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@lorinc
Created September 28, 2022 15:52
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solar.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyN21HII86MnpcEBgxZsQGNN",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/lorinc/6dff15b0e040871113c48c91417f0856/solar.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "La7h1DLiaJDV",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 611
},
"outputId": "6cf411ca-f2d3-441a-c98f-c9cb6b3a23fa"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Felhős napok esélye Kaposvár területén (éves medián): 0.48728494623655916\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import numpy as np\n",
"\n",
"from matplotlib import rcParams\n",
"rcParams['figure.figsize'] = 16,10\n",
"\n",
"EVES_FELHOZET = [\n",
" [3.8, 12, 15.2],\n",
" [4.3,11.5,12.5],\n",
" [6.7,12.8,11.5],\n",
" [7.6,14.1,8.3],\n",
" [8.2,16.9,5.9],\n",
" [9.1,15.8,5.1],\n",
" [11,16.3,3.7],\n",
" [13.2,14.1,3.7],\n",
" [11.2,12.8,6],\n",
" [12.5,11.2,7.3],\n",
" [6.7,11.5,11.8],\n",
" [4.8,11.7,14.5]]\n",
"\n",
"FELHOZET_KATEGORIAK = [\"tiszta\",\"borus\",\"felhos\"]\n",
"\n",
"HONAPOK = [\n",
" 'Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun',\n",
" 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']\n",
"\n",
"ORAK = [\n",
" '0 - 1', '1 - 2', '2 - 3', '3 - 4', '4 - 5', '5 - 6', '6 - 7', \n",
" '7 - 8', '8 - 9', '9 - 10', '10 - 11', '11 - 12', '12 - 13', \n",
" '13 - 14', '14 - 15', '15 - 16', '16 - 17', '17 - 18', '18 - 19',\n",
" '19 - 20', '20 - 21', '21 - 22', '22 - 23', '23 - 24']\n",
"\n",
"solar = pd.DataFrame(\n",
" EVES_FELHOZET, \n",
" columns=FELHOZET_KATEGORIAK, \n",
" index=HONAPOK)\n",
"\n",
"solar['szazalekos'] = (\n",
" (solar.borus / 2 + solar.felhos) / \n",
" (solar.tiszta + solar.borus + solar.felhos)\n",
")\n",
"\n",
"solar.szazalekos.plot()\n",
"print(\"Felhős napok esélye Kaposvár területén (éves medián): \", np.median(solar.szazalekos))"
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "SQZpv3nlMeJE"
},
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"source": [
"NAPELEM_WH_LEADAS = [\n",
" [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
" [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
" [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
" [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
" [ 0, 0, 0, 0, 324, 808, 323, 0, 0, 0, 0, 0],\n",
" [ 0, 0, 0, 1021, 3544, 4427, 3656, 1499, 198, 0, 0, 0],\n",
" [ 0, 0, 1941, 8298, 11929, 12719, 11289, 9419, 6197, 1821, 0, 0],\n",
" [ 165, 3640, 14020, 21544, 25043, 25818, 24780, 23340, 19090, 14583, 3302, 258],\n",
" [ 7867, 19168, 28500, 35966, 38553, 39032, 38539, 38161, 32272, 28228, 15241, 6697],\n",
" [19571, 30429, 40175, 47854, 49051, 49872, 49252, 50028, 43367, 38556, 25578, 14510],\n",
" [28177, 37989, 47483, 53983, 54884, 56256, 56028, 56840, 49681, 44213, 29442, 22790],\n",
" [31501, 42120, 50348, 55719, 56012, 57252, 57771, 58855, 52154, 46651, 32871, 25735],\n",
" [32278, 42990, 50152, 54191, 53631, 55715, 57166, 58382, 50135, 45833, 32069, 25125],\n",
" [29027, 40001, 46064, 48539, 48055, 50892, 52205, 52951, 44266, 38771, 27160, 19000],\n",
" [18463, 30945, 36116, 39136, 40213, 42611, 44741, 44316, 34985, 28279, 16757, 10515],\n",
" [ 6030, 19807, 24933, 27737, 30585, 32461, 34688, 33106, 23754, 15865, 4038, 1951],\n",
" [ 40, 4330, 13118, 16007, 18825, 20606, 22201, 19811, 11657, 2182, 0, 0],\n",
" [ 0, 0, 1261, 4595, 7434, 9148, 9669, 6947, 1259, 0, 0, 0],\n",
" [ 0, 0, 0, 82, 1530, 3097, 2774, 474, 0, 0, 0, 0],\n",
" [ 0, 0, 0, 0, 0, 200, 81, 0, 0, 0, 0, 0],\n",
" [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
" [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
" [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
" [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n",
"]\n",
"\n",
"daily = pd.DataFrame(NAPELEM_WH_LEADAS, columns=HONAPOK, index=ORAK)"
],
"metadata": {
"id": "3ruLyGkGTDbt"
},
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"source": [
"( # forrás: Világbank-csoport, Global Solar Atlas\n",
" sns.heatmap(daily, annot=True, fmt='g')\n",
" .set(title='Éves átlagos photovoltaic energialeadás Kaposvár régióban, '+\n",
" 'optimális (180°, 36°), 100kWp napeleminstalláció [Wh]')\n",
")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 626
},
"id": "_cgdYAxf0hlM",
"outputId": "9baa25b9-35d5-411e-f24b-5d0b02d920f7"
},
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[Text(0.5, 1.0, 'Éves átlagos photovoltaic energialeadás Kaposvár régióban, optimális (180°, 36°), 100kWp napeleminstalláció [Wh]')]"
]
},
"metadata": {},
"execution_count": 3
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x720 with 2 Axes>"
],
"image/png": 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jLSf9Hjet07+4aRX0SVUh5qkcZxCR1iKywF16shc7PwWbNzM9JCPEcjEUe7D4mdjL5F4WkaRgebBnJs8E/iciGZeE5XC6BpYxfb4OnBf/xO7QVzbGTMeecX8Xu/wPFJFSrtPh2EuzimBrwL437gEhInK6iHzhLv/Zgq01y648wXi7qQa86Zk+e7AHa5XJ3XyRKa8TuAwFjqskoLzYS4xfEnup1x/YHRTInC3YvB5KYLk2Yw/gvJfXBpuGObHL8/8hAGNMYLOTIE/r8kew02SRuwTrtiDd/Y498M8RsZflTcTWTpZwZSmLvTQL7MnLUgG9lcLWLuaZsZdKTgBayN+X6h8CNhljBrn2n2GnT6McDLIk9oAvr0Llzsl4uRtboz0zoLtZQGOxlxJXMPbe0XnYe+XKYWuqA++Hy838GbicFJW/n3h6i/x9e8de91ve+S/Ydroadlnd4en3fWyNXKBqwEUB6/ybgIqebgKXjyyXl9zky80+FYTc9gQVYh2c0217bvdrspJ+SWVTYLZrNsfTbJHJ/DqsjPFmjDno/s3pOlQVUH46iMuSsTe1jsQeGHQGvvEcCGzFXmrpPfgrboz51PU73BjTGLvSM/y94Qw0AnvpSU1jTDXszeXpO5omSD8AiL1X6RHgBqCsMaYMtpo9vf8d2Mso03nvzUoBqkrm6+9Pw54xwhiz2BjTAbsiH+3GQzCVvTvHbjgp2ZXdU4ZqnjziyrjdNQrMH6r7z4FmIlIFuIa/D+JSgHKS+Z6G0zz9eWU1zl9wzesYe7N+F4LfH7IVexlHKFuxtVje+aeEMealfOrXmyPTfODGm3e+wNMu1DyVo3K4g5QvsQ8tONUNZzyZ503v/HhawLCDLhdu56+vMeYc4FKgLbZWKZhdwBXYM/DeBxTkZLoGljF9vg6cF0tgL0FNX37eMsZciD2bfCb2MluMMauwG/jWZD7RAHbHaT1Q2xhzGvYyrMDyZLtOyKKbrdjLorzTqJix9wXmeL4IzOsELkOB4+oo9tKqf2HPIF+JPSFQPf0nc5AllMBynYatdfLuOAabhjkZl7mR3bo8KGPMTmNfcZOMvfqhv2Txqg3sJVkiIjndGUy/RO8dY+95+w34CLtDC/Z+sfMC1t3nEfz+uhNViL/Xics5frzndDrUxtZk5dU6oJCI1PI0O5+/c6903wG7Y4+9fHadp/u7gdNE5PWAYc/HzuN3Yq/cwRjzB3aeuxNIMcZsDOgn2PyZY2Lvc/0AuBd7iXMZ7KWz3mkbbDu9FVsTV96zjihljPkHx9sKfBuwPjnJGBP2V8Bks0+Vaf7JwbYnO9mtg7diL9sOJdR+Sk6kH8Q14e+DuNmeZvpgHBWS7w/inOHYSwhuIvMO1wfA3a6WTkSkhNgb20uKyFkicrlbmRzGnn1KO37QgL206JAx5piINOTvmiSw92+kEXzFURK7w/IrdqP0NJnPII4E/iMiZd2G3/vUzYXYM12PiEiS2AdStMPWbhQW+46o0saYo9jL0YKVH+yB3n1uONdjN7bjs+neW76rxd6gnIS91vwv7JlLsDtip+e0e2PMr9jLlD4CNhpjVrvmW103L4p9KMZ52Mt5snoscVbjvCT27Ow+Nx57Z5Ppf8BzYt+lJSJynoicnEV3nwDtRKSlq6koKvb9NcF2ovPS7zigjoh0dGdte5L5zKlXqHkqp+UojN3x+RU4JvZGa+/j6kcCXUXkHLFPvXsmYNhBlwsRaS4idcTeeP8H9mAhu/kTYx8kcAXQyrPjlZPp2lNEqriz6E9gd9TBXnrcTewj2otgDwgXGmM2iUgDt15Iwl4ueTigfMOx9581xZ548Gb+CzgiImdjdxTz6j3sOiD9yXul3TIKuZsvxgNnin30eiGxj7s+B3vQkq6LZ3o+C3zhToSVdLl+w17q80JuAoh9MECfIK0/BR4QkRoicpIb9giT+altT4lIcTcOuvH3NNwFVJf8e3prduvyoMS+vy992f0du1N63PxsjDkCTMVesp/er4h92E5h972omx8xxuzG3o90j5tmZbD3bi93vc/EXmZ+n9gHeaVvH6aHKG9XEdkUpN3ZYmtBirntQRfsfJ7+MJZRQFkRudWtM67DnjiYm91vOpdhLw9O/61NItI1SDmyGy8HsLWTz7rtdiPsSYb0p34Ow67Xmog9OfMs9l48b03cfuxlkk1FJOPkmTHmELAEe//ebE/3c1yzrHa+e7ttdFXseiHLB9uEUAI73/zq8nbD1sR5ZbmdNsbsACYDr4pIKbEPCzpDsn4NyzfY9cDNbjhJbn2Xmwd35Jpkv08VuByH2vZkJ7t18DdAJRG53y0vJUXkoiyGEWq/JidmYS+bbMrfy8aP2AcVNUcP4lQO+OkgLv0JiOmf9EsmMcYsxO6IJePZgBhjlmDPrL2D3fD+hL18BuwK5CXsWeid2JXnf4L89j3AMyKyH3vTd0aNl6sWfx6YK/bShYsD+p2EvVxmHfbs/mEyX5rxLPbyqI3Yjf8X2JVJ+g5BO2yNwG5sDcUtxpg1rt+bgU1iL3+6G3sQG8xC7LX/u115r3NnfbNljFmLrf142/XbDvu6hyOukxeBJ132h3PQPdgd5CvJfMANdoeqOvYs2SjsNfxTsyhTVuO8L/Ym9n3YHd+vson1GnYaTsYeYAzC3pQc+DtbsTsOj2M3NluxBxEhl7vc9ut25q7H3g/0G3bnewluXggQap7KUTncDs992HHxO7Y2Zqyn3wnYe4amY5edwB3HoMsF9kDjC+z4XY3dQRxKCMaYLdj71a4TkRfJ2XQdjp2WP2MvpennhjUVe+/Dl9garTOw9/eAPej9wOXejB3nr3iG+Sl2h3S6mzbpHnLD2O/6P5GduUyMMaOwZ6w/c8vyCtw7g3IzX7jlua0r42/Y2tq2AeUfir0nZif2xv/7XPOPseNhO7AKWJDLGFUJvpP/ofvdWdj13GHsfThe32LnsWnAf40x6S8wTz+A/k1Evs9lmbKS3TybnQbAQhH5E7uM9DLG/Byk2/RH36erht2hTa9FOoS9LzfdtdiDjV+x4+Ao9uEW6duAjtha7L3Ye007BqxPs5Ld9BDcJW/uN3sBnYwx37vf3AO0xz5IZB/wGPa+rd1ZDi19oCINgD+NfdVA+pM6Tyb4vBRqvPTArpd/wS6P9xhjVroyrsRu84a59iVd95kYY/Zi771uLSLPeVp9i93me1/APNs1y2rnewz2vsVl2PXQoCCZgnI1/K9iawJ3Ye89C5xG2W2nb8Ee/KzCrre+IPPl+em/sx97QHQjdlu6E7t+KZLbMudSdvtUmZbjUNueEIKug91wr8Lud+zE1tg1DxxADvdTsmWMWYddfna6+Sz9ssxF2O1Lbg4IlU+l3/ysCggRuQe40RiT1Rm2Ex1mV+wN+o3za5gqvNwZy23ATcaYGdEuT6xytQ13ZHWwXxDF4nzhaqhGGmMCX2eQk36rYw/skkwBep+S2FeH3GsyP5o/kr8/GXuguTqCv/kl9oE04933xkBPY0yOajtjldgXkdcy9p6vcP5OV3Q7HXPEXga7Fnvyqbf5+3kM+fkbg7An634xxmR1mbYqoEK+TFbFNrEvFj0de3auFvYs0ztRLZSKChFpiT0TewhbWybkvkZEFTCxPl8YY7Zh73tUjjEmJw8BCefv5/TStPz8zX8GfJ9D5poupeKOsQ+1Khqyw7z9xu0Ef+m9KsD0IC7+FcZeflMDe7nMZ2R+sIPyj0uwlwamXzLT0d2/ofxN5wullFKqgNHLKZVSSimllFIqjvjpwSZKKaWUUkopFfcKzOWUhQpX1ipFpZRSSimlAhw7sj0/3tsZMUd3/xzR/fqk8qfH1fgBrYlTSimllFJKqbiiB3FKKaWUUkopFUcKzOWUSimllFJKqQIgLTXaJYh5WhOnlFJKKaWUUnFEa+KUUkoppZRSscOkRbsEMU9r4pRSSimllFIqjoTlIE5EWonIWhH5SUQeO4H+nxeRrSLyZzjKlx9atmjGyhWzWLNqDo/07hnt4oSVn7KCv/L6KSv4K6+fsoK/8vopK2jegsxPWcF/efMkLS2ynzgkxuTvaxhEJBFYB1wFbAMWA52NMatyMYyLgc3AemPMSTnpJ5LviUtISGD1ytm0atOZbdt2sGD+eLrc3IPVq9dHqggR46es4K+8fsoK/srrp6zgr7x+ygqatyDn9VNWiH7euHtP3I7VkX1PXKXacTV+IDw1cQ2Bn4wxPxtjjgCfAR1yMwBjzAJjzI4wlC1fNGxQjw0bNrFx4xaOHj3KyJFjaN+uZbSLFRZ+ygr+yuunrOCvvH7KCv7K66esoHkLcl4/ZQX/5c0rY9Ii+olH4TiIqwxs9Xzf5poVGMmVK7J1W0rG923bd5CcXDGKJQofP2UFf+X1U1bwV14/ZQV/5fVTVtC8BTmvn7KC//Kq8NOnUyqllFJKKaViR5zepxZJ4aiJ2w5U9Xyv4pplEJGqIrLMfe4+0R8Ske4iskRElqSlHTjRweRayvadVK2SnPG9SuVKpKTsjNjvR5KfsoK/8vopK/grr5+ygr/y+ikraN6CnNdPWcF/eVX4heMgbjFQS0RqiEhh4EZgrLcDY8xWY0xd93nvRH/IGDPQGFPfGFM/IaFEHoudc4uXLKNmzRpUr16VpKQkbrihA19/Mzlivx9JfsoK/srrp6zgr7x+ygr+yuunrKB5C3JeP2UF/+XNM5MW2U8cyvfLKY0xx0TkXmASkAh8aIxZmZthiMjLwL+A4iKyDfifMaZPfpf1RKWmptLr/icZP244iQkJDB4yglWr1kW7WGHhp6zgr7x+ygr+yuunrOCvvH7KCpq3IOf1U1bwX14Vfvn+ioFoieQrBpRSSimllIoX8faKgSNbf4jofn3hqufH1fgBfbCJUkoppZRSKpakpUa7BDEvHPfEKaWUUkoppZQKE62JU0oppZRSSsWOOH3YSCRpTZxSSimllFJKxRGtiVNKKaWUUkrFDn3Zd0haE6eUUkoppZRScURr4pRSSimllFIxw+g9cSFpTZxSSimllFJKxRGtiVNKKaWUUkrFDr0nLiStiVNKKaWUUkqpOKI1cUoppZRSSqnYoffEhaQ1cUoppZRSSikVR7QmTimllFJKKRU70lKjXYKYpzVxSimllFJKKRVHwnIQJyIfisgvIrLiBPsfJiJrRWSFG1ZSfpcxr1q2aMbKFbNYs2oOj/TuGe3ihJWfsoK/8vopK/grr5+ygr/y+ikraN6CzE9ZwX9588SkRfYTh8QYk/8DFWkK/Al8bIw59wT6bwNMcF+HA7OMMQOy66dQ4cr5HySIhIQEVq+cTas2ndm2bQcL5o+ny809WL16faSKEDF+ygr+yuunrOCvvH7KCv7K66esoHkLcl4/ZYXo5z12ZLtE5IfyyV+rZ0Rsvx6gSO3mcTV+IEw1ccaYWcCePPQ/3jjAIqBKvhUuHzRsUI8NGzaxceMWjh49ysiRY2jfrmW0ixUWfsoK/srrp6zgr7x+ygr+yuunrKB5C3JeP2UF/+VV4RfT98S5yyhvBiZGuyxeyZUrsnVbSsb3bdt3kJxcMYolCh8/ZQV/5fVTVvBXXj9lBX/l9VNW0LwFOa+fsoL/8uZZWlpkP3Eopg/igP7YSylnZ9VSRLqLyBIRWZKWdiDCRVNKKaWUUkqpyIvKKwZEJBH4zn0da4x5OotungEqAHcFG44xZiAwECJ7T1zK9p1UrZKc8b1K5UqkpOyM1M9HlJ+ygr/y+ikr+Cuvn7KCv/L6KSto3oKc109ZwX958yxOHzYSSVGpiTPGpBpj6rpPVgdwdwAtgc7GxN5UXLxkGTVr1qB69aokJSVxww0d+PqbydEuVlj4KSv4K6+fsoK/8vopK/grr5+yguYtyHn9lBX8l1eFX1hq4kTkU6AZUF5EtgHPGGMG5WIQ7wGbgfkiAvCVMebZfC/oCUpNTaXX/U8yftxwEhMSGDxkBKtWrYt2scLCT1nBX3n9lBX8lddPWcFfef2UFTRvQc7rp6zgv7x5Fqf3qUVSWF4xEA2RvJxSKaWUUkqpeBF3rxhYPimyrxg4r2VcjR+I0j1xSimllFJKKZUVY1KjXYSYF+tPp1RKKaWUUkop5aE1cUoppZRSSqnYEc3BNzIAACAASURBVHvPNYw5WhOnlFJKKaWUUnFEa+KUUkoppZRSsUOfThmS1sQppZRSSimlVBzRmjillFJKKaVU7NB74kLSmjillFJKKaWUiiNaE6eUUkoppZSKHWn6nrhQtCZOKaWUUkoppeKIHsQppZRSSimlVBzRyymVUkoppZRSsUMfbBKS1sQppZRSSimlVBzJ94M4EakqIjNEZJWIrBSRXicwjEEi8oOILBeRL0TkpPwuZ161bNGMlStmsWbVHB7p3TPaxQkrP2UFf+X1U1bwV14/ZQV/5fVTVtC8BZmfsoL/8uZJWlpkP3FIjDH5O0CRSkAlY8z3IlIS+A7oaIxZlYthlDLG/OH+fw34xRjzUnb9FCpcOX+DZCMhIYHVK2fTqk1ntm3bwYL54+lycw9Wr14fqSJEjJ+ygr/y+ikr+Cuvn7KCv/L6KSto3oKc109ZIfp5jx3ZLhH5oXxyeMGIiO3XAxS9uFNcjR8IQ02cMWaHMeZ79/9+YDVQOZfDSD+AE6AYENEJGUrDBvXYsGETGzdu4ejRo4wcOYb27VpGu1hh4aes4K+8fsoK/srrp6zgr7x+ygqatyDn9VNW8F/ePDNpkf3EobDeEyci1YF6wMIT6PcjYCdwNvB2vhYsj5IrV2TrtpSM79u27yA5uWIUSxQ+fsoK/srrp6zgr7x+ygr+yuunrKB5C3JeP2UF/+VV4Re2gzh3H9uXwP3pNWu5YYzpBiRja/I65XPxlFJKKaWUUrFI74kLKSwHcSKShD2AG2aM+SqL9okissx9ng02HGNMKvAZ8M8gv9NdRJaIyJK0tAP5VfyQUrbvpGqV5IzvVSpXIiVlZ8R+P5L8lBX8lddPWcFfef2UFfyV109ZQfMW5Lx+ygr+y6vCLxxPpxRgELDaGPNaVt0YY1KNMXXd5+nA/kWkpmdY7YE1QYYz0BhT3xhTPyGhRP4GycbiJcuoWbMG1atXJSkpiRtu6MDX30yO2O9Hkp+ygr/y+ikr+Cuvn7KCv/L6KSto3oKc109ZwX9580xr4kIKx8u+GwE3Az+KyDLX7HFjzPgc9i/AEBEp5f7/Abgn/4t54lJTU+l1/5OMHzecxIQEBg8ZwapV66JdrLDwU1bwV14/ZQV/5fVTVvBXXj9lBc1bkPP6KSv4L68Kv3x/xUC0RPIVA0oppZRSSsWLeHvFwKFZgyO6X1+sade4Gj8Q5qdTKqWUUkoppZTKX+G4nFIppZRSSimlTkyc3qcWSVoTp5RSSimllFJxRGvilFJKKaWUUrHDaE1cKFoTp5RSSimllFJxRA/ilFJKKaWUUiqO6OWUSimllFJKqdihDzYJSWvilFJKKaWUUiqOaE2cUkoppZRSKnbog01C0po4pZRSSimllIojWhOnlFJKKaWUih16T1xIWhOnlFJKKaWUUnFEa+KUUkoppZRSsUPviQtJa+KUUkoppZRSKo7k+0GciBQVkUUi8oOIrBSRvnkY1lgRWZGf5csvLVs0Y+WKWaxZNYdHeveMdnHCyk9ZwV95/ZQV/JXXT1nBX3n9lBU0b0Hmp6zgv7x5kpYW2U8cEmNM/g5QRIASxpg/RSQJmAP0MsYsyOVwrgWuA84zxpwbqvtChSvnb5BsJCQksHrlbFq16cy2bTtYMH88XW7uwerV6yNVhIjxU1bwV14/ZQV/5fVTVvBXXj9lBc1bkPP6KStEP++xI9slIj+UTw5NeCti+/UAxVrfF1fjB8JQE2esP93XJPfJ1YQQkZOAB4F++Vy8fNGwQT02bNjExo1bOHr0KCNHjqF9u5bRLlZY+Ckr+Cuvn7KCv/L6KSv4K6+fsoLmLch5/ZQV/Jc3z7QmLqSw3BMnIokisgz4BZhijFmYy0E8B7wKHMz3wuWD5MoV2botJeP7tu07SE6uGMUShY+fsoK/8vopK/grr5+ygr/y+ikraN6CnNdPWcF/eQsaEdkkIj+KyDIRWeKalRORKSKy3v0t65qLiLwlIj+JyHIRucAznFtd9+tF5FZP8wvd8H9y/YasGQzLQZwxJtUYUxeoAjQUkZCXQ6YTkbrAGcaYUTnotruILBGRJWlpB/JQYqWUUkoppVRMMGmR/eRMc2NMXWNMfff9MWCaMaYWMM19B2gN1HKf7sAAsAd9wDPARUBD4Jn0Az/XzZ2e/lqFKkxYn05pjNkLzAgsiIhUdUeyy0Tk7oDeLgHqi8gm7P10Z4rIzCDDH2iMqW+MqZ+QUCL/AwSRsn0nVaskZ3yvUrkSKSk7I/b7keSnrOCvvH7KCv7K66es4K+8fsoKmrcg5/VTVvBfXp/oAAxx/w8BOnqaf+xuMVsAlBGRSkBL7BWKe4wxvwNTgFauXSljzAJjH1bysWdYQYXj6ZQVRKSM+78YcBWwxtuNMWarO5Kta4x5L6DdAGNMsjGmOtAYWGeMaZbf5cyLxUuWUbNmDapXr0pSUhI33NCBr7+ZHO1ihYWfsoK/8vopK/grr5+ygr/y+ikraN6CnNdPWcF/efMs9u6JM8BkEflORLq7ZqcaY3a4/3cCp7r/KwNbPf1uc82ya74ti+bZCsfLvisBQ0QkEXuQONIY800YfidqUlNT6XX/k4wfN5zEhAQGDxnBqlXrol2ssPBTVvBXXj9lBX/l9VNW8FdeP2UFzVuQ8/opK/gvb7xxB2bdPY0GGmMGer43NsZsF5FTgCkiElhBZUQkok/UzPdXDERLJF8xoJRSSimlVLyIu1cMjP1vZF8x0P7hHI8fEekD/Im9h62ZMWaHuyRypjHmLBF53/3/qet+LdAs/WOMucs1fx+Y6T4zjDFnu+advd0FE9Z74pRSSimllFIqV2LowSYiUkJESqb/D7QAVgBjgfQnTN4KjHH/jwVucU+pvBjY5y67nAS0EJGy7oEmLYBJrt0fInKxeyrlLZ5hBRWOyymVUkoppZRSqiA4FRjlnvpfCBhujJkoIouBkSJyO7AZuMF1Px5oA/yEfV1aNwBjzB4ReQ5Y7Lp71hizx/3fAxgMFAMmuE+29HJKpZRSSimlCrC4u5xy1EuRvZzymsfiavyAXk6plFJKKaWUUnFFL6dUSimllFJKxY6cv4Dbt7QmTimllFJKKaXiiNbEKaWiIu4uPs+jhAT/nDNLy9mLUwsMvSFbKaXymc+2IyfCP3sVSimllFJKKVUAaE2cUkoppZRSKnZoTVxIWhOnlFJKKaWUUnFEa+KUUkoppZRSsaOAvMc6nLQmTimllFJKKaXiiNbEKaWUUkoppWKH3hMXktbEKaWUUkoppVQcCdtBnIgkishSEfnmBPqdKSJrRWSZ+5wSjjLmRcsWzVi5YhZrVs3hkd49o12csPJTVvBX3oKYtUiRIsyb+w3fLZnCsmXTefrphwD4eMjbrFgxi6VLp/HBwFcpVCjzhQj1LzyfQwc3c+21V0ej2Cfsvn/fwdLvp/L9d1P5+ON3KFKkCNWrV2X2rLGsWjmbT4b2JykpCYCqVZOZNGkECxdMYMniybRq2TzKpc+d3E7bdu1a8P13U1iyeDIL5o+n0aUNoln8fFMQl9vsaN6Cy09ZwX958yQtLbKfOCQmTDcOisiDQH2glDGmbS77nQk8bIxZktN+ChWuHLE7IBMSEli9cjat2nRm27YdLJg/ni4392D16vWRKkLE+Ckr+CtvtLOG82XfJUoU58CBgxQqVIhvZ47iwQefoWy5MkycOB2AoUPfZc7shbw/8GPAjouJEz7j8OHDDB4ygq++GpfvZQrHy76TkysyY/qXnF/3Cg4fPsywT/ozcdIMWrVszugxE/n887G88/YLLF++moEfDKX/uy+xbNlKBn4wlLPPrsWYMUM466xL871c4XzZd26mbXq3AHXq1Gb48PeoU+eyfC9TJG+/j/ZyG2mat+Dm9VNWiH7eY0e2h3Ozm+8ODXsqok82KXbTc3E1fiBMNXEiUgW4GvhfOIYfbQ0b1GPDhk1s3LiFo0ePMnLkGNq3axntYoWFn7KCv/IW5KzpO+5JSYVISkrCGJOxkw+wZPEyKleplPH93p63MWrUOH799beIlzWvEgsVolixoiQmJlK8eDF27viFZs0aZRyIDv3kC9q3t9PVGEPJUicBULp0SXak7IpauU9UbqZtercAJYoXJ1wnLSOpIC+3WdG8BTevn7KC//LmmUmL7CcOhetyyjeAR4C8jJWP3KWUT4lITB0dJ1euyNZtKRnft23fQXJyxSiWKHz8lBX8lbcgZ01ISGDJ4smkbF/O1GmzWLR4aUa7QoUKcdNN/2TSpBmArc3q0KEV773/cbSKe8JSUnbyxuvv89P6BWze9B37/tjP90uXs2/fH6SmpgKw3TNdn+v3Ov/qfC0bflrEmNFDeODBp6NZ/BOSm2kL0KFDK3788VvGjBlC9zsfikaR81VBXm6zonkLbl4/ZQX/5VXhl+8HcSLSFvjFGPNdHgZzkzGmDtDEfW4O8lvdRWSJiCxJSzuQh59TShUkaWlp1G/Qguo16tOgfj3+8Y+zMtq98/YLzJ69kLlzFwHw6qt9efzxF+KylqZMmdK0bdeCs86+lOo16lOieHFatGgWtPtON3Rg6NDPOaNmQzp0vJWPPnyDGDtHFlJupi3AmDETqVPnMv553e306dM7GkVWSiml8l04XjHQCGgvIm2AokApEfnEGNMlvQMRqQp87b6+Z4x5zzsAY8x293e/iAwHGgLHnSY3xgwEBkJk74lL2b6TqlWSM75XqVyJlJSdkfr5iPJTVvBXXj9k3bfvD2Z+O5cWLZqxcuVannzyAcpXOJl7etyR0c2FF5zHJ5/0B6B8+XK0anU5x44dY+zYSdEqdo5dfnljNm3ayu7dewAYPWYCl17SgNKlS5GYmEhqaiqVPdO1a9dOtGtvz4ktXPg9RYsWoXz5cnF5GWlOpq3XnDkLqVHjNE4+uSy//fZ7hEubf/yw3Hpp3oKb109ZwX958yxOHzYSSfleE2eM+Y8xpooxpjpwIzDdewDnutlqjKnrPpkO4ESkkIiUd/8nAW2BFfldzrxYvGQZNWvWoHr1qiQlJXHDDR34+pvJ0S5WWPgpK/grb0HNWr58OUqXLgVA0aJFufKKpqxdu4HbunWmxVXN6NKlZ6ZatzPPuoRaZ15MrTMv5quvxvHv+x6PiwM4gK1bt3NRw3oUK1YUgObNG7F69Tq+/XZexlM2b+5yHV9/Pdl1n0Lz5o0BOPusmhQpUjSuDuByO23POKN6xv/16p5LkSKF4/oADgruchuM5i24ef2UFfyXV4VfLL7suwgwyR3AJQJTgQ+iW6TMUlNT6XX/k4wfN5zEhAQGDxnBqlXrol2ssPBTVvBX3oKatVKlU/lw0BskJiYgCQl88cXXjB8/lUMHN7N58zbmzB4LwKjR43n++TeiXNq8Wbx4GV+NGs/CBRM4diyVZT+s4H+DhjNh4nSGfvwuffv0ZtmyFXw0+DMAHnn0OQYM+D/u+/cdGGO4s/uDUU6QO7mdttdc04YuXa7j2NFjHDp0mJtuuifKCfKuoC63wWjegpvXT1nBf3nzLA5vcYi0sL1iINIieTmlUirv4utOrLwLxysGYlU4XzEQi3Tjo5SKdXH3ioEhj0X2FQO3vhRX4wdisyZOKaWUUkop5Vc+Oxl4IvxzalgppZRSSimlCgCtiVNKKaWUUkrFDq2JC0lr4pRSSimllFIqjmhNnFJKKaWUUip2GK2JC0Vr4pRSSimllFIqjmhNnFIxpFBCYrSLEDFlipaIdhEiqnCCf1a3R9KORbsIEbX/yKFoFyFi/jp2NNpFUEr5gEnTl7eEojVxSimllFJKKRVH/HNqWCmllFJKKRX79OmUIWlNnFJKKaWUUkrFEa2JU0oppZRSSsUOfTplSFoTp5RSSimllFJxRA/ilFJKKaWUUiqOhOUgTkQ2iciPIrJMRJacQP8iIs+LyDoRWS0i94WjnHnRskUzVq6YxZpVc3ikd89oFyes/JQVCkbe999/hS1bvue776ZkNCtbtjTjxg1jxYpvGTduGGXKlAbgxhs7snjxJJYsmcyMGV9Rp07tbIcTi4oUKcyEaSOYNmcU387/mt7/uReAN/u/wKIfpjB19ldMnf0V/6hzdqb+6tY7l227f6Rt+xaZmp9UsgTfr5zBCy8/GbEMuZWQkMD4mSP56NN3MjXv++JjrN6yMOP7HT1uYdr80Uya/SWfjvqAylUqAXBJ4wZM+PbzjM+6lCW0aHN5RDPkRLBpC/DYk72Yu2QCsxZ+w+13dQHg0sYNWLd5UcY0f/CRHhndlypdkv8NeYPZi8Yxa+E3XNigbsTzZGfAey+zadMSFi+edFy7++67gwMHN3HyyWUBKFOmFJ9+9j4LF07g21mjOeecMzO67dGjG4sXT2Lxksn07HlbxMqfFx8MfJWUbT+wbOm0jGbnnXcOc2aNZen3Uxk9ajAlS54EQKFChfhw0Bss/X4qPy6fyaOP3BtssHGpIGyDcspPWcF/efMkzUT2E4fCWRPX3BhT1xhT/wT67QpUBc42xtQGPsvXkuVRQkICb735PG3bdaHO+c3p1KkjtWvXinaxwsJPWaHg5B069HPat78lU7OHH+7JjBlzOffcy5gxYy4PP2x3bjdt2spVV91A/fotePHFt3j33ZeyHU4s+uuvI/yzfTeuaHwNVzS5huZXNOaC+ucD8OxTr3Blk2u5ssm1rPxxTUY/CQkJPNn3Ib6dPu+44T36xH0smJfr808RddvdXfhp3cZMzc6rew6ly5TK1Gzl8tVcffmNtGzyT8aNncLjfR8EYP6cxbS+7HpaX3Y9N3a4ncOHDjNrxvHjItqCTdsbb7qGylUq0bhBG5pe1JYxX47P6Gfh/O8ypvlrL/fPaN7vpceZPnUOTRpezRWNr2H9ug3RiBTUJ0O/oGPHW49rXrlyJa64oilbtmzLaNa7d0+WL1/FRRe15s47HuKVV54B4JxzzqRbtxtp2rQDF1/UmtatL+f006tFLMOJ+vjjkVzd9qZMzd5/7xUef+IF6l1wJaNHT+Dhh+4B4Lrr2lKkSGHqXXAlDS9qxZ13dKFatSrRKHa+KyjboJzwU1bwX14VfrF6OeU9wLPG2LsajTG/RLk8mTRsUI8NGzaxceMWjh49ysiRY2jfrmW0ixUWfsoKBSfvnDmL+P33vZmatWt3FZ988gUAn3zyBe1d7dOCBd+xd+8+ABYtWkrlypWyHU6sOnjgIABJSYUolJSEMdmfWbv9ri6MGzuF3bt/y9T8vPPPoUKF8nw7Y27YyppXFZNP5YqrmvDZ0C8zmiUkJPB434d4oc9rmbqdP2cxhw8dBmDpkuVUSj71uOFd3aEFM6bOyegu1mQ1bW+97UZe/b/+GdN59+492Q6jZKmTuPjS+gwfapeBo0eP8se+/eEteC7NnbuIPXv2Hdf8/15+iieffBHvLH127Vp8O9MedK9bt4HTqlXhlFPKc9ZZNVm8ZBmHDh0mNTWV2XMW0qFDq0hFOGGz5yxkT8C65sxapzNr9gIApk6bzTXXtAHAGEOJEsVJTEykWLFiHDl6lD/++DPiZQ6HgrINygk/ZQX/5c2ztLTIfuJQuA7iDDBZRL4Tke4n0P8ZQCcRWSIiE0Qkpk5VJFeuyNZtKRnft23fQXJyxSiWKHz8lBUKdt5TTinPzp32fMjOnb9wyinlj+uma9dOTJ48I9JFyxcJCQlMnf0VK9bPYdaMeSz9bjkAjz11P9PnjqbvC49RuHASABUrnUKbtlcyeNCnmYYhIvR5/lH6PvVyxMufG31eeIQX+rxOmmfD0/XOzkyZOJNfdu0O2l+nLtcyY+qc45q3u6YVYz01WbEmq2lbrcZpdLi2NZNmfM7wz9+nhqe26cKGdZk2ZxTDP3+fs86uCcBp1arw2+49vNn/BabM+pJX33qO4sWLRStSjl3d9ip2pOzixx9XZ2r+44+rMw7OLqx/PqedVpnkyhVZtWotl17agHLlylCsWFFatmyecQltvFm1ah3t29ud3Ov+2ZaqVZIB+PLLcRw4cJBtW5ayccMiXnvtvbg52RRKQd4GBfJTVvBfXhV+4TqIa2yMuQBoDfQUkaa57L8IcNhdivkB8GF+F1ApvwusqLrsskvo2rUTTzzxYnQKlEdpaWlc2eRa6v2jOfUurMPZtWvxfN/XadygDa2aX0/ZsqW59/47AXjuxf/w3DOvHldb1+2OzkybPIsdKbuiESFHrmjRlN2/7uHHH1ZlNDu1YgWu7tCCwQOHB+3vmuvbcl69c3j/7Y8yNT/l1PKcfU6tLC8rjRVZTdsihZP466+/aNn8ej75+Atef6cfAMt/WEX9OldwReNrGDRwGB8Ns/cMFkpMpM755zB40Gdc1fSfHDx4kHsfuDOasUIqVqwovXv35LnnXjuu3av/HUDpMqWYv2A899x9Kz/8sJK01DTWrt3Aa6+9x9ivhzJ6zBCWL19FWmp8nmW+o/uD3HPXrSxcMIGSJUtw5MhRABo2qEtqaipVq11AzTMv5oEH7qJGjdOiXFqlVL7SmriQwvKeOGPMdvf3FxEZBTQEZqW3F5FE4Dv3dawx5umAQWwDvnL/jwI+Iguulq87gCSWJiGhRL5lyE7K9p0ZZwQBqlSuRErKzoj8dqT5KSsU7Ly//LKbihVPYefOX6hY8RR+/fXvGptzzz2bAQNepn37W9izJ77PaP+xbz9zZy+i+RWNGfCOXXUcOXKUz4Z9xT332oc8nF/vXN7/8FUAypUrwxVXNeVYaioXNqjLRZdcSNc7OlO8RHEKJyVx4MBBnu97/E50tNS/qB5XtW5O86uaUKRIEUqWLMHUeaP5668jzPpuHADFihdl1pJxNK1/NQCNL7uYex+6kxvadsvYEU7XtmNLJo2bzrFjxyKeJbe80zYlZRfjv7YP3Bn/9RTeeOd5AP7cfyCj+2lTZvHSq09TrlwZUlJ2sSNlV0YN7TdjJvPv+2P7IO7006tRvVoVFiycAEDlyhWZO+8bLmvakV27fuXuu3pndLtq9Rw2btwCwMdDRvLxkJEA9Onbm+3bd0S+8Plg7doNtL76XwDUqnU6bVpfAcCNN17DpMkzOXbsGL/++hvz5i3mwgvPz8gfzwryNiiQn7KC//Kq8Mv3mjgRKSEiJdP/B1oAK7zdGGNS3UNP6mZxAAcwGmju/r8MWJfVbxljBhpj6htj6kfqAA5g8ZJl1KxZg+rVq5KUlMQNN3Tg628mR+z3I8lPWaFg5/3mmyl06XIdAF26XMfXbge4atVkRowYyG233c9PP23MbhAx6+STy1KqdEkAihYtQtNml/DT+o2ccmqFjG5aXX0la1avB6Dh+VfR4LwraXDelXwzdjKPPfQsE8dNo2f3R6hf5woanHclzz71Mp9/NiamDuAA/u+5N7no3CtpVLcV997Rm3mzF1Hn9EbUr92cRnVb0ahuKw4dPJxxAPePOmfz4mtPc/u//s1vWdw31v6frTM9FCTWBJu2E8dNo1GTiwD7RMqfN2wCoILnMuF6F9RBRNizZy+//rKb7dt2cEbN6gA0uexi1q39KaJZcmvlyrVUr16fc2o35pzajdm+fSeNLm3Lrl2/Urp0KZKS7OXBXbvdyNw5C9m/394XVqHCyQBUqZJM+/atGDlibNQy5EV6DhHh8f/04v2BQwHYunU7zZs1AqB48WJcdNEFrI3xaZlTBXkbFMhPWcF/efPMmMh+4lA4auJOBUaJSPrwhxtjJuZyGC8Bw0TkAeBP4I78LWLepKam0uv+Jxk/bjiJCQkMHjKCVauyPM6Me37KCgUn78cfv02TJpdQvnxZfvppIf36vcZ//9ufYcMG0LVrJ7Zs2c5NN9knvT3+eC/KlSvLm2/ay9GOHUulUaO2QYczePCIqOUK5pSKFXhrwIskJiaSIAmMHT2RKZNm8sXYjzj55HKICCt+XM0jD/aNdlEj7om+D1G8RHEGfGRrHlO27eD2m+xbW6pUTSY5uSIL5sbukziDTduFC76j/8BX6H7PrRw4cJAH73sKgHYdWnDrbZ05lnqMw4f+4u7bH8oY1hOPPk//D14hqXASmzdt5f4eT0QrVpYGD36LJk0v5uSTy7Ju/Xz69Xs9o0Yt0Fln1WTgB//FGMPq1evpcc8jGe2GDR9AuXJlOXb0GA8+8BT79v0RqQgn7JOh73JZ00soX74cm35eQt9n/8tJJ5Xgnnu6AjB69HgGD7Hrnv4DBjPof6/zw7LpiAhDhow47p7BeFVQtkE54aes4L+8Kvwk1BPc4kWhwpULRhDla4USEqNdhIgpUzRyteexoHBCWK5ej0lH0mL/0sz8tP/IoWgXIWL+OnY0dEdKqZhz7Mh2iXYZcuPga3dGdL+++IMfxNX4gdh9xYBSSimllFJKqSz459SwUkoppZRSKval6QV2oWhNnFJKKaWUUkrFEa2JU0oppZRSSsUOE5/vboskrYlTSimllFJKqTiiNXFKKaWUUkqp2KH3xIWkNXFKKaWUUkopFUe0Jk7FtOJJRaJdhIg6u3TVaBchYk4tVDLaRYioIuKfc2YHjc/eE5f6V7SLEDG/Ho39F4fnp21/7o52ESLm8LEj0S6CUioX9CBOKaWUUkopFTNMmj7YJBT/nBpWSimllFJKqQJAa+KUUkoppZRSsUMfbBKS1sQppZRSSimlVBzRmjillFJKKaVU7NCXfYekNXFKKaWUUkopFUfCchAnImVE5AsRWSMiq0Xkklz2P1tElrlPioiMDkc586Jli2asXDGLNavm8EjvntEuTlgVlKzvDvg/NmxaxILFEzKanVvnbKZO/4L5iyYw4vMPKFnypEz9VKmSTMquH/l3rzuyHU4s6nzn9Xw2YzCfTv+I5/o/TeEihXn2nSf5fPZQPp3+EU++9iiJhRIBKFn6JF4e1I9hUz/ko3HvcfpZNbIdTiy475VeDP3+E96Z8m5Gs0ZXN+Ldqe8yZtNYap5XM6N5oaRC9PpvL96e/A5vTzHcYQAAIABJREFUTXybcy+uA0CRokV4+qNnGDB9AO9OfZdbH7s1o58KlSvQ79PneWvS27ww4kVOrnhy5MIF6PHKfQz67mNem/x2RrObH+/Km9P68+rEt+j9/n8oXqoEAE06XsYr49/I+IzcOJrq59jp2bl3F96bP4ihq0ZkGn75yhV4ZvhzvDrxLfp+9jzlopgV4P5X7mf498PpP6V/RrPGVzdmwNQBfLPpG2qdVyujeb0m9Xhz3Jv0n9yfN8e9yfmXnp/R7rL2l9F/cn/enfQuz378LKXKlgKgRu0avDrqVfpP7s8zHz5DsZOKRS5cCNfdfi1Dpv2Pj6cP4vo7rs3UrtNd1zN7+zRKuxynnVGVAWPfZtrPE7jxrutzPJxYUbLUSbw56CXGz/2ccXNGUrd+HVq2u4KvZ41g1c6FnHt+7Yxuk5IK8cKbTzN25qeMnjGMhpdeAECJEsUZNX1Yxmf+6in857kHoxUpqP7v/R8bNy1m0eKJGc3qnFeb6TO/Yt6CccyaM4YL69t594ZOHViwcAILF01g6vQvOLdO7WyHE88Kyv5FTvktb56kmch+4lC4auLeBCYaY84GzgdW56ZnY0wTY0xdY0xdYD7wVRjKeMISEhJ4683naduuC3XOb06nTh2pXbtW6B7jUEHKOuyTL7i2Y7dMzd559yWeefplLmnYmq+/nkyv++/M1P6Fl55gyuRvQw4n1lSoWJ5Ot/+TW1t3p/Pl3UhMSOCqDpcz8aspXN/kZjpf3o0iRYvQ8V9tAeh6XxfWrVzPTVfeRp9eL/DQs//OdjixYNrnU+lzyzOZmm1eu5kXur/AyoUrMzVv0bklAP9ucS9P3fQktz91OyICwKiBX3HP5ffQq3Uvatc/hwubXQjAbU/ezvQvp3Ffy3/z2ZufZjrAi7QZn0+j3619MjVbPnsZD7S4l4da3ceOjSlc2+M6AGaP/pbebe6nd5v7efuB1/ll6y42rdoIwJKpi3msw8PHDf/WJ25j5pczeKjVfXz+1ghuevSWsGfKztTPp/LULU9larZ57Wb6de/HioUrMjXft2cffW/rS48WPXjtgdd46I2HAEhITOCuPnfxWKfH6NmyJ5vWbKJd13YA9Hq5Fx+99BE9WvRg3sR5XHfXdZEJFkKNs6rT7l9t6H51T7pddSeXXnkxlasnA3BKcgUaNr2Qndt2ZXT/x979vPnUO3z2/uc5Hk4seeL5h5g9fT5tGl1Px+b/YsO6jaxfs4H7uj3CkvlLM3V7/c3XANC+WWduu/5eHu17PyLCgQMHuebymzI+Kdt2MGXcjGjEydawoV/SsWPXTM369fsPL77wJpdefDX9nnudfv0eA2Dzpq20atmJixq25v9eepu333kh2+HEq4K0f5ETfsurwi/fD+JEpDTQFBgEYIw5YozZe4LDKgVcDsRUTVzDBvXYsGETGzdu4ejRo4wcOYb27VpGu1hhUZCyzpu7mN/3ZJ4Vz6hZg7lzFgEwY9oc2ndoldHu6rZXsXnzVtasXh9yOLEosVAiRYoWITExkaLFirB7127mTV+Y0X7V0tWcUqkCADVqVWfJHLvTtPmnLVSqWpFy5csGHU4sWLloJfv37s/UbNtP29j+8/bjuj2tVlWWz1sOwL7f9nHgjwPUPK8Wfx3+ix/n/wjAsaPH2LBiAydXKv93P3NtP8vnLeeiqy4OZ5xsrV60kj/3/pmp2Q+zl5GWau8ZWLd0LSdXOr72rHH7psz9enbG9/VL17L3l9+P665KraqscONnxbzlNLjqovwsfq6tWLTiuGm79aetWU7bn1f+zJ5dewDYvG4zRYoWoVDhQogIIkLR4kUBKH5ScX7b9RsAlWtUzjgYXDp7KY3aNApnnByrVus0Vi1dw1+H/yI1NY1lC5ZzWesmAPy7Tw/6Pz8QY/4+Y7z3t72s+WEtx44ey/FwYsVJJUtQ/+J6fDFsDABHjx5j/x9/8vP6TWzcsPm47s84swYL5iwGYM/u3/lj35+cW7d2pm6qn34a5cqXY8mCpcf1H21z5y46brthjKGUu/qjdKmS7NhhD9AXLvyevXvtS9X/n727jm/i/AM4/rkkTb2lLYUKVtxpkeI23BljjCFjuA+3DR8Md364uw02pLi7FveWQt3dk9zvj8sKxa1pu9379cqrzck3zzeX5O6557nnrl7xxNnZ4b1xsqt/0/HFx/iv5fvFdDrDPrKhjGiJcwFCgbWCIHgKgrBKEATzz4zVGjguimLM1yvel3NydsDXLyDtuZ9/IE5ODu9ZI/v6t+f68MFjmjVvAEDrNk1xzuMISF10hgztzfQ/FmZm8T5baFAYm5ZuY+/VHXjc3E1cbDyXT19Lm69UKWnStiEXT0oV2Cf3vajbVDrIK+laHIc8ucnlaP/BONnFswfPcG9QGYVSQe68uSlUuhD2TjnTLWNuZY57fXdunb8prXP/GVWbVAOgauOqmFmaYZnD0uBl/xjftKvPjVM33pherUUNzv195oPr+zx4RuXGUq/3yvpcLbJoru9TvWl1nt59iiZFg1ajZfFvi1lyZAmbrm0iX5F8HNl2BJAqe1UbSvnWbFaTnI453xfWYJ499KFc5TJY2VhhbGJMlW8qk8vJnhoNqxEaGIbXfe8vipOV5MnvTER4FNMWTmD38U38Pvc3TPUV7rd5dO8J3zSqhVKpxDmfE6XKFcfROXe6ZZp+25CDfx/N6KJ/NaNGTmbKH2N4+Pg8U6f9yoTxs95Y5qcuP3Dktd4g/xb/9uOL1/3X8pVlvIyoxKmA8sBSURTdgHhg9GfG+hHY+q6ZgiD0EgThmiAI13S6+M98Cdl/Wb++o+jZqxOnz/2NpYU5qSmpAIz5bRD/W7yG+PiETC7h57G0tqB2oxq0rtyepm5tMDUzoXGbBmnzR00biuelW9y8IrW+bFi8GQtrSzYdXUW7bt/x+O5TtDrdB+NkF0e3HyU8MIx5++fTY0JPHl5/mNaKBVLXuxGLRrBv7V6CX0hnw9dMXUPpyqWZ77GA0lXKEBYYhi4Lnq1rM+B7tBotZ/ecSje9iGtRkhOT8X384oMxNkxZS6kqpZnlMZ+SlUsRnkVzfZ98RfPRbUw3Fo2RrhtUqpQ069yMAU0H0KliJ549eEa7/u0AmD9iPs1+asaCAwswtTB9oyUrszx/+oLN/9vG3C0zmL15Ok/vPcVIbUTngR1YPXvdF8XRZrHtqVIqKVm2GFvX7aJNvU4kJiTRc+DP71z+zy17CQoIYdfRDfz6+1A8r95Gq02fU9PWDTiw+3AGl/zr6dGzE6NHTqF40eqMHjmFJUunp5tfq1YVunRpx/ix098RQSb7F5OvifugjLjFgB/gJ4riP/22dvFaJU4QBCVwXf90ryiK418PIghCTsAd+PZdLySK4gpgBYBK7WywLRDgH0TePC+vL8jj7EhAQJChXt6g/u25PnnsTeuW0rVOhQu70KhxXQAqVnSlVesmTJ4yGmtrK0SdjuSkZFYs35iZxf1o7jUrEuAbSFRENAAnPc5StmJpDu0+So+hXbCxs2bayNlpy8fHJfD7kJcHCn9d3kbA8wCq1HF/Z5zsRKfVsWryqrTnM3fPwv/Zy655A6YPJMAngL2r96ZNiwiOYFpv6VoUEzMTqjWpRnxM1jpZVKftN1SoV4lJP459Y171FjU5v/fsW9Z6U2RIBLN6TwOkXKs0qUZCFsv1fewc7Bi3Yhxzhswh6Ln0+1SwZEGAtOdn95/l+37S4B9+Xn6M7SS9Z84uzlT6plImlPrtDmw7yIFt0qBJvUZ3JyI0kpqNq7P26AoA7B3tWX14Gb2a9Sci9M2use+KExIYmvGF/wRBgSEEB4Rw+4Z0/erhfcfp+cu7rzvVarVMHz8v7fnWA6vx8Xp5gqJYqSKoVEru3X6YcYX+yjp0bMOI4ZMA2L37AIuXTEubV6p0cRYvmU6b1l2J+Jd0n3zdv/344nX/tXxlGe+rt8SJohgE+AqCUEw/qR5w/7VltP8MXPK2CpxeW2C/KIpJX7uMX+rqtZsULuxCgQJ5MTIyol27VuzbfySzi5Uh/u255rSXriMSBIERo/qzevUWABo3/IEyJWtRpmQtlv5vLbNnL8k2FTiAIP9gSpcvibGpMQCVapTH5+lzWnVoRpU67oztNzndtTUWVhaojKRzOq06NOfmpdvExyW8M052Y2xinJaDa01XtFotvk98Aeg0vBPmlmasnLgy3TpWNlZpg5983/97jm3PWhVX19rladWnDTO6TyElKSXdPEEQqNq8Buf2frgrJYCljWVart/2b8uJHce+enkzirmVOZPWTWLt9LXcv/ZyVxMeHE6+IvmwspVGcnSr6YbvU2mbW9tZA9L71P6X9nhs8jB8wd8hh10OAHI55aJWkxoc2nmYluXa0q5KR9pV6UhoYCjdG/V5bwXubXGO7Tme4WX/FGEh4QQGBONSKD8AVWtVwuvxs3cub2JqnNbdslptdzQaTbrlm33biAN7ste+KSgwhJo1petP69SphpeXDyCNirxl61J6dh/K06fvfk+yu3/78cXr/mv5fjFRZ9hHNpRRN/seCGwWBEENeAOfM5RfeyBL9iHQarUMGjwWjwNbUCoUrFu/nfv3H2d2sTLEvynXNesWUKNmZezsbHjw+Dx/TFmAhYUZPXt1BmDv3sNs2rDzA1HeHmfjhh0ZXfxPcs/zAccPnGbj4ZVoNVoe3X3Knk37OP30EEF+wazeJw3dftLjLKvnrcelSH4mzB+DiIj3Ix+mDJvx3jhZwfBFIyhTVbruZ+3ldWyZu5nYqDh6T+6Nta0149dO4Nn9Z0zoPB7rnNZM2jgZUScSHhzO3MFzAKkF54df2uP7xJf5HgsAOLB+P0e2HaF01TJ0GdUFURS5d/kuS8ctzbRcBy8cTqmqpbG0sWL5pTVsn7eVb/u1xUitYtymyYA0aMmK36QylqxcivCAMEJ8g9PF6TTmZ2q2qoWxqTHLL63h+Laj7Ji/lVJVy9Bx5E+Iosj9K/dYNW6ZwXN81chFIylbtSxWNlZsuLyBTXM3ERsVS9/JfbG2tWbi2ol43/dmXOdxtOjSAqcCTvw46Ed+HPQjAGM7jSUiOIIt87cwc+dMtBotIf4hzB06F4A6rerQ/CdpZNbzh85zdEfWqaBPWTkRaxsrNBoN835bSNx7WkRt7W1YeXAp5hZm6HQi3/f8js51upEQl/BJcTLLlF9nM2vpZIzURvg+9+fXXyZTv2kdxv4xHFs7G5ZtmcfDu4/p8cMv2OW0ZdX2Reh0OoKDQhnVP/3ItE1a1afXj4MyKZMPW7tuATVrVcHOzoZHTy4wdcp8BvQfw8zZ41EpVSQlJzNwwK8AjP71F2xtbZi34HcANBoNtWq0emecDeuz1v7nY/2bji8+xn8tX1nGE149G5+dGbI7pcxwzIyMM7sIBlXcOm9mF8Fgcquy38AZX8JYyKg7umQ9CWLWuMbMUGK1yZldBIMJTc1S44xlOL+4rDEaryEkaVI+vJAs29Kk+AuZXYZPEf/b9wY9rjefujNbvT+QcfeJk8lkMplMJpPJZDJZBpArcTKZTCaTyWQymUyWjWTUNXEymUwmk8lkMplM9snELHZblKxIbomTyWQymUwmk8lksmxEbomTyWQymUwmk8lkWUc2vQG3IcktcTKZTCaTyWQymUyWjcgtcdlQTjOrzC6CwdS3LpHZRTCoyjqzzC6CwTim/rfOshln05uJfo6k/9DtFADiFdluZOrP9sLUIbOLYFDPzPJldhEMxiPyXmYXwaAiEmMzuwiy95Fb4j7ov7WnlclkMplMJpPJZLJsTm6Jk8lkMplMJpPJZFnHf6j3yueSW+JkMplMJpPJZDKZLBuRW+JkMplMJpPJZDJZ1iFfE/dBckucTCaTyWQymUwmk2UjckucTCaTyWQymUwmyzJEuSXug+SWOJlMJpPJZDKZTCbLRr56S5wgCMWA7a9MKgiMF0Vx/ifEqAfMQqpkxgE/i6L49KsW9COsXDGHZk3rExIahqtbvbTp/ft1pW/fn9FqtRw8eJzRY6aSP38e7t4+xaPH3gBcvnyD/gNGG7rIn8TYWM1fHhtRG6tRKVXs33uYWdMWAzB67CBatG6MVqtl/ZptrF6+KW09V7fS7D+6lT7dhrF/7xEA2v3YisHD+wIwf/ZSdmz92/AJvUXPWf1x/aYiMeHRjGk4ON28Jj1b0nHsz/Rx7UJcpHS/mM4Tu+NatzzJicmsGL4Yn7ve5CtZgK5Te2NqYYpOq+PvxX9yef95AOzz5qL/oqFY2ljy7I43S4csQJuqMXieABaOtjSY3weznNaIosi9LSe5teYwhZu54z6kDbZFnNjRYgIht58BYJknJ51OziTSKxCAoBtPOfXr2nQxm60ZinU+e7bUH5NuuluvJtQY15GVZfuQFBlnmARfYepkS6WFfTGxl3J9tukET1cdpuSwNrh0rEtyuLQ9707bTtCJWwAUG9gSlx9rI2p13By3geBTd14GVAjUOzSFpKBIzv80G4AKc3piU84FBIE47yCuDlqGNiHZ4LkCmDjZ4raoH8b21iDC843HebbqEEWHf0e+jt+QEh4DwMNp2wk5fhNBpaTc3F5YlymAoFTit/MsTxdJ38ly83qTu4EbyWExnK4zMu01rErlp+zM7iiMjRC1Ou6MXkOUp5fBczV1ssX9lW3rrd+2/yjauynlJnbk71K9SYmIo2jfZuRvUx0AQaXAqogzf5fuQ2pUPEV6NcalQ10QRaIf+HJ1yAp0yamY5bWnyrIBGNtYEHnbh8sDlyCmag2eK4CZky01F/TBVP+9fbz5JA9WH8ZtRFvyNiwPokhiWAznhiwnMTiKvA3L4zaiLYgiOo2WKxM2EXL1cVo8IwtTWp+awYtD17g8dgMAdmUKUGNeb5QmavxO3OTK+I2ZkitAi1k9KfqNG/HhMSxrKO0jc5fIR7M/umFkZkK0Xyi7By0hJS4RgOr9WuL2Q210Wh2HJ27A64z0vXXv2ojyP9YFQcBz60kurzkEgIm1OW3/NxDrPPZE+4Wyq99CkmISMiXXbjP7UU6//xnXaEi6eY16tKD92J8Z6PYzcZGxFKtSil9WjCLMLwSA64cus3fhTgAadm9OrR/qI4oifo9esHrEYjTJqXSd0Y8CZQshIBD0LIDVwxeTnJBk8DzfxthYzd8HN6FWq1GqlOz/+wizpi1i3uIplHMtjSAIeHn58EvfMSTEJ6BWG7F4+QzKupYiMiKKXl2H4vvCn1p1qzF24jDURkakpKYyedxMzp25nNnpvVOePE6sXbOAXLlzIooiq1dtZtHi1YwbN5Tu3ToQFhYBwNhx0zl06AQqlYoVy2fj5lYapUrFpk27mDlzcSZnkUXILXEf9NUrcaIoPgJcAQRBUAL+wJ5PDLMUaCWK4gNBEPoBY4Gfv2Y5P8aGDTtYsmQta9cuSJtWp3Y1WrZoRPkKDUhJScHe3i5tnpf3cypWamjoYn625OQUvmvZlYT4BFQqFXsPbeL40bMULVYQ5zyO1KjUFFEUyZnTNm0dhULB2EnDOH3iQtq0HDmsGTaqP43qfI8oihw5vYvDHieJjo7JjLTSObPzJEfXH6T33F/STbd1tKNMzXKE+YWmTStXtzwOLo4Mq92fQm5F+XlKLya2Hk1KYjLLhiwk2CeQHLlsmHJgNnfOeJIQk0D70Z05tHofl/adp+vU3tT5oR7HNx1+vRgGodPqOPf7FkLv+mBkbsIPHr/z4uwdwh/54dFrAXWnd3tjnejnwWxr/Ntb4xVqXJHU+DcPCCwcbclbqwwxfmFfPYePJWp03J60mag7PqjMTah3eArBZ+4C8GTFQR4v80i3vGVRZ/K2qsKROqMwyW1DrR1jOFR9WNpOokjPxsQ+CcDI0jRtnVsTNqHRH0iWndiRwt0a8mjxPgNlmJ6o0XF/4iai7/igNDeh1pE/CNUfzHqv8MB76YF0yzu1qIxCreJ03VEoTdXUOTMb/7/Ok+gbhu/20/isOYzron7p1ik5rgOP5/xJyIlb5KrnSolxHbjY5neD5fgPUaPj1ivbtr5+28Y+9sfUyZbcdcoQ/8pn7/HSAzzW5+/YwI2ivZqQGhWPiYMNRbo34lDtkeiSUqmyfCB5W1Xl+Y4zlB3bnicrDuL79yXKz+iGy4918N5w3OC5/pPv1UlbiLgr5dvi0O8EnLnD3aUH8Jy1C4AS3RriOuRbLo5eS+C5e/geuQGATYm81Fk2kD21X1bG3Ua0JfjSw3SvUWVaVy6MXEXoDS/qbxyBc92y+J+8bbgkX3Fr51murj9K67l90qY1n9GDY1O38PzyQ1zb1aZa72acmrOLnEWcKdWiCksbjMIytw2dNo/hf3WGkbOwM+V/rMuqluPRpmrouGEUj497Evk8mBr9WvLs/D3OL91H9b4tqN6vJcenb8uUXM/tOsXx9Qfp8Zb9T+larun2PwCPrz5gQfdp6ablyG1L/Z+b8lv9waQmp9B38TAqt6jB+V0n2fr7WpL0v1Htx/5MvS5N8Fj6qYdbGSM5OYU2LX5OO77Yd3gzJ46eYdyYacTFxgMwaepouvfqyKJ5K+nwU1uiomKo4taI1t81ZdykYfTqOpSI8Eg6/9CX4KAQipcowrbdq3AtUTuTs3s3jUbDyJGT8Lx5FwsLcy5fPsSx42cAWLBwJfPmLU+3fNu2zVEbq3ErXx9TUxNu3zrF9u1/8fy5X2YUX5bNZHR3ynqAlyiKzz9xPRGw0v9vDQR81VJ9pLPnLhMRGZVuWu/ePzFz1v9ISUkBIDQ0PDOK9tUkxEtnKI2MVKiMjBBFkS7d2jNnxhJEUTrA/efMEUD33p04sPcoYWEv865TrzqnT14gKiqa6OgYTp+8QN36NQybyDs8unKfuKjYN6Z3Gt+NbdM2puUIUKGBO+f+PAWAl+djzK3MyZHLhqBngQT7SK1VUSGRRIdFY2lrDUDJamW44nERgLN/nqRCQ/cMzujdEkKiCL3rA0BqfBKRTwOwcLAl8mkAUd6BnxTLyMwY155NuLrwrzfm1ZzQiQtTt4GYeWfJkkKiiLrjA4AmPonYJwGYOti8c3mnRhXw/fsSuhQNCb6hxPkEY+tWCABTR1sc67nybMvJdOv8U4EDUJqoMzXf5JAoovX5auOTiHvij4mD7TuXF0VQmhkjKBUoTNToUjRoYqV8Ii49JCXqzdZTURRR6SuxKkszkoIiv34iH+H1bRvzyrZ1ndSZ279vfee2yNe6Gi/+upj2XFAqUZqoEZQKlKbGJAVLOeWqUQq//VcA8NlxBucmFTMwo/dLDIkiQv+91cQnEf0kADMHW1Jf+fypzIzTfqs0r7QGvzodpBY3U3srAs68bGU2zZUDtaUpoTekVlWvXefI1zjz8n1x5SGJr33+7FwceX5Zqnh6n71DiSbS72ixBhW4t+8S2hQNUb6hRPoE4+xaiJyFnfC/6YUmKQVRq+P55QeUaFwJgKINynPrz7MA3PrzLMUaVjBgduk9vnKfuOg3v2vtx3Vlx7QNSIc6H6ZUKlGbqFEoFahN1UQFS/vkpFc+I0aZ/Bv1NumPL1SIophWgQMwMX35+W3ctB47tkj7m31/HaZG7aoA3L39gOAgqXXy4YMnmJgao1YbGTKNTxIUFILnTemEYlxcPA8fPsHJyeGdy4uiiLm5GUqlElNTU1JSU4mJMXzvlixJpzPsIxvK6Epce2DrZ6zXA/AQBMEP6AxM/6ql+gJFihSkRg13Lpzbx4lju6hYoVzaPJcC+bh65TAnju2iRvXMO5j/FAqFgmNnd3P3yTnOnLyA5/Xb5HfJR6s2TTh8cidbdi7HpWB+ABwcc9G0eX3WrU6/SR0dcxPgH5T2PDAgGEfH3AbN41OUb1CJyKBwXjzwSTfdxsGW8ICXZ/gjgsKxyZ3+QLlgucKo1CpCngdhYWNJQkw8Oq305Y8IDMfGwY6swDJPTuxL5SfoA93hrPLa0/7gFNrs/A0n92Jp0yuPaIvnyoNoElPSLe/SsDxxQZGEPXiRIeX+HGZ5cpKjTH4i9Aephbo1pP7xaVSY2xMjazMATB1sSAx4eeIhMSACU30lqNzkztyesvWtXTcqzutF89tLsCzsxNM1RwyQzYeZ5s2JdekCRN2Qepi7dGtE7RMzKDevN0bW5gAE7r+MNiGZBreXUv/6IryW7ic1Kv59Ybk3fgMlx3Wk/vXFlJzQkYd/ZE7rxavM8uTERr9tnRpVIDEoguj7b//sKU3VONQti98BqXKWFBTJo2UHaH5tIS1u/Y/U2ASCT99BbWtBanQ8ov57mxgY8d4TAIZkkScntqXzE6b/3rqN+p7vry6g4LfV8Jz1Z9py+RpX5NvTM6m/fjjnh62UJgoClcZ35Orv6X+fzRxsiA98eSIuPjACsyyS7z9Cn/ilVbZKNquMlaP03bR0sCEm8OX3NiYoAksHW0If+5GvUjFMc1igMlFTpK4rVk7SOhY5rYkLkU6+xoVEYZHT2sDZvJ9bg0pEBUfg++DNc9uFyxdj0sE5DFn3G05F8gIQFRzBoZV7mX1hGfOvrCIxNoF7Z2+lrdNtVn/mX12NYyFnjq3zeCNmZlIoFBw/u4d7T89z+uQFblyXWn/n/+8P7j45R5EiBdMu1XB0zIW/v3SyUavVEhsTi61tjnTxmrdqxJ1b90lJSTVsIp8pf/48uJYrzZUrngD069uVG9ePsnLFHHLkkD6Xf/55gPj4BHxfeOLtdYV5c5cR+VrjgUz2LhlWiRMEQQ20BHZ+xupDgKaiKOYB1gJz3/EavQRBuCYIwjWd7v0HKF+LSqXExiYH1Wq0YNToKWzdsgyAwMAQXAq5U8m9EcNHTGLjhv9haWlhkDJ9CZ1OR/2abXArVRe3CmUoXqIIxmojkpOTaVT3ezZt2MW8xVMA+H3aGH6fMCfdmd/sRm2ipmX/79g199MPUHPksqHvvEGsGL44S78HRmbGNF0+iLNh8hgRAAAgAElEQVQTN6U7m/+6+JAo1lUezLYmYzk7eTMNF/XDyMKUnCXzYZ0/N96HrqVbXmWipuKAllyesyujU/hoSjNjqq4ezM3xG9HEJeK1/hgHqwzhWP1fSQqJouyEju9d37G+G8lh0UTd9nnr/GtDVrDftT+xT/zJ07JKBmTwaZRmxlRcNYS74zegiUvEZ90xjlcexOl6o0kOjqTkxE4A5HArhKjVcbRcP467D6JQn2aY5cv13tj5uzTg3oSNHKswgHsTNlJubi9DpPROSjNjqum3rajVUvyXltyd+e7PnmOD8oRdfZxWWTWyNsO5UQUOVB7MPtcBqMyMyfdddUMV/5OpzIyps3IQVya8/N56ztjJzkqD8N5zgRJdG6Qt++LQNfbUHsmJ7vOk6+OA4l3q43fiJgmvVNiyi70jVlCxcwN67J+C2tz0g9cVhz0N4PyyfXTcNJqOG0YRdO952sm012WlX2q1iZpm/duw5y37n+d3vRlevQ8Tmgzj+LqD/LJiFABmVua4NajEyJr9GFK5J8ZmJlRtXSttvTUj/seQyj0JfOqHe4us9fnW6XTUq/ktriXrUL58WYqXKALA4P6/UrZYLR4/9qJVm6YfFatY8cKMmzSM4YMnZGSRvxpzczN2bF/JsOETiI2NY/nyDRQrXo0KFRsSGBTCrJnjAXCv5IpOqyVf/vIUKVqFwUN64+KSL5NLL8suMrIlrglwQxTF4NdnCIKgFAThpv4x+bV59kA5URT/uXJ1O1DtbS8giuIKURQriqJYUaEw/9rlfyt/v0D++usgAFev3USn05Ezpy0pKSlEREhddW543sHb24eiRQoapExfQ0x0LOfPXqFuvRoEBATjse8oAB77jlKylNRCU86tNMvXzOHq7WM0b9mQ6XPG07hZPQIDg3FyftldwNEpN4GBb2z2LCFXfgfs8+bmj4NzmXduGbaOdkw5MBtr+xxEBkVg55QzbVlbBzsi9d1WTC1MGb72N3bM3oKXpzSIQFxkLGZW5iiU0tfI1tGOyKDM7V6rUClpsmIQj/66gNdrlbDX6VI0JOm7NYXe8SH6eQg2BR1wqFCEXGVd6HJhHm13jyeHiyPf7vgN6wK5sMprz4+H/6DLhXlYONrS/uAUzOwz50y3oFJSdfVgXuw+T4CHlGtyWIzUoiaKPNt0Mq3LZGJQJKZOL1tJTZ1sSQyKwM69KI4NK9DkynwqLxuAfY2SVFrcN/0L6UR8/75EnmaZ27ouqJRUXD0E/93nCfK4CkBKWHRavs83nyCHPl/nNtUJPXkLUaMlJSyGiKuPsXZ9/+9R3na1CNS3YgXuvZQWKzMIKiXVVg/m+e7z+Htcwzx/bszz2dPw+DSaXpmPqaMtDY5MlQZ60cvXukq6rpS5a5Ym/kUoKeGxiBot/h5XsatYhJSIOIyszRH031tTR1sSM6nr6D8ElZK6K6XK2ouDb35vvXdfIH/TSm9MD778CMt8uTC2scC+QmGKd21A20vzqDiuA4Xa1qTCmB9ICIrE3PFljwJzR1sSMjnf14V7BbK583RWNR/L3b0XiHwudZ+LDYrEyvHl99bKwZbYIOk3+eb206xqPpb17X4nKTqeiGdSb5C4sGgsckktOBa5chAfFm3gbN4tV34H7PPkZvLBOcw6txQbBzsm7p+FlX0OkuIS0wYluX3qBkojJRY2lpSsUZZQ3xBiI2LQarRcP3SJwhWKpYsr6nRc3neeCo0z/0TT28REx3Lu7GXq1q+ZNk2n0/HXnx40bymNIxAYGIKzsyMgdR+1tLIkIkJqkXJ0ys3azYsZ0HsUz5/5Gj6BT6RSqdixfSVbt+5JO14MCQlDp9NJg52s3kzFSq4AtG//LYePnEKj0RAaGs7FC1ep8EoPr/80nWjYx0fQ1188BUHYr3/uIgjCZUEQngqCsF3fgIUgCMb650/18wu8EmOMfvojQRAavTK9sX7aU0EQPmpkxIysxP3IO7pSiqKoFUXRVf8Y/9rsSMBaEISi+ucNgAcZWM5P8vfew9SpI9UpixQpiFqtJiwsgpw5bVEopLfTxSUfhQu74P0s63Q5exs7OxusrC0BMDExpladqjx98oxDB45TvWZlAKrVqIS3lw8A7uUaUKlsfSqVrc/+vUcYPWwyhw4c59Tx89T5pjrW1lZYW1tR55vqnDp+PrPSei+/Ry/oX6ErQ2r0YUiNPkQEhjO22XCiQ6O4cewqNb6rA0Aht6IkxCYQFRKJ0kjF4BWjOPvnKa56XEwX7/7Fu7g3lfru1/yuLjeOXjV0SunUm9WDyCcB3Fx58IPLmthaIigEAKzy2ZPDJTfRL0K4u/E4aysOZH21IexqM5moZ4HsaTeV8Id+rHbrz/pqQ1hfbQhxgRFsazKWhNDMOUiqOLcnsU/8ebL8Za4muV52v3FuWpGYh9LF4YGHr5O3VRUUahVmee2xcHEgwtOLu39sx6PCQA66D+Zyn8WEnrvP1QFLATAv8LJLsFPD8sQ+zZRLc9OUm9eLuCcBeC9/2WXK+JV8HZtUIvahdICT6B+GXY1SgNSiZVOhMHFP3l/+pKBI7KqVACBnjVLEewe9d/mMVHFuT2Je2bYxD33ZV6YfHu6D8XAfTGJgBEcb/kay/rOnsjTFvkoJAg5dT4uR4B+ObYXCKE3VgHQdXKz+PQg5f588zaVKeYF2tdKtlxmqz+lB9NMA7q94+Vm2dHn5+cvbqDzR+lFkLV/5XNqWLoBCrSI5Mo6zA5eyy30wu6oM4drvW/DadZbr07aTGBJFSmwi9uWlSnmhtjV4cThz832dmZ3+EnhBoObA1lzfLA0y8/jodUq1qIJSrSJHXntsXRzwv+mVbh0rJzuKN67Enb+lwbYeH7tBue+kykK572ry+OgNA2fzbn6PXjCoYjdG1OjLiBp9iQwKZ2LzEcSERmFl//K77FKuMIIgEBcZS0RAGIXciqI2kT7HJauXIeCp9LuWK//Lk6du9SsS5OVv2ITe4/Xji9p1q+H15BkFCr5sZWrU9BuePJFG9D7scYJ2HVoD0KJ1I86duQSAlbUlm3csZ8rEOVy97GngLD7PyhVzePjwKfMXrEib5uDwsidE61ZNuHfvEQAvfP2pW0dqQTUzM8W9cnkePTL4YOyyjzeI9HWSGcA8URQLI9Vfuuundwci9dPn6ZdDEISSSJealQIaA0v0FUMl8D+kBrCSwI/6Zd8rQ272LQiCOVLlq/enriuKokYQhJ7An4Ig6JDelDeH1TOATRv/R+1aVcmZ0xYf72tMmjybteu2sWrlHG56HiclJZVu3aVh62vWrMLECcNJTdWg0+noP2BMlu/XnMvBnoVLp6FUKlEICvb+dYijh09x+dJ1lqyYRa++XYiPT2DoL+PeGycqKpp5s5Zy6OQOAObOXEJUVNY4+9l/4RBKVC2NhY0lCy+t5M952zi9/e2j0N08cZ1ydcsz58wSUvS3GACo0rwaxdxLYpHDklpt6wKwfPgiXtz3Ydu0jQxYPJTvh3fA594zTm0/ZrDcXudYqSjF29Yk7MEL2h+aCsDFGTtQGhtRe/JPmNpa0mLdcELvP2dvp5k4Vy5O5WHfodNoEXUiJ8esJfkD101lFXbuRcn/fU2i7r+g/tE/AOl2Anm/rUaOUvkRRZEE31BujFwDQMxjf/z2Xabh6ZmIGi03f133/jNvgkClBX2k0SoFiL7/ghuj1r57+Qxm616MvN/XIub+C2odk0avezhtO86tq2FVOj+IkOAbyu0RqwDwWXME1wV9qHN6Fgjgu+00sfrrGMsvHYhdtRKobS2pf2Mxj2btwnfrKW4PX0mp339CUCnRJaemxTI0O/eiFNBv2wb6bXvnlVtFvI1zk0oEnb6DNvHloB8Rnl747b9C/SNTETVaou4+x3vTCSnelK1UWTaQ0qO+J/Luc55tPZWhOb1PrkpFKdy2JhH3X9DyiPS9vT59B0Xa18a6kCOiTiTeP4yLo6XPX/6mlSjUtgaiRosmKYXTfT88HPmlX9dRY14vlCZq/E/ewv8972VGa7OwP/mrlsDMxpLBlxZxat4u1GYmVPpJ6i768NBVbu44DUDoE3/uH7hM32Mz0Wm0HBy3Lu0GwO2WDcLUxhJtqoaD49eRrL+NwPkl+2i7ZCCuP9Qh2j+MXf0WZk6iQO+FQyhepRQWNpbMubiCv+Zt5+yOt+9/KjWpSt1OjdBqtaQmpbBs4DwAvG8+4drBi0w8MButRsuLe884vfUogiDQY85ATC1MQRDwfeDDhrEr3ho7M+R2sGfhsukoFUoUCoG/90jHF3sPbcbS0gJBgHt3HzFy6EQAtmzcxeIVM7nkeZioyGh6dxsKQPeeHXEpmI9hI/sxbKQ0ou4P33ZPN+BaVlK9WiU6dWrLnTv3uXZVuo567LjptP+hNeXKlUQURXye+9Gvn9RddunSdaxaNY+bN08gCALr12/nzp0s026RubLYLQYEQcgDNAOmAkMFQRCAb4AO+kXWAxPRj7Cv/x9gF7BYv3wrYJsoisnAM0EQngL/dPN5Koqit/61tumXvf/eMmXla3s+hUrt/O9I5CPkNLP68EL/EvWtS2R2EQyqss4ss4tgMI6a/8xXFgBjMXuOfvU5koSMHjMra4nXt2j/F7xQ/be+t8+ErHHfNUPwiLyX2UUwqIjEN0eu/jdLTfHPVj9UsX0aG/THxmr54d7AqxeDrxBFMe3MiCAIu4BpgCUwHOnWZ5f0rW0IgpAXOCiKYmlBEO4CjUVR9NPP8wIqI1XsLomiuEk/fTXwTxeMxqIo9tBP7wxUFkVxwPvKnCEtcTKZTCaTyWQymUz2OQzdyKSvsL21OVsQhOZAiCiK1wVBqGPQgr2HXImTyWQymUwmk8lksrerDrQUBKEpYIJ0L+sFQA5BEFSiKGqAPMA/F6b6A3kBP0EQVEj3vA5/Zfo/Xl3nXdPf6b/V50Umk8lkMplMJpNlbVlodEpRFMeIophHFMUCSAOTnBBFsSNwEmirX6wL8Lf+/7365+jnnxClpsW9QHv96JUuQBHgCnAVKKIf7VKtf429H3qL5JY4mUwmk8lkMplMJvs0o4BtgiBMATyB1frpq4GN+oFLIpAqZYiieE8QhB1IA5ZogP6iKGoBBEEYABwGlMAaURQ/eJGqXImTyWQymUwmk8lkWUcWG53yH6IongJO6f/35uXokq8ukwR8/471pyKNcPn6dA/A48013k3uTimTyWQymUwmk8lk2ci/piXO1a5gZhfBYFqq8314oX+JesnJH17oX6RoGd/MLoLBGOVSZnYRDEpQZavRnb+I+B+7fQT/oXzD7qgzuwgGFRhhmdlFMBiVTZnMLoJBXTT57+xvsyMxi7bEZSVyS5xMJpPJZDKZTCaTZSP/mpY4mUwmk8lkMplM9i8gt8R9kNwSJ5PJZDKZTCaTyWTZiNwSJ5PJZDKZTCaTybIOXWYXIOuTW+JkMplMJpPJZDKZLBuRK3EymUwmk8lkMplMlo1kSHdKQRCGAD0AEbgDdNXf+O5j1/8B+A3pruX7RVEclRHlfF3+Qnn5Y9mktOfO+Z1YPms11y94MmbGcNTGarRaLTNGz+XezQcAVKjqytDJv6AyUhEVEU3vNgPfGWfryp2GSOO9WszqSdFv3IgPj2FZw9EA5C6Rj2Z/dMPIzIRov1B2D1pCSlwipjks+H7ZIJzKFuTmrjMcGr8+LY7CSEmTyT9ToEoJRJ3Iidk7eHjwKlZOdrSe2wdjKzMUCgXHZ2zj6clbmZKr2smOoosGYmRvDSIEbTxK4CoPzEsVoNDMXgjGRqDV4TV6JXGeT7GqVooS60aS9CIEgAiPy/jO3QVAjrquFPy9KygVBG8+jv/ivwAwzpeLYsuGoLKxIP62N48HLEJM1WRKvhipyTF3IYKRESiVJJ89TcKGtViOGI1RGVfEhDgAYmZNR+v1FMHCAstho1E6OSGmpBA7ZwZan2cACOYWWA4dgbKACwCxs2egeXAPAJNWbTBt2Rp0OlIuXyJ+1bJMyNUIi3ELEFRSrqlXTpP053pUpdww+bEPgkJATEokYfkMdMEBqGs1wuTH3oiRYQAkH/mLlFPSPTWtNx5F5yvlrQsLIX7uWABMew5H5VIMBNAG+ZGwbAYkf/TP2FfP1/zX+S/zvXqG5D3rUZZwxbR9H1Cp0Po8IXH1LNBJfVBMOvZHVa4ypCSTsHImuudPEOxyYf7LZBAEUKlIObqHlJP7QW2MWf/xKHI5gagj1fMiyTtXZVquX2PbCjlzYz54MoJCAKWK5CN7SDm+T3qJKnUwadURFEpSPS+StG1l5uT6T74TFyAYqaXyXD5N0s51qEqXx6RTbwRBIeW7ZDq64ACUJcpi2qU/ynyFSFgwmdTLZ9JCCXa5MOs9HEXOXCCKxE8fjS40GHWj1hg3bYvSwZnoHq0QY2MyJVVBbYTzhjkIaiNQKYk/cpaIxRvJPXMUxqWKIGq0JN95RMjEBaDRYtG8Ljbd24EgoItPJHTyIlIeeWNUIA8Oc39Ni2uUx4HwRRuJ3rgHu+E9MK9TBTE1lVTfQEJ+m4MuNj5T8lU72VFs0UDU9taI+n1QgH4fVHhmLxTGRohaHU/1+yD7NjXJO6C19JsTl8