From 86e77dc2e9486c110761d84d75bd2b6b741e7e25 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Thu, 14 Jun 2018 02:21:45 -0600 Subject: [PATCH 01/11] Initial Campanelli SDM model --- .gitignore | 2 + docs/tutorials/pvsystem.ipynb | 473 +++++++++++++++++++--------------- pvlib/pvsystem.py | 83 ++++++ 3 files changed, 353 insertions(+), 205 deletions(-) diff --git a/.gitignore b/.gitignore index f18eba0007..31d5de8317 100644 --- a/.gitignore +++ b/.gitignore @@ -59,9 +59,11 @@ coverage.xml .pydevproject .spyderproject .idea/ +.vscode/ *.sublime-project *.sublime-workspace + # Rope .ropeproject diff --git a/docs/tutorials/pvsystem.ipynb b/docs/tutorials/pvsystem.ipynb index d75c024fd5..2e3fdb0892 100644 --- a/docs/tutorials/pvsystem.ipynb +++ b/docs/tutorials/pvsystem.ipynb @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -73,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -90,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -102,25 +102,25 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'albedo': 0.1,\n", - " 'altitude': 7.0,\n", + "{'surface_tilt': 0,\n", + " 'surface_azimuth': 0,\n", + " 'albedo': 0.1,\n", + " 'modules_per_string': 5,\n", + " 'strings_per_inverter': 5,\n", " 'latitude': 55.317,\n", " 'longitude': -160.517,\n", - " 'modules_per_string': 5,\n", + " 'tz': -9.0,\n", " 'name': '\"SAND POINT\"',\n", - " 'strings_per_inverter': 5,\n", - " 'surface_azimuth': 0,\n", - " 'surface_tilt': 0,\n", - " 'tz': -9.0}" + " 'altitude': 7.0}" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -131,25 +131,25 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'albedo': 0.1,\n", - " 'altitude': 2.0,\n", + "{'surface_tilt': 0,\n", + " 'surface_azimuth': 0,\n", + " 'albedo': 0.1,\n", + " 'modules_per_string': 5,\n", + " 'strings_per_inverter': 5,\n", " 'latitude': 25.8,\n", " 'longitude': -80.26666666666667,\n", - " 'modules_per_string': 5,\n", + " 'tz': -5,\n", " 'name': 'MIAMI',\n", - " 'strings_per_inverter': 5,\n", - " 'surface_azimuth': 0,\n", - " 'surface_tilt': 0,\n", - " 'tz': -5}" + " 'altitude': 2.0}" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -167,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -176,15 +176,15 @@ "Text(0.5,0,'input angle (deg)')" ] }, - "execution_count": 8, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": {}, @@ -202,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -211,15 +211,15 @@ "Text(0.5,0,'input index')" ] }, - "execution_count": 9, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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4QP2oZhbQNcC/A6eZ2a8IZgW9LtRUEmsHhoI3+Eq1AKRCeSbQfhWAulHNLKC7zOzZwBlACtju7jreu4EdGFQXkEynFkD9OW4BMLP3u/v7zexfKXX/VFyGu78l9HQSSweGJkkmEtoHWI5SbhEeUAGoG7O1AA6Uft60CDmkjhwYmqC3u4VUUmsJyhFN6RTdHc0cGtYQYb2YrQD8IfBJ4NXu/qpFyiMxl80VGByd4swNOgZApuvtamF3/5iOBagTsxWAjJndCpxrZj879kJ311IQDejQsPr/5fh6u1t5fO8II+NZujuao44jc5itADwfeBbwWeADixNH4q58DMDKZZoCKtP1lsaFDg5PqgDUgeMWAHcfAW42s63ufuB415PGcrDcAuhWC0Cm6y29Lg4NZzh1bcRhZE6zzQK61923APvNrAgkCGYDJYCiu2sVsAZU7gLq6dYMIJmut/S6ODSio4HrwWwtgC2lnwua6mFmSeB6YDPBkcNXufuOistfAryvdPJe4O3urg1FY25wNJjh0aspoDKDcgtgQDOB6sJsLYD3zvaH7v7BOW77VUCru281s4uA64BXlm67i2CBucvc/YCZXQusBPrnE14W38BIcAzg8k4VAJmu/MVALYD6MNsgcHkO1wXAeuDrQA54NfB4Fbd9MXAjgLvfYWbnV1z2HGAbcJ2ZbQI+4+6zfvj39LSTTse/16mvryvqCFVZaM6RiSxtLWk2rO+pcaKZLfXHMwphZu1d0UkymWB4PHvC91Mvj2m95JzJbF1AHwAws9uAre4+Xjr9ceDnVdx2NzBUcTpvZml3zxF8238e8EyCZaZvMbNfuPvDx7uxgYH47zXa19dFf/9I1DHmdCI5DwxOsLyzeVH+n43weC62xcja09nMvkPjJ3Q/9fKY1kPO2QpUNf37fRy9FEQTwYJwcxkGKu85WfrwBzgI3OXue919FLiZoBhIjE1lg7Xe1f0js+npbmVwNEO+UIg6isyhmtVAPw3cbWY/ICgYLwc+XsXf3Qa8Avi30hjAtorL7gHOMbOVwCBwUel+JMbKA8BaA0hm09vVwo4iDI1OHR4UlniqZjXQj5SOBL4MKACvc/f7q7jtG4DLzex2gvGEK83sGmCHu3/XzN4N/Kh03X9z9wcX9D+QRTMwogIgc1vWEbw+hsZUAOKumj2BEwQDwc8hWA66YGbb3H3W9l3p8quPOXt7xeVfBb4678QSmQG1AKQKyzuDI4CHRrVqfNxV0wX0t8DpwOcofZMHNgF/GmIuiaHB0hTQHo0ByCyWlQrA4JiOBYi7agrAi4Bnlb/xm9n3Obo/XxpEeW73crUAZBbLSl8Q1AKIv2pmAaUJZv5Uns6HE0fibFBjAFKFZaVF4IbGVADirpoWwJeBn5vZV0qnXw98ZZbryxI1ODZFIgHd7VrlUY5v+eEWgLqA4m7OFoC7/xXwQWADsBH4S3f/y5BzSQwNj03R1d5MMqmNPuT4OlrTpFMJBtUFFHvVLvS2B/ge8B1gxMwuCS+SxNXw2JS+/cucEokEyzqaGdIgcOxVMw30q8AWYDdH1gcqEmwYIw1iKptncirPso6mua8sDa+7o4Vd+0a0NWTMVTMGsBk4y9018NvAhksDetrlSaqxvLOZx54qMjaZo7NNXxriqpouoDuBp4UdROJtaFwFQKpXngo6qIHgWKumBfBT4Ndm9iTBctDlHcE2hZpMYkUtAJmP5RVTQdf3RRxGjquaAvC/Cfr7d4acRWLscAHQILBUofvwchBqAcRZNQXgAHCLtmtsbOUCsEwtAKnC8ooF4SS+qikADwN3mNlPgMPPZhVbQsoSMjyWBdQFJNXpag8GfkfGsxEnkdlUUwB2lf7BkWmg0mA0CCzzcaQAqAUQZ9XsB/CBxQgi8TY8NkWCI29skdl0lcaK1AKIt2qPBJYGNzQ2RUdbE6mkXjIyt9bmFOlUQgUg5vRulqoMj01pAFiqlkgk6GpvVhdQzKkAyJyyuTwTmZz6/2VeutqaGJlQCyDOjjsGYGYFgjV/YPrgb9HdU6GlklgpN+PV/y/z0dXexK79o2RzeZrS+riIo+MWAHdX60AAGC19i+tqUwtAqlc5ENzbrQIQR9WsBtoHvBHoJGgJpIBT3f3NIWeTmCgXgE61AGQeOiuOBejtbo04jcykmm/5XwOeSVAEOoDXAoUwQ0m8HC4AWtVR5uFIC0ADwXFVTQE4yd3/G8GGMN8CLgGeFWoqiZVyAehoq+a4QZGAjgaOv2oKwEDppwOb3f1giHkkhjQGIAtRfr2oBRBf1Xyl+5mZfR34c+DHZrYFmAg3lsSJuoBkIQ63ADQVNLaq2RT+PcC73H0n8HpgO3BF2MEkPlQAZCG0HlD8zVkAzOwc4C9LJyeA1wBdYYaSeFEBkIUoDwKXV5KV+KlmDOAzwOcB3P0h4IPAZ0PMJDEzOp4lnUrS3KRDQ6R67a1pEsDYpApAXFXzju5w9xvLJ9z9JwTTQaVBjE5k6WpvIpHQauBSvWQiQXtrmvHJXNRR5DiqGQTeb2ZXA18qnf59YF94kSRuxiazrOhuizqG1KGOtiZG1QKIrWpaAFcCLweeItgY5mXAVWGGkvjI5QtMZPJaB0gWpKO1ibGJHMWidpSNo2o2hNlFUADmxcySwPXAZiADXOXuO2a4zveB77j7p+Z7HxK+scMHgakAyPx1tKXJ5QtM5Qq0NGk9oLiZbTXQf3f3l5vZYxxZFfQwd980x22/Cmh1961mdhFwHfDKY67zIaB3npllEY0cPghMBUDmr7M1eN2MTWRVAGJothbAW0s/L1vgbV8M3Ajg7neY2fmVF5pZeU2hHy7w9mURqAUgJ6KjXAAmc/R2RxxGppltOeinSr+OAFvc/T/M7N3AFuBdVdx2NzBUcTpvZml3z5WOLXgDwcJy760maE9PO+k6WFO8r68+DpGoNudvnxoBYE1fZyT/t6X2eMbBYmbtWxFMGGxqaZr3/dbLY1ovOWdSzSygrwA/MTOA3wX+juDYgOfN8XfDHH3AWNLdy/PB3gysA34GbASmzOzxyummxxoYGK8iarT6+rro7x+JOsac5pNzz75hABL5wqL/35bi4xm1xc6aKAQLB+/ZO8SaZS1V/129PKb1kHO2AlXNLKAed/8oQf/95939i1R3JPBtwEsBSmMA28oXuPu17n6hu19GcJDZx2b78JfolOdwt7dqJVCZv/IKsmM6FiCWqnlXJ83sPIJB3UvN7JlV/t0NwOVmdjvBRjJXmtk1wA53/+6CE8uiKh/FWe7LFZmPjopBYImfaj7IrwU+Alzn7o+a2R3AO+f6I3cvAFcfc/b2Ga73/ioySEQm1AKQE1CePKCDweKpmnf1ecAb3H0vgLtfFG4kiZMxFQA5AR2l183YhLqA4qiad3U7cJOZPULQX/9td1c5bxDjmVIBaFEBkPk7Mg1UHxlxVM1+AB9w9zOBDxPM/LnfzD5ZGguQJW58MldaCTT+U3AlftoPtwBUAOKoqvV9zawDOBXYRHDw1iHg783swyFmkxgYn8yq+0cWLJ1K0tqc0oqgMTXnO9vMvgS8kGDNng+5+62l81sIFoh7d6gJJVLjmZxmAMkJ6WhtUhdQTFW1JzDwNncfqzzT3TNm9vRwYkkcFItFxidzrFqupaBl4Tra0uw7pG3E46ja+fxvNrOVBPP5AXD3D5ZnBsnSNJUtkC8UaVMXkJyA9pY0mWyeXL5AOqVd5eKkmmfj28DzgRRBASj/kyVOM4CkFtpKr5/JqXzESeRY1byze9390tCTSOyM6yhgqYHyJILxTI5OrSobK9W0ALaVloKQBqODwKQWyi2ACc0Eip3ZNoQpbwTTDvyeme0BcgTdP8UqNoSROqcuIKmF8uun/HqS+JjtnX3ZYoWQeCp3AakFICficAtABSB2ZtsQZieAmTUBbycYCM4BPwA+uyjpJFJHloJWv60snApAfFXz1e4zQBvwaYIxgzcD5wB/FmIuiQF1AUktqAsovqp5Z19YWgsIADP7HvBgeJEkLrQZjNRC+TgSDQLHTzWzgB4zs6dVnF4N7Akpj8SICoDUgloA8VXNO7uJYAXQmwnGAC4GnjKznwG4+/NDzCcRUheQ1ILGAOKrmnf2Xxxz+qNhBJH40SwgqQUVgPia853t7v+5GEEkfsYzOVqaUqSSWr9FFq69JdhLQgUgfvTOluOazORpbdFGMHJimtIp0qmkxgBiSAVAjmtyKkdbs7p/5MS1t6QYz2gxuLhRAZDjmpjK06YWgNRAW0taXUAxpAIgM8rlC2RzBVrVApAaUAGIJxUAmVF57fbWZrUA5MS1taTJ5oIvFRIfKgAyo8nSt7U2HQMgNVCeSqxWQLyoAMiMJkotAA0CSy3oWIB4UgGQGZXfqJoGKrWg5SDiSQVAZqQxAKml8utILYB4UQGQGU1OaQxAaqc8myyjjeFjRQVAZnS4C0gtAKmBclfipApArKgAyIwmNQgsNVT+IlFuWUo8qADIjI4MAqsAyIkrdwGpBRAvob27zSwJXA9sBjLAVe6+o+LydwK/Xzr5A3f/QFhZZP4OtwA0C0hqoK08CKwCECthtgBeBbS6+1bgXcB15QvMbBPwB8BzgK3Ai8zs3BCzyDyVm+paCkJq4UgLQF1AcRLmu/ti4EYAd7/DzM6vuOwJ4HfcPQ9gZk3A5Gw31tPTTjod/2+jfX1dUUeoylw5CyQAWL92GT3drYsRaUZL5fGMkyiyZkuvp0QyWfX918tjWi85ZxJmAegGhipO580s7e45d88CB8wsAXwEuM/dH57txgYGxkOMWht9fV30949EHWNO1eQcHAnq8djoJLlMdjFiTbOUHs+4iCrr+GgGgIHhyaruv14e03rIOVuBCrMLaBiovOekux9u/5lZK/Dl0nX+OMQcsgCTU3kSCWhOa56AnLgWzQKKpTDf3bcBLwUws4uAbeULSt/8vwPc7+5vK3cFSXxMZoLNYBKJRNRRZAloaUqRQAeCxU2YXUA3AJeb2e1AArjSzK4BdgAp4FKgxcxeUrr+u939FyHmkXmYyGgzGKmdRCJBS3NK00BjJrQC4O4F4Opjzt5e8Xt0I4syp8mpHMu7WqKOIUtIa3NKXUAxow5emaZYLDI5ldcyEFJTrc1ptQBiRgVApsnmCuQLRS0DITXVqi6g2FEBkGkOLwWtZSCkhlqbU6UvF9oWMi5UAGSaiSmtBCq1p/WA4kcFQKYpT9VrbVIBkNo5vCR0RgUgLlQAZJpMNniDtqgFIDVU/kIxmVUBiAsVAJnmcAFQC0BqSAvCxY8KgExT7gJSAZBaOrIpjFoAcaECINOoC0jCcLgAaAwgNlQAZBq1ACQM5WnF6gKKDxUAmSaTDeZpqwBILakLKH5UAGQadQFJGLQxfPyoAMg06gKSMOhAsPhRAZBpjkwD1ctDaqf8hSKj4wBiQ+9wmab8DU1dQFJL5S4gbQoTHyoAMs2UDgSTEJS/UKgFEB8qADJN+Q2qxeCklspfKDQGEB8qADLNZDbYED6d0stDaqdFXUCxo3e4TDM1lQ828daG8FJDyUSCliZtChMnKgAyzWQ2rwFgCUVLc0qrgcaICoBMk8nmNQAsoWhtSpHRgWCxoQIg02Sm8toMRkLR0pzSLKAYUQGQoxSLRTLZPM3qApIQtJQ2hi8Wi1FHEVQA5Bi5fIFiUccASDham1IUi5DNaWP4OFABkKNMaj9gCVF5coEGguNBBUCOUu6fbVYBkBBoOYh4UQGQo5TfmDoKWMLQ2hSsCKoCEA8qAHIUbQYjYVIXULyoAMhRtBmMhEnLQcSLCoAcRZvBSJhatSBcrKgAyFG0GYyE6ciS0DoaOA7SYd2wmSWB64HNQAa4yt13VFz+VuBtQA74kLv/e1hZpHrqApIwaRZQvIRWAIBXAa3uvtXMLgKuA14JYGZrgHcA5wOtwK1m9hN3z4QRZLGOOiwWi3VxhONsOSfVBSQhKr+uJuY4GngpvJdqKayVecMsABcDNwK4+x1mdn7FZRcAt5U+8DNmtgM4F7ir1iFueeBJvvBDp1AHL6Y4UQGQMJRbAN+46RG+cdMjEaepD6lkgj/8r2fz7DNX1fy2wywA3cBQxem8maXdPTfDZSPAstlurKennXR6/h9KZ27CueC1AAAHa0lEQVRayblPO0i+oAJQra6OJi7cvI721qaoo9DX1xV1hKrUS06INmvXsjYu3ryPodGpyDLUm3Qqwekbe0N53sIsAMNAZeJk6cN/psu6gMHZbmxgYHxBIfo6m3nHa56xoL+d9331ddHfP7Io93Uiqsk5NjLJ2MjkIiWa2VJ6POMiDlnf8pIz57xOHHJWYzFzLvR+ZiscYU71uA14KUBpDGBbxWW/BJ5rZq1mtgw4C3gwxCwiInKMMFsANwCXm9ntQAK40syuAXa4+3fN7BPALQRF6D3uHu3XTRGRBhNaAXD3AnD1MWdvr7j808Cnw7p/ERGZnY72ERFpUCoAIiINSgVARKRBqQCIiDQoFQARkQaVqIf1NkREpPbUAhARaVAqACIiDUoFQESkQakAiIg0KBUAEZEGpQIgItKgVABERBpUmMtBL3lm9mrgd939DaXTVwAfAZ4oXeV9BEteXw9sBjLAVe6+I+KcFwF/D+SAH7v7B8wsGXXOUrYEsBv4bemsX7j7u83sFcB7S5k/V1pNNlJxecxmY2b3cWT3vceAf+aY5z6qbABmdiHwN+5+mZk9Dfg8UCTYH+Tt7l4ws/cBLyPI/Gfu/suIc24BvseR1+g/ufvX4pBzvlQAFsjM/h54MfCrirO3ANe6+zcrrncF0OruW0sfvNcBr4w456eA1wCPAt8vvaA3RpmzwmnAve7+ivIZZtYE/B3wbGAMuM3MvufueyPIV+lVxOMxm5GZtQK4+2UV5/2KY557d783onzXAm8ieE4BPgb8H3e/ycw+BbzSzHYClwIXAicD3yR4HUSZcwvwMXe/ruI6W6LOuRDqAlq424E/Oua884C3mNktZnadmaWBi4EbAdz9DuD8xY15dE4z6wZa3P0Rdy8CPwJeEIOcZecB68zs52b2AzMzgh3jdrj7gLtPAbcCz40oX6W4PGbHsxloN7Mfm9nPzOwSZn7uo/IIcEXF6fOA/yz9/kPghQSP8Y/dvejuu4C0mfUtbswZc77MzG42s8+aWVdMcs6bWgBzMLP/AbzzmLOvLDX5Ljvm/J8A3yZoan+KYEOcbo40wQHyZpau2B95sXN2E+zJXDYCbFqsnJWOk/ntwIfd/etmdjHwpdJ1KrONAMvCyjUPi/6YzdM48FHgM8DpBB+qlXtvl5/7SLj7N81sY8VZiVJhgiPPcTdwsOI65fP7FyUkM+b8JfAZd7/HzN5D0NU7GHXOhVABmIO7fxb4bJVX/5y7DwKY2XcImtpDBJvelyXD+ICYR87hY/J0Ebx421mEnJVmymxm7QR9qLj7rWa2juDNNFPmqB37WIb+mM3TwwQtpyLwsJkNAb0Vl8flcSwrVPxezna812uUbii/zwm2vv0H4DvEL+ec1AVUI6XBywfMbH3prBcA9wC3AS8tXeciYFs0CQPuPgxMmdlppcwvJhiojkvO9wF/VsqxGdgF/AY43cx6zawZuAT4RUT5KsXlMTuetxCMS2BmJxEU+bEZnvu4uK+itfoSjrwuX2xmSTPbQFBkD0QVsORHZnZB6ffK93nccs5JLYAacfeimV0FfMvMJgg+tD4N5IHLzex2IAFcGWHMsquBLwMpgn7LO83sLuKR86+BL5lZeTbFf3f3rJldQ9BnnSRoae2JKF+lG4jHY3Y8nwU+b2a3EsyseQvBt+yjnvsI8x3rfwGfLhX5h4BvuHvezG4hKPhJgi7CqP0R8EkzmwL2An/o7sMxzDknLQctItKg1AUkItKgVABERBqUCoCISINSARARaVAqACIiDUoFQJYsMzvfzD5T49s81cymHXC3kPsyM03Bk0jpOABZstz9buCqGt/sKQQL1i3GfYmESgVAlqzSUaXvLy3hexPBGi7PBfqAP3H3H5rZ54EJgpUbu4G/cPcvmtn7Adz9/aXbehy4DPgEsMnM/tHd3z7P+9pIsLZRJ3BHxd92Av8InENwgNbfuPtXzOxjQJ+7v8nM3gD8CXCxu+dr+ThJ41IXkDSSZnffSrC43Icqzj8N2Ao8H/ioma2Z5TbeAdxd+eE/j/v6JPB5d38mwdIBZf8HuMfdzyNY5uI9ZrYJeA9wvpm9Hvgw8CZ9+EstqQBII7mx9PNBjl4U7V/dPevuuwk+mC8O6b4uA75W+v3LQLb0+wuBq0tr9d8MdABnu/sEwfISXwb+Nm6bzUj9UxeQNJLJ0s8iwdo9ZZUreCZLp4sc/QWpqQb3VXmbRYJ1oiDo9nljeWMWM1sNHCpdZgRLCp83z/sXmZNaACLwOjNLmNkpBDs63QIcAM4GKK38uLZ03RwL/+L0H8AbS79fAbSWfv8ZpU17zGwt8ACwobQU9ocIuqe2mNlLF3i/IjNSARAJlkm+G/g+wcqOB4GvAr1m9huCwdf7Std9CFhuZl9cwP38T+A1ZnY/wTLSI6XzPwC0mdmDBMXgWnd/BPgX4Dp3fxR4G/ApM1u+oP+hyAy0Gqg0tNIsoJvc/fMRRxFZdGoBiIg0KLUAREQalFoAIiINSgVARKRBqQCIiDQoFQARkQalAiAi0qD+P2rl0M+pecQKAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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LL3zhS7huCecQHYJUAKKkHn1+M9vbk5y2bA6zmxPcsuJJwmaYU+aeWOnQxBh4VcDT/G3TU/zH0Udx/MEzeXrNNpaveYeTDp1d6fAmRHt7G//6r5+jt7eXK6/8f3z3u98a9HlnnXUuF154NnfccRcAS5YcyLXXfg3LsjBNk8suu4K+Pq8jvb6+no997JN8/vP/gmEYnHDCSRxwwEHE43E+/elPEImEaWxsorW1pazvTRKAKJl0xuYPKzYQj4a44KRFvNb+Jm2pDo6fddSIE5WLYKqLTmNp88Gs2vEy67o2cOHJi3ju9R3c98Q6jj1wJuHQ3t+IcNhhy/jc5y4buP3b3+6cyuSLX/ziwGigtm2zdOnh7LPPAsA7yv/JT27bY3nLlh0JeAnjrLPO3eWx73//x6UOf1h7/6cnJszjL26htz/Le46YS3U8zPItKwHkit9J7uT85/fklpU01MY45fA5dPZmWPHKtgpHFhyPPfYoV1552S7t/JOBVACiJHK2w8N/30g0YnH6UfPoTHexuu015lXPZn7N3EqHJ8Zhcd2+zEg0s2rHS3xw//M446h5PPr8Zh5+ZiMnHjJrrx4+evcj9KGccsq7OeWUd5c5mtKTCkCUxAtvtNDVm+FdS2dTHQ/z3PYXcVyH42cfI+P7T3KGYXDcrKPIuTYvtqymoTbGcQfPZHt7kpffaqt0eGIcJAGIknhs1RYA3nWY1zH4/PaXMA2TZdMPrWRYokSWTV8KwHPbXwLg3cu8qk5GDJ3cJAGIcdvWnuT1jZ0smV/HrMYqdiRb2dizmSX1i6Xzdy/RGK9n0bR9eLPjLbrS3ewzs4b5M6p5aW0bXb1jGxdHVJ4kADFuz7y6HYCTlnpH/y/seBmAZTOWViwmUXpHzDgMF3fg8z3p0Nk4rsvT0hk8aUkCEOP27Os7CFkmh+3XBMCLLauxDIulTQdVODJRSoc3HwLA6tZXATjmwBmYhsHzurznqovykQQgxmVLax9bW/s4ZFED8WiIrnQ3m3q2sLhuEYlwvNLhiRKaFq1lfs1c3uxcR38uRXU8jJpfx7qt3bR3pyodnhgDSQBiXJ7PjxN/5JLpALzS5o35f1CjqlhMonwObjoAx3V4rf0NAI5QzQCserO1kmGJMZIEIMZl9dttGAYs3bcRgFfavHFTDmpcUsmwRJkcnP9cX2n1PufDF/sJQJqBJiNJAGLMkqkcb2/tYdGsWhKxMLZj83r7GzTFGpieaK50eKIM5tXMoTZSwyttr+O4DvU1UeY2V/Hm5i6yObvS4YlRkgQgxuz1jR04rsuBCxoAeLt7Iyk7zYGNS+Tir72UaZgsaVhMT7aXbX1e89+BCxrI5hzWbu6qcHRitCQBiDF7ZX07AAct9BLAmx3rAFD1+1YsJlF+i+u8z/eNDm9ymAMX1APw6oaOisUkxkYSgBizNzZ2EgmbLJpdC8DaTi8B7Fe3qJJhiTLbP5/g3+j0EsD+8+qwTIPXJAFMOpIAxJj0p3Nsbe1j4cxaQpaJ7dis61rPrKoZcvXvXq4xVk99tI61HetwXIdYJMS86dVs3N5DNlf+SUxE6ZRtNFCllAncDCwF0sDFWuu1BY9/Efgo4AD/pbW+r1yxiNJ7+51uXGDRHO/of0PPZjJOlsVy9L/XMwyD/ev35Zltz7O1dxtza2azaHYt67f1sHFHD/vOnlbpEEWRylkBXADEtNbHAV8GrvMfUErVAZcDxwFnADeWMQ5RBm9t9Sa49r/sazuk+Wcq8T/ndV3rAQaaAddt7R7qX0QAlTMBnAj8EUBrvRI4suCxPmADUJX/kbpxklm3xTvjw//iv5XfEexXt7BSIYkJtHDafMA78wt2Hgi8LQlgUinnhDC1QOF5YbZSKqS19qe53wS8CljA4JNsFqivTxAKWaWPssSam2sqHUJRxhvnxh29NE2LsXhhE67rsqlvC42JevabO6dEEXqmyvqcSKWItbGpivgLMTb1baa5uYampmqq42E2tfSWbF1MlnU6WeIcTDkTQDdQuGbMgp3/mcAswD9c/JNSarnW+u9DLayjI1meKEuoublmYH7QIBtvnD3JDB09aQ7dt5GWlh46Up10pbo5rPngkr7/qbI+J1IpY51fPRfdsZYNW7eTCCeY3VTFm5s72bK1k0h4fAdrk2WdToY4h0tQ5WwCWg6cBaCUOhZYXfBYB9APpLXWKaATqCtjLKKEtrT0ATCn2TvbZ333JgD2qZlXsZjExFtY6zUD+Z//nOYqXBfeaQv+wZrwlDMB3AeklFJPAzcAX1BKXaGUOk9r/STwLLBSKbUCeAP4cxljESW0uaUXgLnN1QBs8BNArSSAqWTBND8BeP0A/vbgbx8i+MrWBKS1doDP7nb36wWPXwVcVa7XF+WzpdWrAAYSQM9mAObXlrb9XwTbgnwFsKHb+/znNHkVoSSAyUMuBBOjtrmlF8s0mNWYwHEdNnZvZkaimXhIxv+fSmoi1UyL1LCl9x0A5jb7CaCvkmGJUZAEIEZtW1uS6fVxQpZJa387KTvFvBo5+p+K5tTMpiPdSV82SSIWpr4myrY2SQCThSQAMSp9qSx9qRzT67yj/a193nywc6pnVTIsUSFzq715oLf0bgWguS5Oe3dahoSYJCQBiFHZ0dEPQHN9PgHky//ZVTMrFpOoHD/xb85vB9Pr47hAa1d/BaMSxZIEIEbFTwADFUCvVABT2Vw/AfR4FcCM/IHB9g5JAJOBJAAxKjs68wmgfmcTUDwUpy4qA4BNRc3xJsJmaKAjuDl/YNAiCWBSkAQgRsX/YjfXxcnYWXYkW5ldNVNmAJuiLNNidtUs3unbju3YzKhPADsrRRFskgDEqOzoSGIATdPibOvbjovLnGpp/5/KZlXNwHZtWvvbBiqA7Z1yNfBkIAlAjEpLV4r62ijhkMmW/BlAsyUBTGkzqpoB2JZsIRELkYiG6OhOVzgqUQxJAKJotuPQ1ZuhoTYGwLa+7QDMkjOAprSZiekAbM9PEl9fG6W9J1XJkESRJAGIonX3ZXFcl/rqKADbky3Azh2AmJpmVHmf/7aklwAaamL0p23607nh/k0EgCQAUbSOHq+sr6/xEsCOZCuJUJyqcKKSYYkKa4o1YBnWwAGBv33424sILkkAomiFCcB2vE6/6YlmOQNoirNMi+ZEE9v6duC6Lg2SACYNSQCiaJ29OxNAe6oT27WZnmiqcFQiCGYmmknZKbozPdTXegmgvVv6AYJOEoAomt+xV1cdZUe/V+5PjzdXMiQREAMdwckdNNR4JwlIBRB8kgBE0TrzX+iGmig7kq0AUgEIAKYnvAOB7ckW6vwmoF5JAEEnCUAUzT+iq6uJDnT4+V98MbU1JxoBaO1vZ1pVBIDuvkwlQxJFkAQgitbVl6E6HiZkmewYSABSAQhojPkJoI1ELIRlGvQksxWOSoxEEoAoWk8yS00iDHingNZFpxG1IhWOSgRBbaSaiBmmtb8d0zCoToTpTkoFEHSSAERRHMelrz9LTSJC1snRme6iKd5Q6bBEQBiGQVO8kdb+dlzXpTYRkSagSUASgChKb38WF6hJhOlIdeLi0hiTBCB2aow3kLJT9GWT1CbCpDI2maxd6bDEMCQBiKL05Mv5mkSE9lQHAI2x+kqGJAKmOZ7vB0i1UZPvCJZ+gGCTBCCK4n+Ra+Jh2lLtgHfEJ4TP3x5a+9upTeTPBJJ+gECTBCCK0tPvJYDqRJj2fqkAxJ6aYn4CaBs4WaBHEkCgSQIQRdnZBBSmNV8BNEgfgCjQFN95LcBABdAnTUBBJglAFGWgCSjfB2AaJnXR2gpHJYLErwi9CiDfB9AvFUCQSQIQRRmoAOJh2vo7qI9OwzKtCkclgiRshamJVNOR7iIRCwGQTMmcAEEmCUAUpTffBxCPmXRlummQ9n8xiPpoHZ3pLuJR7+CgTxJAoEkCEEXxj+QyRi+AXAMgBlUfqyPn5CDkVYzJlPQBBJkkAFGUZDqHZRp0ZTsBaIhLBSD2VB+dBkAa70BBmoCCTRKAKEp/OkciFqIjnU8A0gQkBlEfqwOgN9dNyDKkCSjgJAGIoiRTOeLREJ2pLmDnkZ4QheqjXgLwOoLD0gQUcKFyLVgpZQI3A0uBNHCx1nptweNnAlflb74AXKq1dssVjxif/nSO+pooneluAOokAYhB+BVAR7qTRLRp4OQBEUzlrAAuAGJa6+OALwPX+Q8opWqA7wDnaK2PBdYDMrB8QOVsh0zO8SqAjFcByDUAYjB+ZdiZ6qIqFiKZyuG6clwXVGWrAIATgT8CaK1XKqWOLHjseGA1cJ1SahHwM611y3ALq69PEAoF/7zz5uaaSodQlNHE2eVPBj8tRnuul3goxrxZEzMT2N64PiutnLE2OlWYhkmP3UNdbQxnazfVtXESsfColzVZ1ulkiXMw5UwAtUBXwW1bKRXSWufwjvZPBQ4DeoEnlVIrtNZvDLWwjo5kGUMtjebmGlpaeiodxohGG+f2dm/dW0BrsoPaSO2EvM+9dX1W0kTEOi1Sy47eNvYxDQA2bemkoTY2qmVMlnU6GeIcLkGVswmoGyh8ZTO/8wdoA57VWm/TWvcCT+AlAxFAybT3sUWi0JdNSvOPGFZ9rI6udDfxmLd7kTOBgquoBKCU+swYlr0cOCv//8fiNfn4ngcOVko1KaVCwLHAq2N4DTEB/ARgRfOTwksHsBhGfXQaLi5mxLsYrD8tCSCoiq0ALhvDsu8DUkqpp4EbgC8opa5QSp2Xb+//d+BPwDPAvVrrNWN4DTEB+vNHcG4oBUgCEMOrjeYL/7C3vaQyMitYUBXbB7BJKfVXvJ11v3+n1vraof5Ba+0An93t7tcLHr8LuKv4UEWl+BWAY3kfvTQBieFMi3jbh2t5FWMqIxVAUBWbAFYW/G2UIxARXH4JnzO9zuBpUgGIYdRGvArANvuBsFQAAVZUAtBaX6OUqgL2BdYAca11X1kjE4HhJ4A03kcuFYAYzrT89pExvASQlgQQWMV2Ap8GvATcD0wHNiilzihnYCI4/CO4fsdPAFIBiKH5FUAGr2KUJqDgKrYT+Ft4F3Z1aq23ASfjXckrpoBM1ksASbsXA4OaSHWFIxJB5ncCp10/AUgFEFTFJgAzv+MHQGstp2xOIamBBNBHdcS70lOIoVSFEoQMi6TtDQktCSC4iu0E3qyUOgdwlVJ1wKXAxvKFJYLEb8Pty/XRFJeJYMTwDMOgJlJDMuc1GUoCCK5iD+U+A3wMmAesw7tq91/KFZQIlkzWBsMmbaepCUvzjxhZbbSG3lwv4EofQIAVexbQDuCjZY5FBFQqa2NF85PCRybvwFdi4kyL1LLB3QShrFQAATZsAlBKPai1Pkcp9Tawx5iuWutFZYtMBEY64xCJe0dxtdIBLIrgdwSHohlJAAE2UgVwZ/73h4AdZY5FBFQmaxOOZ8mCnAEkijItXylG4zlpAgqwkRLAN5RSvwF+orVeNhEBieBJZ22sOi8B1EoTkCiCv52EYhnS3VIBBNVICeAJvOkcDaWUk7/PxRsOwtVaB3+GFjFuqaxNdcTvA5AKQIzMvxrYjGbIZJ0Rni0qZdgEoLX+FPAppdT9WuvzJygmESCu65LJ2Bghb2Av6QQWxagOVwFghrJkclIBBNVIncDLtNYvANcrpU7e/XGt9RNli0wEQjbneL3/Ya8CkE5gUYxq/3ThcJps1sF1XQxDxpEMmpGagD4HXAJcPchjLnBaqQMSweJfBexaKQyMgSM7IYZTHclvJ1YGF8jZDuFJMKf3VDNSE9Al+d+nTkw4Imgy+VP4bDNFVTiBZcqXWIwsZkUJGRZOfk6ATE4SQBCN1AT0NwY5/9+ntZYKYC+XzlcAOSNFQ6S+wtGIycIwDKoj1fTZ+QSQdaga3bzwYgKM1AR0df73JXgzgd0B5PCuCo6XLywRFOmsA4aNbWSkA1iMSnW4iu6Ud/mQdAQH00hNQI8DKKW+q7U+quChlUqp58oamQiEdCYHoSwANdL+L0ahOlyFY+TAsOVU0IAqdjC4uFJqf/+GUuoQIFyekESQZG0HI+SdATTQsSdEEfztxQhnpAIIqGKHg74CeEwptQUvaUxHBoebErI5ByPsVQBVUgGIURgYOTYkF4MFVbGjgT6ilFqnCwAYAAAVe0lEQVQAHAI4wGqttQzwMQVkczsrgKpwosLRiMmksALISgUQSMXOCdwM/AJ4BPgb8Gul1IxyBiaCIZtzBvoAqkOSAETx/GtGjFBWKoCAKrYP4CfAs8BCYB9gJXBruYISwVHYB1AlfQBiFKojBU1AUgEEUrF9AIu01hcW3P4fpdQnyhGQCBavCcjvA5AKQBRvoAIISx9AUBVbAbhKqXn+DaXUfCBbnpBEkGRyDvhnAUknsBiFmoEmoIy3HYnAKbYC+BqwQin1TP72scicwFPCrhWAJABRPL8JyKsApAkoiIqtAJ4BbgHm4/UB3A8cUa6gRHDk8mcBWYZFxJRLP0Tx4qH82A+hrFQAAVVsBfAQ8DLwYMF9MrbrFOCfBZSwEjKcrxgV0zCJWXGSVlYqgIAqNgGgtf50OQMRwZS1bYxQlkSottKhiEkobsXpD/WRs6UCCKJiE8DvlFIXA3/FGwwOAK31xrJEJQIjnctiRHNyBpAYk3goDqFOslIBBFKxCaAa+DLQWnCfCywa6h+UUiZwM7AUb17hi7XWawd5zh+A+7XWPx5F3GKCpOwUIB3AYmwSoTiG6ZC1ZeCAICo2AZwLTNda949i2RcAMa31cUqpY4HrgN3nFf5PoGEUyxQTLO14H7kMBCfGwq8c/e1IBEuxZwGtB0Y7G8iJwB8BtNYrgSMLH1RKfQBvXKGHR7lcMYHSrlcB1EgCEGPgJ4CUk6pwJGIwxVYAEeBVpdQaIOPfOcKMYLVAV8FtWykV0lrnlFIHA/8IfAD4ejEB1NcnCE2CKeWamyfHpCnFxumY3sc9s6GhIu9tb1ufQTCRsU6fVgfbwLWyo37dybJOJ0ucgyk2AXxzDMvuBgrXjFkwgug/AXPwOpUXABml1Hqt9R+HWlhHR3IMIUys5uYaWlp6Kh3GiEYTZ3/OW+9GJjTh721vXJ+VNtGxmra3i0lmk6N63cmyTidDnMMlqGKHg358DK+7HK/v4Nf5PoDVBcv7kv+3UupqYNtwO39ROTnDm9M1EZIZQMXo+cOHZJEmoCAq+jqAMbgPOF0p9TTeRWMXKaWuANZqrX9fxtcVJWSTTwBhSQBi9Pw+gJybrnAkYjBlSwBaawf47G53vz7I864uVwxi/GzDGwdIKgAxFgk/ARiSAIKo2LOAxBTlGF4ncFwSgBiDqvx2YxuZEZ4pKkESgBiWfxaQJAAxFn4F4G9HIlgkAYjhWVlwTSKWjAQqRs9vOpQEEEySAMSwXCuL6UQqHYaYpCzTAieEKwkgkCQBiCG5roth5TBdOfoXY2c6EVxLJhAMIkkAYkg52wEriyUVgBgHy4mAJRVAEEkCEENK5TIYpouJJAAxdqYbwbBsGRE0gCQBiCH1ZbxhIEKuJAAxdlb+AKI3HfzhXKYaSQBiSL1Zbwhfy41WOBIxmYX8BJCRIaGDRhKAGFJfNl8BGFIBiLHzE0CfJIDAkQQghpTMegN4hZAKQIxd2PC2n96MNAEFjSQAMaRkvgIISwIQ4xDOV5B9WakAgkYSgBhSMud9YcPSBCTGwa8A+rMyJHTQSAIQQ+rPJ4CIIRWAGLuBBGBLAggaSQBiSMmsXwFIAhBjFzHzCSAnTUBBIwlADCmVP2KLmLEKRyImM78JMZWTOQGCRhKAGFJ/zksAUUkAYhyi+QogJU1AgSMJQAxpZwUgTUBi7CIDCUAqgKCRBCCGlHZSuLZFyLQqHYqYxKKWV0GmpQIIHEkAYkhpOw12CMsyKh2KmMQiVhjXMUk7kgCCRhKAGFLWyeDaISxTEoAYO8s0wA6RcaQJKGgkAYghZdwM2CFMSQBiHCzTwJUEEEiSAMSgck4O283h2haWKZuJGDvLMiEnCSCI5JstBjVwxoY0AYlx8iqAMDY2WUcmhQkSSQBiUOn8RTuuIwlAjI/fBwCQyklHcJBIAhCDKqwApA9AjIffBwAyHETQSAIQg/KvApazgMR4WZY5UAH0SwUQKJIAxKDS0gcgSmTXCkASQJBIAhCDShVWAJZsJmLszII+gLSdqXA0opB8s8WgBkZutC1MQyoAMXahggogLeMBBYokADEovxPYlaEgxDh5ZwF540nJkNDBIglADGrgdD3pAxDjZFkmriMVQBCFyrVgpZQJ3AwsBdLAxVrrtQWPfwH4SP7mQ1rra8oVixi9XSoASQBiHAr7AGRI6GApZwVwARDTWh8HfBm4zn9AKbUI+BhwPHAccIZS6tAyxiJGaaBUlwvBxDh5ZwF5TUBpaQIKlLJVAMCJwB8BtNYrlVJHFjy2CXiv1toGUEqFgWHPD6uvTxAKBX9c+ubmmkqHUJSR4nTftL3fdoiGhqqKva+9ZX0GyUTH2pt1BioAwk7Rrz9Z1ulkiXMw5UwAtUBXwW1bKRXSWue01lmgVSllAN8BVmmt3xhuYR0dyTKGWhrNzTW0tPRUOowRFRNnV1+v94cdoqc7VZH3tTetz6CoRKxdXf0DfQCdfb1Fvf5kWaeTIc7hElQ5m4C6gcJXNrXWAyNBKaViwJ355/x/ZYxDjEHKToNrgGNKE5AYl8KzgKQJKFjKmQCWA2cBKKWOBVb7D+SP/O8HXtJaf8ZvChLBkcqlsAgDhiQAMS6WaYBjgStnAQVNOZuA7gNOV0o9DRjARUqpK4C1gAW8C4gqpc7MP//ftdYryhiPGIWUnc4nAGQwODEu3gGEgUlYzgIKmLIlAK21A3x2t7tfL/g7Vq7XFuOXzqWx3AiAXAgmxsUfSsR0Q9IEFDByIZjYg+u69NspTNerACwZCkKMg9+EaLpSAQSNJACxh6yTw3GdnQlABoMT4+AnAMMNSR9AwMg3W+zB/5IarvQBiPEbSABOmKyTw3bknI+gkAQg9uCP2W7kz92Ws4DEePh9SIaMBxQ4kgDEHjL5MdslAYhS8IcTN1wZDyhoJAGIPQxM2uF6F+9IAhDjYRiGlwQcmRQmaCQBiD34FYA/fov0AYjxsqyCEUHlVNDAkAQg9jDQRutIBSBKwzQN6QMIIEkAYg+FTUCmYWDIdQBinCxj55DQ0gcQHJIAxB78BODmQtL8I0rClDkBAkkSgNhDxslXAI4lw0CIktilD0AqgMCQBCD2MFAB2KYMAyFKwjINHKkAAkcSgNiD30nn2FIBiNIwDQNXKoDAkQQg9pCxs4CXAKQPQJSCZRo4Oa8CyMh1AIEhCUDswa8A3JxFSBKAKAHLMnFy3u5GTgMNDkkAYg/+EZpjm1IBiJIwjZ0VgFwJHBySAMQe/C+onbOwTNlExPgVNgFJBRAc8u0We0jbGQwM7JxcBSxKw7IM7IEmIKkAgkISgNhDxs4QtSK4riQAURqmaeA4ELEichZQgEgCEHtI22miVgTbdqUPQJSEZRg4rkvUikgTUIBIAhB7yNgZIlYE23HlOgBREv6BRNSMks5JE1BQSAIQe0jbGaJWFMdx5UpgURL+gUTEikgfQIBIAhC7cF2XtJ0hYkZwkbkARGn4BxIR02sCcl23whEJkAQgdpNzcri4hC1vQnjLkk1EjJ9/IBGxIri4ZJ1chSMSIAlA7MYvzyNmBJCzgERp+NtRxPC2K+kIDgZJAGIXfgIIm/kKQBKAKAG/kgxbfgKQfoAgkAQgduEfmYXzFYD0AYhSMA2pAIJIEoDYhT8ZTNiQCkCUjr8dhfKVpVQAwSAJQOzCHwgubEgfgCgdv5L0DyykAggGSQBiF/6RWWigD0A2ETF+/nUAIUP6AIJEvt1iFwMJAG/2JukDEKXgXwcQ8isAmRYyEELlWrBSygRuBpYCaeBirfXagscvAT4D5ID/1Fo/WK5YRPH80tw7UkvJUBCiJPZsApIKIAjKlgCAC4CY1vo4pdSxwHXA+QBKqZnA5cCRQAx4Sin1Z611WQ4LHMcpx2IHfZ2Jeq3xGC5O/8jMMkL535IAxPj5fUkmXgJI5VLDflf2hu9SKZllaootZwI4EfgjgNZ6pVLqyILHjgaW53f4aaXUWuBQ4NlSB3HH3//MMz1/wTDk0vPRuPsvbwPNUgGIkvC3o1//ZT3RA+D+dQ9z/7qHKxzV5OA6Bqc2nsMHDz+p5MsuZwKoBboKbttKqZDWOjfIYz3AtOEWVl+fIBSyRh3EwfMWsOblGbhIAiiW6URZ1LQf4RkRzjhuIc3NNRWLpZKvPRqTJU6oTKynH7uQrW39pHN17EhvxzZTEx7DZGVicsC8eWX53MqZALqBwojN/M5/sMdqgM7hFtbRkRxTEEfMWswRs64Y0/+OVnNzDS0tPRPyWuMx2jgr9Z721vVZSZWKtSZi8vn3HZy/tWzE50+WdTqRcY71dYZLHOU8C2g5cBZAvg9gdcFjfwdOUkrFlFLTgAOANWWMRQghxG7KWQHcB5yulHoaMICLlFJXAGu11r9XSn0feBIvCX1Fay01oRBCTKCyJQCttQN8dre7Xy94/KfAT8v1+kIIIYYnF4IJIcQUJQlACCGmKEkAQggxRUkCEEKIKUoSgBBCTFGG68oVskIIMRVJBSCEEFOUJAAhhJiiJAEIIcQUJQlACCGmKEkAQggxRUkCEEKIKUoSgBBCTFHlHA56r6eUeh/wQa31P+ZvXwh8B9iUf8pVeENe3wwsBdLAxVrrtRWO81jge0AOeERrfY1Syqx0nPnYDGAz8Gb+rhVa639XSp0LfD0f8//mR5OtqKCss+EopVaxc/a9t4GfsNtnX6nYAJRSxwD/rbU+RSm1H3A74OLND3Kp1tpRSl0FnI0X879prf9e4TiXAQ+wcxv9kdb67iDEOVqSAMZIKfU94B+AFwvuXgZ8SWt9T8HzLgRiWuvj8jve64DzKxznj4H3A+uAP+Q36AWVjLPAvsALWutz/TuUUmHgBuAooA9YrpR6QGu9rQLxFbqAYKyzQSmlYgBa61MK7nuR3T57rfULFYrvS8An8D5TgOuBr2qtH1NK/Rg4Xym1AXgXcAwwD7gHbzuoZJzLgOu11tcVPGdZpeMcC2kCGrungc/tdt8RwKeUUk8qpa5TSoWAE4E/AmitVwJHTmyYu8aplKoFolrrt7TWLvAn4N0BiNN3BDBHKfU3pdRDSimFN2PcWq11h9Y6AzwFlH6G7NELyjobylIgoZR6RCn1V6XUyQz+2VfKW8CFBbePAB7P//0w8B68dfyI1trVWm8EQkqp5okNc9A4z1ZKPaGUulUpVROQOEdNKoARKKU+DXxht7svypd8p+x2/5+B3+GV2j/GmxCnlp0lOICtlAoVzI880XHW4s3J7OsBFk1UnIWGiPlS4Fta698opU4Efpl/TmFsPcC0csU1ChO+zkYpCXwX+BmwGG+nWjj3tv/ZV4TW+h6l1IKCu4x8YoKdn3Et0FbwHP/+lgkJkkHj/DvwM63180qpr+A19XZWOs6xkAQwAq31rcCtRT79f7XWnQBKqfvxSu0uvEnvfWY5dhCjiLN7t3hq8DbeBBMQZ6HBYlZKJfDaUNFaP6WUmoP3ZRos5krbfV2WfZ2N0ht4lZMLvKGU6gIaCh4Pynr0OQV/+7ENtb1W0n3+9xxv6tsfAPcTvDhHJE1AJZLvvHxZKTU3f9e7geeB5cBZ+eccC6yuTIQerXU3kFFK7ZuP+R/wOqqDEudVwL/l41gKbAReBRYrpRqUUhHgZGBFheIrFJR1NpRP4fVLoJSajZfk+wb57INiVUG1eiY7t8t/UEqZSqn5eEm2tVIB5v1JKXV0/u/C73nQ4hyRVAAlorV2lVIXA/cqpfrxdlo/BWzgdKXU04ABXFTBMH2fBe4ELLx2y2eUUs8SjDi/DfxSKeWfTfHPWuusUuoKvDZrE6/S2lKh+ArdRzDW2VBuBW5XSj2Fd2bNp/COsnf57CsY3+6uBH6aT/KvAb/VWttKqSfxEr6J10RYaZ8DblJKZYBtwL9orbsDGOeIZDhoIYSYoqQJSAghpihJAEIIMUVJAhBCiClKEoAQQkxRkgCEEGKKkgQgAk0pdaRS6mclXuZCpVSxF/eN9TXW73b16EjPt5RS9+YvhNv9sTGdqqeUmquUumMs/yumBkkAItC01s9prS8u8WL3wRt0Lkg+B/xJa50s1QK11puB7Uqps0q1TLF3kQvBRKDlrwy9Oj8M72N447CcBDQDl2mtH1ZK3Q70442+WAt8Q2v9C6XU1QBa66vzy1oPnAJ8H1iklPqh1vrSgtcKAT8CDgZmAC8DH83/fR/eEMWHA9vxhtduV0p9CLgWb6TIVUBIa/3PBcu08IYIPwXv4qvbtdY37PYeDeAy4Oj87QV4YyBVAysLnlcN/DAfn4U3PPH/5UdL/THegGRb8C76+obW+jHg5/n/eaiY9S2mFqkAxGQT0VofhzdA3H8W3L8vcBxwGvBdpdTMYZZxOfBc4c4/73ggk1/+fkAd+aEe8EbWvF5rfTDeGC8fy4/2eCPecABHses4O75LALTWy/B28OcrpXYfyXQp0KW19geWuwkvURyGN8SA76vA81rrI/CGw/iKUmoR3pXdVcASvKuRB4Yh1lqvAQ5USg0Wm5jiJAGIyeaP+d9r2HWHe5vWOptv9liOdzQ8KlrrJ4CblVKX4k2ashjvKBxgh9Z61W6vfRLehDVbtNYOMFh7+3uA8/Lj8D8DzAUO2e05i/EmwfGdAtyd//tOIFuwrM/ml/UE3k7/IOB04M78UMQbgEd3W/5mKjjqpwguaQISk00q/9vFG3/HVzgKp5m/7bLrQU54uAUrpc7Da875HnAb0FTwGqmCp/qvbTPyQZSFN0nQvfnXaAJ6d3uOy86dvH/bLPjbLljWx/0JXJRSM4B2vDF+hosjx64jbQoBSAUg9h4fUkoZSql98GZlehJoxTtCJj9646z8c3MMfvDzHuDXWuvb8Jp5TsXb6Q7laeAopdSsfDv+R/B22IX+ClyilArn2/CfAo7d7Tlr8WZk8/0F+Hj+7wuBWMGyPpd/P7Pw+ijm55//kfz7n41XQRTGMRdvjgohdiEJQOwtEsBzwB/wRmdsA+4CGpRSr+J1svpNOK8BdUqpX+y2jJ8CH1VKrQZ+g9eUtHCoF9Rat+D1J/wZeBavwujf7Wk/xps7dlU+vtvynbOFXgKalFL+JDefB96vlHoJrw+iJ3//NUBcKbUGLxl8SWv9FnBL/jmr8ZqhNvhxKKUOBl7XWncM9T7E1CWjgYpJL38W0GNa69sn+HUb8RLANfnJy78PvKm1/sEYlnU54GitbxrD/56NN5vWg/kksgo4Mn+W0g3AX7TWfxjtcsXeTyoAIcauHe9MoTVKqZfxTkH96RiX9SO8uQX2uBCsCK8CX853Dj8OfD2/858HzJSdvxiKVABCCDFFSQUghBBTlCQAIYSYoiQBCCHEFCUJQAghpihJAEIIMUX9/z9cKSlS8nKxAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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9Z8AH+ItSaptSahvwFvB3pdQewBmofoG/EPVkzY7jHDqVTUQ3f0bc0qHGbVYlb0DLSibUvxcPdB7WqPV19+nKixHTcXdy46tDK/np1PZat23p6cIbEyMIbOnGht0nWLdTAlzUnZznLexW7JEMPlh1gMCWbvzX1H419i3ZdeY3vtZW0cajNa/2nYXrVa6AbEipBWl8GPsx2SU5DA8ewqjOw2tdFrmQW8z/fhVNRk4x4wZ1ZtTtHRu3WNGoZHq8aFbOWxtOORn1zBoXUmNwH8k6xvLDq/Fwcmd62FSbBTdAkEcrXomcib+bH5tPbuWbw2swmWu+/MHX25U3JkXg5+3K6l+PsXHvyUauVjQFEt7C7pSVVzB/dQKFJeVMGdadDq2qN5yqaaiCrfm5+fJK5Czaegbx65k9fJ60vNaOhP4t3HhjUgS+3i58u+0om/edauRqhaOT8BZ256sfj3AyLY87w4K4M6xNtcevNlTB1lq4ePFSxHQ6eQezPy2WRfFLKa0oq3HbgJZuvD4xAh8vF1ZsTebH/acbuVrhyCS8hV3ZFZ/Kr3Fn6RDoyeR7qzecMplNLL00VOG2Gocq2Jq7kzsvRDxDT9/uJGQeZF7cJxSVF9e4bSsfd16fGEELT2eW/XSErdEpjVytcFQS3sJunD6fz9LNGm4uRmY9GIqzU/ULu74//iNxGYl0b9mF8d1G26DK6+NicGZ62FQiAkI5kn2MOTELySvNr3Hb1r7uvDExAm8PZ77ccphtsWcauVrhiCS8hV0oLLY0nCorN/H0Az0JbOlWbZuotFg2nfjZMlQhdMo1hyrYmpPeyLSQydwe1J/TeWd4L3oBWcXZNW4b5OfB6xP64OXuxNJNGjviau+bIgRIeAs7YDab+fSHg5zPKmLkgA5EdKvecOpUbgpfHPwGV4MLM8Km4ulUc09te6PX6ZnUYzxD2w8irfA8/4max/nC9Bq3bRvgyesTIvB0c+KzjYfYFZ/ayNUKRyLhLWxu877TRB1Op0eHljw4qHrDqcpDFab2nnjDQxVsTafTMa7r/YzqPIKskmxmR83ndC0dCdsFevLahD64uxpZ8v1B9iSea+RqhaOQ8BY2pZ3KYuW2o7TwdGb66N7V5j6WVZSxKH4p2SU5jO4yglD/2htA2TOdTseIjkN4tPtY8ssKmBOzgKPZJ2rctkMrL16bEIGbi5GPNySx72Ba4xYrHIKEt7CZnPwSFqxNBGDmmBBaeLpUefzKoQr3dhhsgyrr16B2t/NErwmUVJQyN3YxiZlajdsFt/bi1Ql9cHU2sGhdEvsPnW/kSoW9k/AWNlFhMrFgbSI5BaWMH9yF7u2rjxVriKEK9qB/6wieDX0cMLPwwGdEpcXVuF2nIG9eeaQPzk56Fq5LJPpwzWvlonmS8BY28d2vx9BOZ9O3ewDDb2lf7fGGHKpgD0L9e/Fc+FM46Y18mvg1u878VuN2Xdq24OVHwjEa9Mxfk0BsckYjVyrslYS3aHQxR9LZuPcUgT5uPHlfz2pH1OcK0vg0cRlGvYHpYU/QwsXbRpU2rG4+XS51JPxaW8WPJ7fVvF27lrz0cBgGg455q+M5cDSzcQsVdknCWzSq81mFfLzhIM5GPc+NC8XdteoM7IKyQuYf+IziimIm93iYYO/qR+VNSQfvdrwSOZOWLi1Yc/QH1h7dWOOoNNXBhxfHh6PX6fjwu3gSjkuAN3cS3qLRlJZVMG91AkUl5Tw2XNE+0LPK45WHKgwLvpv+jTRUwdZae7TilchZBLj5seXkLyw/vLrGjoQ9g314YXwYOh3MXRVP0okLNqhW2AsJb9FovvrxMKfO5zMovA13hAZVe7zyUIVRnYfboELb8XPz4ZW+lo6EO8/s5bPEZTV2JOzd0ZcXHgzFbDbzwcoDaKeybFCtsAcS3qJR7Dhwlh0HUglu5cXke7tVe3zXmd/YnrKLNh6tmdprAnpd8/uv6e3sxUsRM+jcoiNR5+NYGP85pRWl1bYL6ezHc+NCqTCZef/bAxw+XfMl96Jpa37fIaLRnUrL48sth3F3MTJrXAhOxqo9SexpqIKtuTu58Xyfp+nlq0jMPMSHsZ9QVF5Ubbvwrv7MGhdCeYWJ976NIzklxwbVCluS8BYNqrC4jHmrEywNp0b1IuCKhlOVhyo8bSdDFWzN0pHwCSICwziac5w50TV3JIzoFsCMMb0pKzMx+5tYjp6VAG9OJLxFgzGbzXzy/UHOZxdx/23B9OnqX+Xx4vKSSkMVxtDdjoYq2JpRb2Ra70nc0eYWTuefZXb0PC4UV1/f7qsCmT6mN6VlJmaviON4aq4NqhW2IOEtGsym304RcySDHh1aMvbOTlUeswxVWF5pqMJtNqrSful1eiaqh7i3w2DOF2YwO2o+aTV0JOzfI5CnR/WkuLSc/yyP5eQ5GdbdHEh4iwahncpi5fajtPR0ZvqYkGoNpxxlqIKt6XQ6xna9jzGdR1o7Es7jdF71YQ0DerXmqft7UlRSzrvLYziVJgHe1El4i3qXnV/C/LWJ6HU6Zo4NoYWHc5XHLw1VcPV1iKEK9mBYx7uZoMZRUFbI+9ELSc4+Xm2b20OCePK+nhQWl/Pu8lhS0mue3COaBglvUa8uNpzKLSjl4cFd6NauasOpykMVpjvQUAV7cGfb25jaawKlplI+jP2YhIyD1bYZGBbEEyN7kF9UxrvLYjibUWCDSkVjkPAW9WrV9mMcPp1NPxXAvf2rXtqeU5JXZahCG8/WNqrScfVrHcH00CcAMwvjPycqLbbaNoPC2/DYcEVuYRnvLIshNVMCvCmS8Bb1JvpwOpt+O0UrX/dqDafKKspYHP+5ww9VsAch/j15vs8zOOud+TRxGTvO7K22zd0RbZl8b3dyCkp5e1kMaRcKbVCpaEgS3qJepGUV8sn3SZaGU2NDcHO53HDKbDazTPuO401oqIKtdW3ZiRcjn8XDyZ3l2ndsOfFLtW2G9m3HhKHdyMm3BPj57OoX+wjHJeEtbtrlhlMVPD5C0e6KhlM/n/6V385FNbmhCrbWwcvSkdDHpSVrj21kTfIP1ToSDuvfnkfu7kpWXgnvfB1NhgR4kyHhLW7al1sOc/p8PoP7tOH2kKoNpyoPVXg29PEmN1TB1lp5BPJK35kEuvvz46ltLNO+q9aRcMStHXjors5k5pbw9rIYMnOKbVStqE8S3uKm/Bp3lp3xqQS39mLiPVUbTl05VKGlSwsbVdm0+br68ErkLNp5tmHX2d/4LHEZ5abyKtvcf1tHxt7ZiYycYt5eFs2FXAlwRyfhLers5DlLwykPVyPPja3acKqgrJAFzWiogq15OXvyYsR0ulylI+HoOzox+o6OpGcX886yGLLySmxUragPEt6iTgqKy/hodTzlFSaefqAX/pUaTlWYKliS8BXpzWyogq1d6kjop0jK1Jgb+zGFZVXXuMcM7MT9twWTllXEO8tiyMmXAHdUEt7ihpnMZj7ZcJCMnGIeuD2Y8CsaTq1K3sChrCOE+vdsdkMVbM3Z4Mz00CfoGxjOsZwTzIlZSG7p5UvldTodDw7qzIhbO3DuQiFvL4sht6B6z3Bh/yS8xQ3buPcksckZ9Az2YezAzlUeuzhUIcijFVN7TWyWQxVszag3MrX3RAa2uZWU/LO8FzW/SkdCnU7Hw4O7MKx/e1IzC3lneQx5hRLgjka+s8QNOXgyi+9+PYaPlwvTx/RGr7982l/loQozmvlQBVvT6/RMUA8yLPhuzhdl8J+oeZwrOH/pcZ1Ox6NDujK0bzvOpBfw7vJY8ovKbFixuFHXFd5KqVuVUtusH0cqpc4opbZZ/z3aoBUKu5GVV8LCtQmXGk55u19uOFV9qIKfrcoUVjqdjjFdRjKmy0iyS3J4L3o+p/JSqjw+6Z5u3B3RltPn83l3eQwFxRLgjuKa4a2UegP4GLh4GBUJzNY0bbD134qGLFDYh/IKEwvWJpBbWMYjd3ela9vLp/0Vl5ewMP5zGapgp4YF381E9SAFZYXMiV7Ikaxjlx7T6XRMHtadQeFtOJWWz3+Wx1IoAe4QrufI+yjwYKXbfYH7lVK/KqU+UUp5NUxpwp6s2n6UIyk59O8RyD392l26/+JQhTP5qTJUwY4NbDuAJ3tPpMxUzkdxVTsS6nU6Hh+hGBgaxIlzecz+Jo6ikvKrPJuwB7orL6etiVKqI7Bc07QBSqkngQOapkUppd4EfDRNe+1q+5eXV5iNRunZ7Kh2HzjLvz//nbYBnsx+aRDurpevklwev47vkjbSO7A7b971B4zSm9uuxaYm8u6uhVSYKnju1qkMDO5/6bEKk5k5y6P5JSqFnh19+dszA6p8rYVN1NpLwljbA1exWtO07IsfA3OvtUNW1s11NAsI8CI9XSaD2ELahULeXx6Ns5OeGaN7UZBXTEGe5eq8qLRYvkvaiL+rL4+riWRlSuc6e9fW2IHnwp9mftynzN37KWkXshjU7vJvS5OHdqOoqIy9SWn8Zf4uXn6kDy7O8gP5ZtQlvy7uExBQ+8JGXc422ayUusX68VAgqg7PIRxASVkFH62Op6ikgidG9KBtwOWGU6fyUvji4LcyVMEBdW3ZiZcip+Ph5M6Kw6vZfGLrpYZWer2Opx7oSf8egRxOyWHOyjhKyipsXLGoSV3CeybwvvXskzuAf9ZrRcIumM1mvtyskZJewN0Rbbmt9+XBCTkleSw88DnlpnIZquCg2nu15ZW+s/Bxacm6Y5tYc/RyR0KDXs8zo3rRt3sAh05lM3fVAUolwO3Oda1536z09LybehFZNml822PP8PkmjU5BXvxpcl+cjJaf82UVZcyJWcjx3FOM6TKSYcF327hScTOyirOZG7uYtMJ0bg+6hYk9Hrx0YVV5hYn5axKIOZJBSCdfXngotEr/GnF9bnLZpNY1b7lIR1Rz4lwuX/1oaTg1c2zIpeCuOlQhQoYqNAE+ri15OXIm7b3asjt1H0sSv6bM2pHQaNAzY0wIYV38SDh+gY9WJ1BWbrrGM4rGIuEtqsgvKmPe6gQqKsw8M6o3/i0uN5y6NFTBqz2TeoyXoQpNhKUj4bN0bdmJmPMHWHjgM0qsHQmdjHqeGxdCSGdfDhzNZP6aBMorJMDtgYS3uMRkNvPxhiQycooZdUdHwrpcvkoyMfPQ5aEKYY/jLEMVmhQ3oxvPhT9NiF8PDl44zIexiykss5w95GQ08Py4UHp39CE2OYMFaxMlwO2AhLe45Ic9JzlwNJPenXwZfUenS/efK0hjScLXMlShiXM2OPFs6BP0a9WHYzkneb9SR0JnJwPPPxRGjw4tiT6czqL1SVSYJMBtScJbAJB04gKrd1gaTj07qtelhlMyVKF5MegNPNFrAgPbDuBMfiqzo+aRWWTpSOjiZODF8eF0b9+S/YfOs1gC3KYkvIWl4dS6RPQ6HbPGhuBlbTglQxWaJ71Oz4Tu4xgWfDfpRZnMjp7HuYI0AFycDbz0cBhd27Vg38HzLPn+ICZTw5+xJqqT8G7myitMzF+bQF5hGY8O6UqXSg2nvpOhCs3WxY6EY7vcR3ZJDrOj53My9zQArs5GXn44nC5tvNmTmManGw9iaoRTjkVVEt7N3MptR0lOyeGWnoEM7Xu54dSus7+xTYYqNHv3Bg9mUo+HKCwr4oOYRRzOOgqAm4uRlx/pQ6cgL3bFn2PppkMS4I1MviObsf2HzrPl99ME+bkzdWSPS6f+JWcfZ4W2RoYqCADuaHMr00ImWzsSfkJ8RhIA7q5GXn20D8GtvPg1LpUvN2s0xkV/wkLCu5k6d6GQJT8cxMXJwKxxobg6W3qUZRZdYHH8UsyYZaiCuCQyMIwZYVPRoWNR/FL2nYsGwN3ViVcn9KFDoCfbYs/y1Y+HJcAbiYR3M1RSamk4VVxawRMjFW39LU2lKg9VeLibDFUQVfXyU7zQ5xlcDM58nrSc7Sm7AfB0swR4uwAPtkafYdnPRyTAG4GEdzNjNptZuvkQZ9ILGBLZlgG9LE2lTGYTSw+u4Ex+Kne2va1Km1AhLurSsiMvRczAy8mTbw6vYdOJnzGbzXi5O/PahAja+Hvw0/4UvvklWQK8gUl4NzPbYs+yJzGNTkHePDqk26X7fzj+I3HpCXRv2YWHu422YYXC3rXzasNBenTzAAAgAElEQVQrfWfi49KS9cc2szr5e8xmM94ezrw+MYIgP3c27zvNqu3HJMAbkIR3M3I8NZdlPx3G082JWZUaTkWlxbHxxM/4u/ryVOgUDDINR1xDoHsAr/adRSv3QH4+/StfHVqJyWyihTXAW/m688Pek6zZcdzWpTZZEt7NROWGU8+O6oVfC8sZJJahCt/gYnCWoQrihlg6Es6gg1db9qT+zicJX1FmKqelpwtvTIwgsKUb63efYN1OCfCGIOHdDJjMZhavTyIzt5jRAzsR0tlyBknloQpP9p4kQxXEDfNy9uQPEdPp1rIzsenxLIj7lJKKUny8XHhjUgT+LVxZs/M4G3afsHWpTY6EdzPw/e4TxB/LJKSTL6Pu6AhAmamcxfGfk12Sw+jOIwj172XbIoXDcjO6Miv8KUL8enIo6whzYywdCX29XXljUgR+3q589+sxNu49aetSmxQJ7yYu8cQF1uw4jq+3C8+M6oVep7MMVTi06vJQheDBti5TODhLR8LH6d8qguO5J3kvegE5JXn4t3Dj9UkR+Hi58O22o2zZd8rWpTYZEt5N2IXcYhauTUSv1zFrbOilhlMyVEE0BIPewOO9HmVQ29s5W3CO2dHzyCi6QGBLN96YFEFLT2eWb03mp/2nbV1qkyDh3URdbDiVX1TGhKHd6NzGG6g8VMFLhiqIeqfX6Xmk+xhGdBxKRlEms6PmkVqQRisfd96YFEkLD2e+/ukIW6NTbF2qw5PwbqK++SWZo2dyubVXK4ZEtgUuD1Uw6A08K0MVRAPR6XSM6jycB7s+QE5pLu9ZOxK29nXnjUkReLs78eWWw2yLPWPrUh2ahHcTtO9gGj/tTyHIz50nRih0Oh2FlYYqTOnxMB29O9i6TNHEDe0wiMk9HqawrIg5MQs5nJVMkJ8Hr0+MwNPNiaWbNHbEnbV1mQ5LwruJSc0s4NONh3BxMvCcteFUhamCT2SogrCB29v0Z1rIZMpNFXwUt4QD6Ym0DfDk9YkReLga+WzjIXbFp9q6TIck4d2EFJeW89HqBEpKK3jyvh60sTackqEKwpYiA8OYGfYkenQsTviC31KjaB/oyWsTInB3NbLk+4PsTTxn6zIdjoR3E2E2m1m6SeNsRgFD+7bjlp6tgKpDFZ6QoQrCRnr6deeFiGdxMbiw9OAKtp3eRXBrL16d0AdXFyOLNySx72Carct0KPKd3ET8EnOGvUlpdGnjzaNDugKVhioYLUMV3GSogrChzi2CeTlyBl7Onnx7ZC0bj/9EcCsvXn20D67OBhatS2L/ofO2LtNhSHg3AcfO5rLspyN4ujkxc2wIRoOezKKsy0MVQqfIUAVhF9p6BvFK5Cz8XH3YcHwLq5LX0zHIk5cf6YOTk56F6xKJOZxu6zIdgoS3g8svKmP+mnhMJjPTR/fG19vVOlThs0pDFbraukwhLgl09+eVvrNo7R7IL6d38tXBlXQK8uTlh8MxGvTMW5NAbHKGrcu0exLeDsxkNrNofSKZuSWMubMTvTv5ylAF4RBaurTg5ciZdPBqx95z+/kk8Ss6tfXkpYfDMOh1zFsdz4GjmbYu065JeDuwDbtOkHDsAqGd/Xjg9o7A5aEK3Vp2lqEKwq55Onvwh4hn6dayM3HpCSyI+5TgNu68OD4MnU7Hh9/Fk3BcArw2Et4OKuF4Jmt3HsevUsOpi0MV/Fx9eTrkMRmqIOyem9GV58KfItS/l6UjYexiOrR15Q8PhQEwd1U8B09csHGV9knC2wFdyC1m0bokDAYds8aF4unmVGWowoywqXg6y1AF4RicDE48E/IY/VtFciL3FO9HL6BdGyMvPBSK2WxmzsoDaKeybF2m3ZHwdjDlFSbmrbE0nJo4tBudgrxlqIJweJaOhI9wVztrR8KoeQQFwaxxoVSYzLz/7QEOn862dZl2RcLbwazYmsyxs7kM6N2KwRFtrUMVlspQBeHw9Do9D3cbw8iO95BRfIHZUfMIbF3OrLEhlFeYeO/bOJLP5Ni6TLsh4e1AfktK4+eoFNr6e/DE8B4A1qEKJ+nXqo8MVRAOT6fT8UDnYTzUbRQ5pXm8H72Alq2KmD66N2VlJmaviOXoWQlwuM7wVkrdqpTaZv24q1Jqp1Jqh1JqvlJKfgA0grMZBXy28RAuzgZmjQvBxdlQZajC5B4Py1AF0WQMaX8nU3o8TGF5ER/ELsIzMIdnR/eipKyC2SviOJ6aa+sSbe6awauUegP4GLh4bfVs4C1N0+4EdMCYhitPwMWGU/GUlFUw7b6eBPl5yFAF0eTd1qY/T4dMwWSqYH7cElz803nmgV4Ul5Yze0UsJ8/l2bpEmzJexzZHgQeBL6y3+wLbrR9vBIYBq6/2BD4+7hiNN3faWkCA103t76jMZjPvfhlFamYhowd15r47u3Am9xyfJn2NUW/gj4Nm0dWvna3LFKJB3BtwO638fHhn10IWJ3zBzP6P8dKESN5fHs3sb2L518w76NTG/oeK1CW/rrWPzmw2X/NJlFIdgeWapg1QSp3VNK2N9f4hwDRN06Zcbf/09Lxrv8hVBAR4kZ7ePH/K/hyVwlc/HqZr2xa8MSmCUlMx7+z/kPNFGUztNVF6c4tm4XjOSebFLaGwvIjx3UZjzOrMpz8cwtPNiTcmRdAuwNPWJdaqLvl1cZ+AAK9a10Lrsl5tqvSxFyDn7zSQo2dyWP7zEbzcLQ2ndDoznyR8xfmiDBmqIJqVTi2CeSlyBt7OXqw8so5cr0QeH96d/KIy3l0Ww9mMAluX2OjqEt4xSqnB1o9HAjvqrxxxUV5hKfPXJmAyWxpO+Xi5XBqqEOInQxVE83O5I6EvPxz/kXSPKKbc243cwjLeWRZDambzCvC6hPerwN+VUnsAZ2Bl/ZYkTCYzi9YncSG3hLF3dqZXR98qQxWm9pahCqJ5CnD345W+M2nt0YptKbtIcdvNhKFdyCko5Z1lMaRlFdq6xEZzXWveN0vWvG/Mmh3HWLfrBGFd/PjD+DCO5Zzgg5hFuBpceKP/C9KbWzR7+WUFzItbwsnc04T796Z90Z18+8sJfLxc+OPkSAJbutm6xEvsac1bNKD4Y5ms33UC/xauPP1AL7KKs2WoghBX8HTy4A99nqG7T1fiMhI57PwT4wa3JyuvhHe+jiYju8jWJTY4CW87kplTzKJ1iRgMOstEHCeTDFUQohauRldmhT1JuH9vDmclc9C4iVGD2pCZW8Lby2LIzCm2dYkNSsLbTpSVWxpOFRSXM+me7gS39rw0VGFg2wEyVEGIGjgZnHgqZAq3tu7LydzTJBq+Z8QdgWTkFPPOshgu5DbdAJfwthMrth7heGout/VuzV192lQZqvBIN7mIVYjaGPQGpvR8mMHt7iC1II0EwwaG3ubD+ewi3lkWQ1Zeia1LbBAS3nZgb+I5tkafoW2AB4+PUESfPyBDFYS4AXqdnvHdRnNfp3vJLL5AgmEDdw3wIi2riHeXx5CT3/QCXMLbxs6k5/PZpkO4Oht4blwoacWpMlRBiDrQ6XTc3+lexncbTW5pHgn6Ddx+iwupmYW8szyW3IJSW5dYryS8baiopJyPVidQWmZi2n09cfOokKEKQtyku9sP5LGej1BcUUKiYSP9++k5m1HAu8tjyCtsOgEu4W0jZrOZzzYe4tyFQob1b094d99LQxVGdR4uQxWEuAkDgvpd6kh4yLCZPn3LSEkv4N3lseQXldm6vHoh4W0jP0Wl8Puh83Rr14KH7upcZajCsOC7bV2eEA4vPCCEmeHT0OsNHDZspXdkAafP5/Of5bEUFDt+gEt420DymRy+2ZqMt7sTM8aE8OvZXTJUQYgG0MO3Gy9GPIu70Y1jxh10j7zAybQ8Zq+IpbC43Nbl3RQJ70aWW1jK/DXWhlNjQjhbepzVyd/LUAUhGkhH7w68FDmDFs5enDbuo1NEKsdTc3nvm1iKShw3wCW8G5HJZGbRukSy8kp4cFBnfPzLWJLwNQa9gWfDnqCli/03lRfCEbXxbM0rfWfh7+rLOac42kec4ujZHN77Js5hA1zCuxGt3XmcpBNZhHfx466+ASw88BnFFcVM7jGejt4dbF2eEE2av5sfr/SdRRuP1mQ4HSQo4gjJZ7OY820cJaUVti7vhkl4N5IDRzNZv9vScOrJBxSfJn7N+aIM7u0wmFtaR9q6PCGahRYu3rwUOYOO3h3IdjpGYJ8kDp+5wJyVcZSUOVaAS3g3goycIhavT8Ro0PPcuFC2nN5yaajC6C4jbF2eEM2Kh5M7L/R5BuXTlTynFPz6HOBQSgZzVx2g1IECXMK7gZWVm5i32tJwavK93ThjOsgvKTtlqIIQNuRqdGFm+DTCA0IodErDp080SSlpfPhdPGXljhHgkhwNbPnPRzhxLo87QlrTNriE5dpqPIzuTA+dipvR1dblCdFsOemNPNV7MgNa96PYeIEWYVEkpJzlo9UJlJWbrv0ENibh3YD2JJzjl5gztAvw5L67Almc8AVmzDwVMoUAdxmqIIStGfQGJvccz93tB1JqzMEr7HfiU04xf00C5RX2HeAS3g0kJT2fzzcdws3FwDOju/HpwS+sQxVGo3xlqIIQ9kKv0/NQ11E80GkY5YYCPEJ+J+7McRasTbTrAJfwbgCXGk6Vm3hyZE82nltfaajC7bYuTwhxBZ1Ox8hO9/BwtzFUGIpx772P2LOHWbQ+iQqTfQa4hHc9M5vNfPrDQdIuFDLilg6cc46VoQpCOIjB7e/g8Z6Pgr4C1x77iT6bxGI7DXAJ73r24/4U9mvpdG/Xgs698tl44icZqiCEA7k1qC9Phz6GwaDDRUWz/9wBlnx/EJPJbOvSqpDwrkdHUrL59pdkvD2cGXWvL18e+laGKgjhgMIDevNcn2m4GIy4dI1jX1oUn248iMlsPwEu4V1PcgsuN5x67L5gvk7+mnJTOVN7TZShCkI4oO4+XXkxcjruTq44d07gt/Q9LN10yG4CXMK7HphMZhauSyQ7v5SxgzryS9a6S0MVwgJ627o8IUQdBXu355W+s/B29sKpg8bujO18sUXDbAcBLuFdD9bsPMbBk1mEd/Ujq8XvMlRBiCYkyKMVr/Z9Dj8XX5zaHmP3hZ/46sfDNg9wCe+bFJecwYbdJwlo6Ur3yAv8di6KDl7tZKiCEE2Iv5svr/abRWv3VhhbnWJH9g98/bNtA1zC+yZkZBfx8YYkjAY9I4a68f2JTbRw9mJ62BMyVEGIJqaFizev9p1JB8/2GP1T2ZGzjuW/2G4JRcK7jsrKK/hojaXh1Oih/mw4u1qGKgjRxLk7ufNS3+l09e6CwSed7bmrWbHtkE0CXMK7jr7+6Qgnz+UxINSXqJIfZKiCEM2Ei8GZ5yOfordPLwzeWWzPX8U3vyY1eh0S3nWwKz6V7bFnaRfoTlHQPhmqIEQz46Q3Mj38MSL9I9F75LItfyXf7Ihv1BokvG9Qyvl8vtis4eZipGv/MxzOTpahCkI0Qwa9gWmhj3J74O3o3Qr4Jf9bVuyMbbTXl/C+AYXF5Xy0Op7SchN3Di7jt/TfaC1DFYRotnQ6HZN6j2FI0BD0LsVsz1/Jit1RjfLakjjX6VLDqawibrvFmd3ZP+FhdGeGDFUQolnT6XQ81HMEI9vfh865lO35q1i257cGf11jXXdUSsUAOdabxzVNe7J+SrJPW34/TdThdLp0dCLZ6WfM5TJUQQhx2QPdBuOqc2X1ydXsyF+NaW8ZkwcMbLDXq1N4K6VcATRNG1yv1dipw6ez+faXo3h76TF3/J38wgIe7T5WhioIIaq4p+sAnPTOfHPsG3blr8e0t4xXRo1ukNeq67JJOOCulNqilNqqlBpQn0XZk5yCUuavTQDMdOh3lNTCczJUQQhRq7s6RzKl62PozAb2FGxk0bZNDfI6urqcXK6UCgUGAB8D3YCNgNI0rbym7cvLK8xGo+P1sq6oMPFfi/ZwIDmDfoOzSSzcS6+Abrw1+EWM0ptbCHEVOw8n8cHvC/HTt2f+xNfq+jS19tioa3i7AHpN04qst/cBD2madrqm7dPT827q8qOAAC/S0/Nu5inqZNX2o3y/5yRdehVw1nMHfq6+vNHvBenNLYS4LgUlxbQN8iX7QuEN7Xcx8wICvGoN77oum0wD/gOglGoDeAOpdXwuuxR7JIPv95zEr1UJ6d57ZaiCEOKGebi44mRomN/S6xrenwAtlVI7gRXAtNqWTBzR+ewiFm9Iwsm1DEPXKBmqIISwO3U620TTtFJgUj3XYhfKyiuYtzqeotJS2t2WRGZZLqM7j5ChCkIIuyIX6Vzhqx8Pcyotj/aRx8gsT5WhCkIIuyThXcnOA6n8GpeKf9dUMgzJMlRBCGG3JLytTqXl8cUWDTf/CxT6xstQBSGEXZPwxtJwat6aBMqNuTh3iZOhCkIIu9fsw9tsNvPJ90mcz83FJyyeUnOJDFUQQti9Zh/em/edJubIeXxCEigiR4YqCCEcQrMOb+1UFiu3HcWjSzLFLmmE+PWQoQpCCIfQbMM7J7+EBWsT0fufxuR3zDpUYZIMVRBCOIRmmVQVJhML1iaSp0vDuVOSDFUQQjicZhne3/16jMNpqbj3iEWnQ4YqCCEcTrML75jD6Wzcdwz3nrFU6EsY3220DFUQQjicZhXe57MK+fj7JFy7xGNyyWFgm1sZ1PY2W5clhBA3rNmEd2lZBR+tTqDM/xA6nzS6tezMI93HyqXvQgiH1GzC+8sfD3OmLBmntkfxc/Xl6ZDHMMg0HCGEg2oW4b0j7iy7kjVcusTLUAUhRJPQ5MP7VFoeX/4Sj2v3aNCbeEKGKgghmoAmHd6FxWV8uCYWXacocC5mVOfhhMtQBSFEE9Bkw9tsNvPx90nktIzG4JVNv1Z9GC5DFYQQTUSTDe9Nv50iPjcKY8AZGaoghGhymmR4a6ey+C5mL84dDuHl5ClDFYQQTU6TC+/s/BLmbfwNJ+tQhelhU2WoghCiyWlS4V1eYWLe2mhK2+9FZyxnSs+H6dRChioIIZqeJhXeq7Ync8r9V/SuhdzT4S4ZqiCEaLKaTHhHaelsPfcjhhaZ9PRRjOky0tYlCSFEg2kS4Z12oZAlezdjbH0SPxd/ngqdLEMVhBBNmsMnXElZBe//sA1z23icdS48HzFNhioIIZo8hw5vs9nMJz9GkROwG50OZoQ/QaC7v63LEkKIBufQ4b017iTxFZvROZXykAxVEEI0Iw4b3idSc1l59Dv0Hnn08+/H3e1vt3VJQgjRaBwyvAuKy3h/x7fofc4R5NKex0IelEvfhRDNisOFt8ls5v3Nmyjz13DFi5f6T8OoN9q6LCGEaFQOF97Ld+/njPsudCYjL/d7SoYqCCGaJYcK76ijKezMXY9Ob2JKj0dp593G1iUJIYRNOEx4p+cU8GnSF+hcirkjYDAD2oXbuiQhhLAZhwjvsvIK3t6xFLNHFm2N3ZgYKpe+CyGatzr9pU8ppQfmAeFACfC0pmnJ9VlYZf9Yt4xC9+O4Vvjx6qDH5cwSIUSzV9cj77GAq6ZptwF/Av5TfyVVtTb2Nw6V7kJX7sLrtz6Ni9GloV5KCCEcRl3DeyCwCUDTtL1Av3qrqJKTmelsTl8LZj2Pq8m09vZriJcRQgiHU9cTpL2BnEq3K5RSRk3Tymva2MfHHaPRcMMvciIvDZ3JyPDgEdzfr38dSxVCCNsKCPCq933qGt65QOVn1tcW3ABZWYV1epGOXq34aPg/CAjwIj09r07PIYQQtlSX/Lq4z9UCvK7LJruA+wCUUgOA+Do+jxBCiDqo65H3auBepdRuQAc8WX8lCSGEuJY6hbemaSZgRj3XIoQQ4jo5xEU6QgghqpLwFkIIByThLYQQDkjCWwghHJCEtxBCOCCd2Wy2dQ1CCCFukBx5CyGEA5LwFkIIByThLYQQDkjGrldS05AJIAh4FzADP2ia9o8r9nEDvgQCgTzgCU3T0pVSo4D/AsqBJZqmLa7nugAWAM7W+yZompZpB3V1Bv4PKAA2aZr2zyv28Qe+BtyAs8CTmqYVKqWeAaZb6/qnpmkb6lqX9XVuBf5P07TBSqk+wFygwlrn45qmpV3t89A0Ldnat2eOtaYtmqb9/WZqqqGuSGA9cMT68HxN01ZU2rbBv4a11NUHy/+tcuAwlvfDVGnbRnm/lFJOwBKgI+CC5f/FOutj7wGapmkLrtin0b6WtiZH3lXVNGTifSzBOAC4WykVccU+M4F4TdPuBJYCb1n/070HDAPuAp5VSrWu57oWAW9pmjYIyzdadzuo6z3gY+AhTdMGAj2UUgOv2Oe/gK+tdcUA0601/AG4AxgO/FspVeepG0qpN6x1uFrvmgO8oGnaYOA74I/X+DwuDhdZAEzC0r/+VmvY1lkNdUUCszVNG2z9t+KKXRrja1hTXX8F/mH9GroA91+xS6O8X8AUINP6+Y8EPlRKBSilNgKja9mnsWqzOQnvqmoaMnGrpmnHlVKeQAsgE0AptUUp5Vx5H2AjcA/QE0jWNC1L07RSYCdwZz3WNRDL0dgopdQ2YACwzw7qugfI0jTtmPXxXcBApZSvUuq7K/epVNctwC5N00o0TcsBkoGwm6jrKPBgpdsTNE2LtX5sBIoBlFJLlVIdavg8+imlvAEXTdOOappmBjYDQ2+ipprq6gvcr5T6VSn1iVLKy1pXY34Na6orBvBVSumwtH4us9bV2O/Xt8BfKt0uBzyBvwFfVN7QBrXZnIR3VdWGTMCltrcJwDkgHUDTtGHWb57K++RhCfgrn+fi/fVVlzfQG/gJuBvwBZ6wg7oyAG+lVA+llAFL22APTdMuaJr2YA37NEhdmqatwho41tupAEqp24HnsRy5omna45qmnarh9Sus9+XWV0011YXlB+7r1t+ejmE54m3sr2FNdR0BPgAOAq2AbdbtGvv9ytc0Lc/6Q20llt80j2ua9lsN2zZqbfbAJmvetayV+nOVNalGWiutbcjEXqCjUuqfWH4V+2st+3gB2TU8z8X766uuXMBJ07RfAJRSG4B7sawP2rIuHTARy6+oWYCGJdBr2qeoAeuqRin1KPAmcL+maem11HSRvjFqAlZrmnbxOVdjWZevra5Ge6+wfB/eqWlaolLqOSxLD8/VUhc04PullGqP5b2Zp2na19exS4PXZi/5Zasj75rWpa61JtXga6XUMGRCKbVDKeVjfTwPMNW2D5Z1uR1Yjli6WZcLnIFBwJ56rGsfcFgpdfHX5UFAoh3UFW99rfux/BreBctvB9eqax9wp1LKVSnVAsvSQMJN1FWFUmoKliPuwZWWdK76eWialguUKqW6WJcPhltrrU+blVK3WD8eCkTVVhcN9zWsyQUuH6meBXyueLxR3i+lVCtgC/BHTdOWXGv7RqzNLvLLVmebVFmXUkoNAs5pmnYUQCm1GRiqlDoBfGz9lXsg8D/W/TdaPz6Kda0UKFFKXVwr/b2OddU0ZEIBG5VSJUAq1jM9lFJbgAeA+cDnSqmdQCkwSdO0MqXUK1jW1vRYzgg4U8eaaqvLBfhIKWUEjmP9I5wd1HUnlm+gIuAr69GbL5e/jv+01vUMlqPySZqmFSilPsDyDaUH3tQ0rfgm6rrEunzzAXAK+E4pBbBd07S/KqWWAm/V8nmApWf9V4ABy9FUtV/Xb9JMLH+EK8WyJPestebG/BrW5GlguVKq3Pq6z1jrauz3689YfnD8RSl1ce17pKZpRVdu2Mi12UV+2eTyeKXUx8AqTdM2Wm+bgBhN0/pab08DOmua9lalfZKBUE3TipRSnbH89X2B9b6LwbUUWKpp2pVHe0IIUS/sJb9stWxy5RpUNpa1oItqWpOy1fqfEEJUZhf5ZavwvnJd6jeuvSbV6GulQghRA7vIL1stm1z8a20Yl9elWmK5IObimtSblddKrX+8+BzLT6fKa6XPYFkr1AP/Yz3tSQghGoS95Je0hBVCCAckF+kIIYQDkvAWQggH1Gjnedd0VZJm6fZlAFZgWRvadJX9BwMzNE2b0Bj1CiHERbVcVRmM5bqFMuA8lm6VhbXsP5h6zq/GPPKudlWSUqoLsB3o34h1CCHEjarpqsp5wFhrb5ojXG7V3Cga8wrLK69K6oelQ9gzVG/ReVVKqeexXH7thKUJzYNYLk29D3DHcln2/2ma9ll9FS+EaNZqyq9+2uW+8Je6VV5LfeVXYx5519TtK1HTtIM38iTWX1/8gHusfQKcuHzk3kLTtAew9Pr9082XLIQQQM35lQ6glBqHpbvn0ms9SX3mV2MeedfWsa8K60+l8dabk4F8a49nALOmaSZrL4hlSql8oB2WNwDgYs/m01xuLC+EEDerxvxSSr2MJa9GaJpW3Jj51ZhH3jV1oKtG07QPNetkESx9qtdZH2oDnFdKhWFZZ3oUeAHL56CzbiMnrQshGkJNHUffxNKI7R5N0zKgcfOrMY+8a+v2VStN0+KVUseVUruwrCdNxTLJpkAptR/LX31TsbwxQgjRUK7Mrz8BPwLRWLqOAqzQNG3+xR0aOr/kCkshhHBAcpGOEEI4IAlvIYRwQLaapINSygnLzMWOWKbC/BNIAj7DsnCfADynaZrJun1XYI2maSHW277AYS63UFytadqcRvwUhBDCZmwW3sAUIFPTtMeUUn5Y5rrFYpkQvU0ptQAYA6xWSj0GvIhlyOdFkcAyTdNeaOzChRDC1my5bPIt8JdKt8uBvlgulwfLnLd7rB9nAXddsX9fIFIptV0p9a1SKqghixVCCHtis/DWNC1f07Q8pZQXsBLL8FCdpmkXT3/JA1pYt92gaVrBFU9xCPirpml3AWuAuY1UuhBC2JxN/2CplGoP/AJ8oWna14Cp0sPXmue21bovWM7BjGiQIoUQwg7ZLLytY4G2AH/UNG2J9e4Ya+tEuDznrTYfAw9ZPx4KRDVEnUIIYY9s+QfLPwM+wF+UUhfXvl8EPlBKOQMHsSyn1OZPwBKl1Ktd14cAAABJSURBVCyggEZuxyiEELYkV1gKIYQDkot0hBDCAUl4CyGEA5LwFkIIByThLYQQDkjCWwghHJCEtxBCOCAJbyGEcEAS3kII4YD+P6V2cfEiM7cQAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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" ] }, "metadata": {}, @@ -398,7 +398,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -407,15 +407,15 @@ "Text(0,0.5,'temperature (deg C)')" ] }, - "execution_count": 13, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -441,7 +441,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -450,15 +450,15 @@ "Text(0,0.5,'temperature (deg C)')" ] }, - "execution_count": 14, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -484,7 +484,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -493,15 +493,15 @@ "Text(0,0.5,'temperature (deg C)')" ] }, - "execution_count": 15, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -527,7 +527,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -536,15 +536,15 @@ "Text(0,0.5,'temperature (deg C)')" ] }, - "execution_count": 16, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": {}, @@ -578,7 +578,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1307,7 +1307,7 @@ "[14 rows x 5100 columns]" ] }, - "execution_count": 17, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1319,32 +1319,24 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\cliff\\Anaconda3\\lib\\site-packages\\pvlib\\pvsystem.py:2200: RuntimeWarning: invalid value encountered in minimum\n", - " ac_power = np.minimum(Paco, ac_power)\n" - ] - }, { "data": { "text/plain": [ "Text(0.5,0,'dc power')" ] }, - "execution_count": 18, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": {}, @@ -1381,14 +1373,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This example shows use of the Desoto module performance model and the Sandia Array Performance Model (SAPM). Both models reuire a set of parameter values which can be read from SAM databases for modules.\n", + "This example shows use of the Desoto module performance model and the Sandia Array Performance Model (SAPM). Both models require a set of parameter values which can be read from SAM databases for modules.\n", "\n", - "Foe the Desoto model, the database content is returned by supplying the keyword `cecmod` to `pvsystem.retrievesam`." + "Foe the Desoto model, the database content is returned by supplying the keyword `cecmod` to `pvsystem.retrieve_sam`." ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -2087,7 +2079,7 @@ "[21 rows x 19254 columns]" ] }, - "execution_count": 19, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -2099,7 +2091,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -2129,7 +2121,7 @@ "Name: Example_Module, dtype: object" ] }, - "execution_count": 20, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -2148,7 +2140,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -4137,7 +4129,7 @@ "[42 rows x 523 columns]" ] }, - "execution_count": 21, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -4149,7 +4141,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -4200,7 +4192,7 @@ "Name: Canadian_Solar_CS5P_220M___2009_, dtype: object" ] }, - "execution_count": 22, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -4219,7 +4211,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -4261,32 +4253,24 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 22, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\cliff\\Anaconda3\\lib\\site-packages\\pvlib\\pvsystem.py:1479: RuntimeWarning: invalid value encountered in maximum\n", - " spectral_loss = np.maximum(0, np.polyval(am_coeff, airmass_absolute))\n" - ] - }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 24, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -4310,7 +4294,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -4366,14 +4350,14 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -4393,14 +4377,14 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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rgN+/UUiQ1cx9183capXTiaIofP6ybBraetm4v5FF82NYlhNvdFgnrbGxkR/96PtHbS8oWMqdd95jQERCBLY/rD1Ai2uAK86ax4K0GL+/v8Vs4t5rFvC9327hxQ/KWJgeI0WdJuCTnRF33HE3d9xx92m910svve6PkI4gCawISC+vK6Onf4ibz5+P/soLDJSW4Fi2nIQ7v4hyGmPwFYuFhDvuwmS10fnRh5j/+BtuPO8mnn2nlBfeKeb/fFqq3vrTY4/9zOgQhAB81S5feKeYAbeHOy7LJmkC862Ef1ktJr54VR6P/GErz7+tkZsaPW0eLiQkJIwNlRNCHF9xjYu3N1eR5Azl6nPSJq2dyLAgbrkwi9+sPcizbxbxHzfnT1pbwlhSxEkEnNIaFx/vbSDZGUpB4y56dmwnJEsl/o67Tit5HaWYTMTd9llC8wvoKzxAdvEG1JRIdpe2cqCy3Y9nIIQIFDuLW9ld2kr23EjOWTTH6HDEJyRE27l2VTq9A8P846Nyo8MRQviZx+vlj29rKAp87tJsLObJTT1W5MWzaH4MhVUd7CxumdS2hHEkgRUBRdd1fvPqPnTgM1kWOl5/FUt0DIlf/iom68SfzCsmE3Pu/hK2hDm4/v0ONyT71qh68YNSvN4TL/4shJg+PF4vL60rw2xSuP0SVYp6BKgLliYzJ8bOh7vrqGnuMTocIYQfrd/bQH1rLxcvn0dGUsSkt6coCjdfkInZpPD3D0oZGvZMepti6kkCKwLKgcp2Dla0szQ1gqB//QWAhLu+iDkszG9tmIKCmHPPvSgWC/o//8I5GRFUN/Xw0e46v7UhhDDexn2NNLX3sWrRHL8WDBH+ZTGbuOn8THQdXttQYXQ4Qgg/GRzy8OqGCmxWE7dcMnWFfhKi7Zy/JJkW1wBr5ZoyI0kCKwKGruu8tqESgEvdRQy3thJ1yWXYs1S/txWUMpeYq6/F093F+a7dmE0Kf31Hk15YP9i8eSOvvvqK0WGIWW7Y4+W1jyuwmE1cefbkzbkS/rEwPZr0xHB2FLdIL6wQM8S/t9fQ2ePm4jNTprxY5pVnpxISZOHlD0oYdEsv7EwjCawIGIVVHZTWdXLeXCuej9/HEh1DzJVXT1p7URddgi0xCffm9Vyc6KGupUfmS/jBihUr/bJItRATsbO4hbauQVYvTiTK4b+158TkUBSFq85OBeD1jZWGxiKEmLhBt4e3tlQTGmzh0mXzprz9sBArFy5NprPHzToZYTfjSBViETDWjty0rGrcitvjIe4zt2Dy46LHn6RYLMTf/jlqfvIYSyo38pblbN7YXMVS1Slz5SbgjTdep6qqctzFr3/3u1/R2tpIU1Mr3d2dXHvtDXz44fvU1FTx8MM/JCYmhu9979vExMTQ0tLM8uUrueee+ww4CzHdvbutBgW48ExZC3C6WJgew9z4MHZozbS6+okNsCUwHnrom9xww80UFCylsPAAzz33u3GXBvvKV75IRkYWtbWVWCw2Fi0qYOvWTfT09PDEE0+zYcM61q9fR19fLy6XizvuuIs1ay4w4IyEmDwf7a2nd2CYq85OxR5sTLpx0Zkp/HtHDW9uqWZNQRI26+kXAhWBJSASWFVVdwGji0ZWaJomK33PMtVN3RRVuzgnsg/39n2EZOcQmr9k0tsNycwiNL+A3t27uOKsAtY2KhRWdZCbGj3pbU+2V0rXsqt53zH3m00KnlMcMl0Qt5DrMj41obiCg4N54omneP75Z9m06WN++tMn+de/XuO9997hxhs/Q2NjPU888RShoWF8+ct3oWlFqOrUL5Itpq+yuk7K6rvIz4glPspudDjiJCmKwkVnpPC7fxXy/s46bjw/45jHnuj6driTvdad6Pp25ZXX8OabaykoWMobb6zlyiuvPeaxubl5PProD7n99s8THBzMf//3L/nRj37A7t07Aejv7+PJJ3+By9XB3Xd/jnPOWY3FEhC3ZEJM2LDHyztbq7FZTFyw1LiHiGEhVi5fmcbLH5Ty8f5GzitIMiwW4V+GDyFWVTUYQNO0NSM/krzOQu/tqAVd56wm35d77DXXTVkvaOy1nwZFYXHlZhTd64tFTJrc3FwAHI4wUlPTRn4Px+32VYSePz+L8PAIzGYzubkLqK6uNCpUMU29u70GgIvOkN7X6WZZTjzhoTY+2lMfcPPWli8/i8LCA3R1dbJ37y5WrFh5zGOzsnwP3Y51ncvPX4LJZCI6OgaHIxyXyzX5JyDEFNlW2Exb1yCrFiXisNsMjeXqc+djNin8e3sNui51TmaKQHjctxiwq6r6Dr54HtI0bbPBMYkp1NM/xOaDTSwyt2OuKSdq6RJCMjKnrP2gpCTCz1pJ18aPOTu7lY9LTbR1DhATMbUFB/ztuoxPHbc3wel00NLSPYUR+ZzowURVVQUDAwNYrVYOHtzP5ZdfOUWRiZmgvWuA7UUtJDtDyZ4XZXQ44hRZLSbW5Cfy2seVbNzfwHlLxn8IcaLr2+H8da0zmUycd96F/Pznj7Nq1RrMx1mX/ETXOU0rAqC9vY3e3l6iouTfqpg53t1eg6LAxctSjA6FqPBgzsyJY/OBJg5WdZA3A0bYicBIYPuAnwO/BTKBN1VVVTVNGx7v4KgoOxaL70vD6XRMWZCHk3b9a937JQwNe7lwqBiAlM/chGOKzzX01hvZtWkjK7sOsiHEybaSVm6/LGfK2p9Jn63DEYzdbhv3vUNDg8baDQsLZmAgCKfTQURECMHBVqKjQwkKsvGf//kwra2tXHrppaxcudTvMYqZ6/2ddXh1nYvOSJG57NPUeQVJ/GtTFf/eUcuagqSA+hyvuOIqbrzxav76139M6H3a29u4//576enp4Rvf+NZxk2EhppOKhi4qG7vJz4jFGSDz2C9cmsLmA028t71WEtgZIhAS2GKgVNM0HShWVbUNmAPUjHdwR0cfYFzvkbTrX15d542Py0kc7sRWVUKImo0jM+Ok2vTqXgrbi9nbepDSjnLaBzrQgajgCNIjUlkcm0deTDZm00ncGARFEL3sTNq3bCUzrZW3NgVxYUEiFvPkj7KfaZ/tqlUXsWoV4773zTd/fqzdCy/09Z60tHSzePFyFi9eTkNDPRERUTz66H+NveZkYzTqIYAIHINDHtbtriMsxMqKvHijwxGnKSIsaKzHRKt2BVRPenx8AuvWbTnuMU8//eux33/4wx+P/X7//d8AfIXu8vOXjFvoTojp7sNdvoq/5y0JnPmm6YnhpCeGs6e0lWZXP3EBkliL0xcICewXgIXAl1VVTQTCgQZjQxJTpaTGRYtrgM97ygDf0jYnMuwdZkP9Ft6r/oj2gQ4Ags1BxNt91YNb+tvY3LCdzQ3bcdjCuHDuas5NWonNbD3u+yZffy3tW7Zy4WAx/9vrZHdJK2dkx038JGehhx76Jl1dnUdsCwsLG7dipxD+svVgE70Dw3xqZSpWi/RoTWdr8pPYfKCJdXvqAyqBHdXY2MiPfvT9o7YXFCzlzjvvMSAiIYzXNzDElsImYiOCyUsLrJ7O8wqSKK/vYsPeBq47N93ocMQEBUIC+zvgWVVVNwA68IVjDR8WM8+GfQ2EDvcRX1eINSGB0EWLj3t8qauCPxW+SHN/KzazjbMTl7M8YSmp4SljPa1e3UtNdx1bGneypWEH/yj9Fx/WfMytOZ8mJzrrmO/tULMIzsiE0hIi5y1i4/5GSWBP02OP/ey0XjdnTiK//vWz/g1GzBof7a1HAVYvTjQ6FDFBmckRzImxs0Nrprsv0/BCMJ+UkJBwRE/rqZB5/WKm2nSgCfeQl9X5iZgCaOg/wBnZcfzp3WI+3tfANeekYTIFVnzi1BiewGqa5gZuMToOMfUG3MNsL2phlbsSxesh6sKLUUzjD9nVdZ23Kt/jXxXvAnBu0kouT7sQhy3sqGNNiol54SnMC0/hirSLeLfqQ96r+Yind/+WC+aeyzXzL8ekjN9O5JrzaCwtYfVwJWvLw+nqdRMeGlg3TkKIozW09VJW18WC9OhpX4BN+IogrV6cyF/fL2Xj/kYuWTbX6JCEECewfm89ZpPCqkWB9xAxyGpmWU48H+2p52BVOwvSYowOSUyA4cvoiNlrW1Ezg+5hFnWWoAQFEb7irHGP83g9vFD0Imsr3iEqOJIHltzLTeo14yavnxRqtXNNxuV884yvEG938l71R/x23/MMecfv5A9beibmMAdZbRoMD7OlsGlC5yiEmBp7y9oAWJYtc19nipUL52A2KWyV67AQAa+upYfqph4WpscE7IP/VYvmALBhr8xUnO4kgRWG2bivkbS+emy9nTiWLccUfPSkeq/u5fnCF9ncsJ25jmQePOOrzI9MPeW25jqS+Y+l95EVlcGe1gP8fv+f8HiPXmPQZLUSfs4qzAN95PRWsXFf4+mcmhBiihVV+ebDB9q8K3H6wkKspCWGU9XYQ/+gzCwSIpBtOuB70BTIBfTSE8OZE2NnZ3ELPf1DRocjJkASWGGIju5BimtcnD1cBUDEqjXjHvfPsjfY1rSTtPC53F9wz0n1uh6L3Wrny4vuQI3KYG/rAf6ivTLuotYRq9eAorBysJyqpm7qWnpOu00hxNSob+sl3G4lyhFkdCjCj+YnhuPVdepae40OZVZTVdWqqurzqqquV1V1q6qqV6mqmqGq6oaRbf+rqqpp5NgfjByzUVXVZUbHLiafV9fZfLCRkCAz+RmxRodzTIqicM7COQx7dHZozUaHIyZAElhhiB1aMyHD/SS1VWBLSiY4Le2oY7Y37uK96o+It8fxpcV3EGyZ+I2p1WzlnkWfZ64jiU0N21hft+moY2zOOELUbKJd9UQMdbOtSC5y4tSpqrpLVdUPR37+oKrqClVVt6iq+rGqqj8wOr6ZZGjYQ2vnAAnRdqNDEX4WP/KZNrX3GRzJrHcb0KZp2irgMuBp4AnguyPbFOBqVVWXAKuB5cDNwC8MildMoeJqF+1dgyxV47BZA7sC/Jk5vuKcWwvl3m46kwRWGGJrUTMLuitQvB4iVq0+aqH6pt5m/qy9TJDZxj2LPkeYNdRvbQeZbdy98LOEWUN5seQ1qrtrjzom/KyVACzqrZAE9hRt3ryRV199xegwDKWqajCApmlrRn7uAJ7BV7DuHGD5yI2e8IP2rkF0HZxRsrbfTDO6XmOLq9/gSGa9F4HvHfbnYWApsG7kz28CF+K7vr2jaZquaVo1YFFV1TmlkYopt+mAb7rVWXkJBkdyYrERIcxPCqeouoPOnkGjwxGnSRJYMeXauwYore2kwF0NZjPhy1ccsd/r9fJc4d8Y9Li5Rb2eeLv/v/uig6P4fN5n8Ope/njwb0cVdXIsPQPFZiO/r5KG1l4ZRnwKVqxYydVXX2d0GEZbDNhVVX1HVdX3VVU9FwjSNK1M0zQdeBu4wNgQZ46eAd9cJkdIYBYOEacvfGT5HJmvZixN03o0TetWVdUBvAR8F1BGrmcA3UAEEA4cvgj46HYxQw17vOwsbiHKEYQ6N9LocE7Kspx4dB22ay1GhyJOk+HL6IjZZ7vWQpS7i6juZkIXLsLscByx/63SD6nqquGM+HzOSCiYtDhyorNYlXQW6+s28WbFv7kz/oaxfabgEMIKlqBv2UziYCvbippJcp7+/FsjtLz4V7q3bzvm/iqzCY/He0rv6TjjTJw33HzcY95443Wqqiq5996vHrXvF7/4H8LD7dx665088MB93HTTraxcec4pxTBN9AE/B34LZOLrnXAdtr8bOO5K6lFRdiwW31Asp9NxvEMnzXRpt7rNN7zUGRM6oZidTgfDnmGGvcPo+EZrmI6xtJc/GfH3PFlt6rrOsHcYt2eIIEsQFtORwwlPtV1zkBUAt0ef8GdrBKPanQyqqqYA/wB+qWnan1VV/elhux34rnFdI79/cvsxybVuere7U2umd2CY885IIT4ufMraPRWfbPfSs9P563sl7Cxp5eZLc6akzakyW9qVBFZMuW2FTeT1VADgWHZk72vHgIu/7HsNuyWET2deNemxXDP/cg60FfFe9Touz1uNhUNDEMPPWkn3ls0s6ilnu5bKNauOm2+Ik3DPPfdx//33UFlZTU5O3kxNXgGKgdKR3oliVVU7gcPL457wpq6jYyQpczpoaenkRwOBAAAgAElEQVSerDiPaTq1W9/Y5fvF6z3l1zb2NrOjaTdVfdVUd9TTPXRotIWCQqjVTrjNQZzdSYLdSZzdSbIjkQR7HGbTxOd6GfH3PNE2dV2n091FbXc9tT31NPa20D7QTttAB13ubrz6oQdjQWYb8fY4UsNTWJO5DKcy55jrcI9neOQhW5ur/7Rjnk7/lk/2faeaqqrxwDvAVzRNe29k8y5VVddomvYhvnmxHwClwE9VVf05kAyYNE1rPd57y7Vuerf73hZfMc68uZHHfd9AO181JZLCyna0shaiw/27dnignet0bfd41zpJYMWU6ugepKyuk8sGqlBsNsIKjuxhfbXsTQaHB7k1+4YJVRw+WcGWIK7NuILf7X+B53a/xJ3Zt4/ts+fkYQ4PJ7e3irdbuqlr7SUp1n9zcSeb84abj9tbasSFzmKx8LnPfY4HH3yQl19eO6VtT7EvAAuBL6uqmgjYgV5VVecD5cAlwA8NjG9G6R3wTQEIDT75r7Sm3mZeLl3LgbYiwJesxgRHkRCajs1sQwH6hwfpGeqhbaCd+t4jl9SymqwkhyUyNzyJuY5k5jqSSQiNO6XkbDrQdR3XYCeVXTVUd9dS011HbfeRiT74/v4igyKY50ghyGzDarYw6Bmix91DfU8D1d21fFS3iQR7HFfPv4xFzryTat9iNmE2KQwOHb3smZhSDwFRwPdUVR2dC3s/8P9UVbUBhcBLmqZ5VFVdD2zCN03tPkOiFVPC69XZVdJCuN1KZvL0GD48allOPEXVLrYXNXPxsrlGhyNOkSSwYkrtKW0lfrCdsD4XoWcsO2Lt15ruOrY17SI1MpkVc5ZOWUwFzoVkRqazs34fZzk1cmNUABSzmbClZ+D54H3m9jexU2smKfboasni5HV1dfHMM8/w1a8+wE9+8ig//emTRoc0WX4HPKuq6gZAx5fQeoE/AWZ8RU62GBjfjDLg9iWwwbaT+0rb0rCDP2svM+wdJiMyjVVJZ7Eqawn9neMPqR/tcWzua6Gxt5ma7nqqu2up6q6hoqtq7DibyUqKI4m54cljSW2cPXZaJbW9Q31UddX4frprqOyqodt9ZLIaHRzF4og8khyJpIQlkhiWQFRQ5DF7pIe9w5R3VrG7Yw/rq7byq33PsXLOMm5Sr8FiOvFnFmQ1SwJrME3T7seXsH7S6nGOfQR4ZJJDEgGguMZFd98Qq/MTMZmUE78ggBRkxvL82xq7SlolgZ2GJIEVU2p3aSu5I8OHP1m86Z+lbwBw6+Jrp/SGT1EUrs+8ise3/Tdry98hJzprrCqyY+mZdH7wPtm9VewuVbnybElgJ+Lxx/+Tu+66i5Urz6eoqJAXX/wrN5xgTu10pGmaG1/F4U9aMc42MUEej6+OjMV84huo92vW83LJ64RYgvl87mfIdy5AURTCbKH0M/6IBEXx9S5GBkWQFZUxtn3IM0RdbwPVXbVUddVS3V1LeWcVZZ2VY8cEm4N8Sa0jmbnhyaQ4kogNjvbL8OOJ0HWd9gEX9b0N1Pc0UtfTQFV3La39bUccFxUUSb5zAfPCU5jr8MUfaj215YosJgtZUfM5OyufVfFn89yBv7CxYSvdQ93cueB2rCdIYoNsZgbdksAKEWh2jBRBWjoNC01HhAWRnhhOca2Lnv4hwkKsRockToEksGLKDLiHOVjRzpf6azAFB2NfsHBsX0lHGUUdJWRHZbI4IXfKh7amOBJZkbyEzbU7OdBWxIJY36T+kCwVs8NBTl8N79S76OwZJCJs4uvRzmSXX37lMfc99tjPxoYuP/zwI1MXlJjRhr2+BNZ8gh6Anc17ebnkdSJsDu5f8qUJVzi3mq2khs8lNfzQ03u3x01tT/1YQlvdVUupq4ISV/nYMRbFjNMeS4I9jjRnMg4iiA2JJjIogghbuN+SW13X6R/up6W/jdb+dlr722jtb6NtbzvVrjr6hweOOD7UYicnOovU8JSRhDWFiCD/zrecExrP15fex6/2Psu+1kJeLH6VW7KvP+5rbBYTA5LAChFQvLrOjuJmQoMtZM+NMjqc05KfGUtZfRd7Sls5e+Eco8MRp0ASWDFlDlR0EN3fRthgN6HLlmOyHnra9XbVBwB8Kv1io8Lj03mXs6V2F2sr3iEvJhtFUVBMJsKWLMWz7kNS+pvZU9bGuYsTDYtxunjooW/S1dV5xLawsDAef/wJgyISM5nH6xv6azYfe+RGx4CLPxe9jM1k5b78uyZleS4Am9lGekQq6RGpY9sGhgeo7WmguquGmp56mnpbaOprpqG3iV0t+454vYJCRFA4kUER2K0hhJiDCbGGYLeEYDVZMCkmTJjGRokMeYdwe4Zwe4dwe9z0DvXR7e6my91Nl7uHIe/Ry88oikJ8iJOc6CySwuaQGJpAYtgcYoKjjlqTezLYzFbuWfR5/mvHL/i4fgtZkenHrThvNpvwfGKpMyGEsSobunH1uFm5IAHLca69gWxJlpOX15Wzu0QS2OlGElgxZXaXtpDVUw1AWMGhOa7VXbUUtheTFTmftIh5RoXH3MgklsQtYkfzniN6YcOWnknnug9Re6vYU9oqCexJeOyxnxkdgphFRocQH68H9m/F/6R/uJ9b1OtJCpvaG5VgSzAZkWlkRB6agjA6r3bA2oNWX0X7QAeuwU46BjpxDbqo6a7Do59er6NJMRFuc5AQGkeEzUFMSAzOkBhiQ6JxhsSgpsyjs33gxG80iWxmK3ctuJ1Htz7BSyWvkxuTjd0aMu6xJkXB49XH3SeEMMbeMl9x6fyMWIMjOX1zYkKJj7azr6IN95AHm9XYqR3i5EkCK6aE16uzp7SNm/trwWIhdOGh4cOjva8Xp55nVHhjLpp3Hjua9/B+zfqxBNauZmMKCyOnr4ZfVbTKRU6IAHNoDuz4vQClrgr2tR4kIzKNlYnLpjK0YxqdV+t0JpNgSjpqv67ruL1D9A/30z88QN9QP0PeIXRdx4sXXdfR0bGarNjMNl/lX5OFUGsodkvIcXtSbWYrYGwCC+C0x3BZ6gW8Vv4Wb1W9x3UZnxr3OLNZGetlF0IEhj1lbZhNCrmp0Sc+OIAVZMby1pZqDlZ1TOtkfLaRBFZMibL6Tsxd7cQOtBO6cNFY9eHmvhb2tOxnriOZ7KhMg6P0zYXNispA6yiltrueZEeirxpx/hK8Gz4ipqeFwqoOFstFToiAMTaE+Bg9sK+XvwXANfOvmJIhsv6gKApBI4lpZFCE0eFMmvPnnstHdZtYX7eZi+edR5j16KXKLCYFr/TAChEwXD2DVDV2kzMvCvspLF8WiEYT2N0lLZLATiPTc9C6mHb2lLaR1VMDHDl8+KO6TejoXDj33IC5sbwgZRXgq1Y6KmxxPgAZvbXsKT3umuxCiCk2VsRpnCrENd11lLoqyInOIi1ClkoINFaThQvmnovb42ZdzcfjHmMyKWO97EII4+0r81UrXzQ/xuBIJm5+YgRhIVb2lbej63KdmS4kgRVTYn95G2pfNSgKofm+Yh2DHjebG7YTbnOw2LnA4AgPyY1RSbDHsb1pN52DvmrI9tw8FIuFrP5a9pa3yUVOiAByvDmwH9b6kqLzUs6Z0pjEyTs7cTnB5iA2NmzDqx89VNhsUtBBemGFCBB7Z1ACazIpLEiLpqN7kLqWXqPDESdJElgx6Tp73bTWt5DU30xIRiaW8HAAtjfuon94gLMTl5/UYvZTxaSYWJ28Eo/uYXPDNt+2oCBCsnOJHehguK2NhrY+g6MMXJs3b+TVV18xOgwxixwaQnzkV9qgx83Opj3EBkeTE51lRGjiJASZbSyNz8c12Elhe8lR+0cfTEghJyGMN+zxsr+ynbjIEBKiT21N6EC1IN03j3dfRdsJjhSBQhJYMekOVLSR3lePAoSODMXVdZ11dRsxKSbOSVpubIDjODOhAJvJysf1W8d6BEaHEc/vq+VARbuR4QW0FStWcvXV1xkdhphFDhVxOrIHdn9rIW7vEGckFGBS5OsukK1MPBOALQ3bj9o3ujySFHISwnhajYtBt4dF82MCZurXROWl+XqS95fLvd10ETjdXmLG2l/RTnpfHQChCxcDUNFVRV1PAwXOhQFZoCTEEsLS+Hw2NWxDay8lJyaL0EWL4U++ebD7K9q56MwUo8M8ro3vl1Fe1HzM/SazCa/n1G4I07PjWHn+/OMe88Ybr1NVVcm99371qH2/+MX/EB5u59Zb7+SBB+7jpptuZdeuHVgsFu6++96xbStXynBPcfJGe+Y+2QO7o3kPAEvjFk95TOLUzHOkEBsczYG2Ioa8w1gPG5VjGrlJliHEQhhvbP5rxvQfPjwqItTGvHgHxTUuBtzDBNskPQp08khaTCqvrnOwvJX0/gYs0dHYEn1rqG6q9w3NPSdphZHhHdfZib6e4Q31WwCwxsQQlJJCan8j5ZXNDA1Lb8Cpuuee+9i8eTOPPvoDcnLyWLnyHO655z527Nh2xDYhTsWhBPZQb8Cgx82BtiLmhMaTGJZgVGjiJCmKwmLnAgY8gxR3lH1in++/kr4KYbwDle1YLSbUlEijQ/GrhfOj8Xh1Cqs6jA5FnAR5xCAmVU1TD472BoI9g4QuOAtFUXB73Oxs3ktUUCRZUcfvzTNSangKSWFz2Nt6gC53N+E2B6GL8hmsqSGxq46SWldAr3+28vz5x+0tdTodtLR0T2FEYLFY+NznPseDDz7Iyy+vHdt2442f4Uc/+sHYNiFOy2Gj2Uo6yhj2DrMwNte4eMQpWeTM472aj9jTsp+8GPWo/VI7TwhjuXp8hY7y0qKxWsxGh+NXC9JiWLuxiv3l7RRkOo0OR5yA9MCKSbW/ou2w4cOLANjdsp8BzyDLE5YE9Lw0RVFYOWcZXt3L9qbdwKE5vDIP9vR0dXXxzDPP8NWvPsBPfvLo2Lbnn//DEduEmKiD7cUA5ErxpmkjPWIeoVY7B9u0Iyq9z5R5dkJMd4WVvt7J3NQogyPxv/lJ4YQEWdgnK01MC4GbPYgZ4UBFO/P76sBsxp6TA8CWhh0ALJuz9HgvDQhL4xdjUkxsa9wJQHBqGqbQUNL7GthfLtXqTtXjj/8nd911F9dffxMRERG8+OJfefzx/+SWWz57xDYhToU+zuDSwjaNILONtIh5BkQkTodJMZEVOZ+OQRct/Yeur2NDiOWmUghDHaz0PbjPC+DRZ6fLbDKRmxpFa+cAzR39RocjTkCGEItJM+Aepr6ykYTBdkKyczAFh9Ax4ELrKCUtfB7x9sAfouGwhZEbncX+tiIae5tICI3HnpOHd/tWeuvq6ewZJCIsyOgwA8rll195zH2PPfazsaHLDz/8CAA33HDz2P7RbUKcjtF+utb+dpr7W1kUmxdQS3SJE8uKymBXyz6KO0qJs8cChz5XyV+FMI6u6xys6iAsxEpyXJjR4UyK3HlR7NBaKKzqIH6GLBE0U8k3u5g0WrWLuT1HDh/e2rgTHZ0V06D3ddSZCUvY31bE1sZdXDX/UkLz8ujZvpW0vnoOVLazcsEco0MMOA899E26ujqP2BYWFsbjjz9hUERiNilxlQOgRmUYHIk4VWq07zPTOkoPFfkb6YKV/FUI4zS09dHRPciynLixyuAzTc5Iz3JhVQdrCpIMjkYcT8AksKqqxgE7gIs0TSsyOh4xcYVVHUfNf93etBuLYmbJNFrWYlFsLsHmILY17eJT6Rdjz10AQFpfPUVVLklgx/HYYz8zOgQxi5W7KgCYH5lqbCDilMWFxBIZFEFxRxm6rqMoyqHaXNIFK4RhRocPB3LxyomKjwohyhFEUXUHXl2fsYn6TBAQc2BVVbUCvwJk0PkMUlTVTlpfA+aoaGxzEmnobaK+t5HcmGzs1hCjwztpNrONfOdC2gc6KHNVYo2JwZowh3n9TRRXthodnhDiE3lNWWcVweYgEkNl+ZzpRlEUMiPT6RnqpbmvZWSbb5+kr0IY5+AMLuA0SlEUsudG0d03RH1Lr9HhiOMIiAQW+DnwDFBvdCDCP3r6h3BXVxPiHSQ0Nw9FUdjZvBeAJXGLDI7u1J2R4Ks+PHoOoQsWYNWHCW6qocUlz12ECASKAj3uXpr6mkmLmIfZNLOWeZgt0kcKb5V3Vh2xXTpghTDGsMdLUXUH8VEhxEZMnw6I05Ezz5egy3qwgc3wIcSqqn4eaNE07W1VVb9zouOjouxYRtaecjodkxzd+KTdEyvd18Dc/gYA4pctwel0sHf7fqwmC+dlLyPEGuz3Nv3hWO1Gx+Tz3MFQ9rbt58uxt2I+60xc/36XtL566tr7yc2Mm5R2J9tsa1fMfOWdlcChJEhMP2kRqYAvgT0r8UxZRkcIg1U2djPg9rAib+YOHx51eAJ70ZkpBkcjjsXwBBb4AqCrqnohkA/8UVXVqzRNaxzv4I6OPoCxSqZTTdo9OVv31ZPa7/sIPUlp7KkoobargcXOBfS4huhhyO9tTtSJ2l0Yk8fGhq1sKd1PesI8MJtJ669n24EG8tNP/6IeqOc73dqVpHj2OrxjrmwkgZ0fkWZILGLiEkPjCTLbKO/y9cAeqkIsXbBCGEGr9vVGjiZ3M1lMRDBxUSFoNR14vF7MpkAZrCoOZ/inomnauZqmrdY0bQ2wG/jssZJXMX0UV7aS0t+MNTEJS2Qku6bx8OFRBXELAdjdvA9TUBAhGZkkDLZTWdYgN1ZCBASF8s5KTIqJ1Ii5RgcjTpPZZCY1fC6NvU30DfUdymCFEIbQalwAZKVEGhzJ1MiZF0X/oIeqxh6jQxHHYHgCK2aerj43em0lVn2Y0JxcdF1nZ/NerCYLC2JyjA7vtKlRGdgtIexq2YdX9xKa56tGHNFSJYteCxEAhrxDVHfVkhyWSJDZZnQ4YgJGh4BXdFXLOrBCGMjj9VJa20lCtJ2I0NlxXT00jLjd4EjEsQRUAqtp2hpZQmf6K652kdrn60S35+TS0NtEY18zeTE5BFuCDI7u9JlNZhbF5uEa7KSqq4YQNRuAef1NFFbLZH8hDDOS2dT3NDKse0gNl97X6e7webDK2DqwksEKMdWqm3oYcHtmTe8rQPZcXwJbVO0yOBJxLIEwB1bMMIXVHczrbwDFREiWyvqmTQAUOBcYHNnEFcQtZHPjdnY17+PatEvBFsTc/kb2VHWwJl8WvRaHHL62NTAMPItvuuZ+4D5N07zGRTcz1fTUAjAvPNngSMREpY08hKjorCIUXyEV6YEVYuoVjwwfVufOngQ2PNRGQrSd0rpOmQcboOQTEX5XVtZE4kArQalpmO129rUexKSYyI3JNjq0CVOjMwk2B7OrZR+YzdizsogZ6qK6rE7mwYox46xt/QTwXU3TVuGb0Xe1UbHNZNXdvgR2rkMS2OnObg3BGRJDTXcduuK7tsoVVoipp430QqqzqAcWICslgkG3h9pmWQ82EEkCK/yqs9eNtb4SEzqhubm+4bbdNWRGpmO3Tv+1w6wmC3kxKu0DHdT3NmLP9s3pjW6roaGtz+DoRAD55NrWS4F1I7+/CVxoRFAzXU1PLTaTlYTQiS1rJQJDsiOJvuF+hpSRa6s8JBRiSnl1nZJaF7ERwUSHH3/5w5kmM9mXsI/2QIvAIgms8KuSGhepfb71X+05uexrLQRgYWyukWH51ei57GstHEtg5/Y3UlrXaWRYIkAcvrb1YZsVTdNG7767gYgpD2wG0wEUD429zSQ7kjAp8tU2E6SEJQLQb2oDpAdWiKlW39JL78DwrOt9BcgcOefiWklgA5HMgRV+VVLbydz+RrBYCZ4/n30HXwBg0QxKYPNiVEyKiX2tB7lkyRoIDmFefxP7alycuzjR6PCE8Y5a2xo4vEvQAZzwGzEqyo7FYgaMW+N2urRrs1pQgvvQ0UmPTTntuKfL+U7XNk+13QXDGbxWDm6bC4gjOioUpzNs0tv1J1mfWkxnY8vnzKL5r6OcEcFEhtkoqXGh6/pYMTkRGCSBFX5VWdnEEncHwVkqbkVH6yglKWwOMSHRRofmN3arnfkRqZS6Kuge7sWuqrBnN/XltcDMSdTF6dE07dzR31VV/RD4EvAzVVXXaJr2IXAZ8MGJ3qejwzds0ul00NLSPSmxHs90atc9NIwS7Jun5FDCTyvu6XS+07HN02k3zOO7ae7xtAFxtLf3Yj2Nftjpcr6n8r5CTIXRBHY29sAqikJWSiRbC5tp7ugnPtpudEjiMDLOSvjNgHsYvboCBbCr2RS1FzPsHZ5Rw4dHLYzNRUdnf2sRoapvGHFYYxUd3YMGRyYC1DeAH6qqugmwAS8ZHM+MoutgCvYl/HEhsQZHI/wl3ObAZrIyqEx98inEbKfrOsU1LiLDbDgjp38Nk9Mh82ADl/TACr8pr+8ieXT91yyVva37gJk1fHjUwtgcXildy/7WgyzJXgMcmgd7ZrYUkBE+mqatOeyPq42KYzZQgkYSWLsksDOFoihEh0TT0uNbZ1vmwAoxdZpd/XT1ulmWEzdrh89mJvvKVRTXulglU8QCiiSwwm9KajtJ6W9CN5mwpaWxf9vfibCFk+KYeeujxtmdxNudFLYXY8q5GYLtzO1vorjGJQmsEAZQrL7RDxFB4QZHIvwpNjiKxt4mMA0bHYoAVFVdDvxE07Q1qqouAV4HSkZ2/6+maX9TVfUHwBX41r/+mqZpWw0KV0xA2UhhyvmJs7fmYLIzjJAgCyU1UqQz0MgQYuE35ZXNJAy2YZubSs1gC71DfeTFZM/YiqALYnNwe4co7izHrqpEDvdQV1ZjdFhCzEqK1Y1ZMRNsnl1LPcx0DptvvufoAwphHFVVHwR+C4z+T7YEeELTtDUjP38bSWpXA8uBm4FfGBOtmKiyui4AMpJnbwJrMilkJkfQ7OrH1SPXoEAyMzMLMeU8Xi8D5eWY0QnLzuZguwb4KvbOVAtjfEOjD7QVEar6ztNUU0H/oPQUCDHlLG7CrKGzdqjbTBVmDfX9YhlCl3VgjVYGXHfYn5cCV6iq+pGqqr9TVdUBnAO8o2marmlaNWBRVdVpRLBiYkrrOrFaTKTEnV7l75lidBhxaa30wgYSvw8hVlU1EkgHvECFpmnyic8CNc09JHT71n8NycqisG0DJsWEGp1hcGSTJz1iHsHmYA62F3NVxg0AJPc3U1bfyYK0GIOjE/6gqupq4CogE981rRR4VdO09YYGJo6iWN2EWWdfpcyZLtTqq/ypWN0GRyI0TXtZVdXUwzZtBX6radoOVVUfBn6Ab4mwtsOOGV33umXKAhUT1j84TG1LDxlJEVjMs7uvKyPJl8CW1XdyhkwRCxh+S2BVVb0M+Ba+dURq8c19SFZVtRD4uaZpb/qrLRF4SmpG5r+i4J2XROWOGtIjUgmxzNzKdWaTGTU6gz0t++lyhqJbrCQPNFNcIwnsdKeqaj7w30AzsB5Yh++algr8H1VVH8U3t2unYUGKMToeFLOH0NHeOjFjjPbAKhZJYAPQPzRNGy3P+g/gKeBVfGtdjzrhutey5nXgtbunpAVdh0WZTr/GGKjnezyO8BBMyi6qm3tP6X2m47lOp3b9ksCqqvos0Ajcp2nagU/sWwB8QVXV2zRNu9Uf7YnAU1rVyurBFiyJSZQM1KGjkzuDhw+PyonOYk/Lfoo6y5iXno6zWGNbRSOcm250aGJibgOu1zStbZx9v1RVNQ74DiAJbADwMARAsCXI4EiEvwVbRqZbmmVqhr+oqpoGfIojR5a8rmla1Sm+1duqqn51pEjTBcAO4GPgp6qq/hxIBkyaprUe701kzevAa3fHAd+IujlRIX6LMZDP90SSnWGU1rpoaOw8qR7p6XyugdTu8ZJif/XAPqxpWt14OzRN2w98XVXVZD+1JQKMrut0lZRh0b04crLZ2FYMQG5M1qS16R4cpqG2k4baTlobu+lyDdDf53tCHxxixRERjDPBQUJyBIkpkQQFT07B7dxo3zkWtmvkZam4izXcFeUMe1bM+mE309yzx0heAdA0rRl4YArjEcehKx4AbGabwZEIfxv9TBWTx+BIpj9VVefgG1kyD1+iWcqhkSV/V1W1EviGpmm1J/mW9wJPq6rqxteJ8UVN07pUVV0PbMJXZ+U+f56DmBpl9b4CTvOTZm8Bp8OlJ0VQ3dxDbUsPqQlS6T4Q+OWufrzkVVXVIOAm4Euapq08hQuimGZaXP1Ed/j+CQRnqhxsfwuHNYzkMP+umaXrOtVl7RTta6CqrB3PsHdsX7DdSlh4MArQ3zdEXZWLuioXbKnBZFaYmxaNujCB1MxYTCb/FXmJCYkmzh5LcUcZtvm+ebDxvY1ykZv+XlVVtRX4PfAXTdO6jA5IHJuu+HrnrCZZGW6mCRp9KCEJrD88DjyiaVrheDtVVV0M/Bi4/VhvoGlaJbBi5PedwMpxjnkEeGTC0QpDeHWdsrpOnJHBRITKQ0GA+YnhfLirjrK6Lrm3CxCTUcQpG7gH+CzQDvyPv9sQgaWsvovkgSYAOhPD6SrqZlnCEr8tn6PrOuVaK9s/rqS9pReAyBg7aVmxJKZEEp8YflQP65B7mKb6bhpqXFQUt1JZ2kZlaRsRUSEsPXseWXnxfqtWmhOtsq72YxpjreiKQkp/s1zkpjlN0+arqnoOvhu576uq+h7wO03T1hkcmhiH9MDOXDazFQDF7EGKEE/Y90YqA49L07Q9HCd5FbNDU3sfvQPDLJwvtTxGpSf67ufK6zu5YKkMKA0E/poDawU+DXwJWAysBdxAlqZp8pUzw5XXdbJwoAWiYykcqgcgN9o/81+7XP189HYxNRUdKApk5cWz6MxkYuPDjpuAWm0WklOjSE6N4sxVabS39LJ3ey3a/kbeX1vEwd0NrLksi6iYiRd9yY3OYl3txxT2VZE3J5k5DXVsrGkDuchNa5qmbQA2qKpqw1eJ+Ouqqv4S+JOmaY8ZG5043FgCa7IaHInwtyCT9MD60SZVVXuAd4B3gfc1TesxOCYRYErrfIuHzE+U4cOj4qPt2IMsY0OrhdPitNUAACAASURBVPH8NUmvDrgR39yKBE3TbgP6JXmdHVpLKwn2DhGWlcXBNg0FhezozAm/b0VxCy/+YTs1FR2kpEVx893LuODKHJwJjlPuPY12hrLmMpVbvrictKxYGms7eenZHRTvb5xwnJlR87EoZgrbNBzZKhbdS1dp+YTfVwQGTdPcmqa9BPwE2AJ83eCQxCd4R4YQSwI789hkCLHfaJqWBFyOr9jSNcC2kTVcv6eq6gpjoxOBoqzOl6RlyPzXMSZFIT0xnOaO/v/P3p3HSXrVhf7/PLX23l2979ss35lMJsmEhCRkIQQFIiDCFVCRq3j5of4QN7woygXxXn/Xy4+LVxEFUUEQEQwgAoYAIQkEsmeSzGQyp2d637t637equn88VTM9me7p7al6avm+X69+dXd1VZ1vbaef73PO+R7mFrUiejpwagrx54E3Y+/1VS0i9zh0vyrNra1HsAZ7AAi0t9E1832aiuspDux94+tYLMbTj/Ty2EPd+HweXvFTghyvdWTKb3FpHq9509V0nh3jwXsN93/zLJPjC9z08r1XDQ56A7SXtdExdR7aTgBQGO5nbnGV4gKd0pjJROQY8DbsE3RdwGewC5eoNJIYgfV7NYHNNr74umbLE0XPiO+fMaYT6AQ+KyJlwBuA9wIfALSMt6JraJaAz0NjtW5LtlF7fQmnuyfpGprl2oOVboeT85wq4vReEXkf8FrgHcDHAETkZ7H3CdNTp1mqd3SeukV7f/JwdT6RsQgS2vvoaywW47vfOMNjD3VTVBLkp372OBXVe0+Gt3LgSDWVNUV868unOPloP0uLa/zs22/Y8/1dVX6Yjqnz9FVYlAJNS2PayWUwEfl97MS1EPgscNeV1o4pd0WJJ7A6Apt1vIlaCpamr/slIj7gNuA1wKuBfOB7wAeB77sYmkoTK2sRhsYXaG8owevRnRQ2SlRk7tRju7TgWBGneJL678C/i0gVdiGA/4ZdxKnBqXZUeukanKFhOUwsEMQE7L3KJXRwz/f32ENdnHy0n1BFAa976zUUleQ5FeplSkMFvPHtJ/jWl09x9rkR7v3qKW68o3VPI71SfhA6wURGubGsgobZMToHZ7STy1xXA79ljHnA7UDU9rSIU/byWF77B01gnTAF/Bi4B3hjvKKwUhf0jc4RjcVo0yKUl2mrs5+T7qEZlyNR4NAaWBG5JMswxoSNMR8zxlyLXfzksuuo7NDbM0rl2gz+llbMTBdey0t7Weue7uvZx/s5+Wg/FVWFvOFt1yU1eU3ILwjw+p+7hsrqIp56pJfHf9C9p/tpLKqnwJdPx9R5Cg4dIj+6ytj5HmeDVan0OPCDrf4oIl4ReU8K41FXZG+p5fN4XY5DOc2beE2tKFqGeN8+BVQDvwK8Q0RuFREdZlMX9AzPAdBaV+xyJOmnKN9PbXkBXcOzRLUvcp1TI7BfEJFvA/9ijJl70d86ROTdwE8Ab3SoPZUmFjs7Acg/2E7/3NMcKGu9uG/fLvScG+fH3++ksCjA2951M2uR1M06D+b5ee1br+EbX3yWpx/pI1RZyOFjNbu6D4/l4VDoAM+GT2O1HoMnYL23m2g05ui+sypleoAfiMhD2InsALAGtAJ3Aa8A/tSt4NSlYvHROQ/6Wcs2OoXYOcaY3wMQkTrsKcS/AfyjiJwC7jPGfNLN+JT7ukfsAk6J0UZ1qba6Yh55fpGxqSVqywvcDienOXXm7c1AALui3aMico+IfFFEHgWeBqz4dVQWmZ5foWRyEIDxmnxixDi8h+nD05OL3P/NF/D6PPzUm49T5kKnUFAY4Of+y0sJBL08eK8hPPLi8zDbOxw6AMBghT1iUDk/xvDEgqNxqtQwxnwDO0k9h72v9b9gT7v7VcAAtxtjvu5ehGqjWLy8j+XQ3tMqfXgsD8QsewRWOcIYMwz8M/BXwN8Ch7DXwaoc1z08R37QS3Uo3+1Q0lJrfGp1z7Bup+M2p4o4RYFPAJ8QkWuxO8MYcD6+MbbKQl1DszQs2wWcOkpWYHz361/X1iLc97XnWV2JcNdrj1BZ4960lcrqIl75+qPce89p7vva87zlV24gENz5RyTx2M8GprnZ66NhOUzn0CwNVc4XoVLJZ4xZxa46/Bm3Y1HbiY/AagKblSw8WDoCu28i8tPArdiFnNqBR7GLN73VGPO8m7Ep9y0urzM6ucjRlhAeB3Z9yEYttfYxas/IHDcfq3U5mtzmWBGnhHjCuuOkVUS8wKcBASLAO+Jl3lWa6xqYRpbHiVXWcGapj4DHT2tJ067u47EHu5gML3DViXrkuPudQevBSq6/pZmnH+nj4e+d567XHtnxbWsLqikOFGFmu3hZQzNVfd083hfmjmvrkxixUioxOqcJbHby4CFi6TY6DvgN7IT1t4Gn4oMPSgHQG58+rOtft9ZcU4Rl2Qmsclc6/Ld/PYAx5lbsKSwfczcctVPj57oIxtYJtLcysjDKgbK2C3v27cRg7xSnnhqkrDyfW+86kMRId+eG21qpqi3CnBqh82x4x7ezLIvDZQeYWZ3D196Ahxgz57qSGKlSCuzttwAdNchSFh5dA+uMjxtj/swY88RWyWt8lFbloO54UqYViLeWF/BRX1FIb7xas3KP4yOwu2WM+TcR+Wb81xZg1M141M5EozFi/T0AzNbbU2R3M314dWWdB751FsuCu153FJ8/faqHer0eXvn6o9zzmaf4wX2G+uZS8gt2VphKQgd5auxZxqryCAHB0X6WVtbJ38VUZKXULlk6hTib2QmsDhY6oFVEvoO9nn+z4nRvBb7mWnTKVYl1nToCe2UttcUMji8wOrlIXUWh2+HkLEf/24vIxze57B+3u50xZj1+vY9jd6wqzQ2OL1CzYJ9rOF+2BuwugX3ihz3Mza5w4uZmaurT72xfqKKQG29vY3lpnUcf3PkoaqKIlSleBKB+OUzfqE41yVQi0iIi3xWRcyJSJyLfF5FWt+NSL6YJbDa7MAKrAx77Yoz5OPCLQAPwRWAEGIv/XIu9FvYv3ItQual7eI7iAj8VKdjCMJO1JtbBDuuxnZscGRYSkb/DLghwg4gc2/AnP1C6k/swxvySiPw+8JiIXGWM2bR8ayhUgM9nj9ZVVblzlkjbhac7J6lfDhML5vG8L0xhLJ8TbYLHs/0B5OjQLKeeHqS8spDXvOHqTUdf0+GxvvLuI3SZMGefG+Gm29tpaa/Y9vaVsSIqnyvnzPoQNxWXUr84Tnh2hdu2eTzp8Hhzod09+BTw/wN/hn2w90Xgc8AdbgalLhWL7wPrSYtVMcppdgKbuq3VspkxZgz4UPxLKQBmF1eZmF3meHsFli7FuKJEJeLukVluudr92i25yql5jf8DewrKXwAf3nD5OvDClW4oIm8HGo0x/xNYxN6Rfsv/VFNT9shWVVUx4XDqz35ou7YXzvRx49oc0fYDjC5OcLzyKiZ2sGVMLBbj6196hlg0xi13tTM1vbjjNpNts3Zf9soDfO3zJ/n3Lz3Dm99xA17v9gfIB0vaeXTkSaKNdRS9cJZnT3URvkInl06PN5PbTVJSXGmM+Y6I/C9jTAz4dHxfa5VGLuwDqwdeWcnC0irESiVRYjSxTacPb6spXsipVws5ucqR09XGmB5jzIPGmGuBk0AX0A30A9vtIfJV4ISI/AC4D/htY8yyE3Gp5Fk4bxeKXmkMAXCwrG1Htzv3/CgjAzO0Ha6keQcjmm6rbSjlquvqmBpf5IVnhnd0m4OhdgDmG+yzdKs9Wsgpgy2JSCPxyYsichuw4m5I6nK6D2w2s7C4uNuvUsppF9e/pt+SrnQT9HtpqIwXcopqr+QWRyvLiMj7gfcDExsujmFPL95UfKrwW5yMQyXXeiSKd3QAgKFy+4DxQOn2Cez6WoRHH+rG6/Nw6yt3t1+sm268vY1zZ8Z44uEeDh2rIZh35Y/Nwfhz0R2KcB1QOD7IwvIahXn+FESrHPa7wDeBAyLyDFDODvqrzbYHAyzgs9h94mng3bqNhTMSqY1XE9jspYPrjhGR1xpjvuV2HCp99MZrdbTU6AjsTrTUFjMQXmB4YoGGqu3G6VQyOP3f/p3AAWNM24avLZNXlZkGwwvULI0D8HzBLAGPn+bihm1vd+rpQRbmVrjmhgaKSzOnSEBBYYATNzezvLTGycf6tr1+ZX45pYFingtOErMs6lfGdapJhjLGPAHcCNwM/GfgoDHm0R3cdLPtwT4GfMAYczv24fgbkhJ0LtIqxFnOHoFVjvmI2wGo9NI3Ok9JgZ+yop3tuJDrEutgdT9Y9zi9t0cfMOnwfao00zMyS93yOOuFxXQziZQexOu58jY4K8trnHykj2CejxM3N6coUudcc2Mjz58c4rknBjh2Xf0VE3DLsjhQ1sbTY8+xVllNbThMz+AUV7WWpzBi5QQR+YcXXRQTkSXstf2fNsasbna7LbYHey3wUPyye4FXoVtWOCJ2YQqxDtNlIwsLrIv7/ap964z3bY8BS4kLjTGfcy8k5Zb5pTUmZpe5uq1c+9AdSmw11DMyx63H61yOJjc5fbr6HPCwiPx/IvLBxJfDbSiXDXUPURxZYrW+EtjZ+teTj/azsrzOiVuaCWbgVFq/38tL72gjsh7lqR/3bnv9A/HnZKWxHB9RJs51JztElRwR7Erq/xb/ygeqgcPAJ690w022B7PihaAA5thhhXa1E4kpxOmzn7RymiavDprAHta+GXhF/OtONwNS7ukfmwfs4kRqZ5qqivBYls6uc5HTI7CD8S/QFStZa6HTLko0U1sALGybwC7Or3DqyQEKi4Mcv377qcbp6vCxGp5+pBdzaoTrb2mmpCx/y+seKrNnzocrfRQDq709qQlSOe06Y8yNiV9E5BvAY8aYt4jIs9vdeOP2YNjJb0IxMH2l2+qWYTuX2L2roryIqtK9x5wpjzdT29xrux6PByJQXl6457gz6fEmmzHmHQAiEjLGTLkdj3JXn65/3bWA30tdRQH94XmisZhWwHeBowmsMebDIlIIHMAuUpK/1X6uKjOtrUcJjNkFnLpKVvFaXlpLrjwl+NknBlhfj/KylzVvuudrpvB4LG64tZX7v/ECTz/Sx513y5bXrSusId+Xz9nCedqB4pkRZhdXKSnQ9SUZpkhEao0xI/Hfq7mYiG7Zf26xPdiTInKnMeZB4G7ggSs1rFuG7VwkZu+8Nj21RN7q3mLOpMebiW3up91YFLBiTE4uUOTf/cSxTHu8O7nf/RCRa4EvAQUicjPwA+AtxpinHQhPZZi+UXsEtlkT2F1pqilicHyB8PQSNaECt8PJOY5OIRaRu4Bnga9jH+j1isirnGxDuWsgPH+xgFP+DM3FjQS8Wydly0trnH56kMKiAEeyYJ3AwaPVlJbnY06NMDu9tOX1PJaHA6UtdObNE/X6qFue0KkmmelDwFMi8q8i8lXgCeCDIvLHwHevcLvLtgcD3g18WEQeAQLY04qVI7SIk1K78HHgjcCEMWYI+HW2WRKhslff2BxBv5fq0NazytTlmqvthL8/fgJApZbTU4j/J3AbcK8xZkRE7gC+CHzH4XaUS3qHZ6hbmWCltJSlwPbrX597YoD1tSg33dGM15f5B5e7GYU9UNbG6YmzLFWVUzkSprN/guMZsPetusgY82UR+T5wO/Z62HcZY8ZF5CFjzJYF666wPdjLkxRqjtMENptZuiLJaQXGmBdE7P9fxpjvishHXY5JuWBtPcLw+CLt9SU6DXaXEmuG+8bmuOFItcvR5B6n/9t7Nky1wxhzxuH7Vy4bOd9HXnSV+XgJ8SslsCvL65x6aoC8Aj9Hr8v80deEg0erKQ3lY06PsDC/svX14s/NXG0hXmJMnutKVYjKISJSBbwduBq4DniPiHzuSsmrSr1YfBsdTXSylQVWDC1C7JjJ+DTiGICIvA3dQSInDYQXiMZiNGsBp11rqo4nsDoC6wqnE9gBEXkd9lYTZSLyR9hb66gssdxtV9MdqfBgYdFe2rrldU8/PcjqSoRrb2zEn8FrX1/M47G49qVNRCMxTj01uOX1mosb8Xt89JWtA7A+oB+FDPQl7MT1F4FC4Gex17MqpVLE0n1gnfbrwCeAYyIyjb3E4VfdDUm5IVHASde/7l5JQYBQcfBCFWeVWk4nsL8KvA1oAjqxD/ze5XAbyiVr6xECYTthM0Xz1BfVUuDffM1EZD3K6acGCQS9XJ3BlYe3IlfXkFfg5/mnh1hbXd/0Oj6Pj9aSZjoK7WI8pTOjTF9hxFalpXpjzC8B38Be13oHcMLdkJRSal/KjDG3AeVAszHmRmNMh9tBqdTrG0sUcNIR2L1oqi5iam6FucVNt4RXSeR0AvubxpifN8ZUGWMqjDFvNsYMO9yGcslAeIHa5XGilsVwmYe20pYtr3v+7BiLC6scvbaOQNDppdbu8/m9HL++gdWVdV54dmTL6x0oa2Oy2EPE56N2ZeLC2U6VMRJbTBjgWmPMhJvBqC3EB+d0CVd2srB0Yz5n/amIdAL/B3iFiGgJ1RzVNzqHx7JoqCx0O5SMlJhGrKOwqed0Avt6EdF/M1mqZ2CKmpVJFkOlrPssWoubNr1eLBbjuScGsCyycvQ14dj19fh8Hp57op9odPNZpW0lzcQ8FvNVpVSsztA3oPlPhvm+iPwrdiG694rIJ4Gty08rpZJEpxA7xRjzGuAY9qySVwKnReQ/3I1KpVo0GmNgbIH6ygL8vuxZ5pVKianXug429ZxOYCeAsyLyRRH5h8SXw20ol4yd68YfizBbY5+paynZPIEd7p9hfHSetsOVlJRlb1n2/IIAck0tc7MrdHeMb3qdxCj1RFUADzFmzmshp0xijPkj4A+MMb3AL2CPxL7R3ajUVrSIU7aydHTdQfHidK8DXotdGX0S0KKbOWZ0apGVtYiuf92H5gsjsDq7LtWcntv5jw7fn0ojq329AAyVxwh6A9QWbl42/LknBwC45sbNE9xscvwljTz/9BCnnxrkwCZl1Av9BdQUVNFdMkw7ENFCThlFRL5ijPlPAMaYp7D3hL0fe9RCpYmYjs5ltcSJiWhM66c5ZDT+9X+AO40xU9tcX2WhxLTXRBKmdq8qlE/Q772wlliljtMJ7C8YY17t8H2qNLAeieIft5czdxYu01Ism+65ODu9RHfHOFW1xdQ2lKQ6zJQLVRTQ2BpioGeKyfAC5VWXryNpK2nhbJn93BVNjbC4vE5BXvatC84mIvJV7GJN9SKycdjcB/S7E5VSucpOYPVEhWOOAHcBrwAeEJEzwAPGmE+7G5ZKpV6tQLxvHsuiqbqIrqFZ1tYjOhU7hZyeQpwvItk/7JaDhicWqV6eIGpZhMu8W04fPvPMEADHb2jAypE5X8dO1ANw+uTmW+q0lTYzXexlze+nbmVCp5pkhl/GPrj7dvx74usW7Cl3Kp3kRleTsxIvryawzjDGdBhjPgn8KfB54EbgfTu5rYjcJCIPxn8+KCIPi8gPReRvRMQTv/xDIvK4iPxYRF6apIeh9ikxAtukFYj3pammiGgsxuD4gtuh5BSnE9hqoEdEhkWkS0S6XzR6oTJU3/AM1StTLJYVE/FZtG6SwEYiUc4+N0Iwz8eBI1UuROmO1kMVFBYH6Tg9yurK5VvqtJW2gGUxU1lIxdosff2br5dVaeU6oBn430DLhq8DwMtcjEtdQa6cNMs58dc1pvmrI0TkX0SkH/gY9r7WrzPGHNrB7d4H/B2QF7/oY8AHjDG3Y59neIOIXI99ku8m4Oew95tVaWgwvECoOEhhnt/tUDJaYgq2FnJKLafnMer04Sw11tVHVWydsUr7/9ZmI7A958ZZWlzjmhsb8eXQNAqPx8Ox6+p4/Ic9dDw/elnl5brCGvK8QUYrIlQOw0zHebh122MF5a4PX+FvMezpdypdaGKT1RJrYGOawTrly8A7sZNOrzFmeoe36wTehD1qC/AS4KH4z/cCr8IudPcdY0wM6BMRn4hUGWPCjkWv9m1heY2puRWOt1e4HUrGS0zB7tcENqWcTmC3mlr3OYfbUSm21N0DwGAoSmmglLJg6WXXOfOMvc7zqmvrUhlaWjh6bR1P/qiX008PcuxE/SUjQR7LQ0tJE72lpzkGrA3oEsp0Z4x5xcbfRaSY3R3oKaUcplOIHfMs8H3sGSWWiPQCbzXGdFzpRsaYr4hI64aLrHiiCjAHlAIl2DtS8KLLNYFNIwPx6cONm9TtULvTUFmIZWkl4lRzOoHdeNDnB24HfoAmsBktFovhGbXXd/aVrNNS0nzZVL2ZqSUGeqaoaywllIMbYhcUBWk9VEmXCTM2PEdN/aUFrNpKW3g0dBaA/MkR1taj+H1Oz+BXThORduBfuPRA7y3GmHPuRqZU7rC0iJPTPgl8xBhzD4CIvAX4W+DOXd7PxrLQxcA0MBv/+cWXbykUKrgwa6uqyp2CQrnW7sySvdzp6IHKlMaQrc9zfWUhgxOLVFYWXTg+ztbHmi7tOprAGmPesfF3ESkHvuRkGyr1JmdXqFi0122Oh3zcsMn04ReejY++Xpd7o68JR66ppcuEOXtq5PIEtqSZbxd7WfN5qVqZYHB8ntba7K/SnAU+xeUHep9m9wd6KqnsxEb3gc1W8ddVpxA7pTLRpwEYY74sIh/Yw/2cFJE7jTEPAncDDwDngY+IyEeBRsBjjLli4YepqUXAPgAOh1M/ipWL7Z7ttgfJS4LelMWQzc9zbXkBg+EFOrrGKS/Jy+rHmsp2r5QUJ3sIaB5oTXIbKsn6RmepWZlkvriAVb/nsvWvkUiUs6eGCeb5aJfcKd70Yk1t5RQWBTh/ZpT1tcglf0sUcpoO5VOxOkvfwKRLUapduuxADyh3MR6lco5WIXbcSrzYEgAi8hJgcQ/3817gwyLyCBAA7onvl/1D4BHgK8C7HYhXOWwgvIDHsqiryL0Zc8nQWGUXchoIayXiVHF0BFZEHuBiOQ0LaAe+5WQbKvVGOgc4EF2lLz41uKWk8ZK/93dPsrSwxvGXNODz507xphfzeCwOH6/l5CN9dHWMc/hYzYW/FfoLqCmoYqS8l6pwjPFzXXBDq3vBqp1aEZHrjTFPw74O9FQy6cBrlrNf4Kjmr075beArIjKJ/eSWA2/dyQ2NMT3AzfGfO9ik9okx5o+BP3YmVOW0WCzG4Pg8tRUFupTJIQ3x4+PB8DzXHNDCWKng9BrYP97wcwwYN8accbgNlWJzXd0ADJVFqSmoJt+Xf8nfO06PAnD46prLbptrjsQTWHNq5JIEFqC1pJmRsj6OAyt9fe4EqHZrzwd6yg2ayWY3zWCdYIx5VEQOA4exZ+IZY8yqy2GpFAlPLbG0EuF4u46+OqWxWkdgU82xBFZEQsDzibUOIvJytOpcVogNDwAwXHb5/q8ry2v0nBunrKKAqlp3Fo6nk7LyAmobSxnomWJuZpni0rwLf2srbeF75Y8C4A8PEY3G8Hj0gDsdiUi5MWZSD/Qyg26votT2RKQe+ChwDPgx8H6trJ57ekZmAWiIT3tV+1ddlk/A52EwrFvppIojcwdE5ARwBrhhw8WvAp4RkWucaEO5Y35pjZLZMQDGQr7L1r92mjCRSAy5uuayysS56ug1tQCY0yOXXN5W0sxkiY+IZVG5NMHolM5ETWMdIvIlEXk1sG6Med4Yc0qT1/SmXVB2ShTniuoI7H59BhgC/hDIA/7c3XCUG3qH7QRWt9BxjsdjUVdZyNDEIpFodPsbqH1zavL7R4GfN8Z8O3GBMeaPgF8BPuZQG8oF3YPT1K5MsFAQZDnPc9kIbMcpe/rwoat0+nBCu1Th9Xk4d2bskpGhusIavP4A02UBqlan6RuecTFKtY1m4BvA7wJdIvInItLmckxKKbUfDcaY3zPGfAt4F/BStwNSqddzIYHVEVgnNVYVsh6JMjq55HYoOcGpBDYUL6N+CWPMfUDllW4oIn4R+byI/FBEHheRn3YoJuWAno5+CiPLTFQE8VleGooubpMzO73E8MAM9c1ll0yVzXWBoI+WAxVMTywyMXZxOonX46WpuIGRkIU/FmHsXI97QaorMsYsGmP+yRjzauBl2Hsbfk1E7heRX3A5PLUF3UYn2+kI7D5dmEFijFnb+LvKHb3DswQDXir0uM1RFysR6zTiVHAqgfWLyGX3Fb8ssM1tfxGYMMbcjr2P2F85FJNywPgL5wAYCkVpLG7A57m4bPrc8/boq2jxpsscuqoagHNnxi65vKWkkbGQ/Rwu9vSkOiy1B8aYYWPMR4HXAR3Y0/BUOtG8NTdo/uo0fUZzzHokysDYPI2VhXh0zYWjdCud1HKqiNNDwIfiXxt9AHhym9v+K3DPht/XHYpJOWC1txeAsZD3kvWvsViMjjNjeH2enN77dSvNB8oJBL2cf2GMm+9sv7A+uLW4ibPl9sfOGh3U4jNpTkTKgDcDbwNqgM8BOpVYKTdod7lfx0Ska8PvDfHfLSBmjGl3KS6VIiMTi0SiMS3glASJNcVayCk1nEpg3w/8h4j8EvAMsAxcD4wBV5wSbIyZBxCRYuxE9gMOxaT2aT0SJTgxBNgFnO7YkMBOhheYnlikXSoJBJ3ejSnz+Xxe2g9XcfbUiD3NuqkMgOaSJsbLfMSA8vlxpudXqa52N1Z1ORF5C/bskJcBXwf+mzHmh+5GpVSu0pEihxx2OwDlrv54cqUFnJxXUhigKN+vU4hTxJHMwxgzJyJ3AK8ATgBR4BM7PeATkSbga8BfG2P++UrXDYUK8Pm8AFRVubNtS6602z00Q/XyJEt5fhbyPZxoPUJVsR3D6acGAThxY3NS4sqG5/glt7Ry9tQIg91TXHu9nfxXxooIFBYxUzxD9cIkM8vrjre7G7nW7i68B/gH7OJ0Oh8o3cVnMuga2OyUeFW1CvH+GGN63Y5BuWvgQgKrI7BOsyyLxqpCzvZNs7Sik0mTzbGhM2NMDPh+/GvHRKQG+A7wG8aY+7e7/lR865GqqmLCAiCpzwAAIABJREFU4bk9RLo/udTucye7qFxfoL+6gHx/Ad6lPMLLc8RiMU49NYDP5yFUXeB4XNnyHBeVBcgv8HP65CDX39qC12svE28uamQ0NIzMrXD2KcONV9VmxeN1u10nk+L4mvw9ERE/dvLbCgSB/4G9zdhnsSdBngbebYzRWvtK7YiemFDKCYPx9ZmN1ZrAJkNDVRFn+6bpG5mlvMDvdjhZzakiTvvxh0AI+G8i8mD8K9/toBRMdthLZYZD0FLciMey3y6T4QWmJ5doPlCBP6DTh7fi8Xg4cKSa5aV1Bnsv7hXfUtJEOL4Odr6r263wVPJsVpjuY8AH4pdZwBtcjC97aZ6jlFJbGgjPU14SpChfk6tkSEzN7hlO/eBArnE9+zDG/BbwW27HoS632m/PNgqHfBwsbb5weefZMAAHjmjxpu0cOFLF6acH6e4I09xeDtgnA86E7H8e0eEBN8NTybFZYbqXYBe7A7gXeBX2sgnlAJ1Ymt0sC32RldqnxeU1JmdXOHFYj92SJTE1u29klusPlLscTXZzPYFV6SkWi+EbHwbsBPYn4gWcYrEY58+O4fN5aDlQ4WaIGaG2sZS8Aj/dHePc/qrDeDwWLSVNF7bSKZoZY3F5zeUolZO2KEz30fgyC4A5oHS7+9H1/jsXnxxCZUURxcG9T43LlMebqW3utV2v1wPrUFKSv+e4M+nxKpUMie1dWupKXI4ke9VXJkZgZ12OJPtpAqs2NTG7TOXiBKs+DzNFXpqL7QR2MrzAzOQS7VKFP+B1Ocr05/FYtB2q5IVnhxkZtKsRlwZLyCsNMV8wRc3KJN1Ds1QXb7ddssokLy5MJyIf2fDnYmB681tepOv9dy6xHdXExALL/r0N1WXS483ENvfTbiRiLxefmVnc0+0z7fHu5H6V2q3E9i5t9ZrAJkt+0EdlaR69I5rAJls6rIFVaah/YJLytVnGQ35CeSFKg/Y/zPNnxwA4eFSnoOxUu1QC0G3GL1zWWtLEWMhLcWSJnnM6jTibbChM9/vGmH+IX3xSRO6M/3w3oFvyOEmnlyql1BVdGIGt1QQ2mRqripiZX2VmYdXtULKaJrBqU2Md3XiIMRby0Lph/9eecxN4vdaF9Zxqew0tIQJBL10d4QsjRS3FTYTj04jDZ865GZ5y3mWF6bCnEX9YRB4BAly6RlY5RGs4ZSv7lY3pmQql9mwgPI/Hsmiq0RH8ZGqstqcR636wyaVTiNWmFnt6AHv96+F4Ajs7vcRkeIGWA+VafXgXvF4PrQcr6Xh+lPDIHNV1JbSUNHEqXshpubfH3QCVo65QmO7lqY4lZ2jmqpRSW4rFYgyEF6gpzyfg1+VfyZQo5DQ4Ns+xVh3sSRYdgVWb8owOAnYCmxiB7T5nT4FtPVTpWlyZqu2w/Zx1ddjPYXNJw4WtdALjw6xHdEtQpfZPM9lslHhVdQRWqb2ZmlthaWWdhird/zXZEs9xYsq2Sg5NYNVlFpfXKZkLE7FgqsxPU3EjYE8fBmg9qNWHd6upvRyf30OXsbcgyvflU1BZy3LAomp5gpGJRZcjVEqpdBWfQqz5q1J7kpjO2hivkquSpyaUj8/r0SnESaYJrLrMwOgs1atTTJb6qA81kOcLsry0xnD/NNX1xRQUBd0OMeP4/V6aWsuZmVxietJOVltK7e10ytfm6O8PuxyhUpnMzmwsHYBVSqnLDMZHA3UENvl8Xg9NNUUMjS8QjepZt2TRBFZdZqijB38sQjjk42B5CwB9nRPEYtCm04f3rCU+ct173h7JbilpIlxur4Od6OhyLS6llFJKZa8LI7DVOgKbCi11JayuRwlPL7kdStbSBFZdZq6rG7DXvx6saAWg53xi+rAmsHvVcsBezJ94LjdWIl7u63UtLqUy3cWppToEm81iOodYqT0ZDC8Q8HmoKs13O5Sc0BrfqkinESePJrDqMtEhe19SewS2lch6lL6uSUrK8ghVFrgcXeYqKApSXVfMyMAMK8trNBbVMV4eAMAfHtKDM6WU2oSlJyaU2rNINMrQxCL1lYV4PPpZSoWWukQCq4WckkUTWHWJSDRK/tQoANMV+TSV1jPYN83aaoS2Q5VYushsX1oOVBCNxujvnsLv9VNY18ia16JicZzJ2RW3w1MqM2m3pJRSmxqbWmI9EqWhSqcPp0prnY7AJpsmsOoSwxOLVK1MMFPoobaiCa/HS8953T7HKS9eB9tc1sx4mZeK1Rn6BqfcDE2pjKd5bHaLxXS7MaV2KzEK2FCpBZxSpaI0j4KgT0dgk0gTWHWJwa4hCiMrhEN+WkqaiMVi9HVOEgj6qG0scTu8jFdZU0RhUYC+rgmi0RitxXYhJy8xxrSQk1J7pNPvlVJqM4NawCnlLMuisaqQsalFVtciboeTlTSBVZeYOtcJ2OtfW0uamAgvMDezTFNbCI9H3y77ZVkWLQcrWF5aZ3RolpYSeysdgIWeHneDUyrj6RhsdorvA+tyFEplokEdgXVFQ3URsRgMTegobDJoRqIusdrfD9gJbEtJM51nxwBoait3M6ys0nLg4jTi2sJqpqvswliekUE3w1JKqbSkpyWU2ruB8DyFeT7KigJuh5JTGuN77g6MaQKbDJrAqkv4x4cAWKwuoSIvxHkTT2DbNYF1SkNrCK/PQ2/nBB7LQ2lrOxELSudHWVheczs8pTKWFpnLdjoGq9RurK5FGJtaoqGqSPvHFGuMF83SQk7JoQmsumBmfoXyxXGWAhaVtfb2Ob3nJ6ioKqSoOOh2eFnD7/fS0FzGZHiB+dll2qvbmCz1UbU6Tf/wrNvhKaWUUioLDE0sEONiMqVSJzFle1AT2KTQBFZd0N8/Tmht3p4+XNrMUP806+tRHX1NgsSU7P7uKQ6WtxIO+QhEIwyf63E3MKUykj0yp+ML2S2qA7BK7cqF9a9Vuv411QryfFSUBLUScZJoAqsuCJuNBZya6euaBKBZE1jHJU4K9HdPcrC8hXC8kNNsZ7ebYSmlVNqx9NSEUnuSmL6qI7DuaKgqYmZhlbnFVbdDyTqawKoLFnt6AeJb6DTS1zVJIOiltrHU5ciyT1l5PsUlQfq7p6jICzEfPzsaGxpwOTKlMpkmOtlNh2CV2o2LFYg1gXXDhUJOOgrrOJ/bAag0MmonT+t1lUQXPMxMLiHHavB69TyH0yzLoqm9nDPPDDPUP0N+axswQuHsMGvrUfw+fc6VUgoAy4KYpq/pSkROAjPxX7uBTwF/AawD3zHGfNit2HLdQHie8pIgBXl+t0PJSRsLOR1tCbkcTXbRo2QFwNp6hJK5Uda9EGpqvzB9+MCRapcjy16JqdmdJkxjRRvTRV6qlyd1wb9Se6Tjr0qllojkARhj7ox/vQP4JPALwG3ATSJyvZsx5qr5pTWm51d1/1cXJUZg9bjOeZrAKgAGRmaoWJlhvNRHS1kL/YkEVjSBTZaGlhAej8V5M0ZrSRNj5T7yI2sMnu93OzSlMoqOzGW3xImJmL7S6ehaoEBEviMi3xeRO4CgMabTGBMD7gNe6W6IuSmRNDXo+lfX1FYU4PVYOoU4CTSBVQAMn+3CF4sRDvloLmxkoHeKsvJ8QhUFboeWtQJBHzUNJQz1T1Prr7tQyGn6fJfLkSmVaTSxyQn6MqejReCjwKuBXwM+E78sYQ7QQhouGBy3kyYt4OQen9dDbUUBg+EFojHtwJyka2AVALPnu6gEwuUBfNNFrK9FaW6vcDusrNfcXs5w/wxTgyssVZcBC6wN9LkdllKZydJJxNlNDwDTUAdwPj7a2iEiM8DGrQuKgekr3UEoVIDP5wWgqqo4WXFeUTa2OzFnV769+lD1Ze1k4+NNt3YTbR5oLGMwPEjM66WqIvknE3LlOdYEVgEQHewBINZYy3DvLIDu/5oCTW3lPPZQN/1dkxS2tAGDBKcGicZiePRgXCmlVHr7FeA48P+KSD1QACyIyAGgC3tk9opFnKam7AHbqqpiwuG55Ea7iWxt91z/FJYF+V4uaSdbH286tbuxzaqSIADPnR3Fe7gqZe2mUrLavVJSnDZTiEXkJhF50O04clEkGqVoZoiIB0ItB+nrmsTr81DfpLN+kq2ypojCogD93VPU1R5kPt9D1dIE49NLboemVMbRUz7Zyn5ldQZeWvp7oExEHga+hJ3QvhP4AvA4cNIY85iL8eWkaCxG/9g8dRWF+OOj28odDRe20tFCTk5KixFYEXkf8HZAVzm7YGh0lsqlGcZDPuryWjkTXqCpvRyfXzu9ZLMsi3ap4tRTg1Ss1xAO+WgbWqG/e5TqUJvb4SmllFJbMsasYlccfrGbUx2Lumh8eomV1QjN1VqB2G0Xt9LRFMdJ6TIC2wm8ye0gctXQmU58sRhj5T6Ck/aoa7NOH06Zg/FKz5HRwIVCTuMd590MSTlg46wSETkoIg+LyA9F5G9EJF363qxi6RhsVtIqxErtTt+oPdrXVKMJrNsqSvLID3p1BNZhaXEQZYz5CrDmdhy5avpcJwCTFfnMDNovgyawqdMu9pqI4d45VmrtwlnLfT0uRqT2Kz6r5O+AvPhFHwM+YIy5Hft4/A1uxaZUptL0Vamd6Ruzk6XmancK+qiLLMuiobKI0ckl1tajboeTNdJiCvFuaLU658VGegDIa29l8NQ0ZeX5HDxcjRUvIuRm9bZcabeusZSRwRmqXi5wfz/+if6UxJJrz3MKJWaVfD7++0uAh+I/3wu8CviaC3FlKU1tspuOrCu1G/2jdkGdJp1CnBYaqwo5PzjD8MQCzTVZf/yTEhmXwGq1OmdFozEKpgZZ90BBgTC2vM7Bo9WMj88ntd0rybbneCft1jeXMTwwQ2C9hWW/RflCmM7eCUoKAkltN5ue53RKio0xXxGR1g0XWfFtJkD3RVRqVzR9VWp3+sbmKSsKUFKYvGMItXOJQk79Y/OawDok4xJY5ayhsVkqF2eZCPkIzlQAC7p9jgua28t56se9MF7IWIWP5pEl+ntGOXZVk9uhKWdsnDe07b6IoLNNdiWe4VRXleDx7H1lTMY83gxtc6/t+vxeWIGiouCe486kx6vUfswtrjI1t8I1ByrcDkXFtcST1t7ROW49XudyNNkhbRJYY0wPWrUu5YbOnKcsXsApMhzD47FoaC5zO6ycU11fTCDoY2pgBcoDNI+sET5jQBPYbHFSRO40xjwI3A08sN0NdLbJziW2VwmPz+Gx9pbAZtLjzcQ299Puenzd2Nzc8p5un2mPdyf3q9RW+uPrX3X6cPpoqinCsqB3JPX9ULZKiyJOyj3T5+xqt7MVVUyMLlLbWEogmDbnNXKGx+OhqS3E/OwKK9WtACx3d7oblHLSe4EPi8gjQAC4x+V4lFJKZaFEBWKdqpo+gn4v9RWF9I3OE41qzQYnaKaS4yID5wDwlB6FCa0+7Kbm9nI6z4YJFh4Bnsc/1u12SGofNs4qMcZ0AC93NSClMtTFbXS0gqdS2+kfs0f5dA/Y9NJaW8zg+AIjk4vUVxa6HU7G0xHYHLYeiVI2Pcyqz8IXbQA0gXVT4rn3zIaYKfRQOTfO3OKqy1EppZRSKlP0js4T9HupCuW7HYraoKU2vg5WpxE7QhPYHNbXO0bF0gLDFT6WRz0UFAUor9KzQm4pKApSWVPE/FiEocp88tfX6Xm+y+2wlMoA9pQsS+vVZin7ddWJd0pd2dLKOsPjC7TUFuOxtD9MJ621JQD0aALrCE1gc9jQM2cAGK6oZXUpQnNb+YW9X5U7mtvLiUZiTJS1ADB2+gWXI1JKqTShGaxSV9Q7MkcMaK8rcTsU9SKJQk49I7Nuh5IVNIHNYXOddnK0VnwYQLfPSQMXXoP8QwCs9BsXo1Eqs+gJuOykr6pSO9MdT47a6jWBTTdayMlZmsDmsEC8SJAnVo9lQWNryOWIVG1DCYGgl+hSiHUPFE0OakenlFJKqW11D8UT2DqtQJyOWmqLWVmLMDK56HYoGU8T2Bw1PbdM9ewUY6X5rEx5qa4vIS/f73ZYOc/j8dDYWs7aAgxUlFO1MMfg4KTbYSmV5vQkT3a7WIdYKbW17uFZSgr8VJTkuR2K2kSikJNOI94/TWBzVM9zHQQjEfoqWojFoPVghdshqbhENeLh8ha8MRg4ecrliJRSyn2aviq1tZn5FSZmV2irK9HlFGnqYEMpAOcHNYHdL01gc9TYs88AsJDfDkDroUo3w1EbJBLYlWArADNnn3MxGqUygIVmNzlAX2KlttY9bFe31fWv6aupuoiA38O5gWm3Q8l4msDmKKv/BaJ4iKxXUlKWR6iiwO2QVFxhsb2dTmSphBVvgPyRTmIxPXRTSuUmHU1SanvnBu2kqF0T2LTl83porythKLzAwvKa2+FkNE1gc9Dcwgo1U2MMhOqJRTy0HqrUA4Q00364EmIW3dXNVM/NMDqqZ+uUUrlNT+QptbWOvmk8lnVhmqpKTwcby4gBnYMzboeS0TSBzUHnnzpD3nqEwfJWQNe/pqN2qQIgXNSONwadjz3jckRKpTHNa5RSOWxlNULPyBytdcXkBXxuh6Ou4HCjfYLh3IAmsPuhCWwOGn32CWLAkq+JYJ6P2kY9W5duQpWFlFUUsEotEcvH9AtPuh2SUmlOZ5FkK31llbqyzqEZItEYh5vK3A5FbaO9vhQLTWD3SxPYHBToP8t0Xg2xSJC2w5V4vfo2SEf2NGIPY0X1lA93E9Xpc0ptztLPRnazU9hYLOpyHEqlJ9NnLzPSBDb9FeT5aKopomtohpXViNvhZCzNXHLM8OAEdVOT9FQeAODQVdUuR6S2kphG3FvRTsXCIp3Pd7sckVLpSdNXpVQuO9MziceyLkxPVenteHsF65EYZ/um3A4lY2kCm2PMgw9jxSym8lrIL/RT3xxyOyS1hcqaIkpD+Sz4mli3/HT98Aduh6SUUkqpNDK3uErX0CwHG0ooyPO7HY7agavb7O0ST3dNuhxJ5tIENsesmMeZLKgnRpADUo3Ho6uL0pVlWcjVNYCX0eJWfN3PahVOpVTO0t5Pqcud7pokBlxzsNLtUNQOHWgoJS/g5VT3hNuhZCxNYHPIRHiGhtFhessPAyDHa1yOSG3n8NW1APSVH6JhcoqBziGXI1JKqdS6cJpVT+ApdZlnO8cBuKZdd5TIFD6vh6tayxmbWmJofMHtcDKSJrA55Jlvf4cYQabzmqisKaKqttjtkNQ2ikvzaGwNseirZslfypn7vuV2SEoplWI6U0ipzSyvrvPM+XGqyvJoqCp0Oxy1CzccseucPHZm1OVIMpMmsDkiGovhee5HDJYcBjwcO1GPZelBQSa46ro6AHpDV1HScZLVtXWXI1Iq3cQgpv1ZttPxV6UudbJjnNW1KLccq9Vjugxz4mAVAb+Hx86M6vKwPdAENkc8+8OnqZmep7f8KoJ5Pq0+nEHaDldRXJbHcPFBipbhqXsfcDskpZRSSrns4VPDANx8rNblSNRuBQNerj9Uxdj0Eh39026Hk3E0gc0B0ViMiW9/iYGyo0StINe+tAl/wOd2WGqHPB6L617aBJaX3tDVrP7gG6yt695hSqnckBhZ0jEKpS7qHZnjhd4pjraEqC0vcDsctQd3Xd8IwLcf63M5ksyjCWwOePir36J6cp6u8msI5Hm5+voGt0NSu3T0mjqKy4L0lx6leMHiR1/6qtshKaVUauk0O6Uu+PrD9t7wr7mp2eVI1F4dbCzlYGMpz3ZO0DMy63Y4GUUT2Cw3PTlL/oP/zpnq24hZfm696yDBPB19zTRen4fbXnkILA/P195OyY++w3RYy68rpZRSueZkR5hnzo8jTWUX9hRVmemNt7cD8Pn7DNGonqTbKU1gs9yPPvNJhouuZ6qgnuYD5chxXSeRqVoPVXLkeC3zwUr6yl7K43/7F26HpJRSSWehU4iVSlhZjfCF73Xg9Vi8/dWixZsy3NGWEDddVUP38BwPPjPodjgZQxPYLDY1OU1gOMJg6RFKygP85E9fpR1dhrv9VYcIVeUzXHIIz2QRHc+dcjskpZRKEU1hlbr3sV4mZ1d4zU3N1Ffq1jnZ4OfuOkhB0MdXHupkam7F7XAygutzSUXEA/w1cC2wArzTGHPe3aiywyP/8U36y2/EYo2ffuvNBIKuv9xqn3x+L69787V84ZMPc67yBubuf4DD1xx3Oyy1A9rXJVMM3Ss0+8U0gc0I2tclTywW44fPDVOY5+O1t7S4HY5ySGlRkDe9vJ1/+k4HD54c5I13tLsdUtpLhxHYnwHyjDG3AH8A/G+X48kaMwOLRD0+Gtq9FJfmuR2OckhRSR4vvasZLA+Lc8Vuh6N2Tvs6pVQu0L4uSQbCC0zNrXD8QAV5uptEVrn16jqCAa/uC7tD6fDuvw34NoAx5lERucGpO37wvgcZPO1saWrL2lAIcZs3WGzjiMA+34weyyK6y/tYW6sGP9z88mv21bZKP9e95BBP3XeOBV8DX/jY5/Z0H3t5Tzlhp+0eue0YL3npS1IQUcokra87PdjL/Z1POjpCFfD7WF1bd+z+ktlu1LucpGhUOkj8J/3R4JOcndz9QF66v5dva7mWG1oOpSCilElaXzc5u8yjZ0aJOFjsprAwwMLCqmP3l8x2e4btSrXH2yuSEZJyUTDg5Xh7BU+eHeOeBzvJ28OsyXR/Lx9pLuNQY5kjbaZDAlsCzGz4PSIiPmPMpr1+KFSAz+cFoKrqyqNPfU8Ms+DL4fLifshbn+Kqq9v2dTfbPc/J4EabmdZugXeMGdqYXc3O9/gLDzzPa157p9thOClpfd2/PfAAw7EzTsVpS/3x/t7bDYB3vWDfn99M+vxnYpt7bbeypIxzEzDp72ByL++PNH8vhzvGuPuG65MbS2olra+7/5kh7nmw06k4M1LA5+HlNzRTWhTc831k0uc/U9vdS5s/cVMLT54d494s3Rf2aGs5H3nP7Y7cVzoksLPAxlfZs1UnBzA1tQjYb4xweO6Kd3znL97GqcefYdO1UVssl7Kszf+UGE0NBn2srEa2u5tdFUva8robLg8GfaysrL/44hff4LJLjpx46bbP05Xs5Hl2mhttZmK7d7/rZ3j0/h/teRQ1EPCxuurCqMRO2rUsbrnr9bt6Xtz6x7gLSevr3nPzm3mk2+BkkZvCwiALC6kvJrHXdo/WNmVcX+dWu5n2WN967Cdo6KpjZX1v/VW6v5dvbD6kfR07e3/ccXUt9aF8R7cbKS3NZ2ZmybH7S3a75SVBVpdWCS/tbaQt0z7/mdjuXts8VFvEH779JZfkGbuR7u/lxuoix/q6dEhgfwS8HviyiNwMOFZWtbm1iebWJqfuDsitD6BKb6HyEHe/+XV7vr2+l1MuaX1daX4hr7nK2REcfX+odOH3+XjF4Wv3fHt9L6dc0vo6v8/D0ZaQU3cH6PtDpQ/LsjjYULrn2+fSezkdEtivAT8pIj/GHkJ8h8vxKKVUMmhfp5TKBdrXKaWSyvUE1hgTBX7N7TiUUiqZtK9TSuUC7euUUsmWDtvoKKWUUkoppZRS29IEVimllFJKKaVURtAEVimllFJKKaVURtAEVimllFJKKaVURtAEVimllFJKKaVURrBiMec2g1ZKKaWUUkoppZJFR2CVUkoppZRSSmUETWCVUkoppZRSSmUETWCVUkoppZRSSmUETWCVUkoppZRSSmUETWCVUkoppZRSSmUETWCVUkoppZRSSmUETWDTjIg0ux2DSg4ReZnbMSiVLrSvy17a1yl1kfZ12Uv7Ovek7T6wItIO/DHwI+CkMeZxEfEYY6JJbrcV+BDwOPCEMebJZLa3od024APAHPBBY8xsCtpsBX4H+AbwgjFmUEQsY0zS3hQiYsV//O/APxpjziWrrS3a/zTwXWPMl1PYZivwm8BvA7cYYx5LUbttwPuA7wLPG2NMij5DbcD7gfuAM8aYF5L9vspk2tclv6+Lt9tKCvs77eu0r1OX0r5O+7okta99XQ72dWk5Aisih4C/wu7kVoBPAqTgBXoV8AXgCWAN+Gwy29vQ7n8GHgQ+B/xOipLX1wD/AkwAdwK/B5DsN2P8/suANwC/lsy2NhIRX/zH48DPikhNCtq0ROQ9wD9h/wP7e+C5ZLcbb/uGeHsdQE08hlR8hm4EPgO8ADRj/0NL+vsqU2lfl7IDupT3d9rXaV+nLtK+Tvs6p2lfl9t9XVolsPEzGgDFQKEx5lPA14FTIlKXxHbz4z82AP9mjPlr7BfraREpT0G7LwCngDzgmyLyZyLyy/HrOPoabWizBHjIGPMnwEPYnV3iOkl7X8Q7nP8HeBS4TkTuTlZbGxlj1kXECzyD/f56RQqarQDGgJ8yxnwIaAJak9mgiNTGf/QBfcaYPzfG/A0QFpEPxq/j+Ou7od1SoN8Y8+fAD4EeESmMX8fa6va5Rvu65Pd1L2o35f2d9nXa1ynt69C+Lmm0r8vtvi4tphCLyG3AbwEFwLeAh7E/dMPYZ5LagDDwp8aYHznY7suBXwcGgE8AJ4DnjDHnReQm7KkubzDGrDrV5ibt/gMwCnwUqAf+K1CJfWblGmPMeBLa/BtAgDuACHA3MB6P43ccbNNjjImKyKeAvzbGPBu//E7gLHAb8E5jzGucaG8H7f4kUA38GLgHGALebYzpc7jdvwU+kWg3/rcG4MPAe40xM06096K278D+DEWBf8Y+OXUC+CdjzNn42e/7geuMMZNJavcL2O+hQWAE+B7gBeaBXzPGdDvVbqbSvi75fd0m7Sa9v9O+Tvs6tK+7hPZ12tftt60dtqt9XY72da6PwIpIEfYUh08BHwQOA5XGmMH4sPifGGNuxD6z84sOtlsDvBf4O6AP+CNg1hhzPn6Vnwf+wxizKiIlSWq3J/7zrdgd/EeMMc8ZY76PvXbhXUlosw/4A+zO7bPYHdzfGGNehf1m/SMn2gR7WoOIBID/BPySiOTF//SQMWYE+zHPiIijU06u0O4ccA12Z18GrDnVyb2o3Tf5o7btAAAgAElEQVTF2w1u+NsgcBR4GTh71kpEGoHfB/4Se7rST2EfKNTZf5aS+JqUbwFvS2K7bwLCxpi++MHBfzXG3Ap0Ar/rVLuZSvu65Pd1m7Sbkv5O+zrt67Svu0j7Ou3rtK/bH+3rtud6AgtcB9QYY75njHkKOPCiv1sbvhsH220DquPt/iXwPHCLiByM/z0I/KuI/CZwj4hUJKHdv4q3exR7usn3N0ypWcBeLO10m38Zb+tG4Pp4+/8Wv94A9pQTR8Q/zK8HvoT9Ot8KF+fNG2OWsM+Q/o6IhJLdLnBV/PIz2GtDmuNnZJPV7m3xyxOfs08DN4PjaweOASFjzEPGmG8A7dj/zL4djyExrcYCHkliu3XYU00S+uPfxx1uN1NpX5f8vu7F7aakv9O+Tvu6+Hft62za12lfp33d/mhftw1XEtgNLzzGmIeB/xK/PAgsEl8QHX8Tvk9EHsB+8T7nYLuPAqMi8rr4Rd8FQkBIRMqAXwb+HbuD+CVjzAR7tIN2a7DXLbwf+AsReQgoZB8d+zZtfi9+/8Px339fRB7EfqM+sNc2N2k3BvQYY96NPQ3hnSKy8YOAMeYHwJ8C60ls913x99bngduNMZ81xvQDf4I95SVZ7b5TRMrMxQX2c0CRiDTtp81N2r2Pi5+hGmAK6MWeTvM48GYRuR97Kte+Dha2aXcS+x8oIvIm4L/H38tNwH/sp91MpX1d8vu6HbSblP5O+zrt6+K/a1+H9nWbtKt9nfZ1+2lX+7ptpGQNbPzJ8QB/C/yuMWZaNin7HP8Qvt0Y81ax53Zb2HOva4wxHXto1wICwP8iXsI80a6I+LGnk7wCeJcxZk1E/h57Hv2T2PPaP2yMOZmCdj8D3G+M+ScROQLkGWOeSXKb/wh8xxjzBRE5AXjiZ0qdeKwXSmuLiM8Ysx7/+WvAV40xn99tOw60+zVjzOfiv/uNMWspavfC442fhfWbPUxvudLr+6LrvQu43hjza2KXPV/A/idSZYzZdSe3x3YTe95Fsc/kndptu5lK+7rk93V7bHff/Z32ddrXbdKu9nXa12lfp32d9nUuSMkIbPxJKQJ+BntPrEvIxXnjh4CzIvIHwMeBEmPMzF46uXi7Mf4ve/cdHkW1PnD8m82mFwgQkCY9BwUEQQRBir2LV8VeuaJSrCgqqGBDBAQbCGJBvfrTaxfLtVJEOiJKO0jvpBCSQHp2fn/MZpJASN3NbHk/z5Mne2Zm530nhmPenTnnQAt33OJxB8WPORQAv2L+Ejzl3hcCHNRar9FaX1GTTq6GcV1Arnv/xpp0cjWIWVgq5uqaFK8VxC29v3iWOIAZwL3KHPheKzWIO7I4bk07uRrGvbdU3H016eQqiGt9+qRKPkFrCqxSSo3FfIynodb6YE06uVrEnYk52+RuX+jk6pL0dZXGrXVfV8O4te7vpK+rNK70dUFE+rpK40pf5/240tfVXVyf6+u8WsCqkmmWw4FbMT+pu0Ypdbr706NQMH+Y7k+S/g1ch/kP8DJdw8WmlTmBAEqpaMypvb8BrlBKdXHHcrrj7sZc3Lq5UuonIANzeveaXm9N42YCn9sQ8wsvXmvpRxKK3N9/AiZizhJX13FfsClunVyv+99TJDDS/ZWHOdPiBn+K66+kr/N+X+eBuDXq73z93345caWv84O4/kr6Ounr3HGlr/NyXOnrKuaVR4iVUv8Cbsb8D/yO1nqVUupcrfXPypyZ7GZtzmJVfHyI+4d3BzBPa72lFnFvxBxcPENr/ZdS6mzMBaz/DZyutb6h1PGlH8OI1Fpn+Utcf7nWUu+zHseQuJ6Pq8xPux2YU59/qbXe6k9x/ZX0dYEb11/+7QdbXOnr7CF9XeDG9Zd/+8EWV/q6inm8gFVKNQbexfxEaCDmmlc3KaUitNZ57mP+AKZqc2yA9Wy5B+K+g7nG12mAAn7TWn/m3t8IcwD2q1rrb5RSocWfqPhb3GC6Volbpbh2/RvySFx/JX1d4MYNpmv1s7jS19lA+rrAjRtM1+pncaWvq4Q3HiHuh7nu1nLMKbyTlFLtgMhSxzyC+Tw1HvxBdQVcWusVmItIL8ecPl2546S6tz/jbtf6F9LGuMF0rRK38rh2/Rvyi07Oi6SvC9y4wXSt/hRX+jp7SF8XuHGD6Vr9Ka70dZXwSAGrSi3e667qhypzfMSjmI+bjAIeKHXMT8AopVRY6ffWIG7p59N/AloopQa4PxH8EziMOV16sS8wpzN3+lvcYLpWiRv4cf2V9HWBGzeYrlXiSl9XGenrAjduMF2rxA3gvs4wjBp9JSUl9UpKShqUlJQUXWqb86hj6rm/X52UlDTW/TqspjHd729XfC5325GUlBTufn1HUlLSN6X2TU9KSrrB/TrE3+IG07VK3MCP669f0tcFbtxgulaJK31dFX5e0tcFaNxgulaJGxx9XbXvwCqlQpRSLwMvAoOAF5Q5eLx4qumWytQI6KHMWa+uwH23V9diqmu3y4EblVKXuM/n0lrnK3ONop8Ah1JqtDIXrW4EFM8cVtvBvnbEDaZrlbiBH9evSF8XFHGD6VolrvR15ZK+LijiBtO1Stwg6Otq8ghxI6CF1vpMrfUQ4AygPoAyZ5v7AXN9oURgCPAdsEJr/YxnUgb3OW9U7tvk7rg/Y65ZNApoiDlO4w+t9cd+HjeYrlXiBn5cfyJ9XXDEDaZrlbjS15VH+rrgiBtM1ypxA7yvq9IsxEqp24COmD+cRcAE4AngAszBv1Mwn6nejTm7Vbr7feFAqNY6pybJlYr7k9b6F/e2/wDPY64rlggsw1z36tfiuO7jrNnx/CFuMF2rxA38uP5K+rrAjRtM1ypxpa+rjPR1gRs3mK5V4gZvX1fhHVhlPlbyJHApsBRzlrmRWutHtfnISAFwFXAIOBVYrrVOVyULWefXpJMrJ+69SqlH3LsPAAbmrHiXADu11p+VjuuOXZN/9HUeN5iuVeIGflx/JX1d4MYNpmuVuNLXVUb6usCNG0zXKnGlr6v0DqxSajLmp29fK6VOBr4Humut05RSUVrrHKVUf2Cw1voeTyV2VNxOwDdAX8zb33nAbKAx0Mrf4wbTtUrcwI/rr6SvC9y4wXStElf6uspIXxe4cYPpWiVucPd1ld2BdWDego5XSsVprddj/rCmKPMxkm+VUuOAZ4G17vfUegrmcuKuc8d9A7gF6K+1fg/4BVhQ23h2xg2ma5W4gR/XX0lfF7hxg+laJa70dZWRvi5w4wbTtUpc6esqLGC11i7gV6Ab0NK9eQyg3K/HYo6PuFFrPcv9nlrPaHWcuGMxJxXYVyrGn1rrT2sbz864wXStEjfw4/or6esCN24wXavElb6uMtLXBW7cYLpWiSt9XVVmIV6MOd3ypUqpRKA98Jc2x0Es0Vq/pbXe5YXcjo7bwR03o/gAT3SqPhI3mK5V4gZ+XH8lfV3gxg2ma5W40tdVRvq6wI0bTNcqcYO4r6u0gHX/ICYDIcA7wEvA717O63hxlwRi3GC6Vokb+HH9lfR1gRs3mK5V4kpfVxnp6wI3bjBdq8QN7r6uSsvoFFNKdQf+1rVftLpagiluMF2rxA38uP4q2P47BVPcYLpWiSsqE2z/nYIpbjBdq8QNPtUqYIUQQgghhBBCCLtUZQysEEIIIYQQQghhOylghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BSlghRBCCCGEEEL4BafdCVRXSkqWUZ3jExKiSU/P9lY6Hif5eo8/5QqSb3UlJsaF2BbcC6Sv8y2Sr/f4U65gf77S18nvizdJvt7jT7mC/flW1NcF/B1YpzPU7hSqRfL1Hn/KFSRfUT3+9vOXfL3Ln/L1p1zB//INNP7285d8vcuf8vWnXMG38w34AlYIIYQQQgghRGCQAlYIIYQQQgghhF/wuzGwQgjh65RSjwGXA+HADGABMAcwgLXACK21y7YEhRBCCCH8lNyBFUIID1JKDQT6AH2BAUBLYCrwuNa6HxACDLItQSGEEEIIPyYFrBBCeNYFwN/AF8Bc4BugB+ZdWIDvgXPtSU0IIYQQwr/JI8RCCOFZjYBWwKVAG+BrwKG1Ll4qIguoV9lJEhKiqz0DYGJiXPUytZnk613+lK8/5Qr+l68QQgQSKWCFED5n/8FsEuIiiAjz3SncK5AGbNRa5wNaKZWL+RhxsTjgUGUnqe7aa4mJcaSkZFXrPXaSfL3r6HyLXC7yC1wUFJpfhUUuCopcFBUZuAyDoiKDIpeLIpdR8mXtK9nuKr3f5cLlMjAMc3C3YbhfG+ZnNSEh5hJ+1kJ+IRzVNl/FxkRw5EhecZOS3SGEuL87QiDEEYIjJASHw2w7HCE4HQ7ze2gIoe7XoaEhOB0h7u0OQt2vQx0hhIY6cJZ67QhxHx9qnjvk6CSq8LOta1I8CyH8TXpWHg5HCPViwj1yPilghRA+w2UYjJi6kLyCIs7t0YIbzkuyO6WaWATcp5SaCjQFYoBflFIDtdbzgYuAeTbmJ+pQXkERGUfyyTicR+aRAg7n5JOdW8iR3EKycws47P5e3C7eJwJLuNNBVISTqAgn0ZFO63V8dBhX9GtLbFSY3SkKIYTHGYbB03NWsuNAFs0TY3jm3708cl4pYD1k6dLFHDiwn0GDrrQ7FSH8UlZ2Pve9sshqn9KuoY3Z1JzW+hulVH9gOeY8AyOAbcBspVQ4sAH41MYURRXk5BWSciiH1IxcUg7lcCSviJ37M0k5lENaRi75hTKJtKi6/EIX+YX5ZBzJP2ZfZnYBw6/obENWQgjhPfsPZjPmjaVWu0dSosfOHXAF7H9/3cyKjclWOzQ0hKIio4J3VK5nx8Zcc3b7Co/p3btPrWIIEcz+2X2I5//zh9V+esjptGgca2NGtaO1Hl3O5gF1nogAzGJ0T+oR9qQcZk/KEfN16hEyyykm6kqoI4SYSCcxUWFERzqJjggjJspJjPt7dGQYMZHm3bqYyOJjnESGhxIeFkqoo+LHXe1+zLU6/ClXMPNNTs6kyGVQWGQ+mp1XUGR+5Zvfc/OLyMkrLPVVRHapdvFrgEF9W9t7QT7Orr/rvvtuLr/9toDs7CMcOnSI22+/g4EDzznmuD/+WMl//jOHsLAwkpMPMGjQVfzxx0o2b97E4MHXc+edt3PTTYM55ZRubNu2lfj4eMaPn0BUVFStrkEIX/bZgi18u2SH1R57cw/aNa90+o8qC7gC1i7ffTeXHTu2M2zYPcfs++uvP3nttZdwOp3ExcUxbtyzhIaGMmHCU+zfv5/CwkIeeOBhOnc+xYbMhbDXt0u289mCrVZ7xoP9iQyXrklULju3kG37MtmyN4OtezPZujeTwzkFXokVE+mkYb1IEutH0TA+koS4COrFhlM/xv09NoLI8NAqjaEU/i8kxBw36wx1EOmZIV3CB+XkZDNt2nQOHUpn6NBbOfPMATidx/7/KTk5mTlzPmTjxg08+eSjfPzxl6SkJDNmzMPceeft5Obmcv75F9GtW3dmzHiZr776jOuuu8mGKxLCu3LzCxk+daHVjopw8vK9Z+IM9ezCNwH3V+I1Z7cv86maL3yy+9tvCxgw4Cyuv/5mFi1aSGZmFgsW/MIJJzTjqaeeZ+vWzaxcuVwKWBF0nnl3Jdv2ZQLQtGE0z97Ri4wF89j5n/dofOMt1D/rbJszFHY6nFPA+u0HWb89nfXbD5KakVvrc0aEh9K8UYz5lRhL80YxNGkQRYO4SByOwLijKUQgsfPvum7duuNwOGjQoCFxcfEcOnSIRo0aHXNc27btrJsUzZo1JywsjLi4ePLz8wBwOp1069YdgM6du7J06e91kr8QdWn1Pym8+tnfVvum85M4u3sLr8QKuALWF9188+28997b3HffMBITG3PyyZ3ZuXOH9dhx27btadu24kdZhAgk+QVF3P3iAqt9WZ/W/Kt/W3a/OInsDesBcOXm2JWeqEMFhS7WbT/Iqo3JrNyUQl5+UY3O0yIxhrbN4mnbrB5tmsbTrFE0oQ5Z6lwIUXNabwTg4ME0jhw5QkJCQrnHVfbgRWFhIf/8s4kOHZL4++81tGnTztOpCmEbl2Ew4f1VbN2baW2bOrIv9WMjvBZTCtg68NNP33PxxZcycuT9vP/+O3z99ee0atWGDRvW06/fQPbs2c3s2a8zfvxzdqcqhNftSzvC2NnLrPZD13WjY7NYNt1xm7Wt/tnn0uCiS2zITniLYRhs25fFwjV7+P3v/RS5qj6GLSbSyUmtG9CpdQIntUogsX6UPKorhPC6gwfTuO++YRw+fJhRox4hNLTmS7t98MG7HDiwnyZNTmDo0GEezFII+yQfyuHRmUus9mkqkWFXdPb6/6OlgK0DHTt24tlnxxMdHY3T6WT06LE0bNiI559/mpEj76SoqIj77htld5pCeN3Sdft5Y+56qz1tZF8iM1PZPPxBa1vz+x4kpos8Tu/vdicf5scVu1j0974qHR8T6eS0jo05tUMiHU+sT7h/rgEshAgg3bp1L3duk9K6dz+N7t1PA6BVq9a89tobAMTFxfHhh59Zxz322JNERHjvjpQQde27pTv4dP4Wq/3ojd1Jalm/TmJLAeshF1982XH3derUmbff/s8x2+WOqwgms+euZ8m6/Vb7zdFnkbVoITvee8fa1nbKNJz1y39ES/guwzBYvyOdbxdvZ+POQxUeG+Z0cOYpTbngjDY0ig3DIXdShRB+4J13ZrNq1Ypjto8ZM45mzZrbkJEQ9igscjHsxQXWk1QhITBz1EDCnHU3bEcKWA8aM+ZhMjMzymyLjY1l4sSpNmUkhP1cLoOhk+ZR/MBo705NuPOyTux+6UWy15qD/UPCwmg/fRYhMmbRb2QczuOzhVtZ9Nfx77CGOR2c3b05/bs2o2nDmDL7ZFIkIYQvO/rGxO23D+X224fW6FyffjrXEykJYbstezJ47v1VVvvK/m25tE/rOs9DClgPmjBhst0pCOFTMg7n8cBrJbMtDr30ZHqpBmXGu9YbcBZNbr7VhuxEde1JOcysr9ezO+VwufsbJ0RxyRmtOKPTCR6fMl8IIYQQ9nnr2/X8/nfJk3QT7+pN44RoW3KRAlYI4RUbdqQz+f9WW+3nhvaiYX4Gm4fdaW1rds/9xHbtZkd6oooyjuTz+pdr2bSr/EeDB5/VjnN7tKzTR4eEEEIIUTeO5BZwz0u/We0TG8cy7vaetk6mKAWsEMLjvvxtK1//vt1qvz5qALnLFrN9zlvWtjaTpxF2nCUJhP2WrNvP7FITbhVrEB/B3YM60755PRuyEkIIIURdWbExmde/XGu17x7UidNPamJjRiYpYIUQHmMYBk++tZw9qUcAaHVCHE/eehp7X32JI3+tMQ8KDaXD67NlvKsPMgyDzxZs5bulO47Z9/B13TipdQMbshJCCCFEXTIMg/unzWfL7pK5fV65rx+xUWE2ZlVCClgPWbp0MQcO7GfQoCvtTkUIW+TkFfLvF+ZZ7Sv7t+Xins34Z+jt1rZ6/QfQ5Jbby3u7sNnnC7fyzeLtZbadeUpTbj5fyePBQgghRJBIy8jl4dcXW+0+nU/gjktPtjGjY0kB6yG9e/exOwUhbLM75TBPTvzVaj96Y3dah+WUHe868j5iu51qR3qiAmu3pTH14zVltt1ygWLgqbIshBBCCBFM5q/ew3s/aKs95qYetG/he0OGfKKAVUqtBorvUW/TWtf4Fs3nm79hdfLfVjvUEWKtU1RTpzbuwpXtL63wmO++m8uOHdvLXfD6rbdmsWfPbg4dOkRWVgb/+tdg5s//lV27djB27FM0bNiQJ554lIYNG5KenkaPHr24664RtcpZiLry2197eee7jVb7pXvPxPhjWdnxrpOmEtZAHj/1JYVFLh6asZjMI/nWtlsuVAzsJoWrEEIIEUwMw2DM7GUcOJhtbfts4qVkHMqu4F32sb2AVUpFAmitB9qcildFREQwdeqrvP/+HJYs+Z1Jk6bx7bdf88svP3LNNdezf/9epk59ldatmzJ48LVovRGlOtqdthAVmvHF36zUKQBEhIcy/YH+7Cs93tXhoMPMN2W8q485eh23Uzs0YsSVXXDYOKOgEEIIIepeakYOo19fYrUvOL0l157dgfCwUBuzqpjtBSzQFYhWSv2Imc8YrfXSmp7syvaXlrlbmpgYR0pKVu2zrKWkJLMYjYuLpXXrNu7X8eTn5wHQrl0S8fH1CA0N5eSTO7Nz53YpYIXPKnK5GDppvtXud0pTHrrhVJZcfZ21Tca7+qb/LdvJf+dtttrP3tGLZo1ibMxICCGEEHZY8Oce3v1fySPDT9x6Gm2axtuYUdX4QgGbDUwB3gQ6AN8rpZTWutDetDyrshsbO3ZsIzc3l6KiaNavX8vFF19WN4kJUU3pWXmMmv671b57UCe6JbjKFK8y3tU3vfnNehavNRchb1w/iufv6m3rOm5CCCGEqHuGYfD4m8vYl1byiPCshwb6zaSNvlDAbgI2a60NYJNSKg1oCuwq7+CEhGiczurd0k5MjKt1kpWJi4skOjq83FgxMRHExkaSmBhHbGwkubkRJCbGUa9eFJGRYTRoEENERDjPPDOW1NRULrzwQvr06eH1nD2lLn6+nuJPuYLv5fvHxmTGzS55zGTWY+cQumY5mx+fbm077a03iGjUsFZx9mbup2F0AyKc4bU6jygx86u1LN+QDMBFvU5k8Fntbc5ICCGEEHXtYGYuD80omWX4/J4tue6cDjZmVH2+UMAOAboAw5VSzYB4YN/xDk5Pr95g4rp6hLhfv/Po149yY1133W2Aue/ccy+1Xnft2ouuXXuxb99e6tVL4LnnXrTy9YXHnqvCVx7Rrgp/yhV8L99P5m/m+6U7rfashwaQ/Mo0jqz509zgHu+aaTighnnnFuYyauGTAAxs0ZfBSYOq/F5fK/Z9yVeLtlnF6zVntefCXifanJEQQggh6trCNXuZ833JxJuP33IabZv5/iPDR/OFAvYtYI5SahFgAEP89fHhMWMeJjMzo8y22NhYJk6calNGQtSeYRg8MnMJqRm5AHRoUY/R13Rhy93/to6p138AnUfdW6uCe03KOt74+12r3TWxc82TFpYN2w/y1aJtAFzet7UUr0IIIUSQMQyDJ99azp7UI9a2WQ8NIKyaT7X6CtsLWK11PnCD3Xl4woQJk2v0vqZNm/HGG3M8m4wQHpCdW8jIlxZa7WvOas/ZrcLYMtxz67sahsHkla+xI6tk1MDzZz5BfLjcUa2twiIXkz8y75C3bRbPFf3a2pyREEIIIerS0Y8Mn9ujBTecl2RjRrVnewErhPBNO/Zn8dScFVZ77M09aLT9L7Y/7rn1XZOzU3lq6SSr3aNxV4Z0vrHG5xNlPTarZLzy2Jv9Z1y9EEIIIWrvtzV7eafUI8Njb+lBu2b1bMzIM6SAFUIcY94fu3n/x01W+5X7+pHx5nQOFI93DQmhw6y3arW+67dbf+S77T9b7VE9htO2Xusan0+UtS/tCGmZ5jJdzw3tJbMNCyGEEEHCMAyemrOCnQcOW9v8+ZHho0kBK4QoY+p//2Tt1oMAxEaFMW1YL7YMH2rtj+/XnxNuHVLj8+cX5fPAgsetdnhoOJP7jcfpkO7Ik8bOXgZAYv1ImjaUdV6FEEKIYJBxJJ8HXl1ktc/p3oIbz/fvR4aPJn8xCiEAc7zknZPnW+1zurdg8ClxZce7jriX2FO71zjG+jTN9DUljyBf3eFyzmp5Zo3PJ8p3MDPXej3+9tNtzEQIEQiUUmHA20BrIAJ4FlgPzMGcgHMtMEJr7VJKjQMuAQqB+7XWy+3IWYhgtHJjMjO+XGu1H7upOx1a1LcxI++QAlYIQcqhHB6ZWTJe8p6rutA2WbP98QnWtjaTXiSsQc3WdzUMg1dWv8GmQ1usbc/1HUv9CP8fh3E8SqnVQPG05NuAWcDLmH/U/ai1fspbsSd9uBqAqIhQoiKkmxdC1NpNQJrW+malVENgNfAn8LjWer5SaiYwSCm1AxgA9AJaAp8BPe1KWohg8tIna/hrS5rVfv3BAUSEB8Yjw0eTv2w8ZOnSxRw4sJ9Bg660OxUhqmWVTmH6F39b7UnDziDv/Tc48KdZBNV2vGtaTjpPLnneandu2JFhXWv+CLI/UEpFAmitB5ba9idwFbAV+FYp1V1r/YenYxuGQfKhHADG3nyap08vhAhOnwCflmoXAj2ABe7298D5gMb8gM4AdiqlnEqpRK11Sp1mK0QQyckrZMS0khUjep3chLsu72RjRt4XcAVsyicfkbWyZObUHaEOiopctTpn3Gk9SRx8XYXH9O7dp1YxhLDD+z9o5q3eY7Vn3d+XbSPvstq1He/60475fLnlO6t936l3kpTQvsbn8yNdgWil1I+Y/ex4IEJrvQVAKfUDcA7g8QL2j02p1utmjWTsqxCi9rTWhwGUUnGYhezjwBR3oQqQBdQD4oG0Um8t3i4FrBBeoHem84L7qSuA+64+ha7tG9mYUd0IuALWLt99N5cdO7YzbNg9x+ybPv1lnE4nQ4cO44EHRnDttTfSp4+M+xP2cRkG97y0kJy8It/liz0AACAASURBVABOadeQ4f2alCleazPetcBVyP3zx5TZ9tKA5wgLDat50v4lG5gCvAl0wLw7cajU/iygwkVZExKicVZztsDExDhmTZ4HQPeOjUlM9O21dH01P8MwKHAVklOQQ05BLtkFuRw4sJdsdzunMJe8wnyKjCKKXEUUGUUUuly4XEUUWttc5nf3NpdhfpAaGhKKIyTE/d2Bw+Ewv5faFmptM7+cjlDCQ8MIDw0n0hlBhDOciNAIIpxh7u/hRDjDiXS/Lp4QzVd/vuXxp1zB//L1BKVUS+ALYIbW+kOl1KRSu+Mw+7hM9+ujtx9XTfs6fyL5epc/5evJXGd9/hff/L7Nav/nqQupFxvhsfOD7/5sA66ATRx8XZm7pYmJcaSkZNmYEdx11wiGD7+D5OT9nHRSJyleha2ysvO575WS2eluuUBxavZWtj8+zdpWm/Gum9K38PLqWVZ7UNuLOL/1WTVP2D9tAja7705sUkplAKUXzK30j7r09OxqBSzu6wqLzBsiN5zd3va+ryLe6JvzivJJzk5xf6VyIDuVlJxU0nPTycj33Z+Fr4p2RplfYVFElXodExZDTFg0Mc5oYsNjiA2LJS7c/Ap3hFV7ySZf+P90ddidrx1/UCqlmgA/AiO11r+4N69WSg3UWs8HLgLmAZuBSUqpKUALwKG1Ti3vnMVq2tf5C8nXu/wpX0/levSkm22bxTP25h7k5+STkpNf6/MXs/tnW1FfF3AFrC9yOp1cc831PPvsOD777Bu70xFBbNOuQ0z8oOSp1fG39yT0v295bH3XWX+9y1+p66z202c8SsOoBhW8I2ANAboAw5VSzYBo4IhSqh3mGNgLAI9P4nQ4p8B63SA+0tOnt4VhGKTkpLI9cxc7MnexI3M3O7J2WXc0fUEIIYQ6QgkNceAIMb+X3E0NJdS9zcDAZRi4jCL3d1fJF65y9xkYlSfgJdmFOWQX5kBu5cfWVExYNPWj4ol2RBMbHkt8eJz1VS+i5HVceCyOkJqvOy1qbQyQADyhlHrCve0+4BWlVDiwAfhUa12klPoNWAI4gBG2ZCtEgNqTcpgn3iqZ2Pv2izrSr2szGzOyhxSwdSAzM5P333+He+55gBdeeI5Jk6ZV/iYhPOzbJdv5bMFWq/3ayDPYff8wqx1/Zn9OuK1m410P5WUw4uPRVrtD/bbcd+pd1b4TE0DeAuYopRZhLjExBHABHwChmJOcLPN00J9X7vL0KeuEy3CxNWMHa1M3sPHgJnYd3uuR8zaITKBxVCMaRCZQLyLe/AqPo15EvFUYhTqq9uii3Z9EV1dl+RqGQV5RPtmF2eQU5pJdkG0WrAU5VuGaXZBDTqnX5vZssgtyKDKKPJLnkYJsjhRU7w5cRcIcTuqFx5f8946Ip154PPUj6lEvIp76EfHEh8cTERoezP1TtWmt78MsWI82oJxjx2OO+xdCeND3y3bwybyS1RxeuPsMEutH2ZiRfaSArQMTJz7DDTfcwgUXXMzGjRv45JOPGFzJpFBCeIphGDzz7kq27zf/mG3aMJonL23FjlLFa23Gu87f/TufbPrKag/vOoRODTvWLmk/p7XOB24oZ1dvb8b9dskOAPp2OcGbYWrlUF4GS/etZOWK1ezLSq7We8MdYbSKb8mJ8S1oFdeSVvEtaRiZIIVIDYSEhBDpjCDS6dnxUuUxDIPswhyy8g9zuOAIWfmHycrPstr5IXmkZKWTVZBFVv4RcgpzahyrwFVIau5BUnMP1irnEEJoGJlAw6gGpb43oGFUAs7YEylyGVX+8EMIIWrDZRiMfn0xBzPzAIiNCuOle87E4Qje//dJAeshF1982XH3TZgw2Xo9duz4OshGCFNeQRHDXlxgtS/v25qzHHvZ8cRj1raajnctchXx8G/jyCsqGW8xdcCzRISG1y5pUWNFLvNx0/N7nmhzJiaX4WJNyjp+2jGfHVlVuzvcMaEDHRt04OSGimYxJ0hxGgBCQkLMMbNh0eXur+nd7QJXIZl5mWTkZ3IoL5MM99ehvAzzdb75unQfVVUGxvEL4VWVvz8uLJbE6EY0jmpEYnRDEkt9jwyNkN9rIUSVHMzM5aEZi632FWe24fIz29iYkW+QAtaDxox5mMzMjDLbYmNjmThxqk0ZiWC2J/UIT7xZ8pTqw9d1I/6b9z2yvuvWjB28uGq61b6o9Tnc3utqv3rEMpC1bBxrW+wdmbv4YvO3/HNoa4XHndq0E6ckdOGURicT6QyM8bqiboU5nOadUQ+Msy9wFXIoN4ODuemk5R4kLccsXtNy0jmYe7Dak4BlFRwmK+MwWzO2V3rsvzvfRPfGp9QwcyFEoFq6bj9vzF1vtcfd1pNWJ/jmrMB1TQpYDyp9p1UIO/3+9z7e+naD1Z46rBfJo0ZwxN2uzXjXd9Z9yMoDf1rtcb0fpnF0Ym3SFR6QcTjPlriGYfBX6jreXvchha7Cco9pGduMs0/sT/fGp5RZ4kU+8BC+IszhNO+QRlf+NMrRv7suw0V2YQ4ZeZmk5qSRnJ1KSk4aKdmpJOekcigvo4KzweZDW6WAFUKUMeWj1azfnm61Zz00gLBqLjcVyKSAFSLAvP7lWlZsNMcWhjpCePXmjuwcVTIRZLMR9xB7ao9qnzcr/zCPLnraap8Y15zRp90rj8L5iBXrD9RpvD2H9/Hqn7PJyj98zL6EiPr8q/0lnNq4i8wcKwKeI8RBbFgMsWExNI9tWq33FrgKCXPIn2JCCFNOXiEjpi202md2acqQS06yMSPfJL2mEAGiyOVi6KT5Vrtv5xMY3CCdnR4Y77p473I+2Pip1R7a5Ra6JXauVb7CszZsN8fqxUWHeS2GYRj8uGMeX2/93zH7TmqQxA0dr6JBZILX4gsRaKR4FUIUO3qpwwev6UrnttX/my0YSM8pRABIz8pj1PTfrfZdl3eixa8fsf/L1da2DrPeIiS0eo+fFLmKeGLxhDLjv6b0f5ooGbPoc/QOs4Bt2zTe4+d2GS4+0p/z+97lZbY3iU7k7lNup3F0I4/HFEIIIYLFf+dt5n/LdlrtV+7rR2yU9z6Q9ndSwArh59ZuTWPqf9dY7QlDepA55r5aj3fdmbWbF1a8YrXPbtmPqzocf7ZtYa8d7mWS2jav59Hz/m/7L8zd+kOZbZe1vZALWp0lj48LIYQQteByGYx4aSF5+eba2ic2iWXcbT3l/6+VkALWQ5YuXcyBA/sZNOhKu1MRQeSTeZv5vtQndq/drNg9pmSt+ZqOd/1w42f8vrdkBuOxpz9Is1jfXVtUlGjXzDN3YLdl7GBKqZmmAYZ0upEeTbp65PxCCCFEMDt6iZwbz0vinB4tbMzIfwRcAbv41y1sdU9gA+AIdeAqctXqnG07NqbP2e0qPKZ37z61iiFEdRiGwejXl5CWmQtAhxb1GNE2l93jxlrH1GS865GCbEb/Nt5qN4lO5PFeo2QiHj/S+oTaFbCGYfDiqulsyyz5YGRw0iAGtuhb29SEEEIIASzfcICZX62z2s/c0YvmjWJszMi/BFwBa5fvvpvLjh3bGTbsnmP2TZ/+Mk6nk6FDh/HAAyO49tobWb161THb+vQ504bMhb/Jzi1k5EslM9Rdd3Z7Oi3/gv1v126864r9q5mz/v+s9m0nX0/PE06tfcKiTkVH1rxbP5ibzhOLn7fabeJP5MEew+UDDCGEEMJDXv3sL1b/k2q1Zz00kDCn/H+2OgKugO1zdrsyd0t9Ya3Bu+4awfDhd5CcvJ+TTupEnz5ncvrpvY/ZJkRltu3L5Jl3V1rtsTd0pejpUaXGu/bjhNv+Xa1zugwXzyybQnJ2SWc6qd94YsKiPZGy8BNrUtbxxt/vWu1RPYbTtl5r+xISQgghAkheQRFDJv5qtXt3asKdl3WyMSP/FXAFrC9yOp1cc831PPvsOD777JvjbhOiIj+t3MX//fyP1Z52QxIHnh5ltWsy3nXv4f08t3yq1e7brBc3dLyq9skKv/LzzgV8sflbq/3SwAmyvIcQQgjhITsPZDG+VPF6z5VdODUp0caM/Jvcr64DmZmZvP/+O9xzzwO88MJzx90mxPFM/r/VVvFaPzacaf3COfD049b+NpNerHbx+tk/c8sUr4/0vFeK1yA0d+sPVvGalNCe6WdPkuJVCCGE8JDvl+1g/DsrrPbUkX2leK0l+SulDkyc+Aw33HALF1xwMRs3buCTTz5i9epVx2wbPPg6u1MVPqag0MVdU+Zb7fN7tqTf+m858M6f1rbqjnfNKczloYVPWu164XE802cMoY7qjZkVvsMwjBq9b96uRfxv+y+A3H0XQgghPMkwDMbMXsaBg9kANIiPYNKwPjhkiZxakwLWQy6++PjrY06YMNl6PXbseIAyxWrxNiFK25d6pEzxet8VJxE15bFare969DjHGzpeRd9mvTyQrbBTYQ1mWl+fpvn0n68B6NO0pxSvQgghhIdkZudz/yuLrPblfVsz9Mquts/LEyh8poBVSjUGVgHnaa032p1PTYwZ8zCZmRlltsXGxjJx4tTjvEOI8q3cmMyML9da7YlXteXQC49Z7WYj7iX21O5VPp9hGExe9Ro7MneVnPPMJ4kLj/VMwsJWR3ILq3V8Vv5hpq95C4BW8S258aTB3khLCCGECDprt6Yx9b9rrPbYW3rQrlk9GzMKPD5RwCqlwoBZQI7dudRG6TutQtTUnO83sHDNPqs9pU8oqS+Mt9ptJk0lrEGDKp8vOTuVp5ZOsto9GndlSOcbPZKr8A3VLWAfXfS09Xr0accu/SWEEEKI6nv/B8281Xus9owH+xMZ7hPlVkDxlZ/oFGAm8FhlBwoRqFyGwfAXF5BfaD4OekaXply06VtS3zPvxIY4nbSf8QYhjqrPvfbdtp/4dttPVvvB7sNpV7+1R/MW9supRgH73vqPrdcv9n/GG+kIIYQQQaXI5eLOyfMpnpKi44n1GX1D1Z+UE9VjewGrlLoNSNFa/6CUkgJWBKXMI/nc/2rJWInbz2tHk9fHke1u1xtwFk1uvrXK58svKuCBBWOtdpjDyZT+T+OU2WUD0pHcgiodl557iGX7VwFwZ5dbiHRGeDMtIYQQIuClZuQw+vUlVvu2izrSv2szGzMKfL7w1+wQwFBKnQt0A95TSl2utd5f3sEJCdE4ndWbLTUxMa72WdYhydd7fDHXtVtSeWzG71bbXN+1ZImck54YQ4PTqr5Ezl/7N/Dsgles9i3druZSdY5nkq2EL/58g0F2Fe/APr54AgChIaF0TezszZSEEEKIgLdiYzKvl5qz5LmhvWjaMMbGjIKD7QWs1rp/8Wul1Hzg7uMVrwDp6dnH21WuxMQ4v5rxS/L1Hl/M9evft/Hlb9us9qTTXGWK17ZTXqKofv0q5W0YBjPWvM36g9ra9myfMSREVu39tWX3zzeYi+fsvMoL2E3pm63XE898soIjhRBCCFGZN75ex9L1B6z2rIcGEuas+jAvUXO2F7BCBCPDMBj39nJ2p5iL4rRsHMu/U37m4EebAHBERdH7w/dITTtS0Wks6bmHrLtrACc1SGJE138TImuNBYWqPEL88uo3AOjcsCPRYVHeTkkIIYQISIVF5njXYj07NmbYFfJUU13yqQJWaz3Q7hyE8Lbc/EKGT11ota/s3Zyk/zxPrrtd/9zzaXzdDVWerOnXXb/x2T9zrfbIbndwUoMkT6YsfFzxI8QRYeUPr9h8qOQu/51dqj6WWgghhBAlUg7l8MjMkvGud13eiV4nN7Exo+DkUwWsEIFud8phnnxrudV+5KxEQmY/b7WbP/AQMZ2q9ileoauQhxaOo8BVcvdt2oDnCA8N81zCwi8UF7DRkeV36dP+eB2ADvXbEuqo3hwCQgghhIDlGw4w86t1Vnvi3WfQuL480WQHKWCFqCO/rdnLO99vtNrPdc4ha/aLVrvttFdwxsVX6VxbM7bz4qoZVvviNudxSZvzPJesqDWlVGNgFXAeUAjMAQxgLTBCa+3yVKziR4hjyilgswtK5g24+5TbPBVSCCGECBozv1rL8g3JVvuNhwfiDJXxrnaRAlaIOvDa53/zx6YUACKcDh7N/pWsL3cC4ExIoM2kqVUer/r22g9YlbzGao/rPZrG0Y08n7SoMaVUGDALyHFvmgo8rrWer5SaCQwCvvBUvJI7sMfefX+31Lqvkc5IT4UUQgghAt7R411PP6kxdw+S8a52kwJWCC86uuM76+QG9Pr6JfLc7QaXXEajf11VpXNl5R/m0UVPW+1W8S15uMdImajJN00BZgLFa1v3ABa4X38PnI8HC9gj7gK2vDuwa9M2AHL3VQghhKiO5EM5PFpqvOvdgzpx+kky3tUXSAErhJcczMzloRmLrfY9p8cR8+FLVrvF6MeITlJVOtfivcv5YOOnVvvOLrfIOp4+Sil1G5Citf5BKVVcwIZorQ336yygnidjZueZjxAfPQY2OTvVet2l0cmeDCmEEEIErKXr9/PG1+ut9gt3n0GijHf1GVLACuEFf21J5aVP/rLa49ulk/vhe1a73cvTCY2pfKFrl+Hi8d8nkJGfaW2b0v9pouRRUF82BDCUUucC3YD3gMal9scBhyo7SUJCNE5n1SZcyssvMt9TL6rMergz578FQHRYlE+uk+uLOVVE8vUef8oV/C9fIUTVvf7lWlZslPGuvkwKWCE87KNf/uHHFbvMhmHweOYP5P5gdoThJzSl1TMTqvTY77b0XTwyr2Rt17Nb9uOqDpd5JWfhOVrr/sWvlVLzgbuByUqpgVrr+cBFwLzKzpOenl3ZIZb8QnM+qMKCIlJSsqztfx/QAFyvriqz3RckJsb5XE4VkXy9x59yBfvzleJZCO84ethX75ObcOflnexLSByXFLBCeIhhGDz42u9kHMkHoGvzKC5aMItC9/6G/7qKhpdUrQD9SH/Bb3tKxl2MPf1BmsWe4OmURd0ZBcxWSoUDG4BPKzm+WgrdBWzpT4gLXYXW61MTu3gynBBCCBFQktOzeXTWUqst4119mxSwQnjAkdwC7nnpN6s9pFMYjb+aZbVbjnmSqLZtKz1PdkEOD/82zmo3jmrEE70fwhEij674I631wFLNAd6KUzy4NsxZ8nuyeO8K67VM9CWEEEKU7+j1XSfdfQaNZLyrT5MCVoha2rI3g+feW2W1xzTbi+urn612u1dfJzSq8o5w1YE/eXvdh1Z7ZK/bOClGJt4RVRdW6g7s/7abv4OdG3a0Kx0hRIBRSvUCXtBaD1RKdQfmAv+4d7+utf5YKTUOuARz/ev7tdbLbUpXiErNnruOJesOWG0Z7+ofpIAVohZ+XL6Tj37dbDYMgzHJX+LabI6NimjdhlaPj6vg3SaX4WLC8mnsO1LSgb7Qbxxtmp3gV+PChP2coSV3WjPyzd+d81qdZVc6QogAopQaDdwMHHFv6g5M1Vq/WOqY7phPm/QCWgKfAT3rOFUhKlXkcjF00nyrLeu7+hcpYIWooef/s4p/dmcA0CLa4Ka/3sfl3pd47fUknHdBpefYfySZZ5ZNsdpnNO3JTScN9ka6Igg43Y8QG4ZhbWtXr7VN2QghAswW4ErgfXe7B6CUUoMw78LeD5wJ/OheNmynUsqplErUWqfYkrEQ5Th6mcOhl53MGZ1knhF/4vECVilVH2gLuIBtWusMT8cQwk4FhUXcNWWB1R58YgHtfv0/q33ik08ReWKrSs/z1Zbv+XFHyWS0o0+7h1bxLT2brKgVpdQA4HKgA2afthn4Smv9W4VvtEnxI8RbMrZb22T8qxDCE7TWnymlWpfatBx4U2u9Sik1FhiHuURYWqljite9lgJW+IS/tqTx0idrrPbzd/amSYNoGzMSNeGxAlYpdRHwCHAysBtz7EMLpdQGYIrW+ntPxRLCLgcOZvPYGyWz1D2csI3QX0tqmfbTZ+GIiKjwHLmFeYxa+ITVjgmL5vm+TxDqqNqan8L7lFLdgJeAZOA3YAFmn9YauFcp9Rzm2K4/bEuyHMXjdpa4J3CKDK34d1EIEXyUUm2ASyn7wdxcrfWOap7qC6118ZrWXwCvAl9hrnVdrNJ1r6uz5nUxf1tKSPL1rqrm+9bXa/lywRar/fkLlxJWzd+92grUn21d80gBq5SaA+wHRmit1x21rzMwRCl1k9b6Rk/EE8IOy9YfYNbX5q93iOHikZ0fw+YCAKI6nkTLhx6p9BxrUzfw+l/vWO3r1L/o1/wM7yTsxw6mHiG+XiTOMNuK+puAq7TWaeXsm6GUagw8BvhkAbvywGoATj+hu53pCCF8iFKqKeYHc62A3zEL1+IP5v6rlNoOjNJa767iKX9QSt3jnqTpHGCV+7yTlFJTgBaAQ2udWtFJqrPmNdi/Dm91Sb7eVZV8DcPgoRmLSc/KA6DjifUZfUN3DlXzd6+2AvFn6+34x+OpO7BjtdZ7ytuhtV4LPKiUauGhWELUube+Wc/va/cDEFuYzcjtJct4Nr75VuoPqHiiHMMwmPbHTLZkbLO2Tej7BPUifPOTLTsUFBTxy9wNbNtk/q1zSs8W9D2nvV3pzDlO8QqA1joZeKAO86mS4kmcCo0iAHo06WZnOkII3zIRGK+13lDeTqVUV+B5zImaqmIY8JpSKh/zJsadWutMpdRvwBLAAYyofdpC1Fx2bgEjSy1zeP25HTjvNBmu5e88UsCWV7wqpSKAa4G7tdZ9qvGJnhA+w+UyGDp5HsVz4lyckMkpK7609rd6+jkimjWv8BypOQcZt2Si1e6a2Jk7u9zilXz9UVryYT6dswqXyyizXXW2dUKFr5RSqcDbwP9prTPtTKaqHI6y413b1qt8LLYQImg8obXeebydWus1VFK8aq23A73dr/8A+pRzzHhgfC3yFMIjtu3L5Jl3V1rtJ249jTZN423MSHiKNyZx6gjcBdwCHARe9nQMIepCxuE8Hnjtd6t9f8R6IleUdITtX38DR1h4hef4YfuvfL31fyXnOPUuOiS083yyfsYwDNb+sYdFP20+Zt/FV3ehVfuGNmRVQmvdTil1JuYfc08qpX4B3tJaL6jkrbYrKCqwXjtCZC07IYRliVLqMPAj8BPwq9b6sM05CeEVP63Yxf/98o/Vfu3+fkRHhtmYkfAkT42BDQOuBu4GugLfAPlAknsqdSH8yobtB5n80Z+Ae7zrlv9Y+2K6dqP5PfdX+P6CogLuXzDWaocQwrSBzxHmCO6VqwryC/nxq/Xs3HKwzPaERtFcdm1XYuJ8Z9IhrfUiYJFSKhxzJuIHlVIzgA+01hPsze74dPqxHwoIIYTWurlSqh3QD7gCeEEplYJZzP6ktV5a4QmE8BOTPvyDjTvNucMaxEcweVgfmZE/wHjqr+k9mAP3XwK+11rnKqW2SvEq/NEXC7cyd/F2AOoVHGbYjs+tfScMGUp8n74Vvn9T+hZeXj3Lal/R7mLOazXQG6n6jbTkw3zyzkqMo3qEbr1a0mtA22MeffUlWut84FOl1F7gDuBBwGcL2HVpGoBwh3zSLIQoS2u9BXM91znuZQ8HAaOAxwHf+QRRiBo4epnDC08/kWvOtm0uDeFFnipg3wcGY6711Vgp9WklxwvhcwzDYMzsZRw4aM5K19+5nz6bf7T2t37uBcKbNKnwHLP+epe/Uksm4n76jMdoGJXgnYR9nGEYrP9zLwt/+OeYfZdddwotWjewIavqUUp1Am4ErgG2Au9gTlzik0IouQOrGsj/tIUQJZRSTuBM4ELgAiAK+Bl4EvjVxtSEqLUD6dk8NqvkIYIHrulKl7b2DkcS3uOpSZxGKaVGA5cAtwNTAZRSV2OuE1bkiThCeEtOXiEjpi202iOKVhG3uaQQ7TDzTUKcx//ncigvg7G/P2e1k+q3495T7wzKR1YKCor45esNbPun7MoJDRJjuOzaU4iO9f0P+ZVSj2AWrjHAHODsiiY/8SUHspMBSEqQAlYIUUY6sBj4FPiXe0ImIfze8g0HmPlVyd9sL47oS4IPDUkSnuexAXnuIvVr4GulVCLm5CdPYE7iVPE0rULYaMf+LJ6aswIAh1HE6C0fWPviTu9F0zsrvuG2YPdi/rupZGbi4V2H0KlhR+8k68NS9mfxxrSFFBW6ymzvenoLeg9s59OPCZejM3Cf1nqe3YnUlJICVghR1izM9VqHAC2UUj8CS7TWrorfJoTveuXj1fy0vOTz5dmjBxLqkAkMA52nJnGK1FrnFre11imYd2GnKqV6lHeMEL7g55W7+PBn8xHXhPxM7tpZUog2vXs4caedftz3FrmKeGTRU+QUlvxaTx3wLBGhFc9MHGg2rNnH/O/1MdsvHtyFVu389vGd5cDC4+1USoUCw7XWr9ZdSlVQ6jOCpjEVP+4uhAguWuuHAJRSTTEfIR4JvKuU+hv4QWs90878hKgOl2EwfOoC8gvMz19OU4kM/1cXm7MSdcVTd2A/UEr9D/hIa5111L5NSqkRwLnAvzwUT4haKz1L3el52zl7V0m90uaFKYQ1bHTc927P3Mnkla9Z7Qtbnc1l7S70XrI+prCwiF+/2ciWjSllttdLiOLyG7oR6/+P7mwHFiqlFmAWsruBAqA1cDZwFvDc8d7sC2QJHSFEebTW+5RSHwL/AH0xlz3sBUgBK/zC4ZwC7n35N6t9+8Ud6XdKMxszEnXNUwXsYMyJTVYopQ5R8sdeG6Ah5mPEgz0US4haOXqWumHZi6m3t2TpkQ6z3iIkNPS4739v/ccs27/Kaj/Z6yGaxDT2TrI+Jj0tm8/fW0V+Xtlh7V16NGfQtd1IO3jEpsw8S2s9Vyn1A+Y42LuADoCB+QffN8CTWus8G1MsV5FLphsQQpRPKXU5ZsF6JtAWWIo5edO1Wut1Fb1XCF+xZU8Gz71f8jfYqw+dRYzTr4YoCQ/w1CROLmA6MF0p1ZWSP/Y2a63XeCKGEJ6wL+0IY2cvAyDUVcTDW0vGu8b3688Jtw457nsP5x/hkUVPWe3msU15rOf9QCUJ7gAAIABJREFUQTFR0z/rD/Dz1xuO2X7hVZ1p08G8U+0IDaw7fu7lc95xf/mFgwUplR8khAhWIzEL1vuBVTL2VfibH5fv5KNfS244TH+gPyc2jScl5eiHP0Wg89gkTsXcBWuVi1b3WLLZgAKKgNvd65QJ4VHzVu1i6od/ANAw/xBDd35t7Ws28j5iu5163Pcu27eK9zZ8bLX/3fkmujc+xXvJ+gCXy2DxL5v5e9WeMtvj6kUy6IZuxNWLtCkzcTyp+cl2pyCE8F2vaq3nVnSAUupyrfXXFR0jhB2mfLSa9dvTAUisH8nEu84IihsIonweL2Br4DIArXVfpdRAzMmfBtmakQg4M79ay/IN5h/33TI0F6Yss/a1nTINZ/3y12p1GS7GL3mBtNx0a9uU/k8R5YzybsI2ysst4JuP/yJ5X9lPNE/q2pR+53cgNMDutAaStPwDAESGyocLQohjtHbPPPwp5Y/tvxb4wrbshChHYZGLOyfPt9oXnn4i15wts+wHO9sLWK31l0qpb9zNVsABO/MRgaXI5WLopPlW++70edRP2wWAIzKSdq/MIOQ4063vObyPCcunWe3+zftwrbrCq/naKS35MP99e+Ux2wdepDipa1MbMhLVVXwHtkWc/PcSQpSltX5VKfUxMAL4P8zhXkXAFmAu5lhY+RtM+Iz0rDxGTf/dat979Sl0a3/8CTZF8PBoAauUelVrfc9R297VWt9a0fu01oVKqXcxZym+2pM5ieB1MDOXh2YsBiDMVcCorf9n7at/7nk0vu7G4773001fM2/3Iqv9WM/7aREXmDPcbVp3gF/mHju+9apbu9O4abwNGfkOpVQr4E3MOxT9gQ+AIVrr7TamdVypee4CNjYwf1eFELWjtU4Gxrm/hPBZG7YfZPJHf1rtF+4+g8T6gfv0m6geT60D+ybmjHanKaU6ldoVBtSryjm01rcqpR4BlimlTtZalzudaUJCNE7n8WeILU9iYly1jreb5Ft7y9fv55m3zMeEm+Slcfuub619nZ56kvrdupb7vuyCHG77/EGr3Si6Aa9d8gwOmxbF9tbP1uUy+PGrdSxftK3M9sZN47j57jOIia3ZMji++LtQS7OAycBEYD/mXYv3MItZn1Ng5APQXApYIYQQfmru4u18sXCr1Z710ADCqvm3vwhsnroD+yzmHYqXgadKbS8Ejr21U4pS6maghdb6eSAbcGE+0lKu9PTsaiWWmBjnV7OTSb6198GPm/jlj90A9Dy0nnNSSx6LbTv1FQriy5+x7s/kv5m99n2rfdNJ13BG09NIS7NnaRhv/GyPN7715G7m+FaHw0F2Tj7ZOfnVPrfdvwteKp4baa1/VEq9oLU2gNnuda19WtMgWdZJCCFEYJnw/io278kA4MQmsYy//XSbMxK+yFPL6GwHtgNdlVLxmHddi6cGiwUOVvD2z4F3lFILMe/Y3q+1zvVEXiK4uAyDe176jZy8QjAM7k7+gfpZ5iOVofXq0+vdN0lNPXzM+wzD4IWVr7Arq2S23YlnPklceGyd5e5tqQcO88k7Mr61BnKUUi0wlwVDKXUm4HPrvx6tUVRDu1MQQvgopdQlWutvKz9SiLpz9GRNl/dtzRX92tqXkPBpnh4D+xjwGJBWarOB+XhxudyPCl/jyTxE8MnMzuf+V8wxq+GufB7c+pG1r8HFl9LoyqvLnW49OTuFp5ZOtto9m3Tntk7XeT/hOiLjW2vtQeAboJ1S6k+gAVXor8pbHgzzQ705mH3iWmCEt9ZhjA2L8cZphRCBYRIgBazwGWkZuTz8+mKr/eC1XencRj6IFcfn6VmI7wDaaa1TPHxeIY5L70znhQ9XA9AsN4Vbdn9v7Wsx+jGik1S57/tm6498v/1nq/1QjxG0qdfKu8nWAcMwWLZgG6uX7iyzvUFiDJdf35Wo6HCbMvM/WusVSqmeQBIQCmzUWlfl+erylgcLAR7XWs9XSs3EXC7MK0tWyNp4QogKbFFKvQ0sA3KKN2qt37MvJRGs1m5NY+p/11jtKcP70CBeloITFfN0AbuTih8XFsKjvlq0ja/cExH1OfgX/Q+WzFjX7qXXCI099jHg/KJ8HljwuNWODI1gUr/xhDr8e4KAwoIifvxyPTu2pJXZXnp8q6ge9x95pRlKqRzMsf2zj1fMHmd5sEuABe5t3wPnI2suCiHqXhrmB2q9S20zMCeoE6LOfL5wK98s3m6133h4IE5Za15UgacL2H+ARUqpeYA1jlVr/bSH44ggZxgGj7+5jH1p2WAYjNz9FbF5mQCEn9CUVs9MKPcu1IaDm3jtzzet9uAOgxjYsm+d5e0N2Yfz+Pz91WRllB063u/8DnTu3tymrAJGEeZjw++629cBce7tM4Ehx3tjOcuDXeqeCAogi0pmaK/+jOuG9cpfZoP2lzyLSb7e40+5gv/lW5rW+nYApVSC1jrd7nxE8DEMg/HvrGBXsjkvSfsW9RhzUw+bsxL+xNMF7B73F5RM4iSER+XkFTJi2kIAoopyuW/bf619ja68mgYXX1ru+55fOJ3V+9Za7ef6jqV+RJVWefJJqQey+OSdVcdsv+y6U2jRuoENGQWkblrrnsUNpdRcYJnW+hql1JoK3geUXR4MKL2AXRxwqKL3VnfGdUILrZe+NjN4eeyetbq6JF/v8adcwf58a1s8K6W6Ah8D0Uqp3sBC4Bqt9R8eSE+IChUUFnHXlAVW+6oBbbnkjNb2JST8kkcLWK31U0qpGKAd5iQlUcdbz1WImtixP4un5qwAoFX2Pq7f+5O178SxTxLZ5tj5wg7lZTD29+es9kkNkhjZ7Q7vJ+sl2zal8L/P15XZ5nCEcM2/e5LQMNqmrAJWrFLqBK31fne7MSWF6HH7z+MsD7ZSKTVQaz0fuAiY58lEQyJyKj9ICCHgVcwnQz7UWu9VSg3DfKJE1isRXpV6KIfRM5dY7dHXn0rHVgk2ZiT8ladnIT4beANzspMzgLVKqRu01j96Mo4ITj+v/P/27js6qmrt4/g3lU4oCR2kbwSkVxHBhmJFUayoKPbGK4rY8epVQRQsIBbU6xVULNgQy5UuiEivG+lFSugBkpAy7x8znGSAhITM5Mwkv89aLLP3ac/EZGee2W0z4//3NwDn7vqLDvtWOMcavvU2kSVLHXfNjC1z+Hx11jTD+1v25/TKjYMfbIB5PB4W/rGJudPX+9XHVynLZde3pGSpGJciK/KeBeYbY2bjbdfaAQ8ZY4YAv+Zy3XHbg+GbN2uMifV9/WUgA1UCKyJ5VNpau9IY7wKH1tpfjTHDXY5Jiril63YzIttiTa/e14WK5Uq4GJGEs0APIX4JOAuYbK3dbow5G/gUUAIrBTJs/AJWbdoHHg8Pr/+M2Mw0AEo2aEidx5867vyMzAye+P0FDqZlDQD4b+/XObA35Lfw9JORkcnUSav4e8VOv/rGzarS/WJDlBY7CCpr7QRjzBSgK955r3daa3cZY6Zba3NcsC6X7cG6BSlUImK0fbaI5Mke3zDio/tb34gW4JQg+mbmOr77fYNT1mJNUlCBTmAjfYkrANbaFUe/FjkV2edKlE0/zP0bsjqtqtxwExXOPf+4azYlbWHovDecco/TzuGKBj0pER0LhEcCm5KcxjvDp7Nj2wG/+o7d6tG6Ux1tk1JIjDEJwE1AWbzz+tsaY+pZa292N7LjRUSnuR2CiISHe/AuTNfMGLMP7wKcN7obkhRVL3z8F+v+8b6XaVQrjse1WJMEQKAT2C3GmEvxbjVRAbgP79Y6Ivm2fc9hnnj3DwAaHdxE7+3TnGOnPfcCJWrWOu6az+xEZm7Nml/xdMeBVCtTNeixBsq+PYf5/P15ZGZ6/OovuqoZ9RonuBRVsfY5sBnvdhPfAJcC81yNKAcRMd4dfUpHHz+UXkQkmwrW2rN8a5ZEWWsPnPQKkXxKz8jkzlemOeUru9bjsi713AtIipRAJ7B3Aa8DtYG1wBTgzgA/Q4qBOcu2894P3jmul+z4nTOS1jrHGr79LpExsX7nJ6cn88iMZ51y1dIJPNVxIJER4TFEZfvW/Uz878Lj6q/p15b4quG7XUMRUMNae65vftjXwDC87Vro8fXAlo0p43IgIhLi/m2MaYS3LfvBGPOrtTafy56L5GxvUioDR/3ulAde24pm9bQ7ggROoBPYB6211wf4nlLMvP3NMuat2kmkJ5NBaz9x6su0ak3N+x867vxFO5fy3rL/OuVbml5Hh2ptCiXWglq/ehc/fb3Mr65s+RJcdXMb6taLD6utJYqoo3skWqCltXZuqE6LiIj29sCWidFK1CKSM2vtRcaYksA5eFdEH2GMWWWtvdjl0KQIWL15Hy+Py9qR6ZV7zqRyXEkXI5KiKNAJ7GXGmKettZ6TnyriLyMzkzuGTQOgwpED3L3pG+dYtTvuonzHzn7nezweXvnrLTYmbXbqhp71LGVjQ78HatmCrcz85W+/umq14ri0zxnExAb611IKYIox5gvgEeAXY0wbICSX+z06B7aMemBFJBe+uf3dgO54F6jbA6zI7RqRvMi+WwTAO490IyY6ysWIpKgK9Dvl3cAqY8wCsr3Js9beFuDnSBGz50AKj4yeDcAZB9Zwyc7ZzrF6L71CTIL//M9dybt5ds5Qp9y+amtubRbanf8ej4e509ex8I/NfvWNmlXhnIubaEXhEGStfdIY08Bau9EYcwNwNvCc23GdkK8HVkOIReQkdvj+jQS6W2v3nuR8kZMa9fVS5q9OBKBqpdK8eEdHLTgpQRPoBPY/Ab6fFAOL1uzijS+XANBn66/UT97mHGv0zlgiovw/vft5wxS+W/eTUx7Y9l7qx9UtlFhPRUZGJlMmrWLNMVvhtO5ch45n11MDH8KMMV9Za3sDWGvn490T9jfgPHcjO57TAxurIcQikqsmwLl4hxBPNcasAKZaa99zNywJR5keD3e9Mo0M3+KT57etxQ0XNHY5KinqAp3A3mCtvTDA95QibNwvq/ltwRaiM9N5ZN14pz7u7O5UvflWv3PTMtMZMO0JpxwZEcmIbi8QHRmaQ26PpKYzacIStm/1X+Dx7Asb0ax1TZeikrwwxnwNtAZqGGPWZTsUjXdV4pATEZUBQNlo9cCKSM6stauB1caY2cAFwN1Ae0AJrOTL4ZR07h85wynffUUzOpwePjs/SPgK9Dv/UsaY2tbakHyDJ6Ej0+PhwZEzOZyaTpXUPdy2+QfnWI0H/4+yLVr6nb9m33pGLHjbKfdqcDEXnNa9sMLNl8MHU/nyPws4lOS/52zP3s2p2yjepagkn24FKuFdVf3BbPXpeIfehSwt4iQiuTHGfAZ0wbs43STgUmutzeO1HYGh1truxpiGwEeAB1gG3GetzTTGPAtcgre9HGCt/TMIL0NctjXxIE+Pzfpf+6/bO1AroayLEUlxEugEtgqwwRizE+8c2AjAY62tH+DnSBhLOnyEh96YBUD7vSs4b/dfzrH6r75OdFyc3/ljl33Cgp1LnPK/Og+mcqnQW4597+7DfPbe8X+nr7q5DVVrlHchIimAVr7/vgqcdsyxBsAMQlSZMFjETERcNQHoj/c9WpS1dl9eLjLGDAL6Aod8Va8BT1lrpxljxgBXGGM24l0gqiPeLRW/wtu7K0XInyt3MObb5U75rQFdKV0yxsWIpLgJdAKr4cOSK7tpL0PHLwSPh9s2f0+VI96/m1FxcdR/ZQQRkVkLGSUdOcjgWf9yyvXj6vJwm3tCbs7oifZwjYyM4Lo72hNXUb1hYSq3hZo8eOePhaQy0fqZE5FcLca7B2wDIMKXdF7rG1qcm7XAVcDRfevaAtN9X08GeuDt1f3FtxvFJmNMtDEmwVqbGOgXIe4Y/7/V/O+vLQBERUbwzqPdiQyx92VS9AU6ge2WQ/3HAX6OhKFvZ63n21nrKZGRyv+t/9ypr3TJZcRf2dvv3Dnb/uKTlROc8p1n3ELLhGaFFmtebNmwh+8/W+JXV75CSa66uQ2lSse6FJUEgrX2nOxlY0w58tFT4aZw2EZKRFw1Bhhmrf0SwBjTB3gX77Y6ObLWfmWMqZutKiLbtolJQBxQHu+OFBxTn2MCW7FiaaLzudVKQkK5fJ3vtqIQr8fj4Z6hv7E10dsB3/mM6jxxa4fCDu2Ewun7G06xQujGG+gENvubvhi8+4vNQAlssebxeHjq/bls232YWsk7uGnrz86x2o89SalGjZxypieTIXOGsjsla1X/4Wf/i1LRobMJ9jqbyM8Tl/vVVa8VxyV9WhATq/3OihJjTH3gM/x7KvpYa//O/Ur3aA6siJxE/NHkFcBaO8EY89Qp3Ccz29flgH3AAd/Xx9bnaO/ew/l6aEJCORITk/J1jZuKQrxp6RncNXy6U77+/EZc0K52SLyucPr+hlOs4H68uSXPAU1grbX9speNMZWAz3M4XYqB5NR07hvhnS7YbdcCOu9b5hxr8MYookpn9Rb9c3A7//7zNafcrVYX+jS+ovCCPYlVS7Yx9Uf/dS7qNYrngl5NtYdr0fUOx/dUvMdJeircVDq6lNshiEhoSzXGtLHWLgAwxrQF8pdFei00xnS31k4DegJTgTXAMGPMcKAWEGmt3RWguMUFew6k8Mjo2U558I1taFy7gosRiQS+B/ZYB4G6QX6GhKiN25N47qN54PHw4PoJlM70rspbos5p1Hl6iN9c1olrJvG/TVmf7g1uP4Da5WoUeswnsnjeZmb/ttavrkmLanS7yBAZqXkfRVygeioKTahuKyUiIWMA8JUxZg/ehZwqAdeewn0GAu8ZY2KBlcCX1toMY8xMYA4QCdwXoJjFBas27mXYp1lrfLx6XxcqlivhYkQiXgF9p2OMmYp3gRPwNor18S7RLsXM//7azPj//U2Z9GQe2PCFU59w7fVUvCBrra/UjCM8PD0rH4iLLccLXZ4kMsLdHk2Px8O8WRuY//tGv/qW7WvR+dwGIbeQlARNoHoqRERCgrX2D2NMY6Ax3iTTWmuP5PHaDUAn39erOcHaJ9baIcCQAIUrLvll3mY++y1rtsy7j3YnWqPNJEQE+qP6Idm+9gC7rLUrAvwMCXHDxi9g1aZ9NDi0hWu2TXHqT3v2X5SoXccpL9+9itGLP3DK15urOKtmp0KN9Vgej4dZv65h2YKtfvUdzq5H2zOP3U1FioFA9VSIiLjKGFMDGA40A2YDj4fDwnRS+EZ9vZT5q73rbtWML8Pz/Tu6HJGIv4AlsMaYisDyo3MdjDHdyGXVOSl6sk/yv2jnbFodWOMcazjqHSJLeIedeDwe3lz0HnZv1vEXuzxNXAn3VjrLzMxkyqRV/L18p1991wsa0bxtTZeiErcYYypZa/cUpKdCRCTEfAgsBcYBVwMjgH65XiHFisfjofdj33Mk3bs+1/ntanHD+Y1djkrkeAFJYI0xrYEf8TaEP/mqewDjjTE9rbVLcrxYioRtuw/x5HtzifRkMmjtJ0596eYtqDXgYae8N2UfT81+0SmfEd+Uu1vcWpih+slIz+SnicvYtHaPX/15lzahcfNqLkUlIWC1MeY34AO8exouP9kFIiIhrqa19kIAY8wvwCKX45EQkn3RTYA7L29Kp6Z6HyShKVA9sMOB630r0QFgrX3SGDMDeA04P0DPkRA0Z9l23vthBXFpSdyzcaJTX+22Oyh/ZhenPHXzLL78+zun/GCrOzGVGhZqrEelHcng+88Xs2PrAb/6i3o3p16jeFdikpBSB7gKeBgYY4z5L/ChtXa9u2GJiJwyZ/SItTbNGKPRJALA9j2HeeLdP5zyc7d1oHaVsi5GJJK7QCWwFbMnr0dZa382xgzN7UJjTAzeXo66QAngBWvtd7ldI6Fj2H//YuairTRLWsdlO2Y59XVfHEZslSoAZGRm8OjMZ0nNyPpbOaLbv4mNiin0eNOOpPPNuEXs2nHQr/7y61tS87SKhR6PhCZr7WHgE+ATY0x14EZgojFmNzDWWjve1QBFRArOc/JTpKhbvGYXr3+ZNVBy/PM9STmU6mJEIicXqAQ2xhgTaa3Nvqk1xphIIPYk194E7LbW9jXGVAYWAkpgQ1xGZiZ3DJsGwNX/TKHh4S3OsUZj3ici2vujtfHAZob99aZzrGfd87m0fo9CjRXgSGo67wyfzo5t/j2uvW9pQ5Xq5Qs9Hgkf1tptwHBjzGfAk3jnkSmBFZFw08wYsy5buaavHAF4rLX1XYpLXPL97A1MnJH1I/H+oHMoVzpWCayEvEAlsNOBZ33/snsK+Osk134BfJmtnB6gmCRIjm5qHZ2ZziPrst7Hl+/SlWr9bnfK41Z+wext85zyM50epWrphEKNNTUlnYmfLGDvLv+dT67p15b4qu4tGiXhwRhTAbgGbw9sVeBjoJ6rQYmInBqtxiOO1z5fxLL13vU/GteKY/BNbV2OSCTvApXAPg78aIy5Be+iAClAG2AncHluF1prDwIYY8rhTWSfyu38ihVLEx0dla/gEhLCK1EJ5Xj/XLGd58fOJSF1L7dv/t6pb/LEYCp3bA/AwSOHuG3iI86xOnE1eeXCJwt179SU5DTGvj6T3YmH/OrvGtiNqjXCp8c1lH8WTiTc4s2JMaYP3tEhZwLfAk9ba2e6G5WIyKmz1m48+VlS1GV6PPQfOtUpX3rmaVx1dgMXIxLJv4AksNbaJGPM2cA5QGsgExiV1zd8xpjawERg9Mnmlu3dezi3w8dJSChHYmJSvq5xUyjHO+6X1fy2YAtt963kgl1ZPav1h48gs0JFEhOTmL9jMR8sH+ccu63ZDbSt2opduw6e6JYBl5Kcxlf/mc+BfSl+9dfe3h7TtBqJiUkh+/09Vij/LJyI2/EGOHl+AO/c/OuttYdOdnJ2J5rXD6wAPsI752wZcN+xUy5ERESC6diVhu+7sjltTRUXIxI5NQHbB9Za6wGm+P7lmTGmKvALcL+19rdAxSOBk+nx8ODImRxOSeOWLT9SPXU3AJFlytDpk4/YtfsQHo+Hl+aNZOvBbc51w7oOoUxM6UKJMSU5jS8+/IuDB/znbVzXvz0V48sUSgxSdFhruxbg8hPN618EPGWtnWaMGQNcgfdDOxERkaA7dqXhf93egVoJWmlYwlPAEtgCeAKoCDxtjHnaV9fTWpvsYkzik3T4CA+9MYsSGUcYvP4zp77iRReTcHUfIiIj2Xk4kef+eMU51ql6O/qe3qdQ4ks+fIQvPviLQwf9dwO47o4OVKxcOMmzyDFONK+/Ld61AgAm490nWwmsiIgE3ZK1uxn5xWKn/OaArpQpWfg7QYgEiusJrLX2IeAht+OQ49lNexk6fiE1k3fSd+tPTn2tQY9TurEB4ItlP/DF8knOsUfb3U/d8nWCHtvhQ0eYMHYeyYfT/Oqvv7MDFSopcRX35DCvf7hvlApAEhDnUngiIlKMTJqzga+m+680HBlZeGuSiASD6wmshKZvZ63n21nr6bp7EV32Zu0P1uD1UUSVKcORjDT+b/qTTn2JqFhe6focUZH5W2Arvw4fTOXzsfNISfZfrPqGuzoSV7FUUJ8tklfHzus3xgzLdrgcsO9k9ziVBesgvBbSCqdYQfEGUzjFCuEXrxRPI79YzJK13mlfDWvF8YRWGpYiQgms+PF4PDz1/ly27TrEfRu+pFyGdyR3bI2anPbcC0RERLB671peX/iOc03vRpdxbu2CTBk8ucOHjvDZe3+SmuKfuN54d0fKV1DiKqEjh3n9C40x3a2104CewNScrj8qfwvWeZyvwmXhL7cX/covxRs84RQruB+vkmc5mUyPhzuHTSPT4/3bcEnn0+jdTSsNS9GhBFYcR1enK52ezOANXzj18Vf3odJFFwPw7pL/sHjXcufY6Mv+jedQ8OZRpCSn8fnYeRzONsc1IgJuvLsT5eJKBu25IgVwonn9DwFvGGNigZX4z5ENAM/JTxERkSLv2JWG7+3VnHZNtNKwFC1KYAWAjduTeO6jedQ7tJVrt2UtBl3n6SGUPK0u+1OTeOL35536xhUa8GDrO4kvXZ7EQ4H/JDo1JY0vPzp+O5yb7lHiKqEtl3n93YL2UE1nEhEp9nbsOczjWmlYigElsMJv87cw7tfV9Nj5B20OrHbqG456h8gSJfj9n7mMX/WVU39Pi340jz89KLEcSU1n4icL2ZPov/Wm5riK5CJCW8qKiBRny9bt5rUJWSsNv/FQV8qW0krDUjQpgS3mho1fgN24h8fWfuJ04pRu2oxaDz9KpieTJ2a9wP4jB5zzXz37eUpGlwh4HGlpGXw3fhE7t/n35mo7HJE8iNAQYhGR4mry3I18MXWtU35vUHeiIiNdjEgkuJTAFlNp6RncNXw6cWkHeWzj10591VtvI+6ss9l6cBsv/jnCqT+v9tlc1ejSgMeRnp7BpM+X8M/m/X71fW5rR+UqGvYikifqgRURKZZGfb2U+asTAahfozxP3dzO5YhEgk8JbDG0bfchnnxvLqcnreeKHTOd+rovvExstWp8ufo7pm6Z5dQ/2eFhapStFtAYMjIy+emrZWxat8ev/upb25JQTSssiuSLemBFRIoVj8fD/SNnkpzq3Z3hog516HNuQ5ejEikcSmCLmd+XbmPspJVcuW0a5tAmp77RmPdJJZ37pgxy6iqXrMiQzo8RGRG4YSiZmZn8+u0K1tldfvVX9m1NtZpxAXuOSHESEakeWBGR4uJIWgZ3vzrdKd95eVM6NQ1sR4NIKFMCW4yMnriUhSu3M3jdOKeuXMfOVL/jLpbuWsGYJR859Tc1uYbONdoH7Nkej4cpP6xi9fIdfvVX3NCKGnUqBOw5IsWShhCLiBQLew6k8Mjo2U75mVvbUbdaeRcjEil8SmCLgfSMTO58ZRrxqft4dPN3Tn31ex+gbOs2vDZ/NGv3b3DqXz7rGcrFBmb+qcfjYcbPq1mxaJtf/aXXtqB2vUoBeYZIsachxCIiRd7qzft4edwCpzzigbOIKxPrYkQi7lDcWOkfAAAgAElEQVQCW8Ql7kvmsTFzaLNvFT12/enU1xv2GgdKRXD/1MecutZVWtC/+U0Bea7H42Hu9HUs/GOzX33P3s2p2yg+IM8QER/1wIqIFGnTF23lPz9Zp/zuo92JjtJKw1I8KYEtwv5atZPR3yyj7+YfqZnqnXMaUaIkDd8czW9bZjJx0STn3AGt76ZRxfoBee7iPzcze8pav7oevZrSoEmVgNxfRI6hHlgRkSLro8mrmLH4HwASKpRk6N1nuhyRiLuUwBZRYyet4K9Fmxi8/jOnrmKPi6h49dUMmP4k6Z4Mp35kt38TE1Xwza5XLd3O1Emr/Oq69zSc3rJ6ge8tIjnTIk4iIkWPx+Ph8Xf/YOfeZADOalGd2y4+3eWoRNynBLaIycz00H/YVGom7+T/tv7k1Nd65DG2Vy/NkGlPOHWX1b+Qi+qeV+Bnblizi8lfLvOr69S9Pq071SnwvUUkD9QDKyJSpBxdv+Sovhcazmld072AREKIEtgiZG9SKgNH/U7X3YvosneJU99g5FuM2zSJufPnO3VDOj1GQunKBXrets37ePvlaX51LdvXovO5DYiIiCjQvUUkHzQHVkSkyDhw+AgD3pjllB+7oTWmTkUXIxIJLUpgi4gla3cxcsJi7t/wBWUzUgCIrVmLhCcf58FZzznn1SlXk0HtHixQgrl750EmfPCXX12jZlU479LTlbiKuEE9sCIiRcKmHUkM+XCeU37lnjOpHFfSxYhEQo8S2CJg3K+r+WPu3wze8IVTF3/NtWxoXZNXsiWvtze/iTZVWpzycw7sS2bcmLl+dfUbx3P+FU2J0kp4Iu5RD6yISNg7uvjmUW8P7EaJmCgXIxIJTUpgw1imx8MDI2dQY89GHtg2xamv8/RzjNz5DZuXTXXqXuk6hNIxpU/pOYcPHWHcmD9IT8t6k1w5oQxX9m1DjZoVSExMOvUXISIFFqEEVkQkrH09Yx0/zN4AQGx0JG8P7KZRbSI5UAIbpg4cOsKAN2fRc8dsWiatceorvvoSA+ePcMqdqrWjb9M+p/SM1JR0vvjwL5L2pzh1pcrEcF3/DpQsVfBVi0UkQDSEWEQkbA0bv4BVm/YB0KJBZQZc09LliERCmxLYMLRywx5e/XQBg9d+4tSVbt6CFVe25vVsyevAtvdRP+60fN8/PT2D78YvZsc/B/zq+97bibLlNQ9DJORoGx0RkbCT6fHQf2jWaLkru9bjsi71XIxIJDwogQ0zX01fy+zpSxm06RunLuG223kmdRKZaycDEBURxWvdnic6Mn//ezMzPfz67QrW2US/+uvuaE/FymUKHryIBId6YEXEJcaYhcB+X3E98A7wOpAO/GKtfS6na4uz5NR07hsxwyk/cNUZtG6c4GJEIuFDCWyY8Hg8PPr2bGptXsZdiXOc+ugnBvDUhvFO+Yr6PelR95x83/+P6etYOGeTX13vW9pQpXr5Uw9aRAqH5sCKiAuMMSUBrLXds9UtAnoD64BJxpg21toF7kQYmnbuS2bwmKz3cv+6vQO1Esq6GJFIeFECGwYOpaTxwMiZ3LDlZ+qk7PBWRkQwd8CF/JEteT2VvV1XLPqH6T+t9qu7pM8Z1KlfsD1iRaTwRKgHVkTc0RIobYz5Be97yiFACWvtWgBjzM/AeYASWJ+VG/fyyqcLnfIbD3WlrNYVEckXJbAhbs2W/Qz/+A8Gr/vUqStz9tm8WGsV7PD+PahdtgaPtX8oX6vVbVq3m0kTlvrVdbuoMU1b1QhM4CJSeNQDKyLuOAwMB94HGgGTgX3ZjicB9XO7QcWKpYmOzt9WMQkJ5fIXpcuOxjtp1jrGTMx67/XNsMtCchvCcP3+hoNwihVCN14lsCHs+9kb+OOXuTy8ZbJTl9yvN6+nznTKtzW7kbZV875a3a4dSXzx4Xy/ujad69CxW65/X0QklGkRJxFxx2pgjbXWA6w2xuwHKmU7Xg7/hPY4e/ceztcDExLKhdX2fUfjHfvDCn5fth2AmvFleL5/R/bsOeRydMcL1+9vOAinWMH9eHNLnpXAhiCPx8MzH/xJvVW/c8veJU79pJtbsCZb8jqs6xDK5HFv16T9KXzy9h9+dQ2aJHDBFU21z5hIuPMNIY5Av8siUqhuA84A7jXG1ABKA4eMMQ3wzoG9ECjWizh5PB4eHT2b3Qe8WxKe07omfS80LkclEt5CJoE1xnQEhmZfCKA4OpySxu0vT+G+DV9SLiMZgMgqCYw4D0j3fnLXoVobbml6XZ7ul5qSzudj/+RQ0hGnLr5qWa68qTXRMfkbsiMiIcqXwEZF6HdaRArVWOAjY8wswIM3oc0ExgFReFchnutifK5Kz8jk8ke+c8q39mzC2S01VUukoEIigTXGDAL6AqE3lqIQbdh+gFdfmMTgDV84dXvPa8fHVbNWB364zb00qFD3pPfKyMjkh8+X8M+mrJE7sSWiuOGujpQqHRvQuEXEXRG+ObBKYEWkMFlrjwA3nOBQp8KOJdQcOHSEAW/OcsqP39SGRrUquBiRSNEREgkssBa4Cviv24G45dd5m/nzu6k8sG2KUzfh4gS2VfAmrxFEMKL7v4k5yd6uHo+HaZMtq5Zs96u/4a4OxFXM23BjESm47KNKjDENgY/w9lAsA+6z1gZu4qp6YEVEQsbG7Uk899E8pzz83jOpVL6kixGJFC0hkcBaa78yxtTNy7lFcbW6QW/OpN7c77kmaa1TN6pPAunR3vls151xOVc17XnS+/w+ZQ2/TVrpV9fvgS7UrlsphysCI9S/v9mFU6ygeMPVCUaVvAY8Za2dZowZA1wBTAzYA309sJERobeapYhIcfLnyh2M+Xa5U/7ipUtI2p/sYkQiRU9IJLD5UZRWq0tNy+C+4VMYtHacU3egYVU+7JC1p+OznQZRpXR8rq9h7aqd/PLNCr+6Hr2a0aBJAkBQX38of3+PFU6xguI9leeHkGNHlbQFpvu+ngz0IAgJrHpgRUTc89X0tUyasxGAEjFRjH74bErGRhM+f8lFwkPYJbBFxZbEg4x4+38M2vSNU/dT5/LYet7ktWbZ6jzefkCuKwQnbk/iy4/8t8Q589wGtOxQOzhBi0ienGBUSYRvmwnw7osYF9AHRvqGEEcqgRURccPLn8xn9Zb9ALRsUJmHrsn7Focikj9KYF0wfdFWFn3+PXclZm1r8+HllTlQ1vvms1/T62lXrXWO1x86mMrHb83xq2vaqjpnX9hYW+KIhKbs811Pui8i5G+6xNFFnGKiY0KtJzpX4RQrKN5gCqdYIfzileDJ9HjoP3SqU77q7PpcemZd9wISKQZCJoG11m6gGKxa99qERbSY8Sk9U3YAkBkZwVt94vFEehPPsb1eIeWA54TXpqdl8PXHC9idmLVYc5Xq5eh1Y2uiojX3TSSELTTGdLfWTgN6AlNPcn7+pksc3Qc2MyJshp27PeQ8vxRv8IRTrOB+vEqeQ0dyajr3jZjhlB+8ugWtGsa7GJFI8RAyCWxRl5aeyQPDfuHhdZ85dYsal2J6O+8fonZVW9Gv2Q2UK1GWlGNmS3g8HqZOWoVdtsOpi4yMoO99nSldRlviiISBgcB7xphYYCXwZUDvrkWcREQK1Y49h3n83ayRdC/070iN+DIuRiRSfCiBLQQ79hzmzde/5+Gtk526r8+twOZq3uTz/9rcQ8MK9U547eJ5m5n921q/umv6tSO+atngBSwiBZZ9VIm1djXQLWgP0zY6IiKFZtm63bw2YbFTfnNAV8qUjHExIpHiRQlskM1Zvp1VH43n5r1LnLp3eseTUsLbUzKy+4sn3Nt107rdTJqw1K/uoquaU6+xhqaIyDGcHlglsCIiwfTT3E1MmLrGKb8/6BwiI7X+iEhhUgIbRG9PXErHn0bRJSMFgN3lo/jkkkoQEcGl9XrQs975x12TuCOJt4dN86vr2K0ebTqfVhghi0g4cnpgNYRYRCRYRk1cynybCEC96uV4+pb2LkckUjwpgQ2C9IxM/u+lH3lgQ9Y0t5mtyrCgqXduxLOdHqVK6QS/a1KS0/jk7T9IO5Lh1DVoksAFVzTVysIikquISO0DKyISLB6Phwdfn8mhlHQAerSvzXXnNXI5KpHiSwlsgO3an8y7wyfwwLasRUbHX1SRxEoxVCtTlac6POyXkGZkZPL9p4vZ5ts7DCCuYimu6deOmFi9GRWRPIhQAisiEgxH0jK4+9XpTvmOS5vSuXk1FyMSESWwATTf7mTDmDFcnbTOqRvVJ4H06AhuaXodHaq1ceo9Hg+//7aGpX9t9bvHQ0+dx5H0DERE8kyLOImIBNyeAyk8Mnq2U376lnbUq17exYhEBJTABsxHPyzjzG+Gc4avvK5mLN93qwDA0LOepWxs1tLqq5fv4LfvV/pdf2Xf1lSrGUdcxdJhtR+eiIQALeIkIhJQf2/Zx0ufLHDKI+7vQlzZEi5GJCJHKYEtoMxMD4Nf/Jb+G75x6n46szy2bknaVmnJbc1vdOp37TjIFx/+5Xf9eZc2obGGoohIQRztgY1UAisiUlDTFm7l45+tU37nke7ERGuRPJFQoQS2APYmpfLxix/SPzFrI+sPLq9MUtkoBrS+m0YV6wPeBZr+O3oO6WmZznlntK1Jl/MbaoEmESmwCM2BFREJiLGTVvD70u0AxMeVZOjdnfVeTSTEKIE9RUvW7iZxxFB6puwEICPSO9/VExnByG7/JiYqhsxMD5O/XMqmdXuc6ypXKcNVN7chOlpvNEUkQCK1jY4ULxOmrGHeqp0BvWf7JlXoc27DgN5TwofH4+HRt2ez50AqAF1bVKffxae7HJWInIgS2FPw2eSltPnqVWr7ygsbl2JGu3JcXPd8LqnfA4AFczYyd/p6v+v63tuJsuVLFnK0IlLkqQdWJOieeOJRrrnmOnr06M7Klcv5z3/G8vLLrx133urVqxgx4hWioqKIjY1l0KCnqFatGh999D4zZ04nIyODXr1606tXbxdehZxIWnoGdw3PWmn41p5NOLtlDRcjEpHcKIHNh0yPh5de+pJr1k1y6r4+twKbq8XyTMdHqFqmCpvX7+GHz5f4XXf59S2peVrFwg5XRIoLLeIkxUyfcxsWem/pZZf1YvLkH+jRozs//vgDl1125QnPGzr03wwe/BSNGhlmzpzGW2+9xs0338bcubN5992PSEtLY8yYt/B4PBqaGgL2JqUycNTvTvmJvm1pWDPOxYhE5GSUwObRgcNH+OrZN7lm71Kn7p3e8cRVrMqbHQdycH8qb788ze+aM89rQMv2tRERCaoIDSEWCbaOHTszevTr7Nu3jyVLFjJgwCMnPG/XrkQaNTIAtGzZhjFj3mLTpo2cfnozoqKiiIqKyvFaKVxrtuznxU/mO+VX7+tCxXJaaVgk1CmBzYNVG3aT/NKTdMlIAWB3XBSfXFyJm5teR5v4Vnz23jz270l2zq9v4unRq5k+WRWRQnG0qdEQYpHgiYyM5JxzzmfIkCF07dqdqKgT/77FxyewZs3fNGzYiEWLFlC7dh1OO60u33zzFZmZmWRmZvLIIw8ybNhIYmNjC/lVyFHTFm3l45+00rBIOFICexLf/bSYJl+O4OgurjNbl2XB6aV5qcvTLJjyD+8vnumcW7JUDDfc1ZESJfVtFZHCp210RILrkksu59pre/Hpp1/neM5jjz3JiBHD8Hg8REVFMXjw09SsWYuOHTtzzz23k5mZyZVXXq3k1UUfTFrJrKXbAK00LBKOlGnlwOPxMOrlT+mx9henblzPitRu3IYHPOczbsR8v/Ov7d+eSvFljr2NiEihUQ+sSHBVrVqN5cuXk5iYlOM5jRs3YdSo946r79u3H3379gtmeHISHo+H/3tzFgcOpwFaaVgkXCmBPYFDKWn8/PhL9Eha59S91SeBm+vexryvdzCVrCEnPXo1o0GTBDfCFBHxowRWpHBs376dF1545rj61q3bcvvtd7kQkZxMcmo6942Y4ZS10rBI+FICe4y/N+7G8/xAmvvKa2vG8mOXeFosvYh5C3Y457XqWJvO5zRwJ0gRkRNQAitSOKpVq8Zbb73rdhiSR1sTD/L02D+d8tO3tKNe9fIuRiQiBaEENptfJs+j7lejnPLkzuWJK3kFTRdEkY53m4oq1cvR66bWREVpor+IhBYlsCIi/uYs3857369wym881JWypWJcjEhECkoJLN45EeNe+pAO67KGlnx+divi/2lFcrbz+t7bibLlSxZ+gCIieaBFnEREsnzw40pmLfEu1hQVGcE7j3YnUos1iYS9Yp/AJqemM2fgYDqk7AJgX4kKzK/di/h/ss65pM8Z1Klf2aUIRUTyRvvAioh4OybuHzmT5NR0ADo2rcpdlzdzOSoRCZRincBu2LCTIy8MohaQHhHNjAZX4yGrh7V1pzp06l7fvQBFRPJBQ4hFpLg7nJLG/SOztjjs17MJXbVYk0iRUmwT2Bnfz6Lat+/jAVZWOZNt5Rs7xyollKH3LW2IjtabQREJH0pgRaQ4W7t1P//+b9Y2h0P6tadO1XIuRiQiwVAsE9hvXhhB0w2L2V62HsurdfM7duPdHSlfoZRLkYmInLqoyGLZpEsx9PWaH1i4c2lA79m6yhlc1fDSHI8/8cSjXHPNdfTo0Z2VK5fzn/+M5eWXXzvuvPvvv5OGDRuzfv1aSpUqRYsWrfnzzzkcPHiQ1157i1mzpjNz5nQOHz7Evn376NevP927nxfQ11IcfT1jHT/M3uCU3xrQldIltViTSFFUrCZMpaamsfju/py2dT2/NbzVL3m96Kpm3DO4u5JXEQlbmgMrEjyXXdaLyZN/AODHH3/gssuuzPHcpk2b8frrb3PkSBolS5Zk5MjR1K1bj0WLFgCQnHyYESNGMWLEW7z55gjS09ML5TUURZkeDw+9MdNJXqtXLs3Yx85R8ipShBWbj+s3rdnMoaFDWFCnFykxWcNJzmhbk7MuaORiZCIigRGpIcRSTFzV8NJce0uDoWPHzowe/Tr79u1jyZKFDBjwSI7nNm7cBIBy5cpSt24939flOXIkFYBWrdoQGRlJpUqVKVeuPPv27SM+Pj74L6KI2ZuUysBRvzvlPuc05KKOdVyMSEQKg+sJrDEmEhgNtARSgf7W2jWBfMaUCV9yaMFOtjTo69SViyvJtf3bExOjN3wiEnyF0dZFK4EVCZrIyEjOOed8hgwZQteu3YmKyvn3LeIkW7VYuwqAPXt2c+jQISpWrBjQWN1UGG0dwP/+2sz4//3tlDXfVaT4cD2BBXoBJa21nY0xnYBXgSsCdfN3H3iW7bHtoELWJ5vX3dGeipXLBOoRIiJ5EdS2DrQPrEiwXXLJ5Vx7bS8+/fTrAt1nz57dPPTQPRw8eJCBAx/LNRkOQ0Ft6w4cOsJtL0/xqxszsBux6pAQKTZCIYE9C/gJwFr7hzGmXaBu/OHz35ISm3W7cy9rgmlWLVC3FxHJj6C1dUdFag6sSFBVrVqN5cuXk5iYlOM5b731rvP1c8+95Hz90EMDAfjxx+9p1aoN99zzQPACdVfQ2rrvf1/PxJnrnfLlXerSq6u2OxQpbkIhgS0P7M9WzjDGRFtrT7iiQcWKpfO8vU1KTJz3AXEHeejp6046pCdUJCSE1xCYcIo3nGIFxVvEBK2t82RGEhGZSZuGDShTouTJLwgR4fbzoniDJ5xiBUhLS+Kxxx47rr59+/Y8+OCDuV5brlxJSpeODbvXnA9Ba+tWbc667dgnL6BKpdIFibPQhNv/a8UbPOEUK4RuvKGQwB4Asn93InNq5AD27j2c5xvfM7g7CQnlSExMYteugwUIsfAcjTdchFO84RQrKN5TeX6IC1pbN/r8l53v/2HSChBi4XH75yW/FG/whFOs4I03JqYcr702+oTHT/Zauna9gK5dT35ebs8PcUFr6x69rlXWz0tGRlj83ITjz7fiDY5wihXcjze3ti4Uxpv9DlwM4JsrEdiN3UREQoPaOhEpDtTWiUhQhUIP7ETgAmPMbCAC6OdyPCIiwaC2TkSKA7V1IhJUriew1tpM4G634xARCSa1dSJSHKitE5FgC4UhxCIiIiIiIiInpQRWREREREREwoISWBEREREREQkLSmBFREREREQkLCiBFRERERERkbAQ4fF43I5BRERERERE5KTUAysiIiIiIiJhQQmsiIiIiIiIhAUlsCIiIiIiIhIWlMCKiIiIiIhIWFACKyIiIiIiImFBCayIiIiIiIiEhWi3AwgUY0wkMBpoCaQC/a21a7IdvwO4C0gHXrDW/uBKoOQp1v8DrvMVf7TWPlf4UWY5WbzZzpkEfGutHVP4UR4XS27f357As77iAuA+a61r+0nlId5HgOuBTOBFa+1EVwLNxhjTERhqre1+TP1lwDN4f88+sNa+50J4RZrauuBRWxdcauskP8KprfPFEzbtndq64FJbF3xFqQe2F1DSWtsZGAy8evSAMaYa8CDQBbgQeMkYU8KVKL1yi7U+cCNwJtAZ6GGMaeFKlFlyjDebF4BKhRpVznL7/pYDXgEutdZ2AjYA8W4EmU1u8VbA+7PbGegBjHQlwmyMMYOA94GSx9THACPwxtkNuNP3uyeBpbYueNTWBZfaOsmPcGrrILzaO7V1waW2LsiKUgJ7FvATgLX2D6BdtmMdgN+ttanW2v3AGsDNhiO3WDcDF1lrM6y1mUAMkFL4IfrJLV6MMVfj/RRpcuGHdkK5xXsmsBR41RgzE9hhrU0s/BD95BbvIWAjUMb3L7PQozveWuCqE9SfDqyx1u611h4BZgFdCzWy4kFtXfCorQsutXWSH+HU1kF4tXdq64JLbV2QFaUEtjywP1s5wxgTncOxJCCusAI7gRxjtdamWWt3GWMijDHDgYXW2tWuRJklx3iNMc2BG/AOLwgVuf0sxAPnAI8BPYEBxpjGhRzfsXKLF7x/+FbgHRbzRmEGdiLW2q+AtBMcCrXfs6JKbV3wqK0LLrV1kh/h1NZBeLV3auuCS21dkBWlBPYAUC5bOdJam57DsXLAvsIK7ARyixVjTElgnO+cews5thPJLd6bgZrAFOBW4GFjzEWFG95xcot3NzDPWrvdWnsQmAG0KuwAj5FbvD2B6kA9oA7QyxjToZDjy6tQ+z0rqtTWBY/auuBSWyf5EU5tHYRXe6e2LrjU1gVZUUpgfwcuBjDGdMI7nOCoP4GuxpiSxpg4vF3iywo/REeOsRpjIoBvgcXW2rustRnuhOgnx3ittYOstR19k74/Al6z1v7kRpDZ5PazMB9oboyJ930a1gnvp2Buyi3evUAykGqtTcHbcFQo9AjzZiXQyBhTyRgTC5wNzHE5pqJIbV3wqK0LLrV1kh/h1NZBeLV3auuCS21dkBWZVYiBicAFxpjZQATQzxjzMN6x298ZY94AZuJN2p/0/dCEXKxAFN6J0iV8q6oBPG6tdfMHJtfvrYtx5eRkPwuPAz/7zp1grXX7j97J4j0f+MMYk4l3/sGvLsZ6HGPMDUBZa+27vrh/xvt79oG1dqu70RVJauuCR21dcKmtk/wIp7YOwqu9U1sXXGrrgizC43FtlWkRERERERGRPCtKQ4hFRERERESkCFMCKyIiIiIiImFBCayIiIiIiIiEBSWwIiIiIiIiEhaUwIqIiIiIiEhYKErb6MgpMMbUBVZz/J5Z71lrRxlj7gCGAOOBqcB7wHRr7Q35fM5Ua+05vq8XWWsLtMm0MeYjYJq19qOC3OfY+wG/AO9bay8OxH1FJDSorfO/H2rrRIoktXX+90NtXZGkBFYA/sml4bke6Get/cUY8wHwnLX23VN4RvejXxS0kQsma+0/+DafFpEiR22dj9o6kSJNbZ2P2rqiSQms5MgY8wzQARjt2zC8F3C+b+PlacDbQGXgMPCAtXahMeY04EOgiq++v+8fxpi51tqOxhgPEANsAlpba3cYYyoBy4DTgPOAf/nOWQ/cYa3dnUucG4C5QCugL/AxsAtIBnoDY4FaQA3gf0fjAV4FLgX+wbvJ+DTfJ5fTrLV1jTHNgTeBsr7X85K1dowxZghQE2jki/d9a+2/jTElgVHAWUAa8Ly19nNjTHtgBFDaF9dd1tr1efzfICJBprZObZ1IcaC2Tm1dUaE5sAJQwxiz6Jh/Z1hr/wX8BfS31r4BfAc8Y619H/gPMMha2wa4E/jMd6/RwFfW2uZ4h6g8Za19EMBa2/HoA6216cAXwDW+qt7ARKAC8DJwobW2NfAzMDQPr2GytdYAOwED3GStvQC4BFhkre2Mt2HqBrTxPa810MwXQ8MT3LM/8IK1tj1wDvBKtmMtgB5AR2CwMaYC8ADeRvF04HzgGWNMLPA+cIPve/Uq3uE6IlL41NaprRMpDtTWqa0r0tQDK5D7UJPjGGPKAu2BD40xR6vLGmMq421Irgew1v4I/JjLrT7B+wnWW75rnsTbcNQBpvruHQXsyUNYc7N9vdNau8EXw6fGmA7GmAF4G6DKeBuj7sDX1to0INEYc6I4BwIXGWMeB87wXXfUVGvtEWCnMWYPEOd77e9aazOB7UAz36d9DYDvsn2vyufh9YhI4KmtU1snUhyorVNbV6QpgZVTEQWkZG8cjTG18DZIadnqIoDTrbXHLiQAgLV2njGmkm8oRi1r7RxjzBXALGvt5b57lMS/gclJ8om+NsY8AFwNvIt3mElzIALw+P57VPoJ7jkB2At8j/eTyOuzHUvJ9vXRe6X5vj767IZ4v1frjn6vjDFRQNU8vB4RcZ/aOrV1IsWB2jq1dWFFQ4gl36y1+4G/jTE3ARhjLgBm+A7PAK7zfX0+3gYGIMMYc6IPTMYB7wCf+spzgc7GmMa+8tPA8AKEewHwjrV2HFAS73yKKLyNXh9jTAljTEXgohyufcZa+y3QE5yGKiczgGuNMRHGmCrAdGADUMkY09V3zm14V/4TkRCnti5HautEihC1dTlSWxei1AMr4JsrcUzdjKNzHHJwIx/OfWQAAADvSURBVDDGGDMIOAJca631GGPuB943xtxL1mR/gG+BxcaYtsfc5xPgeeBaAGvtdmPMbcAEX6OyBbipAK9tJPC2b7jIfmA2UM9a+77vE8JleIeFnOjTxCHALGNMCrAYb6NVL5dnjQbe8J0L3gUQ9htjrgFe933qeAC4pQCvR0ROndo6tXUixYHaOrV1RVqEx+M5+VkiIiIiIiIiLtMQYhEREREREQkLSmBFREREREQkLCiBFRERERERkbCgBFZERERERETCghJYERERERERCQtKYEVERERERCQsKIEVERERERGRsKAEVkRERERERMLC/wPq6hWZ0wMLHAAAAABJRU5ErkJggg==\n", + "image/png": 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evnDpQp54+wRPv3OC//rc3Ek6ipllrBGOATZuvJKNG688rTnMihUrWbFi5VSEJ0ygxx9/9ozrJUni61+/i69//a7T1m3Zcitbttw6SZGN7p2PazlS3kbebP8ImYL6YsJDuHPzXH75xEH+9loxP71tKRbT6aPWC4IQ/Jy9gzz25nEMOg1f25SP0TDxA/ClxYdxw7o5PPH2Cf7xlsKdnxf3dudDkiS++917z7rdCy/8a+TnzZs3s3r1+lHXmUwmfvrTX05ojKKGVggKXT2DvPBuOSFGLTcvjqT+z3/E5/GQ+LVvnHMyO8yQkEjK93+ILjqatpdfYmFfFXOSw9mvtHCoVDQ9FoTpqrWjj5feryA0RM9XrprYWgHhwmQkhXP1yjQczgGe3VGmdjiCIEySR/51DGevi2tWzybZNnnzUa9dkER2agSFZa3sLWmatHIEdYkaWiEoPP3WcXr63dywOpWeRx7A291N3C1fInT+ggvarz46mqS77qb2Vz+n+fFH+OLXvsN99V08u72MuenRExT9zFZeXsZ99/3olGV6vZ6tWx9TKSJhMgXD+X5i2wkGXV5uuTybMPPUz/kqnNlnL5rFfqWZD440sHZ+EumJYWqHJAjCBDpR28G2fTWkxIayfnHKpJalkSRu/UwO//dve3luRxnrlwf/AFFTKSEhkX/847lTlt1zz3doaKg/ZdnXvnYny8ZRwbRw4WIWLlw8oTGCSGiFIFDX2sO/91QRF2Vmbtn7OBsbiLhsA+GrL56Q/RsTE0n46h3U/f63eJ57lEtXfZFtR1rYVVjPDVeIaWMuVEbGHB599Cm1wxCmSKCf7+PVDo6Ut5GdGsHyvDi1wxFGodVouOmyLH799CGefucE925ZJEY/F4RpwufzjbS+uPly+bym5zlXsREhXL40ldc+rOKld8tYvzBp0suczn75y9+oHcJpRJNjIeC9+kElXq+PG1MGcL6/C2NKCjGfv25Cy7DkzyXy8o24mptY1bQfo0HLq7sr6e13TWg5giCox+fz8dJ7FQBcu3aOSJICWPasSBbJNsrruzhaIUYoFYTp4uCJFiobulhZkEhG0tRVGnxmeSrhFgMv7iwTA0RNQyKhFQJaXWsP+483IyeYCd35Kmi1xN9+Bxr9xA8UEvO5z2NITKLvw/f4XJoGZ6+Lf39YNeHlCIKgjqLKdsrqOlmQGSOasQaBa4bmjnzlgyp8Y09kLAhCkPB4vbywqwKNJLFlY86Ulm0y6Ni0ejaDLg9vfFQ9pWULk08ktEJAe+3DKnzAZm0l7vY2IjdcgTFpcpqKSDodsV+8GXw+Mg+/jdkg8cp75Qy6PJNSniAIU+vtfTUAXLNK9KEKBsmxoSzKslHZ0MWxyna1wxEE4QJ9XNJMU3svqwsSSJrEgaDGsnJuArGRIew6XE9nt6ilnU4CMqGVZblKluWjsiwXyrK8X+14BHU0tfeyr7iJnDAvfLAdXVQU0VdePallmrNkwi5ahauulk3h7XQ4B9hd1DipZQqCMPnqWro5VuUgOzWC1Dir2uEI43TlRWkAvPVxrbqBCIJwQXw+H2/srUGSYOPyWarEoNNquPbSTFxuL28OPeAUpoeATGiHXKIoynxFUSZ+KCwhKGw/YMcHXDFwHJ/bTczma9EYjZNebvSmzUh6PWklH2DSeHnjo2q8XtHc7XzccceX1Q5BEADYtt8OMOkjagoTa1a8layUCI5VtlPf2qN2OIIgnKeiynZqm7tZkh1LbESIanFctjSVSKuRnYfq6BHjpEwbgZzQCjNY34CbD442MEvXh7H4AObUFKxLl09J2fqoKCIuvQxvh4NrQ5to7eznSLkYlOR8PPDA39UOQRBw9g6y51gjtggTBXNi1A5HOEfrFycD8M4Bu8qRCIJwvob7rW5cpk7t7DC9Tstli5MZdHl5/3CDqrEIEydQp+3xAW/LsuwDHlQU5SG1AxKm1odFjfQPevis9zj4fKTedANezdQ9f4na+Fk633uX1LK9aGOuYschO/MzxY3wuVq/fjXbtr0/6rqDB/fz978/RHx8LEVFxVx88SVkZMzh+eefZmBggF/+8rckJSXz85//BIPBQGVlBe3t7dx55/9h5crVU3wkwlj+8pc/Eh+fwObN/pHHH374QcxmCzfe+MVTths+35GRUZSWnjin871p02cuKMZdhfW43F4uW5SCRiNGNg42CzJtRIeZ+LCogc9fnI7FNPGDAgqCMHlqmpwcr+kgLy2SWfHqd/lYPS+RV96vZMdBOxuWiM+F6SBQE9qViqLUy7IcC2yTZfm4oijvjbVxZKQZnU4LgM2mzj+KGuVO12P1en28W1hHtKeHsKoiLLPTiFq+bGqn2LBZ6d94OXUvvcz6pEberNDiljQkxFimLoQJfJ//UfgiH9UenLD9ASxPWciW+Z8/4zaSJI15HBERZsrLS/nTn/5AREQE69atIyLiOl5++Z889thjvP76S/zwhz/EZNLT0tLMs88+TU1NDTfffDMbN67DOAXNz4PNS2Wvcaj56ITuc0HsXDbPuXLM9ZddtoE//vF3Iwntzp3v8Jvf/GnUbcvKTvDEEy8QFhbG9ddfw1VXbWLr1sd57rmneeGFZ7nrrrsBaGho4P77H6Kuzs43v3kHGzeuO+/43R4vOw7aMRm0rJqXcN77EdSj0UisW5TMczvLeO9wveo1PIIgnJt3C+sBuHRRssqR+IWG6FmRH8+uwnoKy1pZmGVTOyThAgVkQqsoSv3Q92ZZlv8JLAXGTGgdjl7AnwC0tDinJMaTqVHudD7WkmoHdS09fFGqAp8P66UbkCRpXOV2u3o40HSYkvYT1HTZ6Xb1YNQaiLfEkRWRzpL4BcRb4sYVh/GitUivvsbchsO8FZ3ASztOcP0lcy7w6MZnot/n3r5BPOPoB6zVSOPabnifZ4vR5/ONuU1HRy+ynENsbCwtLU4SEpLIy1tAS4uTuLgU3n9/Ny0tTvr7XaxadQltbT1YLNHExydy4MBRMjPlM5at1gOfmSYrKxuHo53W1hYcDgdWq5X4+PhRt83OziUmxt/SISkpmSVLlgGQkTGHQ4c+Gf/v0ksvQ6PRkJKSSmJiEhUVFcTEnN+N0H6lmY7uQdYvTiHEGJAfecI4rC5I4OX3K9h1qJ7Ll6aiEXMIC0JQ6Btws+dYI5FWI/MyotUOZ8S6RcnsKqxn+wG7SGingYD7dJdl2QJoFEVxDv28AfipymEJU2j30QaMnkGS6orQRkRgXbL0rK9p63Pw76pt7G8qxO11AxBpjCDFmkS/u5/KzmoqOqt4s3oHcyJmc+XsDWRGZpxxn7qICGIvWUvTtneYF97AB0eMbF6Tjk4bfF3PN8+58oy1bMOm+kGJwWAY+VmSpJHfJUnC4/Gcsu5U4mZ2NOM9zxNt7dp17Ny5nfb2Ntat2zDmdud7vi+kdcaOA3VIwLpFkzPdlzA1LCY9S7Jj2V3UyPFqB7lpUWqHJAjCOOwtbmJg0MPGZalop7Dr2Nkk20LJSomgpNpBc0efqgNVCRcu4BJaIA74pyzL4I/vKUVR3lQ3JGGq9A242a80s9JViTQ4QORVVyPpxv4z9Xg9vFW9g7eqd+L2uok1x7AqcTnzbXOJDokc2a7f3c+xNoU9DR9T0n6C3x96kPm2fG6QN2M1jD0XWuKmq2ja9g4r+8o4rE/iaHkbC8STvCm3c+c7bNx4JQ0N9dTX15GaKpocBpJ16zbw61//nI6ODu6//8KHPPj0+Z49ezZdXYPnvJ+61h7K6jrJnx1FbKT5guMS1HXx/CR2FzWyq7BeJLSCEAR8Ph/vHqpDI0msnpeodjinWT0vgRO1Hew+0sDn1qSrHY5wAQIuoVUUpQIoUDsOQR0fH29mcNDDgg4FyWAgfM3aMbftHHDyt6LHqeisJsIYztXpV7AkfgEa6fQngCadiUVxBSyKK6Cqq4aXSl+nsKWIso5Kbs/fQmbk6Bcyc3IyIdk5cLyEKFMnHxY1ioRWBamps/jGN75Ke3s73/nOPaL/bIBJT8+gt7cHm8020qT4Qox+vs89od191D+C5ZqCwLuREs5dRlIYSTEWDp5ooatnkDCL4ewvEgRBNTVN3dQ0d7MgM4ZIa+B9bi+WY3ly2wl2FzVwzarZYnCoIBZwCa0ws31wtIHZfQ0YujuwrlqN1jL6IExNPc38+fDDtPU7WBg7jxvlz2PWj6+5SFpYKt9a+J+8a9/NP8te50+FW9mScz1L4heMun3E2kvoO17C6sEKXiuLoLvPRWiIGGVzPMYa4Rhg4cLFLFz4yTTTJ9fsfXrd3LkFfPObd09OkMKEePzxZ8+4Xo3zfbS8DYNOQ8GcwOm3JZw/SZJYXZDIM9tLOXiihbULRDNyQQhke441ArBybmAOyGc0aFmaE8d7h+sprm4nf7b4rAhWgdOYXZjxmhy9lNk7WeX2z1UWvvriUbdr7WvnD4cepK3fwZWzN/DlvP8YdzI7TCNpuDRlNXfOvx2D1sBjxc9woOnwqNuGzl+INjycrPZSJLeLfSVN53ZggiBMua6eQepae8hKiUA/NAq+EPzmpvubGh+vcagciSAIZ+Lxetlb3ITFpGNueuAmiquHRr//4IiYkzaYiRpaIWB8XNJMiKefxNYKDEnJmNJPH7TJOdjN/YVb6Rx08vnMq7g05cLmI82KnMOd82/nj4ce4tHipwkzhJ42WJSk0xG+eg3tr/2LnJ4qPiyK4tKFgTH0fDAoLy/jvvt+dMoyvV7P1q2Pjev1P/zhTyYhqqkly3IV4AQ8gFtRlMWyLEcBzwJpQBVwvaIoQX+XHijnu761ByAg5jwUJk58lBmzUUdtc7faocxYsiynAI8D8YAXeEhRlD+MdU2TZVkC/gB8BugFblUUZWLnkRMCTkm1g86eQdYuSEKvC9z6s/TEMOKjzBSWttI34Baj4QcpcdaEgPHx8WbmOSuQvB7CV685bWRTr8/LY8XP0NLXxoZZl1xwMjtsVlgKd8y7lT8WbuVvRU/w/SXfJMoUeco2YStX0/7av1g6WMPD9XNo7ewjJlyMiDceGRlzePTRp9QOIxBcoihK60m//wDYrijKr2RZ/sHQ799XJ7SJEyjnu7HdP51bfJQYDGo6kSSJuCgzNU1OvF6f6POmDjdwt6IoB2VZtgIHZFneBtzK6Ne0jUDm0Ncy4K9D34VpbE+Rv7nxirzxTZWoFkmSWJoTy6u7qzhc1sryvNGnnRMCW+A+MhFmlIa2HmqbnCzuq0DS6QhbftFp27xVtZOS9hPkR2dzVfrlE1p+ZmQG12ZeTberh78XPYnX5z1lvcEWS0hmFjGOOqyuHvYfb5nQ8oUZ6RpguNryMWCTirFMOy2dfQDYxFQM005sZAger4+O7gG1Q5mRFEVpGK5hVRTFCZQASYx9TbsGeFxRFJ+iKB8BEbIsB2anSmFCDAx6OHiiFVuEiTlJ4WqHc1ZLc/xJ976SZpUjEc6XSGiFgPDx8WZiBx1Ye9qxFMxHG3rqVDoV7TW8Xvk2EcZwtuR+YdSRjC/UmqQVLIotoLKrhndqdp223rr8IiR85HdXsl8RFz3hnPiAt2VZPiDL8leHlsUpitIA/htEIFa16Kahnj7/fNRWsxjAbboZPqfOXpfKkQiyLKcBC4C9jH1NSwJqT3qZfWiZME0dLm9lwOVhWW78Bc0jPlUSYyykxIZytKKNnn5xXQlGosmxEBA+Pt5Mfk8VANaly09Z5/F6ePDQE/jwsSXnekL1o498fKEkSeJ6eROlHRW8XvE282Jysdk+6X9nXbyElqefYEF/FX+py6Ots5/ocNOkxCJMOysVRamXZTkW2CbL8vHz2UlkpBnd0ABHJ/9tTqVgKdfj839PSYog0np+/6c2mxWfz8egx4XP5wVJwqg1TPoNWrC8x+Pl9XkZ9Ljw+ryYdMbTHkiea7nxMf4HnhqD7oJinm7v81STZTkUeBH4lqIoXbIsj7XpaP8wvjPtW1zrgrvMojf8H3EbVqSdcd+B9B5fsjiFx/9dQlmDk8uWTs5c94F0vNOtXJHQCqqra+2hrrmba3ur0YSEYJk375T179p3U+moZVn8IrKjMic1llC9hRvkzTx09DGeP/Eq+bP+z8g6rcWCpWA+vgP7iRtoZ7/SzOVZv60cAAAgAElEQVRLUyc1HmF6UBSlfuh7syzL/wSWAk2yLCcoitIw1PzurNX+Doe/X6jNZqWlxTmZIY8qmMptH2py3N8zQMs5PHH3eD0UtyuUdZdR3FRGa387g55P5sDVa3SE6kOJNEUQZ7YRZ7YRb4klxZpEhPHCm9YF03t8Mo/XQ2NvM3ZnPfbuetr62mnrd9DW76DP3TeynYSE1RBKcmgimRHprM9didR7bvPJSl5/l5C6xk5Sos6vSXmwvs9j7XOqybKsx5/MPqkoyktDi8e6ptmBlJNengzUn2n/4loXvGUOujx8XNxEbEQIFp005r4D7T3OTY0A4J19NRTMjpqycifbdCt3rOudSGgF1R1Qmknubyak30noRavQ6D+5uXEOdvPvym1YDRY2z7lySuKZF5NLbpRMcbvCx3WHmW38ZNTjsBUr6T6wn7zuSvYfny0S2rO4444v88ADf1c7DFXJsmwBNIqiOId+3gD8FHgVuAX41dD3V9SLcvrp6Xdh1GvRacfXPcHn8/Fx0yFeLX8Tx0AHAAatAVtINGEGK1pJg8fnpcfVi3Owm6quGio6q07ZR7jBSoo1mdSwZGYNfQ8zTI/auJN5vB7qehqo7rJT67RT66ynvqcRt9d9ynYGjZ6okCiSQxPQa/VokOh199Mx0Elxu0Jxu8IrFW+wOG4+12RsPG0wvrEYDf6au4FBz4Qfm3B2Q6MWPwyUKIryu5NWjXVNexX4hizLz+AfDKpzuGmyMP0cq2xnwOVhkWwLiubGw2IjQpidYKWkykF3n4vQENFdJZiIhFZQ3eGyVvK6qwCwLju1ufGbVdvp9wxww7yrCTVMTlPjT5Mkic9nXsXxfaU8XvgCP1xyNzqN/1/FnJePJiSE/P5adtR14nAOEGk1TklcwWimJ7ND4oB/DjXH0wFPKYrypizLHwPPybJ8G1ADXKdijNNO/6AHk3F888/2uwf4R8mzFLYUodfoWJ20gityVmN1R6LVjL4Pt9dNa18bjb0tNHQ3Ueu0U+20U9RWQlFbych2EcbwkeQ21er/mqpr2UTw+ry09LVR3VU78mXvrsd1UvKqk7QkhMaTEppIkjWRlNAkYs0xhOotY97Qdg/2cKS1mA8bP2J/UyHH2hRuzrmeeba8s8Zk1A8ltC7vWbYUJslKYAtwVJblwqFl9+JPZEe7pv0b/5Q9Zfin7fnS1IYrTKX9in/QzEVy8A0LsTDLRmWDkyPlrVyUL8YtCyYioRVU5XAOUFXfyabeGrTWMMzZOSPrWnrbeL/uI2JMUWzIWIOjve8Me5pY8ZZY1iSt4F37bvY07Gd1kj/R1uj1WArm4/1oD/EDbRwub2XtfDG2xVjWr1/Ntm3vj7pu166dvPTS8zz55OO0trbyjW98lT//+SGio2OmOMrJpShKBVAwyvI2YN3URzQzeDxedJqz1872uwf4U+FWqrpqyIxIZ0vO9USHRGGLPnNzKZ1GR7wljnhLHPNt+SPLuwad1HT5k9tap53qLjuHW49xuPXYyDZRpkhSrZ/U4iaHJgZEkuvyumnsaaa+u4G6ngbqnA1UO2vpc/ePbKORNCSFJjDLmsyssFRSrUnEW2JHHvqNV6jBwkWJS7hq3lpePbKDF068ykNHH+eW3BtYEr/gjK/9JKEVNbRqUBTlA0bvFwujXNMURfEBX5/UoISA4PZ4KSxrJSrMyOyE4GudMj/Txou7KjhUKhLaYCMSWkFVh8tbSe1rwujqI3TVCiTtJ7Uh/67ahsfn4eqMK9Bpp/5PdcOsS/mwYR9vVe1gecJi9EM3bNZFS3B+tIfs7moOl8pBkdC2PP8Mzv0fn3W7aq0Gj2d8tR7WxUuwXXfDecd08cWXsGvXDp588km2b9/Jbbd9ddols4J63F4fRv2ZE1qvz8sjx56kqquGJXEL2JJz/Zg1suMVZrCSH5NDfswnD+c6Bjqp6bJTM1SLW9Nlp7DlKIUtR0e2sejNxJljSYtKJFwbSZzZRqQxgghTOBadecKa7nl9XjoGOmnta6Olr43WvnZa+tpo6W+h3tl02pRlseYY8qNzmRWWTFpYCkmhiRi0E9cUTyNpWJm4jKTQBO4v/BuPlzxLpCmCORGzx3yNYSihdblFQisIgaSk2kHfgJuVc4NjdONPS4w2ExsZQlFFOy63B73uwj4PhKkjElpBVYWlrWT2+EfzD12waGR5a187+5sKSbTEsyB23lgvn1ThRisb5lzMa8o77Knfx5pk/9y45rx8JKOJvL5aHqry9xUZrjEQzs23vvVdbr31BnJy8li//gq1wxGmEY/Hh9Z45huqXfYPKWo7TnZk5oQks2OJMIYTYQsfaU7r8/noGOik2mmnuquWhp4mmnqaqeysPq1fLvj7okaYwgk3hBGiCyFEZxr50kpaJEmDRpLQSJqhEYUHGfS4GPS66HcP0O3qpmvQSdegk+7BHnyjDDAbojORFpZCYmgCSZZ4//fQeEJ0UzOPb1pYKv859xb+WLiVvxc9wX8vuxuz3jzqtlqN/7x6vGccKFcQhCl26MRQc+Msm8qRnB9JkliYaePNfTWUVDuYlyEesgcLkdAKqhkY9FBc2c7FfXY0ZgvmrE+G/N9eswuvz8v6WWsnZc7Z8bomez1vl+7i7ep3WZm4DK1Gi8ZgILSgAN++vUT1tlJS5WB+ZmBf9GzX3TCu2tSpHg2vtbUZjUZDe3s7Xq8XzTiaiArCeHi8PrRn+Htq73fwSvm/CdVbuDn3hklLZkcjSRKRpggiTRGnNFd2ed14Tf0U2ytp6W3FMdCBY6CTjoFOHP0dNPe2nneZRq0Bq8GKLTyaSGMEMSHRxIREYwuJIiYkmszkZFpbuyfi8M5bZmQGn529nn9VvMW/Kt7iC/LnRt1OM5zQekRCKwiBwufzcbi8DYtJx5zkCx/xXS3zM2N4c18NB0+0ioQ2iIiEVlDNsap2YnpbsAx2Y1l0EZLO/+fYOeDkw4aPiTZFsSj2tK6HUyrcFMaKxKXssu/mUPMRFg/17QpdtATnvr3I3dUUlrUGfEIbiNxuN7/4xU/57W9/yzPPPM8zzzzJTTdtUTssYZrweLzotGPX0L5W8TYur5sb5c8TbgyMvl56jQ5beALGwdBR13t9Xvrd/fS6++lz99Pn7sPr8458+fAh4Z8r16A1oNfoMWqNWA0WDNozT40TKM0DL0u9mH2Nh3i/7iNWJ60gMTT+tG1EDa0gBB57Sw8O5wDLcuPO+DAx0M1JCsdq1nO4rBWvz4cmQK6NwpmJhFZQzSnNjecvHFn+rv0D3F4362ddPKW1JmO5JHkV79k/ZHvt+yyKm48kSVjy5yLpDci9dp4TF73z8o9/PEJBwXwWL16MzZbM7bffzEUXrSItbey+c4IwXh6vD+0YCW1Tbwv7Gg+SFJpw1gGIAolG0mDWm8dsijsd6DQ6NmVs5MGjj/F29U5uzbvxtG20Q1MxeUVCKwgB40i5vwVJQUa0ypFcGI1GoiAjhg+ONlBZ30VGUvDWNs8kwfsIRQhqXp+PI+Wt5PTWIun1WPLnAuDyuPiwfh8WvZll8YtVjtLPZo6mwJZHjdNOWUclABqjEXNuLtEDHdDRRnXj1E9aHQzGGuEY4Etf+gp33vltAMxmC0899aJIZoUJ4fP5ztjkeJd9Nz58XJG2TtUuDcLo8mNySApNYH9TIa197aet/6SGVkzbIwiB4nBZG5IE+enBndACFMzxt7o7WtGmciTCeIlPckEVtU3daDvaiBro8M/tavTP5Xqw+Qjdrh4uSlg6oSNpXqh1qWsA2Fn7SYJmmTcfgDk9do6Ui4ueIASK4aaow4nPyfrcfXzUsJ8IYzgFMWef81SYehpJw7qUNfjw8VHD6aOza0UfWkEIKN19LsrrO8lICic0JHDu3c5XblokWo0kEtogIhJaQRVFlW1k9dQAELrgk+bG79XtQUJi1dC8r4FidtgsUqxJHG0roWOgE4DQAn//3sweO0WV4qI3lvLyMm699aZTvr7ylVvUDkuYxkYS2lGaHBc2FzHgGWRV4vKA6NIgjG5B7FxMWiN7GvafNpXQSELrEwmtIASCoxVt+HzB39x4WIhRx5ykcKoanHT1DqodjjAOog+toIqiinYW9dSBJBE6VNNZ02WnqquG/OgcYkKiVI7wVJIksTJxGc8oL7Gnfj8bZ69DFxGJcVYaqTU1/LO2ld5+F2ZT8D+ZnGgZGXN49NGn1A5DmEGG51LWjdLk+EDzYYCg6js7Exm0BhbFzWd3/V5OOMrJjsocWSdqaAUhsAy3UptOowLnp0eh1HZQXNnO8rzTB6cTAouooRWmXN+Am9qaFpL7mzHNno3W6h9h9L26PQAj870GmiVx8zFoDeyu3ztSY2CZV4DG5yWtt4HiKofKEQqCAOAeo4bWOdiN4igjLSw14B6aCadbHOd/2Hm4peiU5cPT9ohBoQRBfV6vj6KKNiKtRpJtFrXDmTBzh/oCH604vR+/EHhEQitMueM1DlJ66tHgw5I/D4B+9wAHmg8TbYok56Qn8YHEpDOxJG4+joEOStpPABBa4K/lmdNTy7EqcdEThEDgHaMP7eGWIrw+L4ti56kRlnCOMsLTsOjNHGktPqXZ8fAUQyKdFQT1VTU66el3Mzc9KmCm/5oIKbGhhFsMFFW24RXdGwKeSGiFKVdU2U56Tx0A5qGEtrDlKIOeQZbFLwroUUdXJfr79u6u2wuAMTUVbXgEc3rrOVbeik9c9AQhYBUPPYjKj8lVORJhPLQaLXOjc+kY6KTGaT9tvbjeCoL6hh/m56ZNr1YvkiSRnx6Fs9dFTZOYySLQBW7mIExbx8rbyOirQ2O1YkpLA2BvwwEAliUsUjGys0sNSyYpNIGituN0u3qQNBpCCwoI8fRjaKmjydGndoiCIIzC4/WgtJcRY4oi1jx9+nlNd3NjcgAoblNGlk2jSiBBCHolVe1IQM6sSLVDmXCi2XHwEAmtMKWaHb3QXE+ouw9LXj6SRkNbn4MTHeVkhM8mJiTwR8hbGr8Qj8/DwaYjAJjz/HPozu6tp0gM8X6KO+74stohCDPQaBV3lV019Hv6yYmWpz4g4bxlRWYgIaE4ykaWSQw1ORYVtIKgqoFBD2V1naTGWbGaDWqHM+Fy06KQgGPi3i7giYRWmFLHTmpubJnrb268r/EgAMsDvHZ22OK4+UhII3Gbc3JAkkjrraeoUjzFO9kDD/xd7RCEGezk/lwlQzV8uVFZaoUjnAez3kyKNZHKzhoGPf7pM4ZPq2hyLAjqKrV34Pb4yE2bfrWzAKEhelLjrZTXdzEw6FE7HOEMAnbaHlmWtcB+oE5RlCvVjkeYGMeqHOT0+qfrseTm4/P52Nd4AL1Gz4IgGaglwhiOHDmH445SWnrbsJmjMaVnkFReziuVTbg9XnTawHpW9OGOciqON591O41Wg9fjPet2AOnZsVx0acYZt1m/fjXbtr0/6rpdu3by0kvP8+STj9Pa2so3vvFV/vznh9i27U0qKsq5994fU15exk9+ci9btz6OyWQaV1yCMJrSjgokJDIjz/w3KwQeOTKTGmcd5R1V5ER/8kBCpLOCoK7p2n/2ZLmzIqludFJa10H+7MBvRThTBdZd96nuAkrUDkKYOF6fj8rKRpL6WzDNTkdrtVLjtNPc10qBLY8QXfAkLEvjFwLwcdNQLW1uHhp8JHbVU9nQpWZoQePiiy8hOjqaJ598kl//+mfcdttXiY6O4frrb6Kuzs6uXTv5xS/+h+9+916RzAoXxOV1U+20kxSaEFTXGcFPjpwDMNLsWPShFYTAUFzlQKfVkJkcrnYok2a4b3BJtZiaMZAFZA2tLMvJwGeBnwPfVjkcYYLUNnVjc9iHpuvx9zs90HwY+GS+wWBRYMvHoLzEvsaDbEy7DEtePu3/eoW03nqOVzvITI5QO8RTXHRpxllrUwFsNistLVM3mt+3vvVdbr31BnJy8li//goANBoN9977Y2699Uauvnoz8+YF19+GEHhqnXbcXjcZEWlqhyKch/SINDSShvLOKkD0oRWEQNDVM0htczc5syIx6LVqhzNpMpMj0GokjouENqAFag3t74HvAeNr+ygEheM1Dmb1NQJgzsnD5/NxsOkIJq2J7CDr12bSGZkbk0tLXxv27npMs9ORQkJIH0pohfFpbW1Go9HQ3t6O1/vJv7vdXktIiJnW1hYVoxOC3XBFXnlHFeCf11QIPkatgaTQBGqcdlxe98iJ9YlGx4KgmuJqf3PjvNnTt7kxgNGgJT0xjKpGJ739LrXDEcYQcDW0sixfCTQrinJAluW143lNZKQZnc7/dMhms05idGNTo9xgO9aKRifzexuQTCaSl86jvLMWx0AHa9KWkRh39gEFAu1412Yu40DzYY53H2dhejbt8+fh27OX1io74RGrLviJZaAd7/mQJGnM/bndbn7965/x29/+lpdffpnXXnuB2267DafTyf33/46nnnqS++67jwMHdnPFFVdMWEzCzDNcs5cuEtqglR4+i1pnHXZnHUnmZP9Ckc8KgmpKqvwP76fjdD2fljMrklJ7J0pNBwuybGqHI4wi4BJaYCVwtSzLnwFMQJgsy08oivLFsV7gcPQCU99ccpga5QbbsXq8XiqPV7PO1YU5ex5tjj62l+4BIC8s96z7DMTjTdalYtDo2V21n8viL0U7Jxv27CXZaWfv4TqyL+AiH4jHez58Pt+Y+3vkka3k5c1j8eLF2GzJ3H77zcybt4Snnnqcq6/+PKGhMXz72/fwzW/eQXp6DpGR5/YUWK0HAoL6Th791ufzUdFZRZQpkkhTYHUFEMYvPWwWu/iQis5qki3+hFbks4KgHqWmgxCjjllx0/+zNmdWJK/urqKk2iES2gAVcAmtoij3APcADNXQfudMyawQHGqauonv8E/XY87Jw+vzcqj5KCE6E9lRmSpHd34MWgN5MTkcaj5CfU8jsbn5AP5mxzWOC0pop4uxRjgG+NKXvjLys9ls4amnXgTg3nt/PLI8Li6eZ599efICFKY3CZp6W+hx9ZIbJeafDWazh2rXKzqrWZO4yr9QdKIVBFU4nAM0d/RRkBGNRjP9R2lLTwzHoNNQUiO6lAWqQO1DK0wzx6sdpPU1AGDOyaWqy9/cuCAmH50m4J6rjNsCm39wq0PNR9DbbGhjbKT2NaFUikm4BSEQlHdWAqK5cbCLMkUQbgijorOK4bpZkc4KgjpO1HYAkJU6M1q96HX+kZzrWnro7BlUOxxhFAGdSSiK8i7wrsphCBOgpLqdi3sbkEKtGJKSOFj+GgAL44Jj7tmx5EVno9foONR8lCvTL8eSk4Pn/fforqpiwLUQ4zQe+W+8ysvLuO++H52yTK/Xs3XrYypFJMwk1V12AGaHp6ociXAhJEkiPXwWh1qO4hjw15KIClpBUIcynNCmzIyEFiB7ViTHqhwoNQ6W5sSpHY7wKQGd0ArTg9vjpbW8Bqunj9DcZSBJHGk5hklrGplfMFiZdEZyo7M53FJEQ08Tluwcut5/j+SeBsrqOsmbxpONj1dGxhweffQptcNQnSzLWmA/UKcoypWyLM8GngGigIPAFkVRxKPfCVbjtKPT6Ei0xKsdinCBhhPaqq5a4NS+0oIgTJ0TtR0Y9doZ0X922HDyXmrvFAltABJNjoVJV9XoJLFrqP9sdi71PY209TvIi5aDurnxsJObHZvlHABS+5rE9D3Cp90FlJz0+/8D/ldRlEzAAdymSlTTmA8Pdd0NJIcmotWI1hLBLsXqHwzK3l2nciSCMHN19Q5S39rDnKQwdNqZk0akxfuPt3SodloILDPnL1FQzaf7zx5tLQZgXkyummFNmPyYbDSShqOtJegiItDFxZPS14RS1ap2aEKAkGU5Gfgs8Leh3yXgUuCFoU0eAzapE9301adpx+vzkjqUCAnBLdmaCIC9ux4QTY4FQQ2lI/1nZ9bAl3qdhvTEMGqbu+ntd6sdjvApIqEVJl1prYPUvia00THobTaOtBSjkTTkRmerHdqECNGFMCcinRqnnY6BTizZORh8bvqrqhl0edQOTwgMvwe+B3iHfo8GOhRFGf5UtANJagQ2HQ0nOn0a/+BsqVbx1k4HIToTMSHR2J31gE8MCiUIKhjuPyvPoP6zwzKTw/EBZXWdaocifErwt/cUAprX66OzvBKTdxBLbi4dA51UO2uRI+dg1oeoHd6EmRuTwwlHGcdajzMvO4fOXTtJ7mmgsqELeYY9xRROJcvylUCzoigHhqYiAxhtnoOz3p9HRprR6fxNZ9WaZzcYyvUNvUdufTcAucnp2KLPPe5gONaZVu6c6Fl8ZD+IZOhHr9deUMzBcLyCEGhO1HSg02qYnRCmdihTLislgtf3VFNq72BeRrTa4QgnEQmtMKnqWnuI7fI3DzNnZXO41d+FcO40aW48bG50Li+W/oujbcUskz8PwKy+RkrtnSKhFVYCV8uy/BnABIThr7GNkGVZN1RLmwzUn21HDkcv4L8hbmlxTl7EYwiWcts7+wHo8XaABvQD5nOOO1iOdaaVG6O3AaAJ6cY16D7vmIPleMe7T0GYCr39Lmqbu8lKiUCvm3mNPOckhSNJiH60AWjm/TUKU6rU3kFKXzMAIVnytOs/O8xmjibeEsfx9jK8FhPa+ESS+lsoq2lXOzRBZYqi3KMoSrKiKGnADcAORVH+A9gJXDu02S3AKyqFOO0MN0Yd0HQRqrdMq9YgM50txD9yvGTsVTkSQZh5Ttg78TGzpus5WYhRR0psKBUNTlxu79lfIEwZkdAKk6q0toOUviakyCg84aEojjKSQhOIDpl+09nMjc7B5XWhOMqw5vr70XaXl+P1ip5ewqi+D3xbluUy/H1qH1Y5nmnGy6DUjS0kRu1AhAkUPZLQ9ok+tIIwxcrs/r6jMzWhBchMjsDt8VLZ0KV2KMJJJrXJsSzL64B1+JvT9QGHgVcURRFj7s8QrWWVmL0DhMqLOO4oxe11T7vmxsPmxuSyreZdjrYWkyZn07FjO/GdddhbukmdQXO1TXeyLGsVRTmv0b4URXkXeHfo5wpg6cRFJpxC5wLJR7hx5vXzms5OTmjpVzmYGUqW5b8Dw2MD5A8t+wnwFaBlaLN7FUX599C6e/BPS+YBvqkoyltTHrQwIcrrOpGA9MSZe13NSolg+wE7pfaOGZ3YB5pJSWhlWb4B+AlQDnwEvI+/71g+cJcsyx8B31cUpXEyyhcCQ1tnP2GtdgDMWTLFbccByJ8moxt/2uzwVEL1FopaS7hu3noAUvqaKLV3ioQ2yMmyfDH+m7V1QKwsyy7gCPAisFVRFNG2PMBI+kEAQg0WlSMRJlKo3oKEhKQbVDuUmexR4H7g8U8t/19FUX5z8gJZlnPxd7XIAxKBd2RZzjrfh4KCejxeL5WNXSTaLIQYZ+4QPFnJ4QCU2sVIx4Fksv4iFwCrFEUZdSJOWZY34B8o5cVJKl8IAP7+s00AmDKzKK7YjUVnZlZYisqRTQ6NpCEvOpu9jQdokJxo4hJIbG7hw5p21i0S82AGK1mWXwcGgGeAe4BG/A/ocoDL8d+g3asoypvqRSmcwsdIwmPVi4R2OtFIGsz6EJx6l2hyrBJFUd6TZTltnJtfAzyjKMoAUDnUxWIpsGey4hMmh725h0GXlzlJ4WqHoqrwUCOxkSGU2jvx+nxopNEmLRCm2qQktIqifH+sdbIspyqK8vZklCsEltLaDnL7miDUSptVwjHQwaLYAjTS9O26nRsts7fxACVtJyiQs/A2NdBeVoHPNxdJXPSC1fcURTn2qWUuYB+wT5blXwGzpj4s4Yx0LgBC9aEqByJMtFC9hW6dqB25ELIsz8bfDPhSTu0W9iLw4klzZJ+Lb8iyfDOwH7hbURQH/vm1PzppGzHndpAanns1I3FmJ7Tgfw/2HGuksa2XxBjx0DQQTEmbAVmWDcBm/BfPxYCYx2QGaCivYZmnD4u8mJL2E4A/4ZvOsqMykZAoaT/Bisy5dL23i/C2Oto6+4mJECOtBqnPybLcMVbff0VRXEDZFMcknMVIk2O9WeVIhIlm0VtA1zoymrVwbmRZfgBYBDyPf3C6T7c6+YEsy19TFOWjsfdymr8C9+GfT/s+4LfAlxFzbgdFueMp097qH1l8ydyECYsxWN/jAjmWPccaaXEOUJATP2Xlnq+ZUO5kDwq1EH8S+wUgZOjnqyezTCEw9PS7MNRVAWCWsyluUwDIicpSMarJF6q3kGpNpryzCinnSgCS+5optXeKhDZ4zQGKZVneA/wd+OdQEisEKB8gafwVTCadSd1ghAln0hmRJB8+RDfM8/SKoih3jLL8KPCcLMtRQPq57FBRlKbhn2VZ3gq8NvSrHTi5n5GYczvAyh1vmccqWrGYdBjwTUiMwfwex4UZAShUmimYPb5ZO4L5eAOp3LGS5MkaFOqb+J/MheAfPGAB8J6iKM9MRnlC4Cmv6yR5qP+sLiOdsortJIcmTuqIo10dfdTXdNBg78TR1ouzsx+3y4MkSYRajYRHhRCXGE5CSjixCdZJawKcE51FtbOWCk0HIdZwknubKap1sCJ//E/xhMChKMqtsix/Hbge+AbwZ1mWnwb+rihKobrRCWPS+OcINGj1KgciTDSjxgCATzqfVrECcPxMK4cGuTunge5kWU5QFKVh6NfPAUVDP78KPCXL8u/wDwqVib+7hhBEOrsHaO3sZ15GtOg+BSTZLBh0GirqxdQ9gWKyamh/D2wH/nNoagpkWRZtg2aQUnsnKX1N+EwhVIf04/Z5JqW58UC/i5LDjZQWN9Ha1D2yXJIgNMxEiFmP1+Ojs6OPtpYeKobGKbOEGsjIjiV3QQKR0RPb/yEnKos3q7ZT4ihldVYWHPiYpko7/tZcQjBSFKUHeAR4RJblDOBLwCuyLLcpirJQ3eiEUWn8tXd6jUhopxuDViS0F+iQLMsd+KcQ2wm8qyhK9XhfPPRAb13wMTUAACAASURBVC0QI8uyHfgxsFaW5fn4G0hUAf8JoCjKMVmWnwOKATfwdTHCcfApq/MnbhkzfECoYTqthrR4K6V1nfQPujEZZu6oz4Fiss5ALv7mxR/IsnwCfy3t9B0JSDhNXUUdc93dmLLncbijFIDcCWxuPNDv5uCeao4dqsc16EGjkUjNiCJ1dhQJKRFE2cxoNJ/8yfl8Prq7Bmis68T+/7N333GSXeWB93+3Useq6uru6pynZ86MJigHhIQkMCDSC0sysLZlGxuvw/vayzrI9ruLjY0ts7Zf7y42TmCETRI2IAwYJIRAGiEkFEYzmnCmc+6u6pxj3fePW9UT1Lnr1q3wfD+fkbpvhfNUOl3PPec8p3uCroujnH6un9PP9dN8sJxb725OWmLbHGgg353P+THNGw/dyNzzP8Yz0C2dXvbwAXnx/8veIWnKiCe0ieRHZI+8+Gsak4R2r0qxZs7dDbwb+Cul1ATxBFdr/c9b3Vhr/f4NDn9qi+t/DPjYXoMVzusYtApCtebw/rNXa6kNcrF/iu6hGQ43Smkgp9lV5fgC8FtKqfuxNt/+eaBSKfVZ4HOyqXZ2i8VMVnu6ACg+dIjzY+fId+fRHExOIdj28xGe+m4783PLFBb7uPHVjRw5UU1+weYjMYZh4A/m4w/mc/CaSl7zxhjdbWOceqaXrrZRejrGuPaWOm6+oxm3Z3/nXtwuN6q0lZeiL7NQVwFA7cKIdHoZTCkVAN6P1Zc1Av8CvE5rfc7RwMSGTFifciwjtNlHRmj3R2sdA56P//sLpZQL+Cng94H7gC0TWpF7OgamMAxoloR2XUu19Vx0DE7Jd7s0YOtwUXxaycNYU/MqgJ/FqnwnCW0WGxydo2LWWj+7VF9BJPoE15YfxePa39ttdXWNk4+2c/6lIdweF7fc2cS1t9avV0LcDbfbxYHDYVpUOd1tozz13XZe/FEf/d0TvOEdRwnss4DTkdJDvBR9mbb8Gap8edQtRKXTy1BKqc9jnZj7PvAA8O973NJCpNL6CK0ktNlGEtr9U0odwRqhvQe4DqtS+2eAHzgXlUhHq2sxuodnqAsXyyyzyySmX8s62vSQsnem1joCfDz+T2SxzqFpahcimC4X7cVLEIXD+5xuPD+3zMOfP0VkcIayiiLe8I6jlJTufzsOwzBoPhSmrqmUk4+2ceHMMP/6med583uOU7WPtSKJ6dXnp9poaD5AuT7H6a5heFXTvmMWKfcS8GGt9bDTgYidW59yLCO0WcdjWCcxTWIOR5KZlFIjQCfwEPBnwIvxUVshXqE/OsvKaowDMjp7hZA/j5A/j47BaUzTlGJZDrNlXatS6mtKqVs2ucyvlPp1pdSH7GhbOK+zd4zKpXFc1XVcnLPqTKjS1j3f3+zMEp/566eIDM5w6Ggl7/zpG5KSzF7O63Nzz1sOc9e9h1heWuXfv/ASvZ1je76/soJSKgrL0RMd+A9bye1SZzumKbXRMtA/b5fMKqWkhHU6MU2ZcpzF3K74rBxD+tM9+mfAjbWE4heA90gfJjbTNWRtvdJcLQnt1Q7UBJieW2ZsatHpUHKeXSO0HwH+VCl1CKs8+wjWpt2HgSbgb7E24RZZaLq9Ew8x/IdauTjRQUlekIqC8j3d18L8Mv/+hVNMji9w4uY6bn/tAVvPgl1zXQ2FRT4eefgc3/7KWcrL/RQG9lZU5nDoIE8MPM1kjTXSWzo5yNjUouxHm3m+pJR6Gfg88KzWeglAKdUA3MulpRT/5liE4pXiI7T7Xeog0o9bRmj3RWv9mwBKqWLgTuAu4NeVUn7gqU32qBU5qmvImlIrCe0rtdQEeU5H6Ryalu92DrNlhFZr/ZLW+s1YazO+hZXQXgD+CFBa6z/TWkt10Cy0sLSKb7gXgKW6MLMrc6hQ656S0JXlVb715TNMji/wqrsP2J7MJjQdLOfedx7DjJl84VPPEh3e28bQh0LWqHS7fxnTcFG7GKVD1lpkotdgbW3xEWBCKTWhlFoAnsDai+kDWmtJZtONYWKYLpkGloXchvXVxTQkod0PrfUs8BzwAnAKKAJ+xtGgRNrpHprG53FRXZ7cmXHZ4EBtvDDUgHy3c5rdRaH6sKqBihzRNTRNzWIUgO5SE6JwKHRg1/djmiaPfeMCkaEZ1LFKfuKtRxgdnd3+hknS0FLK6952hEe/fo5vf+Vl3nXfjRQW7W6k9mCoBQA9201LZQ1VI4O81DfOrddU2hGysInW2sRaa/aQUsoDlAMLWuspZyMTmzEBwzABSWaz0foIrUw53hOl1Hu4VBCqCWsm3Q+wpiA/7VhgIu0srawxMDrHgdogbpfsvnm1hko/hgHdw5LQOk3mYomk6hyYonYxSqwowLk1a9mhCu1+/eypZ/roujhKTUMJd71JOTLK0nqkgtXlGI//xwUe+dpZ3va+a3G7d96hF3uLqCuuoXO6h6KDrcwN9zPe3glvPGJj1MJO8erGUhwqExgmhiS0WcmVWEMrU4736v/Bqtr+a8APtdayAFBsqHdkBtOE5iqZbryRPK+b2vIiekZmiMVMXC75m+MUSWhFUg12DnBobQHfgcO0T3VRUVBOKL9kV/cx0DPBMz/opKjYx+vffs2ukshku+N1rfR0jtKpR3n2iS5edc/uRpsPhQ7QPzvIXHwdrWugh5XVGN597nUrhNiOiWHPqhrhMJlyvD9a6zudjkFkhksFofwOR5K+Gqv89EfnGBqfp7a8yOlwclba/bVXSuUrpZ5VSr2klDqrlPpDp2MSO2OaJsud7QCsNoZZXFva9XTjpcUVHvvGeQzD4A3/6eiup/kmm2EY3PPmwwRK8jn1TB+DvZO7un3i8XeWWF+8Kuej9I7sbU2uEGIXZIQ2ayUKfUlRqL1RSv1vpVT1Fpe/XSn1vlTGJNJTd7wgVJMUhNpUU3z0OvFcCWfYmtAqpf5qJ8eusgS8Vmt9LdZm3/cqpW6zIz6RXKNTi5ROW7Mx+0qtt5YqPbir+zj53XbmZpa58fbGfe0Dm0y+PA+ve9sRDAMe+8Z5lhZXd3zb1pIWXIaLs8YIsbwCapdGpTCUEHYziW/pIgltNkqM0MqU4z17DPiOUuoxpdSfxLdS/B2l1KeVUu1Y1dsfdThGkQa6hmcoyPNQEZIKvptpio9ed++xgKhIDrtHaF+zwbG7trqB1tqMV94D8Mb/SeWHDNAxaK2fNV1uzuZbI5kHS1p2fPuui1EuvjxCuMrP9a9qsCvMPamqDXLD7Y3MTi/xw++17/h2BZ58Gvx1dM/042lsJLQyQ1/XkI2RCrsopQqVUn+slPp8/PfDSql3OB2X2ISM0GYtKQq1P1rrh7XWJ7Aqt89jVWuvAk4Ct2utf1lrvfeN2EVWmF9cYWR8nqYqPy6pFr+p+nAxbpdBjyS0jrJlDW28gt57gSal1EOXXRTE6jy3u70beB5oBf5aa/2MHXGK5OruHePapXGobaB9rpfa4mr8vuId3XZ5aZUnHmnD7TZ47VsPO7pudjM33t5I98VRLpwe5vDxKqrrd7Y2+FDoAN3Tvaw0lOO+CItdncAt9gYr7PBJYAi4Nv57P/AF4GuORSS2IGtos1UioZUR2v3RWp/ESmKFeIXEiGOTrJ/dks/rpqa8iN6RGdZiMakG7RC7ikJdBL6J9a39m5cdn8aa6rIlrfUacJ1SqgT4qlLqmNb65c2uHwoV4vFYf+DCYWc+eE60m26Pda6zCzcmnsO1rMTaubbmyI5jfOTrZ5mfXeauNxxCHanaVbt2u7zd/+t91/FPn3iKpx7r4EP/9TW4d1Dc6Za14zzS8zjRai9VQOHoAAVFeRQXbr0+OB0ebza3uQfHtdb3KaXeCNYejkop+cuVhkyQKcdZLPGFUYpCCWGfrviaUKlwvL2mKj99kVmGRuepq9jZQI5ILlsSWq31S8BLSqmva63H93E/k0qp72Ot59g0oZ2YsAZ9w2E/0Wjqh/ydaDfdHutaLEasrxuA/oD1JbIur35HMY5H53jmiU78wXwOHa/c8Dbp8njzi7xcc201504N8dh/nOf627afGl1GBR7DzXOuUd4K1CyO8tzZIY42le643VTJpveyDUny8uW/KKXyScPCesJiyJTjrOVaH6GVKcdC2CUxQtssBaG21VQd4MnTQ3QPz0hC6xC7t+3xKKX+CDhweVta6/dudgOlVBhYiSezBcBPAH9mc5xin4ZG56lYiAKgixYgBgdKmra9nWmaPPloG6YJd7y+FY/Xve1tnHbb3S106lGe/2EP6njVtpWYfW4fjYF6Oqd6WAuVUzM5SvfA5JYJrUhLTyilfg/IU0rdDXwYeNjZkMTmTAxTEtpsdOlEhSS0Qtile2gaf6GX0kCe06GkvaaqRGGoae44sWkBcWEjuxPafwPOA98F1nZ4m2rgwfg6WhfwkNb6GzbFJ5Kke3iG6sUx1vILOWcOU11USbF3+/24utvHGOydpPFAGU2t5SmIdP/y8r3cfGcTTz7SxnNPdfOaNxza9jYHSprpmOpmtaGSvIlRoh098OqdF8wSaeH3gd8GZoCPA18HHtjuRvGR3CeAPKw+91+11h9RSjUDXwRKgReAn9ZaL29+T2JXDBMZQM9Oifo0ks7uXfw71te01m9zOhaRfmYXVhibXuJYSymGFITaVl28MJRUOnaO3QltSGv9od3cQGt9GrjepniETfp7hrlhdZblhmaWzTkOlDRve5tYzOSZH3RiGPCqezIruTtybTWnn+vn3IuDHL+xllDZ1sl7a0kzj/Q8zkRVAVUvwWp3F3BPaoIVSaG1XgE+Fv+3G4mtyGaVUl7gpFLqP7BGeP8/rfUXlVJ/C3wQq/CU2CfTNKXKcRaTEdr901qvKaUKlFIurbUsRhZX6B2xErPGyoyob+E4r8dFXbiYvsgsq2sxPGlY2DTb2Z3QvqyUqtFaD9rcjnDYbEcnAHM1AWCOg8HtE9qLLw8zMTrP4RNVhMq3H81NJ263i1fdfYBvf+Vlnn68kze/+/iW128JNmJg0BZYpAoITA4yPb9MYJvCUCJ9KKU+vsHhKeBprfX3Nrud1toENtqK7LXAB+LHHwT+AElok0cS2qy1PmIkL+9+PQN8Jb4VWaKPQmv9LedCEumgd8R6OzRIQrtjTdV+ekZmGBydk+fNAbaP0AJnlFJPAYuJg1utoRWZZ3Uthnu4D4DeEmtm+XYjtKsrazz7ZDduj4ub72iyO0RbNB0so7o+SE/7GMMDU1TVBje9boGngNrias7MjvBqt4fqxTF6hmc43lKWwojFPlUCd3Jpm563Y2158V6l1ENa601Hbq/eigzoACa11qvxq/QDtXYFnqtk257slDhRYcoI7X7dHv//L192zAQkoc1xvRFrhLZBChztWGN8HW3P8IwktA6wO6H9fPyfyGKDo3NUzo8CcKZgkrL8EKH8rfdoPfviIHMzS1x3az3FgfxUhJl0hmFwy53NPPz5Uzz3VA9vfe+JLa/fWtJM/+wgyxVhwkPDtPWNSUKbWWqAG7XWEwDxgnefBe7AGunYNKG9eisy4MgGV9v223mublG223YXY4ARw+Vy7SveTHisudjujNua0eN27S/mTHm8dtFay7oXsaHekVnyfW7CoQKnQ8kYDRXW57ovMrvNNYUdbE1otdYP2nn/Ij10D01TtTTKSrGfMe8yt5ZsPf12dXWNU8/24fW5d7TtTTqraSihpqGEvs7xbUdpD5Q08/3+p5irDpA/NMR4WyfctX1BKZE2ahPJLIDWekIp1aS1nlFKLe3kDi7biuw2oEQp5YmP0tYB2y7NyMUtyvbS7sTEHBhgxthzvJnyWHOx3cmZBQDWYqa8vuw9QVZKGcDPAwe11vcrpZqAGq31D5MYnsgwyytrDI3N0VobxCUFoXasNlyEYUCvJLSOsHU+llLqoFLqpFKqK/77DUqpP7CzTZF6Q10DFK8tslAVArbfrufC6WHmZ5c5dkMN+QXeFERor8SU6eee6tnyeq3xadjD8d16Vvu2vr5IO+eUUn+vlHqVUuq2eCGni0qpPLao4q6UCsdHZrlsK7LzwOPAu+NXuw/ZAihpTNOM70MrU46zkxSFSpK/BF4HvCP++wzwV86FI9JBf3QO07w04ih2Js/rpqq0kL7IjFWYUKSU3X/tPwn8MVbhFIBTwHtsblOk2HynVRBqtNIqcNRasnnF4rW1GC/+qBePx8WJm+tTEp/drh6l3UzA56eioJyXC6cBKJmOMDGzo4E9kR5+HpgGPgH8DTAXP7YGvGmL21UDjyulTgM/Bh6Nb0X2O8CHlVLtQBnwKRtjzymJtZVSFCo7yahR0twD/GdgAUBrPQZk5hogkTTr62crZf3sbtVXFLOwtMbo1OL2VxZJZfca2qDW+ttKqT8F0FrHlFKyz2IWWV2L4RnpB+Bi8Tx+bzEVBZvvJ9t2doTZ6SWO31hLYVH2VPi96dWNfL13klPP9HHvO7eedvyjuShrHi9VS6P0DM8Q8sum5ZlAaz0N/OYmF0e3uN2GW5FprTuBW5ITnbicnBzPblIUKmkWtdamUgoApZQLqR2d86TC8d41VPp59nyE3pFZwiWy/jiV7E5o1+L7LpoASqlaQPY7yyID0TkqF6yCUF3+ZY6WHNl0E+5YzOSFp3txuQyuuzU7RmcTahpKqKj203VxlMnxeUpKCze83oGSZp4e+jHzFSHKByNc6BvluoObnwAQ6UUp9QbgOi4bxdBaf9S5iMTW5Lt5VjMkod2nM0qp/wwY8fWzvws86WxIwmm9IzO4XQY1GbadYjpIVIXui8xwowo7HE1usXvK8d9gVfQsj6+dfRL4c5vbFCnUPTRJ1dIYC8EAyz7Xltv19LSPMjWxgDpelbGVjTdjGJeS9Jd+3L/p9Vrj+/NOVORhABNtHakITySBUuoB4tOEsbbY+RVAqnqlIRm5y24y5ThpPgzcjbUs4hms74S/5WRAwlmxmEl/ZJaa8iK8HqlBsFv1lVLp2Cl2Vzn+rFKqE3gbUAjcp7WWs39ZZKStl+rYCsNVYWCVlmDjptc9HU/0Ttxcl6LoUqv5UDn+YD76zDA339G04ZTq8oJSgj4/XYEZGgBzoDf1gYq9egvW1OHntda/pJT6KNaesiLNSDqb3QwpCpUUWusZ4Bfj/4RgeHye5dWY7D+7R8EiH8Ei3/q0bZE6tiW0Sik38Lda618ETtrVjnDWQncXAMNlLjyGm9ri6g2vFx2eYbBvivrmEKVZOo3F5XJx7S11nHy0nbMvDHDzna8crTYMg+ZgE92BF7kLqzDU1OwSwWJZR5sBFrXWq0opUynl1VoPKKWya+58tojnOTKOl6VkhDYplFJPAd8FHgOe1lqvOByScNilglCyfnav6iuLeblznLnFFYryM38nj0xh23wCrfUacMCu+xfOW12L4YvEC0L556nz1+JxbXyO5PRz1vWO35Sdo7MJh49Xk5fv4eUXBlld3Xgnl+ZgA5N+NyteL1VLY/TImbxMMaOUKgR+CDyolPoLYNXhmITIOTJCmzS/gVXh+H8AQ0qp7yilftvhmISDLhWEkhHavUpsd9Qn3+1Syu4J8t9TSn1CKXWLUuqaxD+b2xQpMjg6R8XiGDHDIBJ00xjYeLBqfnaJ9nMRSsoKaWgpTXGUqeX1uTlybTWLCyt0XNi48G1zoBEMg5lwgLKVafr7Ni2QK9LL+7ES2N8EzmF9m373lrcQjjBNqT2YzRJraCWd3R+t9Y+11g9g7YP9e1g1AX7X2aiEk/pGrBHaetmDds/q49O1e2UdbUrZXeX4g/H/v+WyYyaw+UalImP0Dk9TuTTBfImfNY9B0yYJ7csvDhKLmZy4qXbTCsjZ5Oj1NZx6po+zLwyijlW94vIGfy1uw020HEoHYaqtA+4+7ECkYpder7X+F2AZa39tlFI/BfyLo1GJLWR/f5OL1kdopcrxviil/g9wBzCBNe34/Vh7ZYscZJomPSOzhEvyKcy3Oz3IXonR7cTJAZEadr9jr9daT9rchnDISHsvFeYq0XAhENswoV1bi3H+1BC+PDeHjr4yuctGgZICGg+U0tMxTnR4hnDVlWc6vW4vdf4aOoMdKGBNCkNlig/zyuR1o2NCCFvJlOMkeS0wD3wfeBz4cXy52JaUUp8G3gpEtNbH4sdKgS8BTUA38F6t9YRSygD+F/DmeFs/q7V+IemPROzb5OwyswsrHKovcTqUjFYZKsTncckIbYrZNuU43on9wK77F85b6OkGYChkUuApIFzwyv1Ue9rHmJ9bRh2rwutzpzhC5xy9oRaAl18Y2PDylkAjQyHr+fBPDjO/KEsx05VS6ial1K9ibT/2K5f9+13glaWshRC2kinHyaG1Poq1C0Un8AvAWaXU13dw088A91517H7gMa31QazR3vvjx98EHIz/+xDwyf1HLuwwELUSsLpwdhbuTBWXy6CuopjB0TlW12T5S6rYWRTKBDqVUiG72hDOMU0T94iVrHX5l2gK1G84nfjcS0MAHLlu4+rH2aqhpZRAST5t5yIsLb6ycGRzsIGZIhdLeV6qF8foj8qZvDRWC9wEFAE3X/avCvhZ58ISm4lJqpPVLv2tkdd5P+IDDw1AI9bIahjYtiyr1voJYPyqw28HHoz//CDwjsuOf1ZrbWqtfwSUKKVy6wtBhuiPzgFQF5aCUPvVUFHMWsxkcHTO6VByht1TjmeBF5VS34r/DIDWWqroZbjRqUXK5ketn0MeTmww3Xh6coG+znGqagOU5VgHaRgGR6+v4enHO7lwephrb7ny+WkOWoWhJssKqRycoq83ItN80pTW+mHgYaXUG7TWjzgdj9g5Q9bQCrGVCHAea7rxH7C/rXsqtdZDAFrrIaVURfx4LdB32fX648eG9tiOsEnixHqd7EG7b4nCUH2RWdkCKUXsTmjb4/9ElukdnqFyaZy5QBHLXteG62fPn06MztakOry0oI5X8cwPurhwZpgTN9ddMYIdyish6AswEopSOQgTbR3w6kMORis2o5R680Y/J2itv5XaiITIbcb65DIZod2nJq213UNIG51V2vaFC4UK8XisZTnhsDMJQS61Gw77GZ5YwOd1c83BCtyu1JwMzNbn+OjBCnjkImOzy1e0la2PNx3atTWh1Vr/oZ33L5wz3NXPwdgy/WXWm/XqLXvW1mJcOD2ML8/NgcNhJ0J0XEGhj6aDZXTqUaLDM1RUB9YvMwyD5mAjA8EIJ4CV/r7N70g47be2uMwEJKFNN5LnZDWXTDlOlnml1C8BP4H1ZH4X+If4krHdGlFKVcdHZ6uxRn/BGpG9/AtCHTC43Z1NTMwD1hfiaDT11WJzqd1w2M/wyBS9wzPUhosYH0vNEqhsfo6LvVYf1dY7sd5WNj/eVLa7WZJsa0KrlPr4RsdlynHmm+3oAmAwFKM0v5yA78o3WG/HGPOzyxy7oRavN3eKQV3t8IlqOvUoF84MX5HQgrWO9vHSFwHIHxtmZTWG12P31tBit7TW9zgdgxBiAzKjfL8+DlwP/FP89/uAVmAv39G+Hr99Yl/bhy87/mtKqS8CtwJTianJIn1EJhZYXYtJQagkKcz3UhrIk/ooKWT3lOPLp7LkY5V5f87mNkUKmMP9AAwEzVeMzgLoMyMAHLk2t2s/1DeHKCz20XY2wu2vPbA+hQqgOdDIV/1uVjxuKpbGGRydo7FK1lqkM6XUG7k0mvGo1vpRh0MSGzBl5C6rJdZGy+u8b28EbtBarwIopR4CnmebhFYp9QXgbqzK7/3AR7AS2YeUUh8EeoH3xK/+Lawte9qxtu35ueQ/DLFfUhAq+erCxZzuGGN2YYXigm1rrYl9SumUY6XUnyB7Nma82YUVAtPWbKJIyMONVyW0iwsr9HSMURYuorwytztHl8uFOlbFiz/qpeviKAevqVy/rMFfi9vlYSKUR3l0ip6BcUlo05hS6reBnwG+ED/0l0qpB7XWf+5gWGJLMoSXleRlTRaDK+dtm+zg2dVav3+Ti163wXVN4Ff3FