaJxj8aUd8/vuMdsgnU0uF3eAqnEYeV4+ObDFQ8yH/RQCg6jOOldFkOIveFPkj3cWy6G/1U1Oyiiy4q91Z2kethZHEWDfdMOMU50312zzuZr2QN2gRDaJtnIPL1GSJ1mNiEq9At8ITKR/Ye+bX1/P260EOUkR5G2GEKCFzaGCKQ7kLwhZBGvNFZLJSKWBsHMUX4HTFpXz9UiuB4oKEGQ5HhEjCuMGQRqc4/zo9o3Ts1W8Yb6wwR9Ly5CByjo8BEfYXt6+1jG0HhAOdzfDngPFwBXmXnpghJK4ropnuGURpDdIEU8RLtY1hHCqkIIGbN+xPtqCkvvPbRwMV5KYSYmXx0aVGum0fNsgudhnrnpJF6qsxfSiqBxOvW6R2XEu2HWFsSL+SoYmCguVByIBo0yUTABykaDCH8xva+o2nGCCUD/YYHnOMFzQe/wYc42NA54EXx2TnwYHM99qfs4C+MHik/aMH2xkrBcFzedcqX/TipyJNYxxGMx//RiZETDy9X04pf4UucYRQifMexXZ9xurZQihwPL3LNroMRhg8yDEUdw4kVy7m4p47hHhs7p5br0L14q622GvAcGmtDIOSbpgeibZ2YgpToTTACzHc0xlmCBn0m79EGp2+sFYb+OGbJRToao4ijl94hcwjNAzqMbCDvaIVuGM3QGDf0Ht+jTAUtxvJLdBivWN8VQqeyfZRWROM557OtcdXTFIOfoW280md8Izq6+swglXnAkYUn0WXCmDM+YzN+0S/H+chHPtKfYm1b5Tv4CSPUNbpm2zdmdU37v2gj4Fu2G6zZR+gPrlWWk3E7XifzlYygTTBMJAq3xUIRY2MLdUq8iRk5/7yn0km810O5w4V1EXvUlzFanJOygcCi/izqoHg3ETXCIcgZPCYz4Y6AKBUIaLyLKUekjLGlPosy7rdmbaSdW8t/14CJYDAUBMRPweKNQvgUCmO0XSzUbV9ETBlxHzGHxtTSOtRAhGHGm+RY9dqzE088sf++8nY5nntlzKJ0kY4opUhrXDUfkXoAjCyMBzPBFHnnRdTcdwzDMRjRngUGZyzRurrOnDoJliQ4+OCDyxwfDcwLiqN7QrF07xizicR4wXDQgVX0SM0H5SXWGYuIVCgJaBz9xfqT+ELUdOApsgpiXSBGiDmLvmNZlKgRdjz1IxQmBol3Th5On6jXwqPxAfwAb5OuiB/glc7HYeZYDDdRZkoeg4oTx7jxwnor7Gj+gTfiifg/ZTGUo+i66Dfb4pn2dw7bRhYFhQ1vDCUMbTKiKFTuh/tJcTQW4+AFxwfxMYaq34zZOBhclLiIhjerDQmZRiZ2agpSovfSGKVJi9CQ3YcddljhD2Q8OkNDjBFRn9BT0BKDDZ/hvPCSIoz26C10h6gjY8jRzbyjI86aKN+IOvuI7KNFvzuPdc2CvtFRpDg6tu/4Gt7ld2OMZZmcn97i/9A9HC+cUPiJl7HI1qLD2V6tKX6Fn3GQ44G2x//CCe1crgXvMVbni0Z1nDv0teBd+IaoHN5JD2BoPfvss8UgxYfoc37jNK8vS1VH1JqJskmblClFD+5kvpIRtAnqDjbcelYRcTjppJMKQTAKpKzwDiDq0Vr9BF8QmDQV4NUkXB0/BGsYAiGcKSMmPuIIgwwDQISYilTB0a6R5tqOO+64ch8Qn3axxobBhPEJ0ajENu6VcRL4kf5nrF6Rl43ZYBBrrLFGMQiCsTDkIodaKigjkJdqMCg2NRb7YjoUDW1m3Q8KVf25uXbMj4KCaWIyGIHrCyOSQhWLzIrOUciCyWA4lBfncv8xMvfZuexjHNG5CWOjyHUi6tGvwdaeawYpneaod/OFMDCXRYYTibEA/+EoQKMcI+EMijoKvMRnNE2B8M7bbf5SXChcaNVc9D1qNNB+rAOE1tErHlSvd3Uu55aSjdbtR2HAw4yLcmEfqYD4oLkeKdt4UKRY4geUEuMML3e9QVJ0P2NM2Uaky/mkRFIOXQMPdxiklEnbcAYat2PYnhGHfxmDbABNRaIxiWugeLpe7fDxRVEDx6R06aome4CMcJ+jvta4KG5ertcY6+sUJRKdFoGXKseoIO/RGzpER3QHkR20gT9wbHMEoTU0KA1QdhT+gp9wGMmOwl9k2USHbfqX3wCN4jPoLxqBoE/Gj8gX3kBnsC8aQ5Nh/DiHKDg9hL6Ep6D/cG4zeOyHfh3XtaDPWH/Rb+FYRs+2C4dNLCOEl3DAuCdh/Nkm0rjrzfBE/2UC0Pucw/FCz5QGibcZU2QwMF5dd1zja//n1BcR+/a3v93vxGqWtRMOn25CGmgtBgEpssJQUx8wGEwsi6GGJ5QBBWOdZBhEtKSPyctIcB4TGhOxGLPWxoghCDr2RfhRuB4dgygKJj/iGGrNGudiMMkZdg4epFg/px46DwWJEhBpfpiA87kPPCVSAERQ3D/nj7b63oMpYT6hKAUjCU8ww1gKEC/zYPCfe2KfSBGlrIjeNLbmx4icg3cK88MkMLpoP00hcR0YNSZMccJQwqPN0xbrgUQeuHsv/9u7c8f9NweMgZHuuTEy3dMo5J2IdTxahUjNZfCOJgUycvZdt2cn9cMrkRgLzDP1UhwFjTUV4aVmfEQ6NDqmQKFNyofv+Jxto2U+PhkeYp8jrdFx0LHf0TB+In0Pj1UXhmalc1M6OH4oTOq/8Ec8D83jXfalxFBeKIDO7ToitSfq1OoOLdh5550LP8Jf7Mu5w+HHKRT1HLaNemOGWHQKxv+cl2HlmoyNMoWnctpRnvAyY8R/KKOxVItjh7xyfufRChuvw5/xAAqWWl3yxDXFQrzD8a+xpEonEq2GeajRRKxPGuseekWqMqOJ0xYdkv3RgZCDlizULMR3+hyeEQ4LNI8GOTfMcXSJRukLdBO8ISLS0cHbedEdww/N4j10EnqH+i1GGh5lDBr2xPIW9gu+5ZrQsXPXUxYdy7XYN3Qy54wFro3Hbwwy9W3ktZd9Y5Fp9I7Ww/DDN6PUBA90Dt9jyY7oSI53GGM0GGGccdhyYs0777zlWiP9USq07/F8Is3UOYYrC+lUvpIGWoshOmPCeB8KJko9T38oY260qC/Wh6AQsskf63kRvlG3gJjCI4w4I384Uv4Qqdb7okiOhSC1OWWQWeEew5DuQ/giZsYThQKh1hEeFoZXGIZ+iyJb/1GoeLRjgWfKBKKmIMR6YgxNnlv3ODoH8VhhNjxdiJ2HhpI1GDBORrR3QLCiPs0iPxqFUExENDUXwPgwEOczVvsq4ncvMErXIoLpXfMWKRGYDuUFQ3J/KTBSBKRPMibdM8+FJ1q0MRgP49C18aR7Tq7ZQuXtGCnGoKXKUvSaMcV6hM29jN89W88rmt+Mpk1wItHMOKMs4RfhEMK3CPxYj4cTjZMI3eFFnELmJgUJX6gjHEyRJu4YuotxwuCpeIMoFP6Nn6BXSh36oFhIf8ajLrnkkkIjUiVjvaNYL5FhFOeI2pF6yrXfnIuCQsHDc3iSXSPFJxZq/da3vlV4qHSh4LF4jkwKNEZZdK2UNNdlu7rSiae5P7YNAy/qSmLdJN/xLHLAy/kci2GInzk2xco9wB9dm+PjmyOpLQ0+UY+8dZJClehsmPscKOG8ENkyz8ln/ISMEw0i76NrKyej7+Y62YYPRb1r1JXTj2INQIiGGs7ByAs9LAyoiPI7RzjM0adoExq1H2POvvUujuFwoaNEpC9kKp6CL8Xn6B4d6xiK/jGy6E6xthk4XjhpZP14xwddSzhsjNF9clxjRsNxDdHfAK+Le2m/qO03DueWRcPh4xocc67/1QL7LAuB0Wo7vBN/iC7aIykLwVfcu5E6itoFWYPWYkQHLxNxqBouEySUWe+tbMhRL8hmVPDU8LRgNgyuqLsyhuj6RYmIvGHXgJgoJAgP43AsXiHpM1J4RMoIYeeyiHSk30RNRp1oMAHXGF2GIDoYhjfb9n5D2AgRk6MEuY+YUABx82ZBGJiYS50RUQx0wBysGyBlQo5y1JoNBQqFCKJ75twK9TErDAeD4kHHzEJhYnRj7pic9Yq++tWvlsgX44032nPR8ISn2XfHZhi6DxgvhNESdS31tVOmusNhdEpSU8loF1kdDHWjTDSQYuqeiPS69wzqOhh8ohgZQUuMBeaTelfRq1g4Fc2iPbyNEcNYwwdFuThWpHFTZhhr5nMdeBUlwQtt4ocUNHwJv6EgMPQsAYJHcqj4zXbqafEndI6eGYje8YpYPw3/kEKIX0bzkkglwg8iekdp8jueECnSeAw+iT9HBCwMrcgqcAwRPZ+lhYe3OhxyaNln5/aOj0aTEnLBeY2BLBCV4xhDvxRD1+Oe4Ytq8kQIOf7U9Rqjc1G2/Of+U8bsOxyijsT9zc6Oicle7oe8FzEz78xjtE9XYGSIfpPvZL40QryFsUCP4YgNxyODjL6FdtBKlGk4dkSTouM0o45sN9fDGENvQfdoMpoM4QHonFMEP0OrdAM6Er4WtfJ1gyw+B1+JWrMwOF0XvQ694n/O7/i2j20cg06FJp0njgfG6nqC33rHT4wbD/FufNHQJLqFc2q5B+4NnhFOL3ANXossskh/RJ/zmt7nWPQIPNRYjXGozo51voIH0b86iaekgdZiBDGZePKPhwKBTvB7byXqBdkMByvSH3300f3RGlEaLacxH0QlWoXw5A1TLhCHz/XCeYSI2BCW+onw2CBGxe9hkFEGMKFo4Y+Z2d/xfA/DLMLuiDYIORZ6jUVVMS1EWI/GIe4IvVMOKA6NBi9mi9kMVkwa3S+HqhFsTMHDSDGl6Crp/BgbBY2i457xAMW6PsEQXD+vDebiHvMO6YgWrWNFyhS+uieRgx6gEPkdc3Q/eOCner2wMLqkZWDk8Wwi3dM9Dy9d3SirpzISgJ6/e2o/zgnvsVB5GmiJsaxvJrUnmi2F9xb/QHtoCG9Gv+auWlVz1YuBVldmwFw2Hyla+FssUG0+R0t+xlbQPvpUw4UHxUL10bo6iv2jW2SsNRZKE35nG/Ii6IiXHg/lXKMARdqhc6I5fCC83P6LLATb2p+B6JyMOePllYdwyIVzDGI/L9F9kUApjJwvGv9oYqJ2Bk8lH9wTfJuMoUQ5F8XJtaNt0YNwWnke+H4svDvcMhqNi1l3cge2RPuicUkXzkHGFN0iGo5xQkh/Nq/RmOizfUSqRczobhwfDA0yK6I0ujWrV6MboIujjjqqNBOxbAa6UhfmvBzc0aUwyjjCWe3l/NGYKBakNi40il8E/YYxg1boNPXW/WGQ+Y3+ALGeGv7gmtFnZFCpWw2jkEEaa6WFfhfpmHEc24VjKcaOR9QbF4VjjN5pfPRdvIDcVxqBb+JBouwiZHie3+6+++7CA+lRkZLOAYeX4Gl+0wU96nuH4i22ETlrXP6j3ZEpji2GujICDCjjJsxg4VSEzThqNZrVsYVRAtJs/B/KDCIgUKNzoxxqyjMGYUJTMhAeokHMCC4KVxEwIg9PC+J1XRSU6DzmP8fFSDAGCj5FHOET7oxGTCjyjcNg84q0mkj5QawYld8ZOq4pOrGFtwZTCG/zeBHRLEan8zin39SqhadYhI9nBtNhlPDQMEqMB0PjdadcuX8ijzq2YaiR/uM4rok3P9YvwbzsE2uFUDDdt3pkciryqqUiGr95QTEOISFKKJJgzhBEoqyimJgphlxPZfzc5z5X0j/dC+PmHdPVyvb1Lm+JxHAwB80pvCPqQs01PC06pEWXRgoK/iDt0DaN6bSUjWhpjSY5tfC78Cjj1fgoA8m54hxeeA4jSMQI3fJsOz46MZ/RLV5hH7xT9I6Txr6RZhRGjv1EnXiUjQNvQet4dHRmYzQyhozLmIwbH3Zs10H5c04OkVDQQvFjtPJaO3d9gVljsAxMtLxvRodRJ0qGWLzbWC1BgPcZv+iljICodeYIlDbqWvB6iiunlLXShqLzbiz4T7QPGlPeRJoZJOgdnwijKFKR0Tu9Dp2rlQe/RwMgIIc5MtBPLFwfMvLQQw8tfINug/78JuosI4djBi3b1vmiaVAgnDhoHX/h+KA70CcYVPhTNA3CN8jgSCkMnoa2/R9ZOc6BHqPONZpy2Db0L9fLsRrRe3wi1l+Lhh8ROYvlPJzPf+Q7/oY3RCp3Yw39McccM2DpqMYlpfbff/+Ssh7r8opk0hOCx9jfGKLcIpzhg6UwdiJPyQhai4F4ECogdul/7QgEF80nwmuLWSA+wj3W0mAQIVpMhUdD6l6sR4EgI2UxUhwxJd5lykgcn3KB2UUhPoYTBaS2D29veGbqDCoKZYOJMGwwDMwNM4x7TYmxHWUH42o1eGx4eKQVYSJad/Pe8PZgPJQnzU0YpowzHmAKne+UR8YXw1d9mv9FIqU3qufDrBW5uveUHIJC6F4aIaNW+D8Wqax3eYxoltQu6RkRuZpIULyMLRRBClgwP8yTsUopbYyg1SNlPIg8aurywohzX9TlTXWEMNE5wFc4TNAZXhPtodEkeuMAQJN4k/kW3thYcDr4SqR2R51VGDHRGAQ9okMRJV7g9dZbr3+NxnAW4Wf4oWPFemPow2fGELoOI8+++IlxcIr5X42aSJXjMbh46dEZpQMvxkecw7jCEEX7FDG8xzijppeBaOwUtejOZh/Kpf3wEfcE7VGAwsnDIB2u5X04+lwDhQnf8pvPeC+lTlo3Hu68+AV5Eumc0QShk9KMEt2HeoaLJj6yX6LWHX0whMhdOkfdCWM+Rz09eacmXPSePkXXk12E1gENibABWnZc4OCOejC/OQ4HLEeSl2yjaM+PtiIqjwc5tnRK7wwgulnwFWOU1YP2jZtOR19yjd4jmob21YuS07G0D96JLusNSUSkonFIOJjQdSyzARH9C/kvM4HDnX5GlrtWOk6zdveDLSMVn5f+X/YXXkPvxEtF0FwfHuPapZQzzqKbZaelMA6HjKBNAEQSpBOa0NLX9t5776rdQBmItcIQJ6KLbogIO+qeEHBsZxvGWbRUDuMr1vFAMAg5UgQcI+ojEDHG5j/b2R5D4IUVcYtQP8YTnm0MBYOSdoBpEfSiLwjU+BEyZhCLuNpPQTzDx7ZhPLYCjEgpPhiWpikUDvcFs8QsnDPqpzAMiiFmrcmI+0VpikUaeYCMnQFDSWKsWewSU1Wfxtvs3hAc0o00ZHFeAoV3LrxAEc2ifHoOzt3q9vSOq2aM59s9oPQZe3jUeLHCw+VZEkQY5QEHHDAggsaTJlLGwJQe4n6YE+6VcRMsBEmnrgOXmFxE6+XgN1GsHgvGchwwaKQlMQqi8J4ShrbMS7wOT4u6iYi+MbiCP5njHD4cLpGqyzAyl/GqWMQVfTKi8CrKFmWOYmF/vzsm2qHERAMR5/S/6xCZcm77GJfxofdoZBLZCc5lzDzo4Vl3ffhxdAR23LgXFC6KDYXTeSKlSaQMb43a51Z4lusLT4uohXceyBG0H797DZVdkkhMFKIDIDqVCRPRpljD0O9olkMhak7RHrohu0Ro0JUIDxnmxUFBNwpHtahYRM7NfcaU38PhQp9B55y80T0V3dIbI5WR3kRuSo+MLozGSN6j43AQeTdmxyNXI7IlTRqvklaJF9A7oj7VeCIrKXSvOJ7zOgaZHI714C2NS5Y4tnMpx5B6Gd0U8RUGXtSRjpe/fOADHyi8ll7lWXGayYSI5iIyBTbeeOPyXyelMA6HjKBNAKKzX0R6pgLD5eSKPvEE8/pSNDApig0vM+Kk+CO+6CAU7VgxgGhRHymFXgwjTAIhRwchxOJ47gcGFnnV0dI1wv2UEISMSURaov1FVbRvdm6eKkQfxlwYcTwmPNXBDG2DYHmbMLdWQR2L8blHusRpcuFaeKCNgXEmPY9R4jvjjYHl3TW5L8bMyIlW35QVSh9hEO26MUSeIwyYksfAj/WLeMHqhfYRzQL3MaJZrZwvBBnPOg+/XHrPinLqemJduNhHvUoYivWCfwwz7guDzP3wvCnNnrEom/tKcI2k4DfR2zDHODc4wNBXFKybX3gOA8EckzYUXb6i3XQsPs34QYP4BNjGtpwelA3OklhAnoMCT0QflCV0Lj3Kf+Y3ZYFTKxxWFJpIZXQO8xud+D/aU9vOu4i842thHd3T/Ec5Ml5jRRdSGkXg8U38LpYxAduEEw3wBN7xqPnFmzlJROo4lKQfj6T+drSoLzyN3zu/FKxIBcMDvLu36F+GAIeS7sIjaX40nExLJEba4VpkBh1wnka3Rcq/CDBZyxDBG8hb0Sa0Q8aSx2rlIxMIXUsrJL8ZW2Q2p6w5T2dQ4kBPQIeAZ9CrHJ9xgbY5aNEzQ844oi+AsYaDOxqi4Un4SSw+7z3q+NG9iJ1tGYBo3v74Clntf7zC2O3jelwjQw4/jQhbfYkPx62ngkdtGZnu/tE51NzF8jp12qzL/1bwlu22267ogd5l4eCljGL/hXPNdXm+HMjD8YpO4CdpoE0QGBKIlWCdCtQ76A1VNMljhCEgTEwi6sAUz/PqYC5A6BK4EaaneGAOGA+CFTFB8EEsiJ23mPdWaiBBHKk4GAVjIzxFoYjEOJzH/ZNGaB8MLdY1421y3ujkKIIjmqZ1NkWEYcybgnEygMaLSM3D9Fw7g5tHnbLkOhS5Ujiixb5rwZQwX4wRc8fkbSvtKtKWGDmYSeSS286zwCidk7HLg4e58eDZj+CoN5SJphrmWKQMjscQa5ZiiOmFkuv6PRtMXRTAPRGhiH3MAc8/DDTnYNBF05ToFiXaSdE0RwjEiH64lkRiKJhLnEvhpIlOg3gthQX9oxERafSHpiKNO+ol7WdOhxcYbcUakOaoNEYRp/Aom+sUOtEzvCcaJMUaaow1/DHWR8R78Ak0zGuNth3bWGKRWGOINYQcP9pu12tfooOrcePLlLlYn80+xuHa62ukRSq1rA1ecvQlSlBPIZosRDTce52/MIJlIbgGvIhxOpK0pOFkWiIxHMxDuoQ5F80/yG/OajSMVsm5oKN999230CIa52yIhd45ttESo4zeFDWdUvzI/vo6YHQEtEyPiVIOaZHmMn5GB/AdL8B7HBe/wAvIeDoUHiWaF2mGsZZYgEESzYZ22WWXMibnxgPxm1iKKDo5xsL1rpkuQo4bl+MGf6vDdl6c3lI/6XP1FGegf9Qbs00kz5lmmmn606XxFHqq+xjPV4BhOF7RCfwkUxwnCJRrwhphTDbCUMB4hvJeIBzeX4SJYYWSIk1HXVUUiFJuMC5eZ5MfQWI+FCWt3zEAhBqdCGNBRAIYE6EohMeG8mE7zC7Sgygu0RpbiJ+xEWlzwtj1xYsxTfvyOtVrIpwzOhkh0nqUbTxwH4yXd016pecqaoa5u8fuA2PRNYgOeY820V4Yn4J4jM3/6lhEjSh20S7X2DEKaRGeA4YupdD94SnCSN1Xx64/T8/PuDyv+lpiQ2GwxR1DmXI96tkIBsfnoQrl1zWIoLpuQsx1i/bFvhqpWMIgIpeEG+avTkgEjjCTBukZRqTQc2fk8/CJJmDwGH8i0QyiTRwwlAjzkvPHOy+u+YqORK/UJohqma/RGTaK8yOCjwYYURQhClUsssoYs30sCm2bSA1yXlEgaeycMhxIlCa0IB3ZOIL3OR5PNgcLXoneI4KGf1AC0Qd+EXVszoGefbd/8Af8jBISi94HjFvEz7VzguD59WJ81zJVCN6JZ1Gi3HfPRfo5nuZ6tS13TSPxskcKJYcXwy7XSEuMFGhIrTb5RydDz+gr6sHDiUN2oU20Zo5xGkazLnwinC7S6fzns3XTGC34Cf2Jg4j+Qs6T22SfzBlZR+jYeXV4ZHChT8chk+lYjIwwnPxHf6Lv0ImikywwEMlp1xRrOBqzsdI50J3x+j2c3tHt1fntT58LHSxSF+v1/tEwRQ0ZwxSvjS6Ijc3Jom5tstYx/dCHPtSf3o6f4O10UzzfPReVd9+G4ivBT2KbdlzMuq0iaJTw6DQVL56JwUDwIZRoECGa0ggLRiO6qG+ZLGtZpx9ELRI02TDJYj2N4Saa2gpeH4wqWusjTIxCZAah+92xKCLhLfEeBal+dx5EHN4XigODiSfau/15gcIrzAsc4XveI+eKBVijMLRZS3xji2heHXVvTVwTIh4v4rg8UZQphhDGKDLEuKVcMbowahE814lRUj6kEmAYQu6USgYWpsFg87uaDIpYpDNQ7jwH8zqWKYilAzDoxuYn4QGKhW5HguimaHwRSQuD3lgY0xgeowrzx+ykdFAKKaW2JQCkj1FECTuRUiCkpFhEqheBE+uYUNAorfb17J3PdUak0D4U2HrdSiIRMFcoNCJDUSMWho15g9/EgvKUD/PKb1E8b777jl9JrXMsNGUOU9AoVuiN8hJebPAe6YSMCwYZWsan0JGUwfBmiwx7Ry/Ow9CiBDkGhwsPOocHecUQM+/JpWhZH155L/w72l9D1Moxclw3esGX8RBpP2pj/N7YKW0qUefJxuX63AOGLbmAJ+Cl4SgaaQt+qZLt7vlOtBcYZkoCyB+0g5Y23HDDYqiR6+QZuo1aU7SHh5iznKki4nQUegV9hQ7DcJHujCeZt/gQA8n+IecZSOhbBM6xOSnxIXqt3/ABx7IPmpdBEw5b8jeW5rCt7YIf0A/wEQ2RHIOcxSMiamf84QynS0VH6aj/N9YoJ/E9MmPQpQgg/rbzzjtXe+yxR7kvnNN146yR/lqpc40Es/2vbIYByXCkW+INUi11UnfNMdahWu/XI3ztGFFrKwMNYu2UeFGEB4PJJuKiLiAW0GuEh0MAE6STCXVQiNr7ZGM0ub+Rkmis0oPsR0kRjeGRwKAijY5CEG1jI8SM0fmOEWA8sW4Zb4oIinfGC8bBOIguQc7LcGOU8y5jdsYw3NpxwXC8D4VWe3LcU8oEI8y4zU3RPecR2qekYf486ZgzhcmcZOxEWigmwnijmDDqKG/axboWTDYW1nVcC2EyAJ0rUpo4GzAPc5qHiAJIcRWRig6JzVIY67+F4kgoBTMivCwqG4XAlFCCRa0d48+40JrjO18Yje6B340XRFwpnTFOc59AwvidV9qZc+hQR5DFYrau0X0x14Z7roneBIcBBxD+Yg5xupn36icoUhQWzjDzk0wQkVULW0+dZtyEhxVPo7CgBUaT93Au8W5zNMTyHuY7ekE/5qk5z/CjTBkX/hfNj2L+On80GTH3nc95Yq1DzhrHdS0iacYiguw4tok1IutGmt9E10Wqte2mcKqJYeC0u9FSX4eIU1Xkv25IDpZi3QytrG1JdDdC9qHtaCGPrhg2aI8TEZ2jQXMPjcVSOniLKBgeYr4xxhggZLT/Hds+vjsu3YDcDh0KHD8apjEeODPJRDyGjHUcPAndcmTqUsgY85luYKy2YUSFTkMOk6n4IYdqtMf3P6e58fifs904OK6CbzXqRa4dr6PbuSeMOjyLsxUfxbOivj6MmWb0NxUp1PU1fwVnOKrIBQ5x+tJoDa525CttZ6CZIBTbeJmog4FADqKJ9aMagSh0rIp27JOF+sK8k43REktMcik60XJa3QIDguISK8DzNvOu2MZzoTjEwtaUJF4hHg0MiddFXVjUWmEUlA/7GheGuOeeexai8p2B5rOmIEPBs/ZMh2omMRGeEGNkSPLamE8ImVeKF50RxqCNBgPeMTgKHAPEvY05yniT5ke5YrjJF9ddzXGcQ+dHwEhjXTQRQ7UkGG+kC0mh4HSIdVr8x5veTNGp/xb1bBAt8D1b1yMCwNDznD13UQbHp3TaB9OjaFI8eRF5wzF29yEKmgkbz962CogZ59I2vdwbcyU6OnG+mA/mCM+duZNNQhJ1mFci6OYivoRGKEI+UyQYKGhHVAZ/ITM0s4lFXik3jBz0xCDihJJuRPEga8x79MoLa57jaZwS+B/lxdxGC1GE7xwcGGhEOq7tKUrRippSFwu1Rqq33xlf0XzAuTkNXQOHJKXKfxQo9IlXRgMS53c8vILiiO417fFf4xpM7aZcjCQCFs4mvCBqXUd6nHaJFCbaE2SQqM5xxx1X6InDWDRMVIjcozvSO2wTqcGMEboNOY0fmKuiTQyhwAUXXFB4AOcyvoI/4CuMMceJdGryVuYN+vZdKiRZTwZyRjuGcUVHRXKTvOWQFQWKuvs68Dwv53RdjovXcFAZC/qht6EvvAMfDOdT3TiLZXJi7TY8D+/EayIlEo2JnBkTWR7GLrQL/c3WwAs848gAon+Nhie2I19pOwMt2m2z3t0sxdGTDYI9uhPGa7SIVLJmBZfthpiYGBQDyb2n8ETNBo+u9u8iHtJ8MAiKN0+Pbdwf0RaFtmGgYVIMgOiGRhFHLPalEDF0MMfREsdItpsoZSUMPxEzDE7kBxNmlIieeWFmrlm0zTUaJ4XLdhgGD5rrp2Rq28+TTChoaIIBupeia3LSReFirRYeuDCEIt8bU/Z83HvPJmpzGuddPa2R0Wd8DL5wIPA6oTtKoJpCTN2YGHWeV0T2MG3GFIOQ0ReL9lKeKVuOYxyOf/jhhxeDz3Fdk3tjvjDoYr0kDhbbY6beLVfQTsyxHfhILyMagmgWpBYTzaBpikW0nTdfKFK8v5SvI488smxXX0vR/I36CHNagwpKkqi148W6Yv5nJFGU0Inzh7eccyHWDXJe/C8ibOHY8hI91sXNf5Qd45Dqbn5H2qVjoAfHxUvwDw6KgN+d1z6ResQphYe4Xh5itFR3QLWjcjEcf6YkR0c9hi9+lg6agUgeMr41EnUKFp1mVKEpMpdcjoh4Xfeh95DD0dzNnCSzyWCykUNG/TmZ65iMFtFsDh+GF/5DpqJ98xs4ZvAVv5N7sk3IcvSPFzgWAwr94x+MSmPGN4KHBc/wjh9wjEYtKn3Ef45JJ/FbdHaMRaUjlTGAj5G9MhBk6UTnVSmZ9BYNNiJVkYFJrjNY8R/3r94IpJ3w7LPPlnsW9zqWJOoEntgRBpq6LUXghKg25pRKwi9SryYL0kd4W+NFEe8FmMiiWJgUIYoZYQQYkJQ0ynYoMJgBZhIGCIWeR4dBjSF5UTwoOgrBCV7eZZ7jUIgminAmQlmpN16Jujs1Y5QxUS9GLGPVfWLg8MC7P6GAiJphGNKRCAoMmseKF40xjEFKe4pccQKCV1+aIEXPPWa08WgRBu4/gUKZk1YopYrx3MiMwb02hwkphlUUKQNvGS9hrNemI6Zju07Kp+P5bnyMSc/QfXBMSmqkJEcrfQLN+G0fi/xSmAk9woTgck7CDBOV7uE+MtjMt3ZueTta9CofaRW0cUZbkZobS1XgP3gR5QOdcGSY06LStqN8of+op8WHOBEikmZfKYpojdLBSDIXfTevGYDmNmcCWnYc9C69EMI4jKYilCzGnm0ZU2o1ZRrgB5SgaK/PULMtmo/lSByDB50BaH7EgraMF3wD/aOhaJLESeR/Ebd2jpaNNJLmWlwzviGi0cnK1EQgecjoEBFZsgQtMpbwCfdOtJ1xoVlXrFka+6Ar9MQgIYtEss1P8lbDLEZNRMYYXeQefiNTyvbkJUOGU1omSxh9tmNQ4Q8cs/gBvdax6VKic/gNBxReEo1EAmGYRTdl/3HOhBEWSx6FQRdrmhkrXoPncfDGMekUXsoM6HqNTvLozNgsMj/ZjUBGC88wjGUOrU7lj3VM09eud/t/hdG8jlJW6h3nmgGjV/ztNRgohkGIQ8HEryu6vFZRJ4MQRwJpOYhAqhuvRKcB09KUwvSgnADFIlIgKe+YBkWcIRKMENMBhfYYA0UFE0DwkbPtOdTTczoBQvsYI28ag4NSSHnCrF0n44axYY5wLkhhwNjMS0ab9AfMMjxTCoAVJrs/lDXHFTnDICmGcb8oo+Yehcw9lyZBsdN0wH4Ej+dDANgOQ4+lDORlx3EILOczTv/JlXdOwieKfNX/RZ0Ppm8cjKdYNJOXj1FpP3Bt7gnjTqTDeXgV7U8ASh2J7oxe5g0j1PaUYteBoRJQtqeIRuR8KKDH6LQ1UnqcCrSCj/QqoskMZYYywsD3zM2/qCcxT9AeHqUO2Vyr12mgCXM4albRBRqIJUVigergZ+F9tq/zoS9z03NDR5Q03m3bxBpq6FnKIhrB/6TqOWd0YHQO380DYzZ252esxbwns9A9niLVaJ999imKYr2bWCiRDBmOHjKsk/hnM7im6KIWfGoyu6h1Ah9JHjI6MM68gke4R+QW5yDewfFBznz84x8vESP8INblDHmIvvAH5QmcO+S432WbRLmHrBX8ROQ+GpZFW3vRKccFMl0kzxjwIU4IcpEBiH8YUzhLyc1mNWLRYTEQ66EFL4kF6wN4VyzbQUaT+eY5vUUGTzQSGi29NdJru+HZ2vhgMnjJRPOQtoqgNcIkM6kouJMJAtrNrr86Ca1YgM/kjlQdxhQGhhGEYRYLUVNiImfZs/LuuWFqoiQYVoTEY7HBSP3rJFCMhPelI0jdw3ApUzzflC3GkOvCeClePGPhefMfo8g9FFEDc4pnDaN3XIomo4WnH2N1TzUcYdjwrtmXN849x/SdlyBwzyPaRkFkVEe3tEiBcq8pu5iIzxRXNMVYIox486LFP4+homGCyTOWWx8GIwGG2ZsPDDICxvNnkDK8HcdxGY8iEKLh7gcj0zxyTOc2Jyi1BCiPIyPNdbuP3eD16hY+MpUwn8xnxhDaiTUTOYkYP5wj5qI5p4sax0K9fik6p5mPlCXbmb+UJMdWLxu1XeYwg8t8NwfxL3ROYaKEOZZ3kWr7oAf0Yh9Ra/wQ/aLXWETadqHMUbp8d17H53EXGcQLRJuNH32ZH+rL0EdjDW2kV3dD2s5EdlHrhMVnR4PkISOD5y1rBX2gKSl/6EzGDmexEg3GGZCnolxS6s03iDU6ZZmgV5kk5HnwCI5Hx0fPHO4yu8jpaM8fiyaTc44hC4nDhYFAFlPk8YXjjz++33ljf3Vm9o3sgEbgffhgLHfE0RSNjyL1kfyMbYzXcRmOeB7Z6/rNmwh0jJXe2j2Nerba+MbLS9qFj7S1gUZAIjaKXWLkaMXkpJBQZhgQ0vEgGAiFhBIvYhRt1TFDXinMgFcIQ1OP4fk1S7vrNGB2rovHG9MXNXSfXKMUpSBonZcocNIpRBfrnY8ilz0WVmSY2S+OCwwttRjSMNxf4XpGGIVS8at9PFeMXbQJM8bE3e+oVZEyiSF7hnUGI42L0exZ8dpHkxDGp/RJTF2uOUEjcnbppZcW5VaaaiySS0lmNBJwon/OI1pIcLlGirPnTYDYlhLrfhiba2aw2Z8hz4hnOFK00biI81QzxMTUQsTMnGdcmeN4S3jCGT9oiqOCAsaoV0xvbppr+BNaQBO8mtFq2lykyEhr9D/PuQix4zHs7OcYFCeKlLkYadpRQ8ZQdDxj4YHH1/xH6ULTFCM8QnSDA4UChxcaq0ZAnC/oloKkfbXfBzNOmtXQdkITkFbWpo1VOWrHVtmJiUc0zmJ8kVPR8EIXRoYWvoGXmBt0GnyAA9V8k5qIlsln/4UjBK1yrnKykm/0HrKxviwNORjzlnMTn/E5dB58hbOSvsDxokaWI4cxaDwcTs1AXkqHxFvwH+U/HDphoONptqGL2M41SKFEO9E12r3QU0Cmit9dUx3dzFM+8L81IfH0TuYjbWWgmYC8+AiFougm8zRIvwKTTfpHAMGIYnj5TKj7XI+4MfJim1AAfJ7o5iOIL1qfTzbGS3iN66ipvcDsGAmxYKvjq5FQk0ShETaXyogx6vDHO4UwKFJtnEU7YjBiogMhwo/vGCzvOYMKQbvuKKodrM00MLbcK8fA1BlNFD9zX248Zs4AUoSMScQaJuauRh7muPeoh5NGYRzy4gkF3rs6g/EsMW7j5dEzzmYRNIyc0RRGFqOK0DKnjJUB6TzOp67OHKdQe8aeN+OLkkp4eTcvnM9/tnXvXC8PJUPUnEK7xksBjrqARG9CCi/HAQXdvGFo4S/mPp6Dt5hv5iHlqd4MxLbmIf7EqYHmovFHFM2jO04Cxp+UyFj6w3G8oyVGFxrg0OD4QNvmJWVIlzA0Yr6iH95y9G4sItpSIGPtTgagOg9Om6i3itqxRg9tnWc381TXf2sX726r0Yp1zrpZ6UwMDo4Vuh2aC7nCCVI3SsJJiq+QQeFANd+inpQhFMvhKFNRs20ukauyUxh8jEHORFEvkbIom2EQMYYYccbgOGQggzHWM4vlPvxGhjd2LaXvys6RIeM/kbGoASefyfFYdsNxdtppp/611fA8EToZNaJqImr0jegk3UgTQ0XEOp3HzDbbbEWfoMd2Mh9pqxo0ypyIBAXTzZFehSB4SoESSchJnYJIWWmESICIAHiPhXTrYEzEcSYiz5THhGDnpYlFljsFjbnGGBVixQA8C4wC0ftPbRMioLTwOMW+vlNmYvFFXqxORr0GLfLRKXuUR++8d4yy8FQNlQddr8VDfgwdwNAZP+asmhrKocU0zTmRM4wfo3VOaYQ8Zua2pgSYeCyii2YoOOiIc8Ncj65WjCzPxJpkxhvj5BxBW47vGvzO2KLYEhiUVs+QY4OSKQ2MZzAW1xW5i46TmvyA4xGU5grBQ6CI4JlDjsMAFaEj6HgkCSzjb0bTnVY70k3jnkwcfPDBxctMsTEndBRTo6G2i6cYLYl+4a3mcSCaGTG60IK55h6jAwYbHmx+chxQxiJ9MWgwYF7rGinKNdZ6C7Qmrdtx6/Ue9ePhJ9E0Z7iay0aMZ99OwGTVunQiPXbimCcKIUfRmYwPsoTDRcRaJgfjiSFEBtZrORvrHhlh9mP8oFcym7wlj/ASco8TBs8RHSdfyVYvsorBJ5WQUUWnxGfIWU4e8jG6LWpexGgip2NtNXLVOKIJiP2cE6RZ0wkYZNGkS0p1pEYaowwm11CX365tvPTTDTzm2UngIxNNj21loLUrxvIQ6gq9yEm75u0OhnoBKQbGKOOpcR/qSoZrpLA368DV7kWlo0EjE0Q2PHaMD5503napU/XrHGwOhFCgHIqaYfiYOaHCiIpFJRlHGLMUQhE23vroBsVTz8BhGPHux/IUvoMUS4yd8PCb8RJYjDznwth5+xibxmU8UW/o88knn1yeKwZN+GDSDElKMBBOxib9lRHmmiyzwDhzL6RsMiSdg/KM2Tuv/VwPZZuBSOgQjAQshTkM/W5UUjp13BMNc0fTHE4HTgHGu/nCGx6Lu0bzjljolZFWR3Q7s4/7ywlQrx9Dt5xm5p/tGGix7haFx/5ogjOiFd0EhyvAH48Dr5v46nCYyMYhnUiPnTjmiYJmIOScFEBzQ5aJyBWZRRZHmloYGfVGO9FxOJzIdbkTDhZpyYy0SBMk02wrAEDuh0OV7GXY+UyOkc2c2WS7FEiZLjpc2z86kuM5UStGj3BcBllE0PDBQGQvoXkyPLooh/NnrDxhKNrqJh7zbAfzkLZKcewm1GuOpjqPdazGSKy1wwOl85BITD0kHmuEMBCaTfx2LyodLRhJGDbjQpSLQJBGgSE3C6UPNgcwC/vHgtWOi8gpagy0WBBcCiRGLJ1L2hdBhMlHoTABos6FsiqV1POikPL2MaQwVxEDwsdYvEu38twYatFq2Hjqi3HWu0JRjF0vY5Nh6ly8fOYDASWtC3MSlXCNkbbpmmNbHkMREUanCAUhQ3ASNIxBY5Y+Es1REr0FXnApgiLPFCFzTt1iLMqKtgi/MM6isB+ie6z5GnWO5hgPc6QqOZ66j2gwYr5ReqKZ0X777VdoxjkH42WtrmGgIEaK8WjRbXx1uPuIr5FHnZpulZiYhiBoCE1zIJJ36AnNhSxuTFMLmoxyhIjC4xV1uRPt5jkPYwF6jhQGmEwZ5yP3GVMiYLHAtXe1p3XjbOONNy5LJUQzkEBE+OkH0v05U6PZmmviiPWdTuA32/hsXPZzrPGugzgUj+omHvP9/10no7vT0jbTQJsg1GuOpjqPdbRoXGtnMGJVh0Hx8d7tcE+kMlLwpFCEkkjJ09WJ0RO1JTx7BAjEHGAcxe+xYDUmHoXKsS9mzJO3//77F0NM/Z//pVaEscY4i9pKBpjnxMMWnZ4ILtuJZqmpUbzs2P4jMJzDbwQOhbTRkCRoKLdRaC3FzLN3PoKDIRVF0X53HAJG1IJHMBozMCiNi8DyUvemns1/PJC64vFAyecH5yTUEr0D3mNOCnOSk4FzwtzleKBAxX8MGXTDkRA1GOY+GmGYcXKYbxQnv6MFnm1KFMdAtNFnyFF81G5wPDEINdsB/43FYBpLDUO71Di0OzrZ0ZmYOFmsgRX5Fk16yFiLQJOdIuEcMxw/9QhQ0FzIXO/kFeOOPK4r7945Mck2aYVS70XWGUlqvGSx4DlKBWyjMReQnaL+5Bhnq47PHAz0hqhBA3yLDMfPyEJOJnyMbBdBi3djl0bJgdtq3tErPOgD/7tO/L0dGn+MBpniOIFhzE6tQxtpeFt9iLxvqWs8S72QhuV6dUDk8afwMUoYSO4BA4h3HqPHXHnlI3/bb1GbFYsoRppjpCow4DRewajBuTByXjP561IgeOoc07lE0KRCMH7Ua/pNiqKxUj4ZPOrEpBzKj5fuGA1BjFk0whgttskjR5hohGCOqxUjYCK/nqHnN8qva4uc+7POOqvMc4abVBAGu/3NH4LMi+cqOukZo7RIkTzX7ho0QtG4gWJO0HbLOmjdMu6JNM5EimPBVc/fHNdYg7EVdGE+mE/oDeKd4cYAi+iZe8qhYI6JbjPSzNvovhiGne/qahtTmuo1Y4n2wUSlW3UiPXbimFuVosYo4rDhXLEEkAwNtE+/Ik8CjbI25EnIcIYXY45OxmFKBnEMkXVRY05vY3gp7SA/OR1F1JQZkJ/kn4gdxR/fYIRxCJGR5BkdgRHpOQVE6DVVY6ypqcWT6mvH4l3KAshTWSt+Z1x43p22bmyv8JGnswZt6jHWhyCyQqFG6BSCbgNGIgLj1UkG6FgRhbMMHwZTnYFLYYgFcTECCiMjDiLvnRcuFun2GyEi1QFjFmnj8VP7xatmyQJKJgU22gNrKS79QTogL6GaHYYNMKwIHQYYhZcAIXgiuqU7ldRCBpP3UIZ5D6UaUpYD0hGdx3W5HsIpDDdRP4Z5GHkMQAqz/6RhMPQYbQQPJuj4jDbbMr78X6+BExkkdJ1LhJI3cbi51KlKSqeOe6JgDsWCr2gg1hiLLoqcByLPPNXmKkR0FmwLtkdH5jpFi8PCvGScoTf3HRhsxB1vtxTjVHh6G51Ij5045vEiarnJFTKWgYNXqPfiLKRnRROyqO+OmtW6YeM49DANOchQnzlFdV+0Ld5AdpLvjDUyi24TclvNNLkYS3GQscbk+OEQpRPhP2QsOR5wfPzO+BwDz8PH8C5GpvOqnyM3yT//cXiOxGGZmDpkDVoHg/IpjK0bXzcCI8HkesE4i7VPggilVWhmwJMnTWLLLbcsxgsjSXoD4yyabzDEMPn6It0MNsaPVz21kILpHIwzUUl1f7FILkaOIUi5cHzM3fwiPHwmJAgyIDzUifE6RlTBOUWvnMf2DDGGGkHksyYlrsOYKLcEIEFHIDIOGYmMKcfheHCthAjB5NqBF3GrrbYqhiXBYhtGGkEq3TFq4IyHQu1euV4L97qPrUoxS7Q3KDIUpWiLzWA3HyhgmsiYE7zI5pH5LVJmzohYxwKtlBffGV5gTqJTc4h3PdYBjEVhzUE0cskll0yKcdbpraoTiXaAKJLab3JSl1YNN0TGLLmER9TT4mOJIPwjHKFBf+QO44nDJ5ZzwQ+UKcRiz154Dt5iG9kljCeyl+zCU8hKjiXrKpJvGo2QgZylHEVkZ73eDN8ii8lZETq8z762w++cHw8ki3WQDWdqK8pjkgd1NtJAm0DwzKjjEclIdDbqa8MxcDBP6QyUTMIgvHj1xakhcs4bm1+IdBEUioqDEdvnvPPOK6mHmD7GKqomsqQODGN3LoosJVbNjpobC0mL2BESWu8aF8OKR9DxbG/czhNFzvLpRSVEt6RSiAA6NkHEOOQRkgomzZJRR4gQktIapXXYHxighBHB6RwEmFo1SjGoT4y1qgi/qIETHUEftiMEo9C62/PhE/+FFCJKCXpR/6EJDk+kOUgh++IXv1gcBuaxeQ5qxdCbee1389fcsp95xNiLBd+j3sxccx7LVVg/zXHR3mQoLO2y2Gki0ckgFxktnIrkHvnC2SnrotlaZ1FX1dgcgpxh0InKh1O53itATTU5iu/E+mgi7aJkas2OPvroYgzG8jYcimQvGWrdUhEzRprURvyH44hjiG5g7GQe/hUR/Vi7V0YKuSjd0v7G2KhHjBXJgzobaaBNIBCg1DHvic4Gxk/Z03mRcod5Mioai2wbPVb1ouH4vR6N8399AVpCgfHDqGdsmTuEgehTpAaKcmmiYF8CgOEjBVE3SUJrxx13LCmYPI3+J6CiHo5RxHMn8mU/xhjDU948SDFkcKkBioWpHZOBRjEmhKR6MBwZkbEumnnuHMbKUHRMzT8INnV19vNbRPlEFBdddNGiVH/iE58YUGid6P4ObFKEGPwi0BQI8w9NWHKCAkVhMU/NmzDweZ05E8xDv3EIoEkvn/1HKQrjzGdzl3Fm/joPZWiyFJZeKcJPJFqNkKOckt45V0S5GEVBT0Ff+EXI1qhZBfwEbyCvyBz8oN6Qq75PLEYtShcGn+OH7BU141DlSCLPjcf26rbxk4ic4UE+41HqtdWp4XcyS0466aQSjeNMMhayj6wkk12XJlocopyereJPyYM6G2mgTSAoDULY3hOdDUxczRRmzNOGuUOjl6vRYxUCg+EVv9ejcRCCItIhY/FNSqboFcNHExBGmYhbLKop/VH6otQtKYi8ec4hnYKgYNARTASMSJZ8ewYm401qmKiZcxAkzkt4UJQd0zl5Jwkd+8vZZ1Ax4HgMCTH/M+REMKJ9Ps+m9EtCM9IlCQjGoDETSHEu4xWR85vvxubaE90Lz9faRbzSFChrBMkyECVjvANlQn2luRyKjPll/pgz5pI5IyqNFqIQ3/+xPARwTkhLMh+lInECoIHhFJZWpQV1U6vqRGIqllcIh14sR8OpGfTUTLbW9ydjNQTxzhnESRotFxrlNNlL1tmuzhvwFOcmD/EcBpfv9lW6otkH/sSpGVkjkY7NUOO4jLozvMxYolMtPSI6HTun5iSclFtsscWwBtVIeVTyoM5GGmgTiIieyIVOdD5iLRQ56hg0ZbORScpz52VjoAzmyapvUxcU9XTIyI3HyKWDxTplar00QOBZdH5jkrLIo4f5m2/Oo4uU6IGUEJEHCm+s3eZ31yH9kRLLmCP4rr322iLsnEOdjlQShhPvH8T6LwQNYWUfaWfOJ92M8DOuXXfdtaRx+C5C4n/GGkPQdjo+guOKdrh+gjSuPdG9kTNzTPRMsxqOBWnB6EFaLiVHVFZnUkXy4aSQoshpQOHhJGHUm0OMM7WZaiRtHx5zCpKXeSxViHIS9bIcZsMpLJkWlEhMLWIxaXyCM1A9/2COlbpsDcPF/n7jpCTjlA3UDbnGyFIsWG87cAxGGwOLLCarGWnkdowFP8Jz8Cv740GcR+QiGRlLfOBj/rc9uUkOWqpn5513Li+Rs+BRp5xySuliO5xBlTyqN5BdHEeAXuyclBi+XSvmjEkq/JXHjqlGx6n6b0N1g0R+mHkY8RFBYtyD8xAOjDTpF45LkeXpA8qqtDBCTO46xi9KICdepIrw4BkU2aLMEhKEnnmsCYiolfPLq2fIidCpeWMc+k7g8PJJwfC53h3LfeBFrB/TvtI0It1D5I+iTLHWHpn3kbASkaOsu56I0Im2jaSdcKfSY6eOuxVgHIlkiYBFOmuddoByQlnhjGB0QdRxcCqAz+pFzDHvjHzzLyJnlCK0Yz6ir7G0zZ+otu6J9kIn0mMnjnm0QH8WJo8uyWQP5+Bg8rRxv1gXjSMmaJkMlVYPzXhCnebD+HF/pemTV2pblQ5wCoXcVoLAkRl1sQGyE9/yrPAmnx3L75xSZJw6NwYjQ3EsPCZ5VHsguzgmEm2AxpQCDJlHrXER1caFVev7NXr3ICJjgNEyfhhg9o30BJ61KGQWMYu8eEqpKJdUCYyackt4SOfCMCizInDq0yKtkJdPKiIB5BootN7VkYnCScWwOLZxOIdUNNcpMmGsUi5DGBF4FGTHjWPyWHoZM4OOkSdSR8FmPNo26ofUuLlPQBAz7hLdh0jfFeHV/YxRT0kydxjynBK2McdFYGPuSici/My9aFojCqeLqXms/tF29bTGqPUUQeaUGIvykmlBicTUAP1Ls7eEBqNISj3jjJyoZ6w0S/FjWNmO8zI6uNbTIMlVTsBmdF2n+YiuMaTwLePgpHQ+66CpDydPOTdjDccAYy5qzMk453MtZKrImwYiImTN0jJHg+RRvYE00BKJEaCeUhD58aJamC6DLFIa612h6t642M9n0S7/YezRPrhu4BEOFsXU/UmKRdS72Qdjp9x+7WtfK+mLDKww6OopmKJjOj86h3OKjNlWUbOoG++fomuChzElZYwgkmrGCHNNDCkF1gQBI825daMyfp5KwkldmuPHumg8gzyehJv/oiW6uiPX5LMUD8c79thjy7voGUMuriPRXbA4LHrxfM0HDgR0Ip2IgUWpQUfeKTYB83S99dYrhnwoPQcccEBReHzmmY5FXoFjQBRuopAtqxOJiYUUZ45AGSCaZZFN5Bp5RN40ytK6vOD4tB351yhLyFXOS44eGSaDGXlQbzRC5nE+cgiRh+SUMgFGY3RjrIO8DaPJ2KVUa4Ili8T5x9u8I3lQbyENtERiBKgz1HqUTMoeT3+91W8zbxwDLjo3huEmosAgqq93Eh2ldJvTxMOC1VHvxiii6EZ0jaKrcFoLYoJHRItQ0zyEUkuoqD0TvSL0GEaagxirxgyRpsloIkDsy/gTobPoNOXZcaO7JAGoFoigce08hCIWImRq0eyvlTHvov8YmCJwBJsaNBEyxpg6Nk1LXI/7wqhjLOpQmd2mug+iZuYiJwCHAAUKzDVGu1RXjgPGv3nDiDNXzXULxkoLUrdG+aEU2SZqLgOcATzTE7kmY9Z9JBITC04Wso38CUOH7CFjIWq3mxk4sR3+UP+P/EK7wPCTrdFo5DUaPpEuiQeJmJFz5GE0ziIH6wi+hS9xKuFZdIA999yzP9ulWfOw0UbAkgf1Fqaf6gEkEp2CSGWIKBkm+ZGPfKQ/IlYXBpFbHowY86dQEhxhuDXmkMe+PIUiUgSJdctEsRhKOt0RDqJfFFvCJlr/8hgyhBhBIhO61zF8CAdNFiy6qWOeDo6ECKNMRI3yTLmVSgZSOkQyGGERQfNfjFcdGcTY6/tAFEMzDEXt4lqd23nBeNUYETQ6VinCNgbpI8acaRvdAfOZY8F8ENnddNNNiwEV84aTg8eccsM4o8RwIJjrDDlzVIoTY57xr97DUhKxfpDW11KiKGzmqGjsRKJOs4lEYvxolJf4v3pl7410x5kYzlAyNaJcjds11mXhQYws9dBkEDkeNGx7slQKIkcm2Ss1OtIl1W2LmOE3ZKIGXeS49GznMCbOJPKXk9GxLW/jv/pY6jVj40HyoN7CmJuEyL/laW+Gk08+uYR1uwW9UJibGBrNmn80ChdQI0MYEAQ61I2mqLfePIRyWmfuOiMSDCINUrsoszpA2Y53T/RMbQ5BwdMnXZHgsK/oFTh2RMIII5ELAkjjBpFAKZsMQBCBY/xZOFMTEop14/X6LmoRhqIoh3SU+nF0bYx6O4ai5hDGqJ7oe9/7XkmHpLxTxI2X51FDiW6kx04d91gQc9Z8BQ1sNAmpz33eaFFi25rTXuaC74y2uE+is1KFdPqkIIUjwHzT5tr8M7fNs0alLZHoJnrsxDGPpKkHeYTmXR96bpSf42mMIaWRs5PTk/EVxwpZhk8x+kTARLzIXzLSb/RcKf8yUNxzMjhqXvEgY+YwIi+1z1f7Gg1KEt2Pp9u1SYi1lhR76+oWICR5Mffee+9WjS+RaAs0a/5BuKgR815vHoKBizzV88TrKQ2D5ZETChRQXrxowR+CRLMPxpi6HOliSy65ZDmH80VdGkOKoOARJJQYO1JFGESOaTv/McrOPvvs6rHHHit1Y2iYgUc51iTEeZxPpIsSHembjekVvtvG/rpFxiKfDFjjJ+gIxRB4onjGi5FJw7R2G+Xb2EXhjNc2ic5GGO4cFeZLs//NTzRFqTHHzD0Gl5oyCg/DXhqRz4w4a++hvwAnBPnDcMvFWBOJzgP5ge6lxOMVar1kdHDUNIsbRPp/yMXBEPyFs1SEHQQTojMynHHGGdWJJ55Y6mOlVRqHCBvHYdSXk2HSsfEnhphxNSK6GpO7V155ZTHO6gtnJxJTYqDxLCCUlVZaqaSdSD/hRWdR6iyXSHQTmjX/YJDwzNWbfNTXL2vMEw/DTMpFs3XUGFBSJhheBARBwfhj3DgvpZTCKnVQpyt1YxDHso/z8uiIeDHGpIowkEQfGEs8gY5DoFB6GWPSNaRGSuVQm6ZOLDpG1teXiRq6EEDGtfXWW5ece/RvH+c0Zo4aERMGGMOR4GME1rtWAkEcNW5RFJ7obNQNd8oLZwInQSwhIcNC51H1ieiKYc5QM3ekvIJ5TGEyxzgkOBV4r2O9Iou2h8cyO5olEp0HjhXNNtSmkj0cMeqpOf/DmGp0ZoaTsNkapAHbWPOTjkom4hv4EMQ+lukgz+iqnIVS9zXect5wxNpXWQGjUUZILIkjHV95gGwQUTfRv/32268YcoMtnJ1ITPo6aCb+DjvsUGoERA2+8IUv9Hfj6iZ0U1pBojWor68SNWj1WrJmqRiNKYwEBMU1UrOiZifWVSFENEmIlAneQBEmL8cVdbKtY0W3RhEx/8e6aYQH40uND6OMcRcNQazrwoiiSMufZ6ihaeNrTEeLsRtrnKtZSpnGINIr/Sd9kRAOoeq4xuIcFG9Gm98p82oLRpqi1qn02KnjHi3MY8bXueeeW1KVzElz3byTtsQQUwvp+VPOYjkIXmyKj/kjksxAU0PJwFezGB1BKUAitu26BlCz1OdE+6ET6bETxzwU6jIv1tccTO7U1zVrlJ11uiNbOAPpodL/Qz6HHIqmXeSkKPxVV11Vto310chZtbEMLmn4nJuRKSZNn9GGDzHW1llnnRLpr8vLqVijLHlOd9LjuAw0E5fHUxE4T4gJfvzxx3fdBOk2ppiYGjQWCjOwYpHqwQy5QAiPeiMRgofXkYCi7MaxYhkALfzDmFJLZjHqMMQ0EgkvZYyDMCOYGHPOpatiXWgx+kTV6gXQsX8IWF0pGX6aPFCu8QX7EJjGzBsZKZyOHUXahCUhqRZuuChap9Jjp457rIg5w2knKuw5mws82+YkJcfL3GHI7b///tXRRx9dFC/zBMxfra0ZbpQjBr60xnZDXUGqK4JZi9K+6ER67MQxt8oRWl/YuZkR1GjM1Y8RhhuZGcfyvV4vzdCSJWNbQQc12lKu8R7vnJ3uvVppTifOSM8DT5uMzI+hjLDBrj3RozVohx12WFHyTHbeTl3bePytzZQLzia6Ec1qx0azLkk9FSva7DNq6p63+kLWDJj6wtVhDMWi0yJi6na0uZc6GGkcvIv2ZyxJxxChsli11EXpG85LSXZMx5MOYh9Ci9dQ6qOUstim3sKYgGu8Dvt/61vfKttbLFvEz/h4RkVF7EPRto1rpGhLgbQvAasonDGpe1fWoHUuPFt1H7HOUMwZxlksHaFOQ52jtMUw/M1Hc85C5v7jdKA0efkcqUUiao7VjqjXZ2ZNXCIxPNA+IyfqxJqhvtB0szb1EPJ3MLprXH+UUaZ2XDkC+cQR6uWz9HyOTA238B9yLNZaJGMjzVopgO+NS+xMJIZqsZ88pzsxZgPNIrMmiogZL6j6M0baRhttVGpdEoluQyODrK+VUv+tmcHW+HszhloXJI3rqEUdGMEhYo3m0KD/Io2Ms8R4CA5KrdcDDzxQoty8gww43j7bSTcT0VAkzRhjqLkOkTa59To7ElQMtxB+hJjvBGpdKCrA1inSMR3fd8ajaB0F29gJNW3RGWfSK+sC1zFcr/OmgdZZiHltTph7l156aXX66acX47w+d81tcsHcldIotdH8091RtNVcMb94JBlv0hl9tq3o8IYbblhtsMEGbauA1K81a+ISieF5hvRCOqN61OGcncMZX7E2aDO6a+RDDDH8SYBBOrUUas5MMlRZgEh+OE9Fz0TOAE/Ct9SY29e4J9MoGsoIS57TnRizgcbbTWDWYQKH8pVIdBsaGWQ0CsHY678183I1LooZ0aM6Q60bQSGkGqNVanUYOdIRfWcQxSLR6M54RKOuu+66Eq2IDlWR6sj4E5lTM6rBh4iaFDKCx362Z8ApmKYY666llsj5I5rHA1m/Rr87lvoiqR5aGYt2SAVR9G1fxpvOfPvss0/5LkoYi476ruvfKaeckk1COgwxr6PmUX2GqC5HAkTdiLX7zE/PWSdStZCMeE1szAEGvGZTGoaoN+NkAMaabU477bQyr9pVAUkFKZEYHc9A8xyNsXB9M9kZRhs00pf/RLjIzKGMpDptkjsyPgQS8Cpy86KLLipyUZ1Z1EnjO2Sm75GdQp5tu+22RdYZs2j+ZNJ88pjew5gNtPAqNIPmAL2K0aS8JToLja3yI5UQkw+mOZiXq9GL18yIqxtBzdIYCBcGFc+jWjHbeI9z1VMbfbatNVyAYccA8zvvYaQ1Oh8FWVc8+0WDkqhzq7c8jmuod3ccTKg2tjZWW0bYuVf+D4V+stJDEhODmBPqzMw3hpTvmtvEnDBHGWeiuffdd19RbkRLealFbxlsPNXmnnRX2wQ4I3R9bFRKks8mEp2HejdgMoHDRhfF4bJKmslD/5GVjLzBjJY6nxDl33TTTYsckkpNjor6O4ZMj6iRVoPNWONA4izCmzg0re3LgSg1ciyRs+RZiUlrEnLwwQcP+f8BBxxQ9WIhYBZr9gbG85yH6vI01H9xTpEn+fGa9ETES1c8kbJoyqHIWW2aSIU0DgoxY42hFs4VgkmbYbVpISQZbzyIsV19wexmqDcPieiXGiTROwJOGmbUGkXXLILZWCnsjMJoRNLthfKdOu7R0oP5EnPYfN54443LNVPMpDTynPNG81JzEEiPN1fNYYqRyK22+xHBVRc51PmSzyZ6hR47cczjoduxyspm51MjHQtScxpZ7oVstK82/9YFxZMiYqZ+233mpBRx41CqO2Mn+toT7Y+2bRLCe1F/EbCHH354deSRR/b0+g9ZrNlbz7lxUcqReMmGSlVoVvwciLRA0Qrn3X333ctvUF+TjRDCLKQgh7GlCYN36ZgMIuliDDA1QVI1IoefYKpvN9zi2rozYlIXXHBBfy2S9LZoRhK8gPF2wgknlAiJMRKMjLPBooWJ9kTjPGhsbNNYg8V4Z6hTTLzzUIve6vCpJo2DgUdbZ0Ze6oAom0haM+MMks8mEp1XpzqSlMTRysqhout1Oc35I5Wf01K3Y05FjkJRMs5LNdgcnBxI5BVZKIIvE0STrfEYZ5A8KzGpbfYbQVGTo2sibrXVVlW3oNO9VomJQ6NXTBc76VzmSeNaYiNBvY1+4zovQ7URjlbEDCbQJTFaCtffG9drEzGL9WKMW2MQEa7G1sGDnVu0zDoyDC4GYSzyGfVsoiD1JQLqSwvAWNaL6VR67NRx11GfB+aUdB+GljrIxjnpWdtWIxreaBFf4kZ0jEEnFT6OJbJm8XUebIb7cccd1193mWv7JCYCnUiPnTjm4Bm6fXPa1TMrJmK9r2ayym8MMI7HuqHFaNR5XFojSM0mezkwZY/cdttt1Yorrlj02uRBiY6JoDWDAVLsdMFJJHoBjV6xWLdpuMjQYBGpyLkHnkaEz+gbqo1weBLD6+fc9U6QxlT3NtbbG0e3R4YdAaYVerPasMG6OFLQdbWKTpLoX5t9xqnt6/ehcWmBLHruPNTnoOiYVEVpiPXGNhDLL5hXWlGL4EqlNU80AtEllJFGZqhDW2mllcq8UQvJaWAuD1V/kkgkOotncNip9apnVoxVPuIRg2WuNJOTfsNfGqNgslHUvkZnWcaZqL3Uf9kqHJYib8mDElOBlhpoQKH0SiS6DYMJjXoQmsGimyHlsy4gGvcdrLkG2tHqXgSMISP9MNYjG8qgsa9oFo8OpXeorpLy77U31o1KS/QwxkS/REOimUj9Ogfr4uh3i3tGJ0nfpYwQoPW0t2ZdKrNouvNQT8EVFVO7sd566/Ub4p7lUUcdVRp7aP4hKmauMdI893XWWacYaFJddWc0/0TLRM7UoNWXWWimaOWcSSTaH3U6xTPQsGwKvEPkvdHJOJx8jDUW65GK+v9DtduPaH7InUi3JC91jgWNQBxbJsjvfve7Ius4KmV7ZEOQRMelOBKqdTiMyX322WeX1JVvf/vbVbegE9MKEq3HYKkTIyn8bdyuWYGzbSxCDbHmU6QgSgmM6Fe9KUc9JZIhF/vGWCKN0f9A8JjPmoio+1GDJgqiLX6kRRJkjemV9fRE6ZCN6ZL166xfQ+M9ifvAUKOQE4I8m6Mpmu5UeuzUcTeD56imkPdZvRjDPrp6MrK0sFa3odaM4c9zLppmnbRrr7221EuaS+aa+W0e+n+NNdYY9rxZaJ/oVXrslDE30ulwdDucfPS/pTrwjPXXX39AI6JInyfngByTrh9pkPa9+OKLCw9SX82BSFf1rjGI9EYZJRdeeGHhR1IaRfLJytGm3w92PYnuxNMTTI9jNtAod3WEp8F6R9Y6ooB1CzqFKSYmFs2MqpF0khrpdiFkKL312q36/yISDCpRCApy3eCBaJMfIGSA8Xb//fcXulX0LL/eQsHqzUQ6GGQUadEwaGY8Dlb/Vq8JqF+DcTh//Trif81LRGAIytEWX3cqPXbquJvBczzrrLNKXZmFXqNe0RyTxuhaRcuku++0005FaXLt5qFGITqp2TbaWVuo2nbDKTMjpbdEohvpsVPG3Einw9HtSP63HieZ0miANdZtS00Usa8bex//+MdL86qXv/zlZT1OaZYQS81IudboipOo7hBt1fUnuhNPt6uB1kvoFKaY6A4MZgz5nVIr+nDqqaeWNDE58hRk+f1a5RNUIli2g0UWWaQowNrsA2EUwmewaFZEQuqF2IMJnPoxHDv2kT4ifc35CdTG62hWsN3t9Nip4x4NeKLNS8+WI4DCpFsopcf8YJAx3i2k7j+RM84Cbawtjp7KTGKy0In02IljnqzoHBkUjkcZJlRb8oXziGy85JJLiixknHnhNb5bskZgYZNNNsloV6J7m4QkEonxY6jFrtV6SR8W+WLkMM40WZA2JjIVKRqMLS8CS1oH5kF5Vh8HhBrjjreRASVyVjfOGuvWoo7Af/W8+hgr1PehkDPO6vVwwxVsJzofFKNoTS11iLIkSmrNO/P0nnvuKTVpBJrmMuaofdI4SyQSY5GPUdsMfuMgwmd0YPRd+jVZRJFeeeWVq8UXX7zwmrnnnrvIwMZa6USiXTCqCNoee+wx4gMrFO8WpNcqMRVo1lLYb3vttVdZv4Xia5Ffxpl5SfhEiod3oCD/5je/KUpwtC0fKhXE/wRWsxqzwaJlje3zm9XKDXVNvUKPnTrukSBSVzkIRMg0urFO3y677FIMMfUfFoAVTdMhTSTNvNBkJA2zxFSgE+mxE8fcCgwmN5otS0NuWdrD2rwcQ3iSNRYXWmih0q1RQyK/k42ck5yYmYqYaEd6nH40G99yyy0j2o73PJFIjA/1SFakXvgt1hmzXpTUjLoBZtstttiiP5ee/8X2jCWRNUKMgUWQ2S4Msfr5okV/IwhHxyfw6uOimKstUnsUQk6NAOOv8VjOIfLHyBS1S6HY+QingcYglpigADHWjz766OK9NgcoRmodGWkMM3Ugmknl808kEmORhcAxaDkPxlaszWhbHWI5EfEZxpqomcg9hVoNt1o0fKixzjuRaCeMKsWREjaSl3VxEoluw0ha59bXGJuIVEfRLc08dM5jbEl1DEOovh6ahTalMxJAthdx05iDl8dvsV2kLRovw6tZSmJcu+38Z//Gtd8o5N7jHg2WNuKaYjHrXFumM2BuWB9PGmKzuR9OA4qPhV69NIDxzniX8miuUZB4GxltW221VXX88cdPyfUkEomJQSz3oiV+fb3MVsrCuhyOYIAoGJnGMciQi6Vg1MLqWMwwm3XWWQsvYrjtuOOOxYGUxlminTHqGrT77rtvQJe4RKJXMJKFcwkGqYf19ZzGItzq68fU674iMkXIEFgiZ+E5rO8bx6Ig2+bhhx8utWjR1TEEXES0rN8muhGLSA917Y3rzNhX62OGW2MUrvFYsW5a1Lsl2h/mtOwJ3urGdfti7T1z0ELUmn7wZluKQZRXt1HpjtbzU5Pms/o0TW7qqa+JRKLzEQvUc9TX18scr6EXzsFI04/jkjmWc5Fabx+86I477igdYbXlty9jjDOTE5EDUt0ZR1EaZ4muM9AoecLGAYRhLYlEolebd9TBGBKtGouBVhduzRbgJIAiylWPgoXnsL5v/ViMpWZNQKJmiCItqsHb2OihHMm11w3JkRRcD7XgdqL9YE7rAioltv5cY44xvhj2HHeio+pBfP7c5z5X1hpSb8Y4Y7xFF9FEItF9ICc4YKTeh/NwLI64RkMv0uLJpLosqssS++BFZNpXv/rVksZ4++23FxkZaY34mEhaBhkSXWmgNU5sC4+2arV0Sq2Qdf1lodPBwBu78cYbl/Qa2x5zzDFNt5OaEx3tNFKQapNIjBbNDItGY4Yw0J2QwTRaugjhxsNHyDQKIwJIe+BmUa7Gfb2b7wSS7xBjr3dedDy1bLpDRlfFwbo4DmVUDRc5G+x+Jdob0ezli1/8YvWpT31qwHM1x9ScqW00P8036+z99re/LXOBsrTpppuWAn3r+umkxqudhnki0X2IjAzOQ+n19RT60fB723LyiMSHoVdPix9MDoue4TWw5JJLllprRpnI2dJLL10yT/CsyPZIJNodbddmHyFJEYvX9ddfP+i2//jHP4piedhhh1Xzzz9/020sbqj7JCXDoqrLL798td5667WkRiiRaGbMjCQVshkIHIKD169ZOuFgefixr7ozQilq03R4/P3vf1++NzO2opYsonGN7felTY4E9ciefYYywMZ6bxJTg8FSdj1fdWk8056l9Ecd0ShU6iMZZDpbWZRagxCKkv8YcIlEovswXlkYMk1mB5klDTEMvXoGSDMnn/PE+osyQtSdSbnefvvtqzXWWKMsRI0PCTBkx8ZE1xpoEdlq/K1VQESMrXhpyzwYVlpppeL1p2BGbU2zdv9Wkf/IRz5SiPSkk04qIe7TTjutZWNO9C6k9DUaMyNJhRwskhQNFyLdsI7GdI566mMcK84d6SVDpZk0eiLjmPXGIyNBPbIXRdqN4xrNvUm0Bzw3Rr71grzXnyODzO/mKR5t8XTzhWFGubrgggvK8g884RQkTjFr9iUSie7CUI2hGvn9UBkUIX+g8TiDyb76eTgWo0nRAgssUOpmpVNzHN58881lbbQbb7wxnYOJ7k5x3HbbbauNNtqovHjOd9hhh/7v8RorEJEaHpExBGm9irHCejwIc5111un/Tbjbdx3tBgOlQri8/kokmqHeTn40NVaDeRZHsogz4SY6IcU32grXI24Em3GFp7AxLXmwTluNxl2jERXCtbE7V91IbUzJHG2qZDeh0/mI56d+TOoiXlp/jpxyfuf8mn322UtqkbXO0IEFqV//+teXdEb7M/hPOeWUbAqSSHQhDxkqvX0wJ2AzIylkR2R0NJMR9UYgjRkeMqQ0uvrlL39Z6l11E8d3Iv3fMdVap3Mw0bUG2jbbbFMErfCz15ZbblkMqvger7FAfdgZZ5xRXX755dWJJ55Y3X///dXqq6/ev+juaIERWJNnvvnmG/C7748++uig+x166KEDrkXtRCLRDCONCDV6DpvtV29lP5xxx8GgAQOh2His+lpj0kUaI1p+iwLsfffdt9CbtWLi3NF4pHEMIVwbu3PVjdTBUjJ7EZ3MR6IORMpsvVNozOHonuZ/RhheLStBeq60WsY/5520o5FGYhOJROfxkKH4fDO5h2dEjXUdI3Vs4il4U52viOgz2q677rqiL5JJ1mWUMQXS/9XQeu8F52CiOzBNXxu3s9H5y3o60hQR1lCQFrbbbruVV0BrcavHK1ZfZZVV+n//zGc+U1Jy1Ec0A+L3CvDYYIwTtVp4ovtBSDFqCLJmi0A32yYMNkKtsSCakSWKIYUj/ovtRbQYUWhC+plIRz2iRUCC/QlK9KGWSP3nUONzfEYZRT0WuHbuGA+MZOHPwa5rpECPlJV2p8dO5iPN5quoK8OeN1q9mTmGlzL0Xae59L3vfa84B3zGv23HcEulKNFu6AQ+0sk8ZDA+MpQsHE42+F9fAfxFSn3ImxNOOKE666yzSlmMCJpu41Ic8apNNtlkUJmWSLQzD5m+amPMNddcpRuPos+xgHI63XTTvWQZAN8HayoCCH+wmrZEYiwgcBg3Q0WTGrepp4PUBUw0BBkq1URRdRwrBF39+HWjDoOpG12DITyc0Dge9NJsrM0w2HV1GzqZjzSbr1Fr7D2ah0jFpRwFGP8istJgrY+39dZbp3GWSPQgDxmMjwwlC4eTDXiJxiFh5MV27pHaM47GXXbZpeiMOsj6vVczOBKdj7br4liHxgP33ntvKfgcCxSsazN+1VVX9f+mVsL3ekQtkZhojCR9o3GbwdIgByuyrteCNVvkutkYmtWsjRb1Lo4jEYa9nvrYCWg2VyKt0SLUyy67bHmG0d3RHLCciWiafXRR++QnP5nGWSLRwxhM5gwmC4eTDSH/dIplnHEE1VOupexrya8hUaY0JjodbWWgqZmReojApF0hVhEwnljgjd1nn336t1e4fuutt5aXz1JrfK5H3LTYP/XUU0uNjeJ1SgOC1tUxkZgItGqtr2aCTK69CEWkFNYbd0RaY+TmRy3arrvu+pKGIK1sfT/U+myNGGmdXaK95m39uTHm8VtOrosuuqjMLfxVMxDdGzWvybqzRKL70ep1LYdba5Tc03xoxx13LCnUovd4D7kozYzD6Mknn6x++MMftmQ8icRUoq0MNIueMsY0HBCetnaOtqixqK6OjtJq6jVmPClefpfW5bP1eQJqdPx+wAEHVG984xuLAUfBbWwckkiMBYOtyTJWg2c4gVdPM6sbYehGs556e34ODs4OxpPIRmNzj1ZFtJotNTAYch209kUoP2o86jAXOc80AvEe7bRlI1x55ZWlxkw9r6Y1uuSabxkdTSS6F/WGU+Pl58PJvLrMUI+HD1lsWgmMdW11b1QbqwYt1kJr5dJPicRUoa0MNMTO6EKEjDXfF1988f7/EaEujwHRAj1OGl+2q2OnnXYqROu4FAndIhOJVmCwNVnGavAMZcAQYOa3BX85HupGmPbBURMEBB5wTjCcrBEjLa1ZGuJIW98P1ma/2VIDgyHTG9sX5hYDq7FvVKzNh69yAkgj4q0WRbO9TrnWmDTPVlxxxWLkZXQ0keheDLVmWatlXj19XtkKndA5L7nkkiJPdt9996Lf4VtLLbVUaYolDTuR6DkDjdf08MMPLwqfhaL33nvv4jlNJHoBI2mXP561voYyYJqlEnpnhFk3MNZOaxR4tifYKNSxbzOv5Ug9mY2RuNEYXc1q4xLtgfe9731lTTOdFxvb7Wu4JI2IA80c/Na3vlWWejCvyARRNMrRJz7xiWqxxRab0utIJBKTsyj1UGuWTYTMkynCGRljYZRJrbYGo8+2lR2VKY6JnjTQFF/yoBLkWtgfe+yxJR84kegFNBo/rV54eSwF1PV9Gj2Og3k6m3ktB0txazx/40LWo70HmebYnmgWCfWsrCvEK219vIjIet6rrrpqMfp5r2eYYYZSP5yR0USiezHUotQTKfNiDUZgrOFJsYanRal15RbFVxoz/fTTZ4pjojcNNHm+CjN/9KMfFQWLp4I3lRc1keh2TGWKXr3NfbNIV9QKPfHEE/2tmcNYa/R01gWf9a00ehApaZbi1nj+ZgtZj6ZYPNMc2xPNnovfzB9ZEvFsza1tttmmzBPNnChIlmr49re/namNiUQXY6J5dzM5QoYxxtRa0zlF7yxKzUjTEE5a9c4771y6yOJLujlGCUAi0VMGmkYd73rXu/q/r7POOsVbIfUlkeh2tDpiNlqEERbCqi7QolYoGoXU00MgtmvsyKe2SBMR2ym+ZsyNFqOJik31PUyMriW2NEbzyLONpjTmoOVKpBZxzvFeM9wTiUT3YqJ5d6Mc8V20jkGmCzdHkSU8fLcgNXAgxZhStiS6CaNeqJq3VLpLHdJbnnvuuVaOK5HoWYQBxVPIgOK1DIFTN8I0vwmBJj1RRIN30xISflcnKj9/iy22GCD4bBefHVvkjJOF13Gsgm0kC3EnOm8eqjuTxlhvLmPZBi2ur7/++v6FdKW+JxKJRDNEi3yyRx3ZYHKmLkfsoxkRh9AiiyzS3wDO0kugy7fGV2NxKCYSXWmgIZJtt912wOr2QtA77LDDAKL73ve+17pRJhI9ZJgxmKRvaMahJojA4hWM+jJGmFx7UYzPfOYzJc3M76Ic/mPUMcAYZ/aXhoxu60p2CEE0azHPVqZfJjp/DlKUvFOIOOXmnnvuau211y5zaumlly51iiEDNIrK6FkikRgMeMlPfvKT0vH15ptvLrWsjSnyDDhyLAIA9tGISK+DOeaYowQB8CKOxzXWWGPcTsVEousMNDm+jdhyyy1bNZ5EomsU3NEKjohyEUYMLZEv6R31xh5hhFGUo62+mlDnrUewfI79w3hz3BhbK42p8VxzYmrR+OzqkVa/Pf3009V5551XjDLrS84yyywl1Yjhv/DCC1fzzDNP9fGPf3yqLyORSEwiRsvzbScSz5koAyScjo0GnCVjdIFlpNWzOzgYldFoRCQN33pnKW8S3Y5p+gbrCDAOyA9eZpllqm4BJUURvHC7KEQiMRjUeVFwGVGjNYLqRlYzwRNeRrAWGuPsoIMOGjZ6EcdlqInMjWVsE3XNvUSP7TjuxmfXOAc1j2HkM+4V6jPG1lxzzeLVFkEbbK4mEu2OdqTHThnzWHn+YDLO72eeeWb/OrUCAY3/yxhh3DHiOIgmS94kElNFjy1bqJrid8oppxTisrp7ItGLGE+Xq+EKnP0eLYZ5IkXOhjLO6g1E+GGsbzXU2EbTibEOtXJ333136QiZ6Oz52tgplFGvxvitb31r+Y9hdu+995aFYLMYP5HoTYxVzg0m43yn4L7pTW8qCi9Ed2HyyP/S+aXvq73OLsCJXsC4DbRrr722eDsWWGCBklesTuHGG29szegSiQ7DRHeRGo1gbFxYeri1a0bSiZGwrAvOwdbPSnT2fI1ujTqlcQow7s0j2RH33HNPPutEoocxEXKuLtui/lV3YfLo8ccfL04hHWW100/nUKIXMCYD7dFHH60OO+yw6rWvfW21ySabFM+HXGGE5PeVVlqp9SNNJBJDCsbGCNhgC0sPFikbSSSsUXDGeaTAibaMNvqWaD94hvg5Q0xba/WL0hsXXXTRatZZZy08P73XiUSi1YiKGzKFs18qP3mk8+N8881X3X777dUSSyyRcibRExi1gcaTyluOUI455phSuHn88cdPzOgSiR7DWNMMm0XABltYerBI2UgiYXXBWU+Li9TLkayDlmjvuafO0bNcddVVq/XWW6+affbZi5GmG6gaEMZ+eq8TiUQr5VldLkV34Y9+9KNFLq211lrVY489VlKtb7nllpQziZ7AqA20yy67rBAOr/y73/3u/jUpEolE642s0Rx7uPTH2FekrB7xqv8+XPpkXXDWlfTx1N4lJg9DzZ+Ye+BZamHtOe++++5FKZLGvsoqq+QzTiR6CBMpz+ogQ2Rjido7l7RGnWP/8pe/VAsuuGDJ2qBzMtaSByV6AaM20CxOyrv65je/uTQE+epXv9ov1BOJXkMz4TUaodSIuqEz2mMPl/6oC5a6IhGyesQrjjlcjdpU1t4lWgPRMU4265g1IlJcZUnUn+WOO+5YlKTbbrutFPDnM04kegN1uTER8qwOfEWNmWg9PiWt0Zpp3/3ud0vbfZkgHEYchMmDEr2AURtoQsynnnpqWYPpE5/4RCEk3o0XX3yxKHiUvkSiV9DMYGpVJ8exHHswIehY0tP+9Kc/lX3rx8noV2/VeEw77bT9tR5DpbjGXLLukPXOOORyjiQSvYNGudFqeRZozOIAkbK55pqrrLObfCfRi2jJOmi8rrq6nX322dVTTz1VijovuuiiqlvQLmuPJNoPw61dNtnHrq9PE92wGGDQinG2w6LUnUqP7TDuoeZU/Id/M9akwD7xxBOlWYh6NCmP6blOdAvagR7bfcytlG9DHYvcEqWzxplu4FDnRbkodaIX6bGlC1W/8MILpZD8tNNOSwMtkZgC1IVgeCzVm0lpbIWQm+xFqbuJHjtl3PGMpRtdcMEFxZP9mte8JheFTXQVOoUeO33Mo0mllI2l8RwjjaxqB3mTSHT8QtWgYQjFsJuMs0Sik0CohXFWTxcZa01cI7KlfveinmZE2Pz6178uxpl09kwxSiQSEwl9DR544IGSUql0ZqSNqxKJbsWoDbQbbrihuvjiiwf8dtZZZ1WLLbZYKeLcfvvtyxo6iUQvYjwdr8Z7jHqb9HrTjw996EMtE3LZUr8zMdicqv8eEVf83QLV1j1jnB1xxBGZXpRI9CBGK4tGs30j79EcRI+DhRdeuPw/3sZViUTPGWgHH3xwdeedd/Z//81vflO66qyzzjrV3nvvXVIcDz300FaPM5HoCIyng+N4j9HYJr1ukI0kk3mkwjWbinQeBptT9d/juWpzrWvjT37yk+qggw5K5SiR6FGMVhaNZvv6to0dZL37rgYtkehVjNpAu/XWW6t3vOMd/d9563X30tlxjz32qI477rjqvPPOa/U4E4mOQCuMl7Ecg1El7VBqmojZSBambsRIt8uW+p2HweZU/fdIj7XmmYL9+eabb8hFyxOJRHdjtLJopNvX5ZVtGzvINn5PJHoRozbQnnzyySK4A9dcc021wQYb9H9faaWVqgcffLB1I0wkOgjjNV4i3WOwrllDtdGXIiL9MPYb6QLUo1moOtEd8zKeOUTxve9nnnlm6cQ7/fTTV2uuuWbOhUSihzESeVaXScOtxdmY0iizo14vLWKWsiiRGKOBxji7//77y+f//Oc/pZBc3nBAbcoMM8ww2sMmEokRRLEG+7+Z53KoBaib1R5lvn/voHEexfebbrqpLEiNz/Nu51xIJBJDYSwZGiGvIGQP2XXggQeW6H3KokRiDAbau971rlJrdt1111X77LNPNeuss1arr756//+33357tfjii7d6nIlET2C4FJHB/m/muRzqWM2EZXoreweNzzy+v+Utbynd1Oaee+6cD4lEYliMVH40plM3NrAa76LYiUS3YdTroFHqNtpoo+r666+vZp999pISEwvhgvo0EbVDDjmk6hZ069ojie7EcItJ+/873/lONe200w5YfLgdFqHuZnps93HLjPjIRz5SbbjhhqUbbzvPgUSi2+mxW8ZcRzMZE79Ja9RkDhhuyX8S7Y62Wwdt3nnnra699tpSi+ZVN87g/PPPL2HqRCLRvmmSjfVqI9kv0d342Mc+Vj3xxBPVJZdckspRIpFoOZrJmHqKfS7hkki0YKFqVqOFqRsxzzzzVDPOOONYD5tIJKYoTTJTHXsbX//610vtmY68iUQi0Wo0kzH131IGJRLjSHHsRXR6WkGid9ApaYq9SI/tOu5emDOJRKfQY7eNOZB8JtFteLrdUhwTiUT7ItMUE6NFzplEIjHRSD6TSIwOaaAlEm2KwdY8G2rb+voxo9l/pOcb7TET7YP6s4vPGoOo/bj11lvLGkSJRCLRCuAx0qa/8Y1vlM/19MX474QTTijvKU8SiZciDbREogs8jra1fowGPdHGeLQey5FsH9ucc845aah1GOrPbq+99irG2Xve856yNMo999xTDLVEIpFoFb+58sorq9NOO63wnPpSMLoIn3766dVZZ51VXXPNNRlVSyQmykDTzfHcc8+tjjrqqPJCjH5LJBJjx2gKpm37xz/+sawjE8JutAXXI9m+cYHRFKydg/qzM09++tOfliVT5pprrmrLLbfMwvxEItFSfmMppkUWWaSaZpppBvznu9+XWmqpaq211krek0hMRJMQ4esjjjiiLGC94IILlt948i+//PLipd1uu+2qTkcnF+YmOg9jLaa2H4MpImgTPcbJOle30ONUjbtxPsWzk9IoajYVzzCRmGp0Ih9pxzEPJa8GkxNTKT8SiU6hx3EbaK973euqX//61y8hMussrbDCCtXvf//7qtPRjkwx0b3dqqQOik6JdkgJSXQHPU7GuJvNvZxPiUR38JGJGvN4ZFbyl0Sv4ul27+IoVG1hwUb4rTGsnUj0AsbbrSrXgkm0cu7lfEokEhMls5K/JBITg3FH0C6++OJqzz33rJZZZplqoYUWKr/9+c9/ru68887qyCOPLEXonY5O9LQlpg6ZvjGx6FR6nKwIWs69RKI7+chERtCSbyQSXZbiCC+88EJ10003VQ8//HD5rhbtLW95SzXddNNV3YBOZOSJxFA1SEN9b3d0Kj22y7gff/zxat999y0p6Ntss01HPPNEolvpsdvHDGSMzo2yqj70oQ/185xOkz2JREelOAJDbJVVVqk23njj8vLZb7/4xS9GdZyDDjqoEHD9pcvPUDj//PPLNjPPPHO17LLLVpdeeumA/x977LFq2223LUbjrLPOWq2//vqlpXQi0SpM5tpgYzlXY/rKYN+zdX7nYrh5Uf+fcab9tRbX2YUzkehdtFJ2DXUsMkbX2KuvvnqAnMnFqxOJKVoHbZNNNhn1PksvvXT1yCOP9L+uv/76Qbf9+c9/Xm2++ealU+Qtt9xSwvNed9xxR/lfcND3++67r7rwwgvLNosuumi1zjrrpBKaaBkmU8iM5VyNNQKDfYcUlp2J4eZF/X+RswUWWKB6/etfn3UjiUQPo5Wya6hjkTFrr7129fa3v718j+2yfi2RmMAUx0033bTp7w572WWXlW6Oo4mgIdpbb711RNtvttlmxdBSBxd461vfWr3xjW+sTjrppNJBUpdJBhvDD1588cVq/vnnr770pS9VH/vYx7o6rSAxOeiW9vadUofQqfQ4keMe7tnV/4dOeM6JxESiE/lIq8fcSp4/0mN1ipxJJKaah0w/3gNIlTn77LPLgoSNBtq111476uNJP5SOKGVRquShhx5avepVr2q67Q033FDtscceA35bb731+j04//73v8u7YwWmnXbaaqaZZiqRucEMNPvFvvEQEonBQMhMVnvhkZxrrHn9k3kdvYDJ5CPDPbv4P2s+EonOwUTzkFby/PqxhuIzKWcSiUlKcbQK/BxzzFGtueaaA15+X2655UZ1rJVXXrk644wzyiLXJ554YnX//fdXq6++etM2/vDoo49W880334DffPc7qE1j3O2zzz7Vk08+Wf3nP/+pDj/88NJlUvrkYGAUsorjZcX7RKJTkHn97YF25CM5NxKJzkE78pCRIPlMItEmXRwnCk899VSpGTvqqKNKnVkjZpxxxurMM88sdWiBE044ofr85z9fmoPAzTffXPa97bbbSuMS9WeiaJGCOVKvFcbYSakQid5Ft6eQdEpqUjvykW6fG4lEN/GRduQhI0HymUQv4Ol2T3GcSMw111zVkksuWf3hD39o+r9asjDEAr77PfDmN7+51LS5gSJoClJF6lZcccVBzysF0iuR6ERkCkl7oB35SM6NRKJz0I48ZCRIPpNITKGB1lj7FdAaX83XEkssUW244YbVPPPMM+bBaTBy7733VltttVXT/9WoXXXVVdVuu+3W/9sVV1xRfm8EKzdq3H71q19VX/jCF8Y8rkQikUgkEolEIpFoqxo0Leu/8Y1vVKecckp1zTXXlNepp55afmM0MeAYab/97W9HfMy99tqrHOePf/xjaaGvwFRaYqQwbr311qWeLLDrrruWerUjjzyy+t3vfle6QDK+dtpppwHrpFl/I1rtv/Od7yxh93XXXXesl55ItN26NLGfRYhzLbPexGBzx5z45Cc/Wd4TiURiomST/+iAX//611MGJRJTZaCJjqnnevjhh0udl5fmGwwgBtVDDz1UrbHGGtXuu+8+4mPa375a42vf//KXv7y68cYb+9doeuCBBwY091h11VWrb3/728VIXH755avvfve7Je95mWWW6d/G9iJwGobssssu5bMV7ROJbiqujv0OPPDALM7uUQw2d8wJfJADK5FIJCZKNtnmJz/5SXG0pwxKJKaoSchCCy1U0gnf8IY3DPj9zjvvLNEpBtqvf/3r8hlRdzI6oZg40R0Ya3F17MdBgi67uTi7U+lxosc92NwROWOceb3yla9s+XkTiU5EJ/KRqRzzSGSTbc4999zShO1DH/pQ18qgRGIy6HHMBpp1zywQrZ1+HdIJ3/ve95bW+NIKLRrd6euIdSIjTyS6FZ1Kj5067kSiG9GJ9NiJY04kuhVPTzA9jivF8aMf/WgJaUtN9PJZS3seFrjppptKF8ZEIjH1dWqJ3kHOkUQiMVFI/pJITDzGbKCdfPLJ1Tve8Y4SxrZWmZfPfjvppJPKNuq+FIsmEomJrwVIoZmozxFp5hov5XxIJBKtRMqgRKKNDTQpjro2PvHEE6Wjo5fPGnZE3rH0Rq9EItE66G6qcU5EqkcrNFOI9sYcsaTIX/7yl9LtNp91IpGYaBmkAZvO2uecc07KmURiqgy0uqG23HLLlZfPiURichYBbSzAHqnhNtZOkYnOgblhPUjdG60nmc86kUhMtAyyDm68p5xJJKZooWp46qmnypoXd911V/muo6MatFgUOpFITL7QbATDLbpvNfue6E5IOQ9lKZ91IpGYDJ4z88wz9/OblDOJxBR0cbQg9HrrrVfNMsss1Vve8pby2y9/+cvqn//8Z/XjH/+4WmGFFapuQXZOSiTaB51Kj5067kSiG9GJ9NiJY04kuhVPTzA9jjmCZgHq973vfaUObfrp/3uY559/vvrYxz5W7bbbbtW1117bynEmEolEIpFIJBKJRNdjzAaaCFrdOCsHm3766jOf+Uy14oortmp8iUQikUgkEolEItEzGHOTEOG8Bx544CW/P/jgg9Ucc8wx3nElEolEIpFIJBKJRM9hzAbaZpttVhqCnHvuucUo89JaVYrj5ptv3tpRJhI9hGxPnBgJcp4kEomJQPKWRKKDDbSvfOUr1UYbbVRtvfXW1atf/eqyUPW2225bffCDH6wOP/zw1o4ykeghZHvixEiQ8ySRSEwEkrckEh1soM0444zVscceWz355JPVrbfeWt12223VX//61+roo4+uZpppptaOMpHoIW/jYOuZJXobjfMs50kikZgIGZW8JZHosDb7e+yxx4gPfNRRR1XdgmxtmxgKBB9vI4HWbB2yRGvRqfQ43nHnPEskepuPjHXMyTsSiS5vs3/LLbeMaLtYTT6R6AW008LPPKTSU4zJwtWJ3phn+dwTicRkyKjkNYlEmy9U3UvoRE9bojfRC57STqXHiRx3Lzz3RKLX+Ug7jDl5TSIxOfQ45hq0RCLRfsjagd5EPvdEIjEZSF6TSLT5QtWJRKL9IOUkvZq9h3zuiURiMpC8JpGYHGQELZFIJBKJRCKRSCTaBGmgJRKJRCKRSCQSiUSbIA20RCKRSCQSiUQikWgTpIGWSCQSiUQikUgkEm2CNNASiS6CNWq0Qfae6H7k804kEpOB5DWJxOQiDbQWI5lYYiphAVFr1FiUNNH9vCWfdyKRmAxdJXlNIjG5SAOtxUgmlphK5Bo1vcVb8nknEonJ0FWS1yQSk4s00FqMZGKJdlijxnui+3lLPu9EIjEZukrymkRicpEG2gSgr69vqoeQSCS6CNKQeLwpU6kgJRKJViB1lUSifZEGWouRKY6JRKLVSL6SSCRaieQpiUR7Iw20FiNTHBOJRKuRfCWRSLQSyVMSifZGGmgTgEwbSCQSrUKmNyYSiVYieUoi0f5IA63FyLSBRCLRSiRPSSQSrUTylESi/ZEGWouRaQOJdkOuzdd9PCWfaSKRmCw9JflNIjH5SAOtxchWtIl2Q3pLu4+n5DNNJBKTpackv0kkJh9poCUSXY6M6nYf8pkmEonJQvKbRGLyMf0UnDORSEyBtzTRPchnmkgkJgvJbxKJyUdG0BKJRCKRSCQSiUSiTZAGWiKRSCQSiUQikUi0CdrKQDvooIOqaaaZZsBrqaWWGnKf888/v2wz88wzV8suu2x16aWXDvj/73//e7XTTjtVCy+8cDXLLLNUb3jDG6qTTjppgq8kkUgkEolEIpFIJDrcQIOll166euSRR/pf119//aDb/vznP68233zzarvttqtuueWWUsDqdccdd/Rvs8cee1SXX355aRF71113Vbvttlsx2C666KJJuqJEtyNbECdajZxTiURiPEgekkh0NtrOQJt++umr+eefv/8177zzDrrtscceW62//vrVpz/96er1r3999YUvfKFaYYUVqq9+9asDjLhtttmmWmuttapXv/rV1fbbb18tv/zy1U033TRJV5TodmQL4kSrkXMqkUiMB8lDEonORtsZaPfcc0+14IILVq95zWtK16AHHnhg0G1vuOGGap111hnw23rrrVd+D6y66qolWvbQQw9VfX191dVXX139/ve/r9Zdd91Bj/vvf/+7evrppwe8EonBkC2IE63mIzmnEolE8pBEonfRVgbayiuvXJ1xxhklJfHEE0+s7r///mr11VevnnnmmabbP/roo9V888034Dff/R44/vjjS92ZGrQZZ5yxRNy+9rWvVWusscag4zj00EOrl73sZf2vRRZZpIVXmeg25OLkiVbzkZxTiUQieUgi0btoKwNtgw02qDbZZJNqueWWK5EwDT+eeuqp6rzzzhvzMRloN954Y4mi3XzzzdWRRx5Z7bjjjtWVV1456D777LNP9be//a3/9eCDD475/InEZCLrDtoHreQj+VwTid7DVOgiyWsSifZAWxlojZhrrrmqJZdcsvrDH/7Q9H81ao899tiA33z3O/zzn/+s9t133+qoo46q3vve9xbDT4OQzTbbrPrKV74y6Hlnmmmmas455xzwSiQ6AVl30D5oJR/J55pI9B6mQhdJXpNItAfa2kDTIv/ee++tFlhggab/r7LKKtVVV1014Lcrrrii/A7PPfdceU077cDLnG666aoXX3xxAkeeSEwNsu6gO5HPNZFITAaS1yQS7YHpqzbCXnvtVSJdiy66aPXwww9XBx54YDGmtNKHrbfeulpooYVKXjbsuuuu1ZprrlnSFt/97ndX55xzTvWrX/2qOuWUU8r/vE3+1+XRGmiOe80111RnnXVWiaolEt2GqDtIdBfyuSYSiclA8ppEoj3QVgban//852KMPfHEE8WDs9pqq5X6MZ9BR8d6NEyHxm9/+9vVfvvtV1IZX/va15aw/DLLLNO/DaNNHjeG89e//rUYaYcccki1ww47TMk1JhKJRCKRSCQSicRgmKZP7/nEkNDaVgclRbpZj5ZITC06lR47ddyJRDeiE+mxE8ecSHQrnp5gemzrGrREIpFIJBKJRCKR6CWkgZZIJBKJRCKRSCQSbYI00BKJRCKRSCQSiUSiTZAGWiKRSCQSiUQikUi0CdJASyQSiUQikUgkEok2QRpoiUQikUgkEolEItEmSAMtkUgkEolEIpFIJNoEaaAlEolEIpFIJBKJRJsgDbREIpFIJBKJRCKRaBOkgZZIJBKJRCKRSCQSbYI00BKJRCKRSCQSiUSiTZAGWiKRSCQSiUQikUi0CdJASyQSiUQikUgkEok2QRpoiUQikUgkEolEItEmSAMtkUgkEolEIpFIJNoEaaAlEolEIpFIJBKJRJsgDbREIpFIJBKJRCKRaBOkgZZIJBKJRCKRSCQSbYI00BKJRCKRSCQSiUSiTZAGWiKRSCQSiUQikUi0CdJASyQSiUQikUgkEok2QRpoiUQikUgkEolEItEmSAMtkegiPPvss9U3v/nN8p7oTOQzTCQSk4HkNYlE+yINtESii/D973+/+r//+7/qBz/4wVQPJTFG5DNMJBKTgeQ1iUT7Ig20RKKL8IEPfKB6xSteUb3//e+f6qEkxoh8holEYjKQvCaRaF9MP9UDSCQSrcNss81WffjDH57qYSTGgXyGiURiMpC8JpFoX2QELZFIJBKJRCKRSCTaBGmgJRKJRCKRSCQSiUSbIA20RCKRSCQSiUQikWgTpIGWSCQSiUQikUgkEm2CNNASiUQikUgkEolEok2QBloikUgkEolEIpFItAnSQEskEolEIpFIJBKJNkGugzYC9PX1lfenn356qoeSSPQ8gg6DLjsFyUcSifZBJ/KR5CGJRO/wkDTQRoBnnnmmvC+yyCJTPZREIlGjy5e97GVVpyD5SCLRfugkPpI8JJHoHR4yTV8nuY+mCC+++GL18MMPV3PMMUc1zTTTjMvaxlgffPDBas4556w6Gd10LZDX0znXgw4xxAUXXLCadtppe46P9Mp86MQxQ467M8ZM9ek0PjKVPKST50kgxz416OSxDzX+ieYhGUEbAdz4hRdeuGXH84A7cZJ2+7VAXk9nXE+neLwnko/0ynzoxDFDjrv9x9xpfKQdeEgnz5NAjn1q0MljH2z8E8lDOsNtlEgkEolEIpFIJBI9gDTQEolEIpFIJBKJRKJNkAbaJGKmmWaqDjzwwPLe6eima4G8nvZGt13PZKMT718njhly3JOHThxzp6OT73mOfWrQyWOfyvFnk5BEIpFIJBKJRCKRaBNkBC2RSCQSiUQikUgk2gRpoCUSiUQikUgkEolEmyANtEQikUgkEolEIpFoE6SBlkgkEolEIpFIJBJtgjTQRoFrr722eu9731tWDZ9mmmmqH/zgBwP+f+yxx6ptt922/D/rrLNW66+/fnXPPfcM2ObRRx+tttpqq2r++eevZptttmqFFVaoLrjgggHb/PWvf60+/OEPlwXx5pprrmq77bar/v73v7f8eg499NBqpZVWquaYY47qla98ZfX+97+/uvvuuwds869//avacccdq5e//OXV7LPPXm288cblOut44IEHqne/+93lmh3n05/+dPX8888P2OanP/1puVZdcJZYYonqjDPOaMvrue2226rNN9+8rBo/yyyzVK9//eurY4899iXnmujradWzCTzxxBNlgVPz9qmnnprUa2n19RjfcsstV80888zlWPap4/bbb69WX3318r/n+OUvf7nqZDz00EPVlltuWe6LObnssstWv/rVrwZsc9ddd1Xve9/7yqKZ+Ip7jS6Dn+y8887V6173urL/q171qmqXXXap/va3vw15XrzMfKm/8LTJGjd84hOfqBZffPGy/yte8Ypqww03rH73u98NeV59rw444IBqgQUWKPuts846L+HD7TbmdrjX9fu3wQYbNJVxrbzXUznu8d7vTsUzzzxT7bbbbtWiiy5a7veqq65a/fKXv2y67Q477FDuyzHHHDPg90MOOaTsR97TT0aKkT7Hdhs73WunnXYq8tN53/CGN1QnnXTSiMfdirH/8Y9/LHrgYostVvbHX3QV/M9//jPkeUejI7TT2Mcqs9rp3o+FLzUiDbRR4Nlnn62WX3756mtf+1rTh0DpvO+++6oLL7ywuuWWW8qEILDsF9h6662LYnrRRRdVv/nNb6qNNtqo2nTTTcv2AcbZnXfeWV1xxRXVxRdfXAzD7bffvuXXc8011xTivfHGG8u5nnvuuWrdddcdMN7dd9+9+uEPf1idf/75ZfuHH364jDnwwgsvFOPMZP35z39enXnmmUWBJrQD999/f9lm7bXXrm699dZCLB/72MeqH/3oR213PTfffHNR+r/5zW+WZ/C5z32u2meffaqvfvWrk3o9rbiWOjAYRk0jOunZwFFHHVWeyd57712ez5VXXlmtt956/f8//fTT5bhoz7M84ogjqoMOOqg65ZRTqk7Ek08+Wb3tbW+rZphhhuqyyy6rfvvb31ZHHnlkNffcc/dvc++991arrbZatdRSSxVjm4G6//77FwMV3Eevr3zlK9Udd9xR6PPyyy8vc2I4UFofeeSR/td3vvOdSRs3vPnNb65OP/30otyZk/is54vvDAYG+XHHHVeUqF/84hdFGTRHKCvtOuZ2uNcBygllYiQY672e6nGP5353MvB2/Pfss88u+od5SUdhKNfx/e9/v/BqzuZGkPWbbLJJ9clPfnLE5x3Nc2y3se+xxx6FX9IJ0DQZyWCjw03W2Dl4Xnzxxerkk08ucu/oo48uNLfvvvsOed7R6AjtNPbxyKx2ufdj5UsDoM1+YvRw677//e/3f7/77rvLb3fccUf/by+88ELfK17xir5TTz21/7fZZput76yzzhpwrHnmmad/m9/+9rflOL/85S/7/7/sssv6pplmmr6HHnpoQq/p8ccfL+e+5ppryvennnqqb4YZZug7//zz+7e56667yjY33HBD+X7ppZf2TTvttH2PPvpo/zYnnnhi35xzztn373//u3z/zGc+07f00ksPONdmm23Wt95667Xd9TTDpz71qb611167//tUXM94ruWEE07oW3PNNfuuuuqq8v+TTz45pdcy1uv561//2jfLLLP0XXnllYMe17XOPffc/XMPPvvZz/a97nWv6+tEGPtqq6025Dae15Zbbjmq45533nl9M844Y99zzz036DbbbLNN34YbbtjXTuO+7bbbypz4wx/+0PT/F198sW/++efvO+KII/p/M7dmmmmmvu985zttOeZ2ute33HJL30ILLdT3yCOPvETGtfJeT+W4x3u/OxX/+Mc/+qabbrq+iy++eMDvK6ywQt/nPve5/u9//vOfy72kyyy66KJ9Rx99dNPjnX766X0ve9nLRnTusdBNu4ydfDz44IOHPO9kjj3w5S9/uW+xxRYb9P+x6jvtMPaxyqx2G/9o+VIjMoLWIvz73/8u73WP0LTTTlvSxq6//vr+34RXzz333BLCZZWfc845xdu41lprlf9vuOGGEnpfccUV+/dh7TsWD+VEIsLH88wzT3kXgRDpcP4AD5hws3HGeKWlzDfffP3b8KCKZPA2xDb1Y8Q2cYx2up7BjhPHmKrrGeu18EoffPDB1VlnnVXmUCM66dnwgqEZni+pp1JORJ8ffPDBAdezxhprVDPOOOOA6xG15rHvNPDS4gW8viK7b3rTm6pTTz21/3/345JLLqmWXHLJcp22WXnllYdNpXD/pVBPP/30Q27H2+2YUk14naXKTtW4RVtFpqSaSF1tBhFhaeT1eSSlyrGHm9NTNeZ2udf/+Mc/qi222KJkiEjBHw7juddTOe7x3u9OhbIDUdzGqJW0rdBR3HMlGMoUll566Zacd6w8qh3GHjqbuUru8M1fffXV1e9///sSiZnKsTfqJY0Yq77TDmMfj8xql/GPlS8NwKjMuUQ/Gq3h//znP32vetWr+jbZZJPi6efBP+yww8p26667bv92ohe++3366acvkaYf/ehH/f8fcsghfUsuueRLzicSJzowURDte/e73933tre9rf+3b33rW8Vj0YiVVlqpRF7g4x//+IDrg2effbZcn+gavPa1r+370pe+NGCbSy65pGzDw9FO19OIn/3sZ+U51Z/RZF/PWK/lX//6V99yyy3Xd/bZZ5fvV1999UsiaJ30bA499NDiERQNu/zyy4sX8B3veEf5HhGzd77znX3bb7/9gGPceeed5XpEpzsNohFe++yzT9+vf/3rvpNPPrlv5pln7jvjjDPK/+GZm3XWWfuOOuqo4rFzn0Tcf/rTnzY95l/+8pfCq/bdd98hzy0KcuGFF/bdfvvthde9/vWvL8/j+eefn9Rxf+1rXyuZB7b3rIeKRKFX2z388MMDfseXN91007Ycc7vca3Sz3Xbb9X8fzuM7nns9leMe7/3uZKyyyiolm0I2jmslG2TAhM5BFuChoqPQiijUWHhUu4w95OjWW2/dr7ORU2eeeeaIx93qscM999xTdMdTTjll0G3Gou+0y9jHKrPaafxj4UuNSANtjGh2s3/1q1/1Lb/88uU/YVVpYhtssEHf+uuv37/NTjvt1PeWt7ylpGndeuutfQcddFBhFATFVBpoO+ywQ5mYDz74YFcYaGO9njp+85vf9M0777x9X/jCFwb8PtnXM9Zr2X333UtqSaBdDLSxXg/aMK66sSxVErNlsHWjgcYgJWDq2Hnnnfve+ta3ls+EjmvbfPPNB2zz3ve+t+9DH/rQS473t7/9rfAfPIlTaTS49957y7mGSjGdiHFL1fn9739f0mH9Lz3ln//8Z8uNhqkaczvca8bKEkss0ffMM89MmoE2VeMe7/3uZHAUrLHGGv06Cv764Q9/uG+ppZYq+st88803oJSiFUbOaHlUO40dpPDSyS666KKSrnz88cf3zT777H1XXHHFlIxdOt7iiy8+QPmfSANtKsbeKpk1VeNvFV/KFMcWQnG4Rgu65Ck6VtQobeI1r3lNf6GsZhOnnXZa9Y53vKM0HNENRppHNB4RCn388cdfEqaVEjnmMOkwUPCqGYnQvbSxgPMpqm3s+qcLUIzFe2NXoPg+3DbC1ULN7XQ99dRAz0hzlv3222/Af5N5PeO5lp/85CelOFhKgJfrgXnnnbfMu8m+lvFej05xoItWQJc81xPdwEYyHzsJrrl+vSC9M67XtXu2Q21T72alMYJOmgqiNWcYDfAx5/vDH/4wqeOWNvfa1762pK5+97vfLUXbxt8M8YybzYHhnv9Ujbkd7jVeQT5Jrw9+Abq+Rfp9K+/1VI57vPe7k6EDnWYROhNKDb/ppptKGpzrv+6664ruIQUu7uWf/vSnas8996xe/epXj/mco6Gbdhv7P//5z9IMQnMqHbw12iLDNttss9LAYrLHrnGGhl7SLodrfDUafafdxt4qmTVV428VX0oDbQJAOFMctRvWMlib5chJhcZaoOmmm67kwcIqq6xSCEr+cP1h+1/edivBqMdsTHznUCfRaHAiiKuuuqr/N7U8mKpxxnh1xqkblWqFKPjBkG1TP0ZsE8dop+sBtXMIcZtttilteRsxGdfTimuxfINlAzgNvL7+9a+X3zGlaE3fSc9Gx7f4PcBx8X//93+la2Ncj66nGHD9etSZ1LvDdQpcc+NyBOof4nrV2mlXPdQ29e6WtldPMZruaYE///nPxeEUhvJkjLsR/8v66K/5bYR5RfmozyPXrn53uDk9VWNuh3utK6rOesErvEDHMjV0rb7XUznu8d7vboBum65VXa5Oo3QUdTiN91JHO7U54+nqO1a6aYexkyNeQ+lskzV2NXCU++gS26ymfCz6TjuOvVUya6rG3yq+lCmOo4BwpfxpL7cu8qn/9Kc/9XeZkUYmXeIHP/hBCZVutNFG/fsLzwp7rr766n2/+MUvSuj1K1/5SsnFllYWEMp905veVLa5/vrrSxpaY3pAK/DJT36yhPnlgcsTj1c9tU06mtzfn/zkJyUcLCWlnpYip3eZZZYpaY5SNqWaScdUVxC47777Sv75pz/96dJFSH2GUHOkpbXT9UhrNH4dp+rHkEo3mdfTimtpRLMUx056NqDzmq5a0qs8q/e85z19b3jDG/pTH6SWSVnYaqutSkemc845p1yf+pZOxE033VTqHqR3yn2XtuJ6vvnNb/Zv873vfa+ki8mJt40UHM/wuuuu608RWXnllfuWXXbZwnPq979ec6NWyrGC1+21116lzu/+++8vqV/S9PAiNRmTMW58VPqtuYDHeubSonS9feyxx5qOG9T+zjXXXP01RuaMjlvDpRhO1Zjb4V43Q7OUnFbd66kc93jvdycDX9cVGt//8Y9/XEoy8IbBUseapXuZ1/Sez3/+8yXVL3SiejpX4zwZy3Nsl7GrXyJzyE/nlh6pVnI0JSfjHbvUOrqjmmuf6zy8vo2x0xvHqiO0y9hHKrPa+d43ImvQJhih4Da+tOyFY489tm/hhRcujAhR7LfffgPafYO6BEbbK1/5yiKMNHFobLv/xBNPFIMMA1GM+JGPfGQAA2kVml2LFwYUIGi1mde63Hg/8IEPDJiY8Mc//rHU2mmBrmZrzz33fEkrVPfujW98Y8mJfs1rXjPgHO10PQceeGDTYyDaybyeVj2b4Qy0ybiWVl4Pxv3Rj360KIWUXts88MADA7ZRJ6B9twYEWtxSIjsZP/zhD4sTxPXIm29WnPyNb3yjCBGKAwHEQTQc3/KioAbqz4PhzOnCWYGfmf/qTevLaUz0uNUF4Ct4pTHgrVtssUXf7373uwHHaJxHir3333//Yqg7N8FqGZR2HXM73OuRKhStvNdTNe5W3O9Oxbnnnlt4PF5viYQdd9yxOLUGQzMjh77TjJfgM4PNk7E8x3YZOxm07bbb9i244IJl7BTxI488sr+pxGSM3XgG4+EBvLzxWkarI7TL2Ecqs9r53rfCQJvmfzsmEolEIpFIJBKJRGKKkTVoiUQikUgkEolEItEmSAMtkUgkEolEIpFIJNoEaaAlEolEIpFIJBKJRJsgDbREIpFIJBKJRCKRaBOkgZZIJBKJRCKRSCQSbYI00BKJRCKRSCQSiUSiTZAGWiKRSCQSiUQikUi0CdJAS0wqtt122+r973//pJ/3jDPOqKaZZpry2m233ap2QjuPLZFIJBKJRCIxuUgDLdEyhJEx2Ouggw6qjj322GKQTAXmnHPO6pFHHqm+8IUv9P+21lprDRjjfPPNV22yySbVn/70p/5t/vjHP5b/br311v7fnnnmmWrttdeu3vCGN1R//vOfX7JNfI/XHHPMUS299NLVjjvuWN1zzz0DxrXZZpuVca2yyiqTch8SiXZ03AStzDjjjNUSSyxRHXzwwdXzzz/fv82pp55aLb/88tXss89ezTXXXNWb3vSm6tBDD+3/H39pxneuvPLKIc99wQUXFD7wspe9rBx7ueWWK+f+61//2rLr++lPf1rG8tRTT1UThUMOOaRaddVVq1lnnbXcn0Sil5A8ZHygs2y33XbVYostVs0yyyzV4osvXh144IHVf/7znwk5X2J4pIGWaBkYGfE65phj+g2ieO21116FgU2V8oC5zT///MVYquPjH/94Gd/DDz9cXXjhhdWDDz5YbbnlloMe5y9/+Usxzp599tnquuuuqxZeeOFBt8XYHfu2226rvvSlL1V33XVXERBXXXVV/zaYoXERKolEr2L99dcvtMKBseeeexZl6Ygjjij/nXbaaSW6vMsuuxQnyM9+9rPqM5/5TPX3v/99wDE4Qeo8x2uNNdYY9Jyf+9znioNkpZVWqi677LLqjjvuqI488shCr2effXbVbujr6xugcNZBkeJc+uQnPznp40ok2gHJQ8bOQ373u99VL774YnXyySdXd955Z3X00UdXJ510UrXvvvtOyTgT/31YiUTLcfrpp/e97GUve8nv22yzTd+GG27Y/33NNdfs22mnnfp23XXXvrnmmqvvla98Zd8pp5zS9/e//71v22237Zt99tn7Fl988b5LL710wHF+85vf9K2//vp9s802W9lnyy237PvLX/4y6vE4v3PXcfbZZ/fNOuus/d/vv//+PqRyyy239D3wwAN9r3vd6/re/va39z3zzDNNt2n2PfDCCy/0rbXWWn2LLrpo3/PPPz/sWBKJXkAjX4B3vvOdfW9961vLZ//hB0PhwAMP7Ft++eVHfM5f/OIXhUaPOeaYpv8/+eST/Z9/8IMf9L3pTW/qm2mmmfoWW2yxvoMOOqjvueee6//fcU499dS+97///X2zzDJL3xJLLNF34YUXDuAF9ZfrDX7wpS99qe/Vr35138wzz9y33HLL9Z1//vn9x7366qvL9vjfCius0DfDDDOU34bCYLwukehmJA9pHQ8JfPnLXy5jTUwNMoKWmHKceeaZ1bzzzlvddNNN1c4771w8wDzB0nV+/etfV+uuu2611VZbVf/4xz/K9kL8b3/720t6wq9+9avq8ssvrx577LFq0003HfdYpCScd9551corr/yS/+6+++7qbW97W0lrvPTSS0sqw2gx7bTTVrvuumtJobz55pvHPd5EolshshzpNSLMN95444DU4/HiW9/6VqHhT33qU03/j0i/KPnWW29d6Pa3v/1t8TBL05ZSWMfnP//5woNuv/326l3velf14Q9/uPCTRRZZpKRABQ/hkZfqDdKrzjrrrOKp5rXefffdS/T+mmuuGXDsvffeuzrssMNKBF76VCKRGB7JQ8bHQ/72t79V88wzz5juTaIFmCLDMNHlGE0EbbXVVuv/LqokKrbVVlv1//bII48UD9ANN9xQvn/hC1/oW3fddQcc98EHHyzb3H333aMaj/PzKDmnqJljLLnkksVjFQjv1Ywzzti39tprvyTyNZoIGtx1113lv3PPPfclY8kIWqIXUecLL774Yt8VV1xRPM177bVX+e3hhx8unvCgT9ujH97juvd72mmnLbQcr5VWWmnQc26wwQbF2zwc3vGOdxQPdWOUfYEFFuj/blz77bdf/3cZAH677LLLBnix6x71f/3rX4Xn/PznPx9w7O22265v8803H7Af7/tIkRG0RC8ieUjreAjcc889fXPOOWfJaEpMDaZvhZGXSIwHdW/OdNNNV7385S+vll122f7fNO6Axx9/vLzL7b766qubRrDuvffeaskllxzV+Xmp5JGDSJxaMVE7Ea56vdr73ve+6gc/+EH1ve99r0T4xor/8uL/1sQlEon/4uKLLy40/dxzz5VaiC222KLUkMACCyxQ3XDDDaW+49prr61+/vOfV9tss0319a9/vUTQRabhda97XXXRRRf1H3OmmWYalg6HA36jXqXu7X7hhReqf/3rXyWqrylHIx+bbbbZSg1u8Kxm+MMf/lD2f+c73zngdx5/2QF1rLjiiiMaayLRy0ge0hoe8tBDD5V6PnqOGv3E1CANtMSUY4YZZhjwneFS/y0MGQwXFPW+973vrQ4//PCXHAsTHi00LtHxCbx/4xvfKMc599xzq4997GP92zHiMFBMH2Mea0qlFAPQLSmRSPwXGu+ceOKJpVnOggsuWE0//UvF0zLLLFNeUop22GGHavXVVy+pPPaF6N42EnDkXH/99UWZa+RBdeA3Uo822mijl/w388wzD8nHgmcNdly45JJLqoUWWmjAf41KIWUtkUgMjeQh4+chmqW5F0pMTjnllBHtk5gYpIGW6DissMIKJR/71a9+dVMGPF6I4sE///nPl/y3//77F0+bqBsjTfem0QCzPe6444px1ujhSiR6GRSIkSpGoBYUdFMdCzha0OIJJ5xQakMaodZVDQl+o+5jNGNrRHRo5TWvj58S9cADD1RrrrnmmI+dSCT+i+Qh44PIGePszW9+c3X66af3RxUTU4M00BIdB2uJWc9k8803L21yFbEK9Z9zzjklXSEMrJFCisCjjz7an+JonTReLWmOzSCS5hyMNAaXcQyGJ554ohzbOaRWWH5AMxQer9GOM5HoVWgcxCOuOZBlLRTJf/GLX6xe8YpXjHn9QI2A8A/tuCkmH/jAB8o58BIF96uttlpRug444IDqPe95T/WqV72q+uAHP1iUFilL6NkYRoJFF120eMOlYCn+17xA+rSlRxT14yPOpyhfKpTUJulXowElTUMB75S4WJORUjiWhkaJRDchecjQMH5ruTnPV77ylbKcUECDlcTkIw20RMcBA8SAPvvZzxYj6t///ndhKnKmx+LxYex5wdxzz13SGHVplIs+GHREci7dJUXS3vrWt5bfGyN666yzTnmXY26MvFPSBsbjSUskeg3oyDpG0pc4PXR9pVRZT1DN6lghTZq3+Gtf+1pRqCg5FmilRIVys9566xWlyMKztpeGtNRSSw1Ifx4O0o+kOOEbH/nIR0pHN13cOIMoiDqx3Xffff3e9rGsPUQJ1BE3EBF69boUr0Sil5E8ZGhcccUVxbD0alzbdaS1donWYhqdQlp8zESi7YCRWaRSysFEQPtezJ7XCeMfCyhRb3zjG0uULZFIJBKJRCLRm8gE00TPQOhfqo/IW6vw/PPPF4/TEUccUS2//PJjMs5iLRVrpSQSiUQikUgkehsZQUv0BJ555plSXwZSAMYa5WqEOg/djkS+pDeMZRHZiRpbIpFIJBKJRKLzkAZaIpFIJBKJRCKRSLQJMsUxkUgkEolEIpFIJNoEaaAlEolEIpFIJBKJRJsgDbREIpFIJBKJRCKRaBOkgZZIJBKJRCKRSCQSbYI00BKJRCKRSCQSiUSiTZAGWiKRSCQSiUQikUi0CdJASyQSiUQikUgkEok2QRpoiUQikUgkEolEItEmSAMtkUgkEolEIpFIJKr2wP8DiNDIFFTp9iMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_plot();" ] }, { "cell_type": "code", "execution_count": 9, "id": "a3942827-e9d5-43c0-beb3-6afc0367261c", "metadata": {}, "outputs": [], "source": [ "data = np.log10(d['sap_flux'])\n", "errors = d['sap_flux_err'] / (d['sap_flux'] * np.log(10))" ] }, { "cell_type": "markdown", "id": "6b83ace8-a0eb-45c6-a167-71f2aa369d00", "metadata": {}, "source": [ "## Model 1: A simple polynomial in row position" ] }, { "cell_type": "code", "execution_count": 10, "id": "1f4967a9-69a6-47cd-9f30-2194e2018d2e", "metadata": {}, "outputs": [], "source": [ "from lamatrix import Polynomial, Constant" ] }, { "cell_type": "code", "execution_count": 11, "id": "9e442991-aa03-404f-bd99-3743c066abe2", "metadata": {}, "outputs": [], "source": [ "p1 = Polynomial('r', 4)\n", "p = p1 + Constant()" ] }, { "cell_type": "code", "execution_count": 12, "id": "d2131f59-f7e5-430d-98ad-d9fece5ad78c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/chedges/Pandora/repos/lamatrix/src/lamatrix/model.py:326: RuntimeWarning: invalid value encountered in sqrt\n", " fit_std = self.cov.diagonal() ** 0.5\n" ] } ], "source": [ "p.fit(data=data, errors=errors, mask=d['sap_quality'], r=d['psf_centr1'])" ] }, { "cell_type": "code", "execution_count": 13, "id": "1271df49-ee4c-4134-bea4-409a51c6f8e0", "metadata": {}, "outputs": [], "source": [ "model = p.evaluate(r=d['psf_centr1'])" ] }, { "cell_type": "code", "execution_count": 14, "id": "53a4cebd-a565-4134-85e5-28f9d2d985fb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = d['sap_quality']\n", "fig, axs = get_plot()\n", "axs[0].scatter(d['time'], model, s=0.1, c='r')\n", "axs[1].scatter(d['psf_centr1'], model, s=0.1, c='r')\n", "axs[2].scatter(d['psf_centr2'], model, s=0.1, c='r')" ] }, { "cell_type": "markdown", "id": "749249c7-4b5e-47eb-9daa-c4dbf21f8032", "metadata": {}, "source": [ "## Model 2: A polynomial in row, and a model for the time dependent astrophysics" ] }, { "cell_type": "code", "execution_count": 15, "id": "2384dc7c-1529-493a-8cab-8531bd0d0eaf", "metadata": {}, "outputs": [], "source": [ "from lamatrix import Spline" ] }, { "cell_type": "code", "execution_count": 16, "id": "564d0a8e-b881-43a4-828e-0e6a6b7a2da7", "metadata": {}, "outputs": [], "source": [ "p1 = Polynomial('r', 4)\n", "astrophysics = Spline('t', np.linspace(1970, 2060, 30))\n", "\n", "priors = [(np.median(np.log10(d['sap_flux'][k])), 0.01)]\n", "p = astrophysics + p1 + Constant(priors=priors)" ] }, { "cell_type": "code", "execution_count": 17, "id": "a3bf99b6-7690-4f27-82d9-45d2ece62141", "metadata": {}, "outputs": [], "source": [ "p.fit(data=data, errors=errors, mask=d['sap_quality'], r=d['psf_centr1'], t=d['time'])" ] }, { "cell_type": "code", "execution_count": 18, "id": "b18b326a-b06f-40b0-a8c5-f4f4bbf82178", "metadata": {}, "outputs": [], "source": [ "model = p.evaluate(r=d['psf_centr1'], t=d['time'])" ] }, { "cell_type": "code", "execution_count": 19, "id": "36375899-c642-4e01-979b-56c99a793d39", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1sAAAErCAYAAAAogZntAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOxdB5iU1dk909vO9t53Wdild5AiIE1AUBTsxh5LNIkmtmD+qEk0iSbRxJLErlGxo1hAUBCkd1jawvbe2/T+P+fO960DASso5TvPM8wyOzs7u/vde99y3nNUoVAoBAUKFChQoECBAgUKFChQcEyhPrYvp0CBAgUKFChQoECBAgUKCCXZUqBAgQIFChQoUKBAgYLjACXZUqBAgQIFChQoUKBAgYLjACXZUqBAgQIFChQoUKBAgYLjACXZUqBAgQIFChQoUKBAgYLjACXZUqBAgQIFChQoUKBAgYLjACXZUqBAgQIFChQoUKBAgYLjACXZUqBAgQIFChQoUKBAgYLjACXZUqBAgQIFChQoUKBAgYLjACXZUqBAgQIFChQoUKBAgYJTPdm6//77oVKpDrkVFRUd9fl79uzBvHnzkJubK5772GOP/c9z/vSnP2HkyJGwWq1ITk7G3LlzUVJScpx/EgUKFChQoECBAgUKFJzuOKGSLaJ///5oaGjoua1Zs+aoz3U6ncjPz8ef//xnpKamHvE5q1atwi233IINGzZg+fLl8Pl8mD59OhwOx3H8KRQoUKBAgQIFChQoUHC6Q4sTDFqt9qiJ0+Fgx4o34p577jnic5YuXXrI/1988UXR4dq6dSsmTJhwDN6xAgUKFChQoECBAgUKFJwEydbBgweRnp4Oo9GIMWPGCBpgdnb2MXv9rq4ucR8fH3/U53g8HnGTEQwG0d7ejoSEBEFXVKBAwY+HUCgEm80m9gm1+oRrzvdA2UcUKDhxcTLsI8oeokDBKbKHhE4gfPzxx6E333wztHPnztDSpUtDY8aMCWVnZ4e6u7u/9mtzcnJCjz766Fc+JxAIhM4555zQuHHjvvJ59913X4i/GuWm3JTbiXurqakJnchQ9hHlptxO/NuJvI8oe4hyU244JfYQFf/BCYrOzk7k5OTg73//O6677rqvfC5FMm677TZxOxpuvvlmLFmyRMyBZWZmfuNqErth7K7V1NQgOjr6O/40ChQoOBbo7u5GVlaW2B9iYmJwokLZRxQoOHFxMuwjyh6iQMGpsYeccDTCSMTGxqJPnz4oLS393q9166234sMPP8Tq1au/MtEiDAaDuB0Obm7KBqdAwYmBE51Go+wjChSc+DiR9xFlD1Gg4NTYQ05MorIEu92OsrIypKWlfefXYOOOidaiRYuwYsUK5OXlHdP3qECBAgUKFChQoECBAgUnfGfrjjvuwJw5cwR1sL6+Hvfddx80Gg0uvfRS8fkrr7wSGRkZQjSD8Hq92Lt3b8/HdXV12LFjB6KiolBQUCAep+z7a6+9hvfff194bTU2NorH2fIzmUw/2s+qQIECBQoUKFCgQIGCUxsnVLJVW1srEqu2tjYkJSVh/Pjxwh+LHxPV1dWHKH4wIRs6dGjP///617+K28SJE/H555+Lx/71r3+J+0mTJh3yvV544QVcffXVP9BPpkCBAgUKFChQoECBgtMNJ1Sy9frrr3/l5+UEKlIU4+v0PU5g/Q8FChQoUKBAgQIFChScwjihZ7YUKFCgQIECBQoUKFCg4GSFkmwpUKBAgQIFChQoUKBAwXGAkmwpUHCs4HAAr7wSvlegQIGCYw1lj1Gg4IeBstYUHEMoyZYCBccKL70EPPUU8PLLQHMzXbTD95EfK1CgQMG3CfQiP160CGhtBd5773+fy/3l2WfDe9BzzylBogIF3zWR4uN33AHU1VFM4Mv1FbnOlDWm4FtASbZOUjgcDrzyyiviXsEJgo0bgYaG8P2CBcCaNcDEicDttwObNgH33vtjv0MFChScDEHgwoXhpIqBnhz0McGaPh3Yvh1YvvzL4o2cgN13H1WkgFdfBVauPDQh+9ZvQzlfFJzCiCxaHF7YYBL1y18CiYnhdebxhNcfLYh4L6+zo6wxZe0oOOHVCBV8CS5UGjGff/75sFgs4rHm5mbceeedQiKfBs1arVZ4jsXHx+Pll19WDJt/bIweDZSWAoMHAzt2AE1NgNEYfsxmA/r1CwdI3KwfeABITv6x37ECBQpOBMhdK7cbsNsBgwEoKQEGDgTS08NB32uvAYsXh4s4fn+4ePPMM8D554eDvssuAz74ABg3Lvz1c+d+7fkyffp0vPXWW9i8eTMKCwuxe/duuN1u7Ny5E0VFReI59LL8z3/+I84Y+leWlpbioYceQrKyfyk4WcGiBc9hrpnIxMvlAp5/PrzmDhyggWs42Tp4EIiLC5/lDz4YXmcqlVhjjMsWLFiAlJQUoajt8XjgdDpx9913Q6/XY9SoUXj88ceV9XKaQ0m2TlDwkKuoqMC5556Lf/7zn3j00UexceNGcRjK8Pv9PabO/fr1w5YtW9C/f/8f8V2f5sESbQaYUBHcoJn8trUBmZmAVhtOvO68E1i1Krypv/jij/2uFShQ8ENCTqoY7C1bFr5nArVhA9C7NxAdHU6y+vQJF2gY7LGKTp9IJlwM8BISgPZ2QPaYZDHu8svDH1933WHfztETAPK2Zs0a7Nq1C/n5+eK8UPH1pLOEAaJOp0MgEBCP09eSwWIwGMR5552HnJwckZjxa++66y5R7Bs2bBiuuuqqnoKgAgUnBbj2mFBddBFw3nnhdTdtWvh85tldXx9+Hosf+/YBY8aEO1m8Z9J03XWiQHFOXh66u7vF2jocHR0d4p7Fca6rGTNmHFI8V3B6QUm2TkDwgCwrK8ODDz4oDsEzzjgDWVlZ2MdFfxSwGnnhhReKw3D+/PniAPz5z3+uLOzjFSyxmhz5uyXdh7NaDF58vnBy1bdvuALNj02mcLWZn5cCHAUKFJxG+wapgexKsdDCggsLY6yuM6niPlFVBQwfDhQWAnv2hL+O90zI+Llf/erL1+MecvHFX8mGYMV93rx5qKmp6fl8W1ubSKR4vsgelBqNRiRUfJz30dHR4tzhmdPZ2Skey8jIEF/PKn1lZSXWrl0Lk8kkziSDwSBuSiCp4KQ4qwk+NmMGwGK10xmmDTIBY9LE9ajThYuknZ3AH/8Y/noWS6VOFhlGb775poi7vg5cS1wnPp8Pq1atwmOPPaask9MQSrJ1AmHPnj246KKLMH78eDz99NM9j9tJK6msxGYAA6RBO9ZMYqSPuwDMVqsxfd48TJs2TRyo9957L7Zv347nn39eWdjfB6T9sdrF4Obhh8P0gRUrwhXna6/98nkMXNTSCOTo0XAbDPiosxNz9u2D/rbbgCeeAGbPBs46C/jpT8NBlgIFCk4PsBhDyl9LS3gWhB1wqxW4664wLYlJ1pVXhp9LOhMfYydr7Ngw5Zj7C/eitWuBSy45NHhkUPnSS6j9979x5oED+Oi++5BbX49tViv+0tKCRgBpAJoApPPcCIWwHMAFAJ4HkBcIQCO2sBB8KhX+z+WCKiVFdK5uuOEGvPPOO2hvbxdJGbtd7HwZjUa0trbisssuw/r160XX67bbbsPo0aNx6aWXKmeOgh8fMj3wjTcAvf7ISRcTKCZUXFsshp5xRrg4yoIpC6QUm+HXvPQSnB99BNtNN+FAMIg/O524BsAZAOoA5HBkG0AuYzEAOxibqdWiUMF1xHXD9eJyuQQL6XbOcSs4raAKyeUtBUcF28QxMTHo6uoSVb/jBR5YXJSR4GL+CEDU12TGQQAPzJqFdysre6iFBCswDzNJUPDdQBVBJlhdXcC8ecCgQcC//x1+PHLD5GZNUYxhw4D58/H5ggU4uHs3BuTmYrjVip1OJwZOmQIjN30eAElJX1J/FJyQ6/FY42R93wq+A5gAMcFipZxHLAVyyEzgxwzeZs4MV875f3k/4IxVZCVeVkSjIAZfh/9nJZ2FHxZ2uBcZDPBXVMDHoo7DAT87VaymAwhIxTiddD6EpM/J4P/ZY3dJj2ulwl23Wo0OjQamAQNQMXcuBrz8Ms5vb0eNWi3OKFbqq6qqBOOClf0zzzwT7777rpjxMpvNgi51+Umwt52M6/FkfM8/GrheWLhgMrV+fbigwTksFi9I3V26FOBYBoseGg2Qm/tlMYSzWZWVX76W04mg292zZo4Grjk+h73kbQC2WK34t9MJU2Ki+JuxAzx06FCsJCVRwUmPb7MelWTrR9rg5C4WW9HynBV5vTzIZMyQEq1vCo9Wiya/H0YAM6XqCg8/RRXne4BJFAfOOSNB2gGrXQx+uHFHdB+pZmQrKcG2d9/FkOuvx96NG7Fr/36kNDej44orkPXee2i6+eZwEKIIZJyWAcfJ+r4VfAfaEu+XLAnPX9XWAiNGhIUvSP1j0YZdK1nAgpX3YFCmMYTnR1iUaWmB/4UX4C0thd7jgSo+Hqq2NtGBEgEfky6tFl6fTyRL0iuI5ClKqrgnSQkXP2eT2BD8uAJAIb8dAD2/SK2Gmu9BpRIBoy4UQoj0wJgY2LxelPp8qDUYkBgVBZvbjU0aDZ4PBDBozBgcPHhQUAhJr2Jna86cOVi2bNkJTys8Gdfjyfief3RQXZDJDam4pAyyIMrO8pNPhhOrrKxwcYOd3dZWdO/YgTh5ZusICB5Fxvvwx71S8rVHo8FNMTGYGRWFjw0GXHTNNUIs45JLLjmh14eCY7seFen3HwGffPIJBgwYgJKSEnEgEUyI2G4mfi0t0m+SaEVmyga/H9kAGMKTcjgEOCkqjCc0mBD97GfhoXQGTFQAoyrRb35z6PPOP18kWpWhED5etEh0s+w2G/Y6nej/73+jxONByq5dYV44ZzIYbEVKzlZUAFOmhO8VKFBw8oGdLHbBb7mFpzAwfny4OJOSApSXh7tZPJC5pzDR4vMXLhTdoa3Ll8P74YdhqvL+/fA/+igcLMrs3QsjaX3BIEKtrQiEQiKoY0kuGArB4fOBo/mcHOHjO6WP3VJi5ZCSLMhfI90zwWI4yaStU6OBR6OBLzYWnpgY6NPSELBYoGW3beRIWPR6pCUnY6JKhdFtbZji9+NSzp9YrZhfW4ufGY1orqgQiRYDSCZapEy99z2k5xUo+N6QZdzZFSZ9/5xzvlQF5iwkH2cHq7FRjAr4i4sRXLLkqImW3B2OhPx/ueNli1hn7Ciz8D0sEMAisxlnOZ14KS4OpTt3is6Wsj5OLygzW8cTDJyvvz5sgCfJsrP6N2vWLPExue/k9RLPP/44Xne7MecrXi4oHZ7tALKkxe2T/oj8WMWhTnKNpSyaHOKLv/hCSMIzmbv11lvx61//WqmmfFewksyZCc5erVvX8zcVcDgwZMAAbN+5ExdOnYqte/aIgCff70e3TofEzk7sKyzEmHHjUHv99ch89llY2Bn717/C1AUGWuyicZ7r00+B032AWYGCk4UqSHIIPXhI8WPXOyYm/DGLMhTN+dOfwnsFiy07d4Ypyexcffop/OXl2MaqqNkM1e7dCKrV8D/yiBjQ1wcCouPll/Z4ObDzS/u9XXrcI50N/JjFtu0GAyZ4POL/ZunrOgHESl/HADBTCga7AVg5s8XZErsdWrIrnE6RcIUSEtC1dSvMQ4cisa0NbaEQzFlZ0BoM6MU30tCA2dXV2GsyYeDWrXA7HHj3v//FmU8+ib888YSY5zqShYkCBT8IuDYp456WFqbp0kaBXa3Nm8NnOZU2u7oQWL8e3lGjYHI6D+k+BCMogyx+E+qITrE6IsmSn2eJ6DBDelzD72W3o9Bmg3XnTkzl/OSll4oiC9eHsi5ODyjJ1vEEK5mkkTC5kpQEKaHLoUkZlHcnTI8//rWJFtvSB6WFH09JUQCJ0uHJgzfe5+vh6Mt/3H/v3w9OcF0N4A9/+AOSkpJwM+eNFHwjcDOsf/995LHSy1k4KhPJ/hwR8C5YgLK1azHWZsMfdu5EWnExSvLy0KetTah2BW02FBcXY0dVFXxWK1ofeQTjZCUk8scpoEEZ2n/8A6cNqM5GWWtWGA+TrFag4IRPtKhgxpkPznpQMOett8JVcyZZZCnw8XXr4B49GvXPPYfMujp4mprg++QTLC4owBnBILJKShCfno6YigpopH0ioFJB6/NBpdFAZTQKWWlvKCT2c+79LOJYAURLlEETR0qk86GFCZbHgwZJFEMtJVpm6ezIlT42SIEiz45mvR66YBBRLPwFAnBrNDA4nfDodLDHxCB140YEVSqYvV60q1SIT0xEa0cHEuPiYGKXrrsbwwoK0LhhA9LT0rDyppswKBjEkrffhiY6uqfLpbAsFPyg4LnC4jMLHBzVcLngNRrRtXo14vx+NKlUSLLZxBox8hyOgDz76JKKGQYp3uotfV59FGpY5DyXXCTxqlRI7uyES6OBJhDA4IoKrHvvPbhmzlTWxWkEhUZ4PMFhTGL/fmD1avHh7A0bxIEp3/7MwUwAl7KVfQTwAG2TbmVGIxrMZui0WhxUq2HQ69Gq04nP8Q9ZJh3EkY4PTMbGAHhZkiD9/e9/35Pgne5gl5GJJ++PBlZl3x46FG9VVaGKXadIGmAE3uzXD862Niz3epG1YwcS4uMxorISmRYLcux2dMfF4VK/HwPa27Fj3z5kkGr0wgtAUVGYOvSLX4RVxmiGfLqAFT/OKNJjSJkrVHCyFQq2bQvTkLZuDUu6R0WFZ66eeAKOBx/EmspKNI8di7vXr8fB5GSUdHTA5vcj0N6OczZvFlXugEaDtPZ2pHBmSq9HKDsbAa0WISqZBQLwut1wh0KC9ueT9neLFMTJhTWtlHw1Sd2rMVKipZWKdAwUnSqVmNHi/5lE2aRkq9ViQWNaGtr798f+lBRsz8hAa1QUOlJS0JmUBE9aGjS33AILzymjETEJCaiprETQ6YS9qQn709NhjYvDnsREZN59N2wjRiAnOxtmpxO+t97C9HHjMLKkBHPpYaRAwQ8Jdpw5a82Ea8cOBD7/HDu++AIenw9tra1wUyFQSpA80nrwqtU98ZNbKmTESp8T3dyjIBjRCdNy7bJDrdWiOSNDdI3L4+PRyk5xTg5auI46OzFlyRJlXZxGUJKt44iS3/2uZxFi4kRR4Ths0ge/pOfKHXfAJHW7QtKhysOQi76NB6/0OA/ffLMZ/mBQdKuuMJng1OvRaTCIxI3UQrtGIyoqTNIgL37pAB7PKmdnp6B3fF2ScTqA8qv0JftVpH8N8dJL4UQgLg7nZ2fjrY8/xrpQCDf9+tdwTJ+ONSUlcBy2SXYbjfhFQoKQVh5SVIRkjQbTEhMR5/GgNiYGfaKiMJpJ8hdfYGh5uegyitmNq68Od7X4t3jttbCx4ukCJpfsAhQUhFWjFCg4kRE5Y8n9obsbQZcLroYGeINBOGNjsdBmw4obbhD7yo7cXCy+5ho4W1thKi5GQkyM6FQxeIsPhZDm8yGqsxNmGp/ztdra0F5dDZ3fH6b1SYlSgvTtLVJXSi8HhlIRTk68+kn0QK0UJMqJGL8uMRQSr8XvbeL3lc6GVNKf6+thdziwNSsLLwwbhpdmzYI9Lg6Ppafj8wsvxPbGRgTz8mDt3Rvb+/eHLSsLGptNJGRFHR0IZGZC2CsbDKgcPRoD/vhHBOLj0T15MvY99BD03d3wv/oq1t58Mxyn+Zmj4AcC1ygpvfHx8MfFwdHRIW59y8uhb2uD2eUScu2pEdRalvsCEm0X0hqSKYIWaY0dTYlQphcKBINQq1TwRUUhtr0dJcnJSNVqkTlpEipHjUJzSgqGd3djn9sNzYcfijWhrI1TH0qydRwx9vHHReXkqzib6ilTEPzb33r+74kYtOTiV2m1QlWKj7n