TTUSuIv//8nXGAd8bKDF1m9qXsNxWIDY9mYqNhALQY/D0129cnLkL6zO2euYW7pzwpUaMs343qiNJIhTZVw64/NvLw4t108fqvHIV9vlxpsSo0rULLwe1wKOzMH63G8PyOt2ETfA9LKwsmzf2VwsULggjjhkzh1rW7dOj+Pe27fodOq+PMsQvM/X0xKiMVE2aNppRrcUSdyPSx87h64QZm5mZs2Ptyf5rbMRf7/zzEjHHzMzGzzCPfYuDDBFH8um+SIAjOwDmgpCiKiYIg7AA8RFFc95Hr2wGeQAVRFEMFQVgPbBBF8fj71qvoWPOrJqJQKPDw3M3PzXozdvZItqzYwYUTl6n+TRV+6t+B3t/9goWVBWv2LWVgh2EE+4dgY5eDyPCod8YJ8gv+KmX7kvvE5XMvTkpCEq3n9kmrxHXfO5ljU7fw/PJDXNvVJkdee07N2YWRqTEOpfKTq1he7IvlSVeJqz3kOxRKBSdn7wRBwDSHOYmRcTSb1p2gez5c33ScnEWc6bB2BAtrDP7s8n7JfeKMcuVAnduG+DvPUJqbUO7ITB50nYnL5K4ErNhP1AlPbOq54dy/NXfbTMCqWimc+7bkQedp6QMpFJS/sJB77SaTEhhBuUPTedR3PomP/Si2YijhBy4T9vd5Cs3oRfx9H4LWH/nsMhctE/rZ6wJgYgpJiaBUkmPeYuKWLsK0eUuSL10k5ezpdIua9+yDmJhIwqb1KPPmw2LgYKJHDgXAcsQYUu/eJungAVCpEIxNEOPjMCrnhlmHTkSPHQ2pqQg5ciBGRb2tJB/0xfeJMzaRKlVKJRbjF5K4cTFmfUYTP3ccuoAXqOu3RFWoOAnLZ6Ku1QilSzES1y98I4z16gNEd2/2ZnxTM0hMAMCkY1/EmCiS92397OJ+8X3iXsnX/LcFJG1Zglm/ccTPGIEu2A/jb39GFx5M6pmDqMq6o27wLQlzxqAsVAKTjv2JnzwAlCqpAqdJBWMTLKeuJm7KL4gJcSgLlkD78CYoVZiPmk3y/i1obl/5rKJ+8X3ivsa2fS1XqxlriJ04EDSpWE5dTuzYPoix0Zj1HkXKuSNo7nl+fnm/Zr6TFpG4fhFm/cYQP3ssOv8XqBu2kvJdOgOFfW4wNcekxQ+kXjufrhJnMX4eSXs2oblzXYopipCSjLJAYcT4WCzGzyf2195fVIn70vvECWYmiAlJoFKSZ9NcQv9YijKHJQlnrgKQe9ZoEq/dJWb7fkxcS5Li/QJdTBxmNSti278zfu0HpQ+oUFDg1Gb82g9CExCCabXyJF6+CVoddkO7AxA+d/Vnl/dL7hP3+j7IVb8PKji5K/4r9hOp3wfl6d+aO20mYFmxGIlP/NBEx2PzjRv5hrfjVtMx74yT8NiP0tvGvTXW59hg8mW/UUXcS5Acn0S3uQPSVeKS45M4snJfumXzlipATGg00SGROBXNy+ANYxlZpXfafLdG7lRoWpU8xfOlxXIo5IwoinT+oxc7p2744krcxcSvd5+4qQvHcePyLf7cvBeVkQpTUxOKlylKr8Fd6ddxKKkpqdjmtCEiLJL2Xb+jVLkSjBs8BducNizdMo/2jbry+vH49iPrmDl+Ptcv3fwqZbwbfClb3aw0quM3Bq3F5dh8Ilu9P5Bx3SlVgKkgCCrADAj4hHULAk9EUfznaPYY8N1XLt8HVapZAX+fAIL8ghFFMLcwB8DCypzQIOmMb+Nv63PS4zTB/lLLzesVuNfjZAUvrjwkMSou3TQ7F0eeX34IgPfZO5Ro4g5AamIyvtceo0lOfSOOa7vanPvfXumJKJIYGZf2v7GFKQAmlqbEhkRmUCYflhoSRfwdqYVFG59EwhN/1A62IIqoLKUyKi3NSAmKeG8cS7fCJD0LIvlFCGKqhtC/zmPbqBIA1tVLE7b/IgAhO05h29g9AzP6CEmJ0l+VSnq85ySNMn8BUm9KB65a3xcoczsg5LBBMDPHqEw5qQIHoNEgxkvb16RFKxK2bYFU6TPxuRW4r+KfVjGlSnqIIoggmJoBIJiZo4sM//z4+gocgKA2fu97aRCv5CsoVaDTIWo16IL9ANDcu45RxZoAqMpXJ/W8dDJB6/UAwcwCwdoWtBqpUgMIKjUo9PuslGSpAgeg1aB9/gTBJqfhcnvd19i2r+ZqpJYqdIAilyPaIH/E2GgAUu/dwKhSrYzJ42O9mq9KKfVhQUQwlfY7r+arCw1G98I7rcX1Hwrn/KBUShW4f2KmSCfBtD5P0YVmjX2QmCDlKqj0uSKmVeAAku48QuUgffaSbt5HFyP99iTdeogq95ufSdMqrqS+CEQTIO2HEy/cAK1Ov86DtFiZ4fV9UOIr+yClfh+kemUfFHvtEZpoqdUw9vpjjB1t3x8H3hkrMzy58oD46LgPLwj43vMhWn98EPDYF7WJGpVa6hxmbGZCgx4tOLDoz3TrBHn5E+z9KYeThmFhaU6Fqm78uVk6JtKkaoiNieOHLm1YvWgDqSnS71BEmJRvoaIuXDl3LW1abEwspVxLpIuZv2Be7HLafLUKXLakEw37yIa+endKURT9BUGYDbwAEoEjoih+StPEU6CYIAgFAD+gNfBlp/4+Q6NW9Tj81zEA5oxfyOKtcxg0vh8KhYJuLfsCkK9QXlQqFcv/XIiZhRnbVu3kwM7D74yTVYU+8aNYwwo8OnKdks0qY6XfcbyLsZV0IFV3eFvyVylB5PMQDo5fR3xYDKfn76bjxtG4/9wIIzNjNnX4wxApfJBxXnssShcg7sYTno1fS6mtYykw/idQCNxp8VvacpYViuJ6fDYpwZE8m7SexEd+qB1tSQkIS1smJTAcy/JFUNlaoomJTztgSA4MR/2B9y7DKRTYLFmB0smZxL1/oXn4AFq0wrxrD8w7dSHF8zrxq1dAaipaby/UNWqSevc2qmLFUeTOjdLeHlGnQxcdheWI0SgLFkbz5BFxSxZBUhKqPHkwKlMW8649EFNTiF++FM3jh5mTq6DAcuoyFLmdST76F1qvhySsmo35iGmQmoKYGE/shAFpixtVqomqeBm0QX4kblyCGKE/T2SkxuL3paDTkrx3K6nXz6etY9prJEau7mj9n5O4eamhM0xPUGAxaSmK3M6kHP8brfdDBIUSZYGiaH0eY1SpFgpbewAUNjlJDX/ZqitGhKKwyYk2OgLB1h7zoX+gyOVE0vYViFGvVYbMzDFyrULykd2GzC69r7RtBVt7LEb8gSK3M4lblyNGhaNLSUbplBdFztzoIkIxqlBd6rqZmQQFltOXo3BwJvnwX2ifPiBh+WzMR0+DFH2+Y/u/N4TSMQ9ifBxmwyahsHdEc+c6SVtWgpjFhnhTKMi7azFG+ZyI3rKP5NuPXs5TKbFsWY+waW920bb6rjHxZ6++Md2yaR3iPE699aWs2jQi9tDpt84zNOO89piXLkDsjSd4jV9L6a1jKajfB916ZR/0j9wd6hF54s3W4VfjAB8VK7PV7dKYqm1q43PHi51TNpAQk757a/kmVXh+1xtNinQpQqthP3B01T5Skj6/J44hOedzIjI8kikLxlGsVGHu337E9LFzKVAoHxUql+OXMX1ITkpmzqRF3L35gEf3n1CnUU089hzFwTkXJcsWx8EpN3c976fFbNK6AYf+ztrHjrLM99Vb4gRBsAFaAS6AE2AuCEKnj11fFMVIoC+wHTgL+ADar13O91EZqajVqDrH9p0EoO1PrZk7YRHNK7Zl7oRFjJsjdUNUKZWUKFuMQZ1GMuDHYXQf3IV8BfO+M05WtXfECip2bkCP/VNQm5ui/cA1XQqlAmsnO3yvP2Fls7H43XhCg986AlC6ZVVu7TrD/CoD2frzTFrP75d2BjyzKMxMKL5qON7j16GNS8ShSyOeTVjHtQp9eDZhHYXn9gMg/rY31yr25Wa94QSu9qDEWoNcivl16XRE9ulB+I/foypWAmUBF+JXryCyW2ciB/RGYWmF2Q8dAEjYthmFhSU2y1Zh2vo7NE+fIup0CEolqiJFSNz3N1F9eyAmJaWtg0KJwtKKqF/6Er9iKVZjJ2ZerqKO2F97ETOwHcpCxVHkKYBxk7bEzxpDzMAfSDl9GNOO0gmX1BsXiRncgdgxPdHcuY5Zn9FpYWIG/UjcuL4kLJ6Kaef+0nVheokrZhLTv53Upa1KXYOnmI6oI258b2KG/ICyYHEUzgVIWDIFkw79MJ/wP8SkhDdaZ94aJiKUuLE9iR35E0Y1GiJY2bycqVBg1ncsyUf3IIYGZmAyHyrk19m2YkQosWN6EjO0M+qajRCsbBAT4khYMx+zgeOxGL8AXVgQ6Ay6i3mTqCN2VE9i+n6PsnBxFHkLYNysLfHTxxDTryjk8ssAACAASURBVB0ppw5h+lO/98dQKlGVKEPSxmXE/doHRW4n1HUaG6b8n0Knw7dNP3zqdsS4TDHUhfOnzbIfN5Cka3dJup7+2ihT93JYtWlE+JzXukUaqTCvW4W4w2d4nU3vHxG1WuL2nciQND6FwsyEEq/sgxy7NMJ7wjquVOiD94R1FJmbfttaVy+Fw4/f8GzKpvfGAT4YK7Od2nSEX2sNZHLTEUSHRPH92J/SzXcqkofvRndk068rAMhbsgD2+RzwPPx5Xbkzg0qlpESZYmxfv5vv63chMSGR7gN/QqlSYmVjTYcm3ZkzeTGzV04FYM+W/QQHhrD9yFpG/T6Em1fvoHvtN6hJ6wZ47Pn8SzP+FXQGfmRDGdGdsj7wTBTFUFEUU4HdQLVXFxAEIa8gCDf1jz6vBxBFcZ8oipVFUawKPAIev+2FBEHoJQjCNUEQroUmBH21BKp/U4WHdx6nNX03b9eYEweks3nH9p2klJvU7B0cGMrFU1dISkwiOiIaz0u3KFKy0DvjZFXhXoFs7jydVc3HcnfvBSKfh7x3+cTIOFISknhwUDorev/AZRxKFwDA9Yc63N9/CQC/G09RGRthZvv51xR8KUGlpPjq4YTuPkuEx2UAcrWrTfgB6f/wvRexcCsMgDYuEZ2+q0/kcU8EIyUqW0tSAiNQO73skqN2tCM5MAJNRCwqK3NQSl8jY0c7UgIzryvLq8T4OFJveaKu6I4uQl+m1FSSDh9EVay4tExCArGzpxPZpwexM6aisLZGFxiANjQUXWio1IoHpJw5japIUQB0YaEkn5MOmDSPHoKoQ7C2NnyCrxAT4tHcv4lRucoo8xVC6yW1DKZcOomqaClpmbiYtK51KSc9ULkUebm+fkAMXWggmgc3URYo/NoL6Ei5dBIj95oGyOYjJMSjeXATVdlKaL3uE//HYOIn9Uf76DZafddKXWQYCjv7tFUEW3t0kWHpwohR4ej8nqEsWiZtmmnXoeiC/EjJzFa4V3zptk2LExWO1vcZquJSrhrPi8RN6E/cxIHoAnzRBvkZKKP3ExPi0dy7iZGrPt+n+u/ghZf5vosuIhStjxe6kEDQ6Ui9eg7lW96LrEIXG0/ilVuY1ZS6ptv064jS1pqwGcvTLacu6kKuyYMJHDARXXRsunnmNSuRfP8p2tcuZbBs3QDz2u4Ej5yRsUl8BEGlpKR+HxSu3wflfmUfFLb3IpZuL39zzErkp8icvtz/eQaayLj3xvlQrKwgNiwaUadDFEXObjuGS7mX5bNxsKXf8hGsGbqY0BdSd9+C5YtSoGxBpp37H6N2/k5uFyeGb5uYSaX/OEEBIQQHhHLnhjT415F9JyhZphjBASEcOyCdxL/reR9Rp8PGLgdarZaZ4xfQtt5P/NJlJFbWFvh4vUiLV6xkYZQqJfdfbaWWyd4iIypxL4AqgiCYCYIgAPWAB68uIIqiryiKrvrHG/0mBEHIpf9rA/QD3jpMmiiKK0RRrCiKYkV7M4evlkCj1vU5vOflOCqhwWFUqOoKQKUaFfB9Ju3wTx8+h6t7WZRKJcamxpQuXxKfJ8/fGSerMrOzkv4RBGoObM31zR8u8+NjnhSoKlVmXaqXJuyJP/9n77zDo6i+P/zOlmyy6T0hCSEBQu+9I0gXBKTaBaQpVZqFIkgTERR+KggCoiio9CZdeq8BQkkgvfdskq3z+2PihggCCmTh67zPkwf2zsyZ+9mZnbnnnnPvBchJSCekWXUAvCqUQaVRk59um5nQACosGE7BjTgSlmy1lhmSMnFpKjWIXJvXoDBKijiovd2s+zjVqYAgCJgycsk9fxOHUH80ZX0Q1Cq8uzcjY5fkwGYfvYzXC00A8OnTmozf7073KS0EV1cERyfpg50ddnXrY46NQeFRnOJp16x5iRkoUUkZ1fadXsB46SJifj5iZgaW1FSUgVJUWV2nLubo2wDojx5GXbsOAMqAQFCpEbOzS0lhMYKzK4JWGi+E2g519XqYE6IRtI4o/AKl4ur1MMdLL0bBrfg7UNdrijmhqFzrBEWpdIKTC8qw6pjjpd+wwrc4Iqeu2xRzwuMbBP9PEZxd4Q69qmr1sCTEIjgX3bMqNZrO/TDskyYPMJ07irpZewCU5asgFugQszOkcW7qoux0rRPKsBpYkiRdmpfeQnBwpHDNV6Wq7a88tmvrUaxV0DqhqlQdc6KkVXBxs5Zr2r2IYf/2UtF2L+7SW6Me5vhoBK0TCv8ivTXrW/X+Heab1xAcnaR7BVBVr4M5Lvq+x5Q2CndXFM5F4/w0dmib1sUQFYvLSx3RNqtP8rjZJcaeqvy98ftyCsmT5mGMjr/LnlPn1uT+JZVS27w+7gN7k/DONMSnIB2v4oLh5N+II/4v7yDXoneQW/MaFBS9gzQBXlT9bhzX3l1kLbufnfvZelpwveO9WqdDQ+KvS79BBxctI1a8z29zfyTyTLGz8scPuxjfaAjvN3+Hub0nk3wrgc/6TSvtav8j0lMzSEpIplx5adK5xi0aEHn9Fvt2HKRhs3qANMZNrVaTmZ6FvYMGB609AE1aNsRkMhN1/bbVXqee7dnxX4/CIc1OWZp/zyKPfXZKAEEQPgb6AiakmSYHiaL40E9TQRB+AmoVfZwuiuLPDzrmcc1Oae9gz9bTv/Ji477oiqYlrtWwBuNmjEKpVGLQG5jz/nwiLkrBwdeG9adrv86IFgsb12y1LiNwLzuPi0eZnbLnl+8Q3KQKWndndGk5HFjwK3Zaexq83g6AiJ2n2Dt3rXX/kYcXonF2QKlWUZiTzw+vzSHtRjyuAV50XzAMexct+Rk5bBq3lJyEdLwqBtB1ziDUWg2IsGf2T0QduvSv6/sos1M6N6xMzc2foLsSjViUZhYzew2m3AJCZ7yFoFJi0RuJnPQtuotR+A3oiP8bHRBNZiyFBm5NXUXuaenl4t62DiHTpSUGUn7aR9wXUqRCU9aHSkvGoHJzQhd+m+vvfIFo+PdLDDzK7JTKkFCcJ3yAoFCAIKA/eID8H1bh+ukCFG7Si9QUeZPcLz6HwgJUVarhPOF9EEXM0bfJnT8XMU/q+VWWr4Dz2PEIKjXmxARyP5sjbVOpcH5vIqryFRBNJnRLv7JOjvJPeZTZKRVBoWiHTizSqsBw4gD6DatR12+Ofa83wSIi6nLJXzoPS2oi9n0Hoa7bFMxmLLocCr5biCUxFmXFamgHjpEGNSsE9Dt+w/DHDhAEnKZ8UTSRhoA5JpL8FQtLTHbyT3mU2SkVQaFo354ACiUIAsaTf6DftBr7voNR1W4sfQf7NpeIoNm/NhJVzQagL6Rg2TzMt6+jqlYP+/5DpYayIKDfsxHjgW0I7l64LFyLOSHaOmmNfu8mjH/8O+fmUWanfFzXVlW9Hg6vDJUmCRGKlh7YL03Wo33nI5TBoQAUrl+N8fgjprw/it6yoWiHT5L0KhQYjh1A/9v3qBs0x77PWyCKiHm55H/zKZaURJTlK+H43gwERydEowExK5PccW8BoKpRD4fXhoEgYI66Tv7S+WA2YdexJ/bd+iG4eSBmZ2I8f4KCJZ/9q/o+yuyUdmEh+M4eB0Va83YeJPPrHyl/cTumhGQs+VKKYN7uI2R+/SPe00fj1K45pkQpO0Q0mYnrMwIAwUFDub0/EN3+DSx5xb/LsjtXIKjVWLKlzsPCCxGkfnz3rLQPy6PMTunSsDK1/vIOuj17DeZ7vIPyLkZRcf5QPLs0Rh8nvQdEs4XzHSb+rZ3MvedwaVj5nrb+DY86O+XbX44irHE1nNydyU3LZvOCdYQ1rkZQ1XIgiqTFpfLDB0vITs2iy7s96TS8Bym3i7OoFrw2g9w7On09A70ZsXySdXbKOh0a0n/aAJw8XCjI0RF79TYLX5/5r+v7OGenrFStItM//wC1nZrY6Hgmj/qE/PwCPln4EZWqV8RoMPHZx19y8vAZygT5s+TnhYgWkeSkVKaMmUliXPH3sOPkbwx/eSy3bj7eTphnbXbKzN6tS9Wzcv/lwDP1/cATcuJsweNeYuBp5lGcuGeNR3HinkUeeYmBZ4hHXmLgGeORlxh4hnjkJQaeNf5Deh91iYFnjUdx4p41HtWJe9Z4nE7cs8Az58S9VMpO3G/PnhP3pJYYkJGRkZGRkZGRkZGRkXkCPPYlBmRkZGRkZGRkZGRkZP4tz+o4tdJEjsTJyMjIyMjIyMjIyMg8Q8iROBkZGRkZGRkZGRmZp4dndO220kSOxMnIyMjIyMjIyMjIyDxDyJE4GRkZGRkZGRkZGZmnBlGOxD0QORInIyMjIyMjIyMjIyPzDPE/E4nr8R9aO62rkPPgnf5HCOlutHUVShVV8+a2rkLpYe9g6xqULur/0Ppa5n+/4P0zieq/c239z5+zdRVKFa9ribauQqnxwl4/W1ehVDE5BNi6CjIyj8T/jBMnIyMjIyMjIyMjI/M/gJxO+UDkdEoZGRkZGRkZGRkZGZlnCDkSJyMjIyMjIyMjIyPz1CBPbPJg5EicjIyMjIyMjIyMjIzMM4QciZORkZGRkZGRkZGReXqQI3EPRI7EycjIyMjIyMjIyMjIPEM8UiROEIRRwNuAAHwriuLCf3j8u8BooDzgLYpiWlG5AHwBdAbygTdFUTz7KHW9Hy/Me5sKbeqgS8/h2/aTAPCpUpZOswZgp7UnOy6VjaO+wpBXgGugF0P2ziMjUpp2OP7cTXZ8+B12jva8/ssUq01nfw/CNxxm9/QfCGpYmfZTX8Wnclk2jFhMxPaTT0rKAxE0asqvnYOgUSMolWTvOELygjWoA30JXjwepZszBeGRxI75HNFYPE24S8emlPvmfW50HUPBpZs4Na+N38Q3ENQqRKOJxFkr0B27CIDrC83xeacPglJJzr6TJM1ZZSu5EoIC7ftfImalU/DVVARPXxwGvY/g6II55gaFK+aB2YSyQnU0fYaiCAihcPlsTGcPA6AMq4mm9xCrOYVfEIXLZmO6cAz7N95DWbEGYoEOgMJV87HERdlE5p+YLSIvL9uLj4s9i/o1562V+9EZpGuZqdNTrYwHC/s2JbfQyIcbT5KUnY/JIvJ6kzC61y4HQN1PfqWCjysA/i5avujXrMQ55u48z8bztzg2qUepavsrZouFl7/ajo+LlkWvt+FkZCKf7ziL0WymSoAn03o0QaVUIIoin247xeFrCdirlUx/qSlVAjwBqPvRD1TwdQPA382RL157DoCfj0Xw49EIYjNy2f9Bb9wd7W2m80/MFgsvf7kJHxdHFg1oz8mbCXy+9aSkN9CLab1aoFIqyC0w8OHPB0jK0mGyWHi9ZQ26Nwjj1M0E5m05YbV3OzWbOS+3pk31cry/5gBX4tJQKQWqB3nz0UvNUStt189ntlh4efE26dq+2Va6tttPYzRbqFLGk2kvNUWlVLDtXBQrD4YjiiJajZoPuzemkr8HAJ3m/oqjRo1CIaBSKFjz7gsAfL79NAcjYlErlQR6OPFxr+a4ONhumYBOs36S6ikIqJQK1ozqQXZ+IRN+2EdCZi5l3J2Z92pbXLQa6V7edIzDEbHYq1VM79uKKoFeRMSnM2v9YfL0BpSCgkFta9OhdnkATtyIZ8G2E1gs0nc0vW8rynq52kwvgoD9oE8QczPR//wZdl3fRuEfgiAIWNKT0G/6Box6VPXaoq7fDlG0gKEQ/dbliGnxkgmfIDQvDESwcwBRpGDZZFAqsX+z+D2scPHAdPEwhl0/2EanWo3T5C8QVGpQKjGe/IPC31ahqlYH+/5DERQCYmEB+UvmYklOwK5lB+z7D0HMTANAv2sjhgPbAXBdvRtL7C0ALGkp6D7/yHoa+94DUDdqBRYL+r2bMfy+odSl2pfxoO6iYdh7uyKKEL16H1HLdlJp3EsEv/IchnRpaaQrs9eRsvc8DkFetD34GXmRCQBknLnJxYnfoXK0p/mm4mto7+9J3G+HCZ+yGocAT+p8ORS1iyOCUsGVmT+Tsvd8qWsFGPDpcGq1qU9OejaTO4wpsa3DoK70++hNRtR5k7zMXCo1rsbIpRNJi0sB4MzOE2z+8pf72nF0dWLY4rF4BfqQFpfCV+/MJz9HV3oCnwLkMXEP5l87cYIgVEdy4BoCBmCnIAhbRVG8+Q/MHAG2Agf+Ut4JqFj01wj4uujfJ8KFXw5xetVuun4+1FrWZe4g9s5cQ8yJCGr1aUWTIV34Y/6vAGRGJ7Os8wclbBh0hSXKBmz9hIidpwHISUhjy3tLaDS4y5OS8NCIeiNRL3+IJb8QVEoq/DqX3ANn8BrYndTlm8jecoiAmcNx79uOjB92AKBwdMDrra7ozkVY7Zgyc7g9cAamlAw0YWUJ/X46Vxu/idLNGf/3B3Cj62jMGTkEzh+NU9Oa5B29aCvJqNt0x5IUi2CvBUDTcyCGvRswnf4DzcsjUDfrgPHgNiyZqRSumo9du5dKHG++fpH8me9IH7ROOM1YgelKcZ+Cfv0yq8P3NLDm5A1CvJzRGaQ19la8+Zx123u/HKN1WBkA1p6+SaiXM1/2a0aGTk/3r3bSpUZZ1EoFGpWSdYPb3dP+5YQMcgoNT17IQ7DmaAQh3q7o9EYsFpHJvx1l6YB2BHu58NWe82w5F0mP+hU5fD2BmLRcNo99kUuxaczcfIIfhnUGQKNWsm7EC3fZrh3sQ4vKgQxatqu0Zf0taw5fJsTHDV1hkd61B1k6uBPB3q589fsZtpy5QY+GlVh77Aqhvm58+VZ7MvIK6D7vV7rUKU+DCmVYN0ZyvLPz9XSdu44mYYEAdK5Tnln9WwHw/poDbDh5jT5NqthKKmuOXCXEx7VY6y+HWTqwvaR19zm2nI2kR4OKBHg4sXxwB1wcNBy+FseM9cf44Z3iZ+23b3e4ywFvXMGfkR3qolIqWLjjDN8duMToTvVKW2IJvh36Qol6frfvAo0qlGFAm9p8t+883+0/z+gujTgcEUtMWjabJ/bhUkwKM9cf5oeR3XGwUzKjX2uCvV1Jydbx8hcbaFIpEBcHDTPXH2bhm+0J9XVn7dErfLvnHDP6tbaZVlWjjohpCaCR1oo0/P4DGAoAsGv/CuqG7TEe2YLp0lFMZ/YCoAyri137V9Cv+RQEBfY9hqPf+DWW5BhwcAKLCcxGCpcWv4ftB32CKeJ06Qv8E6ORvJljQV8ISiVOU75EeeEkDm+NRvf5ZCwJMdg93w377q+Sv+RT6ZDjByhY9eXdtgwGcj8YfFexXcuOKDx9yB3/JogigovbExZ1b0SThcvTfiT70m1Ujva02jWT1IOXAIhcuoPIr7fddYwuOpkDz5dsS5l0hSXKWv0+k8TtpwAIG92DhM0nuL1qD85hATT+cQK7G4x6gqr+nsO/HmDvqh0M+nxkiXIPf0+qt6xNWlxqifLrp67yxcDZD22n87AeXDl6ie1fb6DzsB50Gd6DX+bYqDNC5qnlUbpZqwAnRFHMF0XRBPwB9PwnBkRRPCeK4u17bHoR+F6UOA64CYLg/wh1vS+xJyMoyMorUeYR4k/MCclpiTp0iUqdGj60PY8QPxw9XYg9KR2fHZdGSkQsokV8fJV+BCz5hQAIKhWCSoUoijg1rUn29iMAZP62F9f2ja37+773Cqnf/IaoL154u/ByFKaUDAD012MQ7O0Q7FTYlfVDfzsBc4bU65Z3+AIunUpGcUoTwc0LVY0GGI/stJYpK9XCdPYQAMZje1DVagqAmJ6MJf4WiH9/ndR1W2C6fAqM+idb8X9Jck4+h24k0rNOyF3b8vRGTt5O4bnKkhMnIKAzmBBFkQKDCVcHO5QK4b72zRaRBXsuMbptjSdS/39CcraOQ9fi6Vm/AgBZBXrUSgXBXi6A1FDfczkGgANXY3mhTiiCIFCzrDe5hUZSc/Lva79yGQ8C3J2erIh/QHKWjkMRsfRsWAmArPxCSa+3FFFpHBbAnku3gaJrqzcWX1utBqWi5ON+98VbNKsUhIOd1JfXokoQgiAgCALVgrxJzrZdr690bePo2aAiAFn5+pJaK5RhT3g0IDnbLg4aAGqW9Sb5IXqrm4YFoCqKMtYs62VTrX/HgSvRdK0fBkDX+mHsvyzpPXA5mhfqVZTu5WBfcgsNpObkE+ztZv1+fFwd8XByIDOv6FkvSPcDQF6hAW9XRxsokhCcPVBVrI3x3P7iwiIHDpAWTv/zGXxnuVpj/a+yfA0syTGSAwdQkHfXc1vw8ENwdMESE4FN0UvXAKVK+hNFEEFwkDoVBa0jlsz0f23e7vluFG743qpfzMl65Cr/G/QpWWQXPX9MukJyb8Rj7+f+SDYdQ/3QeLmQfrzoGooiKmfJ8Vc5aylMynwk+4/C9ZNXyMvOu6u83+S3WDf7e+Dh2nt/Z6dOuwYc+VX6jRz5dT912j18G/R/BdFSun/PIo+SThkOzBQEwRMoQEp9fFxdXgFA7B2f44rKEh+T/QeSdiOOsPb1uL7rDFW6NMKlKD0HwC3Im4HbZ6LPLeCPz34h9tS1EsdW7dqEK1uPl1ZV/zkKBRW3LsAu2J/01dswRCdhzskDs3QXGxPTUftKqWYO1cpj5+9N7v7TeA+5t4/u2qkpBeGRiAYThtsJaEIDUAf6YExMw7V9YwS17ebP0fQZgn79cmsUTnB0gXwdWCStYlYqgpvnQ9tT1W+FYe/6kufo9iZ2nV/BfO0c+g0rwGT8m6OfPPN+v8Do52taG2x3sj8igUblfHDSqAHo16A8o9Yepd3Cbej0Rua+1BiFIDlxBpOFl5ftRakQeKtpJdpUDgDg51M3aRXmj3fRi9SWzNt2mtEd61q1ums1mC0il+PSqRboye7wGJKzJUctJScfvzsarr4uWlJyCvB20WIwmXn5/7ahVCp4q2U12lQtaxM9D2LeluOM7tywWK+jPWaLhcuxqVQL8mb3xVtWZ6Rf0yqMWrmHdp/8JF3bV55D8RcH/fcLUbzWovpd5zGaLWw7e5MJLza+a1tpMW/rKUZ3qn+H1j+vbRrVAr3YHR59T8drw6kbNC+KLILkvAz7bjcC8FKjSvRqGHbXMRtP36RDzXJPSspDIQDDvt2OgMBLjSvTq3EV0nOl+xPAy9mB9FzJoUnJ0eHnVty54OvqSEq2zrovwKWYFIxmC0GeUofG1F4teHf5TjRqFU4aNd+PeLH0xP0Fuw6vYdjzE9iVfIbYdRuMqkJtLGnxFO760Vquqt8OdeNOoFRRuHomAIKn1KereWUigtYZ8+XjGI9uLWFPVb0J5itPwXtYUOA88xsUvgHod2/EHBlB/rLPcBw/G4wGxAIduVPfte6ubtACVeUamJPiKFj9FWJGUURHbYfTjK/BYka/+SeMZ6ROV4WPP+rGz6Gu3xwxN4uCVYuxJMfbQqkVhyAvXKuXI/NsJB4NKxE6oD1BvVuQdSGKy9N+xFj029WW9abV7lmY8gq4OmcdGSdKtqUCujchfvMx6+eIz36j6dpJhA5oj1Jrz9E+s0pV14Oo064BWckZxF6NvmtbhbqV+HjHfLKSM1g783sSbsTew0Ixrt5uZKdKDnl2ahau3raJsMo83fzr1rUoilcFQZgL7AJ0wHnA/Lgq9jAIgjAYGAzwokdDGjhVeGy2t45fSvtpb9B8ZA9u7D6LuWh8WF5KFoubjKIgKw+/6uXo/e1YlrSbiCGvuMewarcmbB791WOry2PHYuFG51EoXBwpt+QDNOUD772fIOA/eSCx4/5+qKOmYln8Jr3JrdekHHZzjo74j74iePEERItI/pmr2AU/sSDqfVHWaIiYm4Ul5ibKsJqPbE9w8UARUA7z5TPWMv2GFYg5GaBSY//KSOza98awfc0jn+vfcPB6Au6OGqr6u3Pqdspd23dejqHHHRG6o5HJVPJz5dvXWhKbqWPojwepW9YLJ42a7SM74+viQFxmHm+vPkhFH1c0aiW7r8ax7PVWpSnrnhyMiMPd0Z6qAZ6cikoCpAb7nL4t+Gz7aQwmM00q+lud0vuxfVxPfF21xGXk8vby3VT0dSfI0/lJS/hHHLwSg7uTPVUDvThVNB5XEATmvPIcn205gcFspknFAKveo9fjqVTGg2+HdCI2PZeh3+6gbogfTvbSuK/UnHxuJmXSpNLdv/1ZG45QN9SPuiF+pSfwDg5ejb33te3Xks+2nSq6tmXuckpPRSay8fRNVgzpaC1bMaQjvq6OZOQVMHT5bkK8Xah3h65v919EqRDoXDu0dMT9DSve6VZcz6XbCfEp2WCTIqQPZys1J5+Pfj7AjL6trN/RD4fCWTywIzXK+rDywAXmbznO1N4tH7eMB6KsWAdRl40l8TaK4JKpuobNSzEIAnYd30BVrTGmCwcBMJ3ejen0bpTVm6Ju0R3DpiWgUKAICpPGwRkN2L/+AebEW1huXbbaU1Vrgn7jU/AeFi3kfjAYQeuIdsx0FIHl0HTqhW7e+5gjI9B06YvDK8MoWDYf49ljGI7uA5MRuzYvoB06Cd2s9wDIGdUfMTMNhbc/Th/Oxxx7C0tKAoLaDowG8iYPQ12/BdrB48mbMdpmcpVaDQ2XjSF8ympMeQXcXrmba5+vBxGqTOxNtWmvcH7MUvTJWeyqNxJjZh6uNUNotGIs+1pNwHRHWyqwexPOvPt18eceTYlZe5DIb7bjXq8i9RYPY1+riffNnikt7Ozt6PJOT+a/NuOubdHhUYxrNhR9fiE1W9dl5NKJTHru3XtY+XvEp0BjafOsRsdKk0cKkYiiuBxYDiAIwiykiJkVQRCUwJ8t3s2iKE7h4YgHgu74HFhU9tfzLwWWAswMfuWx3uHpkYn89NocQEqPrNCmNgBmg4kCgxT6Tgq/TWZ0Mp4hfiRekgYc+1Qpi0KpICn89uOszhPBkqMj79glHOtWQuniBEoFmC2o/T0xJqejcHLAPiyY8j9LvV0qb3fKLfuI24M+oeDSTdR+npRb8gGxYxdgiEmy2s3de4rcvVIOu0f/Dohm2/wSleWroarZGFX1hqBSIzho0fQd+yWdIgAAIABJREFUClpHUCjAYkFw80bMerhUFlX9FpjOHwVLcV+FmCOllGIyYjy2G7vnX/qbo58852PT+eN6IodvbsdgMqPTm/hgw0lm9WhIZr6e8IRMPu/T1Lr/pgu3GdCsEoIgUNbDiQA3R26l5VIjwANfF6mXPNDdifrB3kQkZaFRK4nNyKPrYik1tdBopuviHWx5t1Ppa41O4Y+IOA5fjy/SauSDdYeZ1ac5KwZ3AODojQSi03IB8HHRknRH5CY5Jx+fIo2+rlIEI9DDmfohvkQkZjx1Ttz56GT+uBLD4Yg4DEYzOr2BD346wKz+rVkxXBrPd/R6HNFpUhrzptPXGfBcLenaerkQ4OHMrZRsapT1BmDXxSieqxZ818Ql3+w+S6aukMk9m5euwDs4H53CH1djOXwtrvjarj3ErL4tWDFEuteOXo+3agW4npjBx+uP8n9vPo/bHePKfIuirx5ODjxXrSzhsWlWJ27TmZscuhrHkkHtER7WQ3pClKhn9XKEx6Ti6exAak4+3i5aUnPy8XCS7lcfF0eS7kj/T87W4VN0fF6hgRHf7eTdjvWpGewLQEZeAdcT0qlR1geADrXK886yHaUpz4oiKAxlpXo4VKwtPZM1Dmi6D0O/saihLoqYLh9H3fQFqxP3J+bwY2g6v4WBJYg5GZhjIqQ0SsB84zxKv3JWJ07hWxYUCiyJt0tR3f0R83WYrpxHXasRyrLlMUdKKYKG4/txmii1NcS84nvasH87Dv2Lx8D9OdmJJTUR09XzKMtVwJKSgCUjFeOpouEBpw+hHTK+tCTdhaBS0nD5GOLWH7GOY9Pf8Tu9/eM+Gq+W6mcxmLAUtaWyL95CF52MU3k/si5IbSmXqmWlydcu3rIeX/bl1hzrL31XmWduoNDYYefpjOGOc9gKn2A/vAN9mb5jPgDufp5M2zqP6d0nkZNanOJ68cBZXvvkbZzcncnLzP1be39G3/78Nyct+4lrkHn2eKSpxwRB8Cn6tyzSeLgSIQhRFM2iKNYu+ntYBw5gM/C6INEYyBZFsdRSKQG0RWkoCALNRnTn7I/S4GqthzNCUe+mW5A3HiF+ZMYURz2qdWvClTvC/08bSg8XFC7SC1/Q2OHcvDaFN+PIO3YR187S2DX3l9qSs+sEltx8rtR9hYjmg4hoPoj8c9esDpzCxZFyK6aSOHcV+WeuljyHpzQuQ+niiOdrnclYa5uJIQwbV6B7/zV0H75B4fI5mCMuUPjdp5ivXURVtwUA6ibPY7r4cNdLXb81plMHSpQJLsVptqpaTTAn3H5c1f/HjGxbg12ju7BjZGfm9GxEgxBvZvWQ8uj3XI2jRUV/NCqldX9/Vy0nbkn3bnpeIbfTcwl0dySnwIDBJDmqmfl6zselE+rtQsuK/uwd25UdIzuzY2Rn7NVKmzhwACM71GXXxJfYMb4nc/q2oEGoH7P6NCejqBfXYDKz8uBlejeUxlS1qhzI1nNRiKLIxZhUnDRqvF205BToi7XqCjkfk0qojw1n7fsbRnZqwK4P+7Pj/b7MeeU5GpQvw6z+rUvqPXCR3o0rA+Dv5sSJG9Ksb+m5BdxOzSbwDsd05/koOv0l+rT+xDWOXo9nzst3p16WJiM71mPX+73ZMbEXc/q3okGoP7P6tvjLtQ2ndyNpbGBiVh7v/XCAT/q0sI4JAygwGK3pmAUGI8duJFDBVxqjc+RaPKsOhrPw9TbWMYG2osBgRFc0UVCBwcix63FU8HOnVdVgtpy+DsCW09dpXTUYgFbVgtl65oZ0L0cn42Rvh7eLFqPJzNhVu3mhXkXa1Sy+ti4OGvIKDUQXNSSP34i7K9JXWhj3raVg4QgKvhyN/rfFmG9dQb/xawR3X+s+qkp1EdOle1fwKC5XhtXGkiF1FpojL6LwCZLGzwkKlMFVsKQV9/MqqzfBFG7797Dg7IqgLUrjVtuhrl4Pc0I0gtYRhZ8UBVdXr4c5XhrbJ7gVv0/U9ZpiTigq1zqBSkqDF5xcUIZVxxwvpewZTx9BVVXqZFZVqYU5sURfeqlSZ8Fgcm/EE7lku7VMc8e95t+pATkRUv3sPJ2h6DmjLeuDY4gfuujitlRgj6bEbTxawn5BfBreRSngThXLoNSonwoHDiDuWgyj6g9gfPNhjG8+jMykdKa9MJ6c1Cxc7kiFDKlVAUEQ7uvAAZzfc5pmvaRJyZr1eo5zu0890fo/lYhC6f49gzzq2+u3ojFxRuAdURT/0YhaQRBGAhMAP+CiIAjbRVEcBGxHGmN3E2mJgbcesZ73pfuX7xDcpAoO7s6MOL6Igwt+xU5rT73Xpdn5ru08xYV1fwAQ1Kgyrcb2wmI0I4oWdnzwHYV39PBXeaExa9/8tIR9/5qh9Fo6BntXLRWfr0PLMS+xtN3EJynpb1H7eBA0fzQoFAgKBVnbDpO77xT6GzGUXTQBv/depeByFBnr7u94eb3eBU2wP76j+uE7qh8AUa9NwZyeTcDUt7GvIqXtJX/5M4ZbCU9c1z9Bv2E5DoPeR9PtDcyxkRiP/A6AIjgMh6GTEbTOqGo0wvLCa+RPl5YWEDx9ETy8Md+4VMKW/YAJCM6ugIAlLgr9mnvMKvYUsPNyLAOaVi5R9naLKkzZfIpe3+xCBEa3qYG7VsP52DQ+2XYWhSBgEUUGNK1EeW8X21T8H7Ly0BUOXYvDIkLvhmE0LC+l8raoFMDh6/F0/Xwj9moVH/eUIpJRKdl8sulEsdaW1Shf1OhYc/QqKw9dIT2vgD6LttI8LICpPZvYTNu9WHngEociYrBYoHeTyjSsIE1a83bb2kxZd5Ben69HFEVGd25gnfkwPiOXpCwd9UJLpjnP3HAEfzcnXl+8BYC21csxpF2d0hV0H1YevMyhiDgsokjvRpWs13bp3otk5euZtUka//TnUgLpeYWMXS1NDGCyWOhUO5RmlaSxnXM2SymoQ7+TnnM1g7z5qIdtrm16bgFjV+0urmedCjSrHES1IG8m/LCXDaeuUcbNiU9fawtAi8pBHL4aS9c5a7G3U/FxHym9edeFKM5GJZKlK2TzKcn5m963NZUDPJnSqwXvfb8HhSDg7KDh4z6ln0r59whoug+VlgoQwJIcg37bCgDUDdqjDKmOaDFDoU5aegCgMB/j8R04DJoBiJhuXsB8o3iqeVXVxhSu+fQe5ypdBDdPtEMnIigUICgwnDiA6dxxCpbNx3H0NLCIiLpc8pfOA0DToSfquk3BbMaiyyH/m7kAKAKC0Q4cAxYRFAL6zT9hKXLi9FvWoB3+IZpOvaTlCpZ9ZhOtHg0rEdS7BdlXYmi9R8reuTJ7HYHdm+BaPRhRhPzYVC6MXw6AZ+PKVJ7QG9FoQrSIXJjwHcas4rZUmW6NOf5KyWt4edqP1PpsEOUHdwJR5Oyob0pP4F8Y8uUYKjeuhpO7M/OPLWXjgrUcWrf3nvs26NSE517tgNlsxlho4JsRCx5oZ9vX6xn+f+/Rsk9b0uJT+fqd+aUlTeYZQvhfybN93OmUTzNdhaej56k0COlou0lCbIGquW2nOS9V7G0/OUqporbdOmSljtn04H3+l1D9d66t5fw5W1ehVDFeK9UkIJvyx17bjIO1FRvtn85Zpp8UK27/9kyFm5Jati7Vdr3fwQPP1PcDj5hOKSMjIyMjIyMjIyMjI1O6yE6cjIyMjIyMjIyMjIzMM4RtR3TLyMjIyMjIyMjIyMjcgWh55rIbSx05EicjIyMjIyMjIyMjI/MMIUfiZGRkZGRkZGRkZGSeGuTFvh+MHImTkZGRkZGRkZGRkZF5hvificS11P93poot2yrP1lUoNVRNGtm6CqWKUKWBratQagjq/9gSAw7OD97nf4X/WBeqYGdv6yqUHv+xa2un+e8sHxHwR6atq1CqNDc52boKMvdBfEYX4C5N5EicjIyMjIyMjIyMjIzMM8T/TCRORkZGRkZGRkZGRubZ5z8W9P9XyJE4GRkZGRkZGRkZGRmZZwg5EicjIyMjIyMjIyMj89QgrxP3YORInIyMjIyMjIyMjIyMzDOEHImTkZGRkZGRkZGRkXlqEEVb1+DpR47EycjIyMjIyMjIyMjIPEM8MBInCMJ3wAtAiiiK1e8o9wDWAuWA20AfURQfepERQRBaAguBmkA/URR/vWPbTqAxcFgUxRce1ua/wa6MJ5UWjcDO2xVRhKTVu0lYth3HauWo8OlgFBo1otnCzUnfknfuJg4VyhC28B2caoRye85PxH+9GQCH8mWovGSM1a59sC/Rn64l4dttVF4yBofyZQBQuTpiytZx7vnxT1LW36NW4zTtCwS1HSiUGE/8QeEvK6UyBy0Agosb5sgIdJ9NRnB0wmHoBJS+ZRCNBvK/+RRL7G0ANJ17YdemCyBijoki/+u5YDSiqlYH+9eGIqjUmKOuk//Np2Cx3TRDZovIyyv24+Nsz6I+TXnr+4PoDCYAMvP1VCvjzsJeja37hydk8saqP5jTvQHtqgQAsGBfOIduJiGKIo1DfJjQriaCIDD85yOk5RVisojUDfLk/Q61USpsl8fdaeQctA4alAoBpULBTzNHsnjd7xw4cwWFQsDdxYkZQ/vg4+5CTl4+U5b+SlxyOnZqFR8P6U3FID8AVm8/xPr9JxEEgYpBfkwf0huNnZqpS3/hSlQ8oigS7O/FjKF90NprbKa34/BpaO01KBUKlEoFP88t/l2t2rKP+d9v5I/ls3B3cSJXV8D7i74nKS0Ts9nCG93a0P056bp/vnoTh85exiKKNKlZiYlvvYQgFF/HEXOWEpeSzobP3y91jX/SccA4tA72RVqV/LxwKgBrtuzh5217USoUtKhfi7ED+nDs3GUWrvwFo8mEWqVi7IA+NKpVFYABk+aQmpmNvZ0agG9mjMPTzQWA3w+d5Os1mxAECAsJYu74obbROnDCHVoV/LxgSpHWvfy8bZ+ktUFNxr7VG4Blv2xjw+7DKBQCkwa/TLO61UlKzeDDBctIz8pBQOClji15tVs7ACKiYpjx1WoMBiNKpYIPh71KjbBQm2gF6PD6qBLXdu3iTwD4cdPv/Lx5N0qFgpaNajN20MsYTSamLVjGlZu3MJstdHu+OYP6vWi1ZTZb6DfiI3w83fm/GdLvIS4phQmzFpOVk0fViuWYPWE4arXtEnHMFgsvf7kJHxdHFg1oz8mbCXy+9SRGs5kqgV5M69UClVLqYz4Vmci8zccxWSy4a+1ZPqwLAKsPhrPh1DUEoKKfBx/3aYFGreLnI1f48XA4sem57J/6Cu6OT8EafoKA/RtTEXMz0f/2hbVY3fZlVDVbULBgGACqBu1R1WwJFgtifi6GHd8h5qQDoOk9FkWZ8ljirpewYdfpLRR+5QABS2YShm3LwVj66+aq/b0I+WIUai83EEVS1+wiZflWHKqUI3jOUBSODhhiU4ga8TmWvILi+pfxotr+RSR8/jPJSzYVG1QoqLr9MwxJ6dx8cyYAIYvG4FizAqLRhO78DaInfY1oMpe2VAAc/T1o+cVQHLxcQRS5tmY/l5f/ToOP+lP2+TpYjCZyolM4NHYphpx8yvdoSo2hXazHe1QJYmPHj8i4EkNI10bUHvkigkJB7N5znJq1VvoK7FS0WjgUr5ohFGbmsn/YYvLi0myi1xbIY+IezMM8xVcCi4Hv/1I+CdgriuIcQRAmFX2e+A/OHQO8CYy7x7Z5gBYY8g/s/StEk5moaavQXbqF0tGe2rs+JevgRUImv0bM/F/I3HcO97Z1CJn8Gpd6TsWUlUfkR9/h2bFhCTsFkQnFjplCQaPzS0jfcQKAiCELrPuFTHsdc07+k5b19xiN5E0fC/pCUCpx+ngRyvMnyJs2yrqLduzHGE8fAUDT/RXM0TfJnz8FRZkgHAaMRvfJewjuXth16knu2DfBaEA7eip2TdtgOLgL7fBJ5H3yHpbEOOx7v4Vdq44Y9m+3kWBYc+omIZ7O6AxGAFa83tK67b3fTtA6zN/62WwR+WJ/OI1Dfaxl5+PSOR+Xzi+D2gLw1uo/OB2TRoNgbz7t0RAnjRpRFBm3/iS7r8bTsVpgKSm7N8s+HIy7i6P185svtOLdPh0A+HHnEZas38PkgT1Ztmk/lYP9WTj2dW7FpzBr5Ua+/XAwyRnZrPn9CBvmvYe9nZrxX/zAzmMXeLFVfca/2hUnrdQomrd6Cz/tOsrAbs/ZROefLJ82AneXkou2JqVlcuxCBP5e7tayn38/RPlAPxZPGkJGdi7dRs2kS/P6XI6K4fy1KH79bBIAb0xeyOkrN2lQrSIAe05csKmjeifLZ03E3bV40fCTF6+y//g5fl00HTu1mvSsHADcXJxYNGUUPp7u3Lgdx7Ap89nzffFzaM64wVSrGFLCdnR8Est/2cb38z7AxcnRastWLJ85/i9aI9h/4hy/LppWQmtkTAI7D55kw/9NJyU9i8GT57Plm1kolQreG9CXqhWC0eUX0G/MDJrUrkb5smVYsOIXhvbrRov6NTh0+iILVvzKd7Mn2EoqAN99+lFJvecvs//oGX77ejZ2dmrSs7IB2HXwBAajkQ1L5lJQqKf74Al0at2UAD9vAH7YuJOQoDLo8osbyguW/cxrPTvRqXUTpn+xnPU7D9C36/OlK/AO1hy+TIiPG7pCIxaLyOS1B1k6uBPB3q589fsZtpy5QY+Glcgp0DN7w1H+b2AH/N2dyChq/Cdn6/jpyGXWj3sJe7WK8T/sY+eFKF6sH0btcj60qNKJQUts9875K6r67bCkJ5ZYFF7hVw7B3rHEfpbkGApXTQeTAVXt51C37oNh89cAGE/uQFDZoardusQxhr0/gaEQAHWbfqjqtsV0wgbazWbipq8gPzwKhaM9VXfMJ+fgecrNe4fYT1aSd/wynn3b4je0BwmfrbEeFjh1ANn7z95lznfgCxTcjEPp5GAty9hwkFsjpOdYyOKxePVvR+rqnU9e2z2wmC2cnL6G9PDbqB3teXHHDOIPXiLh4CVOz16LaLbQ4IO+1Hq3K6dmrSVyw1EiNxwFwL1yIM8vG0PGlRg0bk40/Kg/mzpNpjAjl5YLhuDfrBqJRy5TqV9r9Nk6fmn+HqHdGtPgg37sH77YJnplnk4emE4piuJBIOMem14EVhX9fxXQ/Z+cWBTF26IoXgTuCtGIorgXyP0n9v4txpQsdJduAWDWFVJwIx47Pw8QRZTO0sND5azFkCR9Bca0HPLOR96398etRQ0Kbiejv0ePiXfXpqRsOPwElPwD9NIDH6UKVEq4M+/YQYuqWh2Mp6Q6KgPLYQo/B4AlIRaFty+Cq9QwFhRKBDsNKBQIdhosmekITi6IJiOWxDgAjJdOo27UotSk/ZXknAIO3UymZ+1yd23L0xs5GZ3Kc3c4cT+djqRtpQA8tMWNdgEwmCwYzRYMZjMms4ino7TdSSNFM0wWEaPZgvAUdhz96XQBFOoNCEiVjIpPoWG1CgCEBPiQkJpJerb0szObLegNRkxmMwUGI97uLiVsiaKI3mCy2nra+HTlesa8+mKJaJoggK5AjyiK5BcacHXSolQqEBDQG4wYTSYMJhMmsxnPosZ0foGe1Vv2M/il9raScl/Wbd/PwN6dsVNL9+GfEbUq5YPx8ZR+pxWCAyg0GDEYjfe19dvvB+nbpQ0uTo4lbD0trNu+n4G97ta6/8Q5OrZsiJ1aTaCfN2X9fQi/EYW3hxtVKwQD4Kh1ICTIn5R0KVlEEAR0BZJDkKsrwNvDzQaK7s/arXsZ2LcbdnZ/6nUFpLoXFOoxmc3oDQbUKhVOWuldlZSazqGT53mpU3HHiiiKnLxwmXYtpI7Hbu1asu/Y6VJWU0xylo5DEbH0bFgJgKz8QtRKBcHekr7GYQHsuXQbgB3nImlTPRh/d6mTxuOOBr3ZIqI3mjGZLRQaTHi7SJkklQO8CPBw5mlBcHZHGVoL04WDdxQKkoN2YF2JfS0xEWAyAGBOiERwLu6EskRfRSxy1kpwZ5lK/Vjr/k8wpmSSHx4FgEVXSMGNOOz8PNGEliHv+GUAcg5ewL1zE+sxbh0aYYhNpvB6bAlban9PXNvWJ23N7hLl2fvOWP+ff/4Gdv6eT0rOAylIySI9/DYARl0hWTcS0Pp5EH8wHNEsNWtTzkai9fe469jQF5sStfk4AM7BPuTcSqYwQ3r3JhwOJ6RzAwDKtq/LzV8OAXBr20nKNK/2pGU9VYgWoVT/nkUeJZ/CVxTFxKL/JwG+j6E+NkUT5I1j9XLknr1B5JQVVP/pI0KnvA4KgQtdP3xoO97dm5G68W5HzaVxFQxp2RTeSnqc1f7nCAqc5yxB4ReA/veNmG9etW5SN2iOKfwsFEjRQnN0JOqGLTBHXEJZvjIKbz8UHt6Yb12ncOs6XL5ai2jQY7p4GtNFqWEgKJUoQ8MwR13HrlErFJ4+96xGaTBv90VGt6lmTZ+8k/3XE2kU7G11xJJzC9h/LYFvX23B1K3FmcG1Aj1pEOzF81/uAET61gsl1Ku4gTvspyOEJ2bSLNSX5ysHPHFN90WAoXOWISDQq20jerVtBMCitTvZcugsTlp7ln00GICwsv7sPRVO3cohXLoZS2JaFsnp2VQNDeSNLi3pMGI29nZqmtSoSNOaYdZTTP5mHYfPXyM00If3Xu1yz2qUJkM++QoB6N2uGb3aNWP/qYv4eLhRqVzJa9G/Y0tGzl1K28GT0RUUMm/MWygUCmpVCqFB9TDaDp6MKIr069iS0EAprXTx2m283vU57DV2NlD2FwSBIVM+Q0Cgd6fW9OrYmuj4JM5cvs6X369HY6fmvQF9qP6XtMDdR05TpXyw1fkBmLxwOUqFgueb1mdwv64IgkB0gvRcen38TMwWC8Ne7k7zejVKVWIxAkOmfI4gCPTu2IpeHVsRnZAsaV29Ho36T60hpKRnUbNSsWZfL3eS07NKWItPTiMiMoYaRftNeLsfQ6csYP536xAtIt/Ps12aLICAwJAP5gDQu0tbenduQ3R8ImfDI1i0ch12dmrGvf0y1SuVp12Lhuw/doY2/d+hsNDA+KGv4loUif70m9WMGdSf/DuicFk5eTg7OqJSKgHw8/IgJe2hRz48duZtOc7ozg3R6aVOBXdHe8wWC5djU6kW5M3ui7dIztYBEJ2Wg8lsYeA328jXG3m5eTW61quIr6sjr7eqTsdZP2OvVtG4YgBNw2ybAfF3qNv2x3BgXYkonKru85hvngdd9t8ep6rZEnPUpYc6h13nAShDa2JJS0C/b+0j1/lRsQv0QVs9lLxz1ym8Hotbh0Zk/X4CjxeaYlfGCwCF1h6/4T243n8afkNLxgCCpg0kbuaqElG4OxFUSjxeak3s1OVPXMvD4BTohWf1YFLPRZYoD+vbkqgtJ+7aP7RrI/YMlCKKObeTcC3vj1OgF7rEDMp2qIeyKNXZ0c+dvEQpgCCaLRhy8tG4O6HPzHvCimSeFR5LUrwoiqIgCKU+j4wgCIOBwQDjnOvQTfvvxzQotPZUWTaOqCkrMecV4P9GB6KmriR92wm8ujWh4ufDCe8z/cF1UqvwbF+f2zN/vGubT4/mpNo6CgcgWsid+DaC1hHtuBkogspZx7nZNW2DYV9xKkbhpjU4vPkuznO/xRwThfn2DbCYERydUNdvSs67/RHz83AcMw118+cxHt6D7osZOLz+DqjVkmNno/FwB28k4u6ooaq/O6eiU+/avvNyHD1qB1s/z9t9kVFtqqP4SzgtJiOPqLRcdo3oCMDQnw5zNiaNumWll9HX/ZuhN5n5YNNpTkan0iTEdk7ryqnD8PVwJT07j6GzlxFSxpt6VUIZ0bcjI/p2ZPmm/fy86yjDe7VnQLfWzP1+M33eX0iFID8qlyuDQqEgJy+f/WeusP2LiThrHRj/xQ9sPXyWF5rXBWDG0D6YLRbmrNzE78cu0L11A5vpXTVjNL6ebqRn5zJkxv9RLsCXb9fvZslHw+/a98j5q1QqF8iyqSOITUpj8Iz/o26VUDKy87gVl8Tub6Tf9+AZ/8eZq5E42muITUpjwps9iU9JL21pd7Fq7gf4ermTnpXDkI8+o1ygPyazhZxcHT/O/4jw67cYN/drdiz71BqBvBkdz8KVv7BkRnHW+uxxQ/D1ckeXX8DY2f/Hln1H6da2GWazhZiEZJbPnkhyWiZvTZrNb4s/wcVJW/paP52Er2eR1snzKRfoh8lsJidPx4+ffUj4jVuMm/sNO5bNeaCt/IJCxs7+iglv97NGrNZtP8D4QX1p16w+vx86xdQvV/LtJ/fK7C8dVn0+BV8vD9Kzshk8aQ4hQf6YzRayc3X8+MXHhF+LYtzMRexYtYDwa5EoFAr2rllMTp6ON9+bQeM61YmKjsPDzZVqFUM4deGKzbTcj4NXYnB3sqdqoBenIqU+YEEQmPPKc3y25QQGs5kmFQOsz2CzxcLV+DSWDu5EodHM64u3ULOsD+6O9hy4HMO2SX1wdtAw/oe9bDt7ky51K9hS3l0oytdC1OUiJkcjBEmRR8HJDWXl+ujXzP3b45RVm6DwL4d+zYPvbwDD9u+k6N7zr6Ks0hDzJdu1MxRae8ovnUjstOVY8gq4/d4igqa/jf+oPmTtPolYlBFQZmw/kr/dgiW/ZHTRtW19TGnZ5F+KxLlJ9XudgrKzhpB34gp5J21/n6u0GtouHcXxaT9gvGOsX60R3bCYLUSuP1Jif+865TEVGsi8JmUrGbLzOfL+Cp77+l2wiCSfvoFLsO3aEDLPFo/ixCULguAvimKiIAj+QMpfdxAEYQVQB0gQRbHzI5zrnoiiuBRYCnDIr9e/diIFlZKqy8eRuv4Q6dulXhPfPq2I+ug7ANI2H6Pi/GEPZcu9TR3yLt3CmPaXHjalAs/OjTjX3rbjLu5EzNdhunweda2G6GNvIzi7oKxQGeP8ycU7FeRT8PWn1o8ui37CnJKIulYDLClJiLmSTsPJQ6gqVcd4eA/mG1esY+xUNeuj8A8qVV1/cj4ugz83IezpAAAgAElEQVRuJHI4MhmDyYxOb+KDTaeZ9WJ9MvP1hCdm8HmvRtb9ryRmMXHjKQCy8vUcjkxCqRCIycyjZoAHWjvp59Is1I8L8RlWJw5Ao1LSOsyfA9cTberE+XpIKUmerk60qV+N8MhY6lUp7tzo3Kw273y6guG92uOktWfG0D6AlHLVedRcAn08OHrxOgE+7ngU9e63bVCdC9ejrU4cgFKhoGOTWqzY+odNnThfTykNztPVmTYNa3Lmyk3iU9LpPV5qICWnZ9F3wjzWzH6PTftPMKBHOwRBoKy/NwE+ntyKT+H0lZvUDCuH1kFKkW1epwoXrt/C0V7DlagYOg6fhslsJiM7jwFTv+S7j0faRmvR+D5PNxfaNKlL+PUofL3cadu0HoIgUKNSKApBIDMnFw9XF5LSMhgzcxEzx75NkL/PXXYctQ50btWY8OtRdGvbDF9Pd2pUCkWtUhHo501wGT9iEpLuiuyVilbPv2q9ha+XB22bFGkNC0WhEMjMycPH042ktOKM/+S0TOt9YTSZGDv7K7q0bsTzTetZ99m87ygTB/cHoH3z+kxbtLL0xN0DXy8p5crTzZW2zeoTHhGFr5cHzzerL+mtXB5BIZCZncu2/UdpXr8mapUKTzdXalcN4/L1KCIib7P/+BkOnTqP3mBEl1/ApLlfMXvCMHJ1OkxmMyqlkqS0DHzuGCtampyPTuaPKzEcjojDYDSj0xv44KcDzOrfmhXDpTnMjl6PIzpNGu/o6+qIq9YeBzs1DnZq6oX6ca0oMhHg4WxNr2xbvRzno5OfOidOGVCR/2fvLMOjOroA/M5a3JUgIUBwdwrB3SlSKNSgLVKKFygUKQ7FCoXiUoqWQgsUd3cLrgESPBDiWZvvx00XUiz0K1lo7/s8ebJ37sy5c3bv3p0z58wZbWhRtDkLI7R6cHDEsd0wMJtxbJ9qxOkNOH4+iuQZyppcTXB+9O/UJ3nRKLA8HUHyXKTEcvYA+jJ17GbECZ2WnDP68GDlDmLWKeGCyZejuNh6MAAOIUF4VlO+hy7FcuNV7x2y9P8IrbsLSCvWFBOGQG88a5bCo2oJNA56NG7OhEzqxtUuEwHI1P09dN4eXO6TPgP3dSJ0WqrN6MrllXu5tu5xiHJo8zCyVS/G2vdGPtUmR8OyXPltX5qyG5uPcWOzsmwlT+sqyNSJ74TbD3HN5E3irQcIrQaDu/N/ygunbjHwcv4fI24V8BEwKvX/73+tIKX85P+Qn2GETuhE4sVIoqavsZUZbz/E450CPNp7Gs8KhUi6cusFEh7j36TCM0MpvSoWJulSFMZbz1pemHEINw+wmJGJCaA3oC9UguRViwHQl6mE+eh+eGLtjHB2QaakgMWMoWo9zOdOQlIi1vt30YXmB4MDGFPQFyyO+cp5pY27JzI2BnR6HBq2ImXlz3bRtUuVAnSposSQH7p2j58OXGREo5IAbD53k7BcgTjotLb6a7+oZXs9YPURKuYKpGqeIDaciWTF8QjMVitSwpHr92ldOieJRjMJRjN+ro6YrVZ2XbpN8az2i9FPTDYipcTFyYHEZCP7wi/Q/t3qXLt1n+BMisG57cgZQoKUBAixCUk4OejR63Ss2HaQ4nlDcHV2JNDXk5MXr5OUYsTRoOfA6Uvkz5EFKSU37kSTLdAXKSXbjz6WZR99U1L1dSQxOYV9J87RvlltdsweYatTu9NgFo/qhZe7K4G+XhwIP0+JfDmJjonl2s27ZAnwIepuNL9u2Us7iwUp4fCZy7SpV4nKJQvxXi1lPWfU3Wg6j5phNwMuMTkFabXi4uyk6HrsFO1bNcLZ0ZFDJ89RunA+IqJuYzKb8XJ3IzY+kc6DJ9L142YUyx9qk2O2WIiLT8TLww2T2cyOgycoW1TJWlmlXHHW7dhP4xphPHwUx7Wbt8kSmPETEk/repr2LRvg7PSnrnmf0NWVyqWL0nfsDD5sXJO70TFcu3mHgqE5kFIyaNI8QrJm4sPGtdJcw8/bk8OnzlOqUF4OnDxLtiD7rQZITE5GWmWqvsnsPRJOh9ZNcHZy4OCJs5QuWoCIyFuYTGa8PNzI5OfLgeNnaFA9jMTkZE6eu0ibJrWpXaks3dq2BODQiTPMW/4Ho/ooHulSRfKzaddB6lQux6pNO6lSrsSLuvTa6FKnFF3qKJM+hy7f4qcd4YxoVZkH8Ul4uzphNFuYt/0kn1YtCkDl/MGM+n0vZouyJjn8+l3ahBUgyWjm5PW7JBnNOOq1HLh0kwJZfF90abtg2rkc004l8bYmax70pWunySwJ4NT9R5sBJ/yzYaj1ESm/jIfE9KUFEJ7+yBhlDl0bWgzrA/st1wge25nkS5HcmbnKVqbz8cAc/QiEIFPX5txdsAGA80372eoE9WiJJSGJe/OUKKCoUcqYwa1cQQLaN7IZcL6tquNRqRjnWw58I0b4YWM/JebSTU7NXGcry1y5MIU61mdts2FYko1pGwhBSIMy/PHu0DTFjj7uJEfHYvBwJt+H1dnaYTIA1zcdJVfzMO4evURIvdLc3GN/z6PKm0V6thhYDFQGfIUQkcAgKeVsFONtmRCiHXANaPEqFxZClAJWAl5AAyHEt1LKAqnndgF5AdfUa7aTUm54Ffnpxb10XgKaVyLhzDWKbf4OgIiRi7jYaxo5hn6C0Gmxppi49NV0APR+nhTbMFpJemKVZP6sHkcqdsMSn4TG2QHPioW5mFr3Sfwal+fuyj1PlWc0wssH5059ERoNaDQY921XDDeUUMrk3xelqa/JHIxzp76AxBIZQdI05T2yXDqL6cAO3EbNAKsFy9WLGDcrRrBDg/fQlygHQmDctArz6WMZqmN6WH8mkrblcr+8IlA9b2YORtyj+cwtCATv5PSnUmgmouOT6frLPkxmK1YpKRXsR7PiIS8X+Jp48CiO7hMWAMpgvW75YpQvkoceExYQceseGiHI5OvFN+2aAHA16i7fTFuGEJAzSwDfftYMgMK5slGjTCFa9puEVqshb/YgmlUtg5SSAdOWEZ+aHCRPtkz0b9vErvp2+24WoCRiqVOhBBWK5X9u/fbNajNgys+822MkEujWpiFe7q7UKFuUg6cu0LTnKARQvmg+Kpe011qwZ/Mg5hHdhilZySxWC3UqlaVCiUKYTGYGfj+bJp2+Qa/XMqz7pwghWLJmM9dv3WH64lVMX6wMqKYN7YWTowMdBo7DbLFgtVopUyQ/TWtVAqB88YLsO3qKxh37o9EIenzyHp5/yfqZMbrG0m14qq4WK3UqlXms66S5NPliAHqdjmHd2iGEIFdwZmpWKEXjTgPQajX069AGrVbD0dMXWbNtH6HZs9C8y2AAunz4LmElCzOo80eMnrkYi8WCwaBnUOcPM1zPP4l+GEu3byek6muhbpV3qFCqCCaTmQHjZ9Dk8z7o9TqGf9UBIQStGtbgm3HTafxZbySSxjUrkSdHthdeo3u7VvQeMZnJ834hb65g3q1VOQM0Sz/ztoez69x1rFZoXi4vpXMpW/LkCPDkndxZaDFhJUJAk9J5yBWoeC2rFwqh1fe/odUI8mb2oWmZvICS+XLejpNExyXRYvxKKuTNwqDm9kuu9SoYqrRAGBxwaKQY39bYaIwrJgHg8P7XaHwygd4Bx07jMK6bi/XqaQz1PkU4KB5J690bGDf+NZF4xuBaKh++zaqQeDaC/BuU+zlq9M84hGTC/6M6ADxct5/opVv+9jWCR3YkJfIe+X4fnSpvH7cmLntJq9dDQKnchDYL48HZ6zTeoGyBcHj0MsoN+RCNQUftxYphfvfoJfZ+PReAwLJ5Sbj5gLjraZd3lP32A7zzK9/h4xNXEpuaN+HCkh1U+r4DzXePIyUm/j+XmfJtTTaSkQj5Bsxm/BP8P+GUbxuFKtl/fU5G4VC3zMsr/YsQBcu+vNK/BKF/9qL1fy1Ob07GvNeOtN++kPbgyaQV/3YsJ7bauwsZijx39uWV/iWcmWy/hDf24AQZP0llT9pF/vxWWUVXCtXM0HF9jvCNb9X7A/9QYhMVFRUVFRUVFRUVFZV/AinfOpsqw3npPnEqKioqKioqKioqKioqbw6qJ05FRUVFRUVFRUVF5Y3hPxaV/7dQPXEqKioqKioqKioqKipvEaonTkVFRUVFRUVFRUXljcGqrol7KaonTkVFRUVFRUVFRUVF5S3iX+OJ83NPtHcXMgxdDm97dyHj8Mn4zYbtiXDxsncXMg6N9uV1/kUIRxd7dyHj0P5rflrShTD8h7bL8HjzNtV+rXh52rsHGYa3V5S9u5Ch+N5ztncXVF6Amp3y5aieOBUVFRUVFRUVFRUVlbeI/9Z0qYqKioqKioqKiorKG420qp64l6F64lRUVFRUVFRUVFRUVN4iVE+cioqKioqKioqKisobg5T27sGbj+qJU1FRUVFRUVFRUVFReYtQjTgVFRUVFRUVFRUVFZW3iJeGUwoh5gD1gbtSyoJPlDcHBgP5gNJSysOvcmEhRF5gLlAc6C+lHJtanhX4CQgAJDBDSvn9q8h+pX4Y9GRbNAZh0CO0WuI27Ob+pIV4tqmP90eNMQQHcbFMSywPYwFwLl2IzD8OxBR5G4C4jXuJnrIYAJewEvj3b4/Qaoj5ZQMPZvwC8FxZdkNocOo8Ghn7gOT5I3F4ryvazDmRFgvWyIukrJwOVgvCLzOOzb5AE5QD48ZFmHatUpp7+ODQvAsaVw8kYD64CdPePxTZTq44tuqBxssf68O7JC8aB8kJ9tMVqDNsIS4OBjQagU4jWNS9KY8Sk+n902ZuPowjyMuN7z6sgbuzA9tORTB1/SGEUOp+1egdiuXIZJMVn2zk3THLqFIwO1+/WwGAdUcvMXvLMYQAP3dnhr9fFS9X+6Qcr/3Z1zg7OaDVaNBqtCwZ35+pi1exYuNuvDxcAejSpglhJQvxx/YDzPttg63thYgolo7/hrw5sjJpwUpWb9tPbEIiB5ZOttW5eTeagZPn8/BRHB5uLozo3o5AX/tsi1C7XW+cnRwVXbUalkwYCMCi1VtY8sdWtBoNYaUK0+OT5gDM+uUPVm7ajUYj6Pv5+5QvrjzOBn4/hx2HTuLt4cbKKUNt8sfNWcaOgyfQ63VkDfRjSNe2uLvaLyV1rdZfKPpqNWi1WpZOHUWvoROIiLwJQFx8Im6uziyf/h17j5xk4qyFmExm9HodPT//gDLFFH0/6TGY+w8e4uBgAGD6qG/w8fJg/vI1rFi7Ba1Wi7enO0N6dSQowM8+urZsj7OzU+pnq2Xp9O/o9e1YIm78qWsCbq4uLJ81njWbdjBv6e+2theuXGPZjLFkDQrkoy79beV37kVTv0ZF+nRux+ETpxkzZQ4XLl9jzMAe1Kz0Tobr+CQ1m36Ei7MzmlR9l82ZxLkLlxny3WRSjCa0Wi0Den1Bofx5iItPoO+QMdy6cw+L2cLH7zelSb2aABQOq0dojuwAZArw44cxgwHoP2wch4+H4+qibHMxvH8P8ubOaQ9VqdPvx9TnsQadRsOi/h8xfvk2dp68hF6nJYufJ99+VBd3Z0di4pPoNf03Tl+7RcNyhfi6VQ2bnHbjFnH/UQIOemUYM61rC7zdH2/jsfnoeXpN/42FX39IgeyZnupHRmKxSlr/vAd/NwcmNSmFlJIpey6w6cIttELQrEgw7xfPDsDhG9F8t+0MZqvE08nA7PfKAlB35jZcDFo0QqDVCBa1UX5/Np2/xbR9F7kaHc+C1u9QINA+WyIIg55M88bZxlIJm3bxcOoC/Eb1xSF/KJgtpJw6x70h34PZgnB1xn9kX3SZ/BBaLTHzlxP/20YcSxXBp3cHm1x9SFbu9h5B4ta9uLdqiEebJuizZSYirBnWGPuNpRyDvCk+uSOOfh5ICdcWbOXKrPXk6dWU4NZVMEYrfTszchl3txwny7vlydWpnq29e/5sbK/Rn9jT1yi7qA+OAZ4InZbo/ec4+fVcsMrnyvqvoCY2eTnpWRM3D/gBxbB6klPAu8D0v3ntB0AXoPFfys1ATynlUSGEG3BECLFJSnnmb17nhUijiesffo1MTAadluDFY4nfcZikI2e4se0g2RaMfqpN0uHTRLYfnLZQoyFgUCdufNIf0+37ZP91IvFb9mO8fOOFsuyBvnw9rHejEI6KoWE+vouUpYqd7NCyO7pS1TEf2ACJcaSsno0uf5m0AqwWjGvnYb15FQyOOH/5HeZLJ5B3IzFUaoLlcjjJO1air9QEQ+UmGNf/nNEqPsXMjvXTGFZzthynTGhm2lYrxpwtx5iz9Rjd6pelTGhmKhcIRgjBhZvR9P5pM7/1fc/Wbsr6QxR/wqgzW6yM+X0PK75qgZerExNW72fJntN0rFUyQ/V7ktnDeuLl7pamrE3D6nzcpGaasnqVy1CvsvLZXoiIpNvIqeTNkRWASqWL0KpeFep3HJCmzbi5v9CgSlkaVX2HAyfPMWnBCkZ0b/catXkxs4d/hZfHY10PnjzHtgPHWD55MAa9nujUH/nL12+yfudBVk4Zwt3oGD4fMI7V00ag1WpoWK08LetVo/+EWWlklyuan64fNUWn1TJh3i/MXv4H3T9unqH6/ZU54wbh5eFuOx47oLvt9XfTfsLVRTEyvdzd+GFoH/x9vbl49Tod+g5ny9LHj+pRX3ehQJ60g/h8ubKzZOoonBwdWLpqI+Nn/JxGfkYzZ8KQtLoO6mV7/d3UuTaDpH6NStSvUQlQDLiuA0aRN1cIAMtnjbe1afF5L6qFKQPiTAF+DO3zJfOfMP7szZzJo/Dy9LAdj5s6m45tWxNWrhQ79x5k3NTZzPthDIt/XU3O7NmYMuZbHjyMoX6rz6hfswp6vR4HBwO/zp/yTPk9v2hHzSphGaXOC5nZsxVeT0yIlM2fnS5NKqHTapj463bmrNtPt6aVcdBr+aJRGJei7nHp5v2n5IxoW/+ZBlpCcgqLthymUIh9jbc/WXT0KiE+LiQYzQCsOh3J7bhkVn5SCY0QPEhMASAu2cSIzaeZ0rQUmdydbOV/MqN5WbycDWnKcvq6Ma5hcYZtOpUxyjwHaTRxq11vZJIylgqaP4HE3YeI/2ML9/qOAsB/9Ne4vVuHuGVr8GjZENOVa9z5ciAaLw+yrp5N/JqtJB86QVTzjgBo3N3IunYuSXuPAJB87DSJOw6Qac53dtPzT6TZyunBC3kUHoHOxZFKG4dzb2c4AJdnrOPyj3+kqR+5Yg+RK/YA4JY3K2Xm9SD29DUADn8+CXN8EgClZnUjc4OyRP2+77myVFT+5KXhlFLKnSgG11/Lz0opz//dC0sp70opDwGmv5TfklIeTX0dB5wFMv/d66SrL4nJAAidDqHTgoSUs1cwRd1NtwzHwrkxXruJ6cZtMJmJ/WMnrtXLAa8u63Ui3L3R5imO+dBmW5nl/FHba+uNi2g8fACQCbFYIy+DxZxGhoyLUQw4AGMy1ruRaNyVDch1+UthProNAPPRbejyl36d6vxttp+OoEGp3AA0KJWbbaciAHB20COEMvuTZDQhnpgIOnPjHg/ikiiXO4utTCJBQpLRjJSShBQjfu5v3wai63YdonaFUrbjInly4Of99IzulRu3KFMoLwClC+Vh24ETGdbH9LBs7TbaNauLQa8HwMdTMQK2HThG7YqlMej1ZAn0I1smf05dvAJAyYJ58HB7eiPud4oXRKdVNiQvnCcnd+4/zCAtXh0pJRt27KNulfIA5AsNwd9X+U7myp6VZKMRo9H0IhGULloQJ0cHAArnC+XO/ace+28EUko2bN9L3WoVnjq3bssu6lR5ujzixk0exDyiROH8AGQO9CdPzuwIzZu7okAIQXxCIgDxCYn4+/rYyhMSk5BSkpiUjIe7G9rU+/Rt5Z38Iei0ymdROEcQd2LiAHByMFAsVxYM+lfLwTbl9118XLvsK7d7HdyJS2L31Xs0KZTVVvbLiet8XjYXmtQfGG9n5Xu37txNqoUGkMndKU35i8jh40p2b9fX0PNXRyY9PZZK2nXIdj7l1Hl0AambxUsQzspvpcbZCeujOLBY0shzqRlG4u7DyGTFmDWeu4z55p0M0OTlpNyN4VF4BADmhGTiLkbhGJi+qJQsTd4h6rd9tuM/DTih06Ix6JRxhQpWKTL0723E/k+4FyCEyA4UAw681gtpNGRf+T2GbEE8XLiG5JMvtk2diuYl+6ofMN99wN1RszBeuo4+wAfz7cczhebb93Eqkue1dvvv4FC/LcZ1CxAOzwj302jRFatEypo56ZYnPP3QBIVguXFROXb1RMbFAIqxJ1ztE9rxJEIIOs5YixDQtGw+mpXLT3RcEn6poTe+bs5ExyXZ6m8Nv8qkPw7yID6JyZ/WBsBqlYxbvY8R71dl/4UoW129Vku/pmE0H/sLTgY92fzcbWGW9qL9oIkIIWheqyLNalUEYMnabazeto8CuYLp1bY57q5pjZYNuw/xfb8vXio7d0hWNu8/RpsG1diy/xgJScnExMbj6W6PQYSg/cDxiq61K9GsdiWu3bzDkdMXmLRgBQ56PT3btqBg7hDuRsdQOE8OW8sAXy/uRMek+0orN+2mdlipl1d8jQgB7fsMBwHN69Wgef3qtnNHws/i4+VBcJanPQ+bdh0gX64cGAx6W9k3301Fq9VQPawM7Vs3tU1c/MmK9VupUKro61PmJQghaP/Vt4CgeYOaNG/w2It85OQZfLw8Cc4S9FS79dv3MGlY36fK123dTe0q5Z/S801BCMHn3fsr93KjOjRvVJc+XdvTvsc3jJ0yC2mV/Dx9HADvN21A5z7fUqVRaxISkxg75Gs0qcao0WikRdsu6LQa2n3QgmoVH4eJTpo+nx/nLqJsiaJ07/gJBoPhmX157boi6DhxmfI8DitKs4pp77Pf9pykVsl86ZI1aP5aNBoN1Yvn5rO67yCE4Oz129x5GEfFQjmZv/H1Dh3Sw3fbztK1Yl4SjY8nQyNjEtl4/hZbL93Gy8mB3lXzE+zlwrWHCZgtVj5dup9Eo5lWxbPToIAyaSiATr8eRABNi2SjaeFs9lHoRWg0ZF46BX22IGKXrCIl/NzjczotrvWrET36RwAeLf6dwMnfkm3rYjQuztzpNfypdISutSvz6KdfM1KDv4VTVl88Cmbn4dHLeJfOQ462NcnaPIyYE1c4PXghpkdpl5RkblSWAx+PS1NWbnFfPIvl5O7W49xc/fi+fZkslf82b6wRJ4RwBX4FukkpX2/gs9VKRKMv0bi5kHnKNxhCgzFevPbMqsmnL3GpysfIxGRcKpUky9QBXKn52Wvt3j+FNm8JZMIjrDevoA0p8NR5h0afYYk4gzXibPoEGhxxbPMVKWvmQkrScyrZf0ZpbudGBHi48CAuiQ7T1xDin9awFEKk8bhVLRRC1UIhHLl8k6nrDzO9Q32W7T1NhbzZCPBMa6yYLBZ+2XuaJT2aksXHnVEr9zBny3E+q1E8I1R7ivmjehPg40V0TCztB00ke5ZA3qtTmfYt6iME/LDwd8bO+YUhXT62tTl5/gqODgZCg1/u8O75cTNGzljMqi17KV4gFH8fT9sAMqOZP6bvY10HjCN7lkDMFgux8QksHNufUxev0mv0NNbNGvV/XWfG0jXotBrqVS77D/X87zF/4lACfL2JfviIz/sMIyRbECVTPUvrtu6xeeGe5FLEDSbMXMiM0Y/Xho3q14UAX28SEpPo/u04Vm/aScOalWznV2/eyZnzV5g7fvBr1+l5zJ80nAA/H6IfxvB5r28JyZaZkkWUZ9a6rbuf6YU7eeYCjg4OhIYEP3Vu/bbdjPi662vv99/lpx/HEuDnS/TDGD7r1o+Q4Kxs3LabPl9+To0qFVi/ZScDR05k1vcj2XPwCHlDczBn8ihuRN3is279KFGkAK4uLmz8dT4Bfr7ciLpFuy59Cc2RnWxZgujW4RN8fbwwmUwMHj2J2T//Qse2re2i69yvWhPg5caD2AQ6fL+UkEAfSuRWvFQz1+5Fq9VQt0z+l8oZ0bYBAV5uJCSn0HPab6zZf5p6ZQow9petDPmo3kvbZwQ7L9/B29lA/gAPDt+ItpUbLVYMOg2L2lRgy8XbfLvhJHNalsNilZy9G8v05qVJNln5aPFeCmfyJNjblbkty+Hv5siDxBQ6LD9Idm9XSmTxtqN2z8BqJap5RzRuLgRMHIQ+V3ZMlyIA8O3/JclHwkk+qoR9OpcvifH8FW61640uaxCZZowislkHZKr3WevrjSE0O4l7XyndQoajdXag9KzunBq4AHN8EhHzNnF+/AqQkK9PcwoMbs3x7jNs9b2K5cSSlELcucg0cva1GoXGQU+JKV/gV6EA93aeeqmsfzvyLfWOZSSvdfQlhBguhDguhHillZhCCD2KAbdQSrniBfU+F0IcFkIcXvbo+v/bXaxxCSQeOIlrWInn10lIsoVfJuw4jNDp0Hq5Y7oTjS7Q11ZPF+iL6U7088TYBW1wXrT5SuHc+0ccWnVHm6MQDi26AKCv1hzh4oHxj3npE6bR4tj6K8zHd2E5/XjWSMbHINwUI0m4eSLjH/3TarwyAR6K18nbzYkqhUI4df0ePm5O3ItVZrTuxSbg/YxEJCVyBhEZHcvD+CRORNxh6Z7T1Bm2kAmr97Pm8AW+X3OA81HKZ5zV1wMhBDWL5OB4xO2MU+4vBPgo4Rw+nu5ULVuUUxci8PF0R6vVoNFoaFozjPCLEWnarN91iDph6Qt79ffxZMLXHVk2cQBd2ijLWe2V7CONruWKc+rCVQJ8valWrgRCCArlzoFGI3gYG4+/jye3nwgPvHP/IQE+L/cS/755NzsPnWBkz8/s7sUJSA2P9PHyoFr5Upw6dwkAs8XC5t0HqVU5bXKO2/ei6TZoLCP6fEHWoMCn5Lg4O1G3agXCz1+yndt35CQzF61k0tDeaTx3GU2AnxI66OPlSbWwMpw6p3j6zRYLm3ftp9YzDNZ123ZTt+rTxt35S1exWCxPrQF8kzi7cjoAACAASURBVAjwU347fLw8qVbxHcLPnGfVus1Ur6zoWatqGOFnlAiRlX9sonolxauYLUsQmTMFcvVaZBo5WTNnolSxwpy7eBkAP19vhBAYDAYa16tJ+NkLGa2ijQAvZQ2rt7sLVYrm5lSEkqzm973h7Dp5mRHtGqTru/anHBdHB+qUzs+piFskpBi5HHWfT8cvok6/Hwm/cpNuU1dwOuLW61PoBRy/+ZAdl+9Sd+Y2+q45xqHr0fRfe5wAV0eqhSrfyaq5Arh4Twkf9Xd1pFywL056HV7OBopn8ebCn+fcHAElxLJqrgBO30p/JEFGY41LIOnQCZzLK2vDPTu0QevtSfR3j9flujWuScLm3QCYb9zEHHUbQ8jjkFOXWhVJ2LoXzGlDLN8khE5L6dndiVyxh1trlbDRlPuxYJUgJRELt+JVLO1zJ3PjckSu3PcscVhTTNzecITA2iXTJUtF5bUacVLK/lLKolLKdMflCOXpPRs4K6Uc/6K6UsoZUsqSUsqSLTz+XmiB1ssdTep6GOFgwKV8MVKuRD6//hOZ+BwL5waNwPIwluTwCxiyB6HPEgB6He71KhK/Zf/f6tPrwrhhIYmjPidxTEdSFk/AciWclGWT0JWshi60KMlLJqR7d0WHpp2w3ovEtHt1mnLz2cPoilcBQFe8CuYzh57VPMNISjGRkGy0vd53PpJcmbyoVCCY1YeUgczqQxeoXCA7ANfvP0KmvgdnI+9hNFvwdHFkZJtqrB/QmnXftKZ7g7LUL5mbrvXL4O/hwpU7MTxIjWnffyGKHAH2ydaYmJxCQuoEQ2JyCvuOnSFXcBD3Hjz+sd+6/xih2R6HoVmtVjbuOUKddIYKPoyNw2q1AjBr+TqaVHt6MJ0RKLom2V7vO3aaXMGZqVq2GIdOKiE8EVG3MZnNeLm7Url0UdbvPIjRZCLy9j2u3bxDwdAcL7oEu4+EM3fFeiYN6GJbK2YvEpOSH+ublMzeIyfJlV155u0/Ek5ItiACUw0fgNj4BL7oP4pun75PsYJ5beVmi4WHj5TABpPZzM79RwjNrgyczl68ypCJM5k8pDc+Xo8TbGQ0T+l6+AS5Qv7U9QQhWTMT6Oebpo3VamXj9r3UfoYRt3brbupUfTMSejyLxKRkElK9D4lJyew9eJTQHNnx8/Xh0DElUcKBI8cJzqp4yjMF+LH/iDIvev/BQyKuR5IlKJBHsXEYjcqz7mHMI46FnyFn6j1yL3UCQ0rJ1p17Cc3xtLcyI0hKMZKQur4pKcXIvjNXyRXkx55TV5i/8QATv2iKUzomD8wWKw/jlffMZLGwK/wSuYJ8cXNyYPv4Lqwb0ZF1IzpSKEcQEzu9a7fslF3C8rKhfVXWflaFUfWLUSqbD8PrFqVyrgAOXVcmAI9EPiCblzIGqZwrgOM3H2K2WkkyWTh1K4YQH1eSTGZbUpQkk5l9EffJ6ev23OvaA42XR5qxlFPZ4piu3sDt3do4ly/B3d4j0owvzLfu4lSmGABaH0/02bNginxsbLvWqUL82m0Zq8QrUmzC58RdjOLy9LW2MocnIn0y1SlF7JMeNyEIalg2zXo4rbODrY3QagioXpT4SzdfLus/gJQZ+/c2kp4tBhYDlQFfIUQkMEhKOVsI0QSYDPgBfwghjkspa6X3wkKIQOAw4A5YhRDdgPxAYeADIPwJD14/KeXaZ0v6/9D5e5NpdE/QaBAaQey6XSRsP4jXBw3x/qwZOl8vsq+aQsLOw9zu/z1utcvj1aoe0mJBJhu52T0146TFyp0hP5J19jDQani0fCPGS4p38Hmy3hQcGrdHxtzDqeMIAMynD2Da+gvC1ROnzmOU9XNSoi9fn8QJXdEEBqMvXhnLrWs4fTkWAOPGRVjOH8W4YwWOrXqiL1kNa8w9ZYsBOxIdn0SPuUoafbNVUqd4LsrnzUaBrP70/mkTKw+eI8jLjTEfKuuLtpy8yurDF9BpNTjqtYz5oPoLZ4X9PVxoX7ME7aasQqfVkMnLlSEtq2SIbn/lQUws3UYq6w0sFgt1KpamQvGC9Jswm3NXbyAQBPn7MLBTG1ubI6cvEuDrRZbAtKnkx89bztqdB0lOMVK9bW/erVGBTq0acij8ApMWrEQIKJ4/N/07tMpQHf/kQUws3Yb/AIDFYqVOpTJUKFEIk8nMwElzafLFAPQ6HcO6tUMIQa7gzNSsUIrGnQag1Wro16EN2tRECr2/m87h8PPExMZT/eNedHq/Ee/WDGPk9EUYTSbaD1Du4cJ5cjDgiw/tom/0w0d0Gzw2VV8LdatWoEJpZW5s3fanQykX/7aeGzdvM+3n5Uz7eTmgbCXg5OhA+77DMZstWK1WyhYvRNO6yr0/bsbPJCYl03OoMneWyd+XyUP7ZJSKNqIfxtBtgPJctVis1K0eRoXSSnjyuq17qFvtaYPsyMkzBPr5pPE4/smG7XuZOqp/mrJT5y7SdcBo4uIT2LHvEFPnLuW3efZ5Jkc/eEjXfsrWFhazhbo1K1OhbEmcnRwZ9f10zBYLDgYDg3orURMdPn6f/sPH0eSDjkgp6d6pLV6eHhwLP8OQMZMRGoG0Stq1aUHO1NDSPt+O4WGMMkGVJzQHg7760j66xibSY5oSXGO2WKlTOj/lC+agwTfTMZotdJi4FFCSm3zTWhlO1On3IwlJRkwWC9uOX+DHru8R5ONOp++XYbZYsVitlMmXnXfDithFp79D29I56bf2OAuPXsVJr2NgzUKAkqTknex+tJi/G42AJoWyksvXjciYRHqsUjI0WqySOnmDKB+iPLO3XrzN6K1neJhkpMvKw+Txc2dqs4xPKKbz88Zv2Feg1SCEhviNO0jceYCQY+sw37pD0M/K9ythy25ipi3k4fSF+A37iiwrpgOCBxNn27YM0AUFoAv0I/nwyTTXcH+/MZ5tm6P18SbLr9NJ3HWQ+4MnZLSqAHiXzkPW5mE8OnOdypuVsdOZkcvI0rgcHgWDkRISb9zjxFezbW18yuUl6WY0idcfJ7rTOTtQ5qeeaAx6hEZwf88ZIuYriecKDGj1XFkqGYsQwhHYCTig2E7LpZSDhBAhwBLABzgCfCClNAohHFCy+pcAooH3pJQRqbK+BtoBFqCLlHJDanlt4HtAC8ySUr50LYiQb6v5+RfO5a7771AkHWRpap89yOyBtrx9PD32QpPr+aG8/zo0b3dGvVdFOL1ZM+evFe0bu9z6tSAM/51nsvnUdnt3IUORF8Lt3YUM4/bk0/buQoYSfs/35ZX+RTS6veitWmR2PLhhho7ri15b9dz3JzVK0EVKGZ+65Gs30BXoAayQUi4RQkwDTkgpfxRCdAIKSyk7CCFaAk2klO8JIfIDi4HSQBCwGcidepkLQA0gEjgEtHrZ9mpvbn5lFRUVFRUVFRUVFRUVOyIV4lMP9al/EqgKLE8tn8/jva8bpR6Ter5aqiHYCFgipUyRUl4FLqEYdKWBS1LKK1JKI4p3r9HL+qUacSoqKioqKioqKioqbwxSigz9exlCCG3qMq+7wCbgMhAjpfxz/5BIHu9rnRm4oeghzcAjlJBLW/lf2jyv/IWoRpyKioqKioqKioqKyn+WJzPep/59/uR5KaUlNVFjFhTPWd5nCspA/lsLF1RUVFRUVFRUVFRU3mgyOmWHlHIG8NKN+KSUMUKIbUA5wFMIoUv1tmUBolKrRQFZgUghhA7wQElw8mf5nzzZ5nnlz0X1xKmoqKioqKioqKioqDwDIYSfEMIz9bUTSgKSs8A2oFlqtY+A31Nfr0o9JvX8VqlkklwFtBRCOKRmtgwFDqIkMgkVQoQIIQxAy9S6L0T1xKmoqKioqKioqKiovDFY07FOLQPJBMwXQmhRHGDLpJRrhBBngCVCiGHAMZR9rkn9v0AIcQl4gGKUIaU8LYRYBpwBzMAXUkoLgBCiM7ABZYuBOVLKl6aLVY04FRUVFRUVFRUVFRWVZyClPAkUe0b5FZT1cX8tTwaaP0fWcGD4M8rXAq+0J/a/xojT6Sz27kKGIfR6e3dB5TUhEx/ZuwsZh8Vk7x5kLNb/0DPqv7QnHvy39sWLj7F3DzIW03/nOWU2/7dW2Px3nshvJ+nJGPlf57/1jVVRUVFRUVFRUVFRUXnLUY04FRUVFRUVFRUVFRWVt4j/UAyIioqKioqKioqKisqbzhuW2OSNRPXEqaioqKioqKioqKiovEWonjgVFRUVFRUVFRUVlTeGDN7r+61E9cSpqKioqKioqKioqKi8RbzUEyeEmAPUB+5KKQs+Uf4d0AAwApeBT6SU6c49LITIC8wFigP9pZRjU8sdgZ2AQ2r/lkspB6Vbo1dEGPRk/mkcwqAHnZaEjbt48MMCAsb0waFAKNJsISX8PHcHfw9mC671q+DVrgUIgTUhiXtDJmM8fwV99iwEju9nk6vPEkj05AU8WrASQ94c+A/qgnAwIM0W7g39gZTw869LpXQoLXDsMAIZ+5CUhWNwaNoZTeYcYLFgibqEcdUsJR26owsOjduj8Q5Amk2k/DYNeTcSAF3ZOuhLVAUBpiNbMe9bp8h2csGxRVeEpx8y5h7JS7+H5AS7qVpn2EJcHAxoNAKdRrCoe1MeJSbT+6fN3HwYR5CXG999WAN3Zweu3nnIoKXbORt5n851SvNRlSIvlAMwfvU+dp6+jl6nIYuPO9+2rIy7k4O91KXOlyNwdnJAqxFoNVoWj+hqOzd/zQ7GL1zD9umD8XJ34WrUXQZOX8rZq1F8+V5tPqpf2VZ34bpd/Lr1AFJC06plaFM3DICN+0/w4/JNXL15l4VDv6RAzqwZraKNOt3G4OzogFajQavVsHjoF/zwyya2Hz2LRgi83F0Y2r4Z/l7uABw6c4Xvfv4Dk8WCl5szc775nBSjiU+GzcRkNmO2WKlRuiCdmlYHYPHGfSxcv4cbdx+w/cf+eLm52E1XgNqffZ362WrQarQsGd+fqYtXsWLjbrw8XAHo0qYJYSUL8cf2A8z7bYOt7YWIKJaO/4a8ObIyacFKVm/bT2xCIgeWTrbV+X3LXsbPW46/jycALetWoWnNsIxVMpVaH3yJs5OT7bNdOmUEvYZ/T8SNWwDEJSTg5uLC8mmjiImNo8fQiZw6f5lGNSvRv/MnNjkmk5nhP8zl8MkzCKGhyyctqBFWBoD1O/bx44JfEQJy5whmzNdf2kVXgJotPsXFyQmNVoNWq2XZzPGcu3iFIeOmkmI0odVqGdC9A4Xy52brrv1Mnr0QjUap2/fLTyleOD8A436cy859h7FaJeVKFeXrLp+RnGKkx8DRRN68hUajofI7pene4SO76fpPPJNTTGbaTlmFyWzBbJVULxxCp9qlABiweBtHrtzC1dEAwJCWlcmb2ddu+gJYrJLWSw7g7+rApIbFGLjpFEeiHuJqUIZgQ2oUJI+fG3EpJr7ZcIpb8clYrJIPiwfTKH9mbsYm0fOPE1ilxGyVtCySleaFlGfvF78d5V5iCharpFiQJ19XzodWk/FriYRBT9YFY21jqfgNu4j+4WcCx/TGsWBupNlM8snz3Bk8CcxKcn+/fh1xqVgKmZzC7X7jSDlzCQBdJj8ChnZDF+gHUhLVfiDmm3dwKlMEv96fIfQ6kk9f5M43E8BizXBdAZyCvCk5uSMOfh4g4eqCrVyetZ58vZqSvXUVUqJjATg9chl3thzH4OVKmVld8Sqak2tLd3Ki3zwAtE4GyszsiktwANJq5dbGo5wevgSAbO9VpNDA90m69QCAK3M2ErFoux20tQ/qmriXk55wynnAD8BPfynfBHwtpTQLIUYDXwN9XuHaD4AuQOO/lKcAVaWU8UIIPbBbCLFOSrn/FWSnG2k0EdW2NzIxGXRasvw8noSdh4hbs5U7vUcDEPBdX9yb1iF26RrMkXeI+ugrrLHxOIeVxP/brkS27IopIpIb73ZShGo0ZN++kIQtewDw7fkpD6b+TOKuwzhXLIVvz3ZEfdz7daiTLnTl6iDv3QQHJwDMJ3dj+fUHAByafYmuRFXMhzahr9gY6+1rpCwZj/ANwqF+W5LnDUP4Z0FfoipJM/qDxYzjB19jOX8U+eAO+rBGWK6cwrRrFfqwhujDGmHatMhuugLM7FgfL1cn2/GcLccpE5qZttWKMWfLMeZsPUa3+mXxcHakd+PybDsVkS45AGVzZ6FL3TLotBomrtnPnC2KLHsy65sOeLmnNThuR8ewL/wCmXw9bWXurs70+agx2w6fSlP34o3b/Lr1AAuHdUGv09Jp1CwqFs9HtkBfcmUNZEKPDxk669cM0eVlzOr/aRrj6uN6YXRuXgOAhRv2Mn3lVga0bUxsQhIj5v3O1N6fkMnXk+hH8QAY9Dpm9WuHs6MDJrOFj4dOp0KR3BTOlY2iuYOpWCwvnw6faRfdnsXsYT3xck+7B1ubhtX5uEnNNGX1KpehXmXFWLkQEUm3kVPJm0MZ9FUqXYRW9apQv+OAp+TXqlCSfu3ff029fzXmfPcNXh7utuOx/R9PSHw3fQGuLs4AGPR6On/UnEsRN7gYEZlGxozFK/H2dGfN3AlYrVYexSmf+7WoW8xe8js/TRiMh5sr0Q/tvz/jnO+H4+X5WN9xP86j48etCCtbgp37DjNu2jzmTRpB2RJFqFKhDEIIzl++Sq9BY1j9848cCz/LsfCzrJg7CYAPO/fl0PFTFMqXm09aNqZ08cKYTCbadR/Arv1HCCtbwl6q/t/PZINOy8yODXB20GOyWPjkh1VUyJeNwsEBAHSvX5YaRXJkpEovZNHx64R4u5BgNNvKupXPTY3QgDT1lp2MJIePK983LMaDRCNNFuyhbp5M+Lk4ML95aQw6DYlGM80W7qNSiB/+ro6MrlMYVwcdUkp6rT3Jpkt3qJ07MKNVRBpN3Pikj20slfXncSTsOkzcmm3c7j0GgMCxffFoVptHS/7ApWIpDMFBRNRui2ORvPgP7MyNlt2UeqO+4sH0xSTuPYZwdgSrBCEIHNmLyLZ9MUVE4fPlB7g3rkHsrxte1K3Xp6/ZSvjghcSER6BzcaTKxuHc3RkOwKUZ67j44x9p6ltSTJwZvRz3vFlwz5t28vPCj39wf88ZhF5L2C/9CahahDtbTwAQ+ft+m8GnovJXXhpOKaXciWJw/bV8o5TyzyfSfiDLq1xYSnlXSnkIMP2lXEop41MP9al/rzU0ViYmAyB0OtBpAUnizkO288nh59EFKjN5ycfPYI1Vupd84hy6gKdn+JzKFsV0/Rbmm3dTLyDRuCgDTY2rC+a7T72dGYZw90aXuzimI1ttZZaLxx+/jrqMcPcGQOOfGcvV0wDI+zcRnn7g4oHGLzOWyEtgMoLViiXiLLr8yob1urwlMR/bCYD52E50+UpmlGrpZvvpCBqUyg1Ag1K5bQMEbzcnCmbzR6dNf5TxO3my2uoXDg7gToz9vI4v4rufVtH9/XoIHs9s+Xi4UjBnVnRabZq6V6PuUChXNpwcDOi0Wkrky8GWg8qPU47MAWQP8s/Qvr8Krs6OttfJKUZEqrrr9p6gWqkCNiPWJ9VzJYTA2VHxnJotFsxmK6S+R/myB5HZzyvjOv+aWLfrELUrlLIdF8mTAz9vzxe0eLORUrJhx37qVnkHAGcnR4oXzIvBYHiq7sr12/m0ZSMANBqNzSj8de1WWjasiYebch/4eHlkUO/TjxCC+IREAOITEvD3VZ7Lzs5OiNQbOykphT/vVyEERqMJk9mM0WTGZLbg4+WJk6MDpYsXBkCv15MvNCd37t3PeIVewKs+k4UQODvoATBbrJgtVt7UOfs7ccnsjrhPkwKZ01U/wWhGSkmSyYKHox6tRqDXajDolPfAaLEinxgRuTooc/Fmq7T7+/DkWErodSAlCX8dS6WOmVyqliP29y1K+YlzaN1d0fp5Y8iZDaHVkrj3mE2mTE5B6+mONJkwRUQBkLj3KG41y2ekemlIvhtDTHgEAOaEZOIuRuEU+PzfC0tiCtEHz2NJSbt5vCXJyP09ZwCQJgsx4RE4ZfJ+bf1+m5BSZOjf28g/ldikLbD0H5KFEEILHAFyAVOklAf+KdnPRKMh6/If0GcL4tGi1aScfCLUUafFrWE17o+c9lQz96a1Sdh16Klyt7qViV+73XZ8b9Q0gmaOwOerzxAaQWTr7q9Di3RhqPMRxg0LbV64NGi06IqEYVw3HwDr7evo8pXGeO0cmsw5ER6+aNy9sd65gaFaS3ByBbMRbe6iWKOuACBcPJDxSlStjI9BuNh3cCSEoOOMtQgBTcvmo1m5/ETHJeGX6qnydXMmOi7pb8n5K78dPEetojn/cR1eCQEdRs5ECGhWrSzNqpVl2+FT+Ht7kCc4KF0icmUNZPLS9cTEJeBg0LP7+Dnyh9gvbPK5CEGHUXMVXauWpllVZSJh8rKNrN59DFdnB2b1+xSAa7fvY7ZYaDdsJgnJKbSu9Q4NwooDYLFaafXNFK7fiea9GmUpnOsN1DWV9oMmIoSgea2KNKtVEYAla7exets+CuQKplfb5ri7pvXCbth9iO/7fZEu+Zv3HeXI6YsEBwXQu10LAv3sM5gQCNp/PRIQNK9Xjeb1qtnOHQk/h4+XB8GZM71QRmy8MqHyw/xfOHzyDFkyBdCv88f4enkSEXkbgA+6DcJqtdLxg6ZUKFX0tenzMgTwec+BymfbsBbNG9amz5ef0r7XIMZOnYuUVn6eOsZWf/POfXw/4yeiHz5i6uiBABQtmJdSxQpRpcnHSClp9W49cmZPey/HxsWzY+9B2jRvkJHqpeGfeiZbrFZaTVjBjfuPeK98AQoFP/Zq/bDuIDM2HaF0aGa61iuDQad9gaTXy3c7z9O1QiiJT3jhAKbsu8TMg1condWbLu+EYtBpaFkkK91WH6fm7J0kmCyMrl0ITarBfjsumS6rjnHjUSLdyufG3/XxhFWn345y6s4jygf7Uj1XWu9ehqLRkG35ZAzZgohZvJrkv4yl3BtW496IH5XDAB9Mt+/ZTptv30Pn74Mu0BdLXDyZJg1AnzmAxH3HuT9+DpaHjxA6LQ4FQkk5fRHXmmFKuOUbgHNWXzwLZufB0cv4lM5DjrY1ydY8jIcnrhA+eCGmR+mb3NW7O5OpZnEuzVxvK8tcrxS+ZfMSf+UWJwcuIOmm/ZwAKm8e/7cRJ4ToD5iBhf9/dxSklBagqBDCE1gphCgopTz113pCiM+BzwGGBuanpdcrOQMfY7Vy491OaNxcCJw0CEOuYIyXrgHgN+BLkg+fIvlI2ss7lS6C+7u1iGzTI60svQ6XKmWJnjDHVuTRsj73R00nYdNuXGtXxH9oD2626/v3+vp/oM1dHJnwCOutq2iyP22EGOq3xXrtLNZr5wAw7fodQ52PcOw4CnnnBtbbESCtyPs3Me1eheNH/cCYgvXWNZDPi0u3b36huZ0bEeDhwoO4JDpMX0OIf1oPhBDC5q15VTklcj42imZuPopWo6Fu8dB/WoVXYt7gLwjw9iD6UTwdRswgJMifWb9tZVq/z9ItI0fmAD5pWIUOI2fi5GAgT3CQXdZYvIx5Az5/rOvoOYQE+VEibwhftqjJly1qMnvVdpZs2k+nptUxW62cuXqTGV+3I8Vk4sPB0yiUKxvZM/mi1WhYNuJLYhOS6D7xZy7euE1o1owPR3oZ80f1JsDHi+iYWNoPmkj2LIG8V6cy7VvURwj4YeHvjJ3zC0O6fGxrc/L8FRwdDIQGv9wLUKlUYepULIVBr+eX9Tvo//1cZg/r+Ro1ej7zJwwmwNeb6IeP+PzrEYRkDaJk4XwArNu+1+aFexEWi4U79x9QNH9uenf4gPnL/2DcjIWM7PMFFquFa1G3mTN2AHfuPeDjnt+yYsaYpwzgjOKnKaMJ8PMh+mEMn/UYSEi2LGzcsZc+nT+lRuV3WL91NwNHT2bWhKEAVK9YjuoVy3H4+Cl+mL2QWROGcj3yJleuRbJlufLb81nPgRw5cZoSRQoAYDZb6D1kLK2b1idrkP3u73/qmazVaFjWsxmxSSn0mLuRS7cekCuTN13qlcbXzRmTxcqQX3Yyd+tx2te0T+jozqv38HY2kN/fncORjwffX74Tiq+zAZNFMnTrGeYeuUr7MjnZey2aPH5uzHi3BDceJdHxtyMUC/LC1UFHoJsjy1qX4258Mj3+OEH1UH98nJUogqmNi5NittBvwykORT6gbDYfu+iL1cr1d79A4+ZC0OSBGEKDMV5UxlIBAzuTdDicpCOnXyhCaLU4lSjI9Xe/wHTrLpnG98O9iRI2eavnKPz6tkdj0JOw9yjSTuvhnkTr7ECZWd05OXAB5vgkrszbxNnxK0BC/j7NKTS4NUe7z3ipHKHVUGpaZy7NWk/idSWK6/bGo0Su3IvVaCbkg6qUmNSR3c2Gv26V3hjs/+m++fxf2SmFEB+jJD1pLaV8arQuhBguhDguhDj+VON0kJooZRtQ+znnZ0gpS0opS/5tA+4JrHEJJB08gXOYEnrk1ak1Wm8P7o+enqaeIXcI/kO6cavzYKyP4tKccwkrRcqZS1iiH+d4cWtUg4RNuwGIX78Tx0K5/+++/h002XKjzVMCp+6TcWjeBW1IARyaKjP0+spNES7uGNcveNwgJQnjb9NI/rEvKSumIJzdsT5UHi7mo9tIntaP5DnfIpMTsN5XEg7IhEcIV+VHWbh6IhNiM1bJvxDgoQzKvN2cqFIohFPX7+Hj5sS9WGVm7F5sAt6uz/BKpkPOn/x+8Dy7zlxjROuqtjAnexHgrXg+fTxcqVqqIIfPXibq3gNa9JlAnS9HcOfBI1r2m8j9mBd/Lu9WKc2SEd2YO6gT7i7OBGd6M2Y8nySNriXy/4+9846Ponj/+Htv7y6X3kgCSSCE0AmhhhZKACGA9KKAHZCmSFFRUIoNERuCFVQEAUUQBJQuHek11NADAZKQnkuu7v7+2HAQOvzkDr7u+/XKK3ezM8/O525vd2aeZ2Y4eLL4fKh2jWqyZqcyus2nTAAAIABJREFU+BLi70ujmAp4GPT4e3tSu3JZkpIvFsvv4+lObNVy/HPguHME3CMhgUqoTqCfDy0a1ORg0hkC/XwQRQ0ajYZurZuQePxMsTIrNu2kbZN6d2Xfz8cLvU4JUevaqglHTp79V+t/L4QUhQ4G+vvSslEsB4+dBJSQ1zWbd5DQrOEdbfj5eOPu5sZjRaGkCU0bcOTEaYf9+IZ10Gm1hJcKpmx4KZJTLj0gNXcmJEhpdAf6+9GySQMSjxxnyYq1PFakM6F5HIlHkm4oV7dmNOcvXCIrO5c1m7ZRo1pFPDzc8fBwp3H9Ouw/dNSRd/wnX1ImPJRnnujkHFG34N+6J1/Bx92N2PKhbDl6DoAgH08EQUCvFekUW4mDRQ1iV7DvQjYbTqXTbsYm3lyRyM7zmby1MpEgT7eiOmroVDWUQ6nK/XjJkQu0iApGEATK+HkQ5uPOmaziXpxgLwPlA73Yk1J8HTk3rUh8uSDWn0rH1Uh5Rgp27MezsTKdImDwU4j+vqRPvNqZsaVmoLvGk6YtGYQtLQNb6mXMR09iPX8J7BL5f2/FULU8AKZ9Rzj/zGskPzmUwp2JjtBKVyFoRRr8MJxzC7dwYZkSlWW+nKvM4ZNlzsxZi3+tu4vOqfVJP/JPXeLkNV44S1Y+UpEH9/ScdfjHRP77IlQeae67EycIQhtgJNBRluWCm+WRZfktWZZryrJ813EqgiAEFXngEATBHWgFHL19qftH4++LpmhhBMFNj0ej2lhOncOnWxs84uqS+tqHXBuAri0VRMkpY0l982OsZ2+8gXi1iyfvmlBKAHtaBu6xypwE9wY1sZy98KDk3Bbrml8p/PQlCj8fgnn+FOynD2H+/Su0tZsjlq+Bef6UYloxeEDRfCltnRbYzx4Bc1GYi6cyt0TwDURbJRZborKIi+3obrS1lDAvba2m2I7ucp7A6yg0WzGaLI7XW4+dp3wpf5pVi2DpTqVBtHRnEvHVyt6XHYAtR5OZuX4fk/u0wV2ve3Bi7oICkwVjocnxeuuBJKLLlWb9d+NZPnU0y6eOJiTAl18nDKPENQso3IwrC39cvJzF3zsTaRtX64HX/15QtJodr7cePEH58BDOXro612fdnsNEFnU+m9epwt5jZ7DZ7RSaLSSePEdkaBCZufnkGpVr2mSxsi3xBGVDH74Oa4HJjLHA5Hi9de9hykeEkp55tSG3dtteKpS56h2WJIlVW3bTtknsDfZuxrW21u/YT2T47cMVHxQFhSaMBYWO1//sOUD5ssog3bY9iUSWDqVk0J09DYIg0KxBbXbuV+abbNt3kHJlFDstGtVlV1F6Vk4uZ85fJLyUa+Z6KnoLHK//2bmPCuXKEBQYwM59yiDE9j0HiAhXvtvk8xe4MmZ6+NhJLFYrfr7elAoOYte+Q9hsdqw2G7v2HaRchBJOOWX6bPLzC3hzSD8XKLzKv3VPzswvJLfo92+y2tiWdJ7IEGXw8EpnUJZl1h08TfmSrptf9EpcBVb2bcqyF5owsU11YsMD+CChOulG89U6nkonKlCZm1nS28COc4rHLqPAzJmsAsJ83UnNM2EqWtEx12Rl74Vsyvp7UGCxOWzZJInNZy5T1t/DBUpBvL4t1bA2ltPn8OneBs/Gdbj42sRi7Qvjum34dFLCpA01KiPlGbGnZ2JKTEL09kIsmqfqUb8G5pPJyjmKBu4EnY6Afj3Inld88RBnU/vz/uQdT+HEd8scaYZrPMuhbWPJPXr+ZkWLUfWNHui8PTgw5udi6cVsJdQh77hrO63ORkZw6t+jyN1sMfALEA+UEAThPDBOluUfUFasdANWF3kftsmyPPBuTywIQklgF+ADSIIgDAOqAqWAmUXz4jTAb7Is/3lPqu4BbVAAIR++BhoNaDTkr9hIwYbtRB1Yhu1CKuG/TAYgf/UWsr6Zg/+gpxB9vQka+zIAss3O+SeUpakFdzc8GtUmffwXxc6RNm4yJUYNQhBFZIuF9HGTH5Sc+0LfoR9yzmUMLyqhOvYjO7CuX4gmKAy3LoMBGSntPOY/rnokDT1HILh7IUt2zH/NAJPSCLFuWozhyWFoazdHzr6M6TfXac3IL2TEDGXlKpsk07Z2eeIql6Fa6WBGzlrNoh1HCfX3ZtKzypLyl3ML6D15IUaTBUEQmLMpkYUjnyDbaLqpHYCJC7dgsdkZ+J3yMImJCObt7k1doBYyc/IY/pkyn9Fml2gXV4u4mpVvmf9ydi693pqCsdCERhCYvXwziz5+DS8PA69+PoucfCNaUWT0C13w8VRGxv/emcjEnxaTlZvPy5N+pFLZUL4ddfehmv8Wmbn5DJ88GyjS2qgGcTUqMuKLOZy5mI5G0FCqhB9vv6B4HcqFBRMXU5Eeo6YgaAS6xsdSoXRJkpIv8vZ3C5AkGUmWaF2/Os1qKZ/ZnJX/8NOfG8nIyafHqCk0rlGJ8S92dbpWgMzsXIZ9qMwlsdvttG1aj8a1oxn9+Q8cPX0OAYHQ4EDGDn7aUWb3oeOElPAn/Lp5I5/9tIBlG3dgMlt4rM9IurZqzOBeHZn751rW79iPKIr4ennw/tDnnSnRQUZ2DsPe+QxQtLZrHueYr7Z8/dabhlImPDOE/IJCrFYba//ZxbQPRxEVEc7wfr0Y9dHXfPTtLAJ8fXjvNeURFVe3Bv/sTqRTv9fQaDS8+uJT+F236qezyMjKZuhbE4AivY81o3H9Oni4uzNxynRsdjtuej3jXleiJlZv2MqSlWvRarUY3PR8Mn4kgiDQOr4RO/YcoMvzQxAEgcb1axMfV49LaZeZ9vNvRJYJp0c/ZT52r66P071961vW6YFp/ZfuyZdzCxjzyzokWUaSZVrXiKJp1QgARs9ZS1a+CRmZSqGBLrsf3463ViaSVWhFlmUqBXnzVnMlVPjF2EjGrT5EjzlbkWWZoXEV8HfXsy05g8+WJCmTJ2V4tnYEFUp4k1FgZtjSfVjtEpIsUzc8gO7V//9RSfeDGBRAyQ9fRRBF0AjkrdiIcf0OKiT+hfVCKqV/+RyA/DVbyPx6LsYNO/BsGkvZlT8WbTGg/OaRJNI/nk74jIkggOnQCXLmK1sY+ffpgWd8PQSNhuxf/6Rw+36XaAUIrFeJiB5NyDmcTIs1yu/30Ie/UbpzQ3yjI0CGgnPp7H39B0eZhJ1foPNyR6PXEtqmDpt7TsSWV0jl4V3ITUqhxWolVPLKVgJR/RIolVAHyWbHmp3PrqHf3awqKv9hhJtEQT6SnKia8L8h5C4o1f3RXzHvbtHUu7tQsP8VhNDyrq6C87Bb75znfwjB27V7VTkTwd01HSJXIRhcu4egM7HtdK33w9nIZ0+5ugpO4/yXJ1xdBadyMOu/tQpk10tzHyl30/qQHk5t18enzn+kPh/4f86JU1FRUVFRUVFRUVFRUXEu/9YWAyoqKioqKioqKioqKv9vHt7dHx8eVE+cioqKioqKioqKiorKI4TaiVNRUVFRUVFRUVFRUXmEUMMpVVRUVFRUVFRUVFQeGh7VZf+dieqJU1FRUVFRUVFRUVFReYT4n/HEZWT/d5Z4Dk7NcnUVnIZw7rSrq+BcjHmuroHzsNlcXQOnIpcIcXUVnIe7l6tr4FQEnZurq+A05EOJrq6CU7EeTHZ1FZzGucz/zjYoAAcM/y1Pj2t2Ob1/JFdX4BFA9cSpqKioqKioqKioqKg8QvzPeOJUVFRUVFRUVFRUVB591Dlxd0b1xKmoqKioqKioqKioqDxCqJ44FRUVFRUVFRUVFZWHBnVO3J1RPXEqKioqKioqKioqKiqPEKonTkVFRUVFRUVFRUXloUH1xN2ZO3biBEH4EWgPpMmyHH1N+ntAJ5TPOQ14XpblC3d7YkEQmgKTgRigpyzLC6477gMcBv6QZfnlu7V7r+hDA4n64hV0QX7Iskza7NWk/vAXHlXLUnbiAERPA+bzaZx8aTL2/EIAQl/uSlCvlsiSxNm3fyBnw75b2gEo/+2rGKJCAdD6eGLLNXKw1asPStLdIWjwHD0VKTuDwq/GIgSG4PHiaARPH+zJxyn8cRLYbaDV4f7C64hlKiAbcymYPgE5IxUAfZsn0ce1QZbsmOZ9g/3wbgAMz45AW70+cl42xncHuFIlAHZJ5qlfthHs5caUTrWRZZmv/jnB6uOpiIJA95hweteKQJZlJm04xpbT6Rh0Iu+0jqZKsA8AF3MLeXfNYVLzTCDAl51qE+rr7jjHR+uPsvhQCv+81NJVMh3YJYne364k2MedqU/Hs/3kJT5ftRdJlvHQ63i3SwPKBHqzeO8pJq/cS5CPoqNn/Yp0rVOeC9lGRvyyEUmWsdllejWoSI/YCgCsTDzL9xsPYZdkmlYKZVjrWq6Uqmj9fg3B3u5M7dWE7adS+XzNfiQZPPRa3u0US5kAbyw2O2//sYMjF7PwddfzUfeGhPl5kpJtpOvXK4gI9AYgJjyAtx+vC0Dfmeu4nG/CTSsC8O3TTQnwNLhMa9vxP+HppkejEdBqNMx9/UlyjCZG/rSCC5m5hAb48PELbfDxMJBXaOatWau4lJWHTZJ5tkUtOjeoCsDkxVvYdPgMAP0TYkmoXRGAUTNXcvhcGlpRQ3SZEN7u2RydKLpG65tf42nQoxEEtKKGuW+/wGfz17LxwHF0okh4kD/vvPA4Ph4Gth4+zZTf12O129GJIsO7N6delbIAHD57kbEz/sJssdK4ehQje7ZCEAS+WbKJhZv24e/lAcCQrs1oUr28S7QCtH31czzc3RAFAVHU8Mv4AXz26yo27DuGTisSHhzAu3074ePpjtVm492f/uTwmQtoBIGRvdsQWyUSgL4fziA9Jx+DTnm0f/P6MwT6eLH72BkmzV3B8XOpfDSoO61iq7lMKwCCgOG5cch5WZh//8KRrGvZG21MEwo/HwSANrY12pimIEnIBXlYlv+InJuhmPAOQN/2BQSfAJBlzPM/dxzTNemKWDkWZAnb3nXYdq9xvkYAnQ7PtyYj6HSgEbHu3Ih54UzEqrVw7zUABAHZVEjhtElIaRcwPDUIbZWaSlm9AY2PH7kDOyFWqYn7U4McZjWlylDw9fvYdm9B/1gn9G26IYaEkTuoC3J+rkukuoUGUu3Ll9CX8EWWZS7M/ptz05cTPW0oHo72jwe23AJ2tHwDrb8XMT+MwLtmFBd/XU/S6BkOW4JOpNKHffBvVBVZkjn54a+k/7UDQa+l2pcv4R1TDmtWHgf7f4HpXLpL9Hb6+EUqtqiFMSOXr1u/CUBIlTK0n9AHvYeB7PPpLBz6NeaidmPjwR2p/WQzJLvE8vGzOLlR2aqjfLMY2ox7Bo2oYc+v69n8zVIA/EoH0X3qy3j4e3Eh8QyLhn+N3Wp3iVaVh5e78cT9BHwJzLou/WNZlscACILwCjAWGHgP504Gngdeu8Xx94CN92DvvpBtEmffnUlB4ik0ngaiV3xC7sb9RH4ymOR3fyJv22GCerag1KDOnP/4F9wrhBPQqTEHmg9FHxJA5Xnj2d/45VvaKTx+nhMDP3Wcr8zY57HnGR+0rDuib9kZ6dI5MCiNGEPXfpjXLMS2awOG3q+gi2uDdeOf6OISkI355I95AW3dZhi69qVw+gQ0pcqgqxtP/jv9EXwD8Bw+kfwxfUGWsG5dhWXdEtxfeN3FKhXm7jtLZIAnRouyL9mSwxe4lG9i0XNxaASBzAIzAJvPXCY5y8ji5xuTeCmHCX8f5udeDQAYs/Ig/eqVo0FEIAUWG4JwddWkQ6k55Jmszhd2C+ZuPUZkkA9Gs1KnD/7cyeTeTSkX5Mu8HUlM33CQ97o2BKB1dBlGtY8tVj7Iy8CsF1uj14oUmK10+2oZzSqFodeKfL5qL3MHtiHA08DbC7ey/eQl6keVdLrGK8zdfpzIEtdoXbabyU82plyQD/N2nmD6piO816kei/aexsddx9Ih7VhxMJkv1hxgUnflMwj39+S3Aa1van9Cl/pUCw1wmp47MX1IF/y9rg4e/LhmN/UrhtOnVV1+XL2LH1fvZlinOOZtOkC5kgFMGdCBzLxCOn/wM4/XrcTWY8kcOZ/OvJG9sNrs9J26kLgqZfFy19OubiUmPKt8DqNmrmTRP4d5okl1V0ll+qu98ff2cLxvULUsr3SNRytqmLxgHT8u28qw7s3x93LniyHdCfbz5kRKOoMm/8rqj4cA8MHslYx9pi3Vy4Xy8pTf2HLwFI2rRwHw9GP1eC6hvku03Yzv33gOf++r+502iC7HKz1aohVFPv9tNT/8tZnhT7Ti9/V7APj9/cFk5Obz0qdzmDvuRTQaZXbEhwO6Ui0yrJjtkgG+vNevMzOX/+M8QbdBW7cVUsZFBP3VQRFNybIIhuL7vUqpyZhmvgs2C9qazdHFP4FlyTcA6Nu/iHXrUqQzh0HnBrIMgFi9MYJPAKbpowEZPLydpusGrFaMH74KZhOIIp5jvsC2fwfuzw+jYPIYpAvJ6Ft2xK3z0xROm4RpzjeOovpWnREjlIEF+5F95L+tDIgKnt54fTILW+IuAGzHD2Hdtw2v0Z85X981yDY7x8f9TF7iaURPA/VWf0jmhgMc7H+1k15+/DPYcwsAkMxWTk6ch1fl0nhWLl3MVtlhXbFczmVro+EgCOj8lX0nQ3u3wJptZGuDoYR0bkT5Mb2L2Xcm++ZvYsfM1XT57Gqzt+NH/Vj1wVzObj9KrSea0WjA46z7dAFBFcKI7tCAr1q9gXeIP8/OGcXUeGUgv917z/PzUx+SeymTF5e8x7E1e0g/nkKrN3uy7YflHFy6jfYf9KHWk/Hsmv23S7S6CnV1yjtzxzlxsixvBDJvkn7tcI8nIN/LiWVZPiPL8gFu4jEVBKEOEAKsuheb94M1LYuCxFMASEYTphPn0ZUKxFCuFHnbDgOQs3E/AY8rjXn/hHpkLt6MbLFhPpeG6cxFvGqVv6Wd6wno2IjLf2x+0LJui+BXAm31elg2L3ekiZVrYNuzCQDrttXoaioNXF2Nhli3rQbAtmcTYmVllFBboyHWXevBZkXOSEVKu4AYWQkA+/GDyAUPx6bVqXkmNp++TJfoq42a+QfO0b9+FJqijliAh7JR74aT6bSvEoogCMSU8iPPYiPdaOZkRj52WaZBhPJ9eui1uOsUD4Vdkpm8KYmhTSo6WdnNSc0pYFPSBbrWiXKkCYCxqJOZb7IS5O1+i9IKOq2Ivsj7ZLFLyEWNo/NZ+ZQJ8HZ4oxqUK8maw+cegIq7IzW3gE3HL9K1VqQjTRAER4cu32wlyEup6/pjKXSIKQvAY1XD2XE61aHrUWZ94ik61KsCQId6VVhXdA8SUD4HWZYptFjw9TAgajScupRFnahQtKIGdzcdFUNLsOXIWQCaVCuLIAgIgkC1iBBSc/JdputmNKpWDq2oPLJiyoWSmqU8giqXKUmwn9JQjwotgdliw2K1kZ6dj9FkJiYqDEEQaN8gmnX7klxW/3ulUXR5tEWe0JiocNIyFb2nLqRTr8jzFujjhbeHgUNnbh8EExbkT8XSJR33PFciePsjlquBbf81Y7SCoHTQ1v9WLK+UfBRsFgDsF04iePsr2QNDQaNROnAAVrMjn7Zmc6xbluBokrj6WWQ2Kf9FLYKoRamXjOCuDFAIHp5IWRk3FNM1bIF127ob0rX1mmI7sAMsyuCjdPYE8uXUB1X7u8aSlk1e4mkA7EYTxuMpuJUsPgAW0rEBlxZtAUAqMJOz4xiS+cYB0NBe8ZyZ8ofyRpaxZirfYVCbulz8bQMAaUu34d84+oayzuLsjqMUZhe/RwZGluLs9qMAnNyUSNW29QCo1KoOB5duw26xkX0uncwzqYTVjCKsZhSZZ1LJOpeO3Wrn4NJtVGpVB4DIRtU4vGwHAPt+30jl1nWdqE7lUeH/NSdOEIQPgGeBHKD5v1EhQRA0wKfA08Bj/4bNu0UfHoRHdCTGPUkUJp3Dv009slbsIKB9I/ShJQDQlQogf/fVhoDlYgb6koG3tHMt3vWrYk3Pxnz64oMXcxsMTwzE9Pv3CEVeOMHTBwqMICn9aSnrMoKfolfwK4GUWRSuIElQaETw9EHjVwL76SMOm0qZGzutrubjDUcZ2rgiBUVeOIDzOYWsSrrE2hNp+LvrGBlfmQh/T9KMJkp6Xx0ZDvEykJZvIi3PjLeblleX7iMlt5D6ZQJ4Ja4iokZg3v5kmpULJsjTzRXybuDj5bsZllDL0ZEBGNepPi/PXo+bTsTLTcesFxMcx/4+fI49Z9OJCPTmtba1KemrjIRfyjEyZPYGzmXmMax1LYJ9PDDotJzJyCUlK58QHw/WHT2P1ea68I6PV+5j2GMxDg8rwLj2dXn5l024aYu09lXCW9PyCinpq1zvWo0GL4OO7EKl0ZeSbeTJaavw0ut4qXk0tSOCrtpbshONIPBYlTBebFK1mAfW2QgIDPp6MQLQLS6a7nHRZOQVEFT0nZXw8SAjTxnl7tk0hqHT/qTVmB8xmqx89EICGo1AxdASfLdiB8+0qIXJYmPn8fOUK+lf7DxWu52/dh5jZLcmzpboQAAGTf4VAYFuzWrSvWnxsN0/thwgIbbKDeXW7DlGlYiS6HVa0rLzCPH3cRwL8fchLetqg/7Xdbv5c2siVcuW4tUeLfDxvP3gxgNFEBj4yc8ICHRvXofu8cUbbH9s3EtCfSUEsmKZEDbsPUbbBtFcyszlyJkLpGbkUr2cknfsD4sRBYGWdavSv2NTl16zN0PXsheW9b8V88Jpaz+G/cQ+MObcspw2pin2U0oImiYgBEwF6Du/rDyLzhzGumE+yDIa/2DEKvUQK9SGwjwsa+YiZ7mwkyNo8HrvGzQhYVjWLMZ+8iiF33+Kx6sfgtWMXFhA/vjiM0aEwGA0QSWxHdp7gzl9g+aYly+4If1hwlA6CO/oSHL2nHCk+TWogiU9h8LTl25bVuuj3Kej3ngCv0bVKDyTStLoH7Gk5+BWKgBzitLhle0StrwCdAHejk6eq0k/fp7KretwdNVuqj1eH59SSifWp6Q/5/de/SxyL2XiU9TBzb14tQOfezGT8FpRePh7Yco1ItklR7rPdffp/wLSw3Xreij5f61OKcvyW7IslwbmAP/WvLXBwDJZls//S/buCo2HgYrfj+Ts2B+x5xdyasRXhDzXhugVHyN6uSNd01C8FzvXEti5MRku9sJdmasmJZ+4c+ZHnI2n0gnw0FM1xKdYusUuoRc1zO3dgK7Vw3ln9aHb2rHJEntTshnetCKze9XnfE4hSw6nkJZvYvXxVHrWLH3b8s5i47EU/D0NVL0u/G/21qN8+XQ8q17rQsda5fh0hRKO1axSGMtGdGL+S+1oEFWSMQu3OcqU9PVk/kvtWDK0A0v3nSIjvxAfdz1vtY/ljd+20OeH1YT6eTpCuJzNxqQL+Hu63ah1exJf9mrCquEd6FizLJ+u2ndbO0FeBlYMbc+8/q15tXUNRi3aRn5RB3hCl/osGJjAjOebsyf5Mn8eOPvA9NwNM4Z149eRPflqUEd+23SA3SdSih0XBAGhKPzknyPJVAoPYvV7fZj3Rk8mzt9IfqGFRlXK0LhqBM99voA3Z64kpmxJNELx73DCb+upHRVK7ajiIXnOZMYbz/DrmD58NfQJflu3h91JyY5j0//agqjR0K5+8XldJ1LS+eL3dbz9dJs72n8ivjZ/ThjIvLF9KeHrxafz1/7rGu6Fn97qw7x3BvLVq08x7++d7D52xnFs+pKNiKKGxxvGANC5SS1CAnzoPX4aH89dQY0KpdFolO99wsBu/P7+YGaM7sOepLP8+c9+V8i5JZqoGsjGPOTUq78lwcsPsXLd285bE6s2RFOqLLYdRdEjGhFN6YpY183DNPNdBL8gxOqNizJrwWbFPOtdbPs3om/b50FKujOyRP7bA8gd+iRiucpowsvi1qYbBZ+OIm9oTywbVxSb7waga9AC646NIBcPVBJ8A9CER2JL3OlMBfeE6OFG9R9GkDRmZrE2UEiXRqQuunM4r6AVMYSVIGdnEjtbvUnOriTKj3v6QVb5X2Px69OIfaYV/f98H72nO3br3bUbVVTul39rdco5wDJg3LWJgiDMAGoBF2RZbneXthoCTQRBGAx4AXpBEPJlWX7z+oyCIPQH+gO86VuTzh6R12e5KwStSIXvX+fywo1kLd8OgOlECkd7vQuAoVwp/FoqLm7rxUzcirxyAPpSgVguZdzSjgNRQ0C7Bhxs49p5YmJUVbQ1GuAVHQs6PYK7B4YnB4GHJ2g0IElo/EsgZ18GQM6+jCYgCHv2ZeW4uyeyMRcp+zKC/1WPhVLmxpAQV7LvQjYbTqWz+fRGLHYJo8XGWysSCfFyo2X5YABaRAUzfpXSiQv2NHApz+Qon5pvItjLgF2SqRjkTXiRJ6d5VDCJF3Mo4enGuewCOs5QOuYmq52OMzax5AXXeDD2Jaez4dh5Nh+/gMVmx2i28vLP6zlzOZfqpZVrNiE6gpd+VkJ0/Dyueg+71Ili8k06PME+HpQP9mPP2XRaVStDs8rhNKscDsCCXSdcFp6179xlNhy7wObjF7HYJEXr3E2cycilerjiEU6oVpqX5ighwsHe7lzKKSDExwObJJFvsuLnrkcQBEfoaNXQAML9vTibkUe10ABCikaEPd10tI0uw8ELmXSoUdYlegFC/JR5IQHeHjSPieLg2VQCvT1IzzES5OtJeo6RgKJQ2cXbD9OnVR0EQaBMkB9hgT6cTsukekRJXkyI5cUEZR7kmzNXEhHs5zjHt8u3k5VfyJi+LZwv8BpC/JXwyAAfT5rXqsjB0xepU7EMi7ccYNOBE3w3oncxD1NqZi4jvv6d9/p0oHSwMmId7OftCLkESM3KJbjIbqDP1blXXZvU4JWp850h65Zc8RgG+njRonZlDp5KoU6lsizetJeN+5OYNvJZh16tKPJ676sd1Wff/56IomiQK3Y83d1o16A6iadS6BBX08lqbo0YVgGxQk3EqBimQdMyAAAgAElEQVQEUQduBgx93webDcOAj5RMOj2G/hMxTVMe+ZqIqugatcc0d6Ky2BYg52UipSYj5yhRIvbje9CERmFnE3JeFvYkZZEte9Ju9O1c3Im7QoER25F9aGPqoSkThf2kEnZn3b4e/esTi2XVN4incNaUG0zo6sdj270Z7A/nAheCVqT6j69y6ffNpBeFAgIIoobgx+uxo9WoO9qwZuZhLzCR9pdSPm3pNkJ7K4Fe5ouZuIUFYr6YiSBq0Hp7PDReOIDLJy/y8zPKdxkYWZKKLZTfXu6lLHyumV7jUzKA3EvKLKVi6aUCyL2URUFWPgYfTzSiBskuOdL/a0jqnLg7ct/D6IIgVLjmbSfg6PV5ZFl+QZblmvfQgUOW5adkWS4jy3JZlEVPZt2sA1eUd5osy3VlWa57vx04gMhPX6LweAqXpi11pGkDfZUXgkDo0B6k/bwSgKxVOwno1BhBr8WtdDCGyFLkF7nJb2bnCr5NalB4IgXLRdd2dMx/zCD/zafJf+s5Cr//ENvR/RT++BH2Y/vR1lY6H7oGrbDu3wqA9cA2dA1aAaCt3QT7UWVk17Z/G7q68aDVIQSGoAkOw376mEs03YpXGldgZb9mLOvblIltY4gtHcAHbaoTHxXMzvPKDXH3+SzK+CuN9WZRQfx55AKyLHPgYjZeei1Bnm5UC/Elz2wls0AJv9t5LpNygZ40iQxiTf94lvVtyrK+TTHoRJd14ABeaVWTVa91YfmITkzsEUdsZAiTezcl32zl7GWlMbvt5CUig5RrOz3v6ijphqMpRAYpDcDUnAJMRSOIuYUW9ianU7aEciwz3+RI/21HUrG5d87klZYxrBregeVD2zOxWwNiI4OZ3DOOfJOVsxnKQ33bqVQiSyiN9maVQll64AwAaw6fJzYyGEEQyDSasBeFEZ/Pyic5M59wf09skkRW0YI3VrvEpuMXKR/kc2NFnESh2YrRZHG83no0mfKlAmkWHcnSHUpY89IdR4gviqkr5e/N9mNKMENGbgFn0rIID/TFLklkG5XvPSnlMscvXKZh5TIALPznEP8cSWbic20cnh1XUGi2YDSZHa+3Hj5N+bASbDl4kpkrtzH55R64u+kc+XMLTAyZOp+h3ZpTq3y4Iz3IzwtPgxsHTqYgyzJ/bjtIfE3lsZV+zVyWtXuTKB92dUDK2RSYLRgLzY7XWw+dpHxYMFsOHOen5Vv4Ymgv3N30jvyFZgsFZuVa2HrwJKJGQ1RYMDa7nayiRbOsNjsb9ydRPizY+YJug3XjAkxfv4rp29cxL/kG6ewRCr94mcKvhmH69nVM374OVoujAycEl0Gf8Bzm36cUm9smXTytTAdwV37fYkQV5MvKvED78T1oyiihtprSlZAyXRdKKXj7KgOkADo92ug6SBeSETw80ZRUrlUl7apnUlOqNIKnN/bjh2+wp2vYHMvWG+fJPSxU+XwgxuMpnPvur2Lp/k2rYzx+AfPFG5ZXuCmXV+3BP05ZTTegSTTGJCXq4PLKXZR6ohkAwR0akLX59lE0zsYzUHlGCIJA0yGd2TVHWYjk2OrdRHdogKjX4lc6iMDIkqTsO8mF/acIjCyJX+kgRJ1IdIcGHFutDECc3nqYqu2UOXU1uzV1pKuoXMvdbDHwCxAPlBAE4TwwTpblH4CJgiBUQlmY5Cz3tjIlgiDEAosAf6CDIAjvyLLs9HWPvepVJqhHPAWHzxC9WllF8tyHczBEliLk+bYAZC3fRvqvSrhNYdI5MpduIWb9FGS7nTOjp4Mk3dJOzloldC2wUxwZf2xytry7xrTwBzz6jcbQ6Xns505g3aJ0Wq2bV6DtMxKv92YgG/Mo+H4CANLFs1h3b8Rr/DRkux3TL186Qj/c+76JWCkGwcsXr4mzMS/92WHvYaBP3UhGr0hkzp6zuOtExj6mXHaNy5Zg8+nLdPxpMwatyPjWSrqoERjRpBIDF+5ClqFKsA9do8Nvd4qHBq2oYWzHerz66yY0goC3u553OiuL9Pyy7Rjrj6ag1Qj4uOt5t4uSfio9h89W7kVAmYL/bFwVKoQo3ppJy3eTVDQi2D8+mogSruvYXI9Wo2Fsh7q8Ov8fNAJ4G/S801HxOHWpVY63Fm2nw9Rl+Ljr+aibonVP8mW+Xn8QrUaDRoC329XB192NQouNwXM2YrNL2GWZ+pEhdK1dzmXaMvIKGPG90jCySTJt61QkrmoE1SKCGTljBYu2HSbU35tJLyj3rBfbxDJ29hq6fzgXGZlhHRvh7+WO2Wqjz+TfAfA06PngmdaOxUI++G0dpfy9efZzxSvVMiaKAUUT852qNdfIiK8XKlrtEm3rVyUuOooOo7/BYrMz8LNfAIgpF8bbz7Rh3trdJKdl8d3SzXy3VPGKfzu8JwE+nox+KoGxM/7EbLURF12OxtHKoMPk39dy7FwaAhBawpe3n27rdJ1XyMzJZ/jUeYCit12D6sTFVKD9yC8UvR8rC0NXjwpnzPMdyMw1MujT2WgEgWB/bz7o3xUAi83OoE9mY7PbsUsyDaqVo1u8EkFy8FQKw6f+Sq7RxIZ9SXy9aD2LJrzkGsH3gL75Ewh6N9w6DQZAys3AsnAKyDKWdfMw9HwdBAHp0hls+5UFL6zb/sKtwwB0sa2RLSYsy2fc7hQPFMEvEM/+I0EjgkbAun0Dtn3bKPzhUzxeGQeyrDxXp3/iKKNr0BzLTRY0EUqEoAkIdgykXkHfugtujz+J4BuA14Tp2PbvoPCHT28o/6DxrVeJUk80Je/wWer9rXhVT074hYy/9xHSuRGpRQuaXEujnVPRensg6LUEtY1l35MfYExK4cR7c6j65ctUeO85rBm5HB6qrNp5Ye46qn75Mg23fYE1O5+DA1yzMiVAtykvUbZhFTz8vRmxbSrrPl+A3sNAvWeVQe8jK3ayt2gRlvTjKRz6azsvrZmEZLPz15ifkCUZGZllY3/imVlvIIga9v62gfTjSod1zYe/0P3LIbR4rQcXD51lz7z1rpKq8hAj/C+s0AawPbTr/4aQu6BKB9dvUeAstDUfjlUfnYUQUOLOmf5XsP3H5guUCHF1DZyHu5era+BUBN3DsbCRM5A2PvBFox8qrAeT75zpf4Rdq/5Dzx9gk+HfmlH0aDD+7JxHKj7xj5K9ndqu73xp7iP1+cD/c2ETFRUVFRUVFRUVFRUVFefy3xqGUFFRUVFRUVFRUVF5qLlhE2mVG1A9cSoqKioqKioqKioqKo8QqidORUVFRUVFRUVFReWhQXLRFkaPEqonTkVFRUVFRUVFRUVF5RFC9cSpqKioqKioqKioqDw0/GeWnP9/oHriVFRUVFRUVFRUVFRUHiH+ZzxxS/UGV1fBaXiutri6Ck6j5JkDrq6CU9GF6lxdBaehcfufuf3cFZqgh2dj9AeN4Pvf0Qog2+2uroLTyP3rtKur4FROJv139k5b4v7fmoN0yH7Z1VVQuQ3q6pR3RvXEqaioqKioqKioqKioPEL8t4bCVVRUVFRUVFRUVFQeaqT/lmP4vlA9cSoqKioqKioqKioqKo8QqidORUVFRUVFRUVFReWhQUJ1xd0J1ROnoqKioqKioqKioqLyCKF64lRUVFRUVFRUVFRUHhrUfeLuzB07cYIg/Ai0B9JkWY6+yfFXgU+AIFmW73q9VkEQmgKTgRigpyzLC645ZgcSi94my7Lc8W7t3g9dJvWnUotaGDNymZrwBgAlq0bQ6YM+aN10SDaJJWNmkLL/pKNMWEw5+i98h9+GTOXQ8h0A+IYG0mXii/iEBoIsM+uFSWSfv0yXj14kNKYcAgKXT19k4WvfYikwP0hJt0TQ64ic9xGCXocgashdsYW0yXPRhYdQespIRD9vTAdPcP7Vz5CtNnShQYRNGoY2wAd7dj7nRnyC7VKGw57Gy50KK78hd/U2Lo7/FoDIuR+iDfZHMilbIZx5bgz2jBzni9Xp8f10CoJOB6KIZdMGCn6eAYDH8/1waxKPLEmY/lyMafHviKXL4DXiTbTlK1Aw83sKF8xzmPIa8Qb6+g2RsrPIHvBCsdMYOnbF0LEzSBKW7dso+OFbp8p0oNXhOepzBK2i17prI+Y/ZiFWqYn7kwNA1GI/e5zCHz8BSUJTsjTufV9HjCiPaeEMLCvm39bOFdy6voAuthlIdizrlmJZ84dr9AIIGjxGTUHOzqDw63EIgSG49xuF4OmDPfk4phkfg92GrmVXdI0TwC4h52djmvU5cmYaAO5D3keMrIz9xCEKvx7nMO32zHDEiAqAgJR2HtPMT8FscpFQQBAwDJqInJuJefZHuHUfgiYsCuw27OdPYlkyDSRlqXtN2aro2z2PIIrIxjxMP44HQN95ENpKtZGNORR++ZrDtFitAfoWPRBKhGH6bjTShVOuUFgcQcDw9Bjk/CzMi6Y6knUteqGNjqNwysvK+/gnEctUUg5q9QgePhR++cpVO3oDhhfexX5iH9a/5yplGndBrNoQweDhsONyBAHDc+OQ87Iw//6FI1nXsjfamCYUfj4IAG3NeLS1W4IkIVtNWFbMRM64AAZP3Dq/hKZUJLbELVjXzL5qWyOib/U0mjKVQZaxbvwde9JuZysEvZ6AqV847snm9RvIn/GT47D3K0Nwb9eOtDZtlWqHhOD75kg0fn7IuXlkv/8BUno6AF4DB+DWsAGCRoN55y7ypijXSMAXk9EEBiCbledP1quvIWVnO1dnEfrQQCpOHYIuyBdkuPTzai5+vwzPamWJmtQfwU0HdomTb04nf+8Jgro2IezlziCAPd/EyTemUXD4LO5RoVT8brjDriEihORJ87g4/S88qkYQNak/oqcB87l0kgZ/gT2/0CV6e00aQLUWtcnPyGViwuuO9CbPJdDk2dZIdonDa/eyZOJc6nSKo8WADo48oZXL8En7UaQcPsvLv47FJ8gPa9F3+M0zE8jPyKXLmGcp37AqAHqDG14lfBgV09e5Iot47ZMR1G9Zn+yMbF58bAAA3n7evP3VaEJKh5B6LpX3Bn9Afk4+NRrE8O4P47l47hIAm5dvYfYXc25pB+DZ4U/TrndbsovaTj9+NIMd63Y6WaXKw87deOJ+Ar4EZl1/QBCE0kBrIPk+zp0MPA+8dpNjhbIs17wPm/fF3gUb2TZzFd0/G+RIa/NmL9Z+sZDj6/dTMb4mbUb14oee7wMgaAQS3uzFiU2Jxex0/2wQ67/8g5ObD6L3cEOWlHGEZe/Nxlx0U2379tM0eK41G79Z6iR1xZEtVs48NRqpwARakXK/TSJv/W5K9O1Mxo+LyflzI6Hvv4T/E63InLOckqP7kr3wb7IXrsWzYQwlX3+O869+5rAXPPwZjDsP3nCec8M/wZR4wpnSbsRqIWfkcDAVgiji+9mXaHduRywTgSYomKx+z4AsI/j6ASDl5mL8Zgr6Ro1vMGVatZzCJQvxfn10sXRdjVroG8WRPagvWK0OWy7BZsU46TWloyGKeI6ajO3gLjz6jcQ46XWk1BTcOj+HLq411k0rlMb93K/Q1mp0ZzsHdmI/dQRd4wQ0AcHkj35B+ey8XagX0LXojHTpHILBAwC3rn2x/L0I264NuPUegi4uAevGv5DOnaBgwl9gNaNr+jhuXfti+v5DACyrFoDeDX2TdsVsm+d/B6YCxW73/ujjO2JZ+ZtzBV6DtmE75PQUcHMHwLZ/M/YFSsPVrcdQtHVaYNu5GgweuHXoh2nWB8g5GeB5dc8229712LavwK3bS8VsS2nnMP3yCW4d+ztP0B3Q1n4MKfMiwjV7gGpCIhDcPIrls66fh/VKmVot0ASXKXZcF9cZ6fzxYmn2k/ux7l2Le98PHkjd7wdt3VZIGdfpLVkWweBZLJ/t8DZs+9YDIJavib5FT8zzPwO7FeumRWiCwhBKhBcro2vUAbkgD9P0UYAA7sVtOg2LhaxhI5ALlXtywFdT0W3fgfXwYbSVKqHx9i6W3WfwIApXrsK0YiX62rXw7v8iOR9MQBddDX31aDJeUBrwAV9ORV+zJpZ9+wDIfu8DbMeOOV3e9cg2O6fHz8SYeBrR00CNVZPI3niAiDHPkPzpfLLX7sW/ZS3KjnmGg13HYUpOI7HLWOw5Rvxa1KL8JwM50G4UhScvsP+xok6RRkPsvu/IXL4dgPKfDeLMO7PI3XqY4F4tCBvcieRJv7pE744FG9g0cyVPf3b1/lK+YVWqt6rLR23fwG6x4RWo3I92L97C7sVbAChVqTT9pr1GyuGzjnI/D/uSc4nFB5MWvXe1GdrkuQTCq5V9gGpuz8r5q/jjpyW8MflqZ7Xn4CfYu2Uvv379Gz0HP0HPwU/y/Yc/AJC44yBvvzD2ruxc4ffvFzH/uwU3pKuoXOGOc+JkWd4IZN7i8OfASO7D6ynL8hlZlg/wEOznd2bHUQpz8oulyYCbl9JYMvi4k5ua5TjW4PkEDi3fgfEa71JQ+TA0osjJzUqHxlJgxlrkiTJfMyqmNeiRXewjlgoUb4Kg1SJoRZBlPBvGkLN8MwBZv/+Nd6uGALiVL41xq7LhtnHrAbwfa+CwY4iOQlvCj/xNe52s4B4wFX32Wi2CqAVZxtC+EwVzZnLli5Bzsh3/bUlHwWa7wYzt4AHkvLwb0g3tO1E4by5YrcVsuYwrniJRi6DVKqP1NhtSagoAtkO70dVtAoCcl4399DG42UbF19sp+onrm3fAvOTnq59dnuv0Cn4l0FaPxbplhSNNrFQD255NAFi3rkFbQ+mg2pMOgFXxfttPH0Xjf3UDX/uxfWC+ych1UQcOAJ0eV/5wBZ8AtBVrY931tyPNfvzq785+/gSCbyAA2pjG2A5vVzpwAMZcRz7p7BHkwuL3OgA5PQX58sUHVPt7R/DyRywXg+3ApmsSBXTNemDZeOtGjVi5HrajO64WCYlQvLJnDhXLJ108BUYXRAfcAsHbH7FcDWz7N16TKKCLfwLL+usGDizXeIN1bjgev1YLUspxZJuV6xGrN8G67c+idzLc5BpwFnLhNfdkrXJPRqPBe9BA8r4tHsUglo3AsmcPAJY9e3FrHFdkREbQ60GrBZ0OQavFnnWrZorrsKZlY0xUNke3G00UHE9BXzIAZBmtt9K+EL09sFxS6p636xj2HKPyencS+lIBN9j0a1Id05lUzOeVwCf3cqXI3XoYgOwN+wlsX/+B67oVJ3ccpaCo/ldo/FQr1nyzGLtFea7mZ+TeUK5Oxzj2LP3nns5Vp2Mce5bcW5l/k8TtB8nLLt4maNS6IasWrAFg1YI1xCU0vC87KgqS4Ny/R5H7nhMnCEInIEWW5f2C8K+rNwiCsAuwARNlWXZ6vNayd2bx3Kw3aTv6KQSNwLRu4wHwDvGnakIsP/Z8ny41ro5alyhXisJcI72+HYZ/6WBObj7Iqo9+cXjjun48gIrxNUk7cZ4V78++2Smdh0ZD1JLJ6CNKkTn7LyzJl7DnGsGu9Kdtly6jC1EahKajp/FJaETGT0vwSWiI6O2B6OeNPSefUqP7cW7EJ3jF3eg0DZ80DNkukbviH9K/dM2oIAAaDX5fTkMMDaNw6R/Yjh1BLBWKW7Pm6Bs1Qc7JIf/rL5AupNyXeTEsHF10DB7P9wOLBeP0b5SOoKsQNHiN/xpNcBiWtYuxnzqKoBERy1bEfiYJXWxTNAHB92UHQBMciq5ePNracch5OZjmfuXoIDobtycGYF74g8MLJ3j6QIERJOU6lrPTEfwCbyini0vAdnDXXZ3D8OwIxOhYpIvJFC6Y/u9V/h7Rt3sey6rZoHe/8aBGRFuzCZZlPylvA0uBqMXQZxzo3bFtW4Zt38Ybyz3E6Fo8iWXjgmJeKW2tFthP7r9l50vwCUDjWwIp+ciVFPTxT2D563s0EVWcUOv7R9eyF5b1vxXXW/sx7Cf23VSvtlYLtLEJIGox/zrp9saLPLe6Jl0RS1dGyk7Dsno2FNzYmHYKGg2B06chhoVR8McirEeO4NG9G+YtW5AyinfEbCdOYmjalIIFv+PWtAkaT08EHx+shw5j2buP4EULQYCChYuwn70aEOQ76g2wS5g2bMA462dnK7wpbqWD8IouS/6e45weO4Nqv7xN2bHPgkYgscNbN+QP6d2S7LU3DpCW6BxH+h+bHe8Ljp0noE0smSt2UqJDQ9xCS9xQxpUElStFVL3KPP56T2xmC4s/mE3ygeIetlrtG/L9ix8XS+v98UAkSWL/8h2smrqw2DH/sBIElA4i6Z8bo4BciX8JfzLTlGs4My0T/xL+jmNV61Thu5XfkJGawXfvT+ds0tlbmXHQ6bkOtOrWkqQDx/n2vWnk57hu8EXl4eS+VqcUBMEDGA3c6Bv+d4iQZbku0BuYLAhC1AM6zy2p9/RjLHvvZz5uNIRl7/1Ml4+UDtvjY59l5cRfkK8bldeIGsrGVmbFB3P5tuPbBJQJpnb3Zo7jC1//jo/qDyb9xAWqd7jz6MwDRZI42f4VjjV6HveYirhFhd8y66UJP+JRP5qopV/gUa861ouXke0SAU8/Tt76XcXmx13h3PBPONH2ZU4/+QaesVXx69LiQaq5PZJE9uB+ZD7VA22lKogRkcp8DIuFnCEDMC1fiverb96/fVFE8PYhZ+ggjN9/g/db4/+1qt8XskT+uIHkjuiJGFkZTVhZCr59H0OvQXiO+RLZVOiYN3WvdgAErQ7ZasH47ktYNi7Dvc/NoqEfPGL1esh52UjJ9xayq63XArFMBSyr7y5ExTTrM4xvPIV0KRlt3ab3U9X/N2LF2sj5OUgXTt/0uL5DP6QzR5DOFg0eaEQ0oZGYfp6IadYH6OK7IQSWcmKN/39oysUgF+Qhp15t5AievogV62Lb8/cty4mV62FL2u3wmGprxWM/lYicn3XLMg8DmqgayMbr9Hr5IVaui233mpuWse1di2naG1jXz0fXsMNN81w9gYjGJwAp5QSmmeORLpxA3/zJf1PCvSFJZPTtR3r3HugqV0FXIwZDfDwFCxfdkDXv62/Q16xB4PfT0desgT0tHSQJMSwMMaIM6d17kN6tB/ratdHFVAcg+733yXi+D5kvD0FfIwZDQmtnK7wBjYeByt+/xqmxP2HPL6TkcwmcHvcTu+oM5PS4nyj/2eBi+X3jqhHSqwVnrhvwFXRaAlrXJWPJVkfaieFfUfL5NtRY+RGilzuS5cZIElciiiIevl583vltFk+Yw/NfDSt2PKJmeSyFZi4mnXek/Tx0Kh+1GcmUHuOJiq1MbNcmxcrU7tCI/cu2OwbJH1autBOPHzxB7wbPMCBhEH/MWMw734+7Q0lY8vOfPNv4BQYkDCYjLZOBYx6eUHdnITn571Hkfj1xUUAkcMULFw7sEQShnizLl65kEgRhBlALuCDLcrubWroJsiynFP0/JQjC+iIbJ6/PJwhCf6A/QNuAWGp7l79POTdSq1tT/npHib8++Nd2Ok98EYCwmEienDoEAA9/byrG10SyS+RcyuTikbNknVMWSziyahfhtcrDNZEwsiSTuHQrjQe0Z8/8Df9aXe8XKc+IcdsBPGpVRvTxBFEDdgltyRJYU5XOmS0tk3ODJgDKg8i3TSOkPCMetSvjEVuVgKfbofEwIOh0SAWFpE6aia2orGQsJHvJBtxrVCR70VqX6QSQjflY9+9FH1sP++V0zJsVz4Rlyya8/h+dOOlyOpYtii3bsaMgSQi+vsg5Lg7VKjRiO7oPbfVYLCvmY/xQmRSvrVYHTcitO+23tZNyBikrHetuZRTYtnszHn1ujON3BmJUNbQxDdBG1wOtDsHdA7cnB4KHJ2g0yvfgF4ScfXWQQaxcC33bnhR+9jrcJOTslsgStp0b0LfugW3r6geg5vZoIiohVq6Le8VaysIdbu64dR+CecFUdM27I3j6YF4y7Wp1czOwF+Yp4aNWM/YzR9CUjMCe8fCES94OMaw8YlQNxMjqyuI6RQuTYLdh6Kfci9DpMfSdgOmHq3NUtZXqYfl7juO9plQUmvAKaGvGI+jcQNSCxYx10+/OlnRbxLAKiBVqIkbFIIg6cDNg6Ps+2GwYBnykZNLpMfSfiGla8XuV/ch29An/x959h0dR9AEc/+615NITSCAk9F5D70V6k6IIrwoIKE06CgKCgnSlKSqIUqR3pPdeQu+dJNSQ3ntyZd4/Nh5EusBdkP08Tx7C7Ozc/HJ3uzs7ZTvD1qe8QGoSIiMd03V5IRPTtVNoytnmhsTDRFISGWfPoqtQAbWPD57L5PdOsrcj57KlRH3cEXN0NHGj5HvFkl6Pfd16iKQk7N5tieHyFcvQzPTjx9GVLo3hwkXMUfIwQ5GaStquPWhLliRtx07bBAlIGjUl5g0hct0hYrbK89i8OtTj1qj5AERvPEqRaQ/m4zuUzE/haZ9z5eMJGGOz9ry4N6hA0sVbGKIenF9SA0O48uE4AOwLeePeqOLrDumFxIVFc36HPMT57vkghFng6OFMcow8hLBiq5qPDIuMz5y+kp6cxumNR8jnV4ST6x4Mra7Yqgarv1lgpQieX2xULB5eHsRExODh5UFctDzdICXpwdD8E/tOMmBCP1zcXUiIfXJveFzUg6kKW5dtY/yfY19fxRVvrH/ViBNCXAQsY7IkSboNVP7n6pRCiG68IEmS3IEUIUS6JEk5gVrAY8eLCCF+B34HGFXg41d6SyYhIpaC1Uty69hVCtUsTfTtcACm1XlwF+n9qb24vucsV3eeQlJJ2Ls44ODhTEpMIoVqluZ+5pABj/y5iLkj71+iUUWigkJeZVVfiNrDBWEwYU5MRrLT4VS7AlFz1pB87CKuzWsTv/kg7u0akrj7mJzf3QVTXCIIQc7P2xO7Wr6IDR481VKmW7uG6MsWJfyHhaBWoXZxwhSbABo1zg2qknTknE1ilVxdwWhCJCeBToeuYmVSVi1D8j+M1q8i6Tu3oi1XHlNw8LMLe4IM/8No/SpgOH8WlY8vaLU2a8BJzq4IoxFSk0GrQ1O6Egy9V30AACAASURBVOlbVyA5u8lz1zRa7Fr8j7TNy/5VOQCGM/5oSpbHcGg76uJ+mML//d/uZWSsX0DGevkkri5WDl2jdqTN/wH7HiPRVKyD8dQBtDUaYbwg37FW5S2Mfcf+pPw8CpH4fO+P5OmNiJQbPhq/6pjD772eYJ7BsGs5hl3LAXnVSW3tVqSv+RlNpQaoi/iRtmBslvl6xmunsGv5KQaVCtQa1L5FMPhvsUnd/w3DoXUYDsnDp1R5i6Ot3CTL6pQA+gG/ZGnASR65wd4Bc8iDe30ZW+dafleXrokqd4Fs14ADMBxcgyFznp8qb3G0VZtlWZ0SQD94tqUBJ7nnQsTK5xN14XKYY8Kf+RqmoHOo8pXAfPcqqvwlMUfZ5hwkubqCyYRIko/JdpUrk7xsOZHvvW/J47V9G1Efd7TkFwkJ8rztjh+TulVurZojItC/+y7JS+Vjma68Hymr18gjI5yc5GOwWo1dzRqkn7LBKpwPKTKjD6kBwYTM2WxJywiLxaVmaRL8L+NauyxpN+XjjM4nJyXmDyGg38+WtIflfK82UQ8NpQTQ5nTBEJUAkkTewR8Qtsj6N5qe5uLOUxStXprAo1fwLOiNWquxNOAkSaJ8y+rMbD/Gkl+lVqF3cSQ5NhGVRk3pBhW5ceTBInJehfOgd3Xi9pkb1g7lmY7uOkaTDxqxYtYqmnzQCP+d8vnH3dOd2Ei5YVq8fHFUKtVTG3CApTEIULtZTW5fv/1a654dZe9+1uzheR4xsBx4B8gpSVIwMFoIMe9lX1iSpCrAX4A70EqSpO+EEKWBksAcSZLMyMM9Jwshrrzs6z1Nh5n9KFi9JA7uzgw9+jN7Z6xlw/C5tBj9CSqNCmO6gQ0j5j61DGEWbJ+wlE+XjgQJQi7d4tSKvUiSRLtpvbFz0iNJEmFX77Ix8w6cLWi8PPCdMhhJrQJJRfzWQyTuPUlawF3yzhyG1xedSLtyk9hV8p1Lx+plyTW0CwhB8olLhI6e/dTyJZ2WAn+ORdKqQaUi6ch5YlfssEZoj1B55MB5yNdyz4xKIv3gfgzHj2K8dBHnYaPQv98ekZpK0o/yPQLJ3QO3n+cgOTiCMGPf9gPienZBpKTgPPxbtOXKI7m64r5kNSmLF5C+YytpO7bi9MUw3OYsAIORpCkTbRIrgOTqgWP3YXK8koTh5AGM549j36EnGr9qIKnI2LcJ01W5US25uOM0ehaS3gGEwK7x+ySO/OyJ5QCkb1mOQ6+vsWvSDpGWSuqCaTaL93HS/5qHvvsI7Fp3wXQvCMMR+bNn9353sNOj7yHPPRExkaTOHgOA/supqHL7ItnpcZy0mLTFP2K6egZ91yFg7wBImO/fJG3ZLzaK6vF0rXog4iOx7ymvsGi6chzD/rWIyPuYAs6h7zsVhBnD6b2ICLkBatd+IKqCpZAcnNEPmY1h7yqMZ/ahLlkFXctPkRxdsO88HFPobdIX2e6z/KI0Japiuvb8y29r636AumRVuYer1w+YLh7G4L/xNdbw1dFUbIi6QCm5MZSWnKWxat97ijyvTq1BXawC6SunIaJDMOxfje7dHkh2HyFSEsnY+tKn8H9FnSMHrl+PkEd9SCrS9u0j/ejRJ+bXlS+Pc68eIAQZ5y+QMONHANL2H0BXsQI5/5wPQpB+/ATp/keR7O3xmPqDvOCJSkXG6dOkbt78xPJfN+eqJfBqX4/kK3fw2y3P+bo7aRmBQ36j0LhuSBo15nQDgUPnAJDviw/QujtTaHJ3uQCTmfOZjz1SOdjhVrccQZl5/5azbW28uzUDIHrrcSKW227Uyycz+1Okeimc3J357uivbJuxhmOr9vHxD70ZvmMKRoORpV/OsuQvXK0kcaHRRGeOYALQ6LR8vmgEao0aSa3ixpFL+C9/MIy6YquanH3BRVBeh69/GY5f9XK4eriy/MQSFk5bzIpfVzJq9kiafdiMiOAIxvWRj811W9ShVed3MZlMZKSlM77vpKeWs33lDnp8/RlFShdGCEFYcDg/Dp9pq1AV2Zj0z7ldb6pX3ROXnX2ostGEdBvIXfTtWrVJm0dr6ypYjcruX6+r9EZSebo8O9N/hOT69sQKPH6F1/+ohC2Pn5v5XxV0I3stFPI6rbJ/u47Jl03Ze77sq7b73o43ag3Geb6drHpd/1nwkjfq7wP/cmEThUKhUCgUCoVCoVDYxtt120WhUCgUCoVCoVBka2/qipHWpPTEKRQKhUKhUCgUCsUbROmJUygUCoVCoVAoFNmG0hP3bEpPnEKhUCgUCoVCoVC8QZSeOIVCoVAoFAqFQpFtiDdurUjr+8804takBNi6ClbjqC9u6ypYTdELrrauglXlPJdh6ypYTQ6HNFtXwaocHG3zEHhb0LtE2roKVpWR8p85lT7T4QhfW1fBqvzt355j8ob4i8/O9B+SmJFq6yooFC/l7TnzKBQKhUKhUCgUimxPmRP3bMqcOIVCoVAoFAqFQqF4gyiNOIVCoVAoFAqFQqF4gyjDKRUKhUKhUCgUCkW2oQynfDalJ06hUCgUCoVCoVAo3iBKT5xCoVAoFAqFQqHINoStK/AGUHriFAqFQqFQKBQKheIN8syeOEmS5gPvAhFCiDIPpY8BegB/PxDoayHE1ud9YUmSSgALgIrASCHE1Ie2uQFzgTLIjfFPhRBHn7fsl+Xs4sT4GaMoWqIwQghGDhrHrcA7TP9jIj55vbl/L5TB3UeQEJ9Ig2Z1GTi8N2azwGQ0MvGb6Zw5fh6Atv9rSe/BnwLw24z5rF+5xVohPFGLKT0o0qA8KdEJzG0yAgCvkvloNrEbWgd74oMj2ThwNhlJqag0alp8351cZQqg0qi4tPYwR2dtAqBQvXI0Gt0ZlVrFuRX7OTZbTu+0+ht0jvYAOOR0IfRcEGt7/miTWPV5PKgy83PsPV0RQnBryV4C5+6wbC/aqwV+YzqysXQvMmKS0Lo6UHlGTxzz58KcbuDU4N9JuB6Myk7LO399g0qnQdKoub/5BFemrgWg0rQeuPsVBEki6WYYJwf+hikl3Sbx2uXJQYlf+qHL6QZCELJkN/f/2Eqp3wfjUDgPABoXB4wJKZxqOBSvdrXJ16eNZX/HUvk43WgYSZdvU275SHS53JDUauKPX+XG8HlgNj+xLGuTdFoKrZqMpNPKddx2hIgfl6H1zUW+n4eidnMm9VIQwV9MRxiMuLVriPeIbhjCowGIXrSF2JU7Acg9vCvO9auASiLp8DlCv/sdgILLJ6L1csecJj8n6tYn32KKts2z3iSdljwLp1niTdp1iNhfF+M1eRh2pYuC0UTapetEfvcTGE2W/ezKFMNnyY+ED51I8q7DAGhye+I5djCa3J4gBKGff4MxJByXj1rj1vk9tPnycKt2e8xxCTaJFQCdlpyzfkLS6kCtJm3fARLn/WnZ7DK4Pw4tmxPWqIUlzb7BOzh/1gUEGAKDiBszXs7bpxd2NauDSiL95GkSZvwMgL5xA5w+6QhCYIqKJu67CZjjrR+zpNOSe/50JK0WNGpSdh8ibvYicoz+ArtSxUCSMNwJJurbKYjUNOwqlsVj6OfoihYicvgEUnYfspTl2Koxbj06AhD3x1KSN+2SN2g05BjRD/vKfmA2E/vLAlL2HLZ6rA55PKj5U2/sPV1BCAKW7OP6vB34Df0A36YVEUKQFpXA0UFzSA2Po9TnLSnwfk0AVGoVLkV9WFP2czLikml7fAaGpDSE2YwwmtjW/Nssr1WyV3Mqje7I6jK9SY9JsnqsAJ1++JyyDSqSGB3P+KZDAGg5qD21PmxIYoz8Wdv4w3Iu7z+LSqOm0/e9yVu6IGqNiuPrDrJj1noA9C4OdJzcmzzF84IQLP5qNrfOBDyxrOxCpVKxbd8qwkLD6fJhX/Lm82HWvKm4e7hx8dxlBvQegcFgoHO3DnTp/hFmk5nk5BS+GjSGgOtBaDQaps4cSxm/kmjUatas3MgvM+baOqxH/Dr7e5o1r09kZDTVqzQHoEzZEvz403gcnRy5eyeY7p8OJjExiXz5fDh5ZhcBATcBOHniHIMHjgLgm9Ff8tHH7+Hm5kqeXGVtFk92YVYe9v1MzzOc8k/gF2DRY7bNeLjx9YJigAFA28ds+wnYLoT4QJIkHeDwL1/jXxk54UsO7T3KwM+Go9VqsNfb02tQN44dPMkfPy+kR/8u9BjQhWnjfuHYoZPs3X4QgGKlivDjH5NoUas9rm4u9B3Sgw8af4IQgrW7F7N3+0ES4hOtGcojLq4+yOmFu2g1vZclrcX33dkzYRn3jl+jXIe6VO/VkoPT1lCiZVXUOg3zmo5AY6+jx+7vubLxKAkh0TQZ14UVHSeTEBZD141jCdh9muiAEJa0H2cp973fBhCw84wtwgRAGM1c+G4pcRdvo3G0p+GO8YQfvETijfvo83iQ652yJAdHWfKXGNCGuEt3OfrpjzgX8abCxK4c7DAJc7qBAx9MwJSSjqRRU3/Dt4TtPU/MmUDOj16CMUl+YGi5MR0p8mkTrv+yyUbxmggavYiki7dQO9pTadf3xB64wJWeMyx5Co/5BGNCCgARaw8TsVa+kHMsmY8yfw4l6fJtAC73mI4pM67S877Eq3V1Itb7P7EsaxMZBm59PBJzShpo1BRe/T2J+0+Ts3tbouZtIH7zIfKM74N7h8bELN0GQPyWQ4SMnpOlHIeKJXCoVJKA5v0BKLz6exyrlSH5+CUA7g2aRurFQOsG9xgiw0DIp18hUuV4fRZNJ+XQSZK27CVi+PcAeP0wHJd2zUlYuVneSaUix+DPSPE/naUsr0lDif19BalHzyDp7UHIg1bSzl4m5MBx8iz4waqxPVaGgej+X8jxqtXk/O1n0o4dx3D5KtoSxVA5O2XJrvb1wfmTj4nq3R+RmITK3Q0AbZnS6MqVIfKTzwDI+dtMdBX8yLhwEZdB/Yj8uCvm+ARc+vTC8YP3SJy30OqhigwDYT2GWt5b7wUzSD18kpipvyGS5e+X+5e9cPmwDfELVmIKiyDq2ym4ftI+SzkqF2fcenUm9OO+IATey2eRuv8o5sQk3Hp8jCkmjvttuoEkoXJ1tnqcIB+Tz4xdRkzmMbnF9nGEHbzIldlbOD9lDQDFP2tC2cHvcWL4Aq7M3sKV2fLNT5/GFSjZoxkZccmW8na3n/DYBppDHg+865Ul6aHjuy0cW7OfAwu302V63yzpe+dtYfcfWc8TFVtUR6PTMKHZELT2Or7dPZ2TG48QExxJ+9HduHLgHHP7TEetVaPT2z21rOyie+/OBNy4ibOzIwAjx3zBH7MXsXHdNiZP/5aPOr/Povkr+WvNFhYvWAVA4+b1GT3+Kzq178W7bZuis9PSqNZ72Ovt2X9sI+vXbCX4Xogtw3rE0iVr+H3OIub88eBy+JdfJzPy64kcOXyCTp+0Z+CgHowfJ58/b926Q+0a7z5Szvate/h9ziLOnt9rtbor3mzPHE4phDiI3OB6pYQQEUKIk4Dh4XRJklyBusC8zHwZQoi4V/36T+Lk7Ejl6hVYs3QDAAaDkcSEJBo2q8f6zIuj9Ss306j5OwCkJKda9nVw0CMyL4hq16+O/4HjxMclkBCfiP+B49RpUMNaYTzRvRPXSYvLetJzL5ibe8evAXDr0CWKN68ibxCgdbBDUqvQ2uswG4ykJ6aSp3xhYm+HE3cvErPBxNVNxyjWuFKWMnVOevLXLM2NnVkvIK0pLSKOuIu3ATAmp5EYEII+tzsAft915uK45ZYLWACXYj5EHrkMQGJgKA55PbHL6QJg6V1TadVIWrVlv78bcABqe12W8qwtIyKOpIu3ADAlp5EScB+73B5Z8ni2rkHEX4/egfd6rxYR6/0t//+7ASdp1Eg6zWPDelJZ1mJOSQNA0miQNBpA4FSjHPHbjgAQt3YPLk2qP70QIVDZ6ZC0GiSd3BNijLLa4eaFiNSH45U/gymHTlq2p1+8jiZXTsv/XT9uQ9Kuw5hiHsSjLZQP1GpSj56xlCnS5M92xrUgjCHh1gjluTwcLxq1PCZDpcKlb28Sfs3aGHds/S7Ja9cjEuVjmzn275gF6HSg0cg9XWoN5phYQAIkJL1efg1HB0xR0dYJ7DGyxqpBCGFpwAFIdnaW76AxJBxDwK1HjjX6mpVJO3Yac0Ii5sQk0o6dRl9LPpY7tWlK/LwVmS8mbNbLmhoRR8xDx+T4wBD03h4YHjqOavR2jz2OFmhbg9vrn29ATqUxnTgzfoVNj8cAgSeukhz//L2Adnp7VGoVOnsdxgwjaYkp2DvrKVK1JP4r5Qt7k8FEqo1unr0I7zy5aNikLssXrbWk1apbjS0b5BEQq5dvoGmLhgAkJT5omDs46BGZs6GEEDg4OKBWq9Hb22HIMGTJm134HzlJbEzW80bhIgU5cvgEAPv2HKZ1m2bPLOfkyXOEh0U+M9/bwmzlnzfRyy5s0k+SpE+AU8CXQojYV1CngshDNBdIkuQHnAYGCiGs8s31ze9DTHQck2aOpnjpolw+f5WJo6aRw9ODyAj5JB8ZEU0OzwcXx41avMMXI/vikdOd3h0HA5DL24vQ+w8uiMJCIsjl7WWNEF5YVEAwRZtUImDnaUq0rIaztxzbta0nKNq4IgNO/oJGr2PP2KWkxSfjlNudhNAH7frE0BjyVCicpcxiTSpx58hlMh46OduSg29O3MrmJ+ZMEN5NK5EaFkP8lbtZ8sRfuYtPiypEHb+Oe/lCOPjmRJ/Hg/SoBFBJNNoxAaeCuQhasIuYs0GW/SrP6EnuhuVJuHGfC98ttXZoj2Wf1xOnMgVJOBNgSXOtXhJDZDypt8Ieye/VpiaXumTtgSm3YiTOFYoQs/cckZuOZdn2tLKsRqWiyKYZ6PJ7E7N4Cxl3wjAlJIFJPhwbwqLR5sphye7SrCYOVUuTcSuE0HFzMYRGkXL2OknHLlLyxEJAInrxFtKDgi37+P4wEGE2k7Ddn4ifV1o7wqxUKnxX/YI2Xx7il28i/eL1B9s0apxbNSRq8m8AqL1y4NiwJiGffoVnmS8s2bQFfDAnJpPrx2/Q+uQm9dhZomfMB3M2PIWpVHjOn4Pa14fkdesxXLmKY4d2pB32xxyd9b6iOp8vADl/+xlUKhLn/Un68ZMYLl0h48xZcm9aCxIkr12P8Y78vY+fOgPPxfMQqWkYg4OJn/aT1UO0UKnIs3wWmrx5SFy5kYxL8k21HN8NwaF2VTJu3iF2+pynFqH2yoHxoQtAY3gUaq8cqDJ7Qdz6dsG+sh/G4FCiJ/2MOca2NyscfXPiUSY/0WfkY6nfsPYUal8bQ0IKuz6YmCWvWq8jzzvlODnyoZ5SIWi4fDhCCAIW7yVw6T4AfJtWJDUslrh/HN+zk3pdmlLt/brcuXiTteMXkZqQzJmtxyjXuDKTTvyOTq9jzbiFpMQn41sqP0nRCXSe2gffkvm5e/Emq7/7k4zU9CeWlR18N3E440dPw8lJ/vy5e7gRH5+IySQP9w4NCSd3ngfXRF26f0TPPp+g02np0FqehrJlw06atqjP2Wv70evtGTPyB+LibDOk/UVdu3qDlu82ZsvmXbR9vwU+vt6Wbfnz5+WQ/yYSE5IYN3Y6R/1PPqUkheLJXmZhk9lAYaA8EApMeyU1khuWFYHZQogKQDIw/HEZJUnqKUnSKUmSTsWlvpq7Fxq1mlLlirP8zzW837ATqSlp9Ojf9ZF84qE7fLu37qdFrfb06zKUAcN7v5J6WNOWoX9QqXMjum4eh52jPWaDEQDv8oUQZjM/V+3P7NpfULVHC9zyej5XmaXa1ODKRqtNY3wqtYMdNeYN4ty3ixEmEyUHtObyD2seyXft501oXRxotGsiRT5rStyl2whT5vtsFuxu/DVbKvbHvUJhXIr7WvY7Nfh3NpfvS2LAfXxbP6PnxwrUDvaUnjeEwG8WWHrUALzeq034Y3rOnCsWwZSaQfK1e1nSL3w4gaPleqLSaXCvXSbLtieVZVVmM4EtB3KtRjf0fsWwK+z7xKyJe05wvc5nBDYfQNKhc/hOHQSALr83doV9uVajG9dqdMWpRjkcqpQC4N6gqQQ078/NDsNxqFIat/frWyWsJzKbCf6gD3cadsS+bHF0RfJbNnmO6k/q6UuknZGHgeYc1pvoGfMe6YmQ1GrsK5YheuofBH/YH42vN85tG1s1jOdmNhPZtQfhbdujK1kCXfly2NevR/KadY9kldRq1Hl9iOo7iNjR43AbPgTJyRG1Tx40BfIT3rY94W3aY1epAjq/sqBW4/heGyK79iS89QcYA2/i9MnHNggyk9lMyP96E9z0I3RliqMtXACA6NFTudf4Qwy37uLY9J1/V7ZajSa3F+nnrxD6UR/Sz1/B44tez97vNdI42FF37kBOfbvE0gt3/vvV/FV5ILfW+VP806yfSd/GFYg8dSPLUModbcexteko9nacQvGujfCqVhy1XkeZ/q0tQzOzo4NLdvJt3f5MbPEVCRGxtBv1CQAF/IpgNpkZUa0X39TpR6PurciR1wuVWk3eMgU5tGQnk1oOIyM1nSaft31qWbbWqGk9oqJiuHj+ynPvs3DucmpVbM6EMTMYOES+jipfqSwmk5mKJetTvXxTevXtQr78Tz7OZyd9Ph9Gj56dOHB4A85Ojhgy5EFnYWGRlC5Rmzo1W/H18AnMWzAD538MD1fIlJ64Z/vXjTghRLgQwiSEMAN/AFX/mUeSpAmSJJ2TJOncCxQdDAQLIY5n/n8NcqPucXX4XQhRWQhR2U3/fI2LZwkLjSA8JIILZ+RhdTs27aFUueJER8bg6SXf1ff0ykFM1KOdjqeOnSVvfh/cPFwJD43A2yeXZVvuPF6Eh