9fuxOTRWPbdVoMFavxxfx8ai1WBCQKzIqVbhKo1b3JGlq6Xt/DqDI7ca2bdvw4Ycf4u6778bpippPPsHvX3sNpW1t+Oerr4pB8B5xCiZARGcnLBdcgPuLijDObsdN8fFYvHixEL74gIPwEQh0d+Pnra2oVqtR3dws/u4rpk7Fy1otllCW32LBIgps0Fg0GESvLVvCnHIqlnE2g5QHUh0O65idlIHoNwW56lRlpMTu6ZRkKjipwCBo/fXXw3nDDdj6wQdwv/wyurq78ZLVih2BABwaDcrLy/HQZ58hqqQE3mXLkL1hA4Y//zxmlZfj6m3bMLi2Fkl1dYih2MVhQRsTK7EHSOqBVAI8PKjj/s0gkAkToZKSqWRpj+fnK1UqOCWmhEeq0jMhazUaUZyaKjpaDirW6nToslp7qIeeYBD9Cguh1+lwxqBBmKXVYv3558Or1UL/5pvYmZODdf36YV3//si/7z44hg6FvbAQNpMJi2bNQsq+fVB1dqLu1VcRu2oVVqxYIQp66enpqBgyBK1qNRa//z58DQ3Ycf/9322vUKDgG8BRUYEDU6ag6/HHsaGxEburqrC0pgbvJyWJc5vXfILL1ZM8RUIjrRu5c3w4vkry3SfZJggqb0wM7DodWgsKUDxhgqAFt+fmwrlxI+JKSjAgKgrPnnEGdLm5eC8Uwo777kOgpgZ1HE1Q1sQpCyXZOo7wer1i4eKwoclXuahNJnhpaHnBBYJnL57Pg1H6mAepw2DAQYMBeSqVOGiTtVr01euhNxiQlpaG3BtvRJ7PhxeTk9FqMqGBhy25yHo9HFSvilDGkTeLLVTH8XpRX18P52E85ZNtlurJJ58U8vn0eXn//feRkZGBTfffL4KMxTfc8JWS95rZs5EnzT2w2hvcsgX+K64Id5giELTbUbFrF3qp1ehsbMSZra3Y8emnGE9vnAiYli5FlVqNrEAAb2s04m/8/vLl4u/xpsuFSR0d4nroTkwUhqBzKDlLxTImGpSRp/Exuzwna9JBWhV9S5hAfhschZapQMGPDe4fr7zyCjYvWICYDRvQ8c47SF6/HrWvvYbPX3sNgX378GYohC6HA12NjUiKjUWXxwP9uHHIPHAAA2pqYGlsRN/mZjEPpQmFYGTVW3r9b+O5IlfbvzQGkQpwEh29Qq1GKme+AgExZ8LXLjGZhKGx0+cTSrWNsbFojolBu8WCWq8X3pgY+DQahDQaNK5bh7ydOzHpiSeQsHEj2p56CkMqK6Fub0czfwf5+di5b5+YMTkwbBjK+/fH9p/8BKmlpdifnY0NJSVInDMHsQYD5nZ3Q7NkCYb997+YNWkSoqOicPaTT0KXno4h998P9+uvY/OSJSJpVZIuBcdyvW6ZPRuhhgbs/c9/kLN0KVa0t8PW0YGcsjLslrrKR0qauF46JAXPbwI5rpKpvV4pWdun0aDU68VHOTmo6+5GZ2wsbsvNRWNWFmLVajg6O5EbE4P7VSpho0CbhCEPPIDkri5ourvDa0LBKQkl2TqO+OUvf4nzDjtUWTl5sLBQKN8Y//IX0dGgItRaiQa4WVrIu6xWvJGWhqyYGLxKPj9VptRqFKvVUOXlQWM2o3d5OSr1elxQV4e6YFAkdkzO9OQqR0eL1xUc/Yjvz41mFfnHGo0wP+7bt6/w/DoZQNrj9ddfj6eeegr33nuvUFd8++23YdiyBWfOnYv36usx+IEHoA2FMOuZZ/ByRMfwcMRH+JnJKJN8cGTqp/CmUasxzO0WoiZM5m5etAhJHR34GVX0IjDtkUcw1GpFe3o6Zk6YgOktLZjv9yM1GMRLbjfGd3Zi6Ntvo8loRFEohFzSSnfuDM/ZGQyiKvbm3r3oevttnJSgQAA7g7z/Npg+PSwic7ImmQpOuYDt6UcfxYujRmHroEFIfO45uD78EKr6epj8fugYuCUkYJbNBnNBAfqrVCizWJCm0aBfezuGFBQgt6EBBXv2wMAKus8n1EhbtVrYtNr/2YuPJi8tJ1GRSoPyTT5P5PlcBnzJLK653T2D/Xy8lZLuLNyp1UgLBBAfDCItOxtGJn6cKWGlPxCAyuuFvqMDAzo74aGgz9690HZ1wbp1K3bu34+3u7qQ+Oc/w1NRgToqDf7lL1j1+edYu3YtDvTvj1KXC2vnz8e7y5djQE4Oqt9/H23btwult9ZbbhE0wuiNGzHkkUewaNkyobrLbtd2zrqxaKVQiBV8j67z6quuworLL8dvf/IT+Lq7BbOksKFBxAE3+P0YGwyKdTqFIxtHAddi+td0r+R1J9snyD5ahEz5jQoE8C7nLEtKsLq+Xki8n8sCi8GAsoQEtNhsaNu5E50bN2KE3S5ohFwTzfn5osO8nXOgCk5JKGqExxG/+MUvBGVv6LJleDcQEHz6CwHceOONPc/xbtggqinrpa5WXVERdpSUYENUFLpcLnyk02GQWo1VgQD0Gg2SCgqwpbkZmkmT8P6OHTizsxPvZGTgwvJyFOv1yNZqsc5qxRC7HRkaDVyBgOiSRRru8Y++1OfDwN274dPpMG/ePOyniMcJBNn0+a677sJtt90mOlfPP/+8oO+Ryudua8N/AFwfCsHldgt+9XBJPUgnbYKZlFX/3e+O+Ppdej2SvN5DHOH9tbUIUp5Z/j8Hz10u9AoEUBUMClWwaW43jF4vplLaWZIu5xzXyl/9CkMcDhGQaRcvRg2rx52dyPb5UOd2IycYxKrWVoxobMQSnQ7nvv8+1l96KeLXrcNmzjQsXgzzgQO4f+1aPEpfLxnstJ3KJsiRnS16DylS8Ap+hATruX/+E87nn4fVakXVgQO4wemEgSJEFRXQa7WCoseCSLlOh967d2OLyYQUtxvrExOhb26GtqYGE7kXdXTAotXC73KJpIeJkNXpFHO2+ggaIKTPtUhiFkyK9JKqbOS8iEa6l4s/8mselF7LxASO1HG9HgmUro6JQa1ajWS7HaMCAWyOiUE/nw9+qqFpteg8cABBr1fMbW2W9kxPxNnAgM+vUuE8UqJ1OuQGAiIBI2tibmMj3jCZcI/Ph/2BAMzLlmGVw4EJgQA+++wzYdTq/+wzBKZMQf/ycuEbWd6vH+K3bRN0qdDChUj8/HPUDxiAxvp6DP/nP8OCQLK5swIF3xD0dfv4yiuRXV8PP1kjwSDmdXcjnYVmvR7NXq9QDvRJImEmPh6h1PxN4Y+YxwpEyL5zrXZLa1Mt/Z+f5wl9cSiEUkCMHiwjm8XphFWtxhc6HRampOBsnw/DBwyAmXtNczNSn3sOlT/5CTQWi+j8Kjg1oXS2jiNo7rh69WoUBwJi4fMAXRUVhRtuuKHnOWVlZaLKqFWpsGrVKmzOzgbD/XdVKqxJSkKF14urdTqs1WjQ7fViX69eCF56KWIzMtC/rg57AwHR2TKp1RjMroLLhYL2djTqdGg0GMTB6TAahYElK6EyKAH8B25GPh9qampEwsWO0VdR735InHPOOaLzdvXVVwtRj9mzZ8Pc0oKP29txoKUFB4NBXC89l7/XwyvDvB9Dj7MjobkZLgYgh9E7i9rbe6pXrkg/Da8XnOZau2ULfHY78mkAarf30GG23nUXMmpqUOX1os3rRfmFFyLT6cQSjwebAgGsVKmwyGLBAJUK61lhczrxiduNPhyObWhA3zffxIgDB6BzuzGdg/eRWLAgrHQ2ceL/UBxPKBgMYS8h3n/XzpY8w/bGG8frXSpQcIgSKYs682bMgPWBB9CnrAwjduzA+S4XHFQADAbhS0mBS61GbFIStms0iHK78XJ5ORJLSvB5TQ0m19VhtM+HFMmrSnSyXC6xt2yTbky0EqWATN5vuMu+A2CTFKQZpf0mWnqebFLskp7LhEhWEGyWnsvEzEzJ9qgoxFGyPSEBao9H2IKo/X74HQ70cjpR7XbDxp/H5xOCGKSeMyg8Q/p+cqLnkcQ4kqRZr+FeL3yBAK4IBjGW5skqFa4LhdDX78ecYBDDOzoweMcOOKurMbqhAbt370ZmRgZi09Mx7IknMOixx+COjkb9pEmYc8klOJ/UKX7fpUuRZ7Vi7z/+gVdozPwjXwsKTj58eOGFGLdmDZxVVWh0OrGa6y8UEqqcjJPIEnJK6+RbnkgCLIL0CJNJj8lCNHJcYJFe23BYwtUHwGR6bFJ92uvFRKcT62prhd/ppQkJMF19NSpnzhTrY/DSpYhxuzHs009RMXasUmQ8haEkW8cRRzJyzM3NPeSxjT4f2oNBeAcNwoQJE1C4dSsmh0KY63IhKiUFB0aOhN1shodqUqEQ7AsXwm63w2AwYGdKCnI9HrycloZujwfBUEgc7O8FgzDExkJXWIjStDQ0aTTYbjKJ6mwkee42AJO4KTmdePfdd3H//ffj5R+JM8wk74EHHhBD1Zs3bxbeLDKowHW3Wo1HP/4YI6UAgYPkMuTNUFAmLZbw0HdMDBIjTYcjcdddSKB5pzTUukf6Wm6wKmmDXSH5avA5zwJYrtHAeNVVuOSqq9BiseDiq64S9JquzZvhtdlQqlIhEB2N8qQk9OKQrteLR0g5YjeTwYvHgya1Gpd5PPhEr0e6SoXlra0IhEKor66Gz+lEst+PhgEDDn2vNGFkksUk+N57ccJizhzAag0bPn+LgPfFefNQQkPUd94JS/XS60eqQipQcLxw7223QffGG5g2diwGl5ejwe/HGaEQojUaDKCAjUqFDr0eq9rbsVynw62xsQjGxIAGHhfyeT4fbvd40BdAXERQVsO5DRbapMcGRxgL+6WZWSZYuyXT+XTpEPZJn7dFUJPkWRBtRKGMCY+X/laxsejPedNgEEaapcbECGVDn8cjumuqUEgEg+xgJQaD4j0iIjikGmGM9L64nzZoNMJLy8CuXCAg1Av5Xs5QqZAdDKKL8y5GI7YFg9Dp9SJp4s92dlsbprtcKElMxLXx8Wg/cAAJX3yBt196CZt/+Uu4WlvFjCrPPOMll2DEzJnIeeEFMb9VW1SExKVL8THVX5XZLQXfoJv1wpQpqNyzB9EHDoh1ER0IYHsohMFk8kgWCFkRHSy71IFCRHf4fwcIDkUwIr6QFT0jIQuOqaQESy997JfWOn3thHcX34tKhaxQCOluN2pLSzHe4UDhzp09ayL7ySeRFRWF7tRUdNbViZlIBacmlGTrOIKLiS7hkaDBbSSaOjtFpZL3xCUmk1ikl1kseO2110RilU2evdEoDsb4+HhhTDx37lyMaWlBol6PUW1tooO1U6qC6iwWsUlEtbWhsLkZKX4/UjweJElBbGQ35zMAM6SP2UHiQPgP2d2SK8xPP/00/vSnP6GhoQFXn3MOPoiORrEUhNA/5h6H44gUAHnzlGchfG43mjUa1PXqJeavjgSny4UO0vsAtAN4RtpU1REb9DqjUXTMvJK/Bj3N2HlkomROScGKUAjZ//kPTG436isqkGi3ozQqCrkJCSLpHRYfj21mM241mxEfCOBMkwnplZUo0Wgww+vF1u5uJERFwadWoykzU6hJNmu1yDqczjl/PpCfHzZJpWHqiQImgDTHlrttNGa22YDDVBq/Cvfddx8qKyuxb98+bNq4Ebj0UmDGjLAkvAIFx2GvYaf8JxdcgCkffIAzOzrwsNMJW309pvAJajVy/H6xD/ipCOjxYLPXi1udTmyurMRWACNjY5EiyaybpX2DO7xDuu2SkplZtICISG64hz1AHRkpGKTnFW1A4qXuFavwWyMCObdsXix1mZg4+WmKykTP7xeKajqZauj3w9PcDI/fL+hSbun1AlJSlSTtkdz9D0gFJnnf5PeyqVSCysiOlobniEYjzoVtLNCZzVClpaFPdDSqjEb4TSbs9vtRYbUihkmXxQK104knMjLgs9nEeef9+GPk/vWvMHd2YnhpKeZJlGv+ftjJIh163FNPYY7RiO6KCkwnlZqCGUpHW8ERwHjkb7//PZb17o2ha9ZgzeDBYp2RrVOhUmEUaf1S4SIgFRHkjlazVEyQxygOkWiXcHhpT/686ijPC0V83iutI9647tapVCJusEs3rkfOSKZ1d2NQcTF0VVWIU6t71oR/1SrBXootK8OA0lIR1yk4NaEkW8cZFHFQSdQwJlq9e8se5GGkxMYKSgfviXtSUlCm0WBBaqqgIc6cORPDhg2Dd8YMGBISYJg3TziOM5Gbf+GFSOe8Vk6OOFRZvVzKjUWvx14qT7W2wu73w+X3o06SgpdFMyLxESB8UkKhEIqLi/HMM0w/jh9I3enfvz/eeOMNkUi+8MIL+OMf/yhoLtfSgLm9HWc2NIiARi0FNaoIQQu55yUGyVUq7EpKEkEDN9roUEhssGuYnBylJX9/ayvUoRDelLpZ8cnJ4m8kV7D4nW79zW8QNJvFBsrgaILTiQkNDfC9+66g/mW+/DIS9HqkeL3Itttx0OdDVkMDUtva0DhiBF7PycEMux0HNBpkGwxwdXXhd3FxSPH5RCB0LqkDFRUwBIOwJiZidyCAnbGxqBzCEE0CExkmIAkJ4Y7Pzp1fVn9/bPlkzpE1NAAyx1wWyKCE/TcEO5mr09OxymTCrr59xaG6ds2aE4bKquDUwp133ol33nkHug8/hNluFwnRQL8fdwAYwJnYYFDsLbIyGW+jAfxbq8UHFLVRqVDU3NyTqLA8tt9gwDPR0dijUgmq8Si+ZuQMlHTjfBQlYK7kHqXRiADQoFKJgIwddArlyH14zmUZJUqfnnNjKhUqpSo+wU6WxusVe5NfKhg1ScbHTKT4LFtEICjkrHU68Tj31JDB0GPA2qbTiT1Uy9dmR4uzaEzCVCrRKWABqMPhQDL3pagoqH0+DNDpkBYKoTYxEescDpRqtWhdsQIXd3VhYGkphul0IpkcYrViDINNGsi+8QYW/PKXiPnwQ3wgKZZ+rNfDmp+PP2o0QjCDc10/+r6m4IRTA33ppZdQ8ac/YXQggHSvF/mBADptNnE9J2o0Yu6QMQKkBEueQeQ1XhDRyQocJeiVZyK/KrEKRNAK5SRMttWRvxe/b3YoJPxUE6V13CStW6qQpvr9yA2FMLK6umdNXLNwIeo7OvBRRwdahg6FhTPLyrX/4+M47ENKsnWcsWDBApG8PProo7jiiivEfSRGajSIU6nEPTHm3HPxtsUi7klDzMzMxGOPPYbHZs1CzrRpuCxCJCHm8ssxesoUFF54ISyxsXhPOrA7hg7F+OhoNIRCaKD/SiCALRTOkCqZgSNsLmu4cQWDojLJjkOF7Dl1HHDuuecKQY5LLrlEiE709Xiwo70dzwaDosvUNxA44oXJzY2Dp1stFtHx4s/RplYjqb29xwG+0WoFe0NrMylHcmSct26dCFDOlzZOyujzt0qKEJfW30eNQsavf424W2+FXqXCBv5eQyGMcLmEAAaHxgOdnWhzOlE7cSLS//AHXGO3I81gEEESiXSXr1iBStJ3XC60mEwYbDLhzx0dwutGp9OJQfRPoqOxJhRC4IsvUODxoLWlBf7ImScmNOyElpUBlIpnNUymGXBTrqsThtg/6OYsb0LXXgscPAjccot4mIFfGavqh8+cfQU4UN+rVy+EgkGR5NNvpMeLR4GCYxSwcRaVHa19W7bgZ3Y77vb5xLwS94xCqZgiq4ntMBhQqtdjk1aLVQaD6PrPYUGFdg0tLYI9wGLOg7R2IMWYUu82G/qSKiR1p3ZLr10iJT3sQM0EBO2PBTEmNkyEzKEQUrRa8b1p66FSq0VVvJ2FFTm48/vhDIXE11WS6idLvkt7e5lUQAtJBsf8/MY+feC2WESyyO/TaDbjqagoRDG5U6lEx45JWasUiJZKRq6VOh12ezzi/Y0MhZDkcqGPy4UstxuOFStgbGsTVPY4n09IzDd0dOC5zEwkkDXh84mZ2u6YGGwJBFA2diyC9C5kcbGqCotdLlxFQabKSsyV9ohzL70U7TNm4M5HHhH3nOsS+xop5OxyKUnXaY23XnwRjX/9K56/4w78wu0W66Sc1ymAm6W588l+v1h3LKuqpAJIvXRtB6R7FiF4FR1NJ1fuegUPS6i8EebhHuk1nBHzlKrDVAn5/mTDcsYBRIZELTapVKjVahFITwdSUnrWxAKe+3FxGDJhAubwC5SZ5RMD8j50DGmdSrJ1nMEO1HXXXScU9UiVY4AZCS/pcayGSIfK8OpqnFFQgGH0aLFYerpYMt/dGEmNk5TcjElJaCgsxFDS53Q6XFxVhb4zZ8JnMomkhBuR0WRCt8WCaq1WbBiOCC4zwc2hjBKpPh9sNhuGDh36vRMuuYP1ySefYPTo0aKrx8cCgYCQUoc0M8YAhTSW+RHvJRIyBYYb2j69HpsNBrGpchZttUqFvSaT+JlqrFbEu93YT3UudraOgmdGjxYB02LSLQ0Gkfz8KRTCWKkSdRcPff7OFy+GVqPBZUxEVSoY/X4MNRig1umQ6fejpbYWtUuWwPeLX8CpVqMvq21qNXZv2YJyyvaHQvjXmDHo8HrhpyBGKCSqXW6aig4Zggnt7RgeCKBPICCSOZLnLJEJza23hj++6qrwjWISMs2Ain306MrNBTjzEEnp+yE2oXvuCQdSTz4pHn66qwtPlZfjmS6Gcd8cF+v1Ylh+vlaLzGuvFTNwmddcc5zevILTLdGiGBHN2z96803csncvficFQDER+4wsl87khL5TDVYrKhIScKPHIyrmTICs7e3YoVIJaec3srMRSEwU6rIPUXVW6ipZpUr6Fzk5qLBYkCkZzfukDpaOUuwxMai0WATtm4UJSrKn63Ri5spsMIjnxwSDWKfRiD3NGTETQjEMu/QY3/MOqZOllhItdunrNBqktLTA7HYjVquFWqVCrM+HOd3deIWFnAjTYx0VFklxloJH2mFoe/cWLAkGsP6oKBEYOqg8GAqhJRRChl6PTtpgeL1ItVpxU1cXdiYkCI/BTTExWBsK4ZURI/C434+7t22DOykJeOQRnGs0ir1q9qBBPWeYfL7xTJTPObGv8Wt4Piiy8Kftuv373/+Okt//Hum7duEll0t0eXlNsujAuW2zVBxx8VyWvk4u82m0WpEQ8fNytMVr+kgIHKb2yXXRKVF7VRFJlOkwJUJEsG64Hlm8NUrfUx5JIEX4v6Tm6nT4VyCAPwwejH+wIz1lSs+aUOfn45opUzDtySdh1OuVmeUTBfI+dAxpnUqydZyGOHn/TVrk+0tLxcawn10CbiQPPYT80aMx8o9/PPQLeBBdfvmh1Dj5gpgzB5fl5WFAaioui4/HgP/+F8jMRFNBgdgYKNIwNBRCTXIyliYl4dPoaDyfktJDM5FhlIa2mRR0dXWhX79+38mDiz8b56/khG3WrFnYunWrUF6cOnUqoqOjRZLFqu+nR7gQ5Y3Pe5iXjEi4dDr0HzpUVLfWGQx4xGwW6kPLSY3R6aANBjFDotscDY1NTKkArcWCYHY2cvr0QYzBEE5KtVrERJPkA5HgkJLJCrKLcrJUETzzTDTPno0lWi3Ger2Is9uxSqMRgdBOgwHtjY3CULowPh4rMjNxfkcH1kRHw8SuobQx303a586dsAYCKPB6YQwE4OBAvk6H87jRygnNE08AGRlheWR60kRuwrwOKAfPhGvtWmDTph9GQENWD/zznwH6kt15p3iYkvx2mw0ffvjhN2/LOxwYWVSEYUYjBt95J1bccw9a+Xv7DadZFCj4buD+QwbBgAED8Olrr+Epux2rXS5B72NSopEq3iyQuOk3xXtp//P7/bC5XDi/qUk8VxavqNBo0BEMYi/3SLUa53d3C8Uxq/QcnbSfca+6ibLTPp8I8GLj4tA4fDhihg1DdG4uSvPyYI6Lw3qTScxzcL7T6PNB73Jhu9EoAjuHNGe1R+qStcgJlpTUcXfi88aRBSA9N0mng8ZgwAC9HoPdbrEf1fr9Qigj5PPBFAhgns+HNSqVYAPwfa/XaKCWBIUYzLIb1t3VJToGggxst6OhuVn8HtoCAaT6fCjp7BSzv24WiBwOdFxxBQpMJvx+wAAcyM9HdmoqBpaViRnj9N698RrntBYtQmDOHAybMwd6Mju+SnFNPudInz7GwY6CEx+MF0b07YuDv/41ZjQ3iyS/S1qDXF/y9U+RllqjEet1uh41S8YyPPl1fr8oqETGFKLYcYT5LNlaQR3hb2eVnquJEMLg64pC6WGzXIxToqSvjVQwlplDM0MhPEeRmZwcpO7ahe758/GawXDkNaHMLJ84OFK8/T2hJFvHGK9deCH2rFqF1y666Cuft2jRIuEdRXUnLuRGqeNlkYaHef+NL4hly2Am9UOvRz+LBcmbN8Mxdy40c+eKTYodLJ/DgfPj4tDgcOCXJhP2tbSIhIWfi5yy0UoVU9JrSCkklZECFtwEjyaeIVeiJk2aJLpY7GD94Q9/ELLyLpdLdLHYzeJP9FxjIzYVF4sBbDGLFfE6cgsf0nvySkFRlVTx5UbXlZ2N8rIyBFQqMQdxp8eDQVQC5PvOyYHN58MKs/l/hEgi8dvSUiHFP661VdAwz/jjH1HUrx+8Gg3iBw36crP7+c/xhcUiaJ5U+QpqNHj1vffwhwMHcK7dLt7rSLUaGX4/lhUWolmlwva4OLxvMOCNnByMsdnwz2BQSO+XsMuoUon3Nrq5GftzcuDW64Up9efx8UJtsjo7W1BB6du1pqQEzbfeKhK5PTU1KNu1Cz56UUVWemWPKoLiFN9HQONwwYsv/7jAs88CPBAopf/88+HZscceA1JTgRXUbQR+kZWFZLUatzA5PAJkmfxDhuAXLULze+9B5XZj72OP4Zxnn4U6JQXnHOeZQQWnLrgX0Uz+wQcfFOIrJKSeTc89KUhjtZl0au4n9Xo9asxm1A4ciKboaKi0WqRER2OE0ykq6PESJYl7JM1/WbRiwvZoZSVSvV4R/MnD8U6VSuxnfUgRbm2FnxXsYBAuzjft3AkvO/o1NZjW2oru5mZBSZaDMrFHe73IdDhEZ13QpUhVlgSMYqVgkUFdQNoHSSl0JiaKn0NQIP1+ITVN6w+d1ytmoEgp3yl9nskU9+Bx7F4Fg+K909je5HIJaiFfv5mKqY2NYt81SsGlweNBZyCApwwGvEqTdp5V/LxGg9qYGMQ+/7yYYb0pKQlBqq86HIieP18wGfj75/5fV1eHO+67T5xJXxe8yEVIccoc42BHwYkvYDN27FiMrakRSslMekZIbI/GqCh8ptOhQ6NBSKdDTCCAFJ7NZI1I64jrwiat28hyqy+iOxw6gqR7pF2MJcJEXBXZLZO6VgkRnTC5AEyaYLL0PV3SfuGQvicLKuf5/RhRV4eMiy/G+vXrhRDZ0qVL8TrFpCKucVlARiHOnppQkq1jjBfLykRn5SXO2XwFmMS8/fbbYmCZC/S6caxTfkewwzVhAqDTiSFm77p1ePecczBi0SLYJRVDvdmM0tJSUXHkpkbNuN1qNar1evH9IzUTuUlQ7YdSDS0tLUIO/qyzzsITTzwhhlXl5IobI+kfFDq444478MUXXwh/rO7ubnHIEoVShZZSyJWhkJiBkNvwkeAB36DViptfqixRfatdr0eV9B6FKld1NUxms6gIazQa7Deb0enxYIPHg/Xbt4vNlu/vH6NGHZXvX9anj3gPfiYLhYWwrFuHflOnCpUg89SpXx7wFgtyc3LEcwvMZiSo1fipwYAb9+9HRSgk5q+2JyTg4EUXoby1FYmJidiZnY37Hn4Yd6tUYtN9rKAAYydNEt08u06Hi5xOXGS1YlBlJTwJCUKcY3JXFxp0OhSVlooZtrfeegvFu3aJ3+uaL77Aa/v24cWKCnxBamRkpVfubPLa4c8bQ3LUd0yqDhe8kMEu2+efAzSI3r49TFn0euEpK8OGjRvR1R0mo3K4d6jFgjZK1UtwNDdj7c03i/vFbjf0lZX4gPMf8uPjxqE2J0fMvlUUFIjf9yZSE5UAS8H3SLQ2btyIjo4OkWzIcjPtElWZAdNElSpMWQsE4AqF8HxmphB+sBkM6NvaKqrikJT72FH6QgqkuJdxGD9VrUYCCzwGA+zco2JjoafthkaDeotFGA43SxLwoeZmOHw+6Fis8XoRqK1FL69XPF8tJ30sIvn9uNbvF4FWmZQc8vPXSfslEyl9VJQIAhsMBvjS0hDf3S2CwG7pObSX4Ocp3Z4pzb3y5+f78kg/P7vjTDq5UyR7PChn8sUOG2e3qMSo14tESxYEMEvBpMbnwzyVCtEc/tfpsMZkQnFMDNJtNpHoxXzyCUbYbMjp7sbZn30G02uvIScxETt27MDBgweF5ck3kbVmEZK2HxRP+p/intwd596lzHOdcp3owYMHCxuaaDkwpb2NRM21JCVhTFaWWHexUqc2sa0NJoOhRwzGIM1fyjNYOEy+XZ6xckmJkmwqLnvWaaTXkeMTOdGSky65AxbpueWQ6I2Q1pS8bkhJJvizpAeDyPX7cfkrr2DygAFYvHix6KDLwmkyXn/9dSxZskRc+8q1fupBSbaOMe5zOgWn+K6Ojq+ceeJh3z8qSqhddfIQm0xSyncEAwfy8YuK6FKMHaEQhnZ2wtvejnH9+sEXHY2O/Hzsy8nByx6PEISYpdOhRKtFhVZ7SIUHEZsJZ6k+6+xEotOJqqoqcWjSA4uzZ7/5zW9ElYaH4+OPPy6UDNnBUnNOweMRgckBKdEqAoS08pGSLPn7io1MpxNeVPL7cNLfJRTCKlZfpY2MksPVVVXh6lIwiOXR0WJDfltSDmPl9WKdDp+8+iq6mBgcAXMvvhjq6GgMosiDTFWhvxhpeof5jGWefTbiyAG3WDDC7UZ6WRn6Op0Y6PVij9EIlc+Hvm+9hfmBAKw2G57s6ECyxYJPhw9HVkyM6Gyd0b8/ohMTBV2oKyoK5vJytEdHi2p2dlIS/EVF4pDwmc0o2LoVmfTuqq/H+Tt2YCgVvrq74fT7sX7r1v/tLPI9Ux5+5syjSt1/o6TqrrsOoQUektDRbJHD7kVFcF96KQ5ERWFBfDwONjbi3g2UDwGy9+8XQeDIjz7qORh2LViA+E2bsOvee3G21wtXSwumMzG+7TbY3n4bG377WwQkeWlK3j+4YAH6bNqEh05kPzEFJyS4Ln72s5+JYKVx9268EgyKglGRFPCwIi0feC52ZAYMgDk6GnEGAy5bsQKdLhfiHQ4xm+GXuklMTph4zZL8cuKkryclmAlKrMcDQyAAbWenEO5pCQSwlVS9+Hhh1UB6X4sUUDFpkztZXB02yfB4jxSc8bF/B4PiefLAf0FEh4l7n8XhEHsoBSnymWj5fKL63yh16eSqPKTXFMGj2Sz2ZosUZPJnMEk3vrMs6Xvz5+LcqNvpFImiT2IVbNFoBAvg5xoN8nU6ZFPV0O8XieOEvXuhMhgwLBhEZVYWdF1dYjY4ur5eeA3mPPEEiuLjcYnfj/qDB0Vx7uusRViEpLUJ93YmXYckaDK9mnuYMs91ShVIyITpbmzELXa76EZzvSYEgyKW4rUcU1UFc2MjEqUiAlkiLC4HgsEeuq+cVBmOIACmiTAeNkrP5S1Jeq5MBzYdtoZkHGmKShvRJdNFdNA80r6hkR4PSK/vCwYx8emnhdjO1MZGzD7rrEPWA9cp4yfeK9f6qQcl2TrGGOb1CroH29+k1R0VDgc2x8Yim3K8VM6jAML3ATsM9Crq0weDxo+HbeRIDPzVr2C94gohUnHe3LlISU7G8uXLxQyVYcoUzKFseigkBkI9EVWZSAyRKq1MvFLdblF9ogGyl1LfgrXiwogRI0SVhgnWrmAQC9LSRBDR62u8KuTWPb+34GV7vahRq8VcBKupDGju4ef9fvE7rWYFivMVoZCQWc4tLMRlVqvYyOYbDCIg4obnZhBSX48HOcd0BMSUlSElPh4xtbVftvFJHeQmd1jC0rBqFZosFhgY3IRCyAoEEBUMiu8zzGZDkt2OTLtdVM4H0fDT4YD76adxjtGIJpUK55WVYce//gV9ba0Ymrfy87m5iGptxcH4eHyqVuONlhbsNpvh9PnERlvN5MvlwoHzz8fO+HgcSE7GULdbbOCbIxMReUMmHeGbDtUeLani3BcNiUkLPLyStm2b6AJQGbG4pARlWVmI27cPOpcL/cupDwXUjRqFPioVmvbvR9fTT4vH+hUUQFdXh369eqF482bEdXSgeMsWNJCG5XSK+6bBg9Ffp0Pz4MH4/bBhyDQa8cBQGhEoUPDNwE49O+orV66Er75eqIpeIAVD3BsgBVi8MZkpzcnB+TYbmtvahPAFFUMLpcOQ+5WccGVKHzOAigqFBMVPNkIPRgRTjSqVCA7JEigMBnFWdzes9MLicyjdLu113DNKdTrRidJK+5mcgPF7pWk0PVLV+aT4SZ0lfp6FDBqgQ/q+Du73UkeKSSEtKORgT/h0abXhhMvpFCqzTJxE1yuiQm+QilOx0vdhkjciOhpRBgMcajX6mc2YkJaGpPh4GFJTkdS/P7x6vfAcHOf1IqTVIt/vx+bCQtER3BQfj1KNBp+npAgfQ39mpii+WNxuzPB48PDDD/9vAnUYZNGMSy+9tMdP8n86+ZxVVea5TmrIdNGFCxcK42vONj/B4ykYFIWBaMmQW6tWw6VWi05ulMsFo3TN22lT4/OJggMLKkQoQvZdlseS11ckrVBe5/J8lRwEyx0uGaojfHx4Eicbg8udLnpqxUsFFv6fcUFIpcI+moSr1dhgMGDujh1ivv7AYeuB1/yMGTOESrNyrZ96UJKtYwwmNPJCrq6uPnoVb9Ei0QpnEmGirPf3pU5RyIK0OFYXr7wSY555Bsaf/QywWoFevRBTXY2rZ89GvwMHhBT99W1t6PD70cfvR0l0dHg+KiZGVDll9T8ZMh1lp9OJsUuXIjMuDlpJ7Y+0xPx9+4Q8MZOkgkAA99XU/E+SJSMgzzhEGG8yMWPy5A8GsV2aH+Bvg+/pj+Q7S5sdN9JXu7qg4kFvMMB04YVoa2gQFJs4iwUPJiaK6u2WxESUa7W4Y/DgI7+Jvn3FbEPPvBNBAQoKY5AqF4FtEycKyfXG/Hz4DAakJSXBmJEBAymYJhNiNBrsLSxErtkMG+lBXV2oWbwYnu5uQfM5wKF2qxVbMzKEGXL8L3+JUFsbHDQ7rqjAsxUVOKutDeV2O1K1WuHRlV9aCkdGBvSbNmHn8OHoDgbRnpCA6I4OVEfS9KTZLje9rb5p9euzz8LXCSVmI5MqWfiCQdzSpeQ0hD/3y18Cu3YJqVoMGIA+9EErK8MYqigyIJRkqudfdRV263SiO/DB2+wzAntLS+HNzMTesjLhPcK/sVetxtkzZgjFKN7PpqhIUhKmhkLCd2fOddch5vsWHhScVonWuHHjRMeda2+tSiUEHrhfaKU9g1LqogjDj7Va7N25Exft3SuSFo8U2JFORMgUOmOEj47sq8WExC51krg3dcqJkhQADvJ6ke5yIcPlEkke30NGICBM1vlan6tUKDeZhAdPlOS7JZQOSek2mcT38ElJkExrEhLUKhV0waAoeslzJTQg1kvvj8kSizRREQP7pPbJc15a6WvcET+PV7o3y1/PToJeL5I8T34+UjUaREVFIcPtRr5KhVSXC9qaGiSYzUj0eBDTpw+is7LQ2a8fpnF2pqAA83Q68XubnpuLlePGIcPnQ+5TT8Gp0aCpshK/uPRSRL33nqARf52XXqQSb8SD4eIY55mVea6TGmTEcJZv08qVuOCLL3CLVCBh8aJnjkqvh9pqhdliQZfJJFgusvT6P6WObH5ERwsRXy9DGJQfNmN1JMhrvIfCeBQc6XNCdp7UZBZWdDoh6sH3EdRqkWAwwKzToV9+vlA+zqOC8uDBMNXUYF9CglgP08gcOfyaV671Uw5KsnWMYaQssETPoKQuKXZHBCsXsjz516jnfSM89FCY7kW+b+TClBVu+PmICslDfj8swSD26HRIZ7Cu08HS1YVujeaIxsfyxTLsk0/w3w8+gMPvDw+Cut14oa3tEDnUw8ENTg4k5BmFTykaodWixWDAZiojajTYrdVioMEgaCyyA/tNVMySXodUmQtjYnAGPWCsVuE5RkokYTAYcKXTiVaNRnhaMSn49GieT6WlYZW/yLm6c84BKL06i6ShLzFk+XJhPMy5ImdaGjxer6hAh9LSkOf3o33cOFxgsaDC5UIgNlZ0wWKeeAIvvvCCoFPG1NcLk+qxXV1iVqPzxRehy8jAUHbr8vLwcSgkKs/XsZqs1SJxwwbk3XgjMp1OeEaOxLTqapw1fLiYJ/lw4kTMmDev570tWrYMWwoL8Vp3N1Y98wyaIw2Rjwb5d8KkMjJBk8U2ZPVJPm/hQvh37UIzzZzb2rBp82YsKSvDNbW1yLLbhS/QVHbDpIOiKC9PVB8TmOCzs3n77WhxudDrttvQMGIEtJIyW8n+/dDr9eL+k1BIdBUe2rwZH33+OV5l9V45WBR8w0Rr4sSJqKmpgdnpxAc2m/C40UYkKgz+uTfVxMaKgC3W78dEaW+Ol4KrLqmzJKsJyqpjBPc4u0S1VlF4R6dDgsWCZlpGSAGfShag0Ghg4S3Ce8el1YqO9EqVSnSxnQ4HdkZFie9DM2NW5dVaLcYnJ8NgNKJBrQ4nScFgTwfMwqF5n090vTplSmEwKN6njMQI6iCk/dYS8X9PRFdLL+3FLBT1VOT5fL8fmpQUpJeXCzoTnM6wBDs74WQyOJ3QdnVBn5wsjJXTxo0TaqqGigrk5+dDq9MhIxjEF+XlmFVcjGaTCRU334zqAwdQUFOD1htvhKWzE/n/+lePsbGC0xOki3IsIXHNGoTa28UZwMID44BO2tOYzcJmQdvdDZ/djoTS0p6YgB3hyyWfLVn2XWblyHRBGXLBpCzC8FtOuCJVAyO7Yd8Fap5bHKPweHqMjvUsRtLeQaeDuqVFxBEm0p1XrsT6qiokP/MM+lZVoYyxmYJTHkqydaxx2WU9kqGLQPG254/8PAaU9DxhUEslue8LVkCeeip8f/j3OUKF5LrCQqyNi0PAbEaVSgWrzwcPK6iBAJxaraDM2A5T7SHkjUSuln4VIiXcA9I9bzUqFdaZTCLY8Pn9OMvvx7aoKMSEQsKHguafNCZm0pWQkCCUB+tpMPrAA+gcPVoEPbqJE4Vfi54bGT1rXC4UB4OI12qRmpqKJg5vH022nlS82Fg6Tof/zyorEzDSPtlljAArVvwdRMfGYpFKJdQDDyYn4yANQKOikFxZiRXd3ULoZH1+PuLWrMF9TzyB7N69UU7/tCFDEN/VhWafTxj27vP54K6pEdX28a2tOMDNWKtFudMJi82GzVu2YOWvfiUUzTJefBFFlZUo+uQTBF0ulNTWChqojPFDh8L1zDPwv/ceStVqfMQu1NfJrs+ZE+523nZbuJM1bVp4CJevS4n5228Pf55JlEqFagZdLhfW1NcLFUJDVRUaExPFNVNmNuNPkQnrrl3CBFq8DoCDTzyBUO/eOPjkkz0drHP0elGp5+9mf0UFJnm92O31ImnjRow8cEAoqSlQ8HWgJQVVT1kdT/F4xPxTYygkaDtUBmQXWvbmqwgGsdVmQ7fLJfY0dnNi1GqRoLAsQJVBPjdFCviEoJCUoAgfHc5g5eXBkpKCxn794OfMl8cjkiG5U99FQ2LunYEAOjWacMFIp0OU3w9vIIDBoRAmBAKYweq8VotHTCZYVCq002Q4Jgb7PB7onE7EazRChIKFOCtl6aWft6+0l8pqaJGHt1yqkyWqXRHzJHJFf09sLPyxsSIhpGCGlR4/hYVQR0VBbTYLLyB2EcQ8J5Vc/f7w2cRkizeuS+6ZPEe4J7DDzuewUMfH1q0TXS+9VovpvXqJWdRBTEh798YovR4paWkYdNllmODxIKpPH6Ru2CA6XO6nnsL6668XHys4jSiE//kP0leswPM1NSKBCstphROi/8bHw+tywcWucCgk1vWKiNmoHKlQkhEhdNF0lAIxpAJFuvQ1ckIlr6vIgsXXIdL0ONIy54hISAjfuG6YZOl0yFGpMFirhSMxEeeYTCjIyRHKoDG7dol1oIhgnNpQkq1jjRtuEJVKSAf2IEqJHw2cTWE3JYIadkzAuaDnnsPCZ589Kl1jwqOPImPIEKzJyBD0N3L6DaEQWim0wQ3AbEYXTZKloGNvRDv+SIisFslyyKTbcHhVKAlqtT3V1fdUKkGrS6FZZiCA+u5uTO3qQqvfjwedTlFVZo8mo6gIrxiNIrHxDxqEmJ//PExVkZS/mDiqWA0mBUejEXMGNWlpSLvgAnhjYtBPTqYOB+eSSKVbufLL2aecHEovhpORCGyeNQsNRiO2q9Uo6ugQcvhr9Xq0ORwiCVydkoK+lGw2GnGBVouyBx9E7/R0fJqYCMvs2bB1d6MyKgpNHg+qk5OxJykJnyUmwqfTYQuTsREjUK7RYF1CgqBRWoNBZCYnw2w2oz0nB5qODgT0epzV1IQrfb4eygGx8he/EHLrGr8fiR0dmPynP329G7rcwaKHF++ZZN13HwI7d6Jp7Vp4H3kEaG8PJ6STJyO1qAhXW61oMhjwTnW1CFwNZWVYbTLhPrcb561ZA4ckBNPrkkvQoFKhF7upAHrfdRfKbTb0vvNOQRE0ZWXhd9u2oaSwEF1eL9rq6vDX9esRXVmJKTU1iGppwUW8/hQo+ApwT5s+fbroHBtsNiHlzqCJBY9WnQ4NvXohwKBGpxN7EBMQXyiEeyXKHOdBm7nHRdCTCSZPXmkv2ytRDwlrczNCwSDW9u2LhpISbK+v7/H8cVGC3WpFkmTSHi3NaNAMnV00FoKIvRqN6KYxuStyu2EhxYjJoVqNz91upDU2ipmsBPpzkYbk86FCpRK0KTlpNEpBpRDjkD4+T/JG/FB6/F0AD+r1eDQ2Fh+r1cJs+C/nnIMxf/sb1v7ud9BecgmsFAhiNf2WW4CHHxYGq/j978PnEPcHdvepDnrddWHhJSZh3Ct4z/PMbAYojLN/P3DTTeEC1aBB0Ho8SL7lFpijolAYE4O0qiqUVlejOzMTOYWFwlMy8bLLEG+3w9XRgbfmzcP2v/0N1q1bhYjO16mu9cjCf1VQeiQ/PwUnFN5+6SVEPfAA1FVV+F0oBE5WywJYnHH0mkzCf5OJF+OPs9RqvJiZGZaAV6vxiVodNiCPoBAKKt8RvpesPhiICHZlCXh5disSkckUYxebdONwwQcUFevfH425udh+wQWw/fa3aOnVC0GuCRZkaNzNeI73NAT3+cL3FL4wm2GJjRWWNEaPBzXBIDxk5nR2orGkBDUPPAB3hKDXIde6ck2fElCSrWMNdo4kGhWP3zFflWzRSXzECBHUHlMsWoTiFSsQu2rVUYeR6eN18cKFuJIDz1qt6DZwsJxtcBVb+W63mMti4sP+UKXR2OOs7o6omvZ0rlSqHvd13otencWCFrMZHqNRVHcZzDCA8JlMOJfUl1BIvF6mzyc2W1af6A/D+7WFheh91ll4YdgwDLJa8ZokCU7KEJWqailuAWDOM88gMS8PGTfdhJo+fZCj12MZPW5cLuFlcUSw5R/p1E5KJzs3nFuK6BwRuWVl8MTFCf54dWamMFXOSU2FNzER/aiMdNZZqBw+XFCLqPqYuHs3htXUCCGR0KZNGO3xYIJeD/P06QhOnYozR45EQlQU2il3rtcjeft2aBIScKnDIfjdcwMBkUCWp6YitboaTcOHo5H0Q70e2eXlOMjASILsS5WWk4NKnQ4HnnzyyNLu8jzWtGlCbr2ENFAqMcqdrQcewAGrFR/FxWGdy4Wmbdvg6+iA96GH8NGePbi+owMemw22YcMwurtb0DhofvqU1wt1fT2q+Fr0PNu0CSUGA+7eTAc0joUt6fk7nHvppVhiMKD37t0wf/QR+geDmNXWhp/U1CDb7RaUkUmNjegeTU1JBQqODAYfN9xwAxICATzh8WCxRtPjrdNCUQcGYQ0N+MxgEIannJfgfjIgGMSr0oHHznlhRHW6RAqs5HmQlqQk1EdHi4RGDrxCLS3oxT3V5xNeW3y8SasVxZ0ot1t00+SZKdLxrNxbuL/RTF6rFV2uctKQdToxezLVZhOv0ZsFJ6cTByyWHgELrfw6oZCQj1/MBFGrxYdGI56PicHLsbFiVoU/16daLc4CcKFWi0F6Pf44YAA2jB6N1IcewrDSUjx644249fnnYbz2Wlxw++3QM2h79dVwB5szvdwreH/PPeEiFFVH+XnOsPJsWr8euOACUUTEqlXhWVdW69nR6uwE9u4FLrwwPOvJ4iG7XEyciothj4/HsPp6JFVVoXrPHjjWrsXGsjLEzZiBvV98gbTqatFx2x4bi6H82q+ZO5Vl4b9SQj6ysKTghET8qlWodbtxPRMOlUrEIN6EBHRx7lmnQ15Li5hBlDvM1yQl4XdNTYK2niSp+nG9yh5zXNPy2ouEL0JxkyqcMmRBCxz2WAP97VhgpQy7VLyJlW4/HToU42pr0W/3biz97W/xT6MR7+TlIaW0FFr6Tu7bB1xzTfjaly1YWKjgWmGHiyJowSCCHNfgWd/ZCcOmTXhfo0GO2y2KRNsj5sUPudaVa/qUwPehqSo4Gs46C/533xXqM7GffAL87ndHft7VV4epGcdYaYbCCfbPP0fL8OGY9xWvbVm2DJPVajQnJ2NzZ6cIjJlo0bCTsuWtTqfY3Fg9imLSxOSCfjRScENxhANqNVIlzwg6utdQdMPnE1XlZtJTfD4Yu7pgk4ZbS0IhrLRYEDh4UFSLSOXZkpqKXMq6snobFSWGwedw/uipp3DXo49i/+7dmM6Dn4ndjBlw7dkDH+fQyJ7csAHJgwdjVFQUrmpqQlS/fhi7cKH4HplU0TsS2HkhVUb+3TBB/utfw5vZYb+vUaNHo760FIUzZmDDk08Kmpva78c0/kwZGZj+7LNYnZuLHQMGCGoTlR8dQ4ZgwsKF6GL3q7sbubffjqzoaOzYuBHD9u9Hr6oqlMfFYZTdjuLcXAysr8eyuDhM9niwy+tFZV4eBrzzjkhC2zo7UUkBE68XzoICTIiQbGfCrLv6ary3ZIkwVXxfpcI0dvO4aXPTl82BqVbIYOjDD7Fu1SrsLS/H5F/9CgM5/8Xkcu5cNJFWardjWyiEC0IhMT9SnZ+PXm++CZ3djrhQCMP37sX65GRMcziw0myGo60NmSYTdpx3njiYbk5MRLzXixSJipm+cSN219VBs3AhcOWVuMjtRtyePVD36iUqfPRLWx0MIt1iQR+7Hft1OtTeeit+InccFSg4grz7p++/j4UOh7jm6WETJRV8+DHnIrRmM1b6fBhnNAoVVe5HA6RESn6uTL1r1GhEIEb6tFV6XN/Whv4ajQjWWDyqo9mxRgOj3y+68QzuxB5IinF3N97SajHX50MdpdF9PgSZeEmKpfxe1TQTNhhQzO51ezsSua7VavEcm+TdxeccVKuRHAwKdcNig0HIrjc5HCLwY5DGrjr7vvTokRNFrqMJEyYIb0POwdDPj2pmsrDEU6QnfRfI9HMi0mSca5mKpqQQkl3ADhiDShqeu93hG0V4brwRacuXo3HIEBSMHInKd99Fg8cDV1UVPnQ6cYvTic+NRhQMG4aRjz0Wnr05wv4bCf58DD6nTZsmqv78/yECGuEnfe3rKPjxQDuc33z8MZZ6vSKxuYEsFYnNUB8VhUqXCyPtdtGpZspiSk1FlFaLWp8Pg9RqtAeDmEIbhlAo3LGWgli5cxWMuLHcKHvmRUIVkWBFGh3TxOQjAC9In6ePJ+fpp06dKq61ZcuWiftDJNoPH+Ng94nz4DxvmYRxPVRWhjvDU6ci9o03RMGl3uHALq0Ws7q7sSEpCUMLCpDz4INHvNYXLl6M86OjYVSu6ZMaJ1Rn6/777xdBe+StiN5RRwGD23nz5gnDRD73scce+5/nrF69GnPmzEF6erp4zjcxVvze+Ne/0NyrlxjI7pXFusrXHGjHWBCAwgk7BwyAJjr6fw+jSJx/PrKuugqBKVOwfNYsvNa/P9x6vZiJ+sxqFeadPimxsptMgrbCA7ZbrRYXDlWmSnQ6MXzKROtVSRb9Ha0W+w0G1OXkIBgdjRKjUQxjM2mjcMWYtjZhqtyhUuHOzEyYfvlL6BMT0abRwBwTg8TBg2GmSTM3XIMBoxMTEcPWPNUOy8rQGh+PXvKsECusFRUwLl6M2Ph4aOvqEPvyyxgVE4ORR6MRHun3fpS/hXHmTOQbjajavRt5Nhv6UAK+uBifp6cLVa4N6emYSMW9PXvgOvdcLIqLQxwl5zlAzo5QQgI2v/QSal94AZlffIGujg4k5ucj1+OBJTsbeXY73rdaofF6scXnQ0pKCvq89RaiNRpxgARpMhoMItpoFLTKnvfHzfqXv0Tyhx9iKI2ZzWZhLC2oQPxdRcqnyxt+VxfqysvRGQzi6YwMoWTomDYN7tdfh66lBT/ZuRNz3G4xsBz/6adI37EDZZmZiJJmSxgQDouJQSO7de3tovO53+/HWHbH2AXs6BBdO/P+/SIwpmBHvtsNjcMhqCOqTZuEzHZnWxuqrFZxnfT2eBDb2SkqmP0dDpx9Fuv0ChT8715PEQYaf873+8XekUx/QskcmLNWXC8evV7Q985Wq8HJwS+czp6Ai4kWu+ukHNcmJuKAyQSDSoUYlSq8n0lKgGa1WghQREsJGivbjSYTQl5vD01ayK+HQiIYnE6Tb76+3y/2yA7Sg/V6sXe+odejj2RXcUZ9vTA3TmCCp9OhRaMR1/12mrf27YvSxEQsGjIEc3NycL3ZjJdiY/ES2QUajbDYYHDn8/nEHCsFgWiivmDBAiEZ/fbbbwup9MhE67iAQeWLL4ZpTQwuWbGnVDW721Rz5fwxWQMUzLjkEoxUqWC0WpH10kvCaNk5fjyuIivBYMAlGRmY9Nhj4v1yv1hLSvJXUKVktTYGvUftcB2nM1XB9wf/tpQ2v8PlEp0pFhlYkNY6nQi0twtKHQu9Zr1eFHnJiLEFg8hvaRHiMKT+dtOzUlrz8lwi1xlphdUqFTYlJvZ0uNj5PZoqsjzL6JWes0WiAL8hfb5fv34irqSlRF5enhB0kq+5QyTaDwevO9Jv2TnmOnnuOeDnPw/TdVtboSHdlhTirCycHQgINef5ej120ysz4pqNvNab7Ha8w4RUuaZPapxQyRbBzkBDQ0PPbc2aNUd9Lt3GeQD/+c9/FqIIR1vgpHQ9SYrVDwWqNV1wgfA+GcBZoB8YsjHkIR4lR4LFImTiNSYTBgwYgIvj4pAcGyuqSFNcLnwSEwMNq6zR0Ug1GtFstYp5BwbfYv7K78cuvR7vm80igDEaDFgZDGIMxQ+MRsycPBmbtVq85/Hgn4EAfGq1UCJk0juLM1zp6XiloADXXnstoqdPhzUuDupRo4CBA8NGvYQsa86EgRvukCHCl6lFVt6TP0+lRX78059Cs2sXulJToTkWHRJWmzo7MaS2Fgk024yPR0VSEsqDQVyRng5N//74uLUVQ3r1QtbWrUK0omL/fnzQ3Y1l/frh82AQsWYzrG1t8FKtMC0NpVYrDFdcId53zvz5QsGsij46Oh12WiwYcs01MPTvj+revfHExIlYq9PB5vGgqrhYqHhxmLx4xgyEli+HZdMmjF++HGMoFvDkk2ieORPP829Fk2MJbopZ8GDZuRNnjx0LRyAg5vWoZPje8uV43e1G08aNqCOldO9ekVTqqSpYWwtTRwfeM5tFhX+H34+yqirk6HRoDQaR5XCgKhTCp7feKr5P/N//LoJZZ26uSK6Sd+xAksGA8ZSNf/ll2Lu7wwP8TifsLS0odLtRv29fWMmNXYSoKJTV8ApToOBQXHTRRSLYYYeXNGKqkJosFiE2IQdOFKzpNhjgVqvRu6sLQ9vb8X8Rgj6kLLPgU3z22aLr/ja79PS/kSjOTNgY6tPGgsI7ISnRoolxQUuL+Jw800XatZ1zlTU1QnGQiZyeM68aDRZGR6MuEMB2rRbnBAL41GJBOmdRqFjKaz0YRNXZZ2OV2Ywn0tKwMysLy9PScAOA/3CP7OoSPydn0hh0cb8keM/gb+bMmaLI+Pvf/x4///nPvz4BOV44PLGRvYHoVcjH5flLymKvXYszrrwSw9kNP/dcGOPjESL9kHj2WdTMm4fq9esP9RH8vuebghMKpMbRTmBLMAgzRZIoyKVSoTkQgI5dIp8PSYmJCBiN8JxxhlivNW43zvB4BBXQGh2NfWTPWK093SgXX4cdKCZKXLOdneKskm0Rjubx2RlhNM5EjQWZy6TZ8tjYWLH2Ro8ejY6ODgwZMuQQ37cj2hIcDZECZWTPsBg7ZAhM0dHIGTkS8RTUaW5GzPLlR1y7yrV+6uCEoxEy6z9a4nQ4Ro4cKW7EPeScHwE8mHj7odH28stIpZLOyy8j8S9/+UG/t7wZfCMsWoQRubnCR6n0oovwxV//iny9Hq86nZjt9WKjZOTrotJUVxe0Vis+DAYx2+GASxd2tTjb6xWBx0iDAQkeD+ppsNnejorHH0dxVhamkNrD+YJgEOMZ7CQlYY7ZjCkUlyAdcPlyjP7jH1HX2IjscePCKlikt/FnoLIdB03Zkgcwz2BAfVISxnMQlZA/T3ELzvtER2Ox243Cykp84HZDOs6/O9gp2rcP2jlzkLB9O1Q7dmDqggUoveceWGfOhK62VlAa1ex88bB45RV0p6bCk5uLlMZGpF94Icp27ECcySQk4J+jjDKAK1euRHDIEJT997+Yp9Wi22ZDR3S08NLyTJkC30cfwV9YiPH19UhQqRBLtcbaWjEDtu2uu9C5fbuorHMOJJWy9cuXY/add+LBBx9EbmcnHnroITwm0X9eok9YSwuSzz4b9oULkREfj4Pbt2N4ayumPfusmK2qS01FY1MT6i+4AM0vviikbOtGjkTDgQOCK/+BVisopFQs0zudGJaQgEqbDRP9frycnCyKGmX/+Q8yrFZ0bt2KnPJylBsMGNDUJJK7dFazVSrYzGak5Oaiu6kJ+sZGZOh0aHe7kUpFSQrKHK0bqeC0lXe/6667kJOTg+j6erzY3Y1d6ekYVF+PNpUKhkAAX5jN6G0wIF2vhys5GfriYkFJnhMhAS9ThrrT0hDd2IiKhgb8hF+blIRLWayRKEEMn1oDAYQCARGwMRAjNbGaXXyVShSYeOJQOdXndqPZaESp1ysCNRaSWvR6THe7xYwqpw8ZMJ7tcKDaYEC10Qiz14vVsbGIGTMGq3Q6NDU1iYLhyo8/RmdnJ1paWsQZyM4Vb6QH8jxkZZ1n3T//+c+exIqUQTngk2lHP2pQFkk9JFj5Z5ddek+G11/HuMREvOl2wzp6NLqiozH39ddR8+yz6GhsFN5hpJ0LKtZXBLLf6nxTcEKA50NjWRnmVlZitsmEjqgo9HM6xdkQrdOJs4QS6R/p9YjJy8OQykpoTSYM6egQBV8mY91uN8bu24eQ09kzS2miDUwgIDrSv/B6RdGEXbHDIXex+DzZWoYRI0m2Dmmv8MXEYFhhoViD8fHx0HF+LC9PFDmYKB6RtvptwK997DHoXn9dMDo2bNwIK5lE3d3I2rAB459++ghfolzrpwpOuGSL3guk/LG9OmbMGPzpT39Cdnb2D/oeWNXgTQYPvG+LhCuvhO+xx8T9CY3zz4fhvfcw7tZbhQIg9XDefPVV3F9SggMej5hVILe6T0UFkv1+oaRDwYeOQEDQQgar1VgTDGKuzYay7GyEaM5LTQYa8fp8eKCiQmxs/G32MZux1O/HH2nyFwohlsp/pKGwWrRoEfrw/0yiiouFhL4AEyjKskvCCSQT5jMwkv2i2OHiEDeTNsoWz5mDc99+WwQ+c47ms/VtwET9nXfEhy4OiJPqePPNgt445bXXsFylwsjiYtGFjdVqRaU8t7sbaZwxi4qC/+OPYc/Px8KRIzFz/nyM/eADUbXe268f0v79bxgLC+GnjHVBASpralDrdGLvZZdBS7rQjh2i62MnzbCjAyVFRWKINy8UQnR8PPYYjbBee61IzNalpCC0YgXu7d8fb61ejQX9OEUVxua9e7HPbMb8//4X57vdeKejA1cZjdgfCGDvQw9h7tCheLahAWMMBqx75x10+Xzoo1Kh47XXMNLhgDcYRJzZjBiXC41dXchWq9FGaodajaZQCNM9HhHoze7fH9sWL0aB04m27m6MoPCK349Yegx5PBhhNqNGrUbXzJkY/uyzQlSk1uFASnQ03DYbeuXmwrJunZDZPhVwLPaR0z1AYwdn/9atuMDrxYvsNFHtsqoKLrUaGaEQSkwmsb4ottAQFYWte/aIQoyFs5UR8xiyop+noQG2tjYMDAaFGuDlbW1w6nQwURhICsrYpaIgDofbVVIFnNLoY7RabCEN0OcTB2eO1wudVovR9Kei2AWVBl0u+CQ1WtnTan9UlKAWfj5+PD7YuFEkTmO3b8fOnTvR3t4Ou92OrKwstLW1iVkQdu5IFWSwxxuDvbPPPlvMX/F3wmvKarUeklidkEHZ4ckXO12trTg3OhrvzJgh5lHuXrAARRQFSk5GlMWCC2k4T69I/v7ZKTvNqVOnyh7y4osvouJPf8Lv2K3lunC5xBxiEs23TSbkDx2K/zKxio0VyrodOh16dXYKSi/FZTSk7BqN4von3a9R6jprSVMNhYRFA9e3+SgKg7IdgkYai+Bz/yspHrK7xYlw99SpmDx5sog9Sdnl+AmtVrq6ukRBkuc2WTjfC7yeuQ5sNvQdPRoz163D3z0etKSmot9994W7X6f5NX+q4oSiEbJty0VJ9bJ//etfYpjyzDPPhO1Y+FB9CzDBi4mJ6bnxIPy22F9bi7aYGHF/QiOCCsIDmwPor197LTyTJiF14EC8abHgrZEj8bzHIxQK91Fhi4e9tOGJICQYxFtqtRBeaHO5cBDAHSYTXHFxWHvDDYhKSkJ2Tg6WTpqEIbGx0NJ4NBiEkXNXMg2FHS0KOfBgkSXJ5WSH1VFJEON/QOVHJmLl5T0iECIhY2IWOcD6XUGutdUqkqbW9HQErVYsv+IKaB0OfBYIYJrfj+aDB5EZFwc/E5LUVFGpOrh7NzwdHfjI5cLO/fvF7GDZggW4zuPBkK1bof34Y+G3kbt/PyxRUaJ6R++eBLcbK7u60DZkCD5PTISqTx/hhbY1NhaW8nKx4efceiu6vV4M6dsX1nffRd6ePZi7ahW2ffEFSEQg1fH+HTt65h/Y5bomNhbzqdLY3IzpBgN+T/qFzYaDpEHq9RifmYkSUieGDMFMylnHxmIcJZ4DAeRSjt7nQ058PAqjokSVf1l8PNbxeXFxiC8pwdxp0/CJXo+cqCgUUzCFiRi7WCYT6qxWzAkE0KuhATFUTVu9WlgLBH0+JFLViR1SoxGvOBxihuxUwbHYR05nPP300ziwfTsecblwt2QTEQwEhKhEMBRCvdWKDIsF891u8f+YsjLMpNeelGgRbkk+msFWmZRMGb1eGGmYyoSO9GavV3yeN64Ym1YrHjNJQ/rFKhVSQiGx5830+UTAxvfwhFotZkr2Dh8Oh8EgumCC0uj346BWK+wydqrV+HtWFn7NwkivXj309/LyclGg4dlWX1+PgQMHCkW+uLg4jBgxQnTz2MGaP3++CAA5z0ywws6vYUB4XGezjgckmiH9EZkYfrZ4Maba7djdvz/0N92E8994AwZJtU1RXzt19hB2p5957DFhfeCWChCcAabICml7pu5uQbvN6O5GRmUlMlpbkc/OLUcHaNHAogfnIEnJLywUa09YOBgMaAuFxGvKnatI3yy5wNIaIaIhi2qw801VXUjdrUtef110rq666iqRUF133XVITk4W1ymLI/8jiHEM1sEnoRDuGjwYjwwbhiksGpNhpFzzpyxOqGSLdL8LL7xQeFOxkvexRK148803f9D38Zvf/EZUM+Qb5ca/Lcjpp/uQl8PCJxmMc+ZgaFwcbufcVkYGtm7divP8fnzBrgolj5lYSRvYRq8Xn2m1SOOmJ9EFebuyTx8knXsuetvt6JWfj8yEBNzndCL9rLOgnjAB0QyqI9R35NkoQRck71+u2krJjvCCORLOPTfsZTF48Jdy7qyK5ud/OTPwffDAA0B6Ot6fOxd7srPxGpOikhJhMjzRbhdUpqLYWLh9Poy+8UbR+fLW1yNUVoZN7e0wZmTAqtPhCq1WyML7X34ZIzo7MZbqfi0taO/fH8U0RO7uhnnsWBwwGLB/wABs3rgRffi7rawU1cwzSLPQaFC4cydW33knctg9W7oUg/buRaLTKbx5ivbvx5YtW0S1nImWzAHnoWE891zsoNy82YzFOh2mTpuG5KQkQVWaMmWKEBLoPWaM8AVTJSVhgNmM+thYofDWHQiI78H3wUSZA8yFfj+6+vRBG+Vse/WC5sMPBZ20ipQIo1GoThYYjYIuUmiziWql3u9HZlcXdk2YgD1+PypDISGUcYHbLb7HFL8fHzDhPkVwLPaR0xW8fhf+4x94k0P10rC7PqJLRRPhYGwsmrOy8E5MDPbY7aIjZYkwJg5Ke9EBFggsFpH4x0qy7z5p7pR9AlKU+LW88fNtfn8P5YOBHbvwa1io4BqQXrcKwES1GvqkJPTfvBkNSUnoio0VcvHcGy8xm/GYSoWLrVZsqa4W1EAWElks4Y0dq8LCQjGETwr8I488Igpdf/nLX7B48WJBEeS65dfwxsSKCnz0FztpZzgOm/E6XzJ0/9uECeGOAX/GUAgO7umRZ8Bp7DN0su8hXMcXz56NX5eXYySLtCpVWGRGp8PmadPgD4WEn2fyvn0Y1t0trEU4x+Tn6IIkxEVxGb3Ph8ZAAH+prhZzXkyaKJRRSyqxtDccXnrokDpXsuy7vH8wOVutUqGbc+XJybitvByzL75YrCkWMw4XaflKQYzvsQ7ONRqRSTuHSy7B++PHw02BGSaYp+F1fjrghM4EOKjYp08flJJG9gOCASgPu8jbt0XlwIFCra9qAEWHf1h8I/PHr8KyZSju7sbfoqLEBvZSbq6YD+LRd4Bt+GAQLoMBb1M+3WBAdiCAp5KT8XlqKjaoVCLRZPu/cfdu7N6zBxsoDzx8OLRPPIExcXEY/4c/QE+1wcjKrKyixy5V5NC1lOxAljyXKYRylUk26eXfiN0vboiUdpc//r6QJF3PvOIKrN28OSwPvWEDQh6POBBYfQtRujU2FvVvvIHmlhZsjY5GmcGAIfPmCbXBS6dPR0ZtrfDOepNDvFTs44GRlIS23buFKenL/ftjZ0IC+vfti3M9HtwxfDiCNhtGUD7eZhO0wiEaDdReLyaPH4+4YBDJpOnFxaE9PR11lFNXqcCfeMagQbinrU10m2Sk7tqFvaz6u90oSEnB9DVrMDIvT5gIH3z4YQzMzcXu0lKcfe65SEhJETMnBW1tyJU6lyJwdblQyeDTahWUwzElJSJ5alm9Gu90dQlFRiZn1u5uTPR4UNrQgJS2NvgCAREA07ByU69eSFm4ELb2diwyGrEsGMTB+HiorFasVqsxM4Iyc7LjWOwjpxvkvev5xx/H36urBbWZOwGvP14ZTGb8TJSYQGm1eKG2Fr/hXKGkUMbKNncGeefj1wxwOmHz+RByuwUFiYlOcigknkuaLr8uEDHbxa74VqkCzs4WO+WD6RtH2wqDAU1UQjSbMdjvR1pNDdpJc+rqwrU6HT7V6XCV2YxQYiJWZ2XBp9cLOjw7VlRSpNooRS5effVV/OpXvxLeOrfffrtIpni9XHzxxUcUu5B9d0hr+sbD+Sc4jJdcghEzZ4pO1yHeQvK8Ln9GnmFUWa2r+0ZV/+999p1gONn3kFf+8x9ct20bpgWDItnR0xfPaIRKpxOFuQ969xYjCc7ERCG8pSUjgurGoRDKkpNRZrXCmJmJbtrFeL3IlexJSBc8wCJgKHREQ2PuF2Zp/XqkNayJoBJaDQb8NDUVg1l05Bn/FT5u30oQ4ztc/2SWUHFwO73tKOr1Os0eTt1r+nTFCZ1skcteVlYmlKdONuQWFwvaSw7nj35gfCPzx6/x6TLRRDAvD1/ccQfezMsTQUqXpNpDWk5rURFyxo5FRl4eqk0mXGyxYMWNN2IGxRIos0+p+GAQ/+7owD7OLzG54swTqX4PPfS/NBGqD9IAmt5PkZD9K6QNsWdWS4asgMXESj6gj4P8LwOg5CuuQKrNBvOIEUhm1ywQECbM7ro6bM3PFwGeqm9f7EtLQ9/PPoO1b1/0eeYZGD7/HDnjx6POZkPN7NlYOGoUKnNyUEHzxiFD0CslBZcnJyOhrg56mw2jKPc+dSpyBwzA2zNm4GB6OqxJSdjkdgtK4tIVK7DPYsHexETsT09HbUaGmH8Y2NqKgUVFsLa2oiMmRih7yRt0+eDB6KXRYFdCAlI9HpgfeQRuqxWB2bPR+667sKuyEgMLCvB5dDTWGY1Y1doKdW0t/G636AII6ifpVG433A4Hgp2dSOPh5/FggFaLjH37MOjee2HhrAmpIVKAutNgEMayTMB3xsZCXVcn6JXmUEjQGidTEXPQILTFxiJHpcJHNIFUcFpTB6my5/zXv9BbSqAow0NV00adDp/17Yslo0YhMGgQmk0mzG5uxic2G2h0IEnmCDBpWiUlTFtpOxEICJNgJmoBn088LiuW6aRkq12az1qakyP2Ob/syaXTYR3niTUaQadVk9JFESCqmsXHoyE/H8ULFuDFlSvx2rhxuPH//k/Q3yloMWvWLKGkuGLFCrEfX3PNNWIWhIP3kQFc5J59JAWyU1KV7PBOl/Qzyj5aYu+ioask4PRNvLO+79mn4NiBf7+2J5/EGImyG01V3EmToI6NxdKYGAwKBuGlBUhaGl4zGlFbWIhQbCzsqanYnJIixgBsMTGoc7kQFRcnZhkZe5whUQNZ5E39iiBWLd0sUjeLZxA7051qNf7AczI1VQjeyNfKD77G5A7XpZeKJJq2DqQgHx7jKNf0qYETKtmiT9CqVatQWVmJdevWiYufxnJs4xJXXnmlaKvLIB1jx44d4saP6+rqxMeRnTAmbPJzCM6B8ePqapmxe3zA6illTnn/gyCCavF9Nw36dK2YORM+0s8uvhj929tFwEwKADs7W0wmwbO/5tNPoZ47F/04JD5kiJD6npmRgYs4o/P009jWty9MiYnI4++eyRVNhkn1o3hDSQkQOZ8jd6jkWa2j4XCK4A/kqzJ93DiMXrxYmCuPpTRs//5QFRXBxJkLznxotdjz058CiYkY3bcvGh59NPzzkQY5aRIMTU24bPZsTDh4EFqPB4Ht22GnCXBZGQaFQtA5HLD8/vdo8nqRkZyMXZJX10X79uGGESOw2OMRKmmlBw9iTVwcVmg02K7RILulBZrOTqx9/HG4PR58tHw5/paaiuV79+KFjg6xpnjosUJ6IDpaHDSb/H785YkneqTfP/vsM5xltaKB5tEc/M/Oxrl2u6jw+0IhwW13m82iW6ezWLAmIwML4+JQpdejMzYWUfHxqOvbF/4lS7AlNlbQshioekIhFMbFYRcVCtVqmLRaFNFHhWbRarXwN6IPF/3HMjs6kNnZiUxpnSo4PfH5W2/ht3V1GNLdjZBKJZJ2BkrsIq1LTMSYhASxr5GeOnXPHtH54nXKXVYlJUesajfpdMgEsIKm6z6f6MZTIpoCNu/GhYlFB6TnM+liMGiW5lB3trejKStLJF/0KjTm5CB51izcqNFgqFqNdApknH02mjIyELd0Kc7auxfX3nOPsC1ZuXIlMjMz0bdvX1Exp+UIKXIs1pAyWFVVJd7/4dXqyD37SJX0yMdO1Ur3EX20WEzjHBdp5N9gjz8lk9KTFIsXLsSg9nZRqOVp7TUaUWSzYc1PfoK5bW2CBjxKp8MQpxNGkwl7qqrQmJGBAZddhvnR0dg9bx4Sm5oQ9HrRVFcnFHJ/La3zZKkwcvgVEZT2C0q7d0cUXhjo7srKwpbcXPx69GiMv+ACYXdDWq58rfxYa4zfj3Nhu/r1w6b4+LB1QgSUa/rUgCp0zKb+vj/IiaWQAFWZeHGNHz9eSFn3kgaLJ02aJA4sctgJJmWsEB6OiRMn4vPPPxcf8/6sIxilchBSfp2vA2dVOJxKzvQ3beM379mDfRddhL5vvonk/v1x3MFES/ab+p6qVPK8j3zwV+7Zgw/nzsX1gQB25+fDXl+Pfh99BEtyMhaecw50XV3IGzwYE6jCtXt3uBI5Zw6eo9jDypUiUbmSv7exY8PJB3202MGIfK/c1Hi4ckP5qkO1uRmgag/phXK36wfA+uuvR9YnnwhlqAzKkxsMQra9qaQE7Lu2zZyJ8TNmwN3djfpXXxWDzCGrVdAxB8bEQE96pOT75TWZsLOlBb02b0Znaip81dVoiYpCeU4OxlVWorq1VTjKl5eUICE+XshJG202ODo70abXoyQpCWPb26GKj0diXBxUJSVYFB0tKFZ599wDv8GALatWiSRXd9FFyCoqwmwqKj37rDCD3p+djZQBA1DX3Ixznn0WhiVL8Prf/ibk3MtuvBEzu7vRfffdMPh8wgtFbTJho8GAMyl/nZqKFAp5xMdjv9uNPvX1WB8VhYxRo7DaYMDNX3yB9U4nprW1QRcVBQ8rdk1NQvLaTq8hyl6rVNiQkoJeLS1os1qF0WtOezs6tFpk3n8/YmgIeYzX44mAk/V9/1DgvnNw7FjEFRejw2hEL7cbBqm71a1SwWGxwNu3L3zl5YhpaxMBHGesZPikQExQnaXAS9B+OfuhVqPd74dNrxfXIumD/HquGdnnTS8FcLohQ4RPYvWKFcjj/Bb3o4qKsHgPj0t6J7799lH3n8P3zyM99uyzz/acTRzG/zZgEMhkhGfkCadAeAxwpN/f8cDJuB5PlvfcXFGB3TNmILmmBmlud5jqR4uTzEzES5YGUZxnHDQIuZs3o7m9HZ+TMmm3Y3hREaKrq6HxegVtvbfTiWKjUZjem6U17ZMKJId3C/xS14tqxJkSjZDr3GO1Ytf06dja0ADVFVeI393h6zNS3v2HXmM/1DWv4MdbjydUZ4ucdiozMaCtra0V/5cTLYKHU2SCxMSLueLhNznRkhO0Iz3nmyZa3xVljz6KBJ0OS2+55YepQMp0umNQ/eBijxwWXb9+Pc5MTsb+YcOEROqkq65C8rp14u+zISYGOR4PhjMB+sc/2H4MC1pMmyaSZ2HAyce4Ya1dG+5esSt1+Hv9ph2qb9oBO8YYOmwYGkgZBLDQ48HCt98WiRS9YZYkJMAbCsFTVxdWQuzbF7oJE/DekCGoV6lwZzAIB2XtmfRPngzfggWwdHaifORIJPTujU29e8M7bhzOI2WwrU1Q7KbW1eH9xEQxF2dKT0e8xYIsjQaD1GrMo0hHMIgUtRpa+nYZjZjl9WKex4OzOc+l1+Oy7dvRm/Mi774bVgoMhTCgvh416ekY0dEhvIO0nZ1C+p2c8ayhQ7HfbBYUpw+o9KZSCQNrtUaDVp8PYzwefBAMig6dzu2Gp6kJo+12fMgultmMfTt24Cy7XSg0nkn6iE4Ht9eLYocDLWo1qtVqlCYnY49ajbXZ2UJ5sc5oxEfDh8M3ZQpW9O2LxsREfPiD/lUVnAjgHkNZ8zmTJ8Oze7eg+7ldLiyjlUJsLBxcX1lZqJs9G9V5edjV0SGuTZUUXBGC0gfgC/rBsYpNVoE0n2EMBqHhfBUgjOZtUsAWlJK1/Wq16Lzq1GrEm0yIKSqCoboavefPh/bf/wYoStC7N0D/x7PPBpYs+cpCz+H7p/xYZLcq0qj42+JUr3SfDl28Ux3vXXopOg8eFGcABTCoHOqOiYFl5Eh8cOWVMPfqhbv69cOKLVtEB7vPmDEYYbfjH7GxeLe2Fp1Op6DNq1wuvJ+QAIfZjF0xMcKSgYWXIyVakQqEnJRXySqE9G+bPBmDZ81C/LXXCobU4Z3jw6l6P/QaO9KeoeDUwgmVbJ1KYHBudziQmJj4w3BtjyGdjoud9DPSMsUMAeccsrLQjwIWDDL27RPJFJPi/N27kUbZeKlrI6iClOr/4IP/pcNMnx6mDzLx+K7v9Rgmld8GgZkzYfH5UJySgsD778NDs1GKQGRlYQCl7z0ebOFcARNJiqLExOCcq6/Gx3FxSO/dOzz0zQr2tddi0dq1guq3qaUFf1GrMSQYhEWrRUx0NMZNnIjW2FhccPnlsHu9+CghAZ9NnowKVgWjolCTmoqG4cMRMpnwnMOBK7xetPh86HY44NfrUXnNNZhls8Hq92OsywVT375hpUCVCgfS0zGxsxP5V18tZuo4qFw9bJjgjJtjY1GQmiqem7l3L7bHxorg1KJSgY5dFAQZRXltDirrdNCTOkiD12AQo2tqYGL1cetWnOF2ozU6GmnBoFCDoiAHaZZedsVoWEmxjuJi9MrKgtlmwxUrV8Lv8yGzVy9hUJu1a9cP+ndV8OODRZv//P3vuHrHDmiCQZFAdRgM8BuNWNKvH7aNHw97djaySe177z0h7y4LZ0AKrug/t0Krhc7vR0CvR4rDAbdOJzpV7F7R648fk5bIeSy7SiUSMSZcRWo1Ys1mMc8VohgPE6ANGwB2sH//+3ABiXPDN9wAkB78Dfatr5uzkAtRFMT4tjheA/snIvh75Dkk06EVnBxS7zV79gjFXRY87AYDKuPisHfuXLw/bRoqTSbc1r8/ttfUiM7AirQ0mFJTkVhQgHtsNlSNHIlai0X4abLoRwuRhAkTMILJViCA7lDoEEEMoW4YEdBmSPckCzvj42GLixPnmfHaa3HJddcdcd0cnlz9GGuM+yD9vN6gz5yCUw5KsnWcZqeMM2di0LhxWGmxiIHfk+2Ai5wvoBT8sLg46EkTZLJ08KDoLAkGKgMTWR2Qw8zstLASfKSK7bHoSv1AM1qHY8fDD6OxqAi96+qQn5SEQU1NSImNxWiHA3EFBfhFWxuG3H+/6GCt3L0bL3V1iWvh0REjkJOYKK4BUoeee+45Qau8ymDAwN698VvKHzc2YnhJCbo8Hmw7eBC9U1Nx3rp1mORw4J7GRkSzU8uObDCIqJYW5HEmLCkJlcOGYYZOhw7KtI8bhya9Hn3feEOoAnJecLfNhs0VFfj16tX40OMR0rprqPC0di2K7rwTgwcNEqaxfJ81paVocbvxq1WrUF5QgNkejxhejtdq0aJSoY4GlD4fjH6/OEA7Bw2Cc8QIxPt82G00YlRnpzisbGPGwBQMYk98vFDj9FmtGBkICCPkS2w2DGxpQX+fD1vXrkUGjS07OuBfulQk6RqtVrwnBacPqjZvRsxtt+E/1dVICgSQQDXT9HTkx8RgeH4+LsjNRVJlJTo3b0b9I49gttcrkizZYiIkJVG876VSIVqnQwwN1/niPl9PMrZerRaqZNyVRJKVkICmxETEGgww5eTArVajJSsL20aNEsI3oAcgqc60ouDM0GOPiULJN913vq4yfjolTN8H/D1yXIDnkSIQcHLEPv93002Y5XSK9dk7KQnJCQli9r64Xz9hMzKypAQP3Hor/qHTIdtsFmqEy1wuqBsa0C8YRMHOnUi22ZATCqGvToeM9HT03r4d8fX1QnSMTmOR0YWwgpDWuTriMSpBG+66CyXnn48BHF/4CpwI65Hx1DH181JwQkG2E1FwrMCEg7NTDz6Iuv370Rts8nzwrXn5P/YBx4Pt1ltvDW8+/JmYJFGcQsa0aTB+8AF2DxmCYFtbuFvF51JtcPt2YPbsI73wl3NZJxmGPPAAtpx1FrpHj0Z6ezti9XrYq6rQnpSE9A0bUDN+vFD/2zt0KF7ZuxfZdjsKiosxrrAQlyQl4ZVly3rorUVbtghaHoOIbb16YdRZZ0E7ciR+t20bUp1OzCKVNj4e4+lFFQwim1K4/frBvmKF8OKwvfUWxg8cCO3OnUK9yMSOUVUVhmZnw0Aj4nvvxfrx49HJGazaWmzV6XA+Vdkor9vair/07o0zb7kF/anG9PbbePedd5Cu0aB99Wp0TZgAzwcfoHboUOStWoUOq1XI1DOQtZPOZTTCXlCA9ooKZKekoEOnQ1FXFzYnJ6NfYSFKa2sR37s3Etavx+6CAmS2tkKn0cDudmO/0YjhUhVyQkEBmo1GmKqq4NNoUGs0IpfUMYMBF/7Yf2wFPwgoVrR67FjM9PuFoXCcWo1ukwlmjwex0dFIMJmgHT8e7y1bhikeD4oOMy0NStTBOqmazW6qVq+HJxAQJqnp0rwGu1lTgkFBNdRIXS53794oonkuB++1WsSfcw72O50YykLRBReEu9MLFwJvvQV8h5lbOXhT8P3A3+Nf//rXnnkWBScu3K+/jq2LF+OyJUugDQbDSZDZLBIIndcrzpqDBw6gMCEB684+GzFDhiCtvBz31tcjprkZz1PxVq1GYVcXOg0G4duZr9Egsa4Oro4Osa4jFUflPYBJFqnBRmmtMxFzqlTI7d8fusxMjLn7bpwMoBCcyWRSrvNTFEpn61hDprn17y8kuLWBwHfi5f+YOCr9b+ZMgN5affuK7hSpMFckJSGfnlbsVvH5HBJkcHKk7tWP1JU6FuDvYvT11yPT5UL8gw/ioE6H0mHDUNXZiS+yslC/ZQv+a7Nh27ZtyMnJgdVqFQma22DAekkkhMPwkydPFo+vNxqxqKkJu/bvx50aDRxXXYV7770XY7RaERD2j4tDICUFgywWZEycCN3BgzBmZ0NH8Yq8PLRu24a09nYkMrFva0NOczO8+/ahfvZsLH/vPeQkJSGtrQ39MjJgDARwMD8f/Uj/GzAA/YuLsZoeV9u24TcbN8I2diwSt29H6pAhOKurC9oLL4R2+3bhbRLldiODIgF5eYhPT0d/SvTze+v1SK2pQa5Wi4M5OTijuxuNubkYQHXBzZvF48Pr6zG2Vy84QyFxEOY6najX6YTgQEnfvgiYzdhK3620NOQ2NCCzuxvTTyGfLQVfDcqgF4dCQjWMidCnycmosViwxGjEvmAQa3JycMvKlZjZ1YVhklpg5IHFIEur0YiOlUOaw4pyuVCr1QpJaNnsVC8FYfKwPOcss/785zA9cOpU4fGn93oxqKQE2piYcOf+//4P2Lv3OyVaCo4tToSug4KvxzsstC5bhj1ULgawMTYWa6++GtZRo3AgNRU7cnOFzcgL77yDncEgNpaWoulnP8MlRiOuSkiANicHOfn5MJnNqOrVC3qKJ9lsiKupQXx3t1C3jYyk/BEeeSlS50Ale2wNGAAd45aTKHFRrvNTG0qydawhJxQGA+Lj42E0GjH7SF2ekwky/Y+t+AjPE24K4x54AIbKyi9l3H+kmaofompX/9ZbyE1NRccDD8DTqxcanU6YJk1C6oABSJg0CVcbjXjo9tvxC4sFjw8dKn4/G7ZuRen27dj/wAO4LhTCtTRhtFhQPWgQZjqd0Le1YardLiq3yZ99hiynU9Dplut0SDSb4Zs/Hx+sWiVmpgIVFUKhac2WLfinw4FKsxnVGg129O4tBCbYHXpv9mwMe/99xNbVYYTPh0m1tfhdRwdMTH6dTmRt2IBz2D3asQOpsbEoys5GznPPwTl4MArr63HF2WejcPt2LCwqQpTdDpfRiHZ2oEpL4bPZ0PD448iJi0PG3r1InTwZUTodZpSVwRofjzPffhtlLC707YuyrCyk3XEHllx0EUI5OfDo9eigDcDIkdg3fz68UVHY0tmJ7F27sK29HclqNVpNJuxlgKvglAfVys6pqsJFwaCQhrbq9biktRXJOh3O8vnQlJCA9Vu3YsTixcjx+Xqk3TtYmJDknUkd4owXZwoZntCIm3Lt+U6neD4TrJBU9ZaphjzwTGq1sFnAz34GjBsHlJcDtbXhmazs7C8N1L8nFHEHBacTUnbuRLHVist4zhiNiEtIwLSEBOzz+5Hb0oJLN27Ep++/L6jiowMBUWwZ1NCAPmYz+rW3I2QwYENDAwqcTgxj4bC7WyRSpM/bIkzHZcg+eEapiGKQnqNWqWCg4vFX0H6Vtangh4aSbB1HtLe3w+12CxrhSQ25s3XXXYd6nnCjogohEzC5k3USd6++CotCIZTm5GCL1YrMZ5+FKTsbvfLzoXY4kN7SgolaLc70+5H86KMYs3cvjKtXC8pk1bBhQogi4Pej/Pnn4Vu+HO433sDwxYsRnZKCn2RkIDEqSigGcs4tfeRIqM1mTEhPR2VrK9pfew1FPh9aYmKEclqaSoVx9BEaOVIYBuvj4rDSZEJ8nz744+jReHPjRqh+8xu4NBo0pKUhyulEP58P50+bBm10NCyXXiqk5kcXFGBsSQny//1v6J1OmLdtgys6Gh1PPw3Pxx/jDsrSq1RodblQ43JhY1oaHGVlqBs+HLqODiGyUb9qFTyNjfAFAoiprsa6c89FQkcHtgeDqExMxNIlS2BasQJVNK+MikKKyYSuxx6D32RC4Z13IqG5WQTa9GnrmjYNgcmTMejBB3/sP7WCHwCLr7kG05ua0DcUEjRVs88nhFd6+f2IzsnBYKMRY+12QR+MkoIsVqyvt1hQK8k78zEqdxok+XaGTRUAXpQCMEKYqfJ5KlW4Kq7VwmUywfG73wE33xwW8+H+xVlBJluRBurfE4oZqYLTCbUjR2K4xwONTifsPEgH/OPGjejL/T4YRE5HB1L+9S/4AwEUFBQgKTFRdLoy7HYUNTYipq4OvTijZbdjoMeDVKlrTSsHrnF2y2TeA0VvZFqwXESREWR3mkWUr4CyNhX80FBmto4XDAZ0xcWhsaMDcRy0PhU6W+vWHerhxVkuudN1660/5js87jj33HOxfs0a/Nfrxf3s6D31FBzNzdhx//3IuPNOYMUKkSy5u7pQX1yMTJMJ+rlzMd/hwI7iYlT26SOSkiYqCrpcSEhMRDYrcBdeiDG8PpYvF+Iadf/9L/LHjMG79fVCIY0zYbk5ORi4ejV08fGI6ujAUIsFg8rK4IqKgqu0FPe5XCj2+5FaVwfP+PF457bbRHA56uBBqCkA0NAA086d6ExPR/XHH2OXyYRRmzahmwpsfr8wQ26cMgW7urrQ6Pcj3+HAfr1eJGmrkpKE8uCQmhp0DhuGxG3bsCM7G97Vq7H5nHOQVlyMMV1dKElIwKBNm6BNTERWRQUCFBlg9dHtRrLTCadajSqtFknjxwuZ+/2PPIJBVqtIQvtQ6a2oCJURlg0KTk2wkkzVrdUJCYhXq5Gk1UIfCuGzggJkqNUYQVnoDRtQvXo1RnV09MxoqKTg6mGHQxxaTK7Y1eUcaRyFVgAxo8XnDWShi5TCCLNiDp07NBoxY7j0zjsx+YEH0IcWFX5/eN40wt/vcM+d7zv7qsxgKDiVwfWycOFCuGw27C0qEkq4vbq6sCE6GhM8Hnw0YQKGHTgAz4ED+KfRiMyoKIy7/HIsDIXgXbIEI2w2YViso2WIz4cUFkRYhNFqEQgGkefzibUMqYjik5QGm6SOtkwl5B5QZjCgymjEzKuuOuT9Hb6elbWp4IeG0tk6XpgzB0GLBTVDhsBAOfCTGUejBrLjRQohaTenWCfrcFiWLYN9zx7c+NFH+NvPf461rIo7HBg3dqwwd5Zl3d8wGLBEo8HrVDWjJP7ixRhnswlvLEtsrOjcnGs0IsZoRNZPfgLH/PlYU1ICx7RpWLh4MVa53aisrcWMCy/E29OnI6lvXyRWVSGQlIRqqxXO7Gx0xMXBYzLB4nSK6qA+PR0p3d0oSErCqOJiRM2bJxKcbXFxaPd4UBEfjxf37EFjIIB/Wa3icy+fcQa8Fgveys2FITERfzp4EE2TJkFlMMBiNqN3fDy8Oh3OCQYxtbQU+SNHIq2iAptpVFxRgdu8XiHWETCZ0Mqulc2GhEceQfLFF2NDr16oHD8eWwoLoTGbhZohKR+cN+vgDNratQi5XKgsKIA2KQk7c3JQunSpoBNSZETBKRqQPfssNt5wAzoefBDD16/HYK8Xap0OjpgY9EtORsmvf43uiy/GZ2vXIrWjo0cMg4IWNDfdRwENKg4CQlBDzbkuACWUbJcSrTR5dgtAKb+v2QxVaqqgsu7Lz4f5nnsQm56OjGefBSjzzk7qYZ34Y1X1VmYwFJwO+OjFF5H/hz9gxP/9H/R2O9pGj4Zu3TpMHzQIyUYj5oDs3Gx0REdjiMOB3kOG4J7iYjQ0NGD4woUoS0uDJzMTLQUFiLNaUW0wwBMbiy1GI2yBQI/FA6REi2dJCYDkiACWXlqV772H9woK0PfTT792PStrU8EPDSXZOl5Ytgz5U6bg9s5OXHyyz2wdjRq4eHGPp9Ypj/PPx0z6jFksuJUqgA0NqL7mGmxeskTQAg+Rb2XwJ8u3SuIoxj17hDKhZflyBObMgdtqRfdZZ2HBggXo6OgQVFMqNhGNffsiZu5c3FlejsqsLDQUFaFj4EDEpaRAf/75aHa50NDZiT19+gj/IZXVCm///ihoacEssxmDm5qwdu5cqDMzsb+wEK1uN0b+5S94rKUFl6emoiAhAfc3NmLKwIH4v5oaZLa04PbUVPR97jmcbzRiRFQUWu127NPrUdPaihKDAburqtA2cSL6nHGGEA24t1cvoWxo0unQ6ffDmZuLsqefxh937EB8XR3+umcPYpKSsDUrC6qEBLRnZCDpppvg93iwOS8P/mBQzKCV+/3obm3FJ83NSLDZUK8IEpySYMAT9emnCC1fjkubm3FVeztiNBoE2O2cORMH5s5F8vLluPGCC9CX11VEosUu1X8pqqLToZwJkkYjZrI412hzueBm10qiFqmlGxOygZx7LCiAmqpkK1fijClTkGwwiIF8S17eUSmDp7ppsAIFxxKzN28WlijZoRBGV1ZiCJkey5ZB7/djmNuNTZs2YZ3BAN+oUchMTMTBHTvQOz0do197Debubgzt7hbeWg0ZGXC63WJWuSoqCglJSULVkB0rgr6N3dKe0OswZVJdVhYKp07Fgt27hQphJJT1rOBEgJJsHS+cfz4M9fXoM22aCLBPScgqiyeZ2uJ3AYO59y+5BH3PPhvx//0v0u127JwxAy0eD956+WVBKSQYyA3JykLO9u2imk9q4BqrFQ4apErdwcWLF8Nus+GR++/HVbt3w0c/M5UKtDedJCVs3gcfRL7JhAnr12P4ww8jubERbRYL9ixejPLoaOyIixOeXAGqBaakIDY2FsPPOAO1jY3Iu+EGPPLII0IZMKeuDgU+H5bfeCNuNZkQtXkzhgYC0Hq9sK1bB0NHB+I9Hgxavx5OKiA2NcHhdKJl5Eh4zWa4Jk+GITUVgaFDEezuRr99+3Blbi4mq1SY+uqryGhrQ5paDUNrKwJOJ37r9yOWw8d8/OOPMdDlQltCAiwxMdi/cCH25+fD2tGB+tpaaJ1OxDY2wrtzJyZR5ttmwzmKx8gpB64DW3k5XEuWiJmp+qQktPbtC49Oh9X5+Vh81lmYys7v8uX4144dwuqAgRR3Fb3UqbrF5cIErxcT6uqg4vVLqWSpg9VbohQlSDMdaulrjZSC5/zG++8Da9ceIu7zVVCq3goUfDPw3Ht/3z50W61o0OlgvvZabH/4YTjIejnrLGw1GFC6Zw8OlJRAYzRiQG4uLvD5MPOzzzCqsBA5DgcMajWSy8sR3L4dOrsdxV4vTC4XGltaRNFFTqpipDWeINEJ5eA1qNEgSKuGo3SilfWs4ESAkmwdL3BhP/BAmGZ3kpkaf2Nw1oFzDyd75+4bVubrfT68NXEiNLt2oSslBTOjo9HU0YG0qCgxu0XQADqhpQX7s7MFbWHRsmWCTvfeunVwzJ2LVxYtwiyvF4kAHlCp4MvMRBEFNGbPhtFggFqjEaIq7w8bBm1aGvpccAEsH3yAnEmTkOT3Y/BVV2G8RoN4nQ5DyYdvbMQbzc0YPGoUSnfvRrbHgy9uuw3VF10EQ14e+sTHo91iwazUVFg2b0aWz4eS9nbsVqmwvKAA2ziErFJhTVwc0qkkmJ8PX2oqsnbtwnCDARNbWzEhIQGjhw1Dr7Iy1GRlYXdNDVZz1ua885BKmodOJ0yXow4exGcjRmD0wIEoA5AYCqG5uVkoKbY5nchMSsKZzc3om5+Pcy+6CH6zGd3x8UIqn4qWvfV6RY3wFF076U88gd52O5rb29E5cSIyf/pT2IuKkGu3Y6bHg91btmBAR4cQgeGhxJS7nV1TnQ4GlQr6YBCxGg2MubmCSiS8dLxeUZxgMJYnUYxkeXhxsDG5evvt8Jtwu8PFDlnc5ztAUTBToOBQbF6wALFlZSj3etGVloZlxcXYlJ6OO+67D45LLsGQCROEoNOA1lYMGjwYARb0AgG4UlOhi42FZtgwJCcnI+u882AYORI+iwU5TieqWlowsK2tp8MdGaxGBq3dCQlYO2MGtnDu9whFFGXNKjhRoCRbxxOnOs1OFs44VTt3R6EiUJmQHa3Fb76JKffdB11FBXrfckv4icuWicRo8qpVQmHwkK+TuONLDAYMmDwZH44cCU9UFGpTUsKKlZdcgozrrkP7tGkYMXMmXigvR2t9PdatX48QBTUuuAD79u1DbmYmLuroQLLfj/FdXVgbH4/t27ZhwODBMOh0GBYIYCc93lavxlqrFam9e6Nq3jyk5eXhbY0GH8TGYp1KJXxL+uh0wqh4qsWCMcOHw5uSAktVlRDKsNntaOUhlZUF9b592BATg47SUvwyEMDTfj+WbNoER0oK2vV6aK1WlGs0mGIw4K3LL0d0nz44GBODBJ9P8PhJOewaPBjJt9wiJH4p5KE64wwEp0xBS14eOmJiUEHhD0WN8JTDmYWFyOjuRpxKhQNmM0pHj4bxqqvQ0bcvTPHxePDzzxFavRqGUEgkTOxOUXGwRJpP7JAed/r92NzVBbc0A2iSkis5wRIpFIs/vXqFac8U9CFNkEI+drsQLfo+s6WKgpkCBYeivKAAHrUacSyasXAyZQoO1tcjNzdXrBNS5rfSOiQ+XhjWD/3rX1E7ZAi6du5Ec34+mrdvh9/lgrGsDMNNJuFPSerguFBIFFxktUFSCbnmCZn70JacDNW996L20ksx6LHHjri2lTWr4KRPtlauXHnUz/3nP//5ri97aoEzOBUV4ftTEaeop9aRwG38cnpkUZnw0kt7OloVN9+MUO/eOPjkk+J5pE9QVS9n4kRBi5IpDIS/qwtD9+zBnDlzsIj+QuvXiwp9vFYraIQ8LIwXXwz+Nm+95hp8qNPh6ffew7bevbFm40Y89+ijaGpqQun69fDPnIl+HP6PjcXPGxsR6OxETUMDcvLykD93LlK9XmjdbowpLoZ2/34M/uwzODMyMComBilZWeiVkoKU6mohspFG2gYpW4EAitrbsS03F3nR0WiMjcWyyy6De/p0vDdyJEwcYk5Oxu9yc3GjVouzH3kE3dnZqD7rLKz9xS8w66c/xcddXUh6+GFsmDoVNYMHQ/PyyyLQdRkMCGzZgl3l5aiPjcW+K66Amv5hoRDqzjgDbpMJtTfdFBYbUXBKQK4ql11xhVDHpOLYdX6/MCjltc6qN2f2blq8GL1ra4W8M1XFdgF4UqvFL1QqfHzhhXDFx4vHKbTi8XgQJM1Weq4cjMmyumq1Gti5E3jllS/nsY7RPqXMfihQcChyi4thDIWQSIsGvR5ty5dj9IABOKO0VBQbSZmndQkLcdMlMY0x//wn6gG8/Prr2FxYiKVNTWjNysIH+/fDTk8trVYUV7h6vRHJlkwn5Jnp1+ngtlhEAvdVFEFlzSo46ZOtGTNm4M4774TPx2URBisIDCTvueeeY/X+FJzIOEU9tY5maiyLYXBjv2jhQugTExEaMACauDgMkWiEr3/wAf6SmIj1NTXh4I6doVdeweKFC5G6fj0sLpdIws5XqQSVcOTo0aKLxSSLwenaO+7AdgoFxMZiRE0NLn/hBQytrMSHXq+Qet+4Ywc+VatxcNs2bBszBlFxcbB1dGBvbS2+oPhESwu2FBcjMSYGcZxZUamgVavDc10NDciPisKZgQDOzclBktUKnU6HrpgYRI8ZA/eECfhtfj4yDAaUOZ1QezxIf+UVvBcK4ZwLL0RBRwcuTk/HxJqasKfY888LgQ6bSoUvSkoQuPhiDPnkE8TabBj++ONINZnw+V13wZmYCHNXF9ROp6hiqg4eRLCoCKA8/IYNIAk1qk8fDHn4YTTv2fNj/6kVHAPwWr7zZz9D2z//iacNBjj1enGtWqxWzPvkE/GcqsRETN6+HWaPB/FSwsTAKkmlwlC9HhqNBlWvvors3FyY9HrkhkJCRMUkDcp7JRVCmXYowC774fvRMdqnlNkPBQrCID385ptvhs9uR5rbjaZRo9BdVIQds2Zh6GuvwWqz9ZxzpPPOHjgQH3o86PeHP8AYFYVJTU246N//xo6yMvw+Lg7TX31VCDpdr9VC4/EIaXcmVQZpfWsjTY25N6SlwZ+cjDkUrfoKKGtWwSnR2WKLduTIkWLO4qOPPsKAAQPQ3d2NHTt2HNt3qUDBj4zFbjd0Bw5g0QsviKFgbt6pNTXQOBxQU4ZdqqJr3G4Mr67Gmx6PENUQFKbWVpzv8wm59wFjxwqZd1IRSSU0XnllTyBI/6Hn2tvh0mrRr60Nd/Tti5z//AcjcnNxXiCAUU4nitLThaHr7X4/9vTtiyi+r7w8jNXrsaeoCFuSkrCPHlwtLdAbjajOyBAUjr0eD1w+H1wVFbA0NKB7yxbkBYPQGwzI6N0bvj/+EfesWYPpq1ZhfXs7vMOGCQqgzWoVMzUWiR5Z0doK9/z5wOTJcNx1F9r9fmxbuRJnVVRgwS9/iYQnn4RFrYYxIwNZX3yB85lccr5r+HD4x42DZscOBLOzRYIaoHR8Xp7YP2K2b4c9EMC+iykTouBkx1svvoizlyxBYXEx/lRSArtOB81NNyGOwhiPPy46Xt2XXNLjmSX75FDCOSYUwlC/H/8sLUWqToe/VVejKzlZmGxzNksrPdfK60r6fgzEvL/9LTBy5I/8kytQcGrDQQuQIUPQb9UqbN2wQVjbaGJi0OfTTzGTFPGmJhRptaLYaLzkEgybMwf6Rx9FxoYNUNlsiOnsRPKZZ8L9u99hXEYG/nrwoCg8Hiwuxu+CwZ4Ei4iUSxL7AynEc+ZAc/fdyPvpT0WRUoGCUzrZGjt2rEiqmGANGzZMtGtvv/12fE4KVU7OsX2XJys4I0CJ4ZPdZ0uB8MaiYfFAu12IYbDT1REbi/iODgSdzi/VCFUqjGhtxWyHI8wTlyhMRr0ew3r3Fl2nt99+G3Gff4433G4hmCEP75JS51KrUV5biwzKpe/cCXf//thcWSm8tgpdLoyprsYcmw29oqOR/fzz2Ga1IqW8HO74eFxbXY3iXr0Quvhi9B83Dp5+/ZBrMKAiLw+G9nb83mhE+ZgxKNPp8GYohH30OXI6sbO2Fq9dcw3OXrcOqY2NQi1qcE0NHGecIRQROWPGn2Nz/f+3dyZwUZbbH/8NA8ywoyII4oKKuCPiirmihJWmlqktWmn+s00r696sm1rXFrWyblnXJc0slxZNTM3d3BcUdxGVTURRZEe24f1/zgPv3JlxQLaBmeF8P59x5J133nne7Xne85xzfuc6tg0bhp9cXbHK3h6/btmCwt278SwV7t6/Xygrbt+2DbeGDEFat25o/s47SB48GO1efRWnn3tOGJRFfn6wSUwUCovdd++GvZ8fWk+fjht9+yKvQQO015HRZywTuhdaLlyIVllZ6JafD5VGg04ZGThDIdU7duCXPXuExyuJPMYALtnbI5sKDqtUSKAJAKrLU1CAVgAm37oFv4wMLExNFaFFDqXqhM2oe9VoxESHjVoNmzlzoOaICoYxOVTypF1WFsZcvIiwhg2R0bAhOnfvLiZQSOjGu7AQG+LjSyYbnZyEMNTS1auByEgxDlINravXr+OPhAR4nDmDJjY2WHnlCvpmZ8MnPV2E6tPkCwzytMjYimvbFpENGgAvvVRS25I9Vkx9EMi4dOkSjh8/Dl9fX9ja2iI6Ohq5ubk11zpLZ9w4YNgwgGdfLB6aoev6+uvI6t5dhAySZ+qOoyNO2NmJfCmtGiEZVYGB8L99W8Ssa0OYxo1DZEwMctPS0OroUTGT50fvW7ciYs0a8d3xI0YgLCUFuf364Zf0dEQGBuIf586hLYXiBQTgEs0a0sOoszPmnjqFLArHCAjA0enT4ZSejgsZGRh35Ag6Hj+OE5KEPJUKLo8+CtfcXLwlSfAPCcH5xERcp1nIggKoU1NxU6GAJjUVR93dcdHODileXoi1t0fD0aPRpUED5LZrJ0KDaeC83KkTOl++DNv8fBEy3OLECQQ7OopaW/2bNBHhIl1/+UXkYhXb2cHtn/9ErxUrsNnFRRiXSR07QuHmBkVhIXJuUVUkYWEiev58KAoKoBw8GJ5cZ8viiZo1C6rcXLgWFOCOmxtSHRyQ5uICRWmJiKabN+PhY8fgYGMjamcda9UKyWo1btnbQ+1KFbJKamuRrDtdWwGFhWh79y6Ol5YFkGXhVRRC1L17iZz7+++bzYMXK6Ax1syJRx+FTVGRCGt3TU9H4Ouv4y97ezGWEckUmZGfrx3XKAKKJuF/adcOBU5OUC5dig2ZmcgpLMQZb280LS4WtRgdcnIQn5MjQorlkEG5qAxNyhRTwfumTdGFyqhUAb4vGYs0tj755BP06dMHQ4cOxdmzZ0XhupMnT6JLly44dOhQzbbSUqlHOU1WD4lXTJ2KPkuWiJBBEsm4Ex6OB7/5Bj5ZWSWFHInx42HXuDH8hw3Tr6/m5IRuffoIMQw5T6tnz57C6BLiGLRKRASepvj1PXtQFB6O67dvw9vbG39OnoyuHTqgy0sv4UynTgho0QLXevZEC3t7/Ls08ThyxAh0cHdHi4YN0frIEdgcOICkpCRs2L8ffyYnQ7p1C93/+190a9YMvmlpCMrIQPsePeBjZ4eENm0wPSUFk8eORXybNjg6YQIO3biBSKVSeONoP2jAlHPOxioU6BEdjR7vvosG06cjvUcPZKxeLep0pTRuDLfbt9Ho9Gnsf/JJ7Hv2WTyUlYUmeXkY+/vv8P37b6jT0xE9ZgySxo9HcWJiSR7XhQsoSk3VeggZC6Q0P7Hr22+jQevWsG/WDHb+/mg9YgSU7duLKIgjo0ej7+bN8AXQPzcXAUVFaHfxItKdnaHo3BmZoaHIpAKoSiUOUlkCqg0HIAPAg6VCNTRo2dvbw4ZyIql2l5mJqrACGmPNjHzqKSRRHVEfH7SYNElMkFDkB41lwQ88gK6DB6O4VSsxrpFho8nMxPOShFdu34adtzcufv89OrRvj76Fhehib48zHh7Iz8yEyt4eQ4qKtEaWrhohycSrb9xA27AwOJHKaBXg+5KxSGPryy+/FBftf/7zH6gpF6VTJ2FwjR49GgMHUvUThrFeROLtyJFw/+ILZHl4QCmrc5JhvWAB4Ot7j/oZeceEGMaECSJvS8i1h4Ro487z8vNF6KAd5X1FRKCzhwf6/P47skJCcDw+Hm4qFR738cHJNm3QcuBAnLazQ5sLF7Bl5Up4HjuGHArJ69AB7pMnoyHJZjdqBK+UFNjl5+P9+Hj0c3FBq6go+JLXy94errGxKPbwQP+4OKiKiuBy8yaGDxiAolWrsDIzE4datBC/S/sR1rcvbl27Bv/gYOG96xsQIAa9Xz08sCk0FCsnTEDWrVu4Rr+nVkOKjkaz33+HYtcukZNFdVbS4+JE/pazrS3ajxsnwjAb5ebClgoaU4HjzZsR+fbbdXE6meqSk4OCadMQGREh7oV2W7YIQ1zj6Ahp5kz4TJqEiI0b0WHDBvEARaGC9O4qSWhPCfd378J54UIUXbgAN6qPpdEg29YWf2ZmIgbAq6UhhAp50HJ3BxYvNpuJLN1Zc1ZAY6yWnBzYzZwJB40GDadNg6p9e21uVqe+fXEyMhKFM2eKPC2qHTljxgw0/PtvtIyLE/Un1bdvC69Y25s30cnBAaeLimCTnY0sAO1Lox3o/k4t/TlF6YvymOHvX6Gi5GV5svi+ZCzS2Dpz5gyGUYicDqRsNn/+fGyj+ksMY2WQ1+XA1Kkl3hfqwGfMwLm0NNiSB6k0xKksj6bo+Ck/izp6JycRapV/+zYiz57Vrrfe3h6nundHctu2yGvTBkHOzug9bhyCU1PRlYqx2tsj/soV5B44gNOnTqFjo0boGxcnQiwcVCp0yclBzMWLOHzlCpr99hsemToV1yZPhoePD9zbt0d2kyZoOnAglvfsidQ2bfDb1Kk4r1Yj2t0d+21ssI8kelesQHhiIkbt2oXGO3eWqCw6OSFm3jwhdf/bpk1IGTwY+6OjhcE4KiwMwWvWINzWFg1PnxbFio926oSbjRrhsqMjih0dRe2sNSNG4EBBATZ7euL0Bx9gu4+PCMM8/dRT6DZvnihwnN2ggTbUjLEw1qxB0tmzsLl0CV/Pny/UyiKjo4XMf9Q33+BXe3vkFBXhgK0t7pbW0Uq2sRE1tUje2d3dHYuHD0fhnTu4ExcnjLEu5PmiOl1UsFihgNLGBhIVL6U6Wrt2mY2hZThrzgpojNWyZg2unTgB9e7dWJ2ZiVWSpM3Nijx9WoxpUTRWPfUU1m/bBn8fH6TfuAGfMWPg+sorSBwyBJ2Dg5GZnIzC69fRJTYWdyQJ+QqFEH5CaX/gWpqvRblbhSoVVC++WDKBWYmi5IaeLL4vGYs0tjw8yGlsnAEDBlR1swxjtpCBVJicXJKftX498n18oEpNxamnnsJwys8rJy6cpN/l/Cwy1jS5uXqS8cSIESPgRJLvffuiV1AQ7Pv1E6EafYODRfhUzogRSKJwi4ICaPLy4BMdjSK1Gl01GpEzecrJCeRfW56WhunTp2PVypUoUqnQmXJgEhJgm5aGiwDedXRETrt22B4dLb5DCqL5eXm4ePEiXD094ejsjO5OThjp7o6148eLB2cKDaPizdkhIZg7dy6ys7JEIWZSKSSDUOXhgcDp0+E2ZQoeW7cONr17i3DKdr/9JsIucxUKnHRxwVHKARs3DqEjRmCjszMGDx8uPu++bx/wyCPo9umntX5emaojX+8ZmZni4Sj5+nUE37mDYw88AP9XXoGdjw/833oLBdeuISAtDSlt24rcwJiGDcUM+elWrVDs5ITCzEx0y8iAW0YGjhcXC6+XF4BOpV4wuv5t27aFkiYrLl8GzCy3j2fNmfoARV8UXbuGJI0GxRs3ljum0UTcI3v24InQUKhJJGrKFPQZMACb8/KgSE1FenEx3HNzEVhcjKTiYlyicPhST5asMlro4gJV165Qk7e7kikZfE8y5oRcC7LSfPDBB+V+/j4lLDOMFdF1zhxhaNFgQqYUGSLpoaHwcnXVzpbpzqbJxYwJqjdyFsBAhQKRs2ahOCNDPIjqFvElw4Vk3iNPnEA3ObywVDoeGzYIUY5GnTvDPSoKlxMS8FNAAKZRaIaNDdq3aAGpaVNE9+qFQatXo0F0NK4plej83Xe43KgRWrdogW/btMGzVADZzQ1258+jnasrrl29iiFKJdrduIHU3r1xy90dgWPH4kJUFGJiYpCTm4uP3n0XCwcMEEaV99698Hr4YcRERop9oSLOJ2fNQtDatVDL8vc//ADfvXtR4OUlij17LlqENsePo3lGBuwVCvHgfHrmTIzKzsauiAiMmzRJHIe+ixbVwVllqoN8vc88dQodbGwQ8MAD8NixA2jeXJx7Oqc/ffEFBs2Zg0JJQmeFAhcdHNCmUSN8mpyMIZSnlZ2NVoWFsCssRIZSCSUpaBYWgswpO7nWjosLQF5PnckJc0K3eDnDWCukFZvo7Czuxb5+fkIZ1NiYRpMwNDnZfeBAqJKTgTfeKJmgTEqC54oV2Gtri1FKJTKVSjgXFaFXQYEIE87VLVCuVAIkikEFyasgMsb3JGMVni0aZHVf69atw6efforPPvusXicgsuKN9SIbBPROIRK3wsKQkJCAx/LySsIKy5lN0+ZrUeHfOXPEoKTr1Sr9slAszM7OLglLJAOuVDpe5E2FhWGruzuyH3gAJxs2xLBDhxAlSfAaOBBXdu7EbxkZGH/kCJ6m4pFeXnj07l1RoHhkYSGKOnfGMBcX7A0NxS8ZGcjo2BEOd+7g1eJiOCiV8OvdG43S05GTnY3nfv8dt/Lz0bxZM1Hba06HDqIdquvX0XboULi5umr3ZePGjVovl8zRI0eQolTChjxipcIh5HlzdnYW8foXHn4YjU6eRKurVzH68GHtsWMsD5q9JrEUEkY63Lo1kkJD4f/JJ8ju3btkUiI2FgNnz4Y6Px/N8vMRTQqZajW+7NwZ/mfPYmlKCmL69cMteoDTaOBaVITW2dnoXurNohluknaHgwOwZ49WDIP7WYapZXJyhALt5eBgxA8ejJ6ff17mmEaRHDlpaTiRkKAN/aOJueWbNuHjrCwxNh1o1AiXSKlUqRRhg45U0FxHgTCtWTOoX3kFeP55ox4t7gOYemFskfKg7osUCZOTkxEaGirqbdVXWPGmfkBGFZU8mBMUhDO7diGvtD4UDQlPSZJ410Mnj0vXaDNcR1YspELCYiCh5aXf2/PLL3j+wgWktmuHmVeuoI2dHfrduIH1+/bhsyZNkLZ2LaIOHBCb8nNxwc0GDaBMT8cZyvm6dAlOt25hwK5dCP/mG/hlZWFScTHUGo0oDqsJC0PzJ55A7rVrWJCUhML4ePRxcECvXr2EcaUn/EEhk6VtCr19G8odOzC4NLmZwkmuXr2KHDs7XPD2ht1HH4lBOpjk3YcNg1KtRlR6OhIzMkSI45nMTO2xYywP5a+/wvvUKVFfLjw8HI9PnKin2pk4YQIUublwliTcoPU9PbHOxgZhhYUITk7Gx8XFaODuLooZk+qgU3ExWpfObtPgpKDZ7YYNAVK41blfuJ9lmNqFakuqsrPxvJMT/tO7d0k0RxljGkVy0DgW1KePGMNoLKP6kpmJifg2JQVpajUe0mjEOOl5l7I4/2dkybiPGSMiOsqC+wCm3tTZMsTV1RVz5szBv/71L9RXOE64fiCHKPwlSbCPi0MEebdIovqHH7Du22/Fe1WQPWCb7e3vGUgeOXYMxdevY9Sff6Lpk0+io6sr7nTrhkcffRQTVSq429jgVrt2WKdS4QqJZri6YoOjIxSenthaWAjPCxdw18sLnl9/LSR0E5o2RYqLCzY3bSrCQ0igY0jr1jjTqBHCAwJgP28eEB4ujCtDgQ+ZndSWggLsXL9eiIecePtt+Lq5IcrREc1sbbHpzBlhTInBeP589OjZE027dkXSm2/iCOWD2dvri4swZo12NjklBXnLlmE9Sf7fvSsUJ+9JPs/JQXFBAW7a2OCcjQ0uubqikIqX5ubC8dw5+NnZoVFKCrpnZ6OBm5soWkqQ+qD8/7uUX7h/f0lxeB24n2WY2rvnVy9digM7d+JMXJwwitRZWeUaQrqRHLJRRF6xp4uLxeReV5UKjp06oUdqqvBqkVCOLJZDo0HhU08Jw6485UHuA5h6a2wRGRSilEFVUeonrHhj/XWEdMPeqL5IoZ8fhlOoE4B/HzkC14QErPjqq/JrRhnZllhMs4CSJAQkXFxcxL20bNkyMeBt6tEDNk2b4s/Ro4FWraDcswdBo0YJz1N/jQZjfXzgHBuLBl5eSPfxgV3Dhnju2WdRGBCAgY89hht9+qBD//7AnDnCQ+W6ZAlSKJ+rWTNRYNl5xw68GBuLZkol/uzZs8STUDpzSWEhbps2Yea0aUIwQw7feGj0aGQ0agTvtDTcTUwUA6WTtzemvPAC1rZvD7uWLbXGFM2MnjlwAD3798eEqVOFF4RqlcniIoz5Iz84UT7Gud9/xwOnTuG8UomgoCC9a5mujT3TpuF8fj7g4oK3fHyE2lhRo0ZomJuLmAYNcLlXL+F9XZOQgIN37oiHLgobbGVjg8L+/ZHh7Y3V06Zhg5G6OtzPMkwtQLlXM2ag0Y4duHPuHIIuXEAcqYGWhrYbjmV03y9duhTLSDRj5EgxnuXn54uxrMdHHyG3RQsUN26MxDZtkBobK4RwVKWGViaVgFAosH3QIBynaIr7KA9yH8DUC4GMr776Su9vSZJEGOGPP/54jyQ8w1gDwljYtQudCwqgpjhykqYdPhx5x4+LmiLEe7164ehff2GQSiXENGTRBzK86AGVYtvJy2NsWzRQvfXSS+gQHY0dt2+jw9mzIjz3YMuWopbdyDFjcPrkSTykUpUMdHIYR+lDrt3hw0LEguLkA7t1g5pqnhw/Do/kZDjY2wuFQ7i5ITYnB5O//x4zmjSBqkULFMTEIGjyZOxYuxZzqZ1eXlrjUYbCQv6Mi8NEAHNnzoRfp04lIiBTpkA6dw4Ft2/jZkYGHvz0U6S+/DKi09Lw3uDB2OTmpp15FAIfxcU4efAg+jzyCJw2bsRTLPVuUdBsMp13/0cfRUFgIJQ5ORiUkCCM6M5qNTSUx/fVVwj66itc8/CAd3o6rqWn4/PcXOz38MAde3u00WjQ+vZtKAICcFGtRkp6Oh6m0FWFAm40A0hKt6mpKI6KgsP27Xoz13SPkMFH7eCHLIYxLTRO2dy5A6WtLTqkpOCukxOCd+9Gzv/9nzDCaDxTRkSIsaxtZibeOXIETfftE2rVlMVLoeIk8T54zx44DR8O75Urkf7QQ7jt4oK0ixdFWQcaARqWFi4nNcNbkoR+RgwtvveZemlsffHFF3p/29jYCJfuxIkT8c4779RE2xjGrCBjgUL1yFMj+2JIKON2QADit28Xs2xuEyeiH8mcnzihJ4ChKxtPBpixbZH36LF9+yBlZsL3t9/QumlTNC4uxgM3b6L50KFCrbAPhSvSTL+bW4mhRVDy8bhx+CUvDy2jotBj7lyoqdadvz9it2zBZW9vfFdQgA9dXaEeORJvhodjyrlz+L51a/TMzka7gABsU6nwaOfOOJ+WhnBnZ6wvLsaInBztoEZGZfsff0S2hwc+6NgRZ6Oj0fXJJ7V5Zmd370b/ESMQ+fXXSEhPh+e1azjv7o6nvvxSO2iOGD8exw4fhk16OoqeeAKShwcSkpPRVKHQGpyMeSPPJpNnM8XdHY/m5uIvJyf4lV7LNitWIIwewPLz8XBaGg65uSHIzg4OeXloqlTCKTgYd7duhZSfj/OHD+OGhwfSLl+GPRXatrGB66BBwPXrAJUV8PS8R02sLLVPhmFqHjFO2dtjq0qF1pMnI3D9erRftkxvPEvo1k2MZeuOHBHjl2dKilAVDFQoRC5w5qBBaNy8OQreew/HiouFGE67yEh4pafrPYDm2tkhPjwco7/4wqgxxfc+Uy+NrdjY2JptCcOYOWQsbHBw0Jtpl2f6dZepXVzQZ+FCvZk5Xdn4MrelUOBao0ZwVirh/thjsHNxQRtS62vTBti+Xag5Hd6yRSggPhwSAk+d2T4K1dh96BCKioqwauZM9OzYEW0vX0aH5csRMW8efHx88MbevXji4EEs9fTEuYsX8b5SiUI3N8QnJKDd6tX4ZfRoPObmho1376LBnj2IUCiELDtBqoMeTZrA2cVFhC32DQgoadPIkdgoSRg1eHCJKtUjj6Dw3XehyMpC41OnUPDyy7D/5puSJGonJyT37i3aFNW4MXLPnUN2x444pmNwMmYOeVFpdjksDD/fvo3df/yBh77+GgeiosS1bDdtGhIBNAdwWaFA4JQpOL1kCQJtbeHeqxc2JSSgt6Mjkm/fxl/0gBUbi9ckSXi07Kh21nPP/c9rawRj9xvDMKaBxikaBz7Iz8cWlQrdjxwR/bjueNbVyUmMZe9lZOD2hQtC6KbBgAEofOQRHJs5E2o/P2iuXMHesDD89ddfCD99GtmFhXArDS8vBJBFLxcXKB0cyvRa8b3PWDIKieL/mHKhoq9ubm4if4ZEQBimTCh2nepiUUx7ZWff6EF2zRpROJLEKmigE8MOJSKPHInVq1fj2kcfoXVmJg4/8gjmrVgh8rl27dqFgT16IODkSaEEuNvLC5eTk9GsWTN4OTsLT9Tm33+HV1ISbrq5oVVgIHo5OiKjeXPs2LABPdPTccjeHg3z8nD7H/8QSoh//fQTHiRP3UsviaaRGAJ5rzqVGlW6bSLDLDU4GC0vXdKGSf49cSI8//wTGa6uCHzvPb1QyV9/+AEF69YhtV8/JKSmYv78+ZUKC7HU+9FS212Z6zuFDOjgYOTk50Nyd8duT0+4qdVomZWFZAorTElBdmoqUimPo7AQgynUiPI2FApcGjMGwaxMydQSlng/1kmbKzqm0fi1dq0YvzYWF8P72DHEnT4N16Qk/BkSAltXVwzYsAE9MjNFfibV1bpbGj5Y0LgxVM2aoZm/P+yGD6/82MkwZn4/Vsqz9QYVpqsgn3/+eWU2zTDWAdXFKjVEKg0ZHJMmYf3SpfqepdKBhzxfaTRASRJax8QIQ0uTmYmQq1dhl5CAHl5e8MnLQ1ByMpb4+qJzUhJ8GjXChW+/xWPu7kjw8EATZ2e0IJVBT09s/vhjdI6Lw77JkxG0fz+yPDzwgEIhPFUBALYBGKOjLtVJoSgJL6Sm6rSJijW3+OMP3HR314ZJJnbtirStW3GrQQPE6niuyKRqc+YMjoSGihDCyhpajJle36Uer4WbN6MreUzt7RFjb4+R9vawiY2Fvb09mmRm4qa9PXIlSUjBD6LrqlSlKadhQ3QcOLCu9ophmOqOadSPP/+8GL8oesG5oABt0tNx2cEBTU6fRrFGA8/iYjQtveczS2trpahUUPr7oxWNKXI+MsNYGZUytqieVkVQcNI7U1+RRSuqgWzADDS4j8jg8c7PR8zq1Tidm4viJUsQ0KIFNFevoqG3N9YD6KxUIq6gADMiI3HC1RUuN2/irIsLNG3bIjgkRHjMPCj+fdUqBEVEwKGgAEH79qH95s1Cop2MqYcUCsToKCzK+/VrqRz9Gqq3olKVJCqTEVZQgOP79kGpUmnDJB9RqbDFzw8t2rVDiI7aICVc26akYNjFi2hOkvBsaFn+9Z2Tg4Jp03AmKwsz4+Nx0s4OakqoX7kS26dPR8MWLeCdnAzb4mLkZmejWW4u2lDJhNKHLhtvbzQICwMmTKirvWIYpobGNBq/zpOXysEBUfn50Bw+DKe0NLTMzEQHjUYIYkilD58Jjo7woRBzb2/9PGSGqc/G1u7du03XEoYxd0pn78VMX1lGQkXWuQ+iRolajZyhQ4UQgVZ9iYQwJk5E0okT6Hn6NGwUCuQnJsJWo0FGVhYenjgR58+dw9C7d7HrwgU8kJSEQ02aiBCuyyEhiHV1FcYSqQkOy8tDZrNmaHz7NnxKc2TI0CKP2raQEIwhRVGDGUbK06HE6Li2bdEoMhIR+fnC83bsyBEoSLRj0KCSdq5aJeqPufn7i1BBXYOKEq473LiBu82awWn7dh5cLYHS8FZQxPn48fde1+vXC0NLGRuLH9LSMECpxE1JwvU5c9CpY0c4nDqFQklC44ICONrbw7206LeGDK3OnWHbqxdgkOPIMIwZ3PerV9PseUkh+/vcn1q1wOHD0UGhwG/FxQjNysKVo0cxmbah0QhPlk2psZUAoPXw4XCkciTs0WKsnEoLZFBOiJ+fH3uvmPoHGVEUu04hFbKRQLW0Zs0qqV1Fku4//IDrq1bBJysL6qlTqzWTuHHpUnhQOGGpUUNQjtSh7Gw87ecH35s3ca5nT3S6cgXF3bsL4Yo+nToB9vYIT0rCuebNEZ6SgmsUynXwIC4HByPo/Hk817EjYiIj0WngQKhHjBCDHA2U3ocPQ11UhIHk0TJiBJEaIglj9Dh3Dqd1PG+U9kn9Ab3LkvYP9u2LTeHh9yQzUx7arwUFaHHypDAm+fHa/B+2CnbvRvqRI2jQtSvsHBzuuTZIuCVr717EAeiUn494pRIuDg7oqtEg98QJNMrIQH5xMaIp/LWwEE3t7WFfUIAiLy/Y9u5N0rZsaDGMuSBPGKakQEMh4Q0aoEkFFGNJTZfGq18zM3HkyBFRwmRB8+Z4hhRHnZ3hnZEBRalni4qWt3V3h2roUBE6zzDWTqWLGvv7++PWrVvav8eOHYubN2/WdLsYxuygh8r90dHCSNBChlZyMlAaPnf0yBFcT04W75XefkoK9kyejB8WLRLGD4VjuBUVocnhw+Jvwq6gAN0TExF//TqS3N3xQEQEXHx9EejggNVk7FCSpkoFTWgo7NLTcdzPD8VKJS5fvgzNr7/C6e5dqNRq5FFo4WOPCTXBVevXi9DAs/7+0DRsWCKAYaRth/bsQR49KM+di+7DhmnXC54/H8ohQ9CzZ09sJJENGxuhXGWs4KScs3W2TRtsIM8WY77QA9eePbhz6BDS0tJw8MwZvWs/JzYWFwYOxLvTp+NImzbC4HZPS4NjSAiUDz+M00OGwDM5GVJREfJzc3E3Nxe/OzqiQKmErZsb1O7ubGgxjJlOKub/+isu37gBieTWy9FRS4mNxfLQUPS/fh2ZsbHwPXAAIw8cgCI5GU8lJeESFS2+fh1XJUl4s9MpX8vGBtc6dCjxmDFMPaDSxpaheOHmzZu1D4IMY81QTa3jAQH6RgJ5tHx8tMZWbK9eOO/lJWbv5GLDFYVC9JKPH0fThQsRsWaNCCeUnJ1RkJUl/iaDp+e6dQj29sao0aNh5+MD919/RXOS1O7RQyj7vX7sGHKGD8ex69fxWZMm+F6jQXK7dujYujW6tGyJTpS3ZWen3Q+ajWy4YQNUy5Yh8MIFkXNFrabwRd37mtqWf/s2Is+eFR484d0ofUgm9cGg3r1FYdsHFQrcCQ/H8LIG0fXr0b1lSwTFx7OEr7lDobAhIcho0gQb3dzwfefOetd+0uTJyI2JwfM7dyL58mU0bUqp7yUhQhRy2HX3btxyc8Ot3FxcLixEKwDtU1NRSA9z3bsDW7awocUw5njfN26MOS1b4nKjRnjXxwcjyxnP/nruOfhduoSNK1agw5UrsM/Lg1vXrhjUujXOPv44/ADsKioSBe3vlBpb15yc4MKhw0w9otLGlimZPXu2mB3VfbVr167M9c+dO4fHHnsMLVu2FOsupJvXCN98841YR61Wo1evXjh69KgJ94KxVih3igp36xoJOU5OWBUSIt6JxydORNtOnWCblycEJ8qEBi6S1NUZwEg2PcjFBa2cnTF63z6xjAoGN7S1xUiFQhg8VBDSPT0dblOmCNU/J6pNtGgRHh4zBp7btqGFhwdmzJoF31deQb+kJDylVAqPU1+FQrzUbm4YMWIEekRHY2jXrui6ahU8TpzAgKQkNI2JEXlUIhxk61Zh4Om2jYw73ULNulAuFnm0SMHwqdKcHGP7SN7BY3FxYjssjmHmODkJWebThYUI8/bG4MGD/3ftp6TA190d3llZwtj+pFs32Lu4CEVL2wsXRMHTND8/3FQocFOpxEBJQjDdQx4e8PzjD2DHDsCPHsMYhjErSsPYX5g7F5+3aYN5w4eL0HAxnun26fRauhSPeXnBSaXCwzY2uGtrC4/bt9Fr1Ch0iIhA37Aw/BYXh44UEQHAHYA3IOrqpb/zTl3vKcOYr7ElG0GGy2qKjh07Ijk5Wfvav39/mevm5uaiVatW+OSTT9CkSROj66xdu1ZI1s+aNQsnTpxAYGAgHnzwQaRQrg3DVAIyDgxD43Sr2svrUOHedDu7ckMv9PK/5O17eqLl+PFwzMxE4rlzYnATYhmlIXvC4PH2RvPRo+9t27ZteHLgQPT5/Xf4+/hg92uvoVduLppdvSqu+7y+fYHBg0V+lpx7lfbaa8J4ozDE64MGodHjj2P13bt4qKBAKBaSgafbNmHckVfLkNKQx4yBAxEG4NiWLSUDs5F9NOodZMyW90+cgPOtW7hSXIyJbm7aa79g5kzc3LtXJL1LN2/C5sgRBM+eLcJJA597DqrGjdH23//GzZYt0aWgAC70JYUCKnovw2BnGMZ8OHDgAIYPH475ly+LiTQxnun06ZSfG7N0KZKvXkXg4MFo9McfcGvXDs0XLSoR0yFRtddeg5ckodvNm1ApleL+LwDgoVCg6ZIldb2LDGPeYYTPPvssRo8eLV55eXl48cUXtX/Lr6pia2srDCf55eFBj33G6dGjh6jTM27cOCFFXVa9rxdeeAHPPfccOnTogO+++w6Ojo74/vvvq9xGhpEJCwtDNHmJdHJZSATinlA6Qy9PaaiGoQITSbNv9PDATqWyZHCTZXdJHtfTE30GDIC6oAB5K1fiwNSpIrRQ3p7q+nX0Hj0aj+zdi4c/+QS2Li643aIFsrOzscHeXtRAEdsr/W3fpUuhbN4czX/9Fb1WrMBmFxehRrglMxMuycnQDKJKSPdHFsUg42wzycOXDszGctyMeQcZMyQnRxSypj7zz0GDEPrMM3rX6roOHXDKxgZLHRwQ6+SEiIsXody9G0FBQUjduBEdWrcW4UU9s7NRRMqaNjZIbd4cOHSoJAyVYRizhMLHKYycxjbqq9999124OjsLw0t33KJoBtKnprHq9169RJRF2x07oNy7F1cXLRJjFI1D49LScMfODgW2ttjn6IgsR0d8Fh4OJ/ZsM/WIShtbEydOhKenp6iaTK+nn34aPj4+2r/lV1WJiYkR2yOPFXkREhJIILRqFBQUIDIyEkOGDNEus7GxEX8fokG/DPLz80VlaN0Xwxhj27ZtCAgIwHYdT40xD5ihl0fkRZFBYsRDpJowAbZTphjPexo1CnkqFY5/9RUK4uJEEWExOK5fj5w5c6C6fRst+vSB5tln0Tw0FIFqNdITEzEsP/9/PwNg6d27WLNrF7pSUeHSh1/6bZraCNy6FckuLoiaP1/vp8mw0zPwSiFRDPu4OETk5ekZmsa8WOLYkHeNjoeV53padD9Ccu67dqH5yZMIeuABRLi6lpx3UthMSUG+mxvWDB6MpPBwJPn6Qu3hgV+XLsXxL75ATlYW9nz+OdyOHkWDmBi0dnQEfH3RiGpp8QMWw5h1HyJHa9CYRuOY54EDIhKCQsxprDmwf794p75e+cIL94xVkQcOoPDSJRzbuRMFTz6J4uJiNCosRExhIZSurrjo4oLXBwww+X4wjEVLvy9fvtw0LQFEPtWKFSvEwyuFEM6ZMwf9+vXD2bNn4eIiAlEqBXUYGo0GXl5eesvp74sXL5b5vY8//lj8NsPcD7n2VNcnnyx3PfLynJw1C0FPPinymXTDD2lAE6xfD3VWFibSzCEtk71hujW7nJwQefo0Cry94Xb4MJotWKCV3BUS8QsWIG7ECNzw8YG0Zo0QMWio0Qh1wOGldVA0mZmQVq4UQgZrb92CYvt2PLx0KTzl+l4hIbgzf/49+Vm0n5SLE/n221CStPecOcJQI1GMHRoNHj56FI4TJ2r3h7xYtH/3eLGMSehbIRbXj+jUiKPrNWfvXqQEBYmP6Fqla6kt9cOzZ2PcW2+h388/w2voUJzLzoZq7164qVRwzc5GnIMDTt65gynFxbigUqEgIACtKbfw3/+u6z1kGIuiVvuQ0vufxjSaIJP7bd2xSx4DaJKPwsonkZFFfYa8CZKLP34ctx0coDl1CheTkhCiIQ1CwKG4GKmShNBZs6DmAuZMPcOsBDKGDRuGMWPGoEuXLiKvipQO09PTsW7dulptxzvvvIOMjAztKzExsVZ/n7Ec5PwnUaBXxogwhKGXx6jYhkHYHYXnafOfdCAjR3nzJjJ790bMN99oPVLkvSIPV4OlS0WOzYlx41BED8AUAjJ4ME5PmwbPTZvQ6uhRDCytk9V6+XKhJLXt6adxYMaMktpXfn5G87NkkQzK5JIHXIJCB8lfsfXiRb22GvXw0THJywNIot7KQwktrh+hAqZbt4oCxnS9RnXsKCTaKUy7iYuLMKwupacj5623oJgzBzlXryJx40bknDuHGF9fOOXnI8PZGR7p6Xi5uBgNSeYfQBN6GFu8mMMHGcac+5DSSTCniIj/iRwZjF3+b7+Nq1lZ8H/rLaNjFBljmlatUODigl+7dYNXaXqHfWlf0MLHp8TQYnEkpp5hVsaWIe7u7mjbtq2oEVQVKN9LqVTeUweM/i5LUIOg/C9XV1e9F8NUOPfKiDCEoXFlVGzDwCCTFf4MhTbICOq+ezfs/fyE90kW0RD5UhT+cfAgxq5ejV7Xr4MqYQljcN48dM/ORpvERPTo1Qv+L7wgXl2few4ODg4IMjCgjCGLZHSbN09PmZDUDc+p1VD7+pYvClJ6bPJTU7GfJOph3VhcP1JQAMTGUuyS3vVK1+g4lQrnT57EjsJC/LplC/64cgUpxcVY5ueH5DfeQJPevdF0/37cUSqhadBAPKjZKBRo0rmzcVEVhmHMqw+hMN/oaHH/645fun3BtgMHkDl8uBhjjI1RNCFH49L1F17Aw1R2xM4O+ba2oogxCeTQRIzuuMgw9QWzNrYosf/KlSvw9iax0Mpjb2+P4OBg7Ny5U7uM4ofp7z59+tRgS5l6g6EhpSNgocWIAWbUy2OAoUFmTGhDzpsitN6n0jaEhobCLSICQ0NCtB43Nc0sUlvIKzV0KFpNmlQyszhpkhDMcHv1VQS+/jrSWrSAskGDMqXddTFUJqTfemLYMLh5epZdX0vn2ETGxCA3LU1PWp4xA0hEpVUrURRbe73ScppcCAtDvqsrIps1Q8uTJ/FIWBhSWrXC7L59MWHCBPRYuBCb9+yBunt3uOTnQ9O/P+zbtYOqlqMSGIapItu2AQEB4v7XHb90x64yxygSz6B+AsDF4GB4Hz+OoJMn0apJE9xwdUWchweSg4Ph/tprVh/RwDBmb2zNmDEDe/fuRVxcHA4ePChubPJMjR8/XnxOgzq51XUFMKKiosSL/p+UlCT+r+sJI9n3JUuW4IcffsCFCxcwlRL8c3KEOiHDVJoyVAT1MGaAVQBD8QhjBlrkW29B2rJF5E3pKkdRKYM/J09GMwcHxJCwBQlpuLpiRV4eluXliTpgOePGYZW9vb5HqTQHrCg3FzYODlXyQuT07Yu4bdvQ9a237ls7K6dU+tfVQFqeMQOonw0PB3QNZroWk5JQ8O67uNa+PSa4uKD99Ok4df06RlAJjZUr8ffLL4v+9fL8+Uj7809kuLiIGW0cO8aCGAxjaWMb3f9ljF+GkzD0Tn8rf/1VKBAefv118by1b98+nMnIgF1mJjQFBUhRq3Gta1eop0/nEEKmXmJWxta1a9eEYUUCGU888QQaNWqEw4cPi5kUgpQJSThD5vr160JqmF60fMGCBeL/kydP1q4zduxYsfz9999H165dhTG2devWe0QzGKZCGBhSsrFD7zLGllWUsvK09Gra6dS6I3EMt02b8OJjj8HLwQHqK1eE0UPtW19cjMIff0TRf/+LmdOm4dcffrinWHFFChbr7FjJ7CWp0umEUkbNm2dUvdAYJNBx1t8fmoYNRe0wxnxIycnB1P37xbuWUaNQcPkyIs6cQYd16+B09y4uf/GF8EyeW74ctxITkbZlC2J27EBQUhKCNRocys9H059/5ocqhrEgZIXclAqMX4bj1Emq5VhQgOToaEw/fx5ITUVGTg5Srl2DsqgIThkZuE4iOQxTT6m0sUVheJ9++in69u0r6lz985//xN27d2ukMWvWrBEGFMmdkuFFf7du3Vr7+Z49e4RaoUzLli1F3S/DF62nyyuvvIL4+Hix3SNHjgjVQ4apCQyLGpMBEjVjBtKTkv63rDLbKyNPS952j549ReHYbp9+KhaROAZJwC9ISkLjixfRKzAQTqXx9PQZCWF0vX0bE0+ehN+XX6JhXt49HqVyCxYbGWBz335bb6A1TJouD/JWN/D1FZLz/DBuXjmIVPidJq1m6xrdTk74rVcv2LdsiR9bt0aurS06ZmUJWfeGjo5w12jgoVLhzagohGs0oIDvJ6n4MedpMYzFjWU0bv05fvx9xy/DcarLu+8KMZ3uCgUGaTSYolCgV3ExAjQaeBYWIq9hQzxMYcoMU0+ptLE1d+5czJw5E87OzmjatCm+/PJLvPzyy6ZpHcOYOfeoCq5fj+4tWyIoPr5KhXuNFkTWLR584ACC+vTRPsySOMbwzp2R2a0bAvv1gx1Jdg8dKmYmNcOHCxGMoP79ocnIQCOVCu7p6cKjZKxmVk5sLC6Fhor38gbYWQYDLSVN54aFIWbevPvWzqIwFDouNLBXxfPHmC4HkSSmqcahrrFF54hCtF2cndG1b19k5OVhzfHjyAKwT63GreBgtLh1C7np6chzcYFGrUZjncgChmEsZywLiovD4wMH3nf8MhynlLt2IaNJEzRv1QoKLy80bNMG6sJCFAK4XFyM015eovwIw9RXKm1srVy5EosWLcJff/0lZj4iIiLw008/CY8Xw1g7hiGC9+RVjRoFla8v+lKx4Cp4bvTytgzC9WRjh4oHa5c7OcF+4UJ0HTUK9l9/jZyxY8VkCIUW0r2ZM3w4Im1t0XbyZGT26qUN75LrpZx+911g6VJg2TIkTpiAjOhoxJN4RjkD7Fvz5+sNtPIgTUZmRZSm7vEGMmaRg0jXXgiJq8jXbU6OKBfQbeVKUT9rrFqNv1UqBDdqhD9JYGjsWLj//Tfc8vLgkJmJC15eUH3+OdSvvlrXe8UwTBVICA6GXdOm945fNNYsW1YyVujmE9Nnq1aJwvY3NBrMUqvh3KMH8i5ehK0kQQlgi5sbjnfpcn/xJIaxYiptbFHe1EMPPaT9e8iQISJ/hML/GMbaua+hUEVxDL2QLsqpIm/DrFl6yoeysRMG/C+MTy5EO3KkMAB/f/hhETJYGB+PYZmZOD5oEPKSknA2IQF9lizResTkPK0OHTogZulS8Ur28UGGoyNOkrKU0V0rGWA9PT31DEz6t29wMFT3Ew4pxViNMaaO0Lle5TAiCoOVr6vu6enwun0bnSgfcOxYvNerF+JtbDDXzg7t9u2Dd3Y2bEs3VRwSAjUpZXJ4KMNYHHT/38zOxm/kgTK8h2mM2bUL2LGDlMy0E4ByaPnArCzEREbi4Z07kbF5M+4WFYmHy2tOTuj30ENYuHBhlSYfGabeGltFRUVQq9V6y+zs7FBYSA5jhrFuTGooyCFdRKlcu54EL4DH8vLw7yNHcCcnB4krVyJv8WKt4UXeqqD0dBEy+Ejnzjh/7hw0zZrBJjER/i+/rA0bpBetS4IYm11csBvAbklCwoABuDlrFkZOmVLpdlemdlZFZPCZ2uceD+WoUbBzd0eDTp0QHxuLnLg4pKxbB//CQlHAuiFJvQMipPCshweCKYyUYRjrG9vIAx4aCjg7U7J8Sf+QkoJrK1bA4dIlbNu4EaHJyehy4wZw9y7sNRr84OmJO48/jtDFi7mvZ+o9CokUJSqBjY0Nhg0bJortyVC40uDBg/VuqN9//x3WQmZmJtzc3EQFd7MvTMrULrJniQaj6g4otK0NG0TOFRU4DgsLw7Zt28QgKO6tVasQGREBRXw8cjMy0Lt1a1ylWnTNmuFOt25oFhUFpUaDTsHBwogKCQxE3LPPov26dYj5+msRNkjeLEiS9v8kVEFCNOSdJuXOKg2KOTnYP2MGolq2FOIXZEiZEku9H82i3fe7XkuvQeEpBfDLihVo9dVXaGRvj0ZFRfBo3RoHo6ORq9GgICkJvQsKcNXWFq0uXYIny7wzFoRZ3I913eYKjl8UNUHjhDIvD+NKvdzk4So6eBDZ168jytkZkUVF6JSbi8C0NJxVKHDL1RUjrl1jQ4uxWipzP1baszVx4kQRRkQ/IL+efvppkVitu4xh6mWR4xqQ3l0TESFCFUkdTjdkMScsDA43b6LI1xdtx4/H/thYqErzp5qeO4fijAzA1VUYWg327MHfVJPL3x8X58+HJjdXW7RYV+qdBsJJkybh+eefr9ag2L17d3h4eHBooIVfr/I1SA9XFE5I9XLOOjvj+q1bKB4xQlxzBV26IDY/H+2KipCoVCJn5Eg2tBjGiscvCjHctWsXtu7bh9dLIxhSXnkFMSkpuC1JsMvPR2sqZm5ri6uNG8NZpULItm1saDFMKXK4fYVZvnz5fdc5e/ZsZTfLMJYJzQiWegIIekil2lcku05KgZXxdsk5M51iYnCjTx88OWcOtm/frjVgyNuVHRqKwXv3Yv6VK4jx94fP8uVCsIa8YVFkSM2ejeCICNAd2OfRR3E2JgbFubkitJBCEteXespI6r2mZkMpbv/ctm0Y7eoKe06CNm/CwkpyAZ98Unu90nUnvKdUM23GDGT7+CBp/Hh0DwmB+6lT2JaZibu9e+OFI0eg8PNDUUoKPisuRlbjxnBQKtHum2/qeq8YhqkK1IdTjjCJLuXkCCNK2x/oCOU8np+P4gcewN+RkaLkDk0AHt29Gw3t7aFWqdBHrUbz3Fz4p6YiQaHAzdGj4dGhQ13vHcNYX1HjrKwsLF68WNSwCgwMrKnNMox5YyCIQQMVeZXO7t5daW+XnDPTx98f49Tqe4Qo6PPO16+jxdChQqhAV6Zbt1YWGXndhw2D25QpYlm3WbPgk5WFG61bGy1qbKzmUpnQZ5QgnZSk3T9SSbS9dg1ns7JqxMPHmJBt24CAAGD79nsFX0rLFpAx32LgQKgOHoRTYSEeLygQYRLffPMNhl6+jI9yc3HhpZfg0qkTWuzfzzW1GMZSobGFUkJK+26jAlDr10OdlYUJrq6i1I+vr6+YAPygWzcE+PggeNAgBG/ZgkCVCoWShAYKBeKjo8seZximHlJtY+vvv/8WoYXe3t5YsGABBg0ahMOHD9dM6xjGwiCDKH3QIHQaPLhCyny6kFHVd8ECIR1v7Lv0OYUAHouLg+3jjwuPFhlkZRmA5LUgUYyiDRtEDZQRFy/CA8DIggKjRlXeDz/g6rffivcyIY8WJUjHx2vbSCqJF55/Hh3Ia8JhhBYj9X5PUnxp2YK2P/8MVatWwOrV8AwIQLKtLUaEh8Pzgw8wMS4Oja5exUNXrqDtjh1w4vBBhrGaPsGoSIZBeQh5ApDGIN+uXdFlxgwkPPccEtVquCmVUEoS+hYXY6RCUZd7xTCWb2zduHEDn3zyCfz9/TFmzBiRGJafny9mQ2h5jx49ar6lDGMBkA9qnEpVkkBclXh1XU+ZEU8ThQEeDwjAhlLPRHnItbT++OMPUZ/rz549hcdLbW9vNE7/5IkTyMvLw8mTJ8vcJuWN7Y6JwQ+dOukpDxapVNBUdZ8Z0yNfS4SOJ/YeZUjSS3JyEnlYyyIiMK24GEcaN8ap8+eRvGePEMbQ5OWJa4lhGCuhVCfNqFKsPCYRunUfS8eiP197DVHp6ci6cQNnCwuRbmcHjZNTyRjIMEzVjK3hw4cjICAAp0+fFrUTqL7Wf/7zn8puhmGskxoUzDC2rXLleQ2MM1kII3z5ciGi8dDEiSUer+HDcfDsWeRRHhetW/q91q+/jsPu7mg9c2bZTdq2Dcvy8rD94EFtqAmFniQlJWHGjBnaYs+MBV6XpetQGQE6l6SEeebqVWzVaOBx8SIKvL1xokEDbJs5s+RaYhim/oxZBuuNCgtDj+hoPPzVV2jWsSMSAKwGsKioCPtqQp2XYeqzsbVlyxahXjZnzhw8/PDDUCqpRjjDMMbCtCoLGSurVq0qMVqMbKu8GlVygUlR7Fgnj4uU4sR3aOGqVdi4cSMy8/Jw9uDBkoGzdBC99PXXyBw+XBhSZe5eWBgmq9UI69tXa/CRARgXF6dNnGYs87okr+X+6Gj8lpGBh9LS0NjRUYSIz7Ozg8e5c6JeW2LbtnBp1YpVxhimnvQN2jGJwsR11lNGRMA+MxOuf/+NB5KS0FGjQQdJwiZPTygtREqfYczW2Nq/f78QwwgODhZiGF9//bVIqGQYBtoQrFXr11fJyyMrEpIqnGHI1z3GmOF3JUmEC24wVjpPR9hilI0NboaEINvBQagYyg/Zbd9++74Fm522bcPATp1EsrT8wE3vlK8pJ04zZoicxyfsbZ3rR8cbKocFURkBb1tbLOjXD1OnTsUdb2/kFRbiqkIB5WOP8TlmGCtCW+7hng9K+gZS1xWiGRS6risGJUm4odFg/c8/4+6dO1AXFqIoMFB4xcexKi3DVM/Y6t27N5YsWYLk5GT83//9nyh0R6poxcXFQqaaDDGGqS8YM36MKjpVUpGQVOHIQ1WZbZNQRcbAgRCPwjrhgfROXq8jKSk4v3UrNI88ImYeozp2FAOo/JBNHq2yvGY6DQRcXLRSwRXxuDHmA/XXFJ2wttT7qRsaRN5Kt4gIdHj99ZLcvkceAZYuhebkSRzRaHDUyUl4S/kcM4x1QGMLGUcUBn7PmFLaN9DkHE3CDR06VG88GhEaCtczZ9DA1hbnLl7EaVdXnA4MFBM03EcwTA2pEdLNRIVQydN15swZvPnmm0Icg9TRRowYUdXNMoxFYcz4KTev6j7QENU3OBgqqolVXHzvtkvj5EcOHXrvd52chKF1ZteuklBC+UF6zRqcPHQIp5KS8JmXlzCwdNuo/T9t837S7wZSwYxlIUkSbGxsoCRjmc61HBo0dCjSJ09GGwcHXFm4UCTM5/30E1I+/RSqggLcdXDAwWbN2KvFMFY2flH4d3x8/P/ubXmSrrRvIKELmkjbuXGjXukQu7lz0UKpRPvDh+Hg4IDDkoSZc+fW7Q4xjDXX2SLBjHnz5uHatWtYvZpSJBmmfmDMsKqWl4cMpOxsYdCQp+qebW/bhr4BAXAypkaYkyOMqsz8fJw8eBA5ffuK8MC8/Hx08/dH286d0TcsTGxPt43a/1MNpvskStOs5uq8PORRTD4/eFsc48ePR3h4OMaSwUznWg4N2rZN1NbyystDh9atEfv110hbtAipajXyHBxw9PHH8ePvv/OMNcNY2fhF4d/z58//370tT9IZhA2OUij0SodsaNYMyvh4FPr5wV6tRt9Bg7h/YJgyUEg01cmUS2ZmJtzc3ERhT5K5ZxiTQbOKZOyQIWNs4Crr89KcrHwfH8RTUdqhQ0U9LgoPbCxJ6L5pE3yXLjVeF4m+SwMszWTSAFvWb5fm+5C3jYxAMtDqAku9H82q3YbXkfx3SAhuPPQQpKwsKGxscLyoCGcnTUKzdu3q7HwzjNXfj+bU5vLGGFpOKrZ79+J6VBQOKJXolJaGO6GhONm5Mxr4+nI/wdQbMitxP1bas3Xo0CFs2rRJb9nKlSvh5+cnQginTJkiam4xDIPq1dmqzOelxYZVycloumSJMLRkwQsSPEh2cUHU/PnGt1nGTGZZM6EuLi6iHhfLvFswhtdRqbDLpcmT4d6sGVTFxYi3tUVxz55ISE3l8EGGqS+UNcbIy6lO47VraODvj1Y3biC+fXucv3YNDh4e3E8wTE0ZWx988AHOnTun/ZvytUgKfsiQIfjnP/+JiIgIfPzxx5XdLMNYBeWpBZp0G6NGIa9xY6zu1g1rdu0SHq1du3bhKUlCj3ffFfW2us6erfsj/8vPkqV/K5CzRWEiKpVKCOGwzLvlUNY1pbucVMeuu7ggLS4Ou5s1w80uXbCrcWP9ECOGYepd36C3PDQUl+zsEOXsjPSQEGiio3G3Xz+o1WruJximpoytqKgohIaG6qlbkQQ8KRS+8cYb+Oqrr7Bu3brKbpZhrAI96fYqGlxVUjN0csKv9va4mZ0N2/z8EhEN8jDfvg3l7t2IDQn530yljgy8CAspnbHMi4jQq9NVFtURAGFMjEFh6/tdU7rLR2VlIejwYSjy8+GRnIwzly6JhHd+gGIY6+0jKtI36H7v9Ny5uKZWw+3vv9EyJQX9e/SA88GDQq2QYZgaMrbS0tLg5eWl/Xvv3r0YNmyY9u8ePXogMTGxsptlGKsYvHSl26uq1lcpdUBtE3JEaB/FDZP4AYloqEkEwZiqYWnIIeLj9UQuyq3TpQPLvJvxNUhKYUZETuiaauLigscMJPt1DWf1uXNw9vREel4e9tnZ4VKHDqKcB8MwVoLhRFs5k2f39Bml4eYdOnZE1pkzuNG+PYqdnHDGwwO5YWHcVzBMTRpbZGjFxsaK/xcUFODEiROi9pYMhRfZ2dlVdrMMY7no1CoiA6TvggVQ+fpWSa2PjCaaURSKgUbUAcsK7aDvZGdnixA/NRWUbNwYOcOHi2KVoSNG6A+mFDZI7aMcLsrVKd0mrXcnPBzDyytIWYbnhDGTa5CgkFCDa4+uy3F0bZRK9uekpODA1KniPMoJ7euCgnDe3R3zevTAXz4+6B0ayt5LhrEmjEy0GU6eyeMBoddnhIUJddvf8vNxo2lTJBQWwu3773G+d284cqQDw9SssfXQQw+J3Kx9+/bhnXfegaOjI/r166f9/PTp02jdunVlN8swlouc8yQPNvcTuSgHvdANw+2WE/Kh5w2jAXXkSFGsmNalGUc9T1SpGMKq9eu1xh2ttysiQuR4ldtqndpdbHSZEfK1QoZyWdeeTm5e0vjx0CQm4vS77wLLluH0tGlIyc7GZ61aYV90tJhUIy8pey8ZxoowmGirzBi0ceNGZGdlwX7jRnS5eRM9NBrMnTsXqampYpKP+wqGqUFj68MPP4StrS0GDBgg8rToZU/qNKV8//33CCMJaYapL1TDuDJEL3SDMNhuWSEftIYwlCIitN6w8nKr9HJ15PXog/vU2dIOvhVZlzGPa1D2RhI6NbWa5OUhqEMH6rTRPT0dQfHx6NmzJ4KDg9GgQQOeqWaYejhWjQoLK8n5pYk7Wo/6gfXrMaqgQNTZGu3nh9b29lAVFmJIdrZ+QWSGYWrG2PLw8MDff/8tcrfoRQ9quvzyyy+YNWtWZTfLMIyRcK8K50uRx4ni8A8dQp69PVbfvVsSImbEU6Wb36Vb4FgzfLgIE8kpL9FZHqxLQxW5sLFlhbkKRo2CqlUrtP35Z5GnRefRLjUVvs89J8SNSPBo4cKFPFPNMPUQCl+nnF8nOQdr9Wpg61bKG0GBWg2b7t3h+tJLSGrfHjd69xaTMwzD1LCxJUOFvJRK5T3LGzZsqOfpYhimkhgJH6zQd+LiAH9/HD9zRqgSRtGkhxHvk25+l+4DNYUdkmT8hookOtegN4+pozBXygn09weys4HwcPz07LMiJOjPP/9kQ4th6iuG/YVCId5OnD2LzLw8nI2MxPFLl3AyKAgnoqO5DAjDmNLYYhimDkPCDHOlaN0FC0Q8ftCcOSIssOucOUaNtvLUp1jS3QrRCQXSu27k/I2ffxbvT65bJ3K1KDScYZh6imF/QVEMw4Yh8KOPkD5oEDoNHqwdY+aUvvOYwTDlw8YWw1hySJgupcIX5KES4YGenkaNtntCEUsNOJH3xZLu1n/dGORw5Tg5CdXKxi1bYseOHfDz86vr1jIMYy79hc7kX5FKBc3YsSVjiCTBk8uAMEyFYGOLYawoxLBCBZENvWOsMFi/rhvKwdi0CZg2TZzrKhXRZhimXo0zG1evhtemTUK5VPQhLJDEMBWGjS2GMVOM1tQqI8RQXpeUQOWwDu33U1KMG1c6ggk0sObl5+PYli3IW7u2cm1izB8duf+8rCxojh1D3KlTSFm8WJQGiIqKwtDyhFEYhqk/lI4z1MsvXboUPyxahEf370erq1fR8NQp7NqzB7vPni1fTIlhmJo1tkiVcO3atfj888/Fa82aNWIZwzBVpzIeB1o3KSlJKIHKCoPy9+8RyihDMGG9vT1u29hggyTdt010j7PRZVnI5+5oVBQiFQqkFhfjocWLRW3EmJgYYXQxDMPo9hkUWhy3cCHOZGdD4+iI3QoFXj98GItzciompsQwTPWNrWXLlqFPnz44cuQIiouLxYv+HxISIj5jGKunLNGKam6rMoIVtG5cXBxatmyJiNJwQKqXYlQoowzv2Ijx43EnPBzDKSG6nN+hbRIcemZm19l9PpdruBG3u3bF+y4uGPb443B3d8fTTz/NSe4MU1/HpzLWoTFkyI0buNahA+42bIim69bheJcu8O/aFc7OztxnMEwFUUhSOdPYFSAgIAAnTpy4J0GSpKW7deuGS5cuwdLJzMwUUvcZGRmiNhHD6EGDFHmOyAghI6aa28pPSsKxuDgELVhQqcRj8jKR8UMFkUWdrppoz31+S/ai1SaWej9Wu933u87K+JzOFc1Qk7HltH69uL6Ox8fDf/Zs4c2qi3PIMHWNJfYjVWpzRcYnnXWEyJKR/qLr/Pmin6jLvp9hLPV+rLZnS6FQiDoLhtAy+oxhrB6DsLxq5TWNGiUMraiWLSvtNZJVBtW1UHC4zOLKTN3VXxs1CnmurqKgte61pxeOSgWNfX3Rd/58eHp68jlkGGunIuOTzjpl9RdyP8F9P8PUgWdr06ZNePPNN9GpUyc0bdpULLt27RrOnTuHzz77DI888ggsHUucAWPqDhrIaLCicDsalCpLlWYOaeAk4QsaNK18ELTU+7E22m3s2iOBFMrbo3BSUQ6AYRiL7Edqos33G5+048/QoXCiwuf1YExhGLP3bJExdf78ecyYMQMDBgwQr7feekssswZDi2EqS3WLA9935tBYfH015NtZYdAKrz1SCSu9Dpw2bkTfrCw4RUSIdfh8M0z9pczxybDe4saNwNatJWOKAdyHMEwdqBEqlUohkvHYY4+JF/2flpFQBsPUN0wZZkGD24EZM0QcvV6NEzkMhDCof2I4MBr+zXWWrPDaoxlp+TpQKFBYVISDhw6Jc05KkhEREZg+fTo/LDFMPaPM8UmnJAj1C4cOHxb9BvUf9DdJwJPomZwDymMGw5hJna0xY8ZUav3Zs2eLPC/dV7t27cr9zi+//CLWUavV6Ny5MzZv3qz3+c2bN/Hss8/Cx8cHjo6OCA8PFzLHDFNT1OYsHw1yJ1u2FAnLerk7ssKgkXwtw4GRilN6bN1aolqoM9NJdZZ4ttJKrkHZ+C6tg3PM2Rkn/P3FNZCXl4eTJ0+K8hz8sMQw9YdyxyqDvK1If38cJ/VSSRJjxp49e4SgDkUx6dZzZBimFoytJ554wuiLDK07d+5UensdO3ZEcnKy9rV///4y1z148CDGjx+PSZMmiYcHuvHpdfbsWfE5paPR31evXsUff/wh1mnRogWGDBnCD5RMjVHjs3zlSPWSYdTA11coQ90TRy/nbdEAqPOZYdjIKIUCHgBGlgrYyDOd27Zt49lKS0LnOrnnGqTzT+e7tMZat5AQcd3QNUATU6QU27BhQ35YYph6hF4/YTjO6JQEoTHDw8MDwZTSf/s2RtnYYNCgQXBxcRHlRcjoYpEMhqlFgQwasH/88UdRc0EX2uzYsWOFZ6kyni3qBKKioiq0Pm2fjCYS6ZDp3bs3unbtiu+++07IzpM0PRlfZMQRVAesSZMm+OijjzB58mSrTaRlao8al8KtqpR8Wd8zFM+gv2mwNTDKLEXS11Lvxxpvt4Fc8z3nbulSYMcOgGanFy7UnmtLOc8MY0ossR+pbpv17n05bLCsccZI/8F9B8PUkUDGwIEDxWyHLI4hv2h5ly5dKr09CvGjkL9WrVqJmZOEhIQy1z106JDwUuny4IMPiuVEfn6+eKeZXBkbGxuoVKpyPWb0PTqIui+GqbUcrftJfN/nezmG4YA6sfjlFTVmSd+axeT9iM51YvTckefS1hbo00fP0KLZbX5YYpj614fo9RP3G2co15MiiCQJcowFjxEMUzWqbWz9/vvv6N+/v9HPyNVcGXr16oUVK1Zg69at+PbbbxEbG4t+/foZreNF3LhxA15eXnrL6G9aTlAuV/PmzfHOO++I/ISCggJ8+umnQpqeQhTL4uOPPxbWqvxq1qxZpfaDqWeUE/ZXJcowhir6vfWG4YBVNd6YalGtfqQi19T9rhPK3xs2jEIAtIs4sZ1hLAeT9iEV6D+ONGigzfVkGMZMBTIqy7Bhw0SuF3nEyENFYhfp6elYt25dlbZnZ2cnjEEKJ6RwRxLI2L17t/gd8nCVBRln5BaUX4mJidXYK8bqMfQcmZu0b1WNN6ZaVKsfqYlrysh5r25ZAoZh6kkf4uSEoAULtLmeDMNUHduqfvGNN94wupwUBClsr02bNnj00UeFkVNV3N3d0bZtW1y+fNno55R7ZZgTRn/Tcpng4GCRA0YdFXm26EGDPGjdu3cv83cpzJBeDFMhyHMk50CZAXKoB1O3VKsfMdE1xdcGw1gOdd2HcH/BMHVsbJGy34kTJ6DRaIQIBUEeJKqvReF7ixYtwptvvilyozp06FCl38jOzsaVK1fwzDPPGP2c6nnt3LlT1IvRDV2k5YaQC17OCTt+/Dg+/PDDKrWJYcr0IDBMTcHXFMMw1YH7EIYxG6ocRkheKxKnuH79OiIjI8WLcqGoVg/JsSclJYlcrtdff73C26T6DXv37kVcXJyQdaeQFzLeaHvEhAkThFtdZtq0aSK/67PPPsPFixeFmiEZUq+88opeHS6qDyHLv1P7yCVOdSIsIn+HqVdUtWaX/L2UlBSulWWt3KdvKevaoWti6tSp4p1hmHpKOf2Hsb6D+w2GMQNja/78+cI7pCt3SN4jMnjmzZsn8qPef/99YYRVFDLWyLAiTxnV6mrUqBEOHz4sQv8IUibUFbYICQnBzz//jMWLFyMwMBC//vqrSOTs1KmTdh1anzxj5G177bXXxP9Xr16N+pK/w1gWVRUwkL83d+ZMvYLFjBVRXt+Sk4OoGTOQnpR0z7Uza9Ys0Q9S38wwTD2lnP6Dxg/qO6gPkY0x7jcYxgzqbFFdLapvRRLvupAXafjw4UJBkLxJVPPK0qXTK1XbIjYWoPpdVKPCz6+2mshYCVWtYyJ/75GMDMQcPIhOgwdD/fzzsEYssT5OtdpNDz9kPFMpC8rfIJVBw2tj1SrkJyXheHy8KHite+3QzDQ9MNHL09OzBveIYSwXS+xHqtXmcp5NaPwgQ6t7y5ZQ+fqK8EPuNxim5u7HKhtblDRJ9awohK9Hjx5i2bFjx0QoIHmcqNDxmjVrsGDBAhHaZ8lUqoObOpXcaYCPD7BoUW01kWFKKKNgsTVhiQ9J1Wo3hf5s2UJFAoHwcON5GPXgvDNMfe9HqtXm+z2bcB/CMOZX1Pi///0vQkNDMW7cOLRo0UK86P+07LvvvhPrUOjeUppFqU/MmVPSmbHrnTERZeXmiOXr1yOHB0vrglTFQkOpgnzZymIGMu90LVDfu2zZMs7fYxjmvs8m1Eus0ilgXNX8YYZhatCzpasYSOGCRKtWrUR4obVhiTNgjPVCAyDlZ1Euo64sLy2nuPuguDj0XbCgTIOLBk+K0ScBmsqEKpoLlno/mqTd9CBEuRhkkOmcS7oWSDyoqKgIDRo0EBEGlniuGcZUWGI/YrI25+TgwIwZONmypairReMK9SEkdEaCZdx/MEwdebZkyLiiIsT0skZDi2HMjbIK09JyMrQo7l43CdpwhrKqIhyM5SS907VA4dw3btyAj48Pn2uGYcpm/XoxbgTFx2vHFVJs3rZtG/cfDFMDVMvYSk9PFzlbkydPFq/PP/9cWHgMw5gOudCk4Uwj/U0eLZHgrGOIGRpXZRlrjAVCHi1SazU4l3Qt0EzbsGHDhKIYn2uGYcpk1CgxbvTVEdchQ4sMLu4/GKYOwwhJ9OLBBx+Eg4MDevbsqRXIuHv3rrhJu3XrBmvBEsMNGKa6CofmiqXej7Xdbms77wxT3/uR2mwz9x8MYwZqhP369UObNm2wZMkS2NraimWUH0AeLsrh+vvvv2EtWGKnzDDWiqXej5baboaxRizxfrTENjOMtVIrOVvk2frHP/6hNbQI+v/bb79t8VLvDGNVUK4WyYezqpT1wOeUYZiagPsShjE5VTa2yIpLSEi4Z3liYiJcXFyq2y6GYUwsosBYMHxOGYapCbgvYRjzNbbGjh2LSZMmYe3atcLAohcVMaYwwvHjx9dsKxmGqXERBcaC4XPKMExNwH0Jw5ic/8UAVhKqu6BQKDBhwgSRq0WpX/b29pg6dSo++eSTmm0lw9QjarwOllzwlrEenJxE8WpLrpfGMIyZjDM8PjCMeXq2yLD68ssvkZaWhqioKJw6dQp37tzBF198AZVKVbOtZJh6BNfBYioCXycMw1QV7j8Yxkw9W2+88UaF16WaWwxTH6hpTxRtR5bcrUJjSmLwKTSEvR3WQ04O8taswXpJwojx48V1Vq3rhGGYej0+jQoLQ9SsWej65JN12j6GqQ9Uytg6efJkhdaj8EKGqY8zhFRsuKaKFlc72ZlDQ6yH9etxZtcuuNvYYIODg7aodU1cbwzD1L/xyWnbNvQNCAC2b+exgmHMydjavXu36VrCMBaKOXkYcsLCcHLWLAQ9+STYr2VFjBqFzgUF2CBJRq+zGs/zYxjGuscnin6gSbnS5dyHMIzpqHJR4/oEFxJkLIVVq1aJWczGjRtbrdfDUu9HU7a7Ppx3hqnv/Qj3IQxTz4oaMwxjftCsJA2W5uBlY2oPPu8Mw1QH7kMYxgyl3xmGMT84j6d+wuedYZjqwH0Iw5gO9mwxDMMwDMMwDMOYADa2GIZhGIZhGIZhTAAbWwzDMAzDMAzDMCaAjS2GsSJyUlJwYOpU8c5YKFSYetWqkvf7rpojVMTonWEYpip9C/cjDGNa2NhiGCsiatYsFCYnI2r27LpuClNVdAtTV6JgKcMwTFX6Fu5HGMa0sLFVw/AMEVOXdJ0zB3Y+PujKxpblQsVGGzfWFhstr29huWaGYSoC9Rur8/KQR/WADPoL7kcYxrSwsVXD8AwRU5c4eXqi76JF4p2xUJycAJJgpvf79C2yXDO9MwzDlAX1Hzezs/GbSnVP38L9CMOYFja2ahieIWIYxhRw38IwTFXh/oNh6g42tkyAJEl13QSGYawsBIhmpulBiWefGYapCvxswjB1AxtbNQyHETIMU9Nwv8IwTHXgPoRh6g42tmqYsLAwREdHY+jQoXXdFIZhrMSrlZ+fDxcXFw4BYhimSvCzCcPUHWxs1TDbtm1DQEAAtm/fXtdNYRjGSmaks7KyoFarOYSQYZgqwc8mDFN3sLFVw3ASKmNucDkC6+tT+JwyDFMTzybclzCM6WFjq4ZhCVXG3OBYfevrU/icMgxTE88m3JcwjOlhY4thrBz2tloffE4ZhqkJuC9hGNNjWwu/wTCMGcxoMtYDn1OGYWoC7ksYxvSwZ4thGIZhGIZhGMYEsLHFMAzDMAzDMAxj7cbW7NmzoVAo9F7t2rUr9zu//PKLWIdkkTt37ozNmzfrfZ6dnY1XXnkFvr6+cHBwQIcOHfDdd9+ZeE8YhmEYhmEYhqnvmJWxRXTs2BHJycna1/79+8tc9+DBgxg/fjwmTZqEkydPigRPep09e1a7zhtvvIGtW7cKadMLFy5g+vTpwvjauHFjLe0RY+2wdC5T0/A1xTBMdeA+hGHMB7MztmxtbdGkSRPty8PDo8x1v/zyS4SHh+Ott95C+/bt8eGHH6Jbt274+uuv9QyyiRMnYuDAgWjZsiWmTJmCwMBAHD16tJb2iLF2WDqXqWn4mmIYpjpwH8Iw5oPZGVsxMTHw8fFBq1athEJOQkJCmeseOnQIQ4YM0Vv24IMPiuUyISEhwouVlJQESZKwe/duXLp0CWFhYWVuNz8/H5mZmXovhikLls5larof4WuKYRjuQxjGOjArY6tXr15YsWKFCPv79ttvERsbi379+iErK8vo+jdu3ICXl5feMvqblsv85z//EXlalLNlb28vPGHffPMN+vfvX2Y7Pv74Y7i5uWlfzZo1q8G9ZKwNLmTN1HQ/wtcUwzDchzCMdWBWxtawYcMwZswYdOnSRXioSOwiPT0d69atq/I2ydg6fPiw8G5FRkbis88+w8svv4wdO3aU+Z133nkHGRkZ2ldiYmKVf59hmPoJ9yMMw1QH7kMYxjow66LG7u7uaNu2LS5fvmz0c8rpunnzpt4y+puWE3fv3sXMmTNF7PLDDz8slpEhFxUVhQULFtwTgiijUqnEi2EsDUqGpuudQkh4RrNuqcl+hM8rw9Q/TPkswn0Kw9RTz5YhJNt+5coVeHt7G/28T58+2Llzp96y7du3i+VEYWGheNnY6O+mUqlEcXGxCVvOMHUDJ0VbJ3xeGYapSbhPYZh6amzNmDEDe/fuRVxcnFARpBkXMoxI3p2YMGGCcKvLTJs2TeR3UWjgxYsXRZ2u48ePC2l3wtXVFQMGDBBqhXv27BE5YJQTtnLlSrFthrE2OCnaOuHzyjBMTcJ9CsPU0zDCa9euCcMqNTVVdAIPPPCAyLei/xOkTKjrpSKlwZ9//hnvvfeeCBf09/cXszSdOnXSrrNmzRphoFGi6J07d9CiRQvMnTsXL774Yp3sI8OYEjkpmrEu+LwyDFOTcJ/CMLWHQiI9dKZcSG6VlIAoQZW8ZQzD1B2Wej9aarsZxhqxxPvREtvMMNZKZe5HswojZBiGYRiGYRiGsRbY2GIYhmEYhmEYhjEBbGwxDMMwDMMwDMOYADa2GIZhGIZhGIZhTAAbWwzDMAzDMAzDMCaAjS2GYRiGYRiGYRgTwMYWwzAMwzAMwzCMCWBji2EYhmEYhmEYxgSwscUwDMMwDMMwDGMC2NhiGIZhGIZhGIYxAWxsMQzDMAzDMAzDmAA2thiGYRiGYRiGYUwAG1sMwzAMwzAMwzAmgI0thmEYhmEYhmEYE8DGFsMwDMMwDMMwjAlgY4thGIZhGIZhGMYEsLHFMAzDMAzDMAxjAtjYYhiGYRiGYRiGMQFsbDEMwzAMwzAMw5gANrYYhmEYhmEYhmFMABtbDMMwDMMwDMMwJoCNLYZhGIZhGIZhGBPAxhbDWBE5OTlYtWqVeGcsEz6HDMOYAu5bGKZuYGOLYayI9evX4/bt29iwYUNdN4WpInwOGYYxBdy3MEzdwMYWw1gRo0aNQuPGjTFy5Mi6bgpTRfgcMgxjCrhvYZi6wbaOfpdhGBPg5OSEp556qq6bwVQDPocMw5gC7lsYpm5gzxbDMAzDMAzDMIwJYGOLYRiGYRiGYRjGBLCxxTAMwzAMwzAMYwLY2GIYhmEYhmEYhjEBbGwxDMMwDMMwDMOYADa2GIZhGIZhGIZhTAAbWwzDMAzDMAzDMCaA62xVAEmSxHtmZmZdN4Vh6j3yfSjfl5YC9yMMYz5YYj/CfQjDWGYfwsZWBcjKyhLvzZo1q+umMAyjc1+6ubnBUuB+hGHMD0vqR7gPYRjL7EMUkiVN69QRxcXFuH79OlxcXKBQKKplBVMnmZiYCFdXV1gy1rQvBO+P5ewP3YfUufn4+MDGxqbe9SP15XqwxDYT3G7LaDM9+lhaP1LRPsQSz2VNw8egBD4OMNkxqEwfwp6tCkAH0dfXt8a2RyfbWi56a9oXgvfHMvbHUmaiTdmP1JfrwRLbTHC7zb/NltaPVLYPscRzWdPwMSiBjwNMcgwq2odYxnQOwzAMwzAMwzCMhcHGFsMwDMMwDMMwjAlgY6sWUalUmDVrlni3dKxpXwjeH/PG2vantrHE42eJbSa43bWHJba5NuDjwsdAho8DzOIYsEAGwzAMwzAMwzCMCWDPFsMwDMMwDMMwjAlgY4thGIZhGIZhGMYEsLHFMAzDMAzDMAxjAtjYYhiGYRiGYRiGMQFsbFWCv//+G8OHDxfVoql6+4YNG/Q+v3nzJp599lnxuaOjI8LDwxETE6O3zo0bN/DMM8+gSZMmcHJyQrdu3fDbb7/prXPnzh089dRToviau7s7Jk2ahOzs7Brfn48//hg9evQQ1eg9PT0xcuRIREdH662Tl5eHl19+GY0aNYKzszMee+wxsZ+6JCQk4OGHHxb7TNt56623UFRUpLfOnj17xL6SGkybNm2wYsUKs9yfU6dOYfz48aLauIODA9q3b48vv/zynt8y9f7U1LmRSU1NFcUw6bpNT0+v1X2p6f2h9nXp0gVqtVpsi76jy+nTp9GvXz/xOZ3HefPmwZJJSkrC008/LY4LXZOdO3fG8ePH9da5cOECRowYIQosUr9Cx5ruS7k/efXVVxEQECC+37x5c7z22mvIyMgo93epL6PrRfdFfVpttZv4v//7P7Ru3Vp8v3Hjxnj00Udx8eLFcn+XNJ/ef/99eHt7i+8NGTLknn7Y3NpsDsda9/gNGzbM6BhXk8e6Lttd3eNtSrKysjB9+nS0aNFCHJOQkBAcO3bM6LovvviiaPvChQv1ls+dO1d8j8ZkeoaoCOZ0TKp7DOLi4sRzk5+fn/g+3Y+kRldQUFDu71ZmTLXm4zBw4MB7rgXavqXeDyNGjBDjHj0TUF9Fz+DXr1+v3WuB1AiZirF582bp3XfflX7//XdScJTWr1+v/ay4uFjq3bu31K9fP+no0aPSxYsXpSlTpkjNmzeXsrOztesNHTpU6tGjh3TkyBHpypUr0ocffijZ2NhIJ06c0K4THh4uBQYGSocPH5b27dsntWnTRho/fnyN78+DDz4oLV++XDp79qwUFRUlPfTQQ/e098UXX5SaNWsm7dy5Uzp+/LjYx5CQEO3nRUVFUqdOnaQhQ4ZIJ0+eFMfIw8NDeuedd7TrXL16VXJ0dJTeeOMN6fz589J//vMfSalUSlu3bjW7/Vm2bJn02muvSXv27BHn58cff5QcHBxEm2tzf2piX3R59NFHpWHDhonrNi0trVb3pSb357PPPpN8fHykn376Sbp8+bJ06tQp6Y8//tB+npGRIXl5eUlPPfWU+K3Vq1eL8/ff//5XskTu3LkjtWjRQnr22WdFn0Hn66+//hL7LkP/b9iwofTWW2+JfoT+pmNy8+ZN8fmZM2ek0aNHSxs3bhSf0fH19/eXHnvssXJ/e+LEiaIvSk5O1r6oPbXVboLO2969e6XY2FgpMjJSGj58uLhGqN8pi08++URyc3OTNmzYIK6PESNGSH5+ftLdu3fNts3mcKxlPv/8c21foTvG1eSxrut2V+d4m5onnnhC6tChg7iGYmJipFmzZkmurq7StWvX9Naj5xB6TqD+8IsvvtD77P333xfHg/p1Oj8VwZyOSXWPwZYtW8R1RdcTjeN0zXh6ekpvvvlmub9bmTHVmo/DgAEDpBdeeEHvWqCx1VLvh88//1w6dOiQFBcXJx04cEDq06ePeNXmtcDGVhUx7NCjo6PFMnrAk9FoNFLjxo2lJUuWaJc5OTlJK1eu1NsWDSbyOvTAS9s5duyY3g2jUCikpKQkk+5TSkqK+G26qIn09HTJzs5O+uWXX7TrXLhwQaxDFy5BxhUZizdu3NCu8+2334qbIT8/X/z99ttvSx07dtT7rbFjx4oHcHPbH2O89NJL0qBBg7R/18X+VGdfFi1aJDpP6jQMjS1LOjc08JPhtGPHjjK3S/vaoEED7bVH/OMf/5ACAgIkS4Ta/sADD5S7Dp2vp59+ulLbXbdunWRvby8VFhaW+/BFRro5tZse6Oma0H0g14UmvZo0aSLNnz9fu4yuLZVKJQxvc2yzOR1rmjBr2rSpeLi6n9FSnWNdl+2u7vE2Jbm5uWKya9OmTXrLu3XrJiZ6ZehBk/aXnjfIYDV8uJShCa7KGFvmcExq+hjIzJs3T0wElEVVnw+s7TgQ9Lwwbdo0qa7JNdExIKOTnqkLCgpq7VrgMMIaIj8/X7yTm1LGxsZGhGbt379fu4xcoGvXrhWhPcXFxVizZo1wV5Lbljh06JBw+3fv3l37HQrNoG0dOXLEpPsghxU1bNhQvEdGRqKwsFD8vky7du2EO5baKbeXQj+8vLy06zz44IPIzMzEuXPntOvobkNeR96GOe1PWduRt1FX+1PVfTl//jw++OADrFy5UlxDhljSudm+fbu4Zyj0iMI7KSzyiSeeQGJiot7+9O/fH/b29nr7QyGLaWlpsDQ2btwo+oIxY8aIkMmgoCAsWbJE+zkdjz///BNt27YV+0nr9OrV675hVHT8KUzZ1ta23PUoxJS2SSGIU6dOFeGoddXunJwcLF++XITEUHioMWJjY0Wotu51ROFntO37XdN11WZzOda5ubl48skn8c0334gw9/tRnWNdl+2u7vE2JRR+r9Fo9J4jCAqfkp8j6LhQGBSF63fs2LFGf98cjompjoHhOG5IVZ8PrO04yPz000/w8PBAp06d8M4774j7zBqOwZ07d8S+0bO4nZ1drV0LbGzVEPKJoIuSHuooJvbTTz/FtWvXkJycrF1v3bp14iRSHCgZYhTfv379epErQ9DgRZ2dLvRARDcHfWYq6IKluNi+ffuKm0tuCz20GsZ8k2Elt4XedQ0t+XP5s/LWIYPs7t27ZrU/hhw8eFAYx1OmTNEuYnBkFQAAE31JREFUq+39qeq+0AQA5Z/Nnz9fXJvGsKRzc/XqVfHdjz76SMRk//rrr6LjHDp0qDYGvSLXoyVB+/ztt9/C398ff/31l3gAonyrH374QXyekpIi8jk/+eQTkV+xbds2jBo1CqNHj8bevXuNbvP27dv48MMP9a5pY9D2yEjfuXOn6Mtoe5QTQ4NfbbZ70aJFImaeXlu2bBFGt64xrYt8jo1dA/c7/3XVZnM51q+//rp4AKEcs4pQnWNdl+2u7vE2JZTT2qdPH3F/Uk4JtWfVqlXiAU9+jqD20jMBHauaxFyOiSmOweXLl/Gf//xHPG+VRVWeD6zxOBA0eUG/tXv3bvFM++OPP4rcSks+Bv/4xz9Ezic9e1PO5x9//FG710KV/GGM0VAFiuukmFH6jFyfFIpFMeQUBy3zyiuvSD179hShUJS7Mnv2bOHmP336tPh87ty5Utu2be/5PQpHpBApU0HxqeR+TUxM1C6jvBgKNTKEcs4o/IyguN6wsDC9z3NycsQxoBBDgvJDPvroI711/vzzT7EOuYnNaX90oVwXyj+jvDpdant/qrovr7/+ugjDkdm9e/c9YYSWdG7o3qB2Ufy5bjgihbHKOWaUE0m5krqcO3dOfI9CdC0NCmUwjC1/9dVXRfw4QaHFtG+GOZ2UJzRu3Lh7tkdx99T/UJ9UVghFWVDMP/1WeWGcpmg3hXRcunRJhJzS5xRCUlZOEMXj03avX7+ut3zMmDEi9t8c22wOx5rCaig3OCsrS/v5/cLxqnOs67Ld1T3epobCTfv37699jqA+kHJQ27VrJ54xKCdVN6WgpsIIzemY1OQxoBCz1q1bS5MmTSr3Nyv7fGCtx8EYcgpCeaHQ5n4Mbt26JdJ9tm3bJvXt21fkjVModG1dC+zZqkGCg4MRFRUl1N7I6t66datww7dq1Up8fuXKFXz99df4/vvvERoaisDAQKEMQ6EUFAJBUBgEzegZulJpBr8yIRKV4ZVXXsGmTZvELAaFZsnQ75HHwFC9jhRZ5LbQu6FCi/z3/dahMCZyB5vT/uiG39E5otn/9957T++z2tyf6uzLrl278Msvv4hZH3rR/hAUGkDXXW3vS3X3h1SEiA4dOmg/J7U32h9Znawi16MlQfusu78EhVDK+0v7Tue2vHV0VZ1o9ppmC8mbXlYIRVlQP0a/R7OjtdluCk0j7weFh5I3k5T9qP3GkM+xsWvgfue/rtpsDsea+goan2gmV+4vCFLgkkPca/JY12W7q3u8TQ0pxpFXibx6FCJ99OhREQ1Dbdy3b594PqBIBXl/4+Pj8eabb6Jly5Y12o66PCY1dQzIGzJo0CDh+Vy8eHG5v1mZ5wNrPg7GoPBdwpKvBQ8PDxGSTJEwlL6zefNmHD58uNauBTa2TAANtPQQSBK4JGMrhzfIMa+GuTNKpVKERxHkMqUTTDGjMjSg0OfyBV9T0CQgPfzSQwD9BuUVGBqP9EBGYQUylPtCAx21U27vmTNn9AxECpmhh3V5kKR1dLchryNvw5z2h6BcM+qYJk6cKCR0DamN/amJfaGSAiRlTxMA9Fq6dKlYTh2ULJduSeeGwg7l5TI0CUFhcSQLK+8PlWigzlh3fygHoUGDBrA0aJ8NJfIvXbqk3V8KdSAp7PLWISgsNCwsTKxPuTKGMfAVgUKiafJINnpro92GlIo6aXNkDaHrigZD3euI9p3yXe93TddVm83hWP/zn/8UJRPkvoJexBdffCFyzmr6WNdlu6t7vGsLCnmi9lBaAoVZ0nME5aYY7i+VmqF8FVqnJjGHY1KdY0C5vWRw09hC14KxnOWqPB9Y+3EwhnxfWeq1YIj8vF1Wn2ySa6FK/rB6CoUqkOoRvejQkZwk/T8+Pl6r8EWhWuR+JylccmeS5LIMhe1QyAPJw5PULblHFyxYIFRRKHRLhkJ8goKCxDr79+8XoV6mkH6fOnWqCDEgmXNdiU/d8DEK+SKJ7l27dgmXraFkpiz9TqGEFBZJ4VwU8mhM+p3ke0nR5ZtvvjGJvHhN7A+FDlL7SQFLdxsUrlab+1MT+2KIsTBCSzo3BKllkXoihTDRuXrkkUeELKwcEkfhWxRW8MwzzwhlojVr1oj9s1TpdyojYWtrK0IoSfaWwhtof1atWqUneUshWYsXLxbryPL9VDZCDh3s1auX1LlzZ9Hn6B5/XTlyUmykbcl93YwZM4TyEkmYUygRhcJRX5SXl1cr7aZ+lEJc6VqgPpbOOYWQkXqrrvS3brtlOXJ3d3cRYkbh2XTNVESOvK7abA7H2hjGwvFq6ljXZbure7xNDfW9pEBMfTOFPFFqAt2/ZYX9GgubomuPnk3mzJkjOTs7a59bdMMtzfmYVPcYUMgcPWuFhoaK/+v2ebrr0DGg56yqjqnWeBxojPjggw/E/tO1QPd2q1atRCifJR6Dw4cPi36Drn+SfqeQSJJwp5BK+dqujWuBja1KID+sGr5IMpX48ssvJV9fXzE40El677339CSoCYrjJwOMah3QwNKlS5d7pOBTU1OFcUWdJEmoP/fcc3qdZE1hbF/oRXHeMjRokvQ5yWlTe0eNGqV3oxJ0AVNuGslyU44T1XAwlJSmY9e1a1cRB0s3ru5vmNP+UA0HY9ugG7g296emzs39jK3a2Jea3B8yHJ5//nnxgEcPsLROQkLCPVLbJClNEtQkB0sPhJZMRESEmNCg/aE4dXrwNITqw9GgqlarxWBEkz3367foRYOpjO75ICOYJlBo4oH6M7r+KT9Tt8SDqdtNcfjUr1BfSW2gvvXJJ58UNQx1MbyOKA7/X//6lzC66bfpQYNi9c21zeZwrCtqtNTksa6rdtfE8TYla9euFf0w9cckrf/yyy+LSaSyMGZs0TOJsfud+gJLOCbVPQa0X2X1eTLU9xkek8qOqdZ4HGg8JcOKxle6L+neo8nYuqqztbaax4Amgah0j7w/LVu2FIaUbp2u2rgWFPRP1XxiDMMwDMMwDMMwTFlwzhbDMAzDMAzDMIwJYGOLYRiGYRiGYRjGBLCxxTAMwzAMwzAMYwLY2GIYhmEYhmEYhjEBbGwxDMMwDMMwDMOYADa2GIZhGIZhGIZhTAAbWwzDMAzDMAzDMCaAjS2mVnn22WcxcuTIWv/dFStWQKFQiNf06dNhTphz2xiGYRiGYZiqw8YWU2PIBkNZr9mzZ+PLL78UxkVd4OrqiuTkZHz44YfaZQMHDtRro5eXF8aMGYP4+HjtOnFxceKzqKgo7bKsrCwMGjQIHTp0wLVr1+5ZR/5bfrm4uKBjx454+eWXERMTo9eusWPHinb16dOnVo4Dw5jjJIx8r9jb26NNmzb44IMPUFRUpF1nyZIlCAwMhLOzM9zd3REUFISPP/5Y+zn1L8b6nR07dpT727/99pvoB9zc3MS2u3TpIn77zp07NbZ/e/bsEW1JT0+HqZg7dy5CQkLg6Ogojg/D1Ce4D6ke9MwyadIk+Pn5wcHBAa1bt8asWbNQUFBgkt+rb7CxxdQYZDDIr4ULF2qNG/k1Y8YM0RnV1YMAdVRNmjQRho8uL7zwgmjf9evX8ccffyAxMRFPP/10mdu5deuWMLRycnKwb98++Pr6lrkuddK07VOnTuGjjz7ChQsXRGe/c+dO7TrUsVG7aIBgmPpKeHi4uFdoMuLNN98UDz7z588Xn33//ffC6/vaa6+JCY0DBw7g7bffRnZ2tt42aEJDt8+hV//+/cv8zXfffVdMdvTo0QNbtmzB2bNn8dlnn4n79ccff4S5IUmS3sOjLvRQRBNFU6dOrfV2MYw5wH1I1fuQixcvori4GP/9739x7tw5fPHFF/juu+8wc+bMOmmn1SExjAlYvny55Obmds/yiRMnSo8++qj27wEDBkivvPKKNG3aNMnd3V3y9PSUFi9eLGVnZ0vPPvus5OzsLLVu3VravHmz3nbOnDkjhYeHS05OTuI7Tz/9tHTr1q1Kt4d+n35blx9//FFydHTU/h0bGyvRrXLy5EkpISFBCggIkAYPHixlZWUZXcfY3zIajUYaOHCg1KJFC6moqOi+bWGY+oBhv0AMHTpU6t27t/g/fUb9QXnMmjVLCgwMrPBvHjlyRNyjCxcuNPp5Wlqa9v8bNmyQgoKCJJVKJfn5+UmzZ8+WCgsLtZ/TdpYsWSKNHDlScnBwkNq0aSP98ccfen2B7ov2V+4PPvroI6lly5aSWq2WunTpIv3yyy/a7e7evVusT/1ft27dJDs7O7GsPMrq6xjGmuE+pOb6EJl58+aJtjLVhz1bTJ3zww8/wMPDA0ePHsWrr74qZmZphpZCYk6cOIGwsDA888wzyM3NFeuTG33w4MEiBOD48ePYunUrbt68iSeeeKLabSG3/7p169CrV697PouOjkbfvn1F6ODmzZtFuEBlsbGxwbRp00SYYmRkZLXbyzDWCnl85RAW8vwePnxYL7y3uvz000/iHn7ppZeMfi574Ml7PWHCBHHfnj9/Xsz8Uig0he3pMmfOHNEHnT59Gg899BCeeuop0Z80a9ZMhBnJfQjNlFM4NUEhTCtXrhQzyDSb/Prrrwuv+t69e/W2/c9//hOffPKJ8IxTiBLDMPeH+5Dq9SEZGRlo2LBhlY4NY0ANGGwMUy3P1gMPPKD9m7w95K165plntMuSk5PFzMyhQ4fE3x9++KEUFhamt93ExESxTnR0dKXaQ79PMz30m+TNom20bdtWzCTJyLNK9vb20qBBg+7xSFXGs0VcuHBBfLZ27dp72sKeLaY+otsvFBcXS9u3bxczwDNmzBDLrl+/Lmao5fuT1qf7h2Z1dWelbWxsxL0sv3r06FHmbw4bNkzMAt+P0NBQMXNs6P329vbW/k3teu+997R/k2eelm3ZskVvdll3pjsvL0/0OQcPHtTb9qRJk6Tx48frfY9mxSsKe7aY+gj3ITXXhxAxMTGSq6uriDRiqo+tofHFMLWN7iyLUqlEo0aN0LlzZ+0yEq0gUlJSxDvFQu/evduoZ+nKlSto27ZtpX6fZo8o7pogDxnlVpE3jTxPuvldI0aMwIYNG/D7778Lz1tVKelXS3LIGIYpYdOmTeKeLiwsFLkDTz75pMi5ILy9vXHo0CGRD/H333/j4MGDmDhxIpYuXSo82+QxJgICArBx40btNlUq1X3vw/tB/Q3ld+jOQms0GuTl5QlvOwlSGPZjTk5OImdV7rOMcfnyZfH9oUOH6i2nmXjy2uvSvXv3CrWVYeoz3IfUTB+SlJQk8t/oOYdy2pnqw8YWU+fY2dnp/U1GiO4y2SihzpOghNbhw4fj008/vWdb1KFWFhLtIOUigt6XLVsmtrN27VpMnjxZux4ZZNQZUgdOnWxVwxbJjU+Q6g/DMCWQ6My3334rhGJ8fHxga3vv8NSpUyfxorCdF198Ef369RPhMvRdQlYhqwg0KbN//37xYGbYB+lC/Q2F94wePfqez9Rqdbn9mNxnlbVd4s8//0TTpk31PjN8wKMHL4Zhyof7kOr3ISQURseC0jgWL15coe8w94eNLcbi6Natm4hfbtmypdHOtLqQd424e/fuPZ/961//EjNg5A0jg4tUiCoDdZxfffWVMLQMZ54Ypj5DDwMVfcghKHeSIFXQqkCTJnQvLlq0SORSGEK5oZRzQf0N5UlUpm2GyEqjNJut2356IEpISMCAAQOqvG2GYUrgPqR6kEeLDK3g4GAsX75c6+1jqg8bW4zFQbWqqF7G+PHjhXQrJXCSO33NmjUiJEA2lioKueFv3LihDSOkOlw020ShhMYgDxf9BhlcZDxRO8oiNTVVbJt+g8IXSBKfhEBoJqqy7WSY+gqJ5tBMNQnjUKkFShD/97//jcaNG1e5Ph2J4FD/QRLR9JAxatQo8RvUl1Cy+QMPPCAeoN5//3088sgjaN68OR5//HHxAEJhQXQ/UxsqQosWLcQsNYU5UeI7Je5TiDKVw6CEdupH6PcoIZ3CjSh8iEKcKgM9cFEyPb3TA5lc848e8Koi5sMw1gT3IeVD7adaYfQ7CxYsECVuZEhchKkebGwxFgd1ZtSZ/OMf/xAGUX5+vuggKMa4KjMxZLjRi2jQoIEIFSS1QYrdLgtS9qHfIpVE8nD17t1bLDf0tA0ZMkS8U0w2tZFmjcg1X50ZLoapb9B9RHVyKESIJjBIvZQekKheHeV4VhUKRaZZ3G+++UY8HNEDCxXzpAci+UHlwQcfFA84VKSU1qdQn3bt2umFGN8PCvGhMCLqN5577jmhTEZqZDSxQw97pCh29epV7Sx4VWrb0AMdKbvKyJ5zym+lhyiGqc9wH1I+27dvF0YivQxrh1Y0N40pGwWpZNR1IxjG1FCnRAUNTVV9nSRlqeOm2SDqxKsCPRB17dpVeL8YhmEYhmEYy4cDMpl6A7nXKZyGPGI1BVVip5kgqlIfGBhYJUNLrtVBtTgYhmEYhmEY64E9W0y9ICsrS+RjEeRmr6r3yRDKiyDVHvJIUQhBVQqOmqptDMMwDMMwTN3CxhbDMAzDMAzDMIwJ4DBChmEYhmEYhmEYE8DGFsMwDMMwDMMwjAlgY4thGIZhGIZhGMYEsLHFMAzDMAzDMAxjAtjYYhiGYRiGYRiGMQFsbDEMwzAMwzAMw5gANrYYhmEYhmEYhmFMABtbDMMwDMMwDMMwJoCNLYZhGIZhGIZhGNQ8/w+ExX+447rd9wAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = d['sap_quality']\n", "fig, axs = get_plot()\n", "axs[0].scatter(d['time'], model, s=0.1, c='r')\n", "axs[1].scatter(d['psf_centr1'], model, s=0.1, c='r')\n", "axs[2].scatter(d['psf_centr2'], model, s=0.1, c='r')" ] }, { "cell_type": "code", "execution_count": 20, "id": "ce975aaf-eb1f-425d-8412-fd60f32f83ae", "metadata": {}, "outputs": [], "source": [ "model = p[1:].evaluate(r=d['psf_centr1'], t=d['time'])" ] }, { "cell_type": "code", "execution_count": 21, "id": "20c2e2a1-49cf-4eb8-97d6-b5cfb712b57e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = d['sap_quality']\n", "fig, axs = get_plot()\n", "axs[0].scatter(d['time'], model, s=0.1, c='r')\n", "axs[1].scatter(d['psf_centr1'], model, s=0.1, c='r')\n", "axs[2].scatter(d['psf_centr2'], model, s=0.1, c='r')" ] }, { "cell_type": "markdown", "id": "b2f637e1-6e88-4d62-9bf5-1c35e70e7404", "metadata": {}, "source": [ "## Model 3: Including step functions" ] }, { "cell_type": "code", "execution_count": 22, "id": "8decc6bb-2de3-4dfe-ac31-c814ddca803f", "metadata": {}, "outputs": [], "source": [ "from lamatrix import Step, DistributionsContainer" ] }, { "cell_type": "code", "execution_count": 23, "id": "426bb74c-f544-46d0-9f61-a1c1ac4c40d6", "metadata": {}, "outputs": [], "source": [ "p1 = Polynomial('r', 4)\n", "astrophysics = Spline('t', np.linspace(1970, 2060, 30))\n", "\n", "priors = DistributionsContainer([(np.median(np.log10(d['sap_flux'][k])), 0.01)] * 2)\n", "s = Step('t', [2017], priors=priors)\n", "\n", "p = astrophysics + p1 + s" ] }, { "cell_type": "code", "execution_count": 24, "id": "a39e5916-bb95-4ca1-834f-34850cfe0885", "metadata": {}, "outputs": [], "source": [ "p.fit(data=data, errors=errors, mask=d['sap_quality'], r=d['psf_centr1'], t=d['time'])" ] }, { "cell_type": "code", "execution_count": 25, "id": "c19c9e17-d294-47ea-adf3-6a9099ceab95", "metadata": {}, "outputs": [], "source": [ "model = p.evaluate(r=d['psf_centr1'], t=d['time'])" ] }, { "cell_type": "code", "execution_count": 26, "id": "0c25cc1a-adc2-4fab-ae77-af876f3a1a23", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1sAAAErCAYAAAAogZntAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOxdB5iU1dk90/v23gvLsvSOFAFBEBQQxK6xR2M0iSZKjOaPmqhJNIkmliR2jb2BKIKgKEjvHZZll+29T+//c+58Hw4E1CjoAt95nnGWmdnZ2fW7977lvOeowuFwGAoUKFCgQIECBQoUKFCg4LhCfXzfToECBQoUKFCgQIECBQoUEEqypUCBAgUKFChQoECBAgUnAEqypUCBAgUKFChQoECBAgUnAEqypUCBAgUKFChQoECBAgUnAEqypUCBAgUKFChQoECBAgUnAEqypUCBAgUKFChQoECBAgUnAEqypUCBAgUKFChQoECBAgUnAEqypUCBAgUKFChQoECBAgUnAEqypUCBAgUKFChQoECBAgUnAEqypUCBAgUKFChQoECBAgWnerJ13333QaVSHXbr06fPMV+/e/duzJ07F3l5eeK1jz322H+95o9//CNGjBgBm82GlJQUzJ49G6WlpSf4N1GgQIECBQoUKFCgQMHpjh6VbBH9+vVDQ0PDoduqVauO+VqXy4WCggL86U9/Qlpa2lFfs2LFCtxyyy1Yt24dli1bBr/fj6lTp8LpdJ7A30KBAgUKFChQoECBAgWnO7ToYdBqtcdMnI4EO1a8EXfddddRX7NkyZLD/v3iiy+KDtfmzZsxfvz44/CJFShQoECBAgUKFChQoOAkSLbKysqQkZEBo9GI0aNHCxpgTk7OcXv/rq4ucZ+QkHDM13i9XnGTEQqF0N7ejsTEREFXVKBAwQ+HcDgMu90u9gm1usc15w9B2UcUKOi5OBn2EWUPUaDgFNlDwj0IH330Ufitt94Kb9++PbxkyZLw6NGjwzk5OeHu7u6v/d7c3Nzwo48++pWvCQaD4fPOOy88duzYr3zdvffeG+afRrkpN+XWc281NTXhngxlH1Fuyq3n33ryPqLsIcpNueGU2ENU/A96KDo7O5Gbm4u//e1vuP7667/ytRTJuO2228TtWLj55puxePFiMQeWlZX1jatJ7Iaxu1ZTU4OYmJhv+dsoUKDgeKC7uxvZ2dlif4iNjUVPhbKPKFDQc3Ey7CPKHqJAwamxh/Q4GmE04uLi0Lt3bxw4cOA7v9ett96KDz/8ECtXrvzKRIswGAzidiS4uSkbnAIFPQM9nUaj7CMKFPR89OR9RNlDFCg4NfaQnklUluBwOFBeXo709PRv/R5s3DHRmj9/PpYvX478/Pzj+hkVKFCgQIECBQoUKFCgoMd3tu644w7MnDlTUAfr6+tx7733QqPR4LLLLhPPX3XVVcjMzBSiGYTP58OePXsOfV1XV4dt27bBarWiV69e4nHKvr/22mt4//33hddWY2OjeJwtP5PJ9IP9rgoUKFCgQIECBQoUKDi10aOSrdraWpFYtbW1ITk5GePGjRP+WPyaqK6uPkzxgwnZkCFDDv37L3/5i7hNmDABn3/+uXjsn//8p7ifOHHiYT/rhRdewDXXXPM9/WYKFChQoECBAgUKFCg43dCjkq033njjK5+XE6hoUYyv0/fowfofChQoUKBAgQIFChQoOIXRo2e2FChQoECBAgUKFChQoOBkhZJsKVCgQIECBQoUKFCgQMEJgJJsKVBwvOB0Aq+8ErlXoECBguMNZY9RoOD7gbLWFBxHKMmWAgXHCy+9BDz1FPDyy8DBg8DkyZH75mY6akfuFShQoOB/CfSiv54/H6iro3Tvl0Gg/Dz3l2efjexBzz2nBIkKFHybRIqPcf384heRtUYtAXl9Ra8zZY0p+B+gJFsnKZxOJ1555RVxr6CHYP16oKEhcn/DDZTLBMaNA26/HdiwAbjnnh/6EypQoOBkCAJffx1obY0EekysGPQtWABMnQosXgy0tESeI5iA8bX33ksVKeDVV4HPPou8/lt/DOV8UXAKQ14zXCNHFja43pYuBTo7gWXLAK83sv5oQcR7eZ0dY40pa0dBj1cjVPAluFBpxDxnzhxYLBbxWHNzM+68804hkU+DZq1WKzzHEhIS8PLLLyuGzT80Ro0CDhwABg0CBg4EHnkESEyMPGa3A337Rqpi3Kzvvx9ISfmhP7ECBQp6AuSulccDOByAwQCUlgIDBgAZGZGg77XXgIULI6+trY10zok5cyJB3+WXAx98AIwdG/n+2bO/9nyZOnUq3n77bWzcuBHFxcXYtWsXPB4Ptm/fjj59+ojX0Mvy3//+tzhj6F954MABPPTQQ0hR9i8FJytYtOA5zDUTnXi53UBHB2A2R5IsrkXel5UB8fGRs/zBByPrTKUSa4xx2d13343U1FShqO31euFyufDrX/8aer0eI0eOxOOPP66sl9McSrLVQ8FD7uDBg5g1axb+8Y9/4NFHH8X69evFYSgjEAgcMnXu27cvNm3ahH79+v2An/o0BgMg2gwwoSK2bAHGjwe2bgWKiwGtFjAagTvvBFasiGzqL774Q39qBQoUfJ+QkyoGe6ye854J1Lp1QFEREBMTSbJ6944UaHy+SBWdPpFMuBjgaTQAvSeZUBEsxl1xReTr668/4sc5DwWAvK1atQo7duxAQUGBOC9UfD/pLGGAqNPpEAwGxeP0tWSwGAqFcP755yM3N1ckZvzeefPmiWLf0KFDcfXVVx8qCCpQcFKAa49FjIsvBs4/P7LupkyJnM8VFZG1WFMTKX7s3QuMHh3pZPGeSdP114sCxXn5+eju7hZr60h0MGmT/GO5rqZNm3ZY8VzB6QUl2eqB4AFZXl6OBx98UByCZ5xxBrKzs7GXi/4YYDXyoosuEofhhRdeKA7An/3sZ8rCPlHBEqvJ0X9bUno4q8Xgxe+PPGYyASNHRhItfs3giM9LAY4CBQpOo32D1MBVqyKFFhZcWBhjdZ1JVSAAVFUBw4ZFijO7d0e+j/dMyPjcL3/55ftxD7nkkq9kQ7DiPnfuXNQwaJSeb2trE4kUzxfZg1Kj0YiEio/zPiYmRpw7PHM6OzvFY5mZmeL7WaWvrKzE6tWrYTKZxJlkMBjETQkkFZwUZzXBx6ZNA1isdrki81lMwJg0kT5YXg5kZUXO7AceiHw/i6VSJ4sMo7feekvEXV8HriWuE7/fjxUrVuCxxx5T1slpCCXZ6kHYvXs3Lr74YowbNw5PP/30occdDgdMBw+iDECWNGjHmkms9HUXgBlqNabOnYuzzz77UFt769ateP7555WF/V1A2t9tt0WqXEymli+P3Fhxvu66L1/HwEUtjUCOGgWPwYBFnZ2YuXcv9Pz+J54AZswAzjoL+PGPI0GWAgUKTg+wGPPMM5FZq6SkSAfcZgPmzYvQkphkXXVV5LWkM/GxDz8EurqAzZsj3SzuRatXA5deenjwyKDypZdQ+69/4cz9+7Ho3nuRV1+PLTYb/tLSIs6IEIB6AJk8N8JhLANwAYDnAeQHg9CILSwMv0qF/3O7oUpNFZ2rG2+8Ee+++y7a29tFUsZuFztfRqMRra2tuPzyy7F27VrR9brtttswatQoXHbZZcqZo+CHh0wPfPNNQK8/etLFBIrJlSxexXU2ZEjkaxZIKTbD73npJbgWLYL9Jz/B/lAIf3a5MA9AIYA6ALkc2QaQx1gMwDbGZmq1KFRwHXHdcL243W7BQrqdc9wKTiuownJ5S8ExwTZxbGwsurq6RNXvRIGVRLaco3EGgEUAYr5GzYSH6f3nnosXtm9HHYc4JbAC8/DDD5+wz3zKgyqCb70VoROwSzVzJvCvf0Uej94wuVnffTcwdChw4YX4/O67UbZrF/rn5WGYzYbtLhcGTJ4MIzd9HgCkAcnUHwU9cj0eb5ysn1vBtwATICZYrJTziKVADpkJ/JrB2/Tpkco5/y3vB5yxiq7Ec2ifYhgbN0b+zffkPsSuFgs7nAs1GBA4eBB+FnWcTgQYL7KaDiAIQCf9Oyz9m1/L4GPssbulx7VS4a5brUaHRgNT//44OHs2+r/8Mua0t6NGrRZJFSv1VVVVgnHByv6ZZ56J9957T8x4mc1mQZe64iTY207G9XgyfuYfDFwvLFwwmVq7NlLQ2L8/Mi9N6u6SJQDHMlj0YJLFmxwOc91WVn75Xi4XQh7PoTVzLHCN8TXsJW8BsMlmw79cLpiSksT/M3aAhwwZgs9ISVRw0uN/WY+KGuEP2MXifBXvZUQnScQ0AKsBxH2D/1F8/u6lS7G2oQENAAZLjz/55JMn4NOfRuDGTOERbsTsSpF2wM35SErn0qWwp6djxZNPouvVV2FwOMTm3LRyJV6Nj0fXxo14l1VqUoI4k0F+uAIFCk4dHCnRzg74888Df/gD0NYWGbpnN5zFGyZa3AOYPLEAQ2qhrEDISjzfZ8gQBPbvR1djIwI7diDY0YFQbS2C1dUIVVYi9MEHCC1YgMCmTdBKiRbhkBKnVimR8kn3nQD80r9LpaDRISdgrMIDsKlUSAuHMdDvR689ezDjySeR2NaG530+vBAO44nWVjzS2Ig7zGbs37oVcXFxItEihTAxMRETJ07ElClTFDU2BT885FlGdq+I9977UhWY1F3OVZO+m5kJ9OkjiqS+7GzUcZ1t2YJQe/uXN4kuyDXDdXI0hKKKFpQqmwngd3a76CJn+P34ZUoK8lNShCjNc889p6yP0wxKsvUD4OOPP0b//v1RWloqDimCC48ZMnGnVCFhR+vrEN2WNAQCyAyFQM2bjVLCdTJUGHs0OAw7eHBkYJZdR27UVCX6zW8Of92cOdjy3nuoDIfx0fz5opvlsNuxx+VCv3/9C6VeL1J37IjwwjmTwWH36OAs2pdLgQIFJx/YyaJK2S23sOQZsX0gFSk1NTJ0z24Wq5/cU9jFIpW4rQ2+rVuxedky+EgbJAth3z4EHn0UzjFjENq+HTa7HapQCOHWVgTDYRHUMbEKhcNw+v3gaD5DQT6+XfqaN54mXinpYhAYlMUwAOglWiEf6dRo4NVo4I+Lgzc2Fvr0dAQtFmjZbRsxAha9HukpKZigUmFUWxsmBwK4jPMnNhsurK3FT41GNB88KCiEl156KZYuXSooUwu+g/S8AgXfGbJfFrtULJSed96XqsAscnONtrdHip933onAa68h8O67SN+376hvFzoi3gpH/VvueNnltSl1lZnmDQ0GMd9sxlkuF16Kj8eB7dtFZ0tZH6cXlGTrROIoATTnqc4991zxNbnv5PUSzz/+OF7q7BRJ1p+O8XYhaTFXRS18f/QmoOPyjkAtcYhbvvhCSMJTdvT3v/+9Uk35NiBdkJUtDtFyZoKzV2vWHP4apxOD+/dHRyiE8Wefjc3d3QiGQpjodsOhUiGpsxN7i4vhHDsWpR98IAIpcC7v97+P3NOXi1REznOdLvgqY0kFCk6WYI4Gp1y7K1dG5qsYyPFrFlc450lLiB/9KPLvRYsicyDsYmVkILBoERbs3g3D/v1QLVqEEJOvRx5BaOdO6B0OqP1+EbxFU5fkYK5b2veZUDmlWw6ArQaDeL1WYkWkSOcGZ7UgBYCc/c2Qinq2YFAU6tiNt3m9IqnTJyUhnJKCrs2bERwyBEmJiXDbbAgVFUFTVITCwkJk+/2YUV2NIa2tuHLzZmR/8AHeO+88jBsyRBQS2eFSPIcU/KDFD3aWWeCkbQLFLkjzJy2XneT8fDFT5S0vh3PkSKg3bYIxyBURgRxXhaPWHL+WZyBVUcmWSrodOako1iGLHA4Hijs6kLN9O84+eBDDhw8XFFxlXZw+UGa2TiRPmq1pVk14L9HORo8ejXWU+ZVAaV3Khj6bmYnraIJ7DIQk+geF3rkd9KGkKIAk6fAkHSRB2gi+TLmAFgBt0jB0uVYrZORv5ryRgm8EboZ1s2ahwGSCNicHuO++o/pk+W64AbuWLEHAbsfzZ5+N9J07EWc0oqiqCvkaDbb5/fhs1ixcHRMDf0MDdBkZGEtKIn072DWjgAZlaEkxOl3k+xmkUtaaVccjJKtPxbmFk/VzKzgKGCSx+MKZj7w8wGqNfB0KRdYvFUh79RJ0QQZV9c89h6y6OnibmuC3WLCwVy+MVKmQUVGBhqQkxNXXIzUUQshuFyIV2nAYKo0GKp0OLq+XB7VInoJS18om7fWkBxIu6bkWiS5IIYx0sh2kf/O+Xep2maVETE7UmvV66EIhWKXCn0ejgcFqFV0uh0aDtKYmhBgw+nxwp6QgISkJrR0dSLJYENTpRGFpYFERGjdtgic9HRutVnhCIZivuAKamBjR5UpOTu5xLIuTcT2ejJ/5BwOLGrRXqa6O+NX5/fDl5aFr5UrEBwJoVKuRWFUl4iU5WZIhzz66pTVikOKtoq+Z2ZJnI9XSvVizarUovLo1GuhUKtTEx2NN377wTJ+O+KysHrcuFHxzKDNbPQUcxiTYlmal0+nEvHXrxCKUb3+RDrjLGhuP+hY+KVnirdxoRIPZDJ1WizK1Gga9Hq06nXiO71IuHcTRjg/JAAoAvCtJkLK7Rf8uBZEuIxNP3h8LlFJ+d+BAvL1mDaquvfZwGmAU3urbF662Nizz+ZC9bRsSExKwymCAiZRDrRbd8fG4LBBA//Z2bNu7F5mkGr3wQiQRJ3Xo5z+PqIxto47RaQIGcOTMs/igVPgUnExgZ4ozHyyWsJvFxIpJFynHTzwB54MPYlVlJZrHjMGv165FWUoKSjs6YA8EEGxvx3kbNyJ2yxbRucpobUWqWg21Xo9wTg6CWi3CnKEKBuHzeOAJhwXtzy/t7xYpiJMLa3wuRjor4lnQkxItrVSkM0gUwlTpMa9OJzpdDAxbLRY0pqejvV8/7EtNxdbMTLRarehITUVncjK86enQ3HILLJxZNRoRm5iIGs6LuVxwNDVhX0YGbPHx2J2UhKxf/xr24cORm5MDs8sF/9tvY+rYsRhRWorZyoyqgu8b7COQJpiWJqwTAp2d2PbFF/D6/WhrbYW3qkqoOqukmInrwadWH4qfuNZMUnc4LCkPHguhqG6XlmtXrUZAq0VzZiY0oRAqEhLQmpiIrtxctHAddXZi8uLFyro4jaAkWycQpb/73aFFiAkTELBacf4Rr7mF9LQ77oCJFdEoaiAPQy76Nh680uM8fAvMZgRCIdHhutJkgkuvR6fBIBK3bHa4NBpRleHBK0MrbRTjWOXs7BRyvV+XZJwOoA8ZKS4/Z6ITjZdeiiQC8fGYk5ODtz/6CGvCYfzkV7+Cc+pUrCothfOITbLbaMTPExMFNWdwnz5I0WjwW71eVKjbjUb0tloxiknyF19gSEUF/sCheXbGrrkm0tXi/wtSHU6nzZfJJZNRBqoKf13ByUR75f7Q3Y2Q2w13QwN8O3eia9QovLJrF5bfeKPwO9yWl4eF114LV2srTDt3IjE2FiqjUQRvCeEw0v1+WDs7YaZ4Bt+rrQ326mroAgERoGmlRClR+vEWqSullwNDqaOlkZKuDIkeqJWCRJ30Nb/PKiVs/H4Tf64UGKaR/lxfD4fTic3Z2Xhh6FC8dO65cMTH47GMDHx+0UXY2tiIUH4+bEVF2NqvH+zZ2dDY7SIh69PaiphQCEPoLWgwoHLUKPR/4AEEExLQPWkS9j70EPTd3Qi8+ipW33wznKf5maPgewLX6NatQEICAhoNuux2OA8eRElFBfRtbTC73UKuPU1aB2QHsdzHDlRACoxNR9AD1V/R1VJHB9OhENQqFfxWK+La21GakoI0jQa5+fmoHjoUzampGNbdjb0eDzQffijWhLI2Tn0oydYJxJjHHxdJ01f9sdU334zQX/966N/eqEFLLn6VVit8HPiYJxDArrQ08dhmjQZj9Hp8kZCAWtI55IqMSiXuo38Wv+ZB+znphx4PtmzZgg8//BC//vWvcbqi9v338Y+33kKNwwELVcNIrZQ3OyZARGcnLBdcgPv69MFYhwM/SUjAwoULhfDFBxyEj0Kwuxs/a21FtVqN6uZmMZT++VlnYbHXi6XhMO63WDB/+HBxCLSFQijctCnCKae0M3niHOIl/eiIjtkpPX9FtSjSMSmxezolmQpOKjAIWnvDDXDdeCM2f/ABPC+/jK7ubrxks2FbMAinRoOKsjI88vDDiN2zB76lS5Gzbh2GPf88zq2owDVbtmBQbS2S6+oQSw+rI4I2JlZiD5Cq6DpSCI/4DFopuWLyRaikZIpBoCyYUaZSwSUxJWTRDH5Po06HHRkZcBqNcGi1aNLp0GWziUSNz3tDIfQtLoZep8MZAwfiXK0Wa+fMgU+rhf6tt7A9N1fQntb064eCe++Fc8gQOIqLYTeZsCkvD8aODqjLylD/8svo+8ILWLF4sSjoZWRk4ODgwWhVq7Hw/fcFfXobadjKrKaCEwQmVPsnT0bX449jXWMjdlVVYUlVFRZZLHDa7eKaT3S7DyVP0dBI6+Zoz+Fr6IN+yTaB66mF9FudDq29emHn+PGiq+y32eDfvx85Gzeiv9WKZ884A7q8PCwIh7Ht3nsRrKlB3eWXK2viFIZianwC4aPxrYRoudCXWNQ3mxF67z1YamsFz550P766Vaq28CB1slJoMGCQ1wtnOIwUrRYmUk0MBqTHx8N81VXIfvZZvJiSgnu8XmhdLpgDAXRSStjnEwe37K0iV2U2scPl82FDfT1cdE4/iWepXnzxReHI3tDQgDvuuAM//elP8fbtt2Pg3XdjyU9/iukPPnhMc00mURHtR+CZlha4XnwRWrsd+r/97bDXhRwOHNyxA2PUauxpbMTk1la88sknuJIc8CiYlixBlVqNnGAQr2o0ItAxLFuGgYEAPg4EcAkpRA4H6gwGGPx+zKSxKdWQmGhceCFAwQxW4k7WpIO0Ks5fMWn8H+avDqNlKtx1BT1sjyGNOOvzz5Gybh06DhwQQkO19fXY7fEguHcv3gyF8GN2eerrkRwXh67OTmRMnIis/fuRXl0Njd+PEo1GzENx7krzLUeku6VEKxB1aPO8kOXe6zQaZBkMCLtc4nH+lKr4eJiYCHF/8vnQSoGLUAiuYBBhtxuZ7LQ5nfDp9Whftw5+gwET9u1DMDkZbStWYHBiItQuF5opcHHFFTB//DF2LVgAw9ChcAQCqKfvIINMrxedTU2YnZODzmAQ52/YAJXDgaGtrYh78knhNziM908+icH33QfPG29g5/LlGGC3w0gbjaOZzSpQ8C3W66YZM4R1wZ5//xt5NTV4W6VCciiE3LY2bNdqhZLm0ZKmkDTTyO7wNwHXmFpKsnhTSXHWXo0GLp8Plbm5yOruhrewEL/Jy8P9WVk4Y8sW1KtUGBAbi/tUKmy2WjGJvp0zZ6Jm7lxovF5RyDEqM/WnJJTO1gnEL37xC5wXdSBCqpz8ubgYJqcTlnPOEQF3t+SnlS1JtvP1261WPBcTg0ybDa+Sz0+VKbUaO3lo5+dDYzajqKIClXo9LqirQ10oJCoyZQYD9OEwXCkpaJQrl1E/n5vCFwD6M3nYswclJSWHeX31ZJD2eMMNN+Cpp57CPffcg1tvvRXvvPMOYjduxOTZs7Gqvh7977wTZr8f0//+d6HweCzItE0ZRo8HFRSsuOSSQ9RPIUoSCGAEDQ1DIWRmZuLm+fOR3NGBn9JHJwpTHnkEQ2w2tGdkYPr48Zja0oILAwGkhUJ4yePBuM5O9H7xRXTExKB3MIi8CRPg2749MmdnMIiq2Ft79qDrnXdwUoKFBc4CRhUYvhEU3zEFPSxge/rRR/HiyJHYPHAgkp57Du4PP4Sqvh6mQAC6jg7kJibiXLsd5l69UALggMWCWJ8P/dvaMDEhAf22b0evXbtg8nigDwYRUKnQqtXCrtUethcfDfLsiCwh7ZTuY6RkK7o6Kne5iPRgEB6vV+xZQel9GsJhQaHSSs8nhEJIz8mBUa2GhjMldjuaqELocqGmrQ3n19ejtrUV5t27MaCxEfGbNmH7vn34j92Og3/7GxxVVah78kn8+c9/xorPP8fq1avF53svLg7lU6fiNyYTCsePx5ZwGG1btyLU1YXWW24RNMKY9esx+JFHMH/pUrzh8Yhu11bOutFXTKEQK/gOXeeVV1+N5Vdcgd/+6Efwd3cLZklxQ4Og8N8YCGBcKIRhPGoCgcOk22XICoOZX9O9kiMGOTageIasFKqXqIiWYBBX+3xw7N+PlfX1QuJ9ViiE6nHj8Nn48VjJtbF9OzrXr8dwh0PQCLkmmgsKRId5K+dAFZySUJKtEwjOAsVMn45+Wi22SonPRQBuuummQ6/xrVsnOiwHpa5WXZ8+2KZS4XMOMYfDeNflEonRCr5Yo0Fyr17YlJQEzeWX432PBymdnXgvMxPOYBA79XqkarVYk5iINrdbKEXxZx6aG4v6n85uS8WuXSgvL8fcuXPRU02fX3rpJcTHx2PlypWYN2+eqDTfd999IpH6Nze7cBjveb1iFoEcbN5DrgJT9vUYaJY8zaIRqKlBiN0ZCfybMVjiXIKQiPV6McXjgdHnw9mctZPoMNzwP/vlL5HrdGJgVxeGLlyIPIsFHZ2dyPT7UefxIMHlQm1sLHrX12NlbCw6338fC/LzcbClBQu6u/HBK69AW1qK+ygtf9gHbT6c4niq4Vi+YwoUfI8J1j/++Ef8qagIL555Jg783/9h3KZNyK+qwtAVKzC6vR1ep1MURHbrdGjYtQsf6HRIJeOgqAjdfj8S7XZMaGlBYkMDkmprhYAE5Mo3RWAcDuiZ2ET9XHa/a6TkSDYf5ne1SfuYPDciJ1jy7K5HCvLIiGACx6H+NotFSLh7kpPRbbFAo9NhhN+PaqsVap1OiANQOat8/3647Hbo3G5sDIUEi4I//wzZjDUYFB24kQ6H8GmcEwrB09YGi8eDMQ0NUDc04K6GBoRqamBeuhSrly4VAhgrFy9GXWcnfrVlCzb17Yuy8ePRMXw4tp5/vkisSJda+PrrSFqyRCguNtbXo5CWGvTyoueYAgX/A+jrxrW6fvRoeD74AK5FizB3wQIU1Nai0G5Hs9crigtEqpQMydTbI/FVCVbgCD8tOZbSR81KyvORBKOKF4JBVIfDYvQgzHW3dy/6vf023vL5MD8mBq8ZDNg5eDA22WxY0NyMtPvvR2VhITpGjsTABx887n8rBT0DSrJ1AkFzRyYJBwIBDJcW5QqrFTfeeOOh1zDZYZWRXgykxG3MycEOAKuoDJWXB3tMDK7R6bBao0G3z4e9hYUIXXYZ4jIz0a+uDnuCQdHZMqnVGMSugtuNXu3taGYlVacTfGFy9SkqH/FAj4Ci5X9gIOD3o6amRiRc7Bj1FN+H8847T3TerrnmGiHqMWPGDHFI/6y9HftaWlAWCuEG6bXRwQgDInmTvH7gwKO/eXMzgna7qP5+6aoBkVTJm2p3lLdGZygkkuHVmzbB292NfM7FdXcLOszGxYuxed48ZNbUoMrnQ5vPh4qLLkKWyyXmtTYEg/hMpcJ8i0XQCjbq9Rjb0YGPPR705nBsQwNK3noLw/fvh87jwVTJePQQ7r4bWLVKCKz06ISLHib5+ZH7b9vZkmfY3nzzRH1KBQoOUyJlUWfutGmw3X8/isrLMXTrVsxxuwVtWx8KwZ+aCrdajbjkZGwlHdDjwcsVFUgpLUXbwYMYsWcPzvD5kMTiCw/UcBgNgYCw4mCNmj0bbTAoLDr0UUUvp/TcT6Q9yCg9Hy8FbK6o1zmkvSha3r0MwGZpviucno74YBCNOTnQO53ozs2FOhBAwOlEocuFao9HFO70fj9inU7k+f1i/z8jKgj1RA35azQaNKvVyAwG4Q8Gsczvx1yvF5nhMK4Ph1ESCGAmuwUdHRi0bRtc1dUY1dCAsm3bMNftRlJSEoY+8QQGPvYYPDExqJ84ETMvvRRz6DfIn7tkCfJtNuz5+9/xCo2Zf7CrQMHJioVz52LMqlWi29rocmFlMCjWAsVkHFQEltaL+ijmw98EQiwjSrBMFbU+ZJ8tnZRwIUrunewiRh13SirQM3w+THC5sLaqCpeqVLg2Lg6ma65B5fTpYn0MWrIEsR4Phn7yCQ5ylECh056yUJKtE4g5c+b818xQXl7eYY+t9/vRHgrBN3Agxo8fj+LNmzEpHMaU5maUDB+OXYMGwWE2wxsOwxAOw/H663A4HDAYDNiemoo8rxcvp6ejmxQS0kZCISwIhWCIi4OuuBgH0tPRpNFgq8mESpXqMErjbQAmclNyufDee++JjtHLNOH8AcAk7/777xdD1Rs3bhTeLDJY5f21Wo3H33sPv5OGyDnjhiOqTWJTtVhEEhUwmRAzadLRf9i8eUiSVB67pOBF9pyRjQrZ32qQNlEGTcs0GhivvhqDRo5Es8WCgSNGCDrMxspKeNxuHFCpEIyJQUVyMgo5pOvz4RFSjtjNVKvh83oFrfMiux0f63TIUKmwrLUVwXAY9dXV8LtcSAkE0NC//+GflSaMTLKYBN9zD3osyD3n/AUNn/+HgPfFuXNRunkzPO++G5Hq5YC/Yv2n4ATjzjvvFCJBY8eOxSB6XQUCOCMcRqxGg34UsFGp0KHXY0V7O5bpdLg1Lg6h2FisZREnHEaW348pwSD6S2bBckC3Q9o7PpV+zixp/5KNUTkzuwHALsl0/vkoz6tAlKgFIQtYaCVaIb+mB5efs1hxcZisUiE+FIKtuRm22Fik1tejkd2zPXvEvmKRlAeTQiGRxLmlRI4JllX6Oiy9P2e+aL6up4BGMAh1KIRalQpnqFSw0ONLp4PaaMSWUAg6vV4kTYMAnNPWhqluNyrj4/HnUAhde/ci8Ysv8M5LL2HjL34Bd2srjEajOPOMl16K4dOnI/eFF4TPYG2fPqLT9RHVX5WOtoJvWCChdY11zx6R7MQFg9gaDmOQwyGSGxYt8qOUOFmokK8qOUaIjoGOhlCUSIZsrRAN2TBcntPSSN/jla0VpASNnyVbpUIOO8VdXWgsLcU4pxPF27cfWhM5Tz6JbKsV3Wlp6KyrwwKFUnvKQkm2TiC4mGhoGQ2Tif2tL9HU2Ylm6Z641GQSi5QCGkw+2NXJIc/eaBQbRUJCgjCInD17Nka3tCBJr8fItjYxF7Bd2lh0FovYJKxtbShubkZqICAoL8lSEBtNKWRQME36mj+LUujfZ3dL3kCffvpp/PGPfxRiFzefey7W63QiIOGm1QTgLqdTGHkeCbHJqVSHficx0K3RoKqkBLj66qP+TNJovD6f6PZxKPbvAP4VtSlzg15vNIogSd446WnGzmPxHXcgPicHJbfcAu2rr6JPQwOWOhxIcjhwwGpFXmKiSHqHJiRgi9mMW81mJASDONNkQkZlJUo1Gkzz+YQRaKLVCr9ajaasLKEmyW5kNj3ZokHxjIKCiElq377oMTiS3rhwIWC3A0eoNH4V7r33XlRWVmLv3r3YsH49cNllwLRpEUl4BQpOwF7DTvmPLrgA2R9+iAdqa3GT2w17fT0mc+/QapEXDIrgifRkldeLjT4fbnW5RFGFnaQpBoMIxDhIb4pKkJzSrUZKZGbSAkKiM/PGVcIw6j1pNrcYwG+k7wlJydTmqEDQI5sXs1AjBX+cv6LARkwgIBTVWMlnJ40iHN7mZngDAeT7fIfoTUHpsyRL78siVbWUtMkKhiKRU6mEL1cyZ7lUKlRptXhOpcJ+FujMZiA9HZb4eFSaTKKItSsQwEGbDbFMuiwWsec+qdWiimIEbW3wffQR8v7yF5g7OzHswAHMlSjX/F3ZyaLlxdinnsJMoxHdBw9i6po1giHgUTraCo4CxiN//f3v8desLFz7wgv4V3ExKtgx5fWs1WIkaf3S9S3O6qgkyCWtgdARnamvgvpr6IWqqHuftM580m2NSnVo5pJxhInrVaWCxuPB6J07oauqQrxafWhNBFaswEGKmZWXo/+BAyKuU3BqQkm2TjAo4qCSqGFMtIqK6EH+JVLj4gSlg/fEXampKNdocHdamqAhTp8+HUOHDoVv2jQYEhNhmDtXOI4zkbvwoouQkZmJi3JzxYbC6uUSbix6PfbExaG5tVWoRrkDAdSp1WITID3ucGkIYBGAIcIDMIydO3fimWee+V7msd58802RSL7wwgt44IEHEOfz4WkAb7e1oU9npxg+5wXKpEfFuQcJ7DhB+j08KpUw1Dzk3E4KDGmYTE6O0ZJ/b/9+sSlvl7pahtRU3K7THaIYsAJ8629+g+7Y2EN0nvEuF8Y3NGDJL3+JbS4XDtx4IybU1Ql++LVbtqDM70d2QwPS2trQOHw43sjNxTSHA/s1GuQYDHB3deF38fFI9fvFe84ideDgQRhYmU5Kwq5gENvj4lBJU1QZTGSYgCQmRjo+27d/Wf39oeeb7r0XaGgAKOUcLZBBNcJvCBYTVmZkYIXJhB0lJeJQXb1qVY+hsio49bpZ7777LnQffoiZ7e1gWHOjz4c7KBhEGlIgIOaluA90SLcx3FNVKiwKhZCnUsHgcIiginsELTn2G414JiYGu1UqQTUeoFJhetTP9Eq3WgA5nNel2IVGExG8UKnEflwu3ViRD8jUPo1GUKL0NK9XqVDJ75Pk4Y12OzQ+36HZLRaMmiQfLX5mngX8PWSxDMKi04l9pzf3TL3+kAFrm04n9lBSHSk/n8SiECvx/LzhsCgAdTidSOG+xPkvvx/9dTqkh8OoTUrCGqcTB7RabGHSRGGAjg4M1elEMjnYZsPocBjG1laRSN39i18g9sMP8QHpwgA+0uthKyjAAxrNobmuH3xfU9BjwHOAxV/Obe/74x9xvd+PAq8X1/n9aGxpEdcwY55hUTOOsvk3pGs/KSreCX5F0HtkTHQk7TB8jNccot5KyRbXjE+iy2qkQjG7xCzehDQa5IXDGFFdfWhNXPv666jv6MCijg60DBkCC4W3lGv/h8cJ2IeUZOsE4+677xbJy6OPPoorr7xS3EdjhEaDeJVK3BOjZ83COxaLuCcNMSsrC4899hgeO/dc5E6ZgstphCsh9oorMGryZBRfdBEscXGicsoDu2PIEIyLiRFqVExMKoNBbNRosEaqZAaPsnGs4sbEYWiPR3Qc2Ko/UZg1axb27duHSy+9VIhOlHi92Nbejnc5E8B5sqP4zMib2wHmIHr9oQpwm1qN5Pb2yCC6Wo1WqxXsDa3Oor3n0aGtrBTBT4ps7JmWhoRAQAQ0DKKW9+qFzF/9CrmTJ4t5OlawR4TDGOV0oiwmRnQU9zscQurdWVgI/Z/+hGsdDqQbDKIrSSLdFcuXo5L0HbcbLSYTBhuNeLatDX6tFjqdTigPfRwTg1XhMIJffIFeXi9aW1oQiJ55YkLDTmh5OUCpeFbDZJoBN+W6OmGI/b1uzvImdN11QFkZcMst4mEGfuXhsAjcvikoo11YWIhwKCSSfPqNHPLiUaDgOAVsnEVlR2vvpk34qcOBX/v9QhiCh1+WlASxE8SVt9VgwAG9Hhu0WqwwGHAuZzCCQRSq1ZjJdR8OY69KBY6xf0IaIBUH7XaUhMOi29UdDmO/tL+WShVuvjfphqQ5dbLKHQyKwMwcDgtBI+7JtPVQqdWC2sfXUNVMUBMDAbjCYRFUVmo0h5Ikj7S3M0ljwhaWEizu7X8cPVrIvJdLj9cZjYIKaVGp0KVSQeXzCfo0idrcRw9IRq6VZBPQQiQYFPtdstuN3m43sj0eOJcvh7GtTVDZ4/1+hIJBNHR04LmsLCR6vejndELX0gKj1YpNwSDKx4xBaMQIgMXFqiosdLtx9a5d8FdWYra0R8y67DK0T5uGOx95RNxzrkvsa6SQs8ulJF2nNd5+8UU0/uUveP6OO3A9DYBpZyBd5zx18thpDgTEupPLqjy/66Vr2yedS3ICdiydXLnrdWgUIWqOUTYPd0d1sHkvr8NAVHeL61g2LGccAEnhkOs0oNNF1mdGBpCaemhN3M1zPz4eg8ePF91wZWa5h0Deh44jrVNJtk4w2IG6/vrrcdtttwmqHAPMaPh4SLEaIh0qw6qrcUavXhhaUyO+V+5iyXx34yWX/JeSmzE5GQ3FxRii0aBOp8MlVVUomT4dfpNJbDKi6qPVCpUqtt1Z4XRKh7QMbg7loRD6+f2w2+0YMmTId0645A7Wxx9/jFGjRomuHh8LBoNC3Q/SzBjpM6SxjJa+j8lN+CiKQNzQ9ur1WGKxiM2Ps2grVSrsMZnE79RgsQh6zT4KWLCzdQwsHzxY/IyNpFsaDCL5+WM4LBJVBkfn0SfKYoG+uRlGjUZUeXUqFTI8HvysrEzQAmZ0dKCpvh5baGI6b54wEy2x2wUdcNemTahIT0d2OIx/jh6NDp8PRpdLVLvimJDQVHTwYIxvb8ewYFBIweeHw7hUPjTkhObWWyNfkw7JG8UkZJoBvWno0ZWXB3Dm4ftSLJQ3obvuigRSTz4pHn66qwtPVVTgmS5ZouSb4RK9XgzLX6jVIuu669C1cSOyrr32BH14BadbokUxIpq3L3rrLdyyZ4+Y+cyU9hsmV6qog5BBlF+jQYPNhoOJibjJ6xUBngicnE6hEhsbDGJ5djbUSUkiUXuIqrOcp5UCLRFcJSSg3GxGlmQ0zzkr7ldUh1WbTDgo7cssTFCSPUOnEzNXZoNBfIb4cBir1Wqxp7miRCzMoZCgJrmkPXGbNHPKz94mdek5e3UWBWc8HuRQ0VathjEUQorfj1dYyJGKel5pT+sixVkKHllw0hYVic4YA9iA1SoCQyrdMjFsCYeRqdcLwaBMnw9pNht+0tWF7YmJgkK402rFumAQrwwfjscDAfx6yxahjohHHsEso1HsVTMGDjx0hsnnG89E+ZwT+xq/h+eDIgt/2q7bv/3tbyj9/e+RsWMHXnK70U+i3+ZL12YCKbZcCyqVOMshrRHGNBoqdEodXnaQEUUtPBJB6fvkuW+uCw50uKO6VWppD/BGKREiinXjkrrLRunn6KTn+Bn/Q/EznQ5veb14cNAg/J0d6cmTD60JdUEBrp08GVOefBJG+qMqM8s9A/I+dBxpnUqydQIkSV+YPFncf5MW+b4DB8QBu49dAnZQHnoIBaNGYcQDDxz+DTyIaPoaTY2TL4iZM3F5fj76p6Xh8oQE9P/Pf4CsLDT16iUWPytAk6xW1KSkYElyMj6JicHzqamHmWJC2izo8zUoHEZXVxf69u37rTy4+Ltx/kpO2M4991xs3rxZKC+effbZiImJEUmWXaoOH3khyhUmuTIlz02JhEunQ++hQ0X3apXBgEfMZqHSuMxgQEingzYUwjSJbnMsnEcPHAATAgGEcnKQ27s3YqVZjIBWi1j+TYkLLoDXahUD7S1GI95SqbDg3HMRGDgQ7xkMGOPzId7hwAqNRgRC2w0GtDc2whkKoTghAcuzsjCnowOrYmLQpteLwIdqhL8m7XP7diHV3IuJWDAIJwfydTqcz41WTmieeALIzAS2bQPoSRO9CfM6uP/+SMJFufgNG74fAQ1ZPfBPfxJy1riTuksc1foADrtdiA5847a804kRffpgqNGIQXfeieV33YVW/t1+w2kWBQq+Hbj/kEHQv39/fPLaa3jK4cBKtxsDpKREI913q1RwkMJmNIqASfjmBAKwu92Y09QkXqOVHq8hnS4Uwh7Oc6rVmNPdjUlSwMe9i/usTOs7KxxGr0BABHtx8fFoHDYMsUOHIjUnB+GzzkJsaiq2UOSC1CJWwf1+6N1ubDUaxc9jwJhAerQkpNEiJ1gSVZABJF83FhBUa+5WyTodNAYD+uv1GErD4kAAtX6/2JfsPh8yqCjo92OVSiXYAPzcazUaqC0Wsc+SsuixWODs6ECh7M3ocKChuVn8HdqCQaT5/Sjt7BSzvx4WiJxOdFx5JXqZTPh9//7YX1CAnLQ0DCgvFzPGGUVFeI1zWvPnIzhzJobOnAk9mR1fpbgmn3OkTyuy8KcdGC8MLylB2a9+hWnNzSLJZ0HBGUXH5VrrsFqxymbDUoNBXJ8Er2OuD9KBj/TM8hwj2dJEKQ3Ktgq2KKVBOUnjujZJz6uOiFWsUtLljuqQycyh6eGwmH/Myc1F2o4d6L7wQiH9ftQ1ocws9xwcLd7+jlCSreOM1y66CLtXrMBrF1/8la+jX9T7778v1J2YGjRKHS+LNDzM+298QSxdCjOpH3o9+losSNm4Ec7Zs6GZPVtsQDy8u9rbMSc+Hg1OJ35hMmFvS4ugzfE57xEXBFWyyLknpZBURlkB6FjiGXIlauLEiaKLxQ7WH/7wByEr73a7RReL3Sz+Rs81NmLDzp1CmEPMYkW9T7REq1xF4kZaZTCIf3Oj68rJQUV5uZC0Z2J4p9eLgVQCpBJYVhYCfj9Wmkz/JUQSDa/LJTbI6mBQ0DDPeOAB9OnbFz6NBgmUi5c3uxtvxHqtVsxh1Hu9KAqF8OJHH+FWnw/nulzis46gRHIggKXFxWhWqbA1Ph7vGwx4MzcXo+12/CMUikjv6/Vo1Wiw22jEqOZm7MvNFbMTNKX+PCFBqE1W5+QIKqhz6lSsKi1F8623ikRud00NynfsgJ9eVNGVXtmjiqA4xXcR0DiWnxf/fz/7LMAD4YYbAHqXcXbsscfIvwSWLxcv+3l2NlLUatzC5PAokGXyDxuCnz8fzQsWQOXxYM9jj+G8Z5+FOjUV553gmUEFpy64F9FM/sEHHxTiKySkniPRBWOkavMaKTCqNRhE0tM2YAD2pabCqNUiNSYGw10uQdtLkChJTHQ8gYBQFmXC9mhlJTJ8vkPWEdwH5F0x1mxGh9uNACvYoRDcnG/avh0+dvRrajBg7Vo4mpsxsLPzUFDGQhILRllOp5jxYCJVEQyK9/5U6pixo8U9Kyjtg6QUupKSDimgGQIBQVOk9YfO5xMzUPnSXGqSdOMePJbdKyZgAAo1GpjcbqFCyPenNxF9tPieJjnY9HrRGQziKYMBr9KknWcVC3MajfANjHv+eWFf8ZPkZISovup0IubCCwWTgX9/7v91dXW44957xZn0dcGLXIQUf8/jHOwo6PkCNmPGjMGYmhqhlMykh5Y5vAIarVZ8RN9QjUacp5luNwYZDAj6fIcSHMY6Tqn4EE0ZlCl/MjtGjjOiTYrlf1uke1ltUI5PZJpxYlQnTC4Ay3OScmGmW/ocTPxYUDmf1j91dci85BKsXbtWCJEtWbIEb1BMKuoalwVkFOLsqQkl2TrOeLG8XHRWXuKczVeAScw777yDvtICvX4s65TfEuxwjR8P6HRiiNm3Zg3eO+88DJ8/Hw5JxVBvNuPAgQOi4shNjZpxu9RqVOv1h/jIMrSShDGlGlpaWoQc/FlnnYUnnnhCDKvKyRU3RtI/KHRwxx134IsvvhD+WDTP5CFLMBVghXYpA4RwWCgfHimlCmlzbNBqxS0gbWw062SnqUr6jEKVq7oaBqNRVITVajX2mc3o9HqxzuuFY8cO0c7PcLnw8MMPH/PP5e7VS2yWSUxoi4thWbMGfc8+W6gEmc8++8sD3mJBflaWkHaeaDAgVa3Gjw0G3LRvHw6Gw/DqdNiamIiyiy9GRWur8JfZnpODex9+GL+Wht8f69ULYyZORJzVKobdr3A4cLHNhoGVlfAmJiIhJQWTurrQoNOhz4EDYobt7bffxs4dO8TfddUXX+C1vXvx4sGD+ILUyOhKr9zZ5LUzciRwFKPmb5xUHSl4IYNdNho9//OfwNatEcoiA83ycqxbvx5d3REyKod7h1gsaKNUvQSaPa+++WZxv5CzLZWV+IDzH/LjY8eiNjcXbS4XDvbqJf7eG0hNVAIsBd8h0Vq/fj06OjpEsiHLzbRHUQcncCaKKnrBIOJcLuzwepHS3Q2HwYCS1lZRFSf2S4nWF1KQViwN49O2ge/FYoldo0FLXJzYMz1GI3YnJIhZTa6uvQzGmpvh8Puho3CMzwd/ezvyXC7ouX9JRSUmdF2BAK4LBESgVS4lh3z+emm/ZCKlt1rFz2kwGOBPT0dCd7dIiLql19Begs8HgkFkUb5d+v2pYsifw8/M7jiTTu4UKV4vKph8scPG2a1AAJ/Fxh6Srw5LBTEqLFLxcK5KJSjUSTodVplM2Bkbiwy7XSR6sR9/jOF2O3K7u3HOp5/C9NpryE1KwrZt21BWViYsT76JrDWLkLT9oHjSfxX35O449y5lnuuU60QPGjRI2NDEyIEp7W0A9OJRnJyM0dnZwqA41+OBKRhEcmsr+uh0olDgk9Z2prRWo2MMWThDHWUgLma8pa4xH3dE0Qb1R1EdlG9ywKyVvnZKhQmZXhiMSsAI/i4ZFNcJBHDFK69gUv/+WLhwoeigy8JpMt544w0sXrxYXPvKtX7qQUm2jjPudbkwglZOHR1fOfPEw76f1YpR0kD0MT2hvgkYnJKP36cPXYqxLRzGkM5O+NrbMbZvX/hjYtBRUIC9ubl42etFeno6ztXpUKrV4qBWe1iFB1GbCWepPu3sRJLLhaqqKnFo0gOLs2e/+c1vRJWGh+Pjjz8ulAzZwWICxIShWApWmGj1AYS08tGSLPnnio1Mp0OTWn2o4sthc6oKrmD1VdrIKDl8sKJCfJ/P58MXVqvYPD+SxDNYje6y2bDossuOSeW8qH9/6KxWDBs9+kuqCv3FSNM7wmcsLz8fZnpyabUY7vEgo7wcJS4XBvh8okul8vtR8vbbuDAYhM1ux5MdHUixWPDJsGHIjo0Vna0z+vVDTFKSoAt1Wa0wV1SgPSZGVLMzExLQmpoqgiu/2Yxemzcja+NG+OrrMWfbNgzp6sKA7m64AgGs3bz5vzuL/MyUh58+HYie5zsWjpVUzZt3GC3wsISOZoscdu/TB57LLsN+qxV3JySgrLER96xbJ16Ws2+fCAJHLFp06GDYcffdSNiwATvuuQfn+Hxwt7RgKo2eb70V1ldewYa77kJQkpem5P2Dd9+N3hs24KGe7CemoEeC6+KnP/2pCFYad+3CK6GQKBj1kQIeVqTlA6/LaIStpATmmBhkqlQYsH8/wm43EtiViZJJT5eCt3Mlv5x4KSAjtYmviff5oKeZcGcnPmY3yutFdUcH1sTHC6uGZCmYM0pJm0yH5mN2yb9vd1Rn7F+hkHidPPDfS/pejbT3WZxOsYdSkKKAiZbfL6r/7DSxcy5X5SG9pwgezWaxN/M57pPxUnBokvbcbOln8+/CudGMzk6R7IUkkYFNGg2on/szjQYFOp2YAwuSfu3zYfyePVAZDBgaCqEyOxu6ri4Y6W9YXy+8BnOfeAJ9EhJwaSCA+rIyUZz7OmsRFiFpbcKzhEnXYQmaTK/mHqbMc51SBRIyYbobG3GLwyG60VyviaGQiKV4LcdWVcHc2IgUSThGDArodII90yZdv4xZ5BlLuXgsM2Vk1UDRbZI6VbwlS9e6TAeWE6fo7z3yaxmyP542SnhML61z7hvRFgx8f38ohAlPP40coxFnNzZixllnHbYeuE4ZP/FeudZPPSjJ1nHGUJ9PtJTZ/iat7phwOrExLk4oYfWlct4xPKG+MdhhoFdR794YOG4c7CNGYMAvfwnblVcKkYrzZ89GakoKli1bJmaoDJMnY6ZKhR3hsBgIjabERIOV0XIp8UrzeET1iQbITHQIdrCGDx8uqjR8bWUggAeSk8VsA7n/R2rTRUupyq17/mzysv0+H2rUalHp5Y0V17+FQsI/RtD+WIFSq6EyGsVA9vgpUw51kO7WanGuWi1+h2l2O/JLS/ExFfOOAvMZZyApLQ3mceO+bONfdRXAStOPfnTYa7dTWISD6/TfCYeRHQzCGgqJoGmo3Y5khwNZDoeonA+k4afTCc/TT+M8oxFNKhXOLy/Htn/+E/raWhy0WGDj83l5sLa2oiwhAe/a7Vjk8WAbhUv8frHRVvfpg2y3G/vnzMH2hATsT0nBEI9HbOAboxMReUMmHeGbDtUeK6ni3BcNiUkLPLKStmWLkIWmMuLO0lKUZ2cjfu9e6Di4LCW+dSNHordKhaZ9+9D1NAX8gb69ekFXV4e+hYXYuXEj4js6sHPTJmi2bxeKZ7xvGjQI/XQ6NA8ahN8PHYosoxH3D6ERgQIF3wzs1LOj/tlnn8FfX4+VHLeUAiDZm88YlfSU5+TgkYoKtLS1weV0wuDxRGTWpT1Q9s/KkqrlfNwWDotkJSTtTfJeaZBex+KSXa9HcSiEs7q7YaMXFos/9MaKMj79wmQ6RP3jfiYXlvge6RqNSLD4swtI8ZM6S3yehQwaFUN6Lyf3e6kjxaQwlV0z6bOKLptk2q6hMA8TF+nxQFSF3iB/r/RzmOSNjolBFqXhVSr0M5sxPj0dyQkJMKSlIblfP/j0euE5ONbnEwWogkAAG4uLRUdwQ0ICDmg0+Dw1FR1+PwJZWaL4YvF4MM3rFWyD/0qgjoAsmnHZZZcd8pP8r04+Z1WVea6TGjJd9PXXXxfG15xtfoLHUygkCgMxkiG3Vq2OWBPExMDqch1aR7yed7JjHAqJggqOoArKaoCIovzJiO5SyUqEiOpwRb/uyK+PVHGWjcENspCGWi3mLeX3Y1wQVqmwNxwWM9vrDAbM3rZNzNfvP2I98JqfNm2aUGlWrvVTD0qydZzBhEZeyNXV1ceu4s2fL1rhTCJMlPX+rtQpCllwhobVxauuwuhnnoHxpz8FbDagsBCx1dW4ZsYM9N2/X0jR39DWho5AAL0DAZTGxIj2eWtsrKhyyup/MmQ6ynaXC2OWLEFWfDy0ktofaYkFe/cKeeLNkmz7neycHANB6f1lpa2gVN1lDyoQCmGrSoXVUkWIrfi/+P0iceXflEHKq11dCLrdYrDbPXky/hQKiY355dRUfE4KJRM+mgUHAjjnHE5rHAXsAnIDi5ZZb2qKiFG0sO78JfgzmTQFEhLgNxhgs1phSE+HgRRMkwmxGg32FBcjz2wWg+j6ri7ULFwIb3e3oPlQKlpvs2FzZibMqalI+MUvEG5rg5NmxwcPYrHXi6nd3UKmP02rFR5dBQcOwJmZCf2GDdg+bBi6QyG0JyYipqMD1dE0PWm2y0OK0jetfn36aeQ6ocRsdFIlC18wiFuyhJyGyHO/+AWwY4eQqkX//sKn5+XycoymiiIDQqon0Xv56quxS6cT3YEP3nlHPLbnwAH4srKwp7xceI8clKihec88IyhXeU8/jRkUFUlOxtnhsPDdmXn99Yj9roUHBadVojV69GisWbMGus5OrFaphCAQ9wuZDteuVkfU/1jU4fxnaSn6tbeLZIhXL3fetijlP78UrAWOSFBkChJf26BSiYBPDu6Y1A32epFBcQq3W/yb36MPhVBvMgkBnM9VKpEEcX6K+/4UKbHja3fRMDjKlFWmNQnjVJVKBJVyx8kiGRDL1Ch24Vikkc1beU9qnzznpZW+h79/9HyL/F4m6fFEvV4keaGkJMRqtcKbK9PjQYFKhTS3G9qaGiSazUjyehHbuzdisrPR2bcvplgsiO/VC3N1OvF3m5qXh8/GjkWm34+8p56CS6NBU2Ulfn7ZZbAuWCBoxF/npRetxBv1YKQ4Rvq3Ms91UoOMGM7yrVm2DDM++URIuV8gnfuH5qj0eqhtNlgNBrTExoq17JIKs49LHdkCaZ3IXaYjg1pZnh3S2joyWZIhm3wfojAeA0d7TlyFpCZz3el0ovPN3yOk1SLRYIBZp0PfggKhfJxPBeVBg2CqqcHexESxHqaQOXLkNa9c66cclGTrOMOYkyMOX9IzKKlLit1RwcqFLE/+Nep53wgPPRShe5HvG70wZYUbPh9VIXkoEIAlFMJunQ4ZDNbpw9LVhW6N5qjGx/LFMvTjj/GfDz6AMxCIDIJ6PHihre0wOdQjwU1QDiTkGYVPjEZBY2wxGLCRyogaDXZRjMJgEO9Fw1DiJ1TMkr4mVeai2FicQf8qoxFzY2NxUUKCGCo/ixuxRiNUwxoKCoQy1pJvMsMkg6ad/P8xaNDhv3MggDi/X1CDmmy2SHDDDlR6OvIDAbSPHYsLLBYcdLsRjItDk8WC2CeewIsvvCDolLH19cKkekxXFwp9PnS++CJ0mZkYwm5dfj7edbuFcMg19OxiILZuHfJvuglZLhe8I0ZgSnU1zho2DHaDAR9OmIBpc+ce+mzzly7FpuJivNbdjRXPPIPmaEPkY0HmiXP+KjpBk8U2ZPVJvu711xHYsQPNDQ3wt7Vhw8aNWFxejmtra5HtcAhfoLPZDZMOij75+bC63Uhkgs/O5u23o8XtRuFtt6Fh+HBoJWW2yueegzsmBpXPP4+Pw2HRFXho40Ys+vxzvMrqvXKwKPiGidaECRNEUSvW78cHdrvwuJHpRLzSGfxzP6mJi0OXyQQb57M0GuF71SklKtyTcqRkhAmKTqL5aSX1M/r3sfDjTEmBPSYG5vh4YRzPblCz9DOYuAU1Glh4i/Le4bxUSiCAFSoVPuEadziwzWw+pKzWR7LlGJeSImZRG9TqSJIUCon9VSRKHJr3+0XXq1OmFIZCh6mrJUVRByHtt5aof3ujkkY5oWShSC4MahksBgLQpKYiqbtbmMODRvK8sRNOJoPLBW1XF/QpKcJYOX3sWKGmajh4EAUFBULiOjMUwhcVFTh35040U+b+5ptRvX8/etXUoPWmm2Dp7ETBP/95yNhYwekJ0kU5lhDz6afQOJ3iDGDSzzigkywPsxnWYBDa7m50+/2I4RiDlGDxvL9KKiQQKqkIIl//6qMYD5dLSVq0UmD01zIN8dtCLXWd1RSZkSmLLEZyvpOWDy0tMIRCMJHu/NlnWFtVhZRnnkFJVRXKGZspOOWhJFvHG5dffqjSMp+ml1RvOxoYUPJAY1BLJbnvClZAnnoqch8ts32MCsn1xcVYHR+PoNksKHk2vx9eVlCDQbi0WhFEyBtYdOIlbyRytfSrIG9mcuDhk241KhXWmEyRQCYQwFmBALZYrUKIgj4UA6Ughj2mxMREoTxYbzBg2v33o3PUKKjMZugmTBB+LWbOElCN0OkUA+LstBUWFUGtUkW4z98UR+t2MYiprRW/a4lajS25uWiMiRGCFGU0ALVakVJZieXd3ULoZG1BAeJXrcK9TzyBnKIiVNA/bfBgJHR1odnvF4a9e/1+eGpqRLV9XGsr9qtUSFGpUO5ywWK3Y+OmTfjsl7+El4P6L76IPpWV6PPxxwi53SitrRU0UBnjhgyB+5lnEFiwAAfUaixiF+poiL4eZs6MdDtvuy3SyZoyJTKEy/elxPztt0eeZxKlUqGanSu3G6vq64UKoaGqCo1JSeKaoZfQH6OFYHbsgJ7XM98HQNkTTyBcVISyJ5881ME6j4bUlNd2OLB//35M9Pmwy+dD8vr1GLF/v1BSU6Dg60BLCqqesjqewf1D2i/aJe8ddqHlrlN1KIS2ri443G6RRCUHgzBptWIWiWUBqgzytWlSABeW7pl8kbpbm5cHU2EhkvLzUTdxIgwWC+K8XvFeeimJ6aL5OffOYBCdGo3Yvxz0z2Ky4vdjWCiE8cEgZmq1wv/wsdhYYTLcTpPh2Fjs9Xqhc7kE7ZAiFCz82CgQJP2+JdJeKquhRR/ecqkuuvsmV/plCtXuuDgE4uJEQsgE0EaPn+JiaFhAIlOBASHXPVkJFFry+yNnE9cjPa94HxcXOUf4OPdKFul442Nr1oiul16rxdTCQuQlJGBcdzcM+fkYqdcjNT0dAy+/HOO9Xlh790baunWiw+V56imsveEG8fVxwdEsJhT0PArhv/+NjOXL8XZXl7heI3JakYToPwkJ8LndgrrvDIfRHgziManrpJPWK9cnCyYBaZ3KohdHQ2eUN5esMiivq6PJwR8L0abHgv1zhMDFYWCcxdlNaf2YdDrxuc8gHTkhAeeZTOiVmyuUQWN37BDr4JjXrHJNnxJQkq3jjRtvFJVKSAfxQEqJHwucTaGRXRQ17Lhg/nx46+qw6o47jknXGP/oo8gcPBirMjMF/Y2UGEM4jFYmG6EQEgwGEUC0SlXRPdIGc6w2fPiIdnxAGtwm5UYoCWq1h6qrC1QqQatLpVlmMIj67m6c3dWF1kAAD7pcYvNkjya7pASvGI0isaG3VezPfobZJhPKDQb4aJJpsYj5rQZScFilValgNBgwXKMRQckxWc78mxcWRu4J/o047yYZLUejJS8PrTod2ru7kVpRIQa332lrQ5vTKZLAlampKKFks9GIC7RalD/4IIoyMvBJUhIsM2bA3t0taI1NHJ5PScHu5GR8mpQEv06HTfSrOeMMrDCZsDIpSdAobaEQslJSYDab0Z6bC01HB4J6Pc5qasJVfv8hygHx2c9/LuTWNYEAkjo6MOmPfzzm9XCoiyV3sOjhxXsmWffeiyDnp1avhu+RR4D29ohn16RJSOvTB9fYbGgyGPBudTUOhkIwlJcLef17PR6cv2oVnJIQSeGllwp6VSG7qQCK5s1Dhd2OojvvFBRBU3Y2frdlC0qLi9Hl86Gtrg5/WbsWMZWVmFxTA2tLCy4+ItlVoOBIcE+bOnWq6Bwb7HYh5c6gqQ+pfTodGgoLEdRq4eTXkqEwCzwLpE4W1fXYmY+NoicTMoFYVhNTSwFcbkWF6GitZgd+6VJsq609lGi5KcFusyFZ2jtipCBMq9EgLhAQRR9ij0YjmA7c70r4ucNhJDKQVKvxuceD9MZGMZOV6PfDShqS34+DKpWgTUXPoTRJQkAt0tfnS1YdH0qPvwfgQb0ej8bF4SO1GlVqNf583nkY/de/YvXvfgftpZfCdsklULOafsstwJ//DNDTkbMhPIe4P1BsZ9SoyFxnRkak+MK9gvc8z1jEqqmJePv95CcAafADB0LLruEtt8BstaLI5xOCQZ49e9CdlYXc4mLhKZl0+eVIcDjg7ujA23PnYutf/wrb5s1CROfrAspDsvBfFXRG73UKeiTeeeklWO+/H+qqKtwTCAgfS1kAS6NWw2cyCf9NxgpVHCVQqbCOHnUqFRo0GtEhFp6Y0nozR4lRHAm+RhiKRwW78myX+hgz5XIyxdjFLt220kuSomL9+qExLw9bL7gAjnvuQUthIUJcE5y7N5sjNxYryKrhdUpjcApfmM2wsMBhNiPR6UQNZ9FTUpDe2YnG0lLU3H8/PFT6Pdq1rlzTpwSUZOt4gxUNiUbF43f0VyVbdBIfPlwEtccVc+ZgY2Ultn2F3C59vC55/XVcxYFnOq4zcZDa4CqNJuLzQh8oaaaq0mg85KzuiaqachPj0cfEg/ey2Ibo1VksaCFlxmiELxgUtBgGEKzszmLXSBo6z/L7xWbL6hP9YXi/urgYhRMn4oWhQzHQZsNrkiT4h34/cjwefMSKMYCZzzwjKs6ZP/kJUlJSYIuJAfsqLeEw3j9W5elI80BuZqzQstMoJ2ASas84Ay3p6Xh/yBBUZWYKBcHslBT4kpLQl/LKZ52FymHDkGixCNXHpF27MLSmRgiJhDdswCivF+NJOZo6FaGzz8aZI0Yg0WpFO+XOyUnfswfp8fG40OcT/O7ZwaBIICvS0pBWXY2mYcPQSPqhXo+cigqUMRmSIPtSpefmolKnw/4nnzy6tLs8jzVlipBbLyUNlOIhcmfr/vuxnwqO8fFY43ajacsW+Ds64HvoISzavRs3dHTAa7fDPnQoRnV3i8H+7q4uPEWPk/p6VElCJHdu2IBSgwG/3kgHNI6FLYbH7RaeIrMuuwyLDQYU7doF86JF6BcK4dy2Nvyopkb8/yRlZGJjI7oZ5ClQcAww+LjxxhuRGAziCa8XCzUasdewat2iUokOMzvInxoMWMtujcEgqDzqUEjMhfDA6ycJWsjV7VIpsNJKCQy7Yh8lJ4vOu0ba0wxlZUhZvlxQiAdI+1+TVoua9HRYPR7RTZNnpkjHo6AGgyx3OCyozexyVaSnC7uINr8fk7u7xXsUseDkcmG/xXJoPkwrv084LOTjF0qmyh8ajXg+NhYvx8WJWRXuk59otYJCfZFWi4F6PR7o3x/rRo1C2kMPYeiBA3j0pptw6/PPw3jddbjg9tuhZ0Lz6quRDjZnerlX8P6uuyLiOFQd5fMUzPnd7yL3F1wgiohYsUJ0uUVyReo7K/d79gAXXRSZ9WTxkF0uJk4eD9oyMhBSq5FcVYXq3bvhXL0a68vLET9tGvZ88QXSq6tFx21rXByG8Hu/JqCUZeG/UkJeFhZQBAV6LBJWrECtx4MbmHCoVPiRXg9fYiK6OPes0yG/pSUiFCXFErsLCvCTpiZYJCsYCr5skpIrOWHi2juSE+GPUtykCqcMWUEQRzzGSXPKPfH0Ism1r1Sc4e3HQ4ZgbG0t+u7ahSW//S3+YTTi3fx8pB44AC19J/ftAygM9X//B+TkRJKu7OxIZysxMZKM0RfPZkMXiyqdnTBs2ID3NRohZc8i0VZS+492rSvX9CmB70JTVXAsnHUWAu+9J9Rn4j7+OHJoHQ3XXBOhZhznRcSkZ9+wYTCr1YerOR0By9KlmKRWozklBRs7O0VgzEQrjQab8fHY7fGIwILVVSuTJiYXfv+h4IbiCPvVaqRyfotD0Dod6im64feLqnKz2SzkiY1dXbCHw+J9SsNhfGaxIFhWJqpFnDXYlJaGvMZG8bXRahXD4DM5f/TUU5j36KPYt2sXpjIpBTBDp8Nmg0FI1xMp69YhZdAgjLRa0WkwILG4WMxIfSWNUKZWyuBmxmSLydkR8ulzDQbUJyfjrkGDsOmLL4TxaLvXiyn8nTIzMfXZZ7EyLw/b+vcX1CYqPzoHD8b4119HF7tf3d3Iu/12ZDMJXL8eQ/ftQ2FVFSri4zHS4YBLp0N8dzcqtFoUa7XY4fOhMj8f/d99VyShbZ2dqKSAic8HV69eGB8l2c6EWXfNNViweLGY+2JyOeXuuyPzWAx4ZHNgqhUyGPrwQ6xZsQJ7Kiow6Ze/xADOf7GzNXs2mkgrdTiwJRzGBeGwmB+pLihA4VtvQedwID4cxrA9e7A2JQVTnE58ZjbD2daGLJMJ284/XxxMNyclIcHnQyqDMQaD69djV10dNK+/LtQeL/Z4EL97N9SFhcJ02mQ2Y2UohAyLBb0dDuzT6VB766340WefffuLX8EpL+/+yfvv43WnU1zzWaHQIcof/Ww4F6E3mdBF43KTCe1Opyjq9JdeIwdlMvWuUaMRgRjp09xRWDHfYTAICtw+6fVuVtKpROr1CqogAzyxB3KP6e7G21otZvv9qKM0ut8vlPxkxVKfZJ4+1mDAzsREBNrbkcR1rVaL19gl7y6+pkytRkoohEaVCjsNBiG73uR0isAvpNMJk3n2fUnDlRNFrqPx48cLb0POwcTExAg1M1lY4inSk74LmDxFm4xzLXNvoYE65zvpj8duNA3PPZ7IjSI811yDrH370MJO/ZAhqHzvPTR4vXBXVeFDlwu3uFz43GhEr6FDMeKxxyLqcQwsv+K84u/H4HPKlCmi6s9/HyagcbS9XUGPAu1wfvPRR/jY5xPF1xtpo8DrJxyGgzPXAEY4HKLIwc5zXXExprndyCX9VKMR3VOyWkZ5PGI9y//35c6VvC5YrGC5UfbMi4Zcgg1Hdbl4o4nJIgAvSM9rWHwNBnH22WeLa23p0qXi/jCJ9iOvO3aimGSRgcLu8YABQGVlpDNcWIiEJUsEC6fUbscOKih3d2NdcjKG9OqF3AcfPPq1Pn/+0a91BScVelRn67777hNUsOhbH3pHHQMMbufOnSsME/naxx4js/dwrFy5EjNnzkRGRoZ4zTcxVvzO+Oc/0VxYKAayC7nwjgV5gR7nRcSqiMPhgMFg+OoFOmcOsq++GsHJk7Hs3HPxWr9+wqiTM1HLLRYMlgIGJlYOk0lUfdn96VarxYVDQYpSVmzZkdLr8YYki/6uVot9BgPqcnMRiolBqdEohrEZzFDNbnRbmzBV7lCpcGdWFky/+AX0SUlo02hgjo1F0qBBMNOkmRuuwYBRVMcibZAiGf37oy9FMPqxPs3Sl5c7OIwLFyLNYBBeLyPGjcOI/HxcIn3P14J/o+uvB9ihOeLvxXdgFdm+ZAn6d3Uh3utF8saN+DwjQ6hyrcvIwAQq7u3eDfesWZgfH4940ms4QM6OUGIiNr70EmpfeAFZX3yBro4OJBUUIM/rhSUnR8w47dVqI542fj9SU1PR++23EaPRiAOEg/hGKi4ajcjkWpA/n9OJHb/4BVI+/BBDaMxsNgtjaUEF4u8dLZ/OAIgbflcX6ioq0BkK4enMTKFk6JwyBZ433oCupQU/2r4dMz0ehNvbkfDJJ8jYtg3lWVmwSrMlDAiHxsaikd269nahSLkvEMAYdsfoSdbRIbp25n37RGBMwY4Cj0cMQJM6otqwAfFuNzrb2lBls4nrpMjrRVxnp6Bk9XM6cc5ZrNMrUPDfez1FGGj8eWEgIPYOzjqyg6SShuu5Xrx6PZK9XuEH5fH7scDnEx0gSIkTAzwGO7VJSdhvMgmjcUqZq6Kqj0McDvi1WpDc3axSCWqTi4qG9JeSAjohvx4Ow5SWhqk0+eb7BwJij+zgrKZeL/bON/V69KZ8dTiMM+rrhblxIhM8nQ4tGo247rfSvLWkBAeSkjB/8GDMzs3FDWYzXoqLw0taLTwajbDYYHBHXyHOsXJvp4n63XffLSSj33nnHSGVHp1onRDIyRc7Y3//e6RiT4YA907Os3L+mHOeWVnQjxiBUcEgjDYbsl96SRgtu8aNw9W1tSJBuzQzExMfe0x8Xu4Xq0lJ/gqKoKzWxqD3aztcCnoc+P+W0uZ3uN1ibVCUhvdalwvq9nbRIS5yuWDmGuZa5jnW2QlXe3tEgCsYRFdhIQbwPJPWvGxOTNpvtUqFTUlJh0YduO6PNVUlzzL6pNdskiiJb0rP9+3bV8SVtJTIz8+HXq8/dM0dJtF+rJguPz+yTp57DvjZz4CHHwbq66FNTxdy9onZ2TiHa8NoxIV6PXbRKzNq3SrX+qmHHpVsEewMNDQ0HLqtWrXqmK+l2zgP4D/96U9Io5z1MRY4KV1PkmL1fYFqTRdcILxP+udyLPL7hWwM+VVdLQGLRcjEa0wm9O/fH5fExyMlLg61fj8mud14z2CAhlXWmBikGY1ottlE5YnBt5i/CgSwQ6/H+2azCGA4L/VZKITR4TD2GY2YPmkSNmq1WOD14h/BoFD1ohIhk95zOcOVkYFXevXCddddh5ipU2GLj4d65MhINYibDyHLmksbbO/SUqSYTCgiBS76ebbZXS5g1iwEp09HTEMDgscxcM/Ozoa3Tx+hSPbcuHGoCIVwZUYGNP364aPWVgwuLET25s1CtOLgvn34oLsbS/v2xeehEOLMZtja2uCjWmF6Og7YbDBceaX43NkXX4zK2FiUG40I6nTYziT32mth6NcP1UVFeGLCBKzW6WD3elG1c6dQ8eIw+c5p0xBetgyWDRswbtkyjKZYwJNPonn6dDzP/1ecu5BAnxLKWPi2b8c5Y8bAGQyKeT0qGS5YtgxveDxoWr8edaSU7tmDfLsdeqoK1tbC1NGBBWazoFJtCwRQXlWFXJ0OraEQsp1OVIXD+OTWW8XPSfjb30Qw68rLE8lVyrZtSGaXgLLxL78MR3d3ZIDf5YKjpQXFHg/q9+6NKLmRrmW1opyzIAoUHIGLL75YBB3s8HJuksbsJotFSLnz2uHuQMEaeuJVxcYi1W7HQYcDd0UlUaQss+Cz85xzRNf9Hb9fzHKxY1QnmwCzsKRSIcfnE6/txS5vKIREh0N0ofg869mkXTs4V1lTA7dWKxI5PWdeNRq8HhODumAQW7VanBcM4hOLBRmcRaFiKa/1UAhV55yDFWYznkhPx/bsbCxLT8eNAP7NPbKrS/yeTLAY5HG/JHjP4G/69OmiyPj73/8eP/vZz364oOzIYqFMdyI7gI/L85dUOly9GmdcdRWGsRs+axaMCQkIk35IPPssaubORfXatYf7CH7X801BjwKLwFarFZtCITSp1djLNUQGjBQb0CzbXVyMoNEI7xlniPX6RSiEHzudIvny2WzoYMJlMByiD7pVKlSwA8VESadDuLNTnFWyLcKxPD75GqeUdHVIHbDLpdnyuLg4MQ86atQodHR0YPDgwYf5vh3VluBYiBYo+8tfBPU2fvBgmGJikDtiBBIoqNPcjNhly466dpVr/dRBj6MRslp+rMTpSIwYMULciLvIOT8KeDDx9n2j7eWXkRYOo/Hll5HEIeTvEfJm8I0wfz6G5+UJH6UDF1+ML/7yFxTo9Xipu1vMD60Lh5ETDMJNpamuLmhtNnwYCmGG0wm3ROU7x+cTgccI0vi8XtTTYLO9HQcffxw7s7MxORQSF9onoRDGMdhJTsZMsxmTKS7B2allyzDqgQdQ19iInLFjI3Q+0tv4O5Cqwhk4zgbw//mgQeheswYx8iwcle+onNXYGJklMBqx7eGH4bfZ0PLIIxj7XWk0EvRDhyJXqxUy07ffeCPKb7sNtunToauthX/aNKh37UK+34/kV15Bd1oavHl5SG1sRMZFF2Hfpk1o5/xaQQFekpLGqz77DKHBg1H+n/9gLo2T7XZ0xMQILy3v5MnwL1qEQHExxtXXI1GlQhzVGmtrxQzYlnnz0Ll1q6iscw4k7bzzxN9rxp134sEHH0ReZyceeughPCbRf/gzG1takHLOOXC8/joyExJQtnUrhrW2Ysqzz4rZqrq0NDQ2NaH+ggvQ/OKLQsq2bsQINOzfLyTeP9BqBYWUimV6lwtDExNRabdjQiCAl1NSRFGj/N//RqbNhs7Nm4WoQIXBgP5NTSK5y2A1W6WC3WxGal4eupuaoG9sRCbFRzwepDHopaAMaZAKFETJu99+++3iXBhhs+El0m8yMjCwvh5tKhX0gQBeiYkR3a5MkwnutDTE7twpkp87oiTgZcpQd3o6YhobcbChAT8KBtFgsWCg3y+ekw1Ou4JBhKlYKAlR0Curml18+u0FAuCJQ+VUv8eDZqMRB3w+EaixkNSi12OqxyNmVDl9yIDxHKcT1QYDqo1GmH0+rIyLQ+zo0Vih06GpqUkUDD/76CN0dnaipaVF/K7sXMmdLFIDGQDyrPvHP/5xKLHi43LAJ9OOftCg7EgKHyv/7E5In8nwxhsYm5SEtzwe2EaNQldMDGa/8QZqnn0WHY2NwjuMtPNDKrrH43xT0CPA86GxvByzKysxg/Pfej0GcQbL4xGslwqvF+G4OHzm9yMtPx+DKyuhNxrxo5YWUeBg0bfL60VWczMCnCuXCh+mcFioizKt/7lETWRidiTkLhZfJ5RCGTOSZislXTP5mthYDC0uFmswISEBOs6P5eeLIsf840Hl4/c+9hh0b7whGB3r1q+HjcWU7m5kr1uHcZz5+q9vUa71UwU9Ltmi9wIpf2yv0qzyj3/8I3I4cPg9glUN3mSQD/+/IvGqq+B/7DFx36MxZw4MCxZg7K23CgVA6uG89eqr+HNNDfbX1yNDogn2PnhQ+MUYJcEHVphIC+GGuSoUwmy7HeVUDHI4hITyVBrx+v24/+BBsbHxr9nbbMaSQAAP0OQvHEYcZchJQ2G1aP589Oa/KVCxc6eQ0BdgpZPzAFIQzu6ZUUqqBDjbtXYtwISR36vXY/C8eai74QZkUk3reGHHDrg//VTwxvXXXivojZNfew3LVCqM2LlTdGHjtFoxm5bX3Y10zphZrQh89BFKqeo4ZQpiMzJALUFWrff07Yv0f/0LxuJiBChj3asXKmtqUOtyYc/ll0NLutC2baLr47DZhCphaZ8+Yog3PxxGTEICdhuNsF13nUjM1qSmIrx8Oe7p1w9vr1yJuzlTIWHjnj3Yazbjwv/8B3M8Hrzb0YGrjUbsCwax56GHMHvIEDzb0IDRBgPWvPsuuvx+9Fap0PHaaxhBSX36mpnNiHW70djVhRy1Gm0tLeilVqMpHMZUr1cEejP69cOWhQvRy+VCW3c3hlN4hT5l9BjyejHcbEaNWo2u6dMx7NlnhahIrdOJ1JgYeOx2FOblwbJmTYSCcQrgeOwjp3uAxg7O7g0bRDL1h3AY8Wq1mHnkHFVmOIxSkwlDY2IQ29kp6Gsrdu/GOL1ezA6qo+YxZEU/d0MDdnV1YSSDtHAYBXa78PZh0oYoU2EtaYCSDQFnTTU6HUZrtdhEGqDfLw7OXHa/tFqMoj8VxS6oiEiKlKRGK3ta7bNaBbXw83Hj8MH69aJbNWbrVmzfvh3t7e2C8s3OeVtbm5gFYeeOVEEWHffu3SvOwzPPPFPMX/FvwmvKZrMdllj1yKDsyOSLna7WVsyKicG706aJeZRf3303+lAUKCUFVosFF5WURLwiuZezU3aaz6mcKnvIiy++iIN//CN+5/UK9UADCxKcaQ+F4IyJQWHfvnjK4UBlr14o2bcP21JTMX3vXpHoUGSFVgjq2FgE29oE3a9eEq6gP5wxHBbvyfVtPobCoGyHoJHGIvja/0R5b3Ei3HP22Zg0aZKIPVno4PgJrVa6urpEQZLnNlk43wm8nrkO7HaUjBqF6WvW4G9eL1rS0tD33nsj3a/T/Jo/VdGjaIRs23JRUr3sn//8pxim5CFjPx4+VP8DmODFxsYeuvEg/F+xr7YWbbGx4r5HI4oKwgObA+hvXHcdnGPGYPi0aXjDZMLbI0bgea8XnR4P9lJhi4e9JO0ugpBQSHCdd5eXo83tFuaDd7DKHB+P1TfeCGtyMnJyc7Fk4kQMjouDlsajoRCM9GiSaSjsaFHIgQeLLElOLF4coRDy/mhg14sKdmecEZFZnTkTlk8/Re/0dFiorvVdwY0xP19UxVqprmWzYdmVV0LrdOLTYBBTAgE0l5UJQZEAE5K0NFGpKtu1C96ODixyu2FLShIdsSu8Xlzv9WLw5s3QfvQRnElJyNu3DxarVVTu6N2T6PHgs64utA0ejM+TkqDq3Vt4oW2Oi4OlokJs+Lm33ipUEQeXlMD23nvI370bs1eswJYvvhDy1qGEBNy3bduh+Qd2ua6NixOKh57mZkw1GPB70i/sdpSRBqnXY1xWFkpJnRg8GNMpZx0Xh7FUVAoGkcchd78fuQkJKLZaRZV/aUIC1vB18fFIKC3F7ClT8LFej1yrFTsDAdENa2IXy2RCnc2GmcEgChsaEEvVtJUrEWs2I+T3I4mqTuyQGo14xekUM2SnCo7HPnI64+mnn8b+rVvxN58Pv5GEMELBoKDzhcJh1NtsyLRYcEZmpkiYPE1NmE7bCinRItgtrZOCLe5LWyT1L1UgIIIvB/czzhJJQZcIazmf5fOJzhaH9HeqVEgNh8WeN93vFwEbP8MTajXsoRD2DBsGJ33kpCCOs11lWq2wy9iuVuNv2dn4FQsjtJuQ6O8VFRWiQMOzrb6+HgMGDBCKfPHx8Rg+fDjmzZuHhQsXimuIRUfOMxOssPN7GBCedAPzEs2Q/ohMDD9duBBnOxzY1a8f9D/5Cea8+SYMLL5RRl+Ruj5l9hB2p5957DFhfeCRihkdLHDQ2sBkgsHlEsJag1paMG39eiGoNeHAAYQCAWGHYCYzhp3m7m7EFReLtScsHAwGtNE+JapzFe2bJRdYOA/NtS4ovNJrKeFEtUNI3a1L33hDdK6uvvpqkVBdf/31Qt2Y1ymLI/8liHEc1sHH4TDmDRqER4YOxWQWjVkwVq75UxY9Ktki3e+iiy4S3lTnnHMOPpKoFW+99db3+jl+85vfiGqGfKv5FnMk5PTTfYjVm5MNxpkz0d9mw0VlZfg4MxObN2/G+YEAvmBXhZLHarUIJLiBrff5hO8Fh1FdUgDD21W9eyN51iwUORwoLChAVmIi7nW5kHHWWVCPH48YBtVR6jvia1anKaMaLXO6ZUsk2ZJlUY/0yJo1K5JkMSmSkzRWpOn9FFUR/NYgFWb6dCwYMwa7c3LwGpOi0lJhMjzB4RBUpj5xcWIYf9RNNwkBEV99PcLl5djQ3g5jZiYcra24v29f1L/yCgIvv4zhnZ0YQ3W/lha09+uHnTRE7u6GecwY7DcYsK9/f2xcvx69fT58WlkpqplnUHBDo0Hx9u1YeeedyGX3bMkSDNyzB0lUXguH0WffPmwiZbG9XSRaMgech4Zx1ixso9y82YyFOh3OnjIFKcnJgq40efJkfOFyoWj0aOELpkpORn+zGfVxcULhrTsYFD+Dn4OJMgeYiwMBdPXujbZQCKHCQmg+/FDQSatIiTAahepkL6MRHVYriu124QPG7kFWVxd2jB+P3YEAKsNhIZRxgccjfsbkQAAfMOE+RXA89pHTFbx+X//73/EWh+oBpHPeKhw+1KWiB2AoLg7N2dl4OxzGUnZIJXUyU5Q1Bfei/SwQWCywxcbi7GAQA+hnJ81tUIaZ72uVgkAGcY0S7ZlgYMcu/CoWKrgGpPel/88EtRr65GT027gRDcnJaDGZRGBHq4xLzWY8plLhEpsNm6qrBTWQhUQWS3gjRam4uFgM4ZMC/8gjj4hC15///GeRZMkUQT7GpJNfU4GP/mIn7QzHETNec1QqpGu1+Ov48ZGOAX/HcBhO7unRZ8BpbOp6su8hXMeXzJiBX1VUYASLtOxU8QmDAVvOOQdhvx+NRiNS9u0TAkmD7HYxy6vmGuF6J708HBZnB3/zP1dXQ6dSiaQpJhxGrUol1i2jgSNLDx1S50qWfddL+wKTs5UqFbo5V56SgtsqKjDjkkvEmmIx40iRlq8UxPgO62CW0Ygs2jlceineHzcOHgrMMNY5Da/z0wE9OhMgT7137944cIB2jd8fGIDysIu+/a+oHDBAqPVV9afo8PeLb2T++FVYuhQ7u7vxV6tVbGAv5eWJ+SAeffvZhg+F4DYY8I7JJDbNPJUKz2ZlYWe/flinUolEk7Lzjbt2Ydfu3VhHeeBhw6B94gmMjo/HuD/8AXqqDUZXZmUVPXapooeuKZ/Kx+TEjN5k9fVfepPJJr1MtuQDmolYQcGXA9rHYWOceNFFWL1xowjSguvWIez1wk+fEJ0OwbQ0DImLQ/2bb6K5pQWbY2KE8fLguXOR73Dg4smT0fT++yhLScFbHOKlYh8PjORktO3aJUxJX+7XD9sTE9GvpASzvF7cMWwYQnY7hlM+3m4XtMLBlLT3+TBp3DjEh0JIIU0vPh7tGRmoo5y6SgUeB9MGDsRdbW2i2yQjbccO7GHV3+NBr9RUTF21Sig20kS47OGHMSAvD7sOHMA5s2YhkeatwSB6tbUhT+pcisDV7Ra+a31tNkE5HF1aKpKnlpUr8W5Xl1BkZHJm6+7GBK8XBxoakNrWBr80/0JVtw2FhUh9/XXY29sx32jE0lAIZQkJUNlsWKlWY/rxSJB7CI7HPnK6Qd67mGD8rLZWUJstUV0nzlAFKNDDBEqrxQu1tfjt3r3IoYGwVNlmQCXvfPye/i4X7H4/Erq6xHVokt7TIgVi/L6gRD/ifR6AzVIFnJ0tEpYHsclO2wqDAU1UQjSbMSgQQHpNDdp1Omi6unBHaio+1evx47g4hJOSsDI7G369XnSm2LGikiLVRily8eqrr+KXv/yl8NbhTBqTKV4vl1xyyVHFLmTfHdKavvFwfg+H8dJLMXz6dNHpOsxbSJ7X5e/IM4wqq3V136jq/53Pvh6Gk30PYYFh8PbtOJuWDEx46ItnNIo1fKC9HR8WFcHrdsOVlCTO1jiKzNASIRjE/uRkVFmtMGZloZM+ln4/8iR7EtIF97MIGA6LdXwkdZD7hVlav15pDWuiqIQ2gwE/TkvDIBYdKV7xFT5u/5Mgxre4/sksaXI4sHXzZoC2J2/Q7OHUvaZPV/ToZItc9vLycqE8dbIhb+dOmINB5HL+6HvGNzJ//Ao4p06FqakJqvx8fHHHHXgrP1/wpLsk1R7Sclr79EHumDHIzM9HldGIGzMysOiqqzCNYgmU2adUfCiEf3V0YC/nl5hc0RSTnHMmUEfSRKg+SNELej9FgxshRS6kDfFQB4zvEa2AxaqTfEAfaVp8HMAAKOXKK5Fmt8M8fDhSDAZhwEw+fUNHBzYXFIgAT1VSgr3p6Sj59FPYSkrQ+5lnYPj8c+SOG4c6ux01M2bg9ZEjUZmbi4M0bxw8GIWpqbgiJQWJdXXQ2+0YSbn3s89GXv/+eGfaNJRlZMCWnIwNHg+279uHJcuXY6/Fgj1JSdiXkYHazEwx/zCgtRUD+vSBrbUVHbGxQtlL3qArBg1CoUaDHZwFIW/+kUfgsdkQnDEDRfPmYUdlJQb06oXPY2KwxmjEitZWqGtrxQCzX6WKUD9Jp6K/idOJUGcn0n0+IWHfX6tF5t69GHjPPbAkJoo5FpMUoG43GGDW6UQCvj0uDuq6OkGvNIfDgtY4iYqYAweiLS4OuSoVFklzMgpOTzDJosreZy+8gCk0VpcUBKlq2qjT4dOSEiweORLBgQPRbDJhRnMzPrbbQaODaDtyJlwrpIRpM20nJB+tcJQXD0sxvE75OH8OaYCkEy7JzRX7XED25NLpsIY0RI1G0Gk5OxJLESB2xxIS0FBQgJ13340Xli/H+quuws2/+52gv1PQ4txzzxVKisuXLxf78bXXXitmQTh4Hx3ARe/ZR1MgOyVVyY7sdEm/o+yjJfYuGs5LAk7fxI/yu559Co4f+P9v0Qsv4CafL9KJoiruxIlQx8VhSWwsBoZCQmHw3fR0vGY0wp6SIih7eqsVSzIyBM3QHhuLOrcb1vh4McvI2OMMiRpI4a60rwhi1dLNInWzeAaxM92pVuMPPCfT0oTgjXytfO9rTO5wXXaZSKKZTJKCLATCoqBc06cGelSyRZ+gFStWoLKyEmvWrBEXP43l2MYlrrrqKtFWl0E6xrZt28SNX9fV1YmvozthTNjk1xCcA+PXnKE5kSBNhDKnvP9eEEW1+K6bxvylS7F8+nT4ST+75BL0a28XATMd3Dn7sMZkEjz7az/5BOrZs9FXo0FhVhZi16/H9MxMXMwZnaefxpaSEpiSkpDPvz2TK1ICSaukeAOl26Pnc+QOlTyrdSzIHTDeH8ur7AT4l00dOxajFi4U5spjKA3brx96xccjjQO7DQ1C/nn3j38sFBFHlZSg4dFHI78f/TUmToShqQmXz5iB8WVlwpgxuHUrHDQBLi/HQFKZnE5Yfv97NPl8yExJwQ7Jq+vivXtx4/DhWOj1ojUYxIGyMqyKj8dyjQZbNRrktLRA09mJ1Y8/Do/Xi0XLluGvaWlYtmcPXujoEGuKhx4rpPtjYsRBsyEQwJ+feOKQ9Punn36Ks2w2NNA8moP/OTmY5XAIfzF/OCy47R6zWXTrdBYLVmVm4vX4eFTp9eiMi4M1IQF1JSUILF6MTXFxgv7BQNUbDqM4Ph47qFCoVsOk1aKPzycqjiPVasSqVMKHi/5jWR0dyOrsRJa0ThWcnvj87bfx27o6/L6iQlSrY6VAiV2kNUlJGJ2YKPY10lPP3r1bdL54nXKXlRXKWNWmwXoWgOVqNdLY1QqFhNk5qYPvxseL4K9Jem+9VPE2S3Oo29vb0ZSdLZIvTUwMjLm5SJw1C5cajRhCyjQFMs45B02ZmYhfsgRn7dmD6+66SyRQzzzzjNh7S0pKRMWcliOkyLFYQ8pgVVWV+PxHVquj9+yjVdKjHztVK91H9RZiMY1zXI888o3281MyKT1JsfD11/GHvXuFOiCFnmhG3Mdux6of/Qiz29oEDXikTofBLheMJhPWd3WhncXAa67BhTEx2DV3LpKamhDy+dBUVycUcn8lrfMUqTBy5BURktY017ksJRKWAt0d2dnYlJeHX40ahXEXXCDsbkjLla+VH2qN8ecxydzRty82JCRErBOioFzTpwZU4eM29ffdQU4sTYipysSLa9y4cULKulAaLJ44caI4sNiaJpiU8YA7EhMmTMDnn38uvub9WUfxW+IgpPw+XwfOqnA4lZzpb9rGb969G3svvhglb72FFNmA90SCiZbsN/UdVankeR/54K/cvRsfzp6Na2JisD0rCwc6OjD9pZdgSUnB6+edJ4yE8wcNwniqcO3aFalEzpyJ5yj28NlnIlG5in83uqoz+aCPFjsY0Z+VmxoPV24oX3WoNjcDVO25//4vu13fA9becAOyP/5YdLIyqYxoMODgSy8htGsXNDQ8PPdcjJs2DZ7ubtS/+qoYZA7bbIKOOSA2FnpSIUkR4KFjMmF7SwsKN25EZ1oa/NXVaLFaUZGbi7GVlahubRWO8hWlpUhMSBBy0ka7Hc7OTrTp9ShNTsaY9naoEhKQFB8PVWkp5sfECIpV/l13IWAwYNOKFSLJ1V18MbL79MEMKio9+ywKy8uxLycHqf37o665Gec9+ywMixfjjb/+Vci5l990E6Z3d6P717+Gwe9HhUoFNQ9CgwFnUv46LQ2pFPJISMA+jwe96+ux1mpF5siRWGkw4OYvvsBalwtT2tqgs1rhZcWuqUlIXjvoNUTZa5UK61JTUdjSgjabTRi95ra3o0OrRdZ99yGWhqnHeT32BJysn/v7AvedsjFjEL9zp/DL6kVDbClQ6lap4LRY4Cspgb+iArFtbYdmrGT4pUBMUJ2lwEvQfmnCrlajPRCAXa8X1yKDP34/14zs86aXAjjd4MHCJ7F6+XLkcw6V+xFFmrj3UDQmNhZ4551j7j9H7p9He+zZZ589dDZxGP9/AYNAJiM8I3ucAuFxwNH+ficCJ+N6PFk+c/PBg9g1bRpSq6uFIA1ZESpanGRlIcFgEL+HlfOMAwcib+NGNLe343NSJh0ODOvTBzHV1dD4fIK2TqPjnUajmOkyS2tamCEfpVvglWa1qFaYJRVruM69Nht2TJ2KzQ0NUF15pfjbHbk+o+Xdv+819n1d8wp+uPXYozpb5LRTmYkBbW1trfi3nGgRPJyiEyQmXswVj7zJiZacoB3tNd800fq2KH/0USTqdFhyyy3fTwVSptMdh+oHF3v0sOjatWtxZkoKWnU6jG1txdU5OUhZs0b8/1kXG4tcrxfDmAD9/e9sP0YUAqdMEcmzMODkY9ywVq/+7/mq/7Ub9U07YMcZQ4YORYNaLapmr3u9eP2dd7Dd4UDIZMJHSUnwhcPw1tUJbnhBSQl048djweDBqFepcCflbSlrz6R/0iT4774bls5OVIwYgcSiImwoKoJv7FicT8pgW5ug2J1dV4f3k5LEXJwpIwMJFguyNRoMVKsxV6VCbCgEi8sFDWmZRiPO9fkw1+vFOZzn0utx+datKOK8yHvvRZQCw2H0r69HTUYGhnd0CKNWbWenkH4nZzx7yBDsM5sFxekDKr2pVGIgWa3RoNXvx2ivFx+EQqJDp/N44G1qwiiHAx+yi2U2Y++2bTjL4RAKjWc6nWjT6eDx+bDT6USLWo1qtRoHUlKwW63G6pwcobxYZzRi0bBh8E+ejOUlJWhMSsKH3+v/VQU9AdxjKGs+c9IkeHftgoUiCR4PPqKZd1wcnImJ8GVno27GDFTn52NHR4e4NlVRlEBB6aMJKiWiWcUmq0CazzCGQtBwvgoQRvN2KWALScnaPrUanSpVRBbaZEJsnz4wVFej6MILof3XvwCKErjdkb2J+xaVUb+i0HPk/ik/Ft2tijYq/l9xqle6T4cu3qmOBZddhs6yMrj9fjRrtUI51BMbC8uIEfjgqqtgLizEvL59sXzTJiGC0Xv0aAx3OPD3uDi8V1uLTpdL0OZVbjfeT0yE02zGjthYhPV6UXg5WqJFaKTCiTwpL1QI6d82aRIGnXsuEq67TjCkjuwcH0nV+77X2NH2DAWnFnpUsnUqgcG5w+lEUlLS98O1PY7UOS520s9IyxQzBBRzyM5GBjtWciN0yhSRFBfs2oV0ysZLXRtBFWQV+IMP/psOM3VqhD7IxOPbftbjmFT+LwhOnw6L34+dqakIvv8+vN3dYvbpQHY2+odCeNvrxSbOFTCRpChKbCzOu+YafBQfj4yiosjQNyvY112