0a8kjq+ajFBoazo/D1/vvsNVzYeJfaOXM/SbWpyc/8FzEYTKdEJBJ++Qe5yhUgKi8XF+0FPpLO3B4lhD/4eencn8vgVInDvi7ztr4ekUVNj3iDurjtCyNZTOObPhUM+TxrvmUTzEz+i9/ag0c4J2Hm6YkxK5dTg39nd+GtO9p+NXQ4Xku9kfc8MCSlEHrlC7vrlsr6QWXBvwzF8Wz7yNbAqSaOm9PwvCV97iKitJx6kq1V4tqxK5Ab/R/bxalvricMizekGorafJGezKs9Vli2YE5NJPnoRh4rFUbs4gVo+rGlz57AsZGKKS0RkyDcnYlbuRF+mCAAuTauTeu465pQ0zClpJO4/jUPFEgAYw+XeHnNyKnEbDuDgV8zaoT2WOTGZ1BPn0deW3xP3zzuidncl+ocHPTV2pYuRa8oI8u1YiFOTOniO6o9DgxoYw6PkYZPBYWAyk7zXH7uSRWwVynMRScmknzmHrmJ5NL4+eK1aitfa5Uj2dnitWgKAKSKStMP+YDJhCg3DeC8YTV5f7OvVIePSFXnYaGoaaUdPoCtTGm0xOWbTfXluTere/ejKlLZZjH8zJyaTdvI8+lqVH0o0k7x9Pw4Naz91X1NEtLxYTSZNrpyYIqIxxyVgTk21LGSSvOsgOhu+55JGTd25A7m9zp972049sv3WX/7ka1ElS1r+No8OpUzNPOekRydwb/tpclQojHN+L5zyedJy90TaHp+Bg7cHLXaMlxdSySYSo+IRZoEQgsMr9lDATx7FUqVNba4cOIfZaCIpOoGg09fJX64wcWHRxIVFc/ucPDf3zNZj5CtT8Kll2VrlahVo0uwdjp3fyax5U6lVpxpjJ4/A1dUZtVoNyMMtw0IevSbasHYrTVs2AOC9D1qyf89hjEYj0VExnDx+Fr8Ktv+ePo+AGzdp27oL9Wq3Yc3qTdy6JfcMZ2RkEJPZC37u3CVu3bxLkSIFbVlVxRvsXzfiJEnyfui/7wGX/plHCDFSCFFeCFH+ecsVQoQB9yRJKp6Z1BB4/ts5LykqIprQkHAKFpbvcteoW4WgG7fYu+Mgbf8nT0Rt+7932bP9AAD5Cj64K1SqbHF0Oi1xMfEc3neMWvWq4eLqjIurM7XqVePwvmOPvmA24JBDnveFJFGzfxvOLt0DQML9aPLXlA+YWr0dPhWKEB0UQsj5m7gXzI1rXk9UWjUlW1UnYNeDBUxKtKhK4J5zmNINj7yWtVWe3oPEgPsEzJEXt0i4do/NZfuwreogtlUdRGpoDLubjCQ9Mh6ti4M83w0o2LE+UceuYUxKRZfDGa2LvLaOyl5LrnplSAwMBcCxwIOGep4mFUkMtO2E6+IzPicl4D7BczZnSXevW46UgBDSQ/8xvVWS8Gpdk4j1RyxJagd7dF7ywhCSWkWOxpVICbz/7LKsSO3hYhkmJtnpcKpTnvTAYJKPXcC1eS0A3No1JGGXfC9I4+lu2delUVXSg+ReR8P9SByrlpEbfho1jtXKkB54D9Qq1O6Z3wuNGpeGVUi7fseKEWalcnfNEq++RkUMt+7h3K4ZDrUqE/7VpCy9bnebdeFuU/knaechIsf/TMreo6RfuoHKxQmVu3xRq69anoyg7DfsTOXmipQ5DAudDrsqlTBcu0F4q3ZEtPuIiHYfIdLSiejQCYC0g4exqyCfZlSuLmjy+mK8H4opPAK7Cn7y+6tWY1fBD8PtO5gio9AUyI/KTf472FWpZBlmafVY//neVq+I4XYwmrx5LHkc6tXAcOvek4oAINX/FPY1KqFydkLl7IR9jUqk+suNpNQDx+SVKQF9tQoYbtruPa8xrTvxASFc/X2bJc254IPjaN6mFYnPPL4CaJ315KpegnvbH5xj1Ho7NJmrIKv1dnjXK0PctWDirgWzplxf1lcbzPpqg0kJjWFr01GkRWafIXgunm6W38s3rUrIDfl9jQmJonhNecSDTm9HwQpFCQ+6T0JkPLEh0XgVki+5StQqS2hA8FPLsrXJY3+kcpmGVPdrQp/PhnDk0HH69xyG/6ETtGzTBID2H7Vh5zZ5nl/BQvks+zZqWo9bQfKx9n5wKLXqVANA76CnYmU/AgNuWTmafyenp3zTX5Ikhg7ry7x5ywDIkdMDlUq+9C5QKVQ6KwAAIABJREFUIC+FixTg9u3sdwzODoSVf95Ez/OIgeXAO0BOSZKCgdFCiHnAD5IklUeO/TbwQuMzJEnKjTyXzgUwS5I0CCglhEgA+gNLM1emvAl0e5GyX9b4r6cyZfZYtDot9+7c5+sBY1GpVMz4YxLtOrYmJDiMwd3l5fmbvNuANu1bYjQaSU9LY3DPrwGIj0tg1vR5rN4pj+GfNW0e8bZcsjtTm5l9yVejJHp3J/oem8mhGWvROdhT6ZNGAFzffooLq+TVNk8v2kXLqT3pvmsykiRxYfVBIjOH3O36diEfLvoKSa3iwqoDRAU8uMgv2aqG5ZEDtpSjajHyt69D3JW7NNolz7G4NGklYXvPPza/c9E8VPmpNwhBwo37nPpCXmpe7+VG5Z96I6lVSCqJ4I3HCd19FiSJKj/1RuusB0meU3dm2AKrxfdPrlVLkLtDPZKu3KHynikA3Jy4jJg9Z5/Y2+ZWoyTpIVGkPdTjqHK0o8yiYajstEgqidgjlwlZuNOy/Wk9d9ai9fKQh0SqVUiSivgth0nce5K0gLvk+/krcn3ZibQrN4ldJdc7R9dWuDSqhjCZMMUlEjxEnv8Uv80fx5p+FN3+CwhB0oEzJO45iaS3o+DC70CrRlKpSTpyjpgVO59WpddK4+mB14QhlniTdhwk5cBxCp3bijE0HJ+l8mM8kncfIfa3p8zLNJuJnvoHeeZNBiTSrwSQsEa+mHbt2Aa3bu1R5/Qg77rfSDl0gsjRtnk8iCpHDty/GQ4qFahUpO7ZT7r/k2+CpR8/iV21KnguXQBmM/G//oZISCBt3wHsKlXAc/F8EIL04ydJPyL36CTOX0iOWT+B0YgpLJzY8d9bK7ws1Dk9yDnuKySVClQSyTsPknroOLkXzEDl6AASZNy4SfSEmQDoShfDa/oYVC5O6OtWx+3zTwhp1wNzQiLxvy/Fe+kvAMT/vhRzgrwacsxPc/EcPwzV0M8xxcYTNXqKTWL1rFqMQu3rEHvlLi12TQDg3KRVFPmoHi6FvRFmQfL9KI4/dBzN27wyoQcvYkp98OgWvacL9ebJQ6IljZrbf/kTuv+CdYN5Dt1mDqRY9VI4uTsz4ehstsxYRdHqpfEtVQCEIDo4kmVfy+eZg4u203lKH0btnIYkSRxdvY/71+SL+1Vj5tPtxwFotBqi7kWwaMgsAN4b0emxZWVXE8ZMZ9a8qXw1cgCXL1xl+WJ50ZOuPT6mTr0aGI1G4uMSGNRHvo76c+5yZvwynr3+G5AkiZXL/uLq5Ru2DOGx5v/5E7XrVCNHDneu3jjCxPE/4eTkQI+enQHYuHEHSxatBqBWraqMHDUIg9GI2Wxm0IBRxMbKNxnGjh9G+w6tcXDQc/XGERb9uYpJE204V1eR7UnCxqs3vSolvKr8NwJ5Dl30xZ+d6T+iaMZb87YCkNOcYesqWE0OhzRbV8GqHBzfnvdW7/L2xAqQkfKya4S9OQ5H5Hp2pv8Qf93b81neEH/Z1lWwqsSM7LHwmrUkJN98o5689kP+Tla9APzqzpI36u8DL7ewiUKhUCgUCoVCoVD8Z0mSlFeSpH2SJF2RJOmyJEkDM9M9JEnaJUlSQOa/7pnpkiRJMyVJCpQk6YIkSRUfKqtLZv4ASZK6PJReSZKki5n7zJQk6ZmNSqURp1AoFAqFQqFQKLKNbLY6pRH5UWqlgOpAX0mSSiGvnr9HCFEU2MOD1fSbA0Uzf3oir+iPJEkewGigGvKCkKP/bvhl5unx0H7PfLig0ohTKBQKhUKhUCgUiscQQoQKIc5k/p4IXAV8gDbA3w+wXAi0zfy9DbBIyI4BbpkLQjYFdgkhYjKfrb0LaJa5zUUIcUzI89wWPVTWEymNOIVCoVAoFAqFQvHWevjZ05k/PZ+QrwBQATgO5BJC/L2cbhjw96RhH+Dh5WKDM9Oelh78mPSnentmYysUCoVCoVAoFIpsz9rL2gkhfgeeusSrJElOwFpgkBAi4eFpa0IIIUmSVaut9MQpFAqFQqFQKBQKxRNIkqRFbsAtFUKsy0wO//u52Zn//v28pvtA3od2981Me1q672PSn+o/0xMXGGfbhyxb06/Gt2dZ3FrORWxdBavKIelsXQWrySlcbF0Fq3JJeONWL/7XnLLPs5WtIvYtuh16RBNr6ypY1aGoa7augtUkZ7xdj31RZG/mbPQI7syVIucBV4UQ0x/atBHoAkzO/HfDQ+n9JElagbyISbwQIlSSpB3AxIcWM2kCjBBCxEiSlCBJUnXkYZqfAD8/q17/mUacQqFQKBQKhUKhULxitYDOwEVJks5lpn2N3HhbJUnSZ8AdoEPmtq1ACyAQSAG6AWQ21sYBJzPzjRVCxGT+3gf4E9AD2zJ/nkppxCkUCoVCoVAoFIps4zmW/bcaIcRh4EnDaRo+Jr8A+j6hrPnA/MeknwLKvEi93qJBIAqFQqFQKBQKhULx5lN64hQKhUKhUCgUCkW2kX1mxGVfSk+cQqFQKBQKhUKhULxBlJ44hUKhUCgUCoVCkW1kpzlx2dUzG3GSJM0H3gUihBBl/rGtP/LEPROwRQjx1fO+sCRJJYAFQEVgpBBiamZ6cWDlQ1kLAd8KIX583rJfJ5VKxfFj2wi5H0ab97pQoEBeli2ZhYeHO2fOXqRL1wEYDAZbV/OFqFQqtu5dSVhoBF0/6svUmWMpV740kiRxM+g2g/uOJCU5lU5dO9C1+4eYTGaSk1MYNngMAddvAtB3UHc+6vQ+JpOJb0dM4sBefxtHJes9pR8VG1QmITqeIU0GAtDhy4+p3LgqwiyIj45n9pc/ERsRS57CPnw+tT8FSxdmxdQlbP59w1PLAchfqiA9JvRGa6fDZDIxb9Qcgs4HWD1OgE4/fE7ZBhVJjI5nfNMhlvR3ujSj7idNMZvMXN57hr8mLwWgaZ+21OjQAGEys+q7BVw9eB6AUvX8aP9tNyS1Cv+Ve9g5W/47fLHqO+yc9AA453Dhzvkg5vScYuUoH2j7Qw+KNahAcnQCvzYdDkDuUvlpNeFTNHZazEYTm79ZwP3zN7Fz1vPBjD64+uRApVZz5I8tnF19UM4/vht2TnrMJjMHf93Apc3HAHhvai8KVCtBWqL8SI+/hswh7Modm8Tq7O1B8xm9cfR0RQjBhWX7ODN/B/aujrw7qx+uvp7EB0eyqc/PpMenAJC3eknqj+6ESqsmNSaRlR0mAFCgXjkajOmMpFZxccV+TszaZHmd2kPbU6xlVYTJzLklezi7YKfVY3X09qDBj73R53QFIbi6bB8X5++g+siPyN+oAmaDkYQ7Eez78ncyElLwrVOGasP/h0qnwZxh5OiE5YT4XwEgZ9kC1J/eC429jrt7z3Fk9GIACrWsSuXB7+NeNA/rWo0m8sItq8f5txZTelCkQXlSohOY22QEAF4l89FsYje0DvbEB0eyceBsMpJSUWnUtPi+O7nKFEClUXFp7WGOZr5/jysHoESLqtQe/D45i+Thz9ajCbtou1gBBk4ZSJWGVYmPjqNvY3nef62Wtfl48MfkLZKXL1oPJvBCoCV/gRIF6DepH3pnB4RZMLjVIAzpBiatnIS7lwcZaRkAfNNpFPHR8XT/tgflapQDwE5vh2sOVz4s+z/rB/oPPj7e/PbHVLy8ciCE4M8FK/lt1p+0fa85w78eQPHiRWhQ733Onr0IgEaj4edfJ+FXvjQajZoVy/5i+rTfnljOm6ppk3eYPn0sapWK+QuW88OUX21dpdfqbYtX8Xo9T0/cn8AvwKKHEyVJqg+0AfyEEOmSJHm94GvHAAOAtg8nCiGuA+UzX0ON/LC7v16w7NdmQP/uXLsWgIuzMwCTJo7kx5l/sGrVRn79ZTKfdvuIOb8vekYp2ctnvTsReOMmTs5OAIwZ+T1JickAfDt+KN26f8yvP81j/dotLPlzFQCNm73D6PFf0al9b4oWL0Sb95vToGYbcuX2Yvlfc6lbpSVms+3voxxYvZcdC7fSd/qDhtemOX+xatoyAJp1bUm7gf9j7sjfSIpL4s/Rc6nctNpzlQPQcUQX1vy0knP7z1C+fiU6jujC2A9Hvd6gnuDYmv0cWLidLtMfLIhUrEZpyjWuzMTmQzFmGHHKIT+bLXcRHyq1qsn4Jl/g6uXOgKXfMKa+HNv/xn7GzE7jiQuLZtjGSVzYdYqwwPtM7zDaUm6P2V9yYddJbOnsmkMcX7iL96f3tqQ1Gf4R+39aR8D+8xR9x48mIz5iwYcTqNa5MRGB91nafRoOHs4M2DuVC+uPYEhNZ+0Xs4m5HY6zlxu9N48n8OAF0hLkhtCOicu5su2ErUK0MJvM7B+/jIhLt9E62tN5yzjuHLpI6fZ1uXvkCidmbaJqn1ZU69OKg5NWYufiQKMJXVnT+QcSQ6JxyHzfJZVEo/FdWN1xMomhMXTaNJagXaeJDgihTPu6OOfxYH79r0AIyz7WJkxmjo5bRlRmrO22jiP40EWCD13k+OSVCJOZaiP+R4W+rTg+aSWpMYls+3QaKeFxuBf35d0lX7G4ygAA6k7sxoGv5hJxNogWi4aS951y3Nt/gZjrwezo+RP1Jn9qkxgfdnH1QU4v3EWr6b0saS2+786eCcu4d/wa5TrUpXqvlhyctoYSLaui1mmY13QEGnsdPXZ/z5WNR4kPjnpsOQCRN4JZ1+snmk20fawAu1fvZvPCzXwx4wtL2p3rd5jYcwL9JvXLklelVvHlT0OYPmgat67ewtnNGZPBZNk+deCULA0+gLlj/7D8/m7XVhQuXeg1RfJijEYjo0ZM5Pz5yzg5OXLg0Ab27T3MlSs36PRxH36cOT5L/rbvNcfOTkfNai3Q6+05fmoHa1ZvIj0947HlXL8W+IRXzr5UKhUzf5pAsxYfERwcyrGjW9m0eSdXr9rmRujr9rbF+7LMb8+jVf+1Z86JE0IcRG5w/dPnwGQhRHpmvojH5HlauRFCiJPA07qtGgJBQgjb3P7+Bx8fb1o0b8j8+cstafXfqcXatVsAWLx4NW1aN7VV9f4V7zy5aNi4LssWr7Wk/d2AA7C3t0deKTVruoOD3pLepHkDNqzbRkaGgXt373P71l3KVyprpQie7uqJKyTFJWVJS0168LB0e4cH8SVExxN0ITDLRcLTygFACPSZvVMOzg7ERjzuq2IdgSeukhyftY51OjZhx+wNGDOMACRFJwDg16QKpzf5Y8wwEh0cSeSdMAqUL0KB8kWIvBNG9L0ITAYTpzf549ekSpYy7Z30FK9ZmvM7bduIu3PiGqnx/3xPhKW30N7FgcTwuMxUsHO0B0DnYE9qXBJmo5noW2HE3A4HIDEijuToBBw8nK0VwnNLjogj4tJtAAzJacQEhuCU24MijStxec0hAC6vOUSRJpUBKNmmJje2nSQxJBqAlMz3PXf5wsTeDif+biRmg4lrm45RuEklAPw6N+Toj+sh8/vw9z7WlhIRR9RDscYGhuCY24Pgg5cQJvnGUPjZIJy8PQCIvnyHlMz3OfZ6MGp7HSqdBgcvN7ROeiLOBgFwY+1hCjaV/z5xgSHE3wy1cmSPd+/EddL+cWxxL5ibe8flh0zfOnSJ4s0zv4MCtA52SGoVWnsdZoOR9Mye4seVAxAdGEJMNokV4PKJyyTGJWZJCw68x/2b9x/JW7FuRW5fvc2tq3LvYWJc4gvdHKzXuh4HNh54uQq/IuHhkZw/fxmApKRkrl8PJI93Lm5cDyIw4NHeUYF8nlWr1djr7TFkGEhMTHpiOW+iqlUqEBR0m1u37mIwGFi1agOtW71Z11Av4m2LV/H6vcycuGJAHUmSJgBpwJDMRtmr9CGw/Jm5rGT6tO8YPmI8zpk9VjlyuBMXF4/JJF/0B98PJY9PbltW8YWNmTiMCWOm4+TkmCV92i/jaNCoLgHXgxj7zYMhc10++5Aefbqg02n5Xxv5zq63txdnTl2w5AkLCcfb+0U7Zq3rf0M7Uvf9+qQmJvPdh9/863IWjp3H14tG02lkN1QqiW/eH/4Ka/nyvAp5U6RqCVoP/RBjuoF1ExZz50IQrrk8uH32wd2/uNAY3HLJF8WxmRf+ALGh0RQoXzRLmX5NqnDtyCXSHmoMZxdbv1vMJ4uG0fTrj5FUEn+0+w6A4wt30nHulww98Qs6Rz2r+/1sabz/zcevEGqthtg7D+5HNRrSnncGvMdN/8vs+n4FpszGsC25+ObEq3R+Qs8G4ZDTheQIuQGTHBGHQ06598y9UG5UGjX/WzkSrZM9Z+bv4Mrawzjndicx5MGNhqTQGLzLFwbALb8XxVtVo2izyqRGJ7Jn9CLiMhu4tuLsm5OcpfMTntkQ+1uJDnUJ2nT8kfyFWlQh6uJtzBlGHHO7kxyaNVbH3O6vvc6vQlRAMEWbVCJg52lKtKyGc2aD9drWExRtXJEBJ39Bo9exZ+xS0uKTn1HamytPIR8EgrGLx+Li4cqhTQdZ+9uDG46Dpg7GbDLjv+0IK2auyLKvp48nufLl4sKRC/8s1uby5fOhnF9pTp06/8Q8G/7aRsuWjbgRdBS9Xs/XwycQGxv/wuVkZ3l8cnMvOMTy/+D7oVStUsGGNXq93rZ4X5ZZWZ/ymV5mdUoN4AFUB4YiP7H8lXV+SpKkA1oDq19VmS+jZYtGREREcSZzvPp/QcMm9YiKjOHi+SuPbPuy3zdUKlWfgBs3af1eM0v6wnkrqF2pORPHTGfAl70e2e9NsXLKUvrW6M7h9Qdp1qXFvy6ncadmLBw3n741urNw7Hx6/9Dv2TtZkVqtwtHViSltR7Ju4mI++3XwS5dZuXUtTm088gpq9+pV7dSI7eOWMK3mALaNW0Lb73sAUKRuOUKv3GFK1X7MbvE1Lcd2sfTYATh5utFu+uf8NfR3S+Nu1/crmdlwKHPafIPezZE6vVvZJKaHaR3saD1nIPu+W0LGUxrRKrWKXGULsq7rVNZ2+p4aA9riXvDpN5jUOi2mdANL3v2WC8v30Wxqz1dd/ReicbCjyZyB+I9ZguGhWCv2b40wmQn4K+tn0L2YD9W+/pCDIx55huobZ8vQP6jUuRFdN4/DztEes0G+eeBdvhDCbObnqv2ZXfsLqvZogVteTxvX9vVRq9WUqlyKqQOmMqzdV9RoWgO/Wn4ATB0wlX5N+jLsg68oVbU0Ddo1yLJv3db1OLLlSLYY1v8wR0cHFi+dxYhh40hMfMzojkyVKvthMpkoXqQm5cq8Q7/+n1GgQN4XLkehUPx3vUwjLhhYJ2QnkBeSyflwBkmSJkiSdE6SpHP/ovzmwBkhxBNvBUuS1FOSpFOSJJ0ym1/v3ciaNSvT6t0mBN44xtIls6hfvxYzpo/Fzc0VtVoNgK+PNyH3w15rPV6lKtUq0KT5Oxw9t4Nf506hVp2qzPxtsmW72Wxm47pttGjV+JF9N6zbRtOW8kkzNDQC74d6IHPnyUVo6AuNrrWZQ+sPUK15jX+9f7129Tmx7SgAx7YcobBf0WfsYV2xYTGc2yHP6bpzPghhNuPk4Ux8eAzueXJY8rl5exAXHkPcP9LdvXMQH/6gN8PR3Zn8fkW4tO+M9YJ4AeXb1eHKdnlAwOUtx/Hxk3uZKravy9XM9Jg74cTeiyRnYW8A7Jz0dFowhN1TVxN89sG8kqRIuYfLlGHk7OqDlrJsRaVR03rOQK7+5U/A9lMApEQl4OjlBoCjlxspUfIQyMSwWG4fvIAhNZ3U2CSCj1/Ds1Q+EsNicc7jYSnTyduDxPBYeZ/QGEu5AdtP4VkiL7ai0qhp+vtAAtb7cyuzTgDF29chX8MK7Ok/K0t+x9weNP1jEPsG/UZCZk9qclgsjt5ZY00Oi7VOAC8pJiiUFZ2/5893v+HKxqOW3uHSbWpyc/8FzEYTKdEJBJ++Qe5y2WPO1+sQHRrF5ROXSIhNID0tnVP7TlG4jPw9jA6XRwykJqdyYP0BivkVy7Jv3VZ1s81Qyr9pNBoWL/2VVSs3sGnj0xcNat+hFbt3HcRoNBIVGc2xY6epULHsC5eTnYXcDyOvbx7L/319vAkJeXOuoV7U2xbvyxJW/nkTvUwjbj1QH0CSpGKADoh6OIMQYqQQorwQovy/KP8jnjGUUgjxuxCishCiskrl+LSsL23kqMkUKFSZIsWq07FTH/btO8InXfqz/4A/7dq1BKBz5/Zs3PTmHFAnj/uRKmUaUaN8U/p2H8qRQycY0Hs4BQo+uHhr3Ly+Zbx+wUL5LOkNm9TlVtBdAHZt30eb95uj02nJm8+HgoXyce509u2xzF3A2/J7lSbVuB/06FyM5xUbEUOp6vKirWVqlSPsdvaZewJwYedJilUvDYBXQW80Wg1JMYlc2HWKSq1qotFpyOHriVcBb26fC+TO+SC8CniTw9cTtVZNpVY1ubDrwUV0xRbVubT3DMb07LkCa2JELAWqlwSgUM3SxNyWT5BxIdEUqiX/HRxzupCzkDexdyNQa9V8NGcQ59cdfmQBEydPN8vvJZtUIuLGPStF8XhNp3QnJjCE03O3WdKCdp2h9Ad1ACj9QR0Cd50GIHDnaXyqFEdSq9DY6/CuUJiYgBDCzt/EvWBuXPN6otKqKdGqOkG7zlj2yVtD/tvlrV6S2Fu2u7ioN6U7sQEhXPjjQax53ymHX+932f7pdIyZKxIC6FwcaL7wS45PWknYqQdDhFMi4jAkpeJVQb7oL9auNrd3nrZeEC/BsqiMJFGzfxvOLt0DQML9aPLXlD/HWr0dPhWKEB0U8qRi3ninD54hf/EC2NnboVKrKFO9LHcD7qFSq3Bxl/9Gao2aqo2qcOfGg6nzvoV9cXJ14trpq7aq+mP9Mmsy168H8esvz+4tDr4XQt168g1GBwc9VaqW58b1oBcuJzs7eeocRYoUpECBvGi1Wjp0aMOmzW/ONdSLetviVbx+0j/nhTySQZKWA+8g97KFA6OFEPMyhzvOR15JMgN5Ttze535hScoNnAJckHvxkoBSQogESZIcgbtAISFE/FOKsdDofKzWkK5XtwZfDO5Nm/e6ULBgPpYtmYW7uxvnzl/mky79ycjIeHYhLyG306uf11GjVhV69etKt4/7sW7rIpydHUGSuHrpOiOGjCMpMZnvJg2ndr3qGA1G4uMSGDVsAjeuySeV/l/05H8d38NkNDJm5Pfs2334ldSrlnORl9p/wMwvKFWjDM7uLsRHxbF6xgoq1K9EnkJ5MJsFUfcj+ePr2cSGx+Dq6cakTVPRO8lLWaelpPJlo/6kJqU+tpx9K3dTvHJJuo7pjlqtIiPdwLxRc7h1KejZFXuCHJLuX+/bbeZAilUvhZO7MwlR8WyZsYrjfx2k8w998C2VH6PByLoJi7lx9P/s3Xd4VNXaxuHfm0LvgkACCEfEhgjSFRRE6U1FsICKBRUs6Gc5iseOx17w2LBQVJqCIBCagAJKh0gJXVoCCIiCoAJJ1vfHjCEgkIRkZjKzn5trLmZ2fZ9JMjNr1t5r+06Kb93nKhp3bU56ajpfPDeYpG99HebnN6tDlydvJio6irmjZjL5nSODw/Yd8RRT3xtL0ne5PwejLLG5Wr/LgD5Ua3QuRUoXZ//ufcx840t2/7Sdtk/dRFRMFKkHDzP+iUFsX7GJ4qeX4qpX76L46aXAYPZ741k29ntqdb6Eq17pxc51Rxryf19K4JZhj1O0TAkw2JG0mfH9PuHQHwdPud4SuRhqK75+Da4f/SS7Vm3Bpfte6ma/PIrtSzfQ4b17KRF3GvtSdjP+7rczzpGqf2c7ana9FJeezrIR37Lk4ykAVGt+oe/SA9FRLB/5HfP/9zUABUsUod1bvSkefxqHD/zFtMcHsWvVllOqt1guXo0r1K9B5zFP8kumrAteGsUlz95EdIEY/vrVd+jYz0vWM/vxQVx0Xyfq9OnA3o1HDtqYcONL/PXLPsrVqkbz13sRXagAW2f+yJz/+EYOrtq6Hk2evYnCZYpzcN8f/JK0mYndXz7lmn/NxdehnQb0oUrjcylcuhgHdu9j9hujKVCkEHVvugKANZMX8e1LvqvuxBYpSLtXe1H2rHjMjGVfzGL+BxNPuJ1lI7+jRqt6XPnMTRTxZ/05aTMjbzr1rN+73PVmPvz2I1zQ+AJKlC7Bb7t/4/PXP2f/b79z57N3UbJMSfbv28/GpJ94sseTADS7qjnX9rkWnGPRzEUMemEQBQsX5KUvXyY6Jpqo6Ch+nJPIR89+lHHo5A0P3EBswQIMeXFwrmoFmL1nda63AdCocV2mTBvFihWrM+p89unXKFiwAC+/+iRly5Zh797fWb4sias796Ro0SK8+/5LnH1OdcyMzz8dzYC3PjzhdqZN/TbXNR449Feut5FTbVpfzmuvPUN0VBSDh4zkvy8OCHoNwRTKvKmHUsJqvMd+VW8IagdZ/03Dwur5gWw04sJFMBtxoRaIRlx+ldtGXLjJTSMu3OS2ERductOICze5acSFo9w04sJNbhtx4SavGnHhIBSNOAmecGvEPRbkRtx/w7AR56G3HhERERERkfCXm0sMiIiIiIiI5CldYiBr6okTEREREREJI+qJExERERGRfEP9cFlTT5yIiIiIiEgYUU+ciIiIiIjkG+mhLiAMqCdOREREREQkjKgnLgzt2O+d6/R8/efSUJcQVOUKlwh1CUFzWgHvZAUoEl0w1CUETax56/vBPQcPhLqEoFm3d1uoSwiqw2mpoS5BxJM0OmXWvPVOKyIiIiIiEubUEyciIiIiIvmG+uGypp44ERERERGRMKKeOBERERERyTc0OmXW1BMnIiIiIiISRtQTJyIiIiIi+YbTWXFZyrInzsw+MbOdZrbimOkjzSzRf9tkZok52bGZnWNmc83soJk9dMy8B8xspZmtMLPhZlYoJ9sOhlYtm7FyxSxWJ83hkYf7hLqcgIqUrO+//wqbNy9m0aKpGdNeeOFxEhOns2DBZEaO/ICSJY8Me1+z5jl8++1XLF48jYULp1CwoG+I+Keffph16+aya1eablBRAAAgAElEQVRS0DPkVFRUFAnfjmLQ8P8B8Nr/nmfO0klM+u4LJn33BefVPBuAkiVLMHDom0yZPZqvpw2jxrnVM7bxfeJkps4Zw6TvvmDC9BEhyZGVM86swohvBmfcZq+byg13dM2Y3+Ou61i643tKlSkJQLNWTRg5YwgjvhnM51M+pnaDWkdtr2ixIkxe8hWPvvBgUHNk17W3Xc2n0z/msxmf0PX2awBo3v4yPpvxCbO3fsM5tWr8Y53ycaczbe1Err/zyPPS7Y4ufDbjEz6d/jFPv/MEBQrGBi1Ddl1z21UM+uZDBk3/iC63XZ0x/aqenRn67ScMmv4Rd/a7I2P6v86txjvjBjBo+kd88s2HGZmad2jGx9MGMmj6R/R6/Pag58iu4iWK8dpH/Rk3ewRjZw2nVt2a1DivOp9OGMjomZ/x9tBXKFqsyFHrVIgvz7wN07n57hsAqHpmFUZ9MyTj9sO6b+h+R7dQxDmpnLwmV6lSiT171jBvXgLz5iUwYED/jHW6dGnPggWTWbx4Gs8//++g58hrkfKemx1eygreyyuBlZ3DKQcDrY+d6Jzr5pyr7ZyrDYwGxuRw33uA+4BXM080s3j/9HrOuZpANHBdDrcdUFFRUQx4qz/tO3Tnggub061bZ84996xQlxUQkZT100+/oFOnm4+aNn36bOrWbUmDBq1Zt24jDz/cG4Do6Gg++eRN7r33cerWvZJWrbpx+PBhABISvqFp005Br/9U3HpXd9av3XjUtBeeep02l11Lm8uuJWnFGgD6PHg7SStW06rpNTzQux/PvPDoUet063grbS67lvYt8tWfYobNG7Zw3RW3cN0Vt3BDy1v568+/mDnpO8DXeGl0WQO2J+/IWH7+7MV0u/xmrrviFp7u+wJPvnb0B7/ej97Bknk5+l4qaKqdXZWON7Tj9na9ufnK27n4ikbEV43jp9UbefyOp0ict+y469379N3Mm7kg43HZCmXpcutV3Nr2Lnq0uI2o6Ciu6HR5sGJkS7Wzq9L++rbc1f4ebm/Zi8b+rLUvvpAmLS/mtpZ30rPF7Yx8/wsAoqOj6DfgMV7/95v0bHE7fbv8H6mH0yhRqgR3PdGLB7s9TM8Wt1OmXBkuuqROiNMd36PPP8D3M+bRqel1dGnRg43rNvH064/xZv/3uKZ5d6ZP+o5benc/ap2Hn7mPOTPmZTzetGELXa+4ma5X3Mx1LXvy159/Md3/95Cf5OQ1GeCnnzbTqFFbGjVqy3339QOgTJlSvPDC47RtewN1615J+fLlaNbskqDmyEuR9J6bFS9lBe/llcDLshHnnJuFr8F1XGZmQFdgeE527Jzb6ZxbCBw+zuwYoLCZxQBFgHx1ddEG9euwYcMmNm7cwuHDhxk1ahwdO7QKdVkBEUlZv/9+AXv2/HbUtOnTZ5OWlgbAggVLiY+vCMAVV1zKihWrWb58FQB79vxGenp6xnI7duwMYuWnpkJceVpc2ZQRn47Octmzzj6TH2b5PuBvWLeRSlXiKVvutECXGBANmtYjeVMK25N/BuChZ+/jrefexbkjh2b8+cefGfcLFyl01Lxza53NaeXKMPe7hcErOgeqnnUGK5eu4uBfB0lLSydx3o9c1qYpm9dvYcuGrcddp2mrS9i+ZQcb12w6anp0TDQFCxUkOjqKQoULsnvHL0FIkH1VqlchKXH1UVmbtmlCpx4dGfbOCA4f8r19/PaL7++63mX1+GnVT2xY9RMA+37bR3p6OhXPqEjyxmT27tkLwOI5S7i0bdPQhDqJYsWLUrdRbcYMGw9A6uFUft+3nzP+VYXFc5cCMPe7BVzRvlnGOs1bX0rKlu1sWPPTcbfZsGk9tm5KOepLjPwiJ6/JJ1KtWhXWr9/E7t2+jykzZsyhc+c2gSk4CCLpPTcrXsoK3subW+lBvoWjvBjYpCnws3NuXR5sC+dcCr7euS3AdmCvc27qydcKrrj4CmxNPtKuTE7ZTlxchRBWFDheynrTTV2ZMuVbAM46qxrOOb7+eig//DCRBx+8M7TFnYKnX3iEF55+I6Px+beH+93LlNmjebL/IxQo4DvUbNWKNbTucAUAF15Uk/jKFakYVx4A5xyfjf6AiTNGcsPNXYIb4hS06tyCyWO/AXyHTe7cvou1Sev/sVzzNpcyZvYwBnz2Ks888AIAZsaDT9/D68/8L6g158RPqzdyYcMLKFG6BAULFaTx5Q0pH3f6CZcvXKQQ3ftcxyevDzlq+u4duxn+/ijGLBjBuKVfcmDfARbMWhTo8nNk45pN1GpwASVK+bI2urwhp8edTuV/xXNBw5q8O/5t3vzyNc6+0HdYcOVqlXDO8fJnLzJw0ntcd7fv0NGUTSlUObMyFSqVJzo6iiatLuH0uHKhjHZc8VXi2PPLbzz31hOMnDaEp197jMJFCrFhzUaat74UgJYdLqeC/+dduEhhbr2nO++9+vEJt9m685VMGjstKPXntcyvyQBVq1Zm7twEpk4dySWX1Adgw4ZN1KjxL6pUqUR0dDQdO7aiUqWTN/zyMy+953opK3gvrwReXjTirieHvXAnY2algU5ANSAOKGpm3U++lkjuPPLIPaSlpTJixFcAxMTEcPHF9enZ835atLiGjh1bh9UhOi1aXsruXXtY/uPR5+299NybNG/YkQ4trqNUqRLcff9tALz71seUKFmcSd99Qc87bmDlstUZ34Zf0/Zm2jXvxk1d7+am266jQeO6Qc+TXTGxMVzWsgnTvp5BocIFufX+m3jv5Y+Ou+zMSbO4uukNPNjz3/R+1HdOVdeeVzNn+lx2bt8VzLJzZPP6LXz+zgjeGPYyr3/+EutWbvhHQz2zW//vFkZ++CV//vHXUdOLlyxG01aXcG2jG+h00bUUKlKIlldfEejyc2TL+i0Mf3cErwx7kZc/+y/rV24gPS2N6OhoSpQqQe8O9/L+8wN5+r0nAF/P4gX1a9L/3he496q+NG3dhIsuqcP+vft5/bG3ePK9Jxgw5k12bN1Belr+++41Oiaacy+owajBY+h25c38+cef3HrPTTz5QH+63XI1I6YMomixIhw+lApA74dv59OBI4/qWc4sJjaGZi2bMPXr6cGMkSeOfU3esWMnNWo0pnHjtjz66HMMHjyA4sWL8dtv+7jvvn589tn/mD79SzZvTiY9PS3E1YtIbqXjgnoLR7kandJ/uOPVwHE/1ZlZf6AdgP/cuey4AtjonNvl38YY4GLgs+NsvxfQC8CiSxIVVTSnEU7JtpQdVK4Ul/G4UnxFtm3Lf4eq5AUvZO3evQtt27agTZvrM6alpGxnzpz5/PLLrwBMnjyTOnVq8u2334eqzByp17AOV7ZpTvMrm1KwYEGKFy/Km+//l753PQbAoUOHGTVsLHfecwsA+38/wEP3/Cdj/e8TJ7NlczIAP2/3HTr6y+49TJk4ndp1a7Jg7uLgBsqmJpc3YvXytezZ/SvVz/kX8VXiGDnD1wN1esVyDJv6CT3a3MEvu44cIb5k3o/EnxFHqTIlqVW3JnUa1qLrLVdTuEhhYgvE8ueBPxjQ//1QRTquCSMmMWHEJADu/PdtJ210nl/nHJq3u5Te/e6kWIliuPR0Dh08xJ7dv7Jty3Z+8x9i+N2k2VxQ73ymjvkmKBmyK2HEZBJGTAbg9kdvZdf23VSpXoVZk2YDsDpxDenpjpJlSrJr+y5+nL+cvb/uA2DejPmcdcFZLPl+KXO/mcfcb3znjbW/sd1JG76h8vO2nfy8fRfLl/q+fJk2YSa33tuDd14eyF3X9QXgjH9VpukVvi+ULqhzHle0b84D/+lD8RLFcOmOgwcPMeKTLwFocnljVi1fw57dv4Ym0Ck63mvyoUOH2LPnEABLl67gp582c9ZZ1ViyZDkJCdNJSPA1VG+99fqML6DCkRfec//mpazgvbwSeLntibsCWO2cSz7eTOdcv0yDn2TXFqCRmRXxn2/XAlh1gu0PdM7Vc87VC1YDDmDhokSqV69G1aqViY2NpWvXToyfkK+O+MwzkZ71yisv48EH76JLl9v4888jPRXTpn3H+eefQ+HChYiOjqZp04asWpUnRwwHxUvPvUXDmldwSe3W3HP7w/wwewF973qM08uXzVimVbvLWbPKd5hhiRLFiY31fadz/U3XsOCHxez//QCFixTOGAmvcJHCNG1+ccY6+VHrq65ksv/QsfWrf6JFzfa0q9+FdvW7sHP7Lm5oeSu/7NpD5arxGeucc0ENChQowG979tKvzzO0rXcN7ep34Y1n32HCF5PzXQMOoNRppQDfoC2XtWnKtK9O3NPS++q+dGl0A10a3cCoj0Yz9O1hjB48lp9TfqbmRedRsJBv1NV6TS5i87otQak/J/7Oenrc6VzapgnTx05nzuTvqXOx722lUrV4YgvEsHfPXhZ8t4h/nVMt4zy/2o0uZPPazUdtp1jJYnS+qQMThyWEJtBJ/LJrDz+n/EzVM6sAvvPZflq7iTJlSwO+w317PdCTL4b6eqdu6Xw3bepfTZv6V/P5hyP5aMCQjAYcQJurwu9QyhO9JpctW4aoKN9HlqpVK1O9ejU2bvT9vpbzn79bqlQJevXqwaBB+XMU3eyI9PfczLyUFbyXN7dckG/hKMueODMbDjQDyppZMvCUc+7vA/Cv4xQPpTSzCsAioASQbmZ9gfOcc/PN7EtgCZAKLAUGnso+AiUtLY37+z5BwsRhREdFMXjISJKS1oa6rICIpKxDhgygadPGlC1bmvXr5/Hcc2/w8MO9KViwABMm+Dp6FyxYyn339eO33/YxYMBHzJkzHuccU6bMZPLkGQD07/8Y3bp1okiRwqxfP49Bg0bQv/+boYyWbW998CKnlS2DGaxcvobH/+9ZAKqf/S9ef+d5nHOsXb2BR+57CvB9OBr4qS9bTEw0Y79M4Lvp+bM3slCRQjS8tD7PP/xylsu2aN+M9te2IfVwKgf/Osijdz4ZhArzzgsfPk2J0iVITU3jtX5vsX/fAS5t3YQHnr+XUmVK8srQF1i3cgMP3vjoCbeRtHQ1Myd+x6ApH5CWmsbalesZ9/mEIKbInmcHPuXPmsqb/d5m/74DJIyczKOvPcSgbz7k8OFU/tvX9zPfv3c/X3z4Je9PfAecY97MBcybMR+Ae5/pzZnnnQnA0Dc/JXljSsgyncx/+73Of999mtjYWJI3p/Cfvv3peG0buvX0XUpiesK3jB2e9c+pcJFCNL60Ac89/FKgSz5lOXlNbtKkIf/5z4McPnyY9HTHvfc+zq+/+nqRX331KS644DwA/vvft1i/fuMJ95nfRdJ7bla8lBW8l1cCzzKPyhbOYgrER0YQOUpstLeuR1+ucImsF4oQpxXwTlaAItEFQ11C0MRaXpxuHT72pB4IdQlBs25vvhosOuAOp6WGugSRPJF6KMVCXUNO3Fn12qB+rv9g0xdh9fxA3gxsIiIiIiIiIkHirW4OERERERHJ1/Lf0FP5j3riREREREREwoh64kREREREJN9wYTtmZPCoJ05ERERERCSMqCdORERERETyDZ0TlzU14iRf89rwztv27wl1CUHzS8zvoS4hqIrEeucSA5Fy6Zrs2nfwj1CXEDTpHvvZiojkV2rEiYiIiIhIvqFz4rKmc+JERERERETCiBpxIiIiIiIiYUSHU4qIiIiISL6hgU2ypp44ERERERGRMKKeOBERERERyTc0Em7W1BMnIiIiIiISRrJsxJnZJ2a208xWHDO9tpnNM7NEM1tkZg1ysmMzu9TMlphZqpl1OWbeS2a2wn/rlpPtBkurls1YuWIWq5Pm8MjDfUJdTkB5KStEft7777uDHxNnkLh0Op99+g4FCxZk6JC3WbliFolLp/PhwNeIiQmvTvr33n+ZTZsWsXDhlIxpj/fry7r185g7L4G58xJo1aoZAHXrXZgxbd68SXTo2CpjnSuvvIylidNZtvxb/u//7g52jGwpWLAAU2Z8wcw545g9bwKPPHYvAFXOqMTk6aNYsHQqHw56g9jYWAAqVY5j9NeD+fb7rxk7YSgV48oDcEnThsycPTbjtvXnZbRp1yJkuU4kLr4CYycM5fsFCcyZP5Fed98EwEeD3mTmnHHMnDOOJctnMHPOOAC6dO2QMX3mnHHs/G01NS8496htfjbiPWbPmxD0LKciKiqKBfMn89VXgwGYMX00CxdMYeGCKWzauIgvv/joqOXr1r2QPw5s4uqr2oWg2sCI9NfkY3kpr5eygvfy5oYL8i0cWVYXZTWzS4H9wFDnXM1M06cCbzjnJplZW+AR51yzbO/YrCpQAngI+No596V/ejugL9AGKAh8C7Rwzu072fZiCsQH7WcQFRXFqpWzad32epKTtzNvbgLde/Rm1ap1wSohaLyUFSI/b1xcBb6b+RUXXNicv/76i+HD3mfSpBns2rWbSZNnAPDZp+8we/Z8Phg4NKC1FIyJzbNtXXJJAw4cOMCHH75O/fq+Rtnj/fpyYP8B3nrrw6OWLVy4EIcOHSYtLY0KFcoxb94kzjyzIc45flw2kw7tu5OSsoPZs7/mllvuZfXq9XlSY15e7Lto0SIcOPAHMTExTJgyjH6P9ufue3oyYfxUxo5O4JU3nmHlitUM/ng4Hw95i6mTZzJy+FiaXNqI62+8mj53PnLU9kqVLsmCpVO58NzL+PPPv3JdX15e7Lt8+XKUr1COZT8mUaxYUabPGkOP63uzds2GjGWe7f9v9u37nVdfeueodc89rwZDh79L/QuvyJjWrkNLOnZuxXnnn03TRu3zpMZAXuz7/vvvoO5FF1K8RDGuuuqWo+aNHDGQ8eOn8NnnowHf69ekhOH8dfAgQwaPZMxXE/O8nmAf4hTpr8nH8lJeL2WF0OdNPZRiQdlRHul+xtVBfbH5bPOYsHp+IBs9cc65WcCe483C1wgDKAlsy8mOnXObnHPL+OcANOcBs5xzqc65A8AyoHVOth1oDerXYcOGTWzcuIXDhw8zatQ4OnZolfWKYchLWcEbeWNiYihcuBDR0dEUKVyY7dt3ZDTgABYuTKRSpYohrDDnvv9+AXv27M3Wsn/++RdpaWkAFCxYMKPBUa9ebX7asJlNm7Zy+PBhvvxyPO3btwxYzblx4ICv0RAbG0NsbAzOOZpc2ojxY309kSOHfUVbf69ajbPPZPaseQDMmTWPNm3/2dvWoVMrpk+bnScNuLz288+7WPZjEgD79x9g7ZoNGb2Jf+t0VRvGfPnPnrWru7Tnqy+PNGSKFi3C3ff05LWX3w1s0XkkPr4ibdq04JNBw/4xr3jxYjRrdjHjvj7S+9ynT0++GpvArp27g1lmQHnhNTkzL+X1UlbwXt7cSscF9RaOcnNOXF/gFTPbCrwKPJY3JfEj0NrMiphZWaA5UDmPtp0n4uIrsDX5SJs1OWU7cXEVQlhR4HgpK0R+3m3bdvD6G++zccMCkrcsZe++fUz7ZlbG/JiYGG688RqmTJkZwirzzp133cz8+ZN47/2XKVWqRMb0evVrs3DRVBYsnMJ99z9BWloacXHlSU458rNPSdn+j8ZCfhEVFcXM2WNZtf4Hvp35A5s2bmXf3n0ZjdNt23ZQoaKv9pUrVtO+g68x2q7DlRQvUYzSpUsdtb2rrml33EZQflO5SjwX1DqPxYt+zJjW+OJ67Nq5m582bP7H8p2vaXtUrseeuJ933/4kXzZWj+e1V5/mscf6k57+zw8YnTq2YubM7/n99/2Ar5e9U8c2fPBBYHvQgy3SX5OP5aW8XsoK3ssrgZebRtzdwAPOucrAA8DHeVGQc24qkAD8AAwH5gJpx1vWzHr5z8dblJ5+IC92LxLRSpUqSccOraheoxGVz7iIokWLcMMNV2fM/9/bLzB79nzmfL8ghFXmjY8+/Iya519Ko0Zt2bFjJ/998YmMeYsWJlK/XksubdqRhx66m4IF8+5Qx2BIT0+nedPO1DrvMi66qBZn1fjXCZd96omXadykPjNmf8XFlzRgW8oO0tKPvKSWL1+Oc8+rwczpc4JR+ikrWrQIgz99m37/foH9vx95vb+6S3vGfPnPwwYvqleLP//4k9X+Q5VqXnAuVatVIWHCtKDVnBtt27Zg567dLF26/Ljzu3brzMiR4zIev/bq0zze74U8PZRVRCRUXJD/haPcjF5wM3C///4XwEfHLmBmg4A6wDbnXNvsbtg51x/o79/GMGDtCZYbCAyE4J4Tty1lB5UrxWU8rhRfkW3bdgRr90HlpawQ+XlbtGjKxk1b2L3bd4T0V2Mn0bhRPYYNG8N/nniAcuVO4+7et4e4yryxM9MhZYM+GcHo0f/8nmnNmg0c2P8H551fg23bfqZS/JGffXx8RbZv+zkotZ6qfXt/Z87s+dRrUJsSJUsQHR3t71WswI7tvtp/3rGTnt19g58ULVqE9h1bsm/v7xnb6HRVGxImTCM1NTUkGbIjJiaGQZ+9zZejxjNx/NSM6dHR0bTr2JIWl171j3WuvqbdUY27+g1qU7tOTZYsn0FMTAxly5Vh3MRP6dSuR1Ay5NTFjevTvl1LWre6nEKFClKiRHEGDxrALT3v47TTSlO/Xm2uvfbI3+pFdWvx2ae+cwLLli1D69aXk5qWyteZDrcMR5H+mnwsL+X1UlbwXl4JvNz0xG0DLvPfvxz4x5mZzrmezrnaOWnAmVm0mZ3mv18LqAVMPflawbVwUSLVq1ejatXKxMbG0rVrJ8ZPyFcl5hkvZYXIz7t1SwoNG15E4cKFALi8eRNWr17HrT2vp+WVzbixe5+I+Sa/QoVyGfc7dmzFyiTfd0FnnFGJ6OhoACpXjqfG2WeyZXMyixf/yJnVq3LGGZWIjY2lS5cOTJyY/3ptTjutNCVKFgegUKGCNGt+MWvXbOD72fPp0Nl3fkW3G65iUoLvPMcyZUpj5jtf+/4HezHss9FHbe+qLu2O25OVn7z1zgusXbOB994ZdNT0y5pfzPq1P/2jsW1mdLqqLV+NPpJr0MfDqXl2Uy664HLatbqeDes35dsGHMAT/3mRf51ZnxpnN6Z7jz7M/PZ7bul5HwBXX92OhIRvOHjwYMbyZ599MTXObkyNsxszZsxE7ruvX9g34CDyX5OP5aW8XsoK3subW+lBvoWjLHvizGw40Awoa2bJwFPOuY+BO4C3zCwG+AvolZMdm1l94CugNNDBzJ5xzp0PxAKz/R869gHdnXP56ivitLQ07u/7BAkThxEdFcXgISNJSjpuZ2HY81JWiPy8CxYuZcyYiSxcMIXU1FQSE1fy4Uefs++3dWzenMyc2V8DMHZsAs/3fzPE1Wbf4MEDaHppI047rTRr183l+eff4NKmjahV6zycc2zeksx99z4OwMUX1+fB/7ub1NRU0tPT6dv3P/zyy68A/N+DTzLu66FER0czdOiofDlKWvkKp/O/918kKiqaqChj3FeTmTblW9auWc/AT97g8Sf6snzZKj4f+gUAlzRtwBNPPYhzjrk/LOLR/3smY1uVq8QTH1+RH+bk38NnGzaqS7frO7NyxeqMywj0f/Z1vpn63QnP5bv4kvqkpGxn86atwS43KLpe24lXXn0n6wUjQKS/Jh/LS3m9lBW8l1cCL8tLDISLYB5OKSK5l5eXGAgHeXmJgfwuUt5XsiuQlxjIb4J9iQERyRvhdomBa8/oFNQXmy82jwur5wdydziliIiIiIiIBFluBjYRERERERHJU+E6YmQwqSdOREREREQkjKgRJyIiIiIiEkZ0OKWIiIiIiOQb4TrsfzCpJ05ERERERCSMqCdORELiYOrhUJcQVF7LKyIicqq8dqmaU6GeOBERERERkTCinjgREREREck30nWJgSypJ05ERERERCSMqCdORERERETyDY1OmTX1xImIiIiIiIQR9cSJiIiIiEi+4XROXJay7Ikzs0/MbKeZrThm+oVmNtfMlpvZeDMrkZMdm9mNZrbMv/4PZnZhpnmtzWyNma03s3/nZLvB0qplM1aumMXqpDk88nCfUJcTUF7KCt7K66WsEHl5K1WK45upX7Dsx5n8mDiDe++5DYDSpUsxOWE4q1bOYXLCcEqVKpmxzhuvP8vqpDksWTyNOrVrhqr0PHH/fXfwY+IMEpdO57NP36FgwYL0vvsWVifNIfVQCqedVjrUJQZEpP0eZ0V5I5eXsoL38kpgZedwysFA6+NM/wj4t3PuAuAr4OEc7nsjcJl//eeAgQBmFg28A7QBzgOuN7PzcrjtgIqKimLAW/1p36E7F1zYnG7dOnPuuWeFuqyA8FJW8FZeL2WFyMybmprKw488Q60Lm3NJkw7cffctnHvuWTz6SB9mzJzDuec3YcbMOTz6iO/DQpvWl3NW9Wqcc14T7r77Ud75339DnODUxcVV4J4+t9KwUVtq12lBdHQ03bp24oe5C2nV5jo2bdoa6hIDIhJ/j09GeSM3r5eygvfy5lY6Lqi3cJRlI845NwvYc5xZNYBZ/vvTgGtysmPn3A/OuV/9D+cBlfz3GwDrnXM/OecOASOATjnZdqA1qF+HDRs2sXHjFg4fPsyoUePo2KFVqMsKCC9lBW/l9VJWiMy8O3bsZGmi7yCJ/fsPsHr1OuLjKtChQyuGfvoFAEM//YKOHX3fw3Xo0IpPP/8SgPkLllCyVEkqVDg9NMXngZiYGAoXLkR0dDRFChdm+/YdJCauZPPm5FCXFjCR+Ht8MsobuXm9lBW8l1cCLzcDm6zkSOPqWqByLrZ1GzDJfz8eyPwVarJ/Wr4RF1+BrcnbMh4np2wnLq5CCCsKHC9lBW/l9VJWiPy8Z5xRidoX1mT+gqWUP70sO3bsBHwNvfKnlwUgPq4CyVuPPAcpyduJD9PnYNu2Hbz+xvts3LCA5C1L2btvH9O+mZX1imEu0n+Pj6W8kZvXS1nBe3lzyzkX1Fs4yk0j7lagt5ktBooDh05lI2bWHF8j7tFc1CIi4llFixZh1MgPefChp/j99/3/mB+ubzAzArwAAB6CSURBVFAnU6pUSTp2aEX1Go2ofMZFFC1ahBtuuDrUZYmIiATFKTfinHOrnXMtnXN1geHAhmOXMbP+ZpZoZonH24aZ1cJ3bl0n59wv/skpHN2rV8k/7Xjr9zKzRWa2KD39wKlGybFtKTuoXCku43Gl+Ips27YjaPsPJi9lBW/l9VJWiNy8MTExfDHyQ4YP/4qxY30HNPy8c3fGYZIVKpzOzl2+l9eUbTuoVPnIcxBfqSIpYfoctGjRlI2btrB79x5SU1P5auwkGjeqF+qyAi5Sf49PRHkjN6+XsoL38uZWepBv4eiUG3Fmdrr//yjgCeD9Y5dxzvVzztV2ztU+zvpVgDFAD+fc2kyzFgJnmVk1MysAXAd8fbwanHMDnXP1nHP1oqKKnmqUHFu4KJHq1atRtWplYmNj6dq1E+MnTA3a/oPJS1nBW3m9lBUiN++HA19j1er1vPnWwIxpE8ZP5aYe1wJwU49rGT9+im/6hKn0uLELAA0bXMS+vfsyDrsMN1u3pNCw4UUULlwIgMubN2H16nUhrirwIvX3+ESUN3LzeikreC+vBF6W14kzs+FAM6CsmSUDTznnPsY3auTf46OOAQblcN9PAqcB75oZQKq/QZZqZvcAU4Bo4BPn3Mocbjug0tLSuL/vEyRMHEZ0VBSDh4wkKWlt1iuGIS9lBW/l9VJWiMy8l1xcnx7du7BseRKLFvo+DPznPy/y0ivvMGLY+/S85Xq2bEnmuhvuAiBh0nRat76cNau+548//+T22x8MZfm5smDhUsaMmcjCBVNITU0lMXElH370Off0uZWH/q83FSqUY+nib5g0eQZ33pXTwZPzr0j8PT4Z5Y3cvF7KCt7Lm1u6TlzWLFLOlYgpEB8ZQURERERE8lDqoRQLdQ050bJy66B+rp+6dXJYPT+Qu4FNREREREREJMiyPJxSREREREQkWML1AtzBpJ44ERERERGREzCzT8xsp5mtyDStjJlNM7N1/v9L+6ebmQ0ws/VmtszMLsq0zs3+5deZ2c2Zptc1s+X+dQaYf8CQk1EjTkRERERE8o18eLHvwUDrY6b9G5junDsLmO5/DNAGOMt/6wW8B75GH/AU0BBoADz1d8PPv8wdmdY7dl//oEaciIiIiIjICTjnZgF7jpncCRjivz8E6Jxp+lDnMw8oZWYVgVbANOfcHufcr8A0oLV/Xgnn3Dzna1EOzbStE9I5cSIiIiIikm8E+5w4M+uFr9fsbwOdcwNPtLxfeefcdv/9HUB5//14YGum5ZL90042Pfk4009KjTgREREREfEsf4Mtq0bbydZ3ZhbUlqcOpxQRERERkXzDBfnfKfrZfygk/v93+qenAJUzLVfJP+1k0ysdZ/pJqREnIiIiIiKSM18Df48weTMwLtP0m/yjVDYC9voPu5wCtDSz0v4BTVoCU/zz9plZI/+olDdl2tYJ6XBKERERERHJN9KzN2Jk0JjZcKAZUNbMkvGNMvkiMMrMbgM2A139iycAbYH1wB9ATwDn3B4zew5Y6F/uWefc34Ol9MY3AmZhYJL/dvKasjmsZr4XUyA+MoKIiIiIiOSh1EMpWV53LD+5NL5FUD/Xz0qZHlbPD6gnTkRERERE8hH1zGRN58SJiIiIiIiEEfXEiYiIiIhIvhHs68SFo5P2xJlZZTObaWZJZrbSzO7PNK+MmU0zs3X+/0vnZMdm9qB/u8vMbLqZnZFp3mQz+83MJuQ8UnC0atmMlStmsTppDo883CfU5QSUl7KCt/J6KSt4K6+XsoK38nopKyhvJPNSVvBeXgmskw5s4r/mQUXn3BIzKw4sBjo755LM7GVgj3PuRTP7N1DaOfdotnds1hyY75z7w8zuBpo557r557UAigB3OufaZ2d7wRzYJCoqilUrZ9O67fUkJ29n3twEuvfozapV64JVQtB4KSt4K6+XsoK38nopK3grr5eygvJGcl4vZYXQ5w23gU0axzcPalfc3JSZYfX8QBY9cc657c65Jf77vwOrgHj/7E7AEP/9IUDnnOzYOTfTOfeH/+E8Ml3kzjk3Hfg9J9sLpgb167BhwyY2btzC4cOHGTVqHB07tAp1WQHhpazgrbxeygreyuulrOCtvF7KCsobyXm9lBW8l1cCL9sDm5hZVaAOMN8/qbz/4nQAO4DyuajjNrJxPYT8Ii6+AluTt2U8Tk7ZTlxchRBWFDheygreyuulrOCtvF7KCt7K66WsoLyRnNdLWcF7eSXwsjWwiZkVA0YDfZ1z+46d75xzZnZK3Z5m1h2oB1x2KuuLiIiIiEjkiJTrWAdSlj1xZhaLrwH3uXNuTKZZP/vPmfv73Lmdx1l3kJklmlnCCbZ9BdAP6OicO5jT4s2sl5ktMrNF6ekHcrr6KduWsoPKleIyHleKr8i2bTuCtv9g8lJW8FZeL2UFb+X1UlbwVl4vZQXljeS8XsoK3ssrgZfV6JQGfAyscs69fszsr4Gb/fdvBsYdu75zrqdzrrZzru1xtl0H+ABfA+4fDcDscM4NdM7Vc87Vi4oqeiqbOCULFyVSvXo1qlatTGxsLF27dmL8hKlB238weSkreCuvl7KCt/J6KSt4K6+XsoLyRnJeL2UF7+XNrXRcUG/hKKvDKS8BegDLzSzRP+1x51wC8CIwysxuAzYDXXO471eAYsAXvrYiW5xzHQHMbDZwDlDMzJKB25xzU3K4/YBJS0vj/r5PkDBxGNFRUQweMpKkpLWhLisgvJQVvJXXS1nBW3m9lBW8lddLWUF5Izmvl7KC9/JK4J30EgPhJJiXGBARERERCRfhdomB+nGXBvVz/cJts8Lq+YEcjE4pIiIiIiIioZet0SlFRERERESCIVKOFAwk9cSJiIiIiIiEEfXEiYiIiIhIvhGuI0YGk3riREREREREwoh64kREREREJN/QOXFZU0+ciIiIiIhIGFFPnIiIiIiI5Bs6Jy5r6okTEREREREJI+qJExERERGRfMOpJy5L6okTEREREREJI2rEiYiIiIiIhBEdTikiIiIiIvlGui4xkCX1xImIiIiIiISRkzbizKyymc00syQzW2lm92ead61/WrqZ1cvpjs3sRjNbZmbLzewHM7swq33mJ61aNmPlilmsTprDIw/3CXU5AeWlrOCtvF7KCt7K66Ws4K28XsoKyhvJvJQVvJc3N1yQ/4UjO9kV0c2sIlDRObfEzIoDi4HOzrkkMzsXSAc+AB5yzi3K0Y7NLgZWOed+NbM2wNPOuYYn2+fJthdTID5oP4GoqChWrZxN67bXk5y8nXlzE+jeozerVq0LVglB46Ws4K28XsoK3srrpazgrbxeygrKG8l5vZQVQp839VCKBWVHeeT88g2D2rJa+fP8sHp+IIueOOfcdufcEv/934FVQLz/8Srn3JpT3bFz7gfn3K/+h/OASlntM79oUL8OGzZsYuPGLRw+fJhRo8bRsUOrUJcVEF7KCt7K66Ws4K28XsoK3srrpaygvJGc10tZwXt5cyvduaDewlG2z4kzs6pAHWB+AOq4DZgU5H2esrj4CmxN3pbxODllO3FxFUJYUeB4KSt4K6+XsoK38nopK3grr5eygvJGcl4vZQXv5ZXAy9bolGZWDBgN9HXO7cvLAsysOb5GXJOc7tPMegG9ACy6JFFRRfOyNBERERERCbJwPU8tmLLsiTOzWHyNqc+dc2NysnEz629miWaWeIL5tYCPgE7OuV9yuk/n3EDnXD3nXL1gNuC2peygcqW4jMeV4iuybduOoO0/mLyUFbyV10tZwVt5vZQVvJXXS1lBeSM5r5eygvfySuBlNTqlAR/jG4Dk9Zxu3DnXzzlX2zlX+zjbrgKMAXo459bm1T6DYeGiRKpXr0bVqpWJjY2la9dOjJ8wNdRlBYSXsoK38nopK3grr5eygrfyeikrKG8k5/VSVvBe3tzSOXFZy+pwykuAHsDyTL1pjzvnEszsKuBtoBww0cwSnXM5OUPzSeA04F1fu41U51y9k+0zB9sOqLS0NO7v+wQJE4cRHRXF4CEjSUpam/WKYchLWcFbeb2UFbyV10tZwVt5vZQVlDeS83opK3gvrwTeSS8xEE6CeYkBEREREZFwEW6XGDirXN2gfq5ft2txWD0/kIPRKUVERERERCT0sjU6pYiIiIiISDCE63lqwaSeOBERERERkTCinjgREREREck3dJ24rKknTkREREREJIyoESciIiIiIhJGdDiliIiIiIjkG86lh7qEfE89cSIiIiIiImFEPXEiIiIiIpJvpGtgkyypJ05ERERERCSMqCdORERERETyDaeLfWdJPXEiIiIiIiJhRD1xIiIiIiKSb+icuKydtCfOzCqb2UwzSzKzlWZ2f6Z5r5jZajNbZmZfmVmpnOzYzG70r7vczH4wswv90wuZ2QIz+9G/z2dOLVpgtWrZjJUrZrE6aQ6PPNwn1OUElJeygrfyeikreCuvl7KCt/J6KSsobyTzUlbwXl4JLDvZMadmVhGo6JxbYmbFgcVAZ+dckpm1BGY451LN7CUA59yj2d6x2cXAKufcr2bWBnjaOdfQzAwo6pzbb2axwBzgfufcvJNtL6ZAfNCa7FFRUaxaOZvWba8nOXk78+Ym0L1Hb1atWhesEoLGS1nBW3m9lBW8lddLWcFbeb2UFZQ3kvN6KSuEPm/qoRQLyo7ySHzp84PaFZfy68qwen4gi54459x259wS//3fgVVAvP/xVOdcqn/ReUClnOzYOfeDc+7XY9d3Pvv902P9t3zVp9qgfh02bNjExo1bOHz4MKNGjaNjh1ahLisgvJQVvJXXS1nBW3m9lBW8lddLWUF5Izmvl7KC9/JK4GV7YBMzqwrUAeYfZ/atwKRc1HFb5vXNLNrMEoGdwDTn3PH2GTJx8RXYmrwt43Fyynbi4iqEsKLA8VJW8FZeL2UFb+X1UlbwVl4vZQXljeS8XsoK3subW+nOBfUWjrLViDOzYsBooK9zbt8x8/oBqcDnp1KAmTXH14jLOBTTOZfmnKuNr3eugZnVPJVti4iIiIiIRJosR6f0n5c2GvjcOTfmmHm3AO2BFu44J9eZWX+gHYC/UXbs/FrAR0Ab59wvx853zv1mZjOB1sCK46zfC+gFYNEliYoqmlWcPLEtZQeVK8VlPK4UX5Ft23YEZd/B5qWs4K28XsoK3srrpazgrbxeygrKG8l5vZQVvJc3t1z+OpMqX8pqdEoDPsY3AMnrx8xrDTwCdHTO/XG89Z1z/ZxztU/QgKsCjAF6OOfWZppe7u+RLs2sMHAlsPoE2x/onKvnnKsXrAYcwMJFiVSvXo2qVSsTGxtL166dGD9hatD2H0xeygreyuulrOCtvF7KCt7K66WsoLyRnNdLWcF7eSXwsuqJuwToASz3n6MG8LhzLgH4H1AQmOZr6zHPOXdXDvb9JHAa8K5//VTnXD2gIjDEzKLxNTJHOecm5GC7AZeWlsb9fZ8gYeIwoqOiGDxkJElJa7NeMQx5KSt4K6+XsoK38nopK3grr5eygvJGcl4vZQXv5c2tk42eLz4nvcRAOAnmJQZERERERMJFuF1ioHzJc4L6uf7nvavD6vmBHIxOKSIiIiIiIqGX5cAmIiIiIiIiwZKugU2ypJ44ERERERGRMKKeOBERERERyTciZcyOQFJPnIiIiIiISBhRT5yIiIiIiOQb6eqJy5J64kRERERERMKIeuJERERERCTf0DlxWVNPnIiIiIiISBhRT5yIiIiIiOQbuk5c1tQTJyIiIiIiEkbUEyciIiIiIvmGzonLmnriREREREREwoh64kREREREJN/QdeKydtKeODOrbGYzzSzJzFaa2f2Z5j1nZsvMLNHMpppZXE52bGYP+re7zMymm9kZx8wvYWbJZva/nEUKjlYtm7FyxSxWJ83hkYf7hLqcgPJSVvBWXi9lBW/l9VJW8FZeL2UF5Y1kXsoK3ssrgWUnO+bUzCoCFZ1zS8ysOLAY6OycSzKzEs65ff7l7gPOc87dle0dmzUH5jvn/jCzu4Fmzrlumea/BZQD9jjn7slqezEF4oPWZI+KimLVytm0bns9ycnbmTc3ge49erNq1bpglRA0XsoK3srrpazgrbxeygreyuulrKC8kZzXS1kh9HlTD6VYUHaUR4oWqRrUrrgDf2wKq+cHsuiJc85td84t8d//HVgFxPsf78u0aFHI2VigzrmZzrk//A/nAZX+nmdmdYHywNScbDNYGtSvw4YNm9i4cQuHDx9m1KhxdOzQKtRlBYSXsoK38nopK3grr5eygrfyeikrKG8k5/VSVvBeXgm8bA9sYmZVgTrA/EzT+pvZVuBG4Mlc1HEbMMm/zSjgNeChXGwvoOLiK7A1eVvG4+SU7cTFVQhhRYHjpazgrbxeygreyuulrOCtvF7KCsobyXm9lBW8l1cCL1uNODMrBowG+mbugXPO9XPOVQY+B7I85PEE2+4O1ANe8U/qDSQ455KzsW4vM1tkZovS0w+cyu5FRERERCQfSXcuqLdwlOXolGYWi68B97lzbswJFvscSACeOmbdQfh677Y559oeZ9tXAP2Ay5xzB/2TGwNNzaw3UAwoYGb7nXP/PnZ959xAYCAE95y4bSk7qFzpyDguleIrsm3bjmDtPqi8lBW8lddLWcFbeb2UFbyV10tZQXkjOa+XsoL38krgZTU6pQEfA6ucc68fM++sTA87AauPXd8519M5V/sEDbg6wAdAR+fczkzr3Oicq+Kcq4rvkMqhx2vAhdLCRYlUr16NqlUrExsbS9eunRg/IV+evpdrXsoK3srrpazgrbxeygreyuulrKC8kZzXS1nBe3lzyzkX1Fs4yqon7hKgB7DczBL90x53ziUAL5rZ2UA6sBnI9siUfq/g62n7wtdWZItzrmMOtxESaWlp3N/3CRImDiM6KorBQ0aSlLQ21GUFhJeygrfyeikreCuvl7KCt/J6KSsobyTn9VJW8F5eCbyTXmIgnATzcEoRERERkXARbpcYKFioclA/1x/8a2tYPT+Qg9EpRUREREREJPSyHNhEREREREQkWCLlSMFAUk+ciIiIiIhIGFEjTkRERERE8o38NjqlmbU2szVmtt7M8sWo+WrEiYiIiIiIHIeZRQPvAG2A84Drzey80FalRpyIiIiIiOQjLsi3LDQA1jvnfnLOHQJG4LtGdkipESciIiIiInJ88cDWTI+T/dNCKmJGpwzF9S/MrJdzbmCw9xsqXsrrpazgrbxeygreyuulrOCtvF7KCsobybyUNTeC/bnezHoBvTJNGpjff07qicudXlkvElG8lNdLWcFbeb2UFbyV10tZwVt5vZQVlDeSeSlr2HDODXTO1ct0y9yASwEqZ3pcyT8tpNSIExEREREROb6FwFlmVs3MCgDXAV+HuKbIOZxSREREREQkLznnUs3sHmAKEA184pxbGeKy1IjLpXx9rGwAeCmvl7KCt/J6KSt4K6+XsoK38nopKyhvJPNS1ojhnEsAEkJdR2aWnQvciYiIiIiISP6gc+JERERERETCiBpx2WBm+0NdQzCYWZqZJWa6VT3Jst+aWb3gVZe3zMyZ2WeZHseY2S4zmxDKugLJzDr7c58T6loCxYs/17955XUqs6wyR8DrVMT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},
{
"cell_type": "code",
"source": [
"# jelenlegi menetrendből becsült adat\n",
"TOTAL_NAPI_KM = 5000\n",
"\n",
"bus_cols = ['szolo', 'midi', 'mini', 'kisbusz']\n",
"bus_ix = ['utasok','kWh','hatótáv','flotta']\n",
"bus_data = [\n",
" [77, 50, 18, 12],\n",
" [350, 175, 60, 40],\n",
" [250, 200, 150, 150],\n",
" [25, 10, 10, 12]]\n",
"\n",
"bus_df = pd.DataFrame(bus_data, columns=bus_cols, index=bus_ix).T\n",
"bus_df['kWh/utaskm'] = bus_df.kWh / bus_df.hatótáv / bus_df.utasok\n",
"bus_df['kWh/km'] = bus_df.kWh / bus_df.hatótáv\n",
"bus_df"
],
"metadata": {
"id": "kLw113lVOWhu",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 175
},
"outputId": "8807202a-d2e0-4907-bbbb-3448833b59da"
},
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" utasok kWh hatótáv flotta kWh/utaskm kWh/km\n",
"szolo 77 350 250 25 0.018182 1.400000\n",
"midi 50 175 200 10 0.017500 0.875000\n",
"mini 18 60 150 10 0.022222 0.400000\n",
"kisbusz 12 40 150 12 0.022222 0.266667"
],
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" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-d9d19ae1-a618-4b7d-a5ce-7261d2112978 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-d9d19ae1-a618-4b7d-a5ce-7261d2112978');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 4
}
]
},
{
"cell_type": "code",
"source": [
"# Sajnos a napi utaskm nem ismert, ezért csak a kWh/km értéket tudjuk\n",
"# figyelembe venni, aminek viszont nagy a szórása, nem lehet generalizálni.\n",
"\n",
"# Ezért súlyozzuk az átlagolást a tervezett flottaszámmal, hogy az \n",
"# energiaigény-becslés figyelembe vegye a flotta összetételét.\n",
"\n",
"sulyozott_atlagfogyasztas = np.median(\n",
" bus_df.apply(\n",
" lambda x: [x['kWh/km']] * x.flotta.astype(int), \n",
" axis=1\n",
" )\n",
" .explode()\n",
")\n",
"\n",
"print(\n",
" 'Teljes becsült elmeleti energiaigény: ',\n",
" TOTAL_NAPI_KM * sulyozott_atlagfogyasztas,\n",
" 'kWh \\nA fogyasztás súlyozott átlaga: ',\n",
" sulyozott_atlagfogyasztas, 'kWh/km')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "YevCWeMi8leP",
"outputId": "2ab1709f-420b-49c7-8cc8-201a5436cdc1"
},
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Teljes becsült elmeleti energiaigény: 4375.0 kWh \n",
"A fogyasztás súlyozott átlaga: 0.875 kWh/km\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"# Összegzés\n",
"\n",
"A kapott flottadadatok szerint a **jelenlegi utaskapacitás 4579 fő**, aminek a felét tervezik kiváltani elektromos üzemű járművekkel az első körben. Az elektromos járműpark súlyozott **átlagfogyasztása 0.875 kWh/km**.\n",
"\n",
"\\begin{align}\n",
" 2187.5 kWh = 2500 km * 0.875 \\frac{kWh}{km}\n",
"\\end{align}\n",
"\n",
"Az első körben tehát átlagosan napi 2187.5 kWh energia szükséges az elektromos járműpark üzemeltetéséhez.\n",
"\n",
"A teljes járműpark elektromos üzeműre váltásához ennek a duplájára, napi 4375 kWh energiára van szükség.\n"
],
"metadata": {
"id": "TNFsx661Hze5"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"p = (\n",
" pd.DataFrame(12*[2187.5], index=daily.columns, columns=['napi energiafelhasználás 50% átállás esetén'])\n",
" .join(pd.DataFrame(12*[2187.5*2], index=daily.columns, columns=['napi energiafelhasználás 100% átállás esetén']))\n",
" .join(pd.DataFrame(daily.apply(lambda x: sum(x)/100), columns=['1MWp napelem-installáció napi energiatermelése']))\n",
" .join(pd.DataFrame(daily.apply(lambda x: sum(x)/50), columns=['2MWp napelem-installáció napi energiatermelése'])))\n",
"\n",
"ax = p.plot(table=True, grid=True)\n",
"ax.axes.get_xaxis().set_visible(False)\n",
"ax.yaxis.tick_right()\n",
"ax.set_ylabel('napi átlagos energiafelvétel / leadás [Wh]',)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 652
},
"id": "XP8sZKkyRvgI",
"outputId": "64b5ccd2-1b53-4701-9559-8b75d35df8a4"
},
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0, 0.5, 'napi átlagos energiafelvétel / leadás [Wh]')"
]
},
"metadata": {},
"execution_count": 6
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"p.T"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 175
},
"id": "5TRNSNcwXgGk",
"outputId": "7415d19d-4043-43a6-ab3e-500d990883da"
},
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Jan Feb Mar \\\n",
"napi energiafelhasználás 50% átállás esetén 2187.50 2187.50 2187.50 \n",
"napi energiafelhasználás 100% átállás esetén 4375.00 4375.00 4375.00 \n",
"1MWp napelem-installáció napi energiatermelése 1731.19 2714.19 3541.11 \n",
"2MWp napelem-installáció napi energiatermelése 3462.38 5428.38 7082.22 \n",
"\n",
" Apr May Jun \\\n",
"napi energiafelhasználás 50% átállás esetén 2187.50 2187.50 2187.50 \n",
"napi energiafelhasználás 100% átállás esetén 4375.00 4375.00 4375.00 \n",
"1MWp napelem-installáció napi energiatermelése 4146.72 4396.13 4609.14 \n",
"2MWp napelem-installáció napi energiatermelése 8293.44 8792.26 9218.28 \n",
"\n",
" Jul Aug Sep \\\n",
"napi energiafelhasználás 50% átállás esetén 2187.50 2187.50 2187.50 \n",
"napi energiafelhasználás 100% átállás esetén 4375.00 4375.00 4375.00 \n",
"1MWp napelem-installáció napi energiatermelése 4651.63 4541.29 3690.15 \n",
"2MWp napelem-installáció napi energiatermelése 9303.26 9082.58 7380.30 \n",
"\n",
" Oct Nov Dec \n",
"napi energiafelhasználás 50% átállás esetén 2187.50 2187.50 2187.50 \n",
"napi energiafelhasználás 100% átállás esetén 4375.00 4375.00 4375.00 \n",
"1MWp napelem-installáció napi energiatermelése 3049.82 1864.58 1265.81 \n",
"2MWp napelem-installáció napi energiatermelése 6099.64 3729.16 2531.62 "
],
"text/html": [
"\n",
" <div id=\"df-fd8d2445-6eaf-4f68-b588-b2312051caf6\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Jan</th>\n",
" <th>Feb</th>\n",
" <th>Mar</th>\n",
" <th>Apr</th>\n",
" <th>May</th>\n",
" <th>Jun</th>\n",
" <th>Jul</th>\n",
" <th>Aug</th>\n",
" <th>Sep</th>\n",
" <th>Oct</th>\n",
" <th>Nov</th>\n",
" <th>Dec</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>napi energiafelhasználás 50% átállás esetén</th>\n",
" <td>2187.50</td>\n",
" <td>2187.50</td>\n",
" <td>2187.50</td>\n",
" <td>2187.50</td>\n",
" <td>2187.50</td>\n",
" <td>2187.50</td>\n",
" <td>2187.50</td>\n",
" <td>2187.50</td>\n",
" <td>2187.50</td>\n",
" <td>2187.50</td>\n",
" <td>2187.50</td>\n",
" <td>2187.50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>napi energiafelhasználás 100% átállás esetén</th>\n",
" <td>4375.00</td>\n",
" <td>4375.00</td>\n",
" <td>4375.00</td>\n",
" <td>4375.00</td>\n",
" <td>4375.00</td>\n",
" <td>4375.00</td>\n",
" <td>4375.00</td>\n",
" <td>4375.00</td>\n",
" <td>4375.00</td>\n",
" <td>4375.00</td>\n",
" <td>4375.00</td>\n",
" <td>4375.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1MWp napelem-installáció napi energiatermelése</th>\n",
" <td>1731.19</td>\n",
" <td>2714.19</td>\n",
" <td>3541.11</td>\n",
" <td>4146.72</td>\n",
" <td>4396.13</td>\n",
" <td>4609.14</td>\n",
" <td>4651.63</td>\n",
" <td>4541.29</td>\n",
" <td>3690.15</td>\n",
" <td>3049.82</td>\n",
" <td>1864.58</td>\n",
" <td>1265.81</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2MWp napelem-installáció napi energiatermelése</th>\n",
" <td>3462.38</td>\n",
" <td>5428.38</td>\n",
" <td>7082.22</td>\n",
" <td>8293.44</td>\n",
" <td>8792.26</td>\n",
" <td>9218.28</td>\n",
" <td>9303.26</td>\n",
" <td>9082.58</td>\n",
" <td>7380.30</td>\n",
" <td>6099.64</td>\n",
" <td>3729.16</td>\n",
" <td>2531.62</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-fd8d2445-6eaf-4f68-b588-b2312051caf6')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-fd8d2445-6eaf-4f68-b588-b2312051caf6 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-fd8d2445-6eaf-4f68-b588-b2312051caf6');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 7
}
]
}
]
}
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