H+atXC6rfhpYW/FmtxmAmTlotYmNiMHbCBLTGxeGCK66Aw+fDosREfDppEg6yKmi1oiYtDQ3DhsGrVuPVYBBz7Xa0+P3odjoR0OtRee21ONduhy0QwBi3G6aSkohSoEqF/RkZmNDZiYJrrhEzdRxUrh46VHDGzXFx6JWWJl6btWcPtsbFieDUolKBjl0UBKE3UazFImZY9KQO0uA1FMKomhqYWH3cvBlneDxojYlBeigkKowU5KDJNaW5S/V6UWlM27kThdnZMNvtuPKzzxDw+5FVWAhDMIjsHTu+1/+vCn54sGjz77/9Ddds2wZNKCQSqA6DAQGjEYv79sWWcePgyMlBDql9CxYIeXdZOANScEX/ueVaLXSUi9brkep0wqPTiU4Vu1f0+nNJM1qcx3JIyRUTrj5qNSx6PYIaDbpZnWQCtG5dxNvv97+PFJA4TzpyJPDaa99o3/q6OQu5EEVBjP8VJ2pgvyeCf0eeQzIdWsHJIfVes3u3UNxlwcNhMKAyPh57Zs/G+1OmoNJkwm39+mFrTY3oDCxPT4cpLQ1JvXrhLrsdVSNGoNZiQYFU9KOFSOL48RjOZCsYRHc4fJggRiiq6KKW1rdaEr9xJSTAHh8vzjPjddfh0uuvP+q6OTK5+iHWGPdB+nm9SZ85BacclGTrBM1OGadPx8CxY/GZxSIGfk+2Ay56voBS8EPj44Wju5BTp6z6smUR3wkGJrzxaw4zOxyRSvDRKrbHoyt1Auaxvgm2PfwwGvv0QVFdHQoojd7SAvWgQRjpdiO+Vy/8vK0Ng++7T3SwPtu1Cy91dYlr4dHhw5GblCSuAVKHnnvuOUGrvNpgwICiIvyW8seNjRhWWoourxdbyspQlJaG89eswUSnE3c1NiKGnVp2ZOk11NKC/JISqAcPRsekSbg+Lw8dlGkfOxZNej1K3nxTqAJyXnCX3Y6NBw/iVytX4kOvF0O7u7EqJQXlq1ejz513YtDAgcI0lp+z5sABtHg8+OWKFajo1QszvF4xvJyg1aJFpUKdTodkvx/GQEAcoJ0DB8I1fDgS/H7sMhoxsrNTHFb20aNhCoWwOyFBqHH6bTaMCAaFEfKldjsGtLSgn9+PzatXI9PtRqijA4ElS0SSrtFqxWdScPqAFOWqu+7CU9XVSA4GkUg104wMFMTGYlhBAS7Iy0NyZSU6N25E/SOPYIbPJ5Is2WIiLCVRvC9UqRCj0yGWhut8c7//UDK2lmI2UjdMJFmJiWhKSkKcwQBTbi60pILk58N4223CWw70ACTVmVYUnBl68kmqd3xj6vLXVcZPp4Tpu4B/R44L8DxSBAJODvz61ltxrssl1mdRcjJSEhPF7P3Ovn2FzciI0lLcf+ut+LtOhxyzGR3BIJa63VA3NKBvKIRe27cjxW5HbjiMEp0OmRkZKNq6FQn19UJ0jE5j0dGFsIKIUhSVH/NNngzDvHkonTMH/Tm+8BXoCeuR8dRx9fNS0KOgJFvHG0w4ODv14IOo27cPRaWlJ513EA+4rKws4f0iNh85SWJll/NWRUWis0VjzZrBgxHia9itYteJqoMUwJgxo8d0pY4HBt9/PzRNTegeNQoZ7e1IS0lB8urVKEtNRca6deiyWIT630vvvIN79uzB4pUrse3ee8WsFQfrOfRNeitn2Ci1Tlpe2r592EKVprPOgvZHP8Lvdu/GGpcL7v374WxqwrhAAMmhkFBfcvftCweNpU0mHHj7bQzIzMQv6utR0tKCGL0eaVVVmEZ6p9mMwnvuwYG2NrRwBqu2Fpv37UPq9u3YnJQEo9OJPycmYuEtt0DNROedd/DWZZchRaOBc+VKwT32fvABaocMgcnhQJdOB7NWK5QMvaRzWSxoLylB1cGD0Go06NDp0KerCxvj4pBXXIwDnZ0oLyqCuqUFu+gxxuSMSReVFCX5X1Yhx/fqBX/fvjDFxsKv1aLCaBTiK0uPh1y/gpMCFCv6x7BhuLm1FTa/X1Syu00m0TGPs1iQZzLBPG4cFtTVwe/1ovAI09KQRB0sl8Qt2E1N1WoR0mhQFw6LLhavJg7oT5auPY3U5WopKkJ+YSHUycnCAyt+2jSkX3opjEz8aZBOISbOA7/77rcq7vSE4O1UAP9+f/nLX8R5dKrSJk8VOJub8enll2PSBx9AGwpFkiCzGSq9XnScedbw7CtOTMS6c84RSp5UtH2qvh6/27hRiDFp1WoUd3Wh02CAR61GgUaDc+vq4G5thVdSFMURewCTLFKDSfGX0xR2tak2SNn40c88I+bLezqOu5+Xgh4FJdk63pATin79YG1uRldzs1BKPJlwTPrf9OkAvbVKSkR3ipvClcnJKKDMOrtVfD1pOBQEOVr36gfqSh0P8G8x6oYbkOV2I+HBB+Gvq0Nz796w7diBL7KzUb9pE/5jt2PLli3Izc2FzWYTCZrHYMBaSSSEw/CTJk0Sj681GjG/qQk79u3DnUx0rr4a99xzD0ZrtSIg7EfFtNRUDLRYkDlhAnRlZTDm5EBH8Yr8fDRs2ABtaSkSWlqAtjbk8jrbuxf1M2Zg2YIFyE1ORnpbG/pmZsIYDKKsoAB9Sf/r3x/9du7ESiaAW7bgN+vXwz5mDJK2bkXa4ME4q6sL2osugnbrVnRbLLB6PMikSEB+PhIyMtCPEv1btiCdCV5NDfK0WpTl5uKM7m405uWhP9UFN24Ujw+rr8eYwkK4wmExy5bncqFepxOCA6UlJQiazdhM3630dOQ1NCCruxtTTyGfLQVfDcqgDybFVFIXW2i1ospkwmKjEXtDIazKzcUtn32G6V1dGColVNEHFoMsJvy8YpzSHJbV7UatViskoWWzU95MUcPyyWo1sv/0pwg98OyzI8qmZCRQ9IIG6WVlwP/9H7BnT2QvU/CDQklcTw5smTcPse+9JwqEXIvr4+Kw+pprYBs5EvvT0rAtLw+Zt96KR59/HlsDAaw/cABNP/2pKEZenZgIbW4ucgsKYDKbUVVYCD3Fk+x2xNfUIKG7W6jbRne0AlEeeTQ0ZydNJSVgxj59Il6cJ1GCrlznpzaUZOt4Q04oDAao1GokJiYK2e2TGnJni634KM8Tbgpj778fhsrKL2XcT+Lu1VfBQ/GWt99GXloaOu6/Hw3s8DU1wT5lCtL690fixIm4xmjEQ7ffjp9bLHh8yBDx91m3eTMObN2Kffffj+vDYVxHE0aLBdUDB2K6ywV9WxvOdjgERSbl00+RTdELrRbLdDokmc3wX3ghPlixQsxMBQ8eFApNqzZtwj+cTlSazajWaLCtqEgITNQajVgwYwaGvv8+4urqMNTvx6iyMvxfWxtMTH5dLmSvW4fzDAZctG0b0uLi0CcnB7nPPQfXoEEorq/Hleecg+KtW/F6nz6wOhxwG41oNxphOnAAfrsdDY8/jtz4eGTu2YO0SZNg1ekwrbwctoQEnPnOOygPBoXXWHl2NtLvuAOLL74Y4dxcePV6dNAGYMQI7L3wQvisVmzq7ETOjh3Y0t6OFLUarSYT9jDAVXDKg2pl51VViXlAilSENRpc63QiJhzGWX4/mhITsXbzZgxfuBC5fv8hafcOFiakKjapQ5zx4nswPKERN+XaC1wu8XqTVOm2R1ENeeCZOKPFWayf/hQYOxaoqABqa4EbbwRycoD77jsuv6Mi7qDgdAJ9orooyuTzIdtoRHxiIqYkJmJvIIC8lhZctn49nnz4YQwfOhRD3W5RbBnY0IDeZjP6trcjbDBgXUMDerlcGMrCYXe3SKRIn7dL6z+aYCf74LGQZ5BufI1apYKB5/N11x2zsKusTQXfN5Rk6wQiISFBUO1mHI1SdzJB7mzNm3e45wk3KqoQMgGTO1kncffqqzA/HMaB3FxsstmQRbn0ggKoSTfyepHR0oIJWi3ODASQ8uijGL1nD4wrVwop+6qhQ4UQRTAQQMXzz8O/bBk8b76JYQsXIiY1FT/KzESS1SoUAznnljFiBNRmM8ZnZKCytRXtr72GPn4/WmJjRVCarlJhLD2CRowQhsH6+Hh8ZjIhoXdvPDBqFN5avx6q3/wGbo0GZWYzkkIh5NvtmDNlCrQxMbBcdpmQmh/VqxfGlJai4F//gt7lgnnLFrhjYtDx9NPwfvQR7qAsvUqFVrcbNW431qenw1lejrphw6Dr6BAiG/UrVsDb2Ah/MIjY6mqsmTULiR0d2BoKoTIpCUsWL4Zp+XJU0bzSakWqyYSuxx5DwGRC8Z13IrG5WZhl99Vq0TVlCoKTJmEgTasVnPJYeO21mNrUhOJwGBrOWnHG02DA6NhYxOTmYpDRiDEOByZ7vbBKQRYr1jdYLKiVTE35GJU7DZJ8O8OmgwBelAIwSNXuGCnxElVvegWaTHD+7nfAzTdHxHy4f3FWkMlWtIH6d4RiRqrgdEL1mDFiHat1OmHnQTrgA+vXo4T7fSiE3I4OXHnggChAT5s+HclJSSiaNw+ZDgf6NDYitq4OhZzRcjgwgDR7qWtNKweucXbLZN4DRW84kamJKqLI8JB9wyLKV0BZmwq+byjJ1omCwYAqtRoOv/+km9k6ZmdrzZrDEynOp0V1uk5lzJo1C2qDAf/x+YTfz9innsLQhx+GLiMDmc88c0jW3dOvHyqCQeGlxb/JhRdeKEQf6ocNO5SsLXS7UU+5eHY9r7gCo/v3h2XZMiGuUUMz4dGjsaylBaVmM1YkJ8Obm4sBzc3QJSTAptFgiMWCP5SX43yrVVAF7z14EF379iFt3TqhfvnubbdhCX1N2tpgp0IbRUu2b0dnRgb2fPSRSM7KNmxArUqFQCAAp9eLxjPPFD5ZLwYCaHc6sU+vR4Jaje3JySgvLkZRezucQ4ciacsWbEtKwv6VK7H2vPOw12oVXYWqxEQM3LAB2UlJGNvQgOH794tbzuefozc9U7q6UGW3o2vcOPhKS7HvkUcw0GaD1WQSlMOBBQVIOcFG4wp+eLCSTJGYlZwnVKvF9cnZjEVFRegYORKGn/0MCSkp8G7bhpGNjUJZTO5qMbh62OkUiRSTq3bODJpM4hBjIpZBqiqAm/iclHx5pYCMNxYgmmw2/OfOO1FHn76GhghVkPOmNCGP8tw5HlXvU12iXYECguuE4k92ux17+vRB3YABUBUUYF12NsZ7vVg0ciRcGRnwqFS43+3GwVGjEJw6Fa+Hw0J9L9FuF4bFnCd2OhyC2eFWq8WsML258qX1ThilfSBeMi1WRVEJ+XipwYAtmZk0Uj3s8x25npW1qeD7hpJsnSjMnCmki7dmZX0rL5UehWNRA9nxIoWQtJtTrJN1JCxLl8KxezduWrQIf/3Zz7CaVXGnE2PHjIkM30qy7m8aDFis0eANiolQEn/hQoy124U3liUuTnRuZhmNiDUakf2jH8F54YVYVVoK55QpeH3hQqzweFBZW4tpF12Ed6ZORXJJCZKqqhBMTka1zQZXTg464uPhNZmEzxarg/qMDKR2d6NXcjJG7twJ69y5SHG5sDkuDu1+P8rj4/Hi7t1oDAbxT5tNPPfyGWcIsYu38/JgSErCH8vK0DRxIlQGAyxmM4oSEuDT6XBeKISzDxxAwYgRSD94EBtpVHzwIG7z+eCJiUHQZEIru1Z2OxIfeQQpl1yCdYWFqBw3DpuKi6Exm4WaISkfnDfr4Aza6tUIu92o7NULHqMRZZT3fustQSekyIiCUw8MdF5/9lmsv/FGdDz4IIatXYtBPp+ogjtjY1GSlISVV16J5tmzsXTlSjHfJ4thUNCC5qZ71WrhscNOFcVU1JzrYoClUonqNnfZdHl2C8AB/lwO6KelQZWfj5ZRo2C96y7EsUDy7LNARoYQMjqyE3+8qt7KDIaC0wGLXnwRBX/4A4b/3/9B73CgbdQo6NaswdSBA5FiNGImyM7NQUdMDAbwDPD5cPvGjWhoaMCw119HeXo6vFlZaOnVC/E2G6oNBnjj4rDJaERXIHDI4gFSQsWzpFSa85QDWHppNS9ZgnXjxqH3xx9/7XpW1qaC7xtKsnWisHQpCiZPxu2dnbjkZKcRHosauHDhIU+tUx5z5mA6pe8tFty6fTv8DQ2ovvZabFy8WNACD5NvZfAny7dKibZx926MLS4WHazgzJnw2GzoPuss3H333ejo6BDdT50kpNJYUoLY2bNxZ0UFKrOz0dCnDzoGDEB8air0c+ag2e1GQ2cndvfuLfyHVDYbfP36oVdLC841mzGoqQmrmRhnZGB3YSFaXC6M+POf8VhLC65IS0OvxETc19iIyQMG4P9qapDV0oLb09JQ8txzmGM0YrjVilaHA3v1etS0topq4a6qKrRNmIDepE7264d7CgthbW2FSadDZyAAV14eyp9+Gg9s24aEujr8ZfduxCYnY3N2NlSJiWjPzETyT36CgNeLjfn5CIRCYgYtSAEPBtPx8aLCWa8IEpySYMBj/eQThJctw2XNzbi6vR2xGg2CWi2Sp0/H/tmzkbJsGW664AIMttsF7U9OtNil+g9FVXQ6VDBB0mhEt4tzjXa3Gx6aIEvUIrV0Y0I2gHOPvXpB3a8fNJ9+isKBAxGrUomBfAuVBo9BGVSq3goUfHPM2LhRWKLkhMMYVVmJwXfeKeIffSCAoR4PNmzYgDUGA/wjRyIrKQll27ahKCMDo157Debubgzp7hbeWg2ZmXB5PGJWucpqRWJyshC3Ydea6JC6WdwTjlQm1WVnI3vcOFz7ySdI4dqOgrKeFfQEKMnWicKcOTDU16P3lCkiwD4lIXfsTvbO3TcAg7n3L70UJeecg4T//AcZDge2T5uGFq8Xb7/8spC9JRjIDc7ORu7WraKaT2rgKpsNThqkSt3BhQsXwmG345H77sPVu3bBTz8zlQq0N50oJWy+Bx9EgcmE8WvXYtjDDyOlsRFtFgt2L1yIipgYbIuPF55cQaoFpqYiLi4Ow844A7WNjci/8UYh209lwNy6OvTy+7Hspptwq8kE68aNGBIMQuvzwb5mDQwdHUjwejFw7Vq4qIDY1ASny4WWESPgM5vhnjQJhrQ0BIcMQai7G3337sVVeXmYpFLh7FdfRWZbG9LVahhaWxF0ufDbQABxpG3w8Y8+wgC3G22JibDExmLf669jX0EBbB0dqK+thdblQnjvXgR278Ygjwdaux3nKR4jpxy4DuwVFXAvXgxotahPTkZrSQm8Oh1WFhRg4Vln4Wx2fpctwz+3bUOOFEhxV9FLnapb3G6M9/kwvq4OKl6/lEqWOlhFnGGUqEZe6VDj9xpDIeGfhfffB1av/saUZ6XqrUDBNwPPvff37kW3zYYG2oRcdx22PvwwnGS9nHUWNhsMOLB7N/aXlkJjNKJ/Xh4u8Psx/dNPMbK4GLlOJwxqNVIqKhDaulVQ3nf6fDC53WhsaRFFFzmpipXWOG/GqOCVVg+h/v3FjPTRoKxnBT0BSrJ1osCFzbmAaKW+Uw2cdbDZju6pdQpW5uv9frw9YQI0O3agKzUV02Ni0NTRgXSrFdskBTMaQCe2tGBfTo6gLcxfulTQ6RasWQPn7Nl4Zf58nOvzIQnA/SoV/FlZ6EMBjRkzYDQYoNZo4PF48P7QodCmp6P3BRfA8sEHyJ04EcmBAAZdfTXGaTRI0OkwhHz4xka82dyMQSNH4sCuXcjxevHFbbeh+uKLYcjPR++EBLRbLDg3LQ2WjRuR7fejtL0du1QqLOvVC1s4hKxSYVV8PDKoJFhQAH9aGrJ37MAwgwETWlsxPjERo4YORWF5OWqys7GrpgYrtVrozz8facEgLDqdMF22lpXh0+HDMWrAAOF9lBQOo7m5WSgptrlcyEpOxpnNzSgpKMCsiy9GwGxGd0ICEuLjoauoQJFer6gRnqJrJ+OJJ1DkcKC5vR2dEyYg68c/hqNPH+Q5HJju9WLXpk3o39EhRGB4KDHlbmfXVKeDQaWCPhRCnEYDY16eoBIxmXL5fKI4wWCMtWx/lDy8ONiYXFHOnfB4IsUOWdznW0BRMFOg4HBsvPtuxJWXo8LnQ1d6Opbu3IkNGRm449574bz0UgweP14IOvVvbcXAQYMQZEEvGIQ7LQ26uDhohg5FSkoKss8/H4YRI+C3WJDrcqGqpQUDqKJ7lGA1OmjtTkzE6mnTsCk9/ahFFGXNKugpUJKtE4lTnWYnC2ecqp27KMyZOhV0vqdqIJUJ2dFa+NZbmHzvvdAdPIiiW26JvHDpUpEYTVqxQrw2msIgc8cXGwzoP2kSPhwxAl6rFbWpqRERlUsvReb116N9yhQMnz4dL1RUoLW+HmvWrkU4KQk5F1yAvXv3Ii8rCxd3dCAlEMC4ri6sTkjA1i1b0H/QIBh0OgwNBrG9tRXalSux2mZDWlERqubORXp+Pt7RaPBBXBzWqFTCt6S3Tgef0YizLRaMHjYMvtRUWKqq0BgIwO5woJWHVHY21Hv3Yl1sLDoOHMAvgkE8HQhg8YYNcKamol2vh9ZmQ4VGg8kGA96+4grE9O6NsthYJPr9gsdPymHXoEFIueUWIfHrHTcOqjPOQGjyZLTk56MjNhYHLRZFjfAUxJnFxcjs7kYCdYO0WlQOHgzj1Vejo6QEpoQEPPj55wivXAlDOCwSJnanqDhYKs0ndkiPuwIBbOzqEoP2nNswScmVnGCJFIrFn8LCCO2Zgj6kCVLIhyIxtOD4DtVtRcFMgYLDUZ2Tg2QWD+PjkcvCyeTJKKuvR15enlgnpMxvpnVIQoIwrB/yl7+gdvBgdG3fjuaCAjRv3YqA2w1jeTmGmUzCn5KGyGPDYVFwkdUGSSXkmidk7kNbSgpU99yD2ssuw8DHHjvq2lbWrIKTPtn67LPPjvncv//972/7tqcWOINz8GDk/lTEKeqpdSyBDHnmatZllx3qaB28+WaEi4pQ9uST4nWkT1R+/jlyJ0wQr+X2fwWpcU4nAl1dGLJ7N2bOnIn5oRBi1q4VFfoErVbQCHlYGC+5BPxr3nrttfhQp8PTCxZgS1ERVq1fj+cefRRNTU04sHYtAtOnoy+H/+Pi8LPGRgQ7O1HT0IDc/HwUzJ6NNJ8PWo8Ho3fuhHbfPgz69FO4MjMxMjYWqdnZKExNRWp1tRDZSCdtg5StYBB92tuxJS8P+TExaIyLw9LLL4dn6lQsGDECJg4xp6Tgd3l5uEmrxTmPPILunBxUn3UWVv/85zj3xz/GR11dSH74Yaw7+2zUDBoEzcsvi0DXbTAguGkTdlRUoD4uDnuvvBJq+oeFw6g74wwh11v7k59ExEYUnBKQq8oHL78c6aEQTKEQRofDKNm0SVzrrHpXBAL4ycKFKKqtFfLOVBXbAeBJrRY/V6nw0UUXwZ2QIB6n0IrX60WINFvptXIwRlohoVarhfImXnnly3ms47RPKbMfChQcjqFU0dVqkWO3w6rXo33JElzmcmHM3r2i2EjKPK1LWIibKolpjP7HP1AP4OU33sDG4mIsaWpCa3Y2Pti3Dw56amm1orjC1euLSrZkOiHPzIBOB4/FIhK4r6IIKmtWwUmfbE2bNg133nmnMLKTwQoCA8m77rrreH0+BT0Zp6in1tHAJEpWDeTGfvHrr0OflIRw//7QxMdjsEQjfOODD/DnpCSsramJBHesqre2Yuu99yJt7VpY3G6RhM1RqQSVcMSoUaKLxSSLwenqO+7AVgoFxMVheE0NrnjhBQyprMSHPh/cVivWb9uGT9RqlG3Zgi2jR8MaHw97Rwf21NbiC4pPtLRg086dSIqNRTxnVlQqaNXqyFxXQwMKrFacGQxiVm4ukm026HQ6dNHbaPRoeMaPx28LCpBpMKDc5YKaHmKvvIIF4TDOu+gi9OrowCUZGZhQUxPxFHv+eSHQYVep8EVpKYKXXILBH3+MOLsdwx5/HGkmEz6fNw+upCSYu7qgdrlEFVNVVoZQnz5AMAisWweSUK29e2Pwww+jeffuH/p/tYLjAF7Ld/70p2j7xz+wzedDG7ufiYnQJSVhpDaSGlUlJWHS1q0we72i66WVAqtklQpD9HpoNBpUvfoqcvLyYNLrkRcOCxEVkzQo75NUCGXaoQC77EfuR8dpn1JmPxQoiID08JtvvhkrRo+GORjE8muvRXefPmjNy0Pyrl3ILCs7dM6RzjtjwAB86PWi7x/+AKPViolNTbj4X//CtvJy/D4+HlNffRXqrCzcoNVC4/UKaXcmVQZpfWujTY25N6SnI5CSgpkUrfoKKGtWwSnR2WKLdsSIEWLOYtGiRejfvz+6u7uxbdu24/spFSj4gcEKXXdLC967+GIxFMzNO62mBhqnE2rKsEtVdI3Hg2HV1XjL6xWiGnJVfci8eULuvf+YMSJhIxWRVELjVVcdCgTfeOMNPNfeDrdWi75tbbijpAS5//43hufl4fxgECNdLvTJyBCGrrcHAthdUgKrxwNdfj7G6PXY3acPNiUnY295OdwtLdAbjajOzBQUjj1eL9x+P9wHD8LS0IDuTZuQHwpBbzAgs6gI/gcewF2rVmHqihVY294O39ChggJot9nETI1FokcebG2F58ILhaeYc948tAcC2PLZZzjr4EHc/YtfIPHJJ2FRq2HMzET2F19gDpNLzncNG4bA2LHQbNuGUE6OSFCDlI7Pzxf7R+zWrXAEg9h7CWVCFJzsePvFF3HO4sUo3rkTE1paUGe1IvDee0g67zz4771XdLy6L71UBFGJUpcqJEk4x4bDGBII4B8HDiBNp8Nfq6vRlZIiTLY5m6WVXmvjdSX9PAZivt/+Fhgx4gf+zRUoOLXhpAXI4MHou2IFWl96CZ64OOR2dqL3J5+g6O670epyIXHWLFFsNF56KYbOnAn9o48ic906qOx2xHZ2IuXMM+H53e8wNjMTfykrE4XHsp078btQ6FCCRUTLJYn9gRTimTOh+fWvkf/jH4sipQIFp3SyNWbMGJFUMcEaOnSoaNfefvvt+JwUqtzc4/spT1ZwRoAypLxXcFKDFbqEHTswpKtLiGF43ngDHXFxSOjoQMjl+lKNUKXC8NZWzHA6IzxxqapuWb0aQ4uKRNfpnXfeQfznn+NNj0cIZsjDu6TU0cyxorYWmZRL375dmCRvrKwUXlvFbjdGV1djpt2OwpgY5Dz/PLbYbEitqIAnIQHXVVdjZ2Ehwpdcgn5jx8Lbty/yDAYczM+Hof3/2zsTuCjL7Y//hgFm2FERBEFBRdxRccXMBSWsNLVMzdJM859tWln3Zt3UuraolW3WdUkzuy5Zmpiau7mv4C6igiCgKLIj+/v/nAfeuTPjgGwDM8P5fj7jyDvvvPO82/O85znn/M5dfKhW41rv3rhqY4N1koSLVOcoJwenb9zAfydOxCOHDqHJzZtCLSowPh7ZvXoJRUTKMSOj8XhiIrYPGYJfnJ2xytYW67duRcGePXg+NRUNDhwQyoo7tm/H7UGDkNq1K5q9+y6SBg5Em9dew5mJE8WxKPTzg1V8vFBY7LZnD2z9/NBy+nTc7NMHuQ0aoK2WjD5jntC94LtwIVpkZqJrXh48CgrQLi0Nl378Ucit/7pli/B4JZBuBYDLtrbIogLFKhXiaAKA6vLk56MFgMm3b8MvPR0LU1JEaJFdqTqhD3WvRUViosNKrYbVnDlQc0QFwxgdKnnSJjMToy5dwmMNG4oJu8DAQDGBcmnePDRQqfDH1q0lk40ODkIYaunq1cDJk1Db2ooaWtcSE/FHXBzczp5FEysrrLx6FX2ysuCVliZC72nyBXp5WmRsxbZujZMNGgAvv1xS25I9Vkx9EMi4fPkyTpw4AW9vb1hbWyMqKgo5OTk11zpzZ8wYYMgQgGdfzB6aoev8xhvI7NZNhAySZ+quvT1O2diIfCmNGqGtLboGBsL/zh0Rs65hxAicjI5GTmoqWhw7Jmby/Oh92zaEr1kjVhk7bBhCk5OR07cvfk1Lw8nAQPzj/Hm0plC8gABcJmEJehh1dMTc06eRSeEYAQE4Nn06HNLScDE9HWOOHkX7EydwSpKQq1LB6Ykn4JyTg7clCf7BwbgQH49EFxe0zs+HOiUFtxQKFKWk4JirKy7Z2CDZwwMxtrZoOHIkOjVogJw2bURoMA2cVzp0QMcrV2CdlydChpufOoUge3tRa+vhJk1EuEjnX38VuVjFNjZw+ec/0XPFCmxxchLGZUL79lC4uEBRUIDs21QVSViYiJo/H4r8fCgHDoQ719kyeyJnzYIqJwfO+fm46+KCFLValBFQFpY8OjXdsgWPHT8OOysrUTvreIsWSFKrcdvWFmpnqpBVUluLZN3p2gooKEDre/dworQsgCwLr6IQom7dSuTcP/jAZB68WAGNsWROPfEErAoLRVi7c1oaAt94A3/Z2oqxjO7xnMxMdMrJ0YxrFAFFk/C/tmmDfAcHKJcuxcaMDGQXFOCspyeaFheLWox22dm4np0tQorlkEG5qAxNyhRTwfumTdGJyqhUAb4vGbM0tj799FP07t0bgwcPxrlz50ThuoiICHTq1AmHDx+u2VaaK/Uop8niIfGKqVPRe8kSETJIIhl3w8LwyHffwSszs6SQIzF2LGwaN4b/kCG69dUcHNC1d28hhiHnafXo0UMYXUIcg1YJD8ezFL++dy8Kw8KQeOcOPD098efkyejcrh06vfwyznbogIDmzXGjRw80t7XFv0sTj08OG4Z2FM7RsCFaHj0Kq4MHkZCQgI0HDuDPpCRIt2+j23/+g64+PvBOTRUeurbdu8PLxgZxrVphenIyJo8ejeutWuHY+PE4fPMmTiqVwhtH+0EDppxzNlqhEMqM3d97Dw2mT0da9+5IX71a1OlKbtwYLnfuoNGZMzjwzDPY//zzeDQzE01yczH699/h/fffUKelIWrUKCSMHYvi+PiSPC6qt5WSovEQMmYIPcSsWoXO77yDBi1bwtbHBzb+/mg5bBiUbduKKIijI0eiz5Yt8AbwcE4OAgoL0ebSJaQ5OkLRsSMyQkKQQQVQlUocorIEVBsOQDqAR0oVB2nQsrW1hRXlRFLtLhMTVWEFNMaSGT5uHBKojqiXF5pPmiQmSIap1WIsC3roIXQeOBDFLVqIcY0Mm6KMDLwgSXj1zh3YeHoKD3e7tm3Rp6AAnWxtcdbNDXkZGVDZ2mJQYaHGyNJWIySZePXNm2gdGgoHUhmtAnxfMmZpbH311Vfiov3mm2+gplyUDh2EwTVy5Ej070/VTxjGchGJt8OHw/XLL5Hp5galrM5JhvWCBYC3933qZ+QdE2IY48eLvC0h1x4crIk7z83LE6GDNpT3FR6Ojm5u6P3778gMDsaJ69fholLhKS8vRLRqBd/+/XHGxgatLl7E1pUr4X78OLIpJK9dO7hOnoyGJJvdqBE8kpNhk5eHD65fR18nJ7SIjIQ3eb1sbeEcE4NiNzc8HBsLVWEhnG7dwtB+/VC4ahVWZmTgcPPm4ndpP0L79MHtGzfgHxQkvHdCmfHQIax3c8PmkBCsHD8embdv4wb9nloNKSoKPr//DsXu3SIni+qspMXGivwtR2trtB0zRoRhNsrJgbWdnShw7LplC06+805dnE6mumRnI3/aNJwMDxf3QputW4UhXmRvD2nmTHhNmoTwTZvQbuNG8QBFoYL07kzqhJRwf+8eHBcuROHFi3Ch+lhFRciytsafGRmIBvBaaQihQh60XF2BxYtNZiJLe9acFdAYiyU7GzYzZ8KuqAgNp02Dqm1bTW5Whz59EHHyJApmzhR5WlQ7csaMGWj499/wjY0V9SfVd+4Ir1jrW7fQwc4OZwoLYZWVhUwAbUujHej+Tin9OUXpi/KY4e9foaLkZXmy+L5kzNLYOnv2LIZQiJwWpGw2f/58bKf6SwxjYZDX5eDUqSXeF+rAZ8zA+dRUWJMHqTTEqSyPpuj4KT+LOnoHBxFqlXfnDk6eO6dZb4OtLU5364ak1q2R26oVujg6oteYMQhKSUFnKsZqa4vrV68i5+BBnDl9Gu0bNUKf2FgRYmGnUqFTdjaiL13CkatX4fPbb3h86lTcmDwZbl5ecG3bFllNmqBp//5Y3qMHUlq1wm9Tp+KCWo0oV1ccsLLCfpLoXbECYfHxGLF7Nxrv2lWisujggOh584TU/W+bNyN54ECNMiPVHwtaswZh1tYip42KFR/r0AG3GjXCFXt7FNvbi9pZa4YNw8H8fGxxd8eZDz/EDi8vEYZ5Ztw4dJ03TxQ4zmrQAIpSLx9jZqxZg4Rz52B1+TK+nT9fqJWdjIoSMv+R332H9ba2yC4sxEFra9wrraOVZGUlamqRvLOrqysWDx2Kgrt3cTc2VhhjFIoUQHW6qGCxQgGllRUkKl5KdbR27zYZQ0t/1pwV0BiLZc0a3Dh1Cuo9e7A6IwOrJEmTm3XyzBkxpkXSWDVuHDZs3w5/Ly+k3bwJr1Gj4Pzqq4gfNAgdg4KQkZSEgsREdIqJwV1JQp5CIYSfUNofUDBxYWnuVoFKBdVLL5VMYFaiKLm+J4vvS8YsjS03N3IaG6Zfv35V3SzDmCxkIBUkJZXkZ23YgDwvL6hSUnB63DgMpfy8cuLCN61ercnPImOtKCdHRzKeGDZsGBxI8r1PH/Ts0gW2ffuKUI0+QUEifCp72DAkULhFfj6KcnPhFRWFQrUanYuKRM7kaQcHkH9teWoqpk+fjlUrV6JQpUJHyoGJi4N1aiouAXjP3h7ZbdpgR1SU+A4piObl5uLSpUtwdneHvaMjujk4YLirK9aOHSsenCk0jIo3ZwUHY+7cucjKzBSFmEmlkAxClZsbAqdPh8uUKXhy3TpY9eolwinb/PabCLvMUSgQ4eSEY5QDNmYMQoYNwyZHRwwcOlR83m3/fuDxx9H1s89q/bwyVUe+3tMzMsTDUVJiIoLu3sXxhx6C/6uvwsbLC/5vv438GzcQkJqK5NatRW5gdMOGYob8TIsWKHZwQEFGBrqmp8MlPR0niouF18sDQIdSLxhd/9atW0NJkxVXrgAmltvHs+ZMfYCiLwpv3EBCURGKN20qd0yjibjH9+7F0yEhUDduDPWUKejdrx+25OZCkZKCtOJiuObkILC4GAnFxbhM4fClnixZZbTAyQkqKoJO3u5KpmTwPcmYEnItyErz4Ycflvv5B5SwzDAWROc5c4ShRYMJmVJkiKSFhMDD2VkzW6Y9m0azaNpqhucA9FcocHLWLBSnp4sHUe0ivmS4kMz7yVOn0FUOLyyt04WNG4UoR6OOHeEaGYkrcXH4JSAA0yg0w8oKbZs3h9S0KaJ69sSA1avRICoKN5RKdPzhB1xp1AgtmzfH961a4XkqgOziApsLF9DG2Rk3rl3DIKUSbW7eREqvXrjt6orA0aNxMTIS0dHRyM7JwcfvvYeF/foJo8pz3z54PPYYok+eFPtC9ceohliXtWuhluXvf/oJ3vv2Id/DQxR7dl+0CK1OnECz9HTYKhTiwfnMzJkYkZWF3eHhGDNpkjgOfRYtqoOzylQH+Xqfefo02llZIeChh+C2cyfQrJk493ROf/nySwyYMwcFkoSOCgUu2dmhVaNG+CwpCYMoTysrCy0KCmBTUIB0pRJKUtAsKACZUzZyrR0nJ4C8nlqTE6aEPGvOMJYMacXGOzqKe7GPn59QBjU0ptEkDE1OduvfH6qkJODNN0smKBMS4L5iBfZZW2OEUokMpRKOhYXomZ8vwoRztAuUK5UAiWJQQfIqiIzxPclYhGeLBlnt17p16/DZZ5/h888/r9cJiKx4Y7nIBgG9U4jE7dBQxMXF4cnc3JKwwnJm0zT5WlT4d84cMShpe7W0FQuzsrJKwhLJgCut0yXypkJDsc3VFVkPPYSIhg0x5PBhREoSPPr3x9Vdu/BbejrGHj2KZ6l4pIcHnrh3TxQoHl5QgMKOHTHEyQn7QkLwa3o60tu3h93du3ituBh2SiX8evVCo7Q0ZGdlYeLvv+N2Xh6a+fiI2l5z2rUT7VAlJqL14MFwcXbW7AvVH5O9XDLHjh5FslIJK/KIlQqHkOfN0dFRxOtffOwxNIqIQItr1zDyyBHNsWPMD5q9JrEUEkY60rIlEkJC4P/pp8jq1atkUiImBv1nz4Y6Lw8+eXmIIoVMtRpfdewI/3PnsDQ5GdF9++I2PcAVFcG5sBAts7LQrdSbRTPcJO0OOztg716NGAb3swxTy2RnCwXaK0FBuD5wIHp88UWZYxpFcmSnpuJUXJwm9I8m5pZv3oxPMjPF2HSwUSNctrNDqlIpwgbtqaC5lgJhqo8P1K++CrzwgkGPFvcBTL0wtkh5UPtFioRJSUkICQkR9bbqK6x4Uz8go4pKHszp0gVnd+9Gbml9KBoSxkmSeNdBK49L22jTX0dWLKRCwmIgoeWl39v766944eJFpLRpg5lXr6KVjQ363ryJDfv34/MmTZC6di0iDx4Um/JzcsKtBg2gTEvDWcr5unwZDrdvo9/u3Qj77jv4ZWZiUnEx1EVFojhsUWgomj39NHJu3MCChAQUXL+O3nZ26NmzpzCudIQ/KGSytE0hd+5AuXMnBpYmN1M4ybVr15BtY4OLnp6w+fhjMUgHkbz7kCFQqtWITEtDfHq6CHE8m5GhOXaM+aFcvx6ep0+L+nJhYWF4asIEHdXO+PHjocjJgaMk4Sat7+6OdVZWCC0oQFBSEj4pLkYDV1dRzJhUBx2Ki9GydHabBicFzW43bAiQwq3W/cL9LMPULlRbUpWVhRccHPBNr14l0RxljGmiLqW1Nbr07i3GMBrLqL5kRnw8vk9ORqpajUeLisQ46X6Psjj/Z2TJuI4aJSI6yoL7AKbe1NnSx9nZGXPmzMG//vUv1Fc4Trh+IIcobLG1xR0rK41ARvpPP2Hd99+L96oge8DEdvUGksePH0dxYiJG/Pknmj7zDNo7O+Nu16544oknMEGlgquVFW63aYN1KhWukmiGszM22ttD4e6ObQUFcL94Efc8POD+7bdCQjeuaVMkOzlhS9OmIjyEBDoGtWyJs40aISwgALbz5gFhYcK40hf4kNlFbcnPx64NG4R4yKl33oG3iwsi7e3hY22NzWfPCmNKDMbz56N7jx5o2rkzEt56C0cpH8zWVldchDFptGeT6fXrunXIuXdPKE7el3yenY3i/HzcsrLCeSsrXHZ2RgEVL83Jgf358/CzsUGj5GR0y8pCAxcXUbSUIPVB+f/3KL/wwIGS4vBacD/LMLV7z/+Uno6I+HhhFKkzM8s1hLQjOWSjiLxizxYXi8m9zioV7Dt0QPeUFOHVIqEcWSyHRoOCceOEYVee8iD3AUy9NbaIdApRSqeqKPUTVryx/DpC2mFvJGrh7OgoCv8S/z56FM5xcVjx9dfl14wysC2xmGYBJUkISDg5OYl7admyZWLA29y9O6yaNsWfI0cCLVpAuXcvuowYITxPDxcVYbSXFxxjYtDAwwNpXl6wadgQE59/HgUBAej/5JO42bs32j38MDBnjvBQOS9ZgmTK5/LxEQWWHXfuxEsxMfBRKvFnjx4lnoTSmUsKC3HZvBkzp00TghnyA/ejI0civVEjeKam4l58vBgoHTw9MeXFF7G2bVvY+PpqjCmaGT2/bx962dhg/PjxwgtCtcpkcRHG9JEfnCgp/vTEiQg6dw4XlEp06dLlf9dydjZyly3D3y+/jAt5eYCTE9728hJqY4WNGqFhTg6iGzTAlZ49hfd1TVwcDt29Kx66KGywhZUVCh5+GOmenlg9bRo2Gqirw/0sw9QClHs1YwayYmKgXrsW3leuIJbUQEtD2/XHMhoTli5dimUkmjF8uBjP8vLyxFjW/eOPkdO8OYobN0Z8q1a4e/WqyMdUlRpaGVQCQqHAjgEDcIKiKR6gPMh9AFMvBDK+/vprnb8lSRJhhD///PN9kvAMYwmQsUAhgx3z86GmOHIKiwoPh21GBpSbN4vY8vd79sSxv/7CAJVKiGnIog9keFHCMMW2k5fH0LZooHr75ZfRLioKO+/cQbtz50R47iFfX1HLbvioUTgTEYFHVaqSgU4O4yh9yLU5ckSIWFCcfGDXrlBTzZMTJ+CWlAQ7W1uhcAgXF8RkZ2Pyjz9iRpMmUDVvjvzoaHSZPBk7167FXGqnhweGUp6MFhQW8mdsLCYAmDtzJvw6dCgRAZkyBdL588i/cwe30tPxyGefIeWVVxCVmor3Bw7EZhcXzcwjCXy0u3ED53x80HXNGjhIEsax1LtZQbPJdN6HpKfj3pYtsM3JQWMrK5w9eBAd1WoUjR6NiBdfRJOdOyGp1WggSbiRloYvcnJwwM0Nd21t0aqoCC3v3IEiIACX1Gokp6XhMQpdVSjgQjOApHSbkoLiyEjY7dihM3NN9wgZfNQOfshiGONC45TV3bvoc+4cVDExUBYUIG/PHmT/3/8JI4zGMxoDaSxrnZGBd48eRdP9+4VaNWXxUqg4SbwP3LsXDkOHwnPlSqQ9+ijuODnB9vZtNCwNH6R3mqInNcPbkoS+BgwtvveZemlsffnllzp/W1lZCZfuhAkT8O6779ZE2xjGpCBjgUL1yFMzpoxlLhMmoC/JnJ86pSOAoS0bTwaYoW2R9+jJ/fshZWTA+7ff0LJpUzQuLsZDt26h2eDBQq2wN4lx0Ey/i0uJoUVQ8vGYMfg1Nxe+kZHoPncu1FTrzt8fMVu34oqnJ37Iz8dHzs5QDx+Ot8LCMOX8efzYsiV6ZGWhTUAAtqtUeKJjR1xITUWYoyM2FBdjWHa2ZlArGjoUbX/+GVlubviwfXuci4pC52ee0eSZnduzBw8PG4aT336LuLQ0uN+4gQuurhj31VeaQXPY2LFYn58vvGj5+/dDkZWFuKQkNFUoNAYnY9rIs8mrly6Fq0qFNrm52OrgAL/Sa9lqxQoEh4fDPjsbjvb2OOXggC42NrDLzUVTpRIOQUG4t20bpLw8XDhyBDfd3JB65QpsqdC2lRWcBwwAEhMBKivg7n6fmlhZap8Mw9Q8YpyytcXvLVpgUKNGcLh8GV2WLdMZz+K6dhVj2bqjR8X45Z6cLFQFAxUKkQucMWAAGjdrhvz338fx4mIhhtPm5ElyeYnQKjmIPMfGBtfDwjDyyy8NGlN87zP10tiKiYmp2ZYwjIlDxsJGOzudmXZDy9ROTui9cKHOzJy2bHxZ3yPv0Y1GjeCoVML1ySdh4+SEVqTW16oVsGOHUHM6snWrUEB8LDgY7lqzfRSqsefwYRQWFmLVzJno0b49Wl+5gnbLlyN83jx4eXnhzX378PShQ1jq7o7zly7hA6USBS4uuB4XhzarV+PXkSPxpIsLNt27hwZ79yJcoRCy7ASpDro1aQJHJycRttgnIKCkTcOHY5MkYcTAgSWqVI8/joL33oMiMxONT59G/iuvwPa770qSqB0coHR2Rk5hISJyc5F3/jyy2rfHcS2DkzFxyIu6YYMIn/1vVhYS/vgDj377LQ5GRopr2WbaNMQVFqIxCWIUFyNwyhScWbIEgdbWcO3ZE5vj4tDL3h5Jd+7gL3rAionB65IkPFo2VDtr4sT/eW3L8axxngbDGB8ap2gceD8vD1tVKjw0Zozox7XHs84ODmIsez89HXcuXhRCNw369UPB44/j+MyZUPv5oejqVewLDcVff/2FsDNnkFVQgKaSJHIzqT5fJr2cnKC0syvTa8X3PmPOKCSK/2PKhYq+uri4iPwZEgFhmDKh2HWqi0Ux7ZWdfaMH2TVrROFIEquggU4MO5SIPHw4Vq9ejRsff4yWGRk48vjjmLdihcjn2r17N/p3746AiAihBLjHwwNXkpLg4+MDD0dH4Yna8vvv8EhIwC0XF7QIDERPe3ukN2uGnRs3okdaGg7b2qJhbi7u/OMfQgnxr19+wSPjxsHl5ZdF0ygHh7xXHUqNKu02kWGWEhQE38uXNWGSf0+YAPc//0S6szMC339fJ1Ry/U8/IX/dOqT07Yu4lBTMnz+/UmEh5no/mmu7K3N9J5MBHRSE7Lw8SK6u2OPuDhe1Gr6ZmUhyc4NncjKyUlKQQnkcBQUYWPqwpVIocHnUKASxMiVTS5jj/Vgnba7omEbj19q1YvzaVFwMz+PHEXvmDJwTEvBncDCsnZ3Rb+NGdM/IEPmZVFfrXmn4YH7jxlD5+MDH3x82lP/MnivGwu7HSnm23qTCdBXkiy++qMymGcYyoLpYpYZIpSGDY9IkbFi6VNezVDrwkOcrlQYoSULL6GhhaBVlZCD42jXYxMWhu4cHvHJz0SUpCUu8vdExIQFejRrh4vff40lXV8S5uaGJoyOak8qguzu2fPIJOsbGYv/kyehy4AAy3dzwkEIhPFUBALYDGKWlLtVBoSgJL6SmarWJijU3/+MP3HJ11YRJxnfujNRt23C7QQPEaHmuyKRqdfYsjoaEiBDCyhpajIle36Uer4VbtqAzeUxtbRFta4vhtrawiomBra0tmmRk4JatLXIkSUjBD6DrqlSlKbthQ7Tv37+u9ophmOqOadSPv/CCGL8oosIxPx+t0tJwxc4OTc6cQXFREdyLi9G09J7PKK2tlaxSQenvjxY0psj5yAxjYVTK2KJ6WhVBwUnvTH1FFq2oBrIB01/vPiKDxzMvD9GrV+NMTg6KlyxBQPPmKLp2DQ09PbEBQEelErH5+Zhx8iROOTvD6dYtnHNyQlHr1ggKDhYeMzeKf1+1Cl3Cw2GXn48u+/ej7ZYtQqKdjKlHFQpE+/npimQ4OGB9qRz9Gqq3olKVJCqTEZafjxP790OpUmnCJB9XqbDVzw/N27RBsJbaICVcWycnY8ilS2hGkvBsaJn/9Z2djfxp03A2MxMzr19HhI0N1NbWaLdyJXZMn46GzZvDMykJ1sXFyMnKgk9ODlpJUknBYnp5eqJBaCgwfnxd7RXDMDU0ptH4dYG8VHZ2iMzLQ9GRI3BITYVvRgbaFRUJQQyp9OEzzt4eXhRi7umpm4fMMPXZ2NqzZ4/xWsIwpk7p7L2Y6SvLSKjIOg9A1ChRq5E9eLCQWNeoL5EQxoQJSDh1Cj3OnIGVQoG8+HhYFxUhPTMTj02YgAvnz2PwvXvYffEiHkpIwOEmTUQI15XgYMQ4OwtjidQEh+TmIsPHB43v3IFXaY4MGVrkUdseHIxRpCiqN8M4IjRUJEbHtm6NRidPIjwvT3jejh89CgWJdgwYUNLOVavwF+Xh+PuLUEFtg0ooEt68iXs+PnDYsYMHV3OgNLwVFHE+duz91/WGDcLQUsbE4KfUVPRTKnFLkpA4Zw46tG8Pu9OnUSBJaJyfD3tbW7iWFv0uIkOrY0dY9+wJ6OU4MgxjAvf96tU0e15SyP4B96dGLXDoULRTKPBbcTFCMjNx9dgxTKZtFBUJT5YsihEHoOXQobCnciTs0WIsnEoLZFBOiJ+fH3uvmPoHGVEUu04hFbKRQLW0Zs0qqV1Fku4//YTEVavglZkJ9dSp1ZpJ3LR0KdwonLDUqCEoR+pwVhae9fOD961bON+jBzpcvYribt2EcEXvDh0AW1uEJSTgfLNmCEtOxg0K5Tp0CFeCgtDlwgVMbN8e0SdPokP//lAPGyYGORooPY8cgbqwEP3Jo2XACCI1RBLG6H7+PM5oed4o7ZP6A3qXJe0f6dMHm8PC7ktmlhUJm0dECGOSH69N/2Erf88epB09igadO8PGzu6+a4OEWzL37UMsgA55ebiuVMLJzg6di4qQc+oUGqWnI6+4GFEU/kqJ8ba2sM3PR6GHB6x79SJpWza0GMZUkCcMk5NRRCHhDRqgSQUUY0lNl8ar9RkZOHr0qChhsqBZMzxHiqOOjvBMT4ei1LNFwhitXV2hGjxYhM4zjKVT6aLG/v7+uH37tubv0aNH49atWzXdLoYxOeih8kBUlDASNJChlZQElIbPHTt6FIlJSeK90ttPTsbeyZPx06JFwvihcAyXwkI0OXJE/E3Y5OejW3w8ricmIsHVFQ+Fh8PJ2xuBdnZYTcYOJWmqVCgKCYFNWhpO+PmhWKnElStXULR+PRzu3YNKrUYuhRY++aRQE1y1YYMIDTzn74+ihg1LBDAMtO3w3r3IpQfluXPRbcgQzXpB8+dDOWgQevTogU0ksmFlJZSrDBWclHO2zrVqhY3k2WJMF3rg2rsXdw8fRmpqKg6dPatz7WfHxOBi//54b/p0HG3VShjcrqmpsA8OhvKxx3Bm0CC4JyVBKixEXk4O7uXk4Hd7e+QrlbB2cYHa1ZUNLYYx0UnFvPXrceXmTUgkt16OjlpyTAyWh4Tg4cREZMTEwPvgQQw/eBCKpCSMS0jAZSpanJiIa5IkvNlplK9lZYUb7dqVeMwYph5QaWNLX7xwy5YtmgdBhrFkNmzfjhMBAbpGAnm0vLw0xlZMz5644OEhZu/kYsMVhUL0kk6cQNOFCxG+Zo0IJ5QcHZGfmSn+JoOnx7p1CPL0xIiRI2Hj5QXX9evRjCS1u3cXyn5vHD+O7KFDcTwxEZ83aYIfi4qQ1KYN2rdsiU6+vuhAeVs2Npr9oNnIhhs3QrVsGQIvXhQ5V9RqCl/Uvq+pbXl37uDkuXPCgye8G6UPyaQ+2KVXL1HY9hGFAnfDwjC0rEF0wwZ08/VFl+vXWcLX1KFQ2OBgpDdpgk0uLvixY0edaz9h8mTkREfjhV27kHTlCpo2pdT30ro5koTOe/bgtosLbufk4EpBAVoAaJuSggJ6mOvWDdi6lQ0thjHF+75xY8zx9cWVRo3wnpcXhpcznv01cSL8Ll/GphUr0O7qVdjm5sKlc2cMaNkS5556Cn4AdhcWolFxMe6WGls3HBzgxKHDTD2i0saWMZk9e7aYHdV+tWnTpsz1z58/jyeffBK+vr5i3YV08xrgu+++E+uo1Wr07NkTx44dM+JeMJYK5U5R4W5tIyHbwQGrgoPFO/HUhAlo3aEDrHNzheBEmdDARZK6WgMYyaZ3cXJCC0dHjNy/XyyjgsENra0xXKEQBg8VhHRNS4PLlClC9c+BahMtWoTHRo2C+/btaO7mhhmzZsH71VfRNyEB45RK4XHqo1CIl9rFRdRI6h4VhcGdO6PzqlVwO3UK/RIS0DQ6WuRRiXCQbduEgafdNjLutAs1a0O5WOTRIgXDcaU5OYb2kbyDx2NjxXZYHMPEcXAQssxnCgoQ6umJgQMH/u/aT06Gt6srPDMzhbH9adeusHVyEoqW1hcvioKnqX5+uKVQ4JZSif6ShCC6h9zc4P7HH8DOnYAfPYYxDGNSlIaxvzh3Lr5o1Qrzhg4VoeFiPNPu0+m1dCme9PCAg0qFx6yscM/aGm537qDniBFoFx6OPqGh+C02Fu0pIgKAKwBPQNTVS3v33breU4YxXWNLNoL0l9UU7du3R1JSkuZ14MCBMtfNyclBixYt8Omnn6JJkyYG11m7dq2QrJ81axZOnTqFwMBAPPLII0imXBuGqQRkHOiHxmlXtZfXSerVC2k2NuWGXujkf8nbd3eH79ixsM/IQPz582JwE2IZpSF7wuDx9ESzkSPvb9v27Ximf3/0/v13+Ht5Yc/rr6NnTg58rl0T131unz7AwIEiP0vOvUp9/XVhvFEYYuKAAWj01FNYfe8eHs3PF4qFZOBpt00Yd+TV0qc05DG9f3+EAji+dWvJwGxgHw16BxmT5YNTp+B4+zauFhdjgouL5trPnzkTt/btE0nv0q1bsDp6FEGzZ4tw0sCJE6Fq3Bit//1v3PL1Raf8fDjRlxQKqOi9DIOdYRjT4eDBgxg6dCjmX7kiJtLEeKbVp1N+bvTSpUi6dg2BAwei0R9/wKVNGzRbtKhETIdE1V5/HR6ShK63bkGlVIr7Px+Am0KBpkuW1PUuMoxphxE+//zzGDlypHjl5ubipZde0vwtv6qKtbW1MJzkl5sbPfYZpnv37qJOz5gxY4QUdVn1vl588UVMnDgR7dq1ww8//AB7e3v8+OOPVW4jw8iEhoYiirxEWrksJAJxXyidvpenNFRDX4GJpNk3ublhl1JZMrjJsrskj+vujt79+kGdn4/clStxcOpUEVoob0+VmIheI0fi8X378Ninn8LayQl3mjdHVlYWNtraihooYnulv+29dCmUzZqh2fr16LliBbY4OQk1wq0ZGXBKSkLRAKqE9GBkUQwyzraQPHzpwGwox82Qd5AxQbKzRSFr6jP/HDAAIc89p3OtrmvXDqetrLDUzg4xDg4Iv3QJyj170KVLF6Rs2oR2LVuK8KIeWVkoJGVNKyukNGsGHD5cEobKMIxJQuHjFEZOYxv11e+99x6cHR2F4aU9blE0A+lT01j1e8+eIsqi9c6dUO7bh2uLFokxisahMampuGtjg3xra+y3t0emvT0+DwuDA3u2mXpEpY2tCRMmwN3dXVRNptezzz4LLy8vzd/yq6pER0eL7ZHHirwIcXEkEFo18vPzcfLkSQwaNEizzMrKSvx9mAb9MsjLyxOVobVfDGOI7du3IyAgADu0PDWGPGD6Xh6RF0UGiQEPkWr8eFhPmWI472nECOSqVDjx9dfIj40VRYTF4LhhA7LnzIHqzh00790bRc8/j2YhIQhUq5EWH48heXn/+xkAS+/dw5rdu9GZigqXPvzSb9PURuC2bUhyckLk/Pk6P02GnY6BVwqJYtjGxiI8N1fH0DTkxRLHhrxrdDwsPNfTrPsRknPfvRvNIiLQ5aGHEO7sXHLeSWEzORl5Li5YM3AgEsLCkODtDbWbG9YvXYoTX36J7MxM7P3iC7gcO4YG0dFoaW8PeHujEdXS4gcshjHpPkSO1qAxjcYx94MHRSQEhZjTWHPwwAHxTn298sUX7xurTh48iILLl3F81y7kP/MMiouL0aigANEFBVA6O+OSkxPe6NfP6PvBMGYt/b58+XLjtAQQ+VQrVqwQD68UQjhnzhz07dsX586dg5OTCESpFNRhFBUVwcPDQ2c5/X3p0qUyv/fJJ5+I32aYByHXnur8zDPlrkdenohZs9DlmWdEPpN2+CENaIING6DOzMQEmjmkZbI3TLtml4MDTp45g3xPT7gcOQKfBQs0krtCIn7BAsQOG4abXl6Q1qwRIgYNi4qEOuDQ0jooRRkZkFauFEIGa2/fhmLHDjy2dCnc5fpewcG4O3/+fflZtJ+Ui3PynXegJGnvOXOEoUaiGDuLivDYsWOwnzBBsz/kxaL9u8+LZUhC3wIxu35Eq0YcXa/Z+/YhuUsX8RFdq3QttaZ+ePZsjHn7bfT973/hMXgwzmdlQbVvH1xUKjhnZSHWzg4Rd+9iSnExLqpUyA8IQEvKLfz3v+t6DxnGrKjVPqT0/qcxjSbI5H5be+ySxwCa5KOw8klkZFGfIW+C5OJPnMAdOzsUnT6NSwkJCC4iDULArrgYKZKEkFmzoOYC5kw9w6QEMoYMGYJRo0ahU6dOIq+KlA7T0tKwbt26Wm3Hu+++i/T0dM0rPj6+Vn+fMR/k/CdRoFfGgDCEvpfHoNiGXtgdhedp8p+0ICNHeesWMnr1QvR332k8UuS9Ig9Xg6VLRY7NqTFjUEgPwBQCMnAgzkybBvfNm9Hi2DH0L62T1XL5cqEktf3ZZ3FwxoyS2ld+fgbzs2SRDMrkkgdcgkIHyV+x7dIlnbYa9PDRMcnNBUii3sJDCc2uH6ECptu2iQLGdL1Gtm8vJNopTLuJk5MwrC6npSH77behmDMH2deuIX7TJmSfP49ob2845OUh3dERbmlpeKW4GA1J5h9AE3oYW7yYwwcZxpT7kNJJMIfw8P+JHOmNXf7vvINrmZnwf/ttg2MUGWNFLVog38kJ67t2hUdpeodtaV/Q3MurxNBicSSmnmFSxpY+rq6uaN26tagRVBUo30upVN5XB4z+LktQg6D8L2dnZ50Xw1Q498qAMIS+cWVQbEPPIJMV/vSFNsgI6rZnD2z9/IT3SRbREPlSFP5x6BBGr16NnomJoEpYwhicNw/dsrLQKj4e3Xv2hP+LL4pX54kTYWdnhy56BpQhZJGMrvPm6SgTkrrhebUaam/v8kVBSo9NXkoKDpBEPSwbs+tH8vOBmBiKXdK5XukaHaNS4UJEBHYWFGD91q344+pVJBcXY5mfH5LefBNNevVC0wMHcFepRFGDBuJBzUqhQJOOHQ2LqjAMY1p9CIX5RkWJ+197/NLuC7YfPIiMoUPFGGNojKIJORqXEl98EY9R2REbG+RZW4sixiSQQxMx2uMiw9QXTNrYosT+q1evwtOTxEIrj62tLYKCgrBr1y7NMoofpr979+5dgy1l6g36hpSWgIUGAwaYQS+PHvoGmSGhDTlvitB4n0rbEBISApfwcAwODtZ43NQ0s0htIa/U4MFoMWlSyczipElCMMPltdcQ+MYbSG3eHMoGDcqUdtdGX5mQfuvpIUPg4u5edn0trWNzMjoaOampOtLyjAlAIiotWoii2JrrlZbT5EJoKPKcnXHSxwe+ERF4PDQUyS1aYHafPhg/fjy6L1yILXv3Qt2tG5zy8lD08MOwbdMGqlqOSmAYpops3w4EBIj7X3v80h67yhyjSDyD+gkAl4KC4HniBLpERKBFkya46eyMWDc3JAUFwfX11y0+ooFhTN7YmjFjBvbt24fY2FgcOnRI3NjkmRo7dqz4nAZ1cqtrC2BERkaKF/0/ISFB/F/bE0ay70uWLMFPP/2EixcvYiol+GdnC3VChqk0ZagI6mDIAKsA+uIRhgy0k2+/DWnrVpE3pa0cRaUM/pw8GT52dogmYQsS0nB2xorcXCzLzRV1wLLHjMEqW1tdj1JpDlhhTg6s7Oyq5IXI7tMHsdu3o/Pbbz+wdlZ2qfSvs560PGMCUD8bFgZoG8x0LSYkIP+993CjbVuMd3JC2+nTcToxEcOohMbKlfj7lVdE/3pl/nyk/vkn0p2cxIw2jh9nQQyGMbexje7/MsYv/UkYeqe/levXCwXCI2+8IZ639u/fj7Pp6bDJyEBRfj6S1Wrc6NwZ6unTOYSQqZeYlLF148YNYViRQMbTTz+NRo0a4ciRI2ImhSBlQhLOkElMTBRSw/Si5QsWLBD/nzx5smad0aNHi+UffPABOnfuLIyxbdu23SeawTAVQs+Qko0depcxtKyilJWnpVPTTqvWHYljuGzejJeefBIednZQX70qjB5q34biYhT8/DMK//MfzJw2Det/+um+YsUVKVistWMls5ekSqcVShk5b55B9UJDkEDHOX9/FDVsKGqHMaZDcnY2ph44IN41jBiB/CtXEH72LNqtWweHe/dw5csvhWfy/PLluB0fj9StWxG9cye6JCQgqKgIh/Py0PS//+WHKoYxI2SF3OQKjF/641QE1XLMz0dSVBSmX7gApKQgPTsbyTduQFlYCIf0dCSSSA7D1FMqbWxRGN5nn32GPn36iDpX//znP3Hv3r0aacyaNWuEAUVyp2R40d8tW7bUfL53716hVijj6+sr6n7pv2g9bV599VVcv35dbPfo0aNC9ZBhagL9osZkgETOmIG0hIT/LavM9srI05K33b1HD1E4tutnn4lFJI5BEvALEhLQ+NIl9AwMhENpPD19RkIYne/cwYSICPh99RUa5ube51Eqt2CxgQE25513dAZa/aTp8iBvdQNvbyE5zw/jppWDSIXfadJqtrbR7eCA33r2hK2vL35u2RI51tZon5kpZN0b2tvDtagIbioV3oqMRFhRESjg+xkqfsx5WgxjdmMZjVt/jh37wPFLf5zq9N57Qkynm0KBAUVFmKJQoGdxMQKKiuBeUIDchg3xGIUpM0w9pdLG1ty5czFz5kw4OjqiadOm+Oqrr/DKK68Yp3UMY+Lcpyq4YQO6+fqiy/XrVSrca7Agsnbx4IMH0aV3b83DLIljDO3YERlduyKwb1/YkGT34MFiZrJo6FAhgtHl4YdRlJ6ORioVXNPShEfJUM2s7JgYXA4JEe/lDbCz9AZaSprOCQ1F9Lx5D6ydRWEodFxoYK+K548xXg4iSUxTjUNtY4vOEYVoOzk6onOfPkjPzcWaEyeQCWC/Wo3bQUFofvs2ctLSkOvkhCK1Go21IgsYhjGfsaxLbCye6t//geOX/jil3L0b6U2aoFmLFlB4eKBhq1ZQFxSgAMCV4mKc8fAQ5UcYpr5SaWNr5cqVWLRoEf766y8x8xEeHo5ffvlFeLwYxtLRDxG8L69qxAiovL3Rh4oFV8Fzo5O3pReuJxs7VDxYs9zBAbYLF6LziBGw/fZbZI8eLSZDKLSQ7s3soUNx0toarSdPRkbPnprwLrleypn33gOWLgWWLUP8+PFIj4rCdRLPKGeAfXv+fJ2BVh6kycisiNLUfd5AxiRyEOnaCyZxFfm6zc4W5QK6rlwp6meNVqvxt0qFoEaN8CcJDI0eDde//4ZLbi7sMjJw0cMDqi++gPq11+p6rxiGqQJxQUGwadr0/vGLxpply0rGCu18Yvps1SpR2P5mURFmqdVw7N4duZcuwVqSoASw1cUFJzp1erB4EsNYMJU2tihv6tFHH9X8PWjQIJE/QuF/DGPpPNBQqKI4hk5IF+VUkbdh1iwd5UPZ2AkF/hfGJxeiHT5cGIC/P/aYCBksuH4dQzIycGLAAOQmJOBcXBx6L1mi8YjJeVrt2rVD9NKl4pXk5YV0e3tEkLKUwV0rGWDd3d11DEz6t09QEFQPEg4pxVCNMaaO0Lpe5TAiCoOVr6tuaWnwuHMHHSgfcPRovN+zJ65bWWGujQ3a7N8Pz6wsWJduqjg4GGpSyuTwUIYxO+j+v5WVhd/IA6V/D9MYs3s3sHMnKZlpJgDl0PL+mZmIPnkSj+3ahfQtW3CvsFA8XN5wcEDfRx/FwoULqzT5yDD11tgqLCyEWq3WWWZjY4OCAnIYM4xlY1RDQQ7pIkrl2nUkeAE8mZuLfx89irvZ2YhfuRK5ixdrDC/yVnVJSxMhg4937IgL58+jyMcHVvHx8H/lFU3YIL1oXRLE2OLkhD0A9kgS4vr1w61ZszB8ypRKt7sytbMqIoPP1D73eShHjICNqysadOiA6zExyI6NRfK6dfAvKBAFrBuS1DsgQgrPubkhiMJIGYaxvLGNPOAhIYCjIyXLl/QPycm4sWIF7C5fxvZNmxCSlIRON28C9+7BtqgIP7m74+5TTyFk8WLu65l6j0IiRYlKYGVlhSFDhohiezIUrjRw4ECdG+r333+HpZCRkQEXFxdRwd3kC5MytYvsWaLBqLoDCm1r40aRc0UFjkNDQ7F9+3YxCIp7a9UqnAwPh+L6deSkp6NXy5a4RrXofHxwt2tX+ERGQllUhA5BQcKICg4MROzzz6PtunWI/vZbETZI3ixIkub/JFRBQjTknSblzioNitnZODBjBiJ9fYX4BRlSxsRc70eTaPeDrtfSa1B4SgH8umIFWnz9NRrZ2qJRYSHcWrbEoago5BQVIT8hAb3y83HN2hotLl+GO8u8M2aESdyPdd3mCo5fFDVB44QyNxdjSr3c5OEqPHQIWYmJiHR0xMnCQnTIyUFgairOKRS47eyMYTdusKHFWCyVuR8r7dmaMGGCCCOiH5Bfzz77rEis1l7GMPWyyHENSO+uCQ8XoYqkDqcdspgdGgq7W7dQ6O2N1mPH4kBMDFSl+VNNz59HcXo64OwsDK0Ge/fib6rJ5e+PS/PnoygnR1O0WFvqnQbCSZMm4YUXXqjWoNitWze4ublxaKCZX6/yNUgPVxROSPVyzjk6IvH2bRQPGyauufxOnRCTl4c2hYWIVyqRPXw4G1oMY8HjF4UY7t69G9v278cbpREMya++iujkZNyRJNjk5aElFTO3tsa1xo3hqFIhePt2NrQYphQ53L7CLF++/IHrnDt3rrKbZRjzhGYESz0BBD2kUu0rkl0npcDKeLvknJkO0dG42bs3npkzBzt27NAYMOTtygoJwcB9+zD/6lVE+/vDa/lyIVhD3rBIMqRmz0ZQeDjoDuz9xBM4Fx2N4pwcEVpIIYkbSj1lJPVeU7OhFLd/fvt2jHR2hi0nQZs2oaEluYDPPKO5Xum6E95Tqpk2YwayvLyQMHYsugUHw/X0aWzPyMC9Xr3w4tGjUPj5oTA5GZ8XFyOzcWPYKZVo8913db1XDMNUBerDKUeYRJeys4URpekPtIRynsrLQ/FDD+HvkydFyR2aADy2Zw8a2tpCrVKht1qNZjk58E9JQZxCgVsjR8KtXbu63juGsbyixpmZmVi8eLGoYRUYGFhTm2UY00ZPEIMGKvIqnduzp9LeLjlnpre/P8ao1fcJUdDnHRMT0XzwYCFUoC3TrV0ri4y8bkOGwGXKFLGs66xZ8MrMxM2WLQ0WNTZUc6lM6DNKkE5I0OwfqSRa37iBc5mZNeLhY4zI9u1AQACwY8f9gi+lZQvImG/evz9Uhw7BoaAAT+XnizCJ7777DoOvXMHHOTm4+PLLcOrQAc0PHOCaWgxjrtDYQikhpX23QQGoDRugzszEeGdnUerH29tbTAB+2LUrAry8EDRgAIK2bkWgSoUCSUIDhQLXo6LKHmcYph5SbWPr77//FqGFnp6eWLBgAQYMGIAjR47UTOsYxswggyhtwAB0GDiwQsp82pBR1WfBAiEdL76rZ/zQ5xQCeDw2FtZPPSU8WmSQlWUAkteCRDEKN24UNVCGXboENwDD8/MNGlW5P/2Ea99/L97LhDxalCB9/bpm/0gl8eILL6AdeU04jNBspN7vS4oPDYUqNhatlyyBqkULYPVquAcEIMnaGsPCwuD+4YeYEBuLRteu4dGrV9F65044cPggw1hMn2BQJEP+fPBgUZJElCZxcBBjkHfnzug0YwbiJk5EvFoNF6USSklCn+JiDFco6nKvGMb8ja2bN2/i008/hb+/P0aNGiUSw/Ly8sRsCC3v3r17zbeUYcwA8kGNUalKEoirEq+u7SkzEE9PYYAnAgKwsdQzUR5yLa0//vhD1Of6s0cP4fFS29oajNOPOHUKubm5iIiIKHOblDe2JzoaP3XooKM8WKhSoaiq+8wYH9lwJ7Q8sTrKkLLX69AhkYe1LDwc04qLcbRxY5y+cAFJe/cKYYyi3FxxLTEMYyGU6qQZVIqVxyTqH7TGDXks+vP11xGZlobMmzdxrqAAaTY2KHJwKBkDGYapmrE1dOhQBAQE4MyZM6J2AtXX+uabbyq7GYaxTGpQMEPfC/FAeV49T5gshBG2fLkQ0Xh0woQSj9fQoTh07hxyKY+L1i39Xss33sARV1e0nDmz7N3bvh3LcnOx49AhTagJhZ4kJCRgxowZmmLPjBlel6XXG+X/0bkkJcyz165hW1ER3C5dQr6nJ041aIDtM2eWXEsMw9SfMUvfKx4aiu5RUXjs66/h07494gCsBrCosBD7a0Kdl2Hqs7G1detWoV42Z84cPPbYY1AqqUY4wzBlGUiVgYyVVatWlRgtBgokl1ejSi4wKYoda+VxkVKc+A4tXLUKmzZtQkZuLs4dOlQywJYOtpe//RYZQ4cKQ6rM3QsNxWS1GqF9+mgMPjIAY2NjNYnTjHlel7IS4fr16/Foaioa29uLEPF5NjZwO39e1GuLb90aTi1asMoYw9STvkEzJtEfWuORMjwcthkZcP77bzyUkID2RUVoJ0nY7O4OpZlI6TOMyRpbBw4cEGIYQUFBQgzj22+/FQmVDMOUhFxQCNaqDRuq5OWRFQlJFc6QUIWOMab/XUkS4YIbDZXO0xK2GGFlhVvBwciysxNeDAoNPBAVhdbvvPPAgs0O27ejf4cOIllafuCmd8rXlBOnGRNEzuMT9rbW9aPlDZWT45ufOgVPa2ss6NsXU6dOxV1PT+QWFOCaQgHlk0/yOWYYC0JT7uG+D0r6BlLXvU80o3S8uVlUhA3//S/u3b0LdUEBCgMDhVd8DKvSMkz1jK1evXphyZIlSEpKwv/93/+JQnekilZcXCxkqskQY5j6giHjx6CiUyUVCUkVjjxUldk2CVWk9+8P8SisFR5I7+T1OpqcjAvbtqHo8cfFzGNk+/Yi90uOvSePVlleM60GAk5OGqnginjcGNOB+muKTlhb6v3UDiEib6VLeDjavfFGSW7f448DS5eiKCICR4uKcMzBQXhL+RwzjGVAYwsZRxQGft+YUto30OQcTcINHjxYZzwaFhIC57Nn0cDaGucvXcIZZ2ecCQwUEzTcRzBMDakR0s1EhVDJ03X27Fm89dZbQhyD1NGGDRtW1c0yjFlhyPgpN6/qAdAQ1ScoCCqqiVVcfP+2S+Pkhw8efP93HRyEoXV29+6SUEL5QXrNGkQcPozTCQn43MNDGFjabdT8n7b5IOl3PalgxryQJAlWVlZQkrFM55oUJEuVxtImT0YrOztcXbhQJMzn/vILkj/7DKr8fNyzs8MhHx/2ajGMhY1fFP59/fr1/93b8iRdad9AQhc0kbZr0yad0iE2c+eiuVKJtkeOwM7ODkckCTPnzq3bHWIYS66zRYIZ8+bNw40bN7B6NaVIMkz9wJBhVS0vDxlIWVnCoCFP1X3b3r4dfQIC4GBIjTA7WxhVGXl5iCBFuT59RHhgbl4euvr7o3XHjugTGiq2p91Gzf/11KYMQbOaq3NzkUsx+fzgbXaMHTsWYWFhGE0GM51ruo5KlcaotpZHbi7atWyJmG+/ReqiRUhRq5FrZ4djTz2Fn3//nWesGcbCxi8K/54/f/7/7m15kk7uG+Q6jwqFTumQjT4+UF6/jgI/P9iq1egzYAD3DwxTBgqJpjqZcsnIyICLi4so7Eky9wxjNGhWkYwdMmQMDVxlfV6ak5Xn5YXrVJR28GBRj4vCAxtLErpt3gzvpUsN10Wi79IASzOZNMCW9dul+T7kbSMjkAy0usBc70eTarf+dST/HRyMm48+CikzEworK5woLMS5SZPg06ZNnZ1vhrH4+9GU2lzeGEPLScV23z4kRkbioFKJDqmpuBsSgoiOHdHA25v7CabekFGJ+7HSnq3Dhw9j8+bNOstWrlwJPz8/EUI4ZcoUUXOLYZgqYECBsEKflxYbViUloemSJcLQkgUvmp4/jyQnJ0TOn294m2XMZJY1E+rk5CTqcbHMuxmjfx2VCrtcnjwZrj4+UBUX47q1NYp79EBcSgqHDzJMfaGsMUZeTnUab9xAA39/tLh5E9fbtsWFGzdg5+bG/QTD1JSx9eGHH+L8+fOavylfi6TgBw0ahH/+858IDw/HJ598UtnNMoxFUJ5aoFG3MWIEchs3xuquXbFm927h0dq9ezfGSRK6v/eeqLfVefZs7R/5X36WLP1bgZwtChNRqVRCCIdl3s2Hsq4p7eWkOpbo5ITU2Fjs8fHBrU6dsLtxY90QI4Zh6l3foLM8JASXbWwQ6eiItOBgFEVF4V7fvlCr1dxPMExNGVuRkZEICQnRUbciCXhSKHzzzTfx9ddfY926dZXdLMNYBA+Sbq/oNiqtZujggPW2triVlQXrvLwSEQ3yMN+5A+WePYgJDv7fTKWWDLwICymdscwND9ep01UW1REAYYyMXmHrB11T2stHZGaiy5EjUOTlwS0pCWcvXxYJ7/wAxTCW20dUpG/Q/t6ZuXNxQ62Gy99/wzc5GQ937w7HQ4eEWiHDMDVkbKWmpsLDw0Pz9759+zBkyBDN3927d0d8fHxlN8swFjF4aUu3V1Wtr1LqgJomZIvQPoobJvEDEtFQkwiCIVXD0pBDXL+uI3JRbp0uLVjm3YSvQVIKMyByQtdUEycnPKkn2a9tOKvPn4ejuzvScnOx38YGl9u1E+U8GIaxEPQn2sqZPLuvzygNN2/Xvj0yz57FzbZtUezggLNubsgJDeW+gmFq0tgiQysmJkb8Pz8/H6dOnRK1t2QovMjGxqaym2UY80WrVhEZIH0WLIDK27tKan1kNNGMolAMNKAOWFZoB30nKytLhPipqaBk48bIHjpUFKsMGTZMdzClsEFqH+VwUa5O6TZpvbthYRhaXkFK+aE+ObnChiBTi9cgQSGhetceXZdj6Nogyf41a5C7aBEOT54szp+c0L6uSxdccHXFvO7d8ZeXF3qFhLD3kmEsCQMTbfqTZ/J4QGj6jI0bkR0aKtRt/8jMhJNKhcTcXLj8+CMu9OoFe450YJiaNbYeffRRkZu1f/9+vPvuu7C3t0ffvn01n585cwYtW7as7GYZxnyRc57kweZBIhfloBO6ob/dckI+dLxhNKAOHy6KFdO6NOOo44kqFUNYtWGDxrij9XaHh4scL4eKPNTPmvVAmXimFpGvFTKUy7r25HUAJP7yC1wiInDmvfeAZctwZto0JGdl4fMWLbA/KkpMqpGXlL2XDGNB6E20VWYM2rRpE7IyM+FLfUdeHvqlpGDu3LlISUkRk3zcVzBMDRpbH330EaytrdGvXz+Rp0UvW1KnKeXHH39EKElIM0x9oRrGlT46oRuE3nbLCvmgNYShFB6uMYLKy63SydWR16MPHmRAyYPvnDkGPSiMCV6DsjeSoHXGjIHXuHFI79oVXdq1o04b3dLS0OX6dfTo0QNBQUFo0KABz1QzTD0cq0aEhpbk/NLEHa1H/cCGDRiRny/qbAVOnAgvV1fcbNMGg7KydAsiMwxTM8aWm5sb/v77b5G7RS96UNPm119/xSya9WYYptLohHsZMHrKzJcijxPF4R8+jFxbW6y+d68kRMyAp0o7v0u7wHHR0KEiTCS7vERnebB2d68xA5OpvTBXgYMD1C+/jN4LF4o8LTKabVJS4D1xohA3IsGjhQsX8kw1w9RDKHydcn4d5Bys1auBbdsobwT5ajVUzs5w3rwZWW5uuNmrl5icYRimho0tGSrkpVQq71vesGFDHU8XwzCVxED4YIW+ExsL+PvjxNmzQpUwsoxQP+38Lu0Hago7JMn4jZzoXD+uJzLC/P2BrCwgLAy/PP+8CAn6888/2dBimPqKfn+hUIi3U+fOISM3F+cOHULEvHk43aEDTkVFcRkQhjGmscUwTB2GhOkLU9C6CxaIePwuc+aIsMDOZYT6lac+xZLuFohWKJDOdSPnb/z3v+L9mXXrRK4WhYYzDFNP0e8vKA90yBAEfvwx0gYMQIeBAzVjzJzSdx4zGKZ82NhiGHMOCdOmVPiCPFQiPLCMUL/7QhFLDTiR98WS7pZ/3ejlcGU7OAjVysa+vti5cyf8/PzqurUMw5hKf6E1+VeoUqFo9OiSMUSS4M5lQBimQrCxxTAWFGJYoYLI+t4xeWClGk0s52751w3lYGzeDEybJs51lYpoMwxTr8aZTatXw2PzZqFcKvoQVqNlmArDxhbDmCgGa2qVEWIor0tKoHJYh+b7+jWx9L1jpQNrbl4ejm/dity1ayvXJsb00ZL7z83MRNHx44g9fRrJixeL0gCRkZEYXJ4wCsMw9YfScYZ6+aVLl+KnRYvwxIEDaHHtGhqePo3de/diz7lz5YspMQxTs8YWqRKuXbsWX3zxhXitWbNGLGMYpupUxuNA6yYkJAglUFlhUP7+fUIZZdQF22BriztWVtgoSQ9sE93jbHSZF/K5OxYZiZMKBVKKi/Ho4sWiNmJ0dLQwuhiGYbT7DAotjl24EGezslBkb489CgXeOHIEi7OzWUyJYWrL2Fq2bBl69+6No0ePori4WLzo/8HBweIzhrF4yhKtqOa2KiNYQevGxsbC19cX4aXhgFQvxaBQRhnesWFjx+JuWBiGUkJ0Ob9D2yQ49MzErrMHfC7XcCPudO6MD5ycMOSpp+Dq6opnn32Wk9wZpr6OT2WsQ2PIoJs3caNdO9xr2BBN163DiU6d4N+5MxwdHbnPYJgKopCkcqaxK0BAQABOnTp1X4IkSUt37doVly9fhrmTkZEhpO7T09NFbSKG0YEGKfIckRFCRkw1t5WXkIDjsbHosmBBpRKPyctExg8VRBZ1umqiPQ/4LdmLVpuY6/1Y7XY/6Dor43M6VzRDTcaWw4YN4vo6cf06/GfPFt6sujiHDFPXmGM/UqU2V2R80lpHiCwZ6C86z58v+om67PsZxlzvx2p7thQKhaizoA8to88YxuLRC8urVl7TiBHC0Ir09a2010hWGVSTZ6qydboqSZnFlZm6q782YgRynZ1FQWvta08nHHXECKi8vdFn/ny4u7vzOWQYS6ci45PWOmX1F3I/wX0/w9SBZ2vz5s1466230KFDBzRt2lQsu3HjBs6fP4/PP/8cjz/+OMwdc5wBY+oOGshosKJwOxqUKkuVZg5p4CThCxo0LXwQNNf7sTbabejaI4EUytujcFJRDoBhGLPsR2qizQ8anzTjz+DBcNi+vV6MKQxj8p4tMqYuXLiAGTNmoF+/fuL19ttvi2WWYGgxTGWpbnHgB84cGoqvr4Z8OysMWuC1RyphpdeBw6ZN6JOZCYfwcLEOn2+Gqb+UOT7p11vctAnYtq1kTNGD+xCGqQM1QqVSKUQynnzySfGi/9MyEspgmPqGMcMsaHA7OGOGiKPXqXEih4EQevVP9AdG/b+5zpIFXns0Iy1fBwoFCgoLcejwYXHOSUkyPDwc06dP54clhqlnlDk+aZUEoX7h8JEjot+g/oP+Jgl4Ej2Tc0B5zGAYE6mzNWrUqEqtP3v2bJHnpf1q06ZNud/59ddfxTpqtRodO3bEli1bdD6/desWnn/+eXh5ecHe3h5hYWFC5phhaoranOWjQS7C11ckLOvk7sgKgwbytfQHRipO6bZtW4lqodZMJ9VZ4tlKC7kGZeO7tA7OcUdHnPL3F9dAbm4uIiIiRHkOflhimPpDuWOVXt7WSX9/nCD1UkkSY8bevXuFoA5FMWnXc2QYphaMraefftrgiwytu3fvVnp77du3R1JSkuZ14MCBMtc9dOgQxo4di0mTJomHB7rx6XXu3DnxOaWj0d/Xrl3DH3/8IdZp3rw5Bg0axA+UTI1R47N85Uj1kmHUwNtbKEPdF0cv523RAKj1mX7YyAiFAm4AhpcK2Mgzndu3b+fZSnNC6zq57xqk80/nu7TGWtfgYHHd0DVAE1OkFNuwYUN+WGKYeoROP6E/zmiVBKExw83NDUGU0n/nDkZYWWHAgAFwcnIS5UXI6GKRDIapRYEMGrB//vlnUXNBG9rs6NGjhWepMp4t6gQiIyMrtD5tn4wmEumQ6dWrFzp37owffvhByM6TND0ZX2TEEVQHrEmTJvj4448xefJki02kZWqPGpfCraqUfFnf0xfPoL9psNUzysxF0tdc78cab7eeXPN9527pUmDnToBmpxcu1JxrcznPDGNMzLEfqW6bde59OWywrHHGQP/BfQfD1JFARv/+/cVshyyOIb9oeadOnSq9PQrxo5C/Fi1aiJmTuLi4Mtc9fPiw8FJp88gjj4jlRF5enninmVwZKysrqFSqcj1m9D06iNovhqm1HK0HSXw/4HvZ+uGAWrH45RU1ZknfmsXo/YjWdWLw3JHn0toa6N1bx9Ci2W1+WGKY+teH6PQTDxpnKNeTIogkCXKMBY8RDFM1qm1s/f7773j44YcNfkau5srQs2dPrFixAtu2bcP333+PmJgY9O3b12AdL+LmzZvw8PDQWUZ/03KCcrmaNWuGd999V+Qn5Ofn47PPPhPS9BSiWBaffPKJsFbll4+PT6X2g6lnlBP2VyXKMIYq+r0N+uGAVTXemGpRrX6kItfUg64Tyt8bMoRCADSLOLGdYcwHo/YhFeg/jjZooMn1ZBjGRAUyKsuQIUNErhd5xMhDRWIXaWlpWLduXZW2Z2NjI4xBCiekcEcSyNizZ4/4HfJwlQUZZ+QWlF/x8fHV2CvG4tH3HJmatG9VjTemWlSrH6mJa8rAea9uWQKGYepJH+LggC4LFmhyPRmGqTrWVf3im2++aXA5KQhS2F6rVq3wxBNPCCOnqri6uqJ169a4cuWKwc8p90o/J4z+puUyQUFBIgeMOirybNGDBnnQunXrVubvUpghvRimQpDnSM6BMgHkUA+mbqlWP2Kka4qvDYYxH+q6D+H+gmHq2NgiZb9Tp06hqKhIiFAQ5EGi+loUvrdo0SK89dZbIjeqXbt2VfqNrKwsXL16Fc8995zBz6me165du0S9GO3QRVquD7ng5ZywEydO4KOPPqpSmximTA8Cw9QUfE0xDFMduA9hGJOhymGE5LUicYrExEScPHlSvCgXimr1kBx7QkKCyOV64403KrxNqt+wb98+xMbGCll3Cnkh4422R4wfP1641WWmTZsm8rs+//xzXLp0SagZkiH16quv6tThovoQsvw7tY9c4lQnwizyd5h6RVVrdsnfS05O5lpZlsoD+payrh26JqZOnSreGYapp5TTfxjqO7jfYBgTMLbmz58vvEPacofkPSKDZ968eSI/6oMPPhBGWEUhY40MK/KUUa2uRo0a4ciRIyL0jyBlQm1hi+DgYPz3v//F4sWLERgYiPXr14tEzg4dOmjWofXJM0bettdff138f/Xq1agv+TuMeVFVAQP5e3NnztQpWMxYEOX1LdnZiJwxA2kJCfddO7NmzRL9IPXNDMPUU8rpP2j8oL6D+hDZGON+g2FMoM4W1dWi+lYk8a4NeZGGDh0qFATJm0Q1r8xdOr1StS1iYgCq30U1Kvz8aquJjIVQ1Tom8vceT09H9KFD6DBwINQvvABLxBzr41Sr3fTwQ8YzlbKg/A1SGdS/NlatQl5CAk5cvy4KXmtfOzQzTQ9M9HJ3d6/BPWIY88Uc+5FqtbmcZxMaP8jQ6ubrC5W3twg/5H6DYWrufqyysUVJk1TPikL4unfvLpYdP35chAKSx4kKHa9ZswYLFiwQoX3mTKU6uKlTyZ0GeHkBixbVVhMZpoQyChZbEub4kFStdlPoz9atVCQQCAsznIdRD847w9T3fqRabX7Qswn3IQxjekWN//Of/yAkJARjxoxB8+bNxYv+T8t++OEHsQ6F7i2lWZT6xJw5JZ0Zu94ZI1FWbo5YvmEDsnmwtCxIVSwkhCrIl60spifzTtcC9b3Lli3j/D2GYR74bEK9xCqtAsZVzR9mGKYGPVvaioEULki0aNFChBdaGuY4A8ZYLjQAUn4W5TJqy/LScoq77xIbiz4LFpRpcNHgSTH6JEBTmVBFU8Fc70ejtJsehCgXgwwyrXNJ1wKJBxUWFqJBgwYiwsAczzXDGAtz7EeM1ubsbBycMQMRvr6irhaNK9SHkNAZCZZx/8EwdeTZkiHjiooQ08sSDS2GMTXKKkxLy8nQorh77SRo/RnKqopwMOaT9E7XAoVz37x5E15eXnyuGYYpmw0bxLjR5fp1zbhCis3bt2/n/oNhaoBqGVtpaWkiZ2vy5Mni9cUXXwgLj2EY4yEXmtSfaaS/yaMlEpy1DDF946osY40xQ8ijRWqteueSrgWaaRsyZIhQFONzzTBMmYwYIcaNPlriOmRokcHF/QfD1GEYIYlePPLII7Czs0OPHj00Ahn37t0TN2nXrl1hKZhjuAHDVFfh0FQx1/uxttttaeedYep7P1Kbbeb+g2FMQI2wb9++aNWqFZYsWQJra2uxjPIDyMNFOVx///03LAVz7JQZxlIx1/vRXNvNMJaIOd6P5thmhrFUaiVnizxb//jHPzSGFkH/f+edd8xe6p1hLArK1SL5cFaVshz4nDIMUxNwX8IwRqfKxhZZcXFxcfctj4+Ph5OTU3XbxTCMkUUUGDOGzynDMDUB9yUMY7rG1ujRozFp0iSsXbtWGFj0oiLGFEY4duzYmm0lwzA1LqLAmDF8ThmGqQm4L2EYo/O/GMBKQnUXFAoFxo8fL3K1KPXL1tYWU6dOxaefflqzrWSYekSN18GSC94yloODgyhebc710hiGMZFxhscHhjFNzxYZVl999RVSU1MRGRmJ06dP4+7du/jyyy+hUqlqtpUMU4/gOlhMReDrhGGYqsL9B8OYqGfrzTffrPC6VHOLYeoDNe2Jou3IkrtVaExJDD6FhrC3w3LIzkbumjXYIEkYNnasuM6qdZ0wDFOvx6cRoaGInDULnZ95pk7bxzD1gUoZWxERERVaj8ILGaY+zhBSseGaKlpc7WRnDg2xHDZswNndu+FqZYWNdnaaotY1cb0xDFP/xieH7dvRJyAA2LGDxwqGMSVja8+ePcZrCcOYKabkYcgODUXErFno8swzYL+WBTFiBDrm52OjJBm8zmo8z49hGMsenyj6gSblSpdzH8IwxqPKRY3rE1xIkDEXVq1aJWYxGzdubLFeD3O9H43Z7vpw3hmmvvcj3IcwTD0raswwjOlBs5I0WJqCl42pPfi8MwxTHbgPYRgTlH5nGMb04Dye+gmfd4ZhqgP3IQxjPNizxTAMwzAMwzAMYwTY2GIYhmEYhmEYhjECbGwxDMMwDMMwDMMYATa2GMaCyE5OxsGpU8U7Y6ZQYepVq0reH7hqtlARo3eGYZiq9C3cjzCMcWFji2EsiMhZs1CQlITI2bPruilMVdEuTF2JgqUMwzBV6Vu4H2EY48LGVg3DM0RMXdJ5zhzYeHmhMxtb5gsVG23cWFNstLy+heWaGYapCNRvrM7NRS7VA9LrL7gfYRjjwsZWDcMzRExd4uDujj6LFol3xkxxcABIgpneH9C3yHLN9M4wDFMW1H/cysrCbyrVfX0L9yMMY1zY2KpheIaIYRhjwH0LwzBVhfsPhqk72NgyApIk1XUTGIaxsBAgmpmmByWefWYYpirwswnD1A1sbNUwHEbIMExNw/0KwzDVgfsQhqk72NiqYUJDQxEVFYXBgwfXdVMYhrEQr1ZeXh6cnJw4BIhhmCrBzyYMU3ewsVXDbN++HQEBAdixY0ddN4VhGAuZkc7MzIRareYQQoZhqgQ/mzBM3cHGVg3DSaiMqcHlCCyvT+FzyjBMTTybcF/CMMaHja0ahiVUGVODY/Utr0/hc8owTE08m3BfwjDGh40thrFw2NtqefA5ZRimJuC+hGGMj3Ut/AbDMCYwo8lYDnxOGYapCbgvYRjjw54thmEYhmEYhmEYI8DGFsMwDMMwDMMwjKUbW7Nnz4ZCodB5tWnTptzv/Prrr2IdkkXu2LEjtmzZovN5VlYWXn31VXh7e8POzg7t2rXDDz/8YOQ9YRiGYRiGYRimvmNSxhbRvn17JCUlaV4HDhwoc91Dhw5h7NixmDRpEiIiIkSCJ73OnTunWefNN9/Etm3bhLTpxYsXMX36dGF8bdq0qZb2iLF0WDqXqWn4mmIYpjpwH8IwpoPJGVvW1tZo0qSJ5uXm5lbmul999RXCwsLw9ttvo23btvjoo4/QtWtXfPvttzoG2YQJE9C/f3/4+vpiypQpCAwMxLFjx2ppjxhLh6VzmZqGrymGYaoD9yEMYzqYnLEVHR0NLy8vtGjRQijkxMXFlbnu4cOHMWjQIJ1ljzzyiFguExwcLLxYCQkJkCQJe/bsweXLlxEaGlrmdvPy8pCRkaHzYpiyYOlcpqb7Eb6mGIbhPoRhLAOTMrZ69uyJFStWiLC/77//HjExMejbty8yMzMNrn/z5k14eHjoLKO/abnMN998I/K0KGfL1tZWeMK+++47PPzww2W245NPPoGLi4vm5ePjU4N7yVgaXMiaqel+hK8phmG4D2EYy8CkjK0hQ4Zg1KhR6NSpk/BQkdhFWloa1q1bV+VtkrF15MgR4d06efIkPv/8c7zyyivYuXNnmd959913kZ6ernnFx8dX+fcZhqmfcD/CMEx14D6EYSwDky5q7OrqitatW+PKlSsGP6ecrlu3bukso79pOXHv3j3MnDlTxC4/9thjYhkZcpGRkViwYMF9IYgyKpVKvBjG3KBkaLreKYSEZzTrlprsR/i8Mkz9w5jPItynMEw99WzpQ7LtV69ehaenp8HPe/fujV27duks27Fjh1hOFBQUiJeVle5uKpVKFBcXG7HlDFM3cFK0ZcLnlWGYmoT7FIapp8bWjBkzsG/fPsTGxgoVQZpxIcOI5N2J8ePHC7e6zLRp00R+F4UGXrp0SdTpOnHihJB2J5ydndGvXz+hVrh3716RA0Y5YStXrhTbZhhLg5OiLRM+rwzD1CTcpzBMPQ0jvHHjhjCsUlJSRCfw0EMPiXwr+j9ByoTaXipSGvzvf/+L999/X4QL+vv7i1maDh06aNZZs2aNMNAoUfTu3bto3rw55s6di5deeqlO9pFhjImcFM1YFnxeGYapSbhPYZjaQyGRHjpTLiS3SkpAlKBK3jKGYeoOc70fzbXdDGOJmOP9aI5tZhhLpTL3o0mFETIMwzAMwzAMw1gKbGwxDMMwDMMwDMMYATa2GIZhGIZhGIZhjAAbWwzDMAzDMAzDMEaAjS2GYRiGYRiGYRgjwMYWwzAMwzAMwzCMEWBji2EYhmEYhmEYxgiwscUwDMMwDMMwDGME2NhiGIZhGIZhGIYxAmxsMQzDMAzDMAzDGAE2thiGYRiGYRiGYYwAG1sMwzAMwzAMwzBGgI0thmEYhmEYhmEYI8DGFsMwDMMwDMMwjBFgY4thGIZhGIZhGMYIsLHFMAzDMAzDMAxjBNjYYhiGYRiGYRiGMQJsbDEMwzAMwzAMwxgBNrYYhmEYhmEYhmGMABtbDMMwDMMwDMMwRoCNLYZhGIZhGIZhGCPAxhbDMAzDMAzDMIwRYGOLYSyI7OxsrFq1Srwz5gmfQ4ZhjAH3LQxTN7CxxTAWxIYNG3Dnzh1s3LixrpvCVBE+hwzDGAPuWximbmBji2EsiBEjRqBx48YYPnx4XTeFqSJ8DhmGMQbctzBM3WBdR7/LMIwRcHBwwLhx4+q6GUw14HPIMIwx4L6FYeoG9mwxDMMwDMMwDMMYATa2GIZhGIZhGIZhjAAbWwzDMAzDMAzDMEaAjS2GYRiGYRiGYRgjwMYWwzAMwzAMwzCMEWBji2EYhmEYhmEYxgiwscUwDMMwDMMwDGMEuM5WBZAkSbxnZGTUdVMYpt4j34fyfWkucD/CMKaDOfYj3IcwjHn2IWxsVYDMzEzx7uPjU9dNYRhG6750cXGBucD9CMOYHubUj3AfwjDm2YcoJHOa1qkjiouLkZiYCCcnJygUimpZwdRJxsfHw9nZGeaMJe0LwftjPvtD9yF1bl5eXrCysqp3/Uh9uR7Msc0Et9s82kyPPubWj1S0DzHHc1nT8DEogY8DjHYMKtOHsGerAtBB9Pb2rrHt0cm2lIvekvaF4P0xj/0xl5loY/Yj9eV6MMc2E9xu02+zufUjle1DzPFc1jR8DErg4wCjHIOK9iHmMZ3DMAzDMAzDMAxjZrCxxTAMwzAMwzAMYwTY2KpFVCoVZs2aJd7NHUvaF4L3x7SxtP2pbczx+Jljmwlud+1hjm2uDfi48DGQ4eMAkzgGLJDBMAzDMAzDMAxjBNizxTAMwzAMwzAMYwTY2GIYhmEYhmEYhjECbGwxDMMwDMMwDMMYATa2GIZhGIZhGIZhjAAbW5Xg77//xtChQ0W1aKrevnHjRp3Pb926heeff158bm9vj7CwMERHR+usc/PmTTz33HNo0qQJHBwc0LVrV/z2228669y9exfjxo0TxddcXV0xadIkZGVl1fj+fPLJJ+jevbuoRu/u7o7hw4cjKipKZ53c3Fy88soraNSoERwdHfHkk0+K/dQmLi4Ojz32mNhn2s7bb7+NwsJCnXX27t0r9pXUYFq1aoUVK1aY5P6cPn0aY8eOFdXG7ezs0LZtW3z11Vf3/Zax96emzo1MSkqKKIZJ121aWlqt7ktN7w+1r1OnTlCr1WJb9B1tzpw5g759+4rP6TzOmzcP5kxCQgKeffZZcVzomuzYsSNOnDihs87FixcxbNgwUWCR+hU61nRfyv3Ja6+9hoCAAPH9Zs2a4fXXX0d6enq5v0t9GV0v2i/q02qr3cT//d//oWXLluL7jRs3xhNPPIFLly6V+7uk+fTBBx/A09NTfG/QoEH39cOm1mZTONbax2/IkCEGx7iaPNZ12e7qHm9jkpmZienTp6N58+bimAQHB+P48eMG133ppZdE2xcuXKizfO7cueJ7NCbTM0RFMKVjUt1jEBsbK56b/Pz8xPfpfiQ1uvz8/HJ/tzJjqiUfh/79+993LdD2zfV+GDZsmBj36JmA+ip6Bk9MTKzda4HUCJmKsWXLFum9996Tfv/9d1JwlDZs2KD5rLi4WOrVq5fUt29f6dixY9KlS5ekKVOmSM2aNZOysrI06w0ePFjq3r27dPToUenq1avSRx99JFlZWUmnTp3SrBMWFiYFBgZKR44ckfbv3y+1atVKGjt2bI3vzyOPPCItX75cOnfunBQZGSk9+uij97X3pZdeknx8fKRdu3ZJJ06cEPsYHBys+bywsFDq0KGDNGjQICkiIkIcIzc3N+ndd9/VrHPt2jXJ3t5eevPNN6ULFy5I33zzjaRUKqVt27aZ3P4sW7ZMev3116W9e/eK8/Pzzz9LdnZ2os21uT81sS/aPPHEE9KQIUPEdZuamlqr+1KT+/P5559LXl5e0i+//CJduXJFOn36tPTHH39oPk9PT5c8PDykcePGid9avXq1OH//+c9/JHPk7t27UvPmzaXnn39e9Bl0vv766y+x7zL0/4YNG0pvv/226Efobzomt27dEp+fPXtWGjlypLRp0ybxGR1ff39/6cknnyz3tydMmCD6oqSkJM2L2lNb7SbovO3bt0+KiYmRTp48KQ0dOlRcI9TvlMWnn34qubi4SBs3bhTXx7BhwyQ/Pz/p3r17JttmUzjWMl988YWmr9Ae42ryWNd1u6tzvI3N008/LbVr105cQ9HR0dKsWbMkZ2dn6caNGzrr0XMIPSdQf/jll1/qfPbBBx+I40H9Op2fimBKx6S6x2Dr1q3iuqLricZxumbc3d2lt956q9zfrcyYasnHoV+/ftKLL76ocy3Q2Gqu98MXX3whHT58WIqNjZUOHjwo9e7dW7xq81pgY6uK6HfoUVFRYhk94MkUFRVJjRs3lpYsWaJZ5uDgIK1cuVJnWzSYyOvQAy9t5/jx4zo3jEKhkBISEoy6T8nJyeK36aIm0tLSJBsbG+nXX3/VrHPx4kWxDl24BBlXZCzevHlTs873338vboa8vDzx9zvvvCO1b99e57dGjx4tHsBNbX8M8fLLL0sDBgzQ/F0X+1OdfVm0aJHoPKnT0De2zOnc0MBPhtPOnTvL3C7ta4MGDTTXHvGPf/xDCggIkMwRavtDDz1U7jp0vp599tlKbXfdunWSra2tVFBQUO7DFxnpptRueqCna0L7gVwbmvRq0qSJNH/+fM0yurZUKpUwvE2xzaZ0rGnCrGnTpuLh6kFGS3WOdV22u7rH25jk5OSIya7NmzfrLO/atauY6JWhB03aX3reIINV/+FShia4KmNsmcIxqeljIDNv3jwxEVAWVX0+sLTjQNDzwrRp06S6JsdIx4CMTnqmzs/Pr7VrgcMIa4i8vDzxTm5KGSsrKxGadeDAAc0ycoGuXbtWhPYUFxdjzZo1wl1Jblvi8OHDwu3frVs3zXcoNIO2dfToUaPugxxW1LBhQ/F+8uRJFBQUiN+XadOmjXDHUjvl9lLoh4eHh2adRx55BBkZGTh//rxmHe1tyOvI2zCl/SlrO/I26mp/qrovFy5cwIcffoiVK1eKa0gfczo3O3bsEPcMhR5ReCeFRT799NOIj4/X2Z+HH34Ytra2OvtDIYupqakwNzZt2iT6glGjRomQyS5dumDJkiWaz+l4/Pnnn2jdurXYT1qnZ8+eDwyjouNPYcrW1tblrkchprRNCkGcOnWqCEetq3ZnZ2dj+fLlIiSGwkMNERMTI0K1ta8jCj+jbT/omq6rNpvKsc7JycEzzzyD7777ToS5P4jqHOu6bHd1j7cxofD7oqIinecIgsKn5OcIOi4UBkXh+u3bt6/R3zeFY2KsY6A/jutT1ecDSzsOMr/88gvc3NzQoUMHvPvuu+I+s4RjcPfuXbFv9CxuY2NTa9cCG1s1hHwi6KKkhzqKif3ss89w48YNJCUladZbt26dOIkUB0qGGMX3b9iwQeTKEDR4UWenDT0Q0c1BnxkLumApLrZPnz7i5pLbQg+t+jHfZFjJbaF3bUNL/lz+rLx1yCC7d++eSe2PPocOHRLG8ZQpUzTLant/qrovNAFA+Wfz588X16YhzOncXLt2TXz3448/FjHZ69evFx3n4MGDNTHozlJx/gAAE09JREFUFbkezQna5++//x7+/v7466+/xAMQ5Vv99NNP4vPk5GSRz/npp5+K/Irt27djxIgRGDlyJPbt22dwm3fu3MFHH32kc00bgrZHRvquXbtEX0bbo5wYGvxqs92LFi0SMfP02rp1qzC6tY1pbeRzbOgaeND5r6s2m8qxfuONN8QDCOWYVYTqHOu6bHd1j7cxoZzW3r17i/uTckqoPatWrRIPePJzBLWXngnoWNUkpnJMjHEMrly5gm+++UY8b5VFVZ4PLPE4EDR5Qb+1Z88e8Uz7888/i9xKcz4G//jHP0TOJz17U87nH3/8UbvXQpX8YYzBUAWK66SYUfqMXJ8UikUx5BQHLfPqq69KPXr0EKFQlLsye/Zs4eY/c+aM+Hzu3LlS69at7/s9CkekECljQfGp5H6Nj4/XLKO8GAo10odyzij8jKC43tDQUJ3Ps7OzxTGgEEOC8kM+/vhjnXX+/PNPsQ65iU1pf7ShXBfKP6O8Om1qe3+qui9vvPGGCMOR2bNnz31hhOZ0bujeoHZR/Ll2OCKFsco5ZpQTSbmS2pw/f158j0J0zQ0KZdCPLX/ttddE/DhBocW0b/o5nZQnNGbMmPu2R3H31P9Qn1RWCEVZUMw//VZ5YZzGaDeFdFy+fFmEnNLnFEJSVk4QxePTdhMTE3WWjxo1SsT+m2KbTeFYU1gN5QZnZmZqPn9QOF51jnVdtru6x9vYULjpww8/rHmOoD6QclDbtGkjnjEoJ1U7paCmwghN6ZjU5DGgELOWLVtKkyZNKvc3K/t8YKnHwRByCkJ5odCmfgxu374t0n22b98u9enTR+SNUyh0bV0L7NmqQYKCghAZGSnU3sjq3rZtm3DDt2jRQnx+9epVfPvtt/jxxx8REhKCwMBAoQxDoRQUAkFQGATN6Om7UmkGvzIhEpXh1VdfxebNm8UsBoVmydDvkcdAX72OFFnkttC7vkKL/PeD1qEwJnIHm9L+aIff0Tmi2f/3339f57Pa3J/q7Mvu3bvx66+/ilkfetH+EBQaQNddbe9LdfeHVISIdu3aaT4ntTfaH1mdrCLXozlB+6y9vwSFUMr7S/tO57a8dbRVnWj2mmYLyZteVghFWVA/Rr9Hs6O12W4KTSPvB4WHkjeTlP2o/YaQz7Gha+BB57+u2mwKx5r6ChqfaCZX7i8IUuCSQ9xr8ljXZbure7yNDSnGkVeJvHoUIn3s2DERDUNt3L9/v3g+oEgFeX+vX7+Ot956C76+vjXajro8JjV1DMgbMmDAAOH5XLx4cbm/WZnnA0s+Doag8F3CnK8FNzc3EZJMkTCUvrNlyxYcOXKk1q4FNraMAA209BBIErgkYyuHN8gxr/q5M0qlUoRHEeQypRNMMaMyNKDQ5/IFX1PQJCA9/NJDAP0G5RXoG4/0QEZhBTKU+0IDHbVTbu/Zs2d1DEQKmaGHdXmQpHW0tyGvI2/DlPaHoFwz6pgmTJggJHT1qY39qYl9oZICJGVPEwD0Wrp0qVhOHZQsl25O54bCDuXlMjQJQWFxJAsr7w+VaKDOWHt/KAehQYMGMDdon/Ul8i9fvqzZXwp1ICns8tYhKCw0NDRUrE+5Mvox8BWBQqJp8kg2emuj3fqUijppcmT1oeuKBkPt64j2nfJdH3RN11WbTeFY//Of/xQlE+S+gl7El19+KXLOavpY12W7q3u8awsKeaL2UFoChVnScwTlpujvL5WaoXwVWqcmMYVjUp1jQLm9ZHDT2ELXgqGc5ao8H1j6cTCEfF+Z67Wgj/y8XVafbJRroUr+sHoKhSqQ6hG96NCRnCT9//r16xqFLwrVIvc7SeGSO5Mkl2UobIdCHkgenqRuyT26YMECoYpCoVsyFOLTpUsXsc6BAwdEqJcxpN+nTp0qQgxI5lxb4lM7fIxCvkiie/fu3cJlqy+ZKUu/UyghhUVSOBeFPBqSfif5XlJ0+e6774wiL14T+0Ohg9R+UsDS3gaFq9Xm/tTEvuhjKIzQnM4NQWpZpJ5IIUx0rh5//HEhCyuHxFH4FoUVPPfcc0KZaM2aNWL/zFX6ncpIWFtbixBKkr2l8Aban1WrVulI3lJI1uLFi8U6snw/lY2QQwd79uwpdezYUfQ52sdfW46cFBtpW3JfN2PGDKG8RBLmFEpEoXDUF+Xm5tZKu6kfpRBXuhaoj6VzTiFkpN6qLf2t3W5ZjtzV1VWEmFF4Nl0zFZEjr6s2m8KxNoShcLyaOtZ12e7qHm9jQ30vKRBT30whT5SaQPdvWWG/hsKm6NqjZ5M5c+ZIjo6OmucW7XBLUz4m1T0GFDJHz1ohISHi/9p9nvY6dAzoOauqY6olHgcaIz788EOx/3Qt0L3dokULEcpnjsfgyJEjot+g65+k3ykkkiTcKaRSvrZr41pgY6sSyA+r+i+STCW++uorydvbWwwOdJLef/99HQlqguL4yQCjWgc0sHTq1Ok+KfiUlBRhXFEnSRLqEydO1OkkawpD+0IvivOWoUGTpM9JTpvaO2LECJ0blaALmHLTSJabcpyohoO+pDQdu86dO4s4WLpxtX/DlPaHajgY2gbdwLW5PzV1bh5kbNXGvtTk/pDh8MILL4gHPHqApXXi4uLuk9omSWmSoCY5WHogNGfCw8PFhAbtD8Wp04OnPlQfjgZVtVotBiOa7HlQv0UvGkxltM8HGcE0gUITD9Sf0fVP+ZnaJR6M3W6Kw6d+hfpKagP1rc8884yoYaiN/nVEcfj/+te/hNFNv00PGhSrb6ptNoVjXVGjpSaPdV21uyaOtzFZu3at6IepPyZp/VdeeUVMIpWFIWOLnkkM3e/UF5jDManuMaD9KqvPk6G+T/+YVHZMtcTjQOMpGVY0vtJ9SfceTcbWVZ2ttdU8BjQJRKV75P3x9fUVhpR2na7auBYU9E/VfGIMwzAMwzAMwzBMWXDOFsMwDMMwDMMwjBFgY4thGIZhGIZhGMYIsLHFMAzDMAzDMAxjBNjYYhiGYRiGYRiGMQJsbDEMwzAMwzAMwxgBNrYYhmEYhmEYhmGMABtbDMMwDMMwDMMwRoCNLaZWef755zF8+PBa/90VK1ZAoVCI1/Tp02FKmHLbGIZhGIZhmKrDxhZTY8gGQ1mv2bNn46uvvhLGRV3g7OyMpKQkfPTRR5pl/fv312mjh4cHRo0ahevXr2vWiY2NFZ9FRkZqlmVmZmLAgAFo164dbty4cd868t/yy8nJCe3bt8crr7yC6OhonXaNHj1atKt37961chwYxhQnYeR7xdbWFq1atcKHH36IwsJCzTpLlixBYGAgHB0d4erqii5duuCTTz7RfE79i6F+Z+fOneX+9m+//Sb6ARcXF7HtTp06id++e/duje3f3r17RVvS0tJgLObOnYvg4GDY29uL48Mw9QnuQ6oHPbNMmjQJfn5+sLOzQ8uWLTFr1izk5+cb5ffqG2xsMTUGGQzya+HChRrjRn7NmDFDdEZ19SBAHVWTJk2E4aPNiy++KNqXmJiIP/74A/Hx8Xj22WfL3M7t27eFoZWdnY39+/fD29u7zHWpk6Ztnz59Gh9//DEuXrwoOvtdu3Zp1qGOjdpFAwTD1FfCwsLEvUKTEW+99ZZ48Jk/f7747McffxRe39dff11MaBw8eBDvvPMOsrKydLZBExrafQ69Hn744TJ/87333hOTHd27d8fWrVtx7tw5fP755+J+/fnnn2FqSJKk8/CoDT0U0UTR1KlTa71dDGMKcB9S9T7k0qVLKC4uxn/+8x+cP38eX375JX744QfMnDmzTtppcUgMYwSWL18uubi43Ld8woQJ0hNPPKH5u1+/ftKrr74qTZs2TXJ1dZXc3d2lxYsXS1lZWdLzzz8vOTo6Si1btpS2bNmis52zZ89KYWFhkoODg/jOs88+K92+fbvS7aHfp9/W5ueff5bs7e01f8fExEh0q0REREhxcXFSQECANHDgQCkzM9PgOob+likqKpL69+8vNW/eXCosLHxgWximPqDfLxCDBw+WevXqJf5Pn1F/UB6zZs2SAgMDK/ybR48eFffowoULDX6empqq+f/GjRulLl26SCqVSvLz85Nmz54tFRQUaD6n7SxZskQaPny4ZGdnJ7Vq1Ur6448/dPoC7Rftr9wffPzxx5Kvr6+kVqulTp06Sb/++qtmu3v27BHrU//XtWtXycbGRiwrj7L6OoaxZLgPqbk+RGbevHmirUz1Yc8WU+f89NNPcHNzw7Fjx/Daa6+JmVmaoaWQmFOnTiE0NBTPPfcccnJyxPrkRh84cKAIAThx4gS2bduGW7du4emnn652W8jtv27dOvTs2fO+z6KiotCnTx8ROrhlyxYRLlBZrKysMG3aNBGmePLkyWq3l2EsFfL4yiEs5Pk9cuSITnhvdfnll1/EPfzyyy8b/Fz2wJP3evz48eK+vXDhgpj5pVBoCtvTZs6cOaIPOnPmDB599FGMGzdO9Cc+Pj4izEjuQ2imnMKpCQphWrlypZhBptnkN954Q3jV9+3bp7Ptf/7zn/j000+FZ5xClBiGeTDch1SvD0lPT0fDhg2rdGwYPWrAYGOYanm2HnroIc3f5O0hb9Vzzz2nWZaUlCRmZg4fPiz+/uijj6TQ0FCd7cbHx4t1oqKiKtUe+n2a6aHfJG8WbaN169ZiJklGnlWytbWVBgwYcJ9HqjKeLeLixYvis7Vr197XFvZsMfUR7X6huLhY2rFjh5gBnjFjhliWmJgoZqjl+5PWp/uHZnW1Z6WtrKzEvSy/unfvXuZvDhkyRMwCP4iQkBAxc6zv/fb09NT8Te16//33NX+TZ56Wbd26VWd2WXumOzc3V/Q5hw4d0tn2pEmTpLFjx+p8j2bFKwp7tpj6CPchNdeHENHR0ZKzs7OINGKqj7W+8cUwtY32LItSqUSjRo3QsWNHzTISrSCSk5PFO8VC79mzx6Bn6erVq2jdunWlfp9mjyjumiAPGeVWkTeNPE/a+V3Dhg3Dxo0b8fvvvwvPW1Up6VdLcsgYhilh8+bN4p4uKCgQuQPPPPOMyLkgPD09cfjwYZEP8ffff+PQoUOYMGECli5dKjzb5DEmAgICsGnTJs02VSrVA+/DB0H9DeV3aM9CFxUVITc3V3jbSZBCvx9zcHAQOatyn2WIK1euiO8PHjxYZznNxJPXXptu3bpVqK0MU5/hPqRm+pCEhASR/0bPOZTTzlQfNraYOsfGxkbnbzJCtJfJRgl1ngQltA4dOhSfffbZfduiDrWykGgHKRcR9L5s2TKxnbVr12Ly5Mma9cggo86QOnDqZKsatkhufIJUfxiGKYFEZ77//nshFOPl5QVr6/uHpw4dOogXhe289NJL6Nu3rwiXoe8SsgpZRaBJmQMHDogHM/0+SBvqbyi8Z+TIkfd9plary+3H5D6rrO0Sf/75J5o2barzmf4DHj14MQxTPtyHVL8PIaEwOhaUxrF48eIKfYd5MGxsMWZH165dRfyyr6+vwc60upB3jbh37959n/3rX/8SM2DkDSODi1SIKgN1nF9//bUwtPRnnhimPkMPAxV9yCEod5IgVdCqQJMmdC8uWrRI5FLoQ7mhlHNB/Q3lSVSmbfrISqM0m63dfnogiouLQ79+/aq8bYZhSuA+pHqQR4sMraCgICxfvlzj7WOqDxtbjNlBtaqoXsbYsWOFdCslcJI7fc2aNSIkQDaWKgq54W/evKkJI6Q6XDTbRKGEhiAPF/0GGVxkPFE7yiIlJUVsm36DwhdIEp+EQGgmqrLtZJj6Conm0Ew1CeNQqQVKEP/3v/+Nxo0bV7k+HYngUP9BEtH0kDFixAjxG9SXULL5Qw89JB6gPvjgAzz++ONo1qwZnnrqKfEAQmFBdD9TGypC8+bNxSw1hTlR4jsl7lOIMpXDoIR26kfo9yghncKNKHyIQpwqAz1wUTI9vdMDmVzzjx7wqiLmwzCWBPch5UPtp1ph9DsLFiwQJW5kSFyEqR5sbDFmB3Vm1Jn84x//EAZRXl6e6CAoxrgqMzFkuNGLaNCggQgVJLVBit0uC1L2od8ilUTycPXq1Uss1/e0DRo0SLxTTDa1kWaNyDVfnRkuhqlv0H1EdXIoRIgmMEi9lB6QqF4d5XhWFQpFplnc7777Tjwc0QMLFfOkByL5QeWRRx4RDzhUpJTWp1CfNm3a6IQYPwgK8aEwIuo3Jk6cKJTJSI2MJnboYY8Uxa5du6aZBa9KbRt6oCNlVxnZc075rfQQxTD1Ge5DymfHjh3CSKSXfu3QiuamMWWjIJWMum4Ewxgb6pSooKGxqq+TpCx13DQbRJ14VaAHos6dOwvvF8MwDMMwDGP+cEAmU28g9zqF05BHrKagSuw0E0RV6gMDA6tkaMm1OqgWB8MwDMMwDGM5sGeLqRdkZmaKfCyC3OxV9T7pQ3kRpNpDHikKIahKwVFjtY1hGIZhGIapW9jYYhiGYRiGYRiGMQIcRsgwDMMwDMMwDGME2NhiGIZhGIZhGIYxAmxsMQzDMAzDMAzDGAE2thiGYRiGYRiGYYwAG1sMwzAMwzAMwzBGgI0thmEYhmEYhmEYI8DGFsMwDMMwDMMwjBFgY4thGIZhGIZhGMYIsLHFMAzDMAzDMAyDmuf/Ad3mfHKtwIlCAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = d['sap_quality']\n", "fig, axs = get_plot()\n", "axs[0].scatter(d['time'], model, s=0.1, c='r')\n", "axs[1].scatter(d['psf_centr1'], model, s=0.1, c='r')\n", "axs[2].scatter(d['psf_centr2'], model, s=0.1, c='r')" ] }, { "cell_type": "code", "execution_count": 27, "id": "5c881dee-162b-4b0f-8868-217c929f9aea", "metadata": {}, "outputs": [], "source": [ "model = p[2].evaluate(r=d['psf_centr1'], t=d['time'])" ] }, { "cell_type": "code", "execution_count": 28, "id": "01963545-90e9-4693-bba7-64da570b85ef", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = d['sap_quality']\n", "fig, axs = get_plot()\n", "axs[0].scatter(d['time'], model, s=0.1, c='r')\n", "axs[1].scatter(d['psf_centr1'], model, s=0.1, c='r')\n", "axs[2].scatter(d['psf_centr2'], model, s=0.1, c='r')\n", "\n", "axs[0].axvline(2017)" ] }, { "cell_type": "markdown", "id": "0e42799f-94ec-465b-a85b-5bc41da9b8af", "metadata": {}, "source": [ "## Model 4: Splines in time, row positon, and column position. " ] }, { "cell_type": "code", "execution_count": 29, "id": "f75081d8-90f9-4131-9b1b-1f757d70ca8f", "metadata": {}, "outputs": [], "source": [ "p1 = Spline('r', np.linspace(np.nanmin(d['psf_centr1']), np.nanmax(d['psf_centr1']), 15))\n", "p2 = Spline('c', np.linspace(np.nanmin(d['psf_centr2']), np.nanmax(d['psf_centr2']), 15))\n", "astrophysics = Spline('t', np.linspace(1970, 2060, 30))\n", "\n", "priors = DistributionsContainer([(np.median(np.log10(d['sap_flux'][k])), 0.01)] * 2)\n", "s = Step('t', [2017], priors=priors)\n", "\n", "p1.priors = DistributionsContainer([(0, 0.1)] * p1.width)\n", "p2.priors = DistributionsContainer([(0, 0.1)] * p1.width)\n", "\n", "p = astrophysics + p1 + p2 + s" ] }, { "cell_type": "code", "execution_count": 30, "id": "4b849a78-f464-4baa-b347-d78d3d968fc0", "metadata": {}, "outputs": [], "source": [ "p.fit(data=data, errors=errors, mask=d['sap_quality'], r=d['psf_centr1'], c=d['psf_centr2'], t=d['time'])" ] }, { "cell_type": "code", "execution_count": 31, "id": "0c53cca0-72ce-45bd-bc81-7cec8f43a361", "metadata": {}, "outputs": [], "source": [ "model = p.evaluate(r=d['psf_centr1'], c=d['psf_centr2'], t=d['time'])" ] }, { "cell_type": "code", "execution_count": 32, "id": "df233dfd-b2d7-473e-8d42-cdcd31532918", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = d['sap_quality']\n", "fig, axs = get_plot()\n", "axs[0].scatter(d['time'], model, s=0.1, c='r')\n", "axs[1].scatter(d['psf_centr1'], model, s=0.1, c='r')\n", "axs[2].scatter(d['psf_centr2'], model, s=0.1, c='r')" ] }, { "cell_type": "code", "execution_count": 33, "id": "587ae295-ce76-4c65-a29a-b04602a1c4b5", "metadata": {}, "outputs": [], "source": [ "model = p[1:].evaluate(r=d['psf_centr1'], c=d['psf_centr2'], t=d['time'])" ] }, { "cell_type": "code", "execution_count": 34, "id": "9e3422f8-9dc7-44f1-94e2-a5b41485c1b6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.errorbar(d['time'][k], (data - np.nanmedian(model))[k], errors[k], c='grey', zorder=-1, lw=0.1)\n", "ax.errorbar(d['time'][k], (data - model)[k], errors[k], c='k', ls='', zorder=10)" ] }, { "cell_type": "code", "execution_count": 35, "id": "8b72020b-e658-4e06-aa71-be63ccae3118", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\\[f(\\mathbf{r}, \\mathbf{c}, \\mathbf{t}) = w_{0} N_{1, {3}}(\\mathbf{t}) + w_{1} N_{2, {3}}(\\mathbf{t}) + w_{2} N_{3, {3}}(\\mathbf{t}) + w_{3} N_{4, {3}}(\\mathbf{t}) + w_{4} N_{5, {3}}(\\mathbf{t}) + w_{5} N_{6, {3}}(\\mathbf{t}) + w_{6} N_{7, {3}}(\\mathbf{t}) + w_{7} N_{8, {3}}(\\mathbf{t}) + w_{8} N_{9, {3}}(\\mathbf{t}) + w_{9} N_{10, {3}}(\\mathbf{t}) + w_{10} N_{11, {3}}(\\mathbf{t}) + w_{11} N_{12, {3}}(\\mathbf{t}) + w_{12} N_{13, {3}}(\\mathbf{t}) + w_{13} N_{14, {3}}(\\mathbf{t}) + w_{14} N_{15, {3}}(\\mathbf{t}) + w_{15} N_{16, {3}}(\\mathbf{t}) + w_{16} N_{17, {3}}(\\mathbf{t}) + w_{17} N_{18, {3}}(\\mathbf{t}) + w_{18} N_{19, {3}}(\\mathbf{t}) + w_{19} N_{20, {3}}(\\mathbf{t}) + w_{20} N_{21, {3}}(\\mathbf{t}) + w_{21} N_{22, {3}}(\\mathbf{t}) + w_{22} N_{23, {3}}(\\mathbf{t}) + w_{23} N_{24, {3}}(\\mathbf{t}) + w_{24} N_{25, {3}}(\\mathbf{t}) + w_{25} N_{26, {3}}(\\mathbf{t}) + w_{26} N_{1, {3}}(\\mathbf{r}) + w_{27} N_{2, {3}}(\\mathbf{r}) + w_{28} N_{3, {3}}(\\mathbf{r}) + w_{29} N_{4, {3}}(\\mathbf{r}) + w_{30} N_{5, {3}}(\\mathbf{r}) + w_{31} N_{6, {3}}(\\mathbf{r}) + w_{32} N_{7, {3}}(\\mathbf{r}) + w_{33} N_{8, {3}}(\\mathbf{r}) + w_{34} N_{9, {3}}(\\mathbf{r}) + w_{35} N_{10, {3}}(\\mathbf{r}) + w_{36} N_{11, {3}}(\\mathbf{r}) + w_{37} N_{1, {3}}(\\mathbf{c}) + w_{38} N_{2, {3}}(\\mathbf{c}) + w_{39} N_{3, {3}}(\\mathbf{c}) + w_{40} N_{4, {3}}(\\mathbf{c}) + w_{41} N_{5, {3}}(\\mathbf{c}) + w_{42} N_{6, {3}}(\\mathbf{c}) + w_{43} N_{7, {3}}(\\mathbf{c}) + w_{44} N_{8, {3}}(\\mathbf{c}) + w_{45} N_{9, {3}}(\\mathbf{c}) + w_{46} N_{10, {3}}(\\mathbf{c}) + w_{47} N_{11, {3}}(\\mathbf{c}) + w_{48} \\mathbb{I}_{[{-\\infty}, {2017}]}(\\mathbf{t}) + w_{49} \\mathbb{I}_{[{2017}, {\\infty}]}(\\mathbf{t})\\]
" ], "text/plain": [ "'\\\\[f(\\\\mathbf{r}, \\\\mathbf{c}, \\\\mathbf{t}) = w_{0} N_{1, {3}}(\\\\mathbf{t}) + w_{1} N_{2, {3}}(\\\\mathbf{t}) + w_{2} N_{3, {3}}(\\\\mathbf{t}) + w_{3} N_{4, {3}}(\\\\mathbf{t}) + w_{4} N_{5, {3}}(\\\\mathbf{t}) + w_{5} N_{6, {3}}(\\\\mathbf{t}) + w_{6} N_{7, {3}}(\\\\mathbf{t}) + w_{7} N_{8, {3}}(\\\\mathbf{t}) + w_{8} N_{9, {3}}(\\\\mathbf{t}) + w_{9} N_{10, {3}}(\\\\mathbf{t}) + w_{10} N_{11, {3}}(\\\\mathbf{t}) + w_{11} N_{12, {3}}(\\\\mathbf{t}) + w_{12} N_{13, {3}}(\\\\mathbf{t}) + w_{13} N_{14, {3}}(\\\\mathbf{t}) + w_{14} N_{15, {3}}(\\\\mathbf{t}) + w_{15} N_{16, {3}}(\\\\mathbf{t}) + w_{16} N_{17, {3}}(\\\\mathbf{t}) + w_{17} N_{18, {3}}(\\\\mathbf{t}) + w_{18} N_{19, {3}}(\\\\mathbf{t}) + w_{19} N_{20, {3}}(\\\\mathbf{t}) + w_{20} N_{21, {3}}(\\\\mathbf{t}) + w_{21} N_{22, {3}}(\\\\mathbf{t}) + w_{22} N_{23, {3}}(\\\\mathbf{t}) + w_{23} N_{24, {3}}(\\\\mathbf{t}) + w_{24} N_{25, {3}}(\\\\mathbf{t}) + w_{25} N_{26, {3}}(\\\\mathbf{t}) + w_{26} N_{1, {3}}(\\\\mathbf{r}) + w_{27} N_{2, {3}}(\\\\mathbf{r}) + w_{28} N_{3, {3}}(\\\\mathbf{r}) + w_{29} N_{4, {3}}(\\\\mathbf{r}) + w_{30} N_{5, {3}}(\\\\mathbf{r}) + w_{31} N_{6, {3}}(\\\\mathbf{r}) + w_{32} N_{7, {3}}(\\\\mathbf{r}) + w_{33} N_{8, {3}}(\\\\mathbf{r}) + w_{34} N_{9, {3}}(\\\\mathbf{r}) + w_{35} N_{10, {3}}(\\\\mathbf{r}) + w_{36} N_{11, {3}}(\\\\mathbf{r}) + w_{37} N_{1, {3}}(\\\\mathbf{c}) + w_{38} N_{2, {3}}(\\\\mathbf{c}) + w_{39} N_{3, {3}}(\\\\mathbf{c}) + w_{40} N_{4, {3}}(\\\\mathbf{c}) + w_{41} N_{5, {3}}(\\\\mathbf{c}) + w_{42} N_{6, {3}}(\\\\mathbf{c}) + w_{43} N_{7, {3}}(\\\\mathbf{c}) + w_{44} N_{8, {3}}(\\\\mathbf{c}) + w_{45} N_{9, {3}}(\\\\mathbf{c}) + w_{46} N_{10, {3}}(\\\\mathbf{c}) + w_{47} N_{11, {3}}(\\\\mathbf{c}) + w_{48} \\\\mathbb{I}_{[{-\\\\infty}, {2017}]}(\\\\mathbf{t}) + w_{49} \\\\mathbb{I}_{[{2017}, {\\\\infty}]}(\\\\mathbf{t})\\\\]'" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p.equation" ] }, { "cell_type": "markdown", "id": "3d200bb6-af88-4bbc-a11b-0c63b7134945", "metadata": {}, "source": [ "## Model 6: Including cross terms" ] }, { "cell_type": "code", "execution_count": 36, "id": "146d6526-3c70-4d9f-9beb-880766baf515", "metadata": {}, "outputs": [], "source": [ "p1 = Spline('r', np.linspace(np.nanmin(d['psf_centr1']), np.nanmax(d['psf_centr1']), 15))\n", "p2 = Spline('c', np.linspace(np.nanmin(d['psf_centr2']), np.nanmax(d['psf_centr2']), 15))\n", "astrophysics = Spline('t', np.linspace(1970, 2060, 30))\n", "\n", "priors = DistributionsContainer([(np.median(np.log10(d['sap_flux'][k])), 0.01)] * 2)\n", "s = Step('t', [2017], priors=priors)\n", "\n", "p1.priors = DistributionsContainer([(0, 0.1)] * p1.width)\n", "p2.priors = DistributionsContainer([(0, 0.1)] * p1.width)\n", "\n", "p = astrophysics + p1 + p2 + p1 * p2 + s " ] }, { "cell_type": "code", "execution_count": 37, "id": "1065f614-6586-4ccd-8704-ccac18978537", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "JointModel\n", "\tSpline(t)[n, 27]\n", "\tSpline(r)[n, 12]\n", "\tSpline(c)[n, 12]\n", "\tCrosstermModel(r, c)[n, 144]\n", "\tStep(t)[n, 2]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p" ] }, { "cell_type": "code", "execution_count": 38, "id": "a7a54df5-cb4d-40a5-a329-a2b3c859c0ca", "metadata": {}, "outputs": [], "source": [ "p.fit(data=data, errors=errors, mask=d['sap_quality'], r=d['psf_centr1'], c=d['psf_centr2'], t=d['time'])" ] }, { "cell_type": "code", "execution_count": 39, "id": "a066ef13-7f46-4aa2-94f6-b827b09ec2d5", "metadata": {}, "outputs": [], "source": [ "model = p.evaluate(r=d['psf_centr1'], c=d['psf_centr2'], t=d['time'])" ] }, { "cell_type": "code", "execution_count": 40, "id": "59fb3de3-b0f8-441f-a287-f9f9f0228771", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = d['sap_quality']\n", "fig, axs = get_plot()\n", "axs[0].scatter(d['time'], model, s=0.1, c='r')\n", "axs[1].scatter(d['psf_centr1'], model, s=0.1, c='r')\n", "axs[2].scatter(d['psf_centr2'], model, s=0.1, c='r')" ] }, { "cell_type": "code", "execution_count": 41, "id": "b6b769cc-4676-4940-b533-4e22e310e223", "metadata": {}, "outputs": [], "source": [ "model = p[1:].evaluate(r=d['psf_centr1'], c=d['psf_centr2'], t=d['time'])" ] }, { "cell_type": "code", "execution_count": 42, "id": "c85695b7-3d7a-47b1-91bb-f81a37554f71", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.errorbar(d['time'][k], (data - np.nanmedian(model))[k], errors[k], c='grey', zorder=-1, lw=0.1)\n", "ax.errorbar(d['time'][k], (data - model)[k], errors[k], c='k', ls='', zorder=10)" ] }, { "cell_type": "code", "execution_count": 43, "id": "5b697167-f804-459a-bda4-c1dbd731206b", "metadata": {}, "outputs": [], "source": [ "R, C = np.mgrid[662:665:80j, 941:943:79j]" ] }, { "cell_type": "code", "execution_count": 44, "id": "fc79f8e4-8c99-4a80-b6da-eb98aae8f1a1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Spline(r)[n, 12]" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p[1]" ] }, { "cell_type": "code", "execution_count": 45, "id": "dc4833ad-12ed-4404-acd4-c143e53f8292", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DistributionContainer\n", "\t[(0, 0.1), (0, 0.1), (0, 0.1), (0, 0.1), (0, 0.1), (0, 0.1), (0, 0.1), (0, 0.1), (0, 0.1), (0, 0.1), (0, 0.1), (0, 0.1)]" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p[1].priors" ] }, { "cell_type": "code", "execution_count": 46, "id": "1d98a8be-a912-464d-820b-b4fce7a719d4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0.16692599, 0.06418931, -0.03082698, -0.06964058, 0.1366119 ,\n", " 0.09558837, -0.19841951, -0.05788737, -0.15226211, 0.15364012,\n", " -0.05229935, 0.09449464])" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p[1].priors.sample()" ] }, { "cell_type": "code", "execution_count": 47, "id": "c7687b11-e552-4e4e-a5ec-fb4adf9abfbc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Text(0.5, 0, 'PSF Centr 2'),\n", " Text(0, 0.5, 'PSF Centr 1'),\n", " None,\n", " Text(0.5, 1.0, 'Best Fit')]" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 4, sharex=True, sharey=True, figsize=(12, 3))\n", "w = p[1].priors.sample()\n", "ax[0].pcolormesh(C, R, p[1].design_matrix(r=R).dot(w), vmin=-0.1, vmax=0.05)\n", "ax[0].set(xlabel='PSF Centr 2', ylabel='PSF Centr 1', aspect='equal', title='Row Component Example')\n", "\n", "w = p[2].priors.sample()\n", "ax[1].pcolormesh(C, R, p[2].design_matrix(c=C).dot(w), vmin=-0.1, vmax=0.05)\n", "ax[1].set(xlabel='PSF Centr 2', ylabel='PSF Centr 1', aspect='equal', title='Column Component Example')\n", "\n", "\n", "w = p[3].priors.sample()\n", "ax[2].pcolormesh(C, R, p[3].design_matrix(r=R, c=C).dot(w), vmin=-0.1, vmax=0.05)\n", "ax[2].set(xlabel='PSF Centr 2', ylabel='PSF Centr 1', aspect='equal', title='Cross Terms Example')\n", "\n", "w = p[1:-1].posteriors.mean\n", "ax[3].pcolormesh(C, R, p[1:-1].design_matrix(t=R**0 * 2010, r=R, c=C).dot(w), vmin=-0.05, vmax=0.1)\n", "ax[3].set(xlabel='PSF Centr 2', ylabel='PSF Centr 1', aspect='equal', title='Best Fit')\n" ] }, { "cell_type": "code", "execution_count": 48, "id": "f507163f-537c-4e78-b6d1-d3e96f77538c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "w = p[1:-1].posteriors.mean\n", "ax.pcolormesh(C, R, p[1:-1].design_matrix(t=R**0 * 2010, r=R, c=C).dot(w), vmin=-0.05, vmax=0.1)\n", "ax.set(xlabel='PSF Centr 2', ylabel='PSF Centr 1', aspect='equal', title='Best Fit')\n", "ax.scatter(d['psf_centr2'][k], d['psf_centr1'][k], c='k', s=1)" ] }, { "cell_type": "code", "execution_count": 49, "id": "fa8f3a82-6f7c-40aa-b490-cdd6cf06598a", "metadata": {}, "outputs": [], "source": [ "p.save('test.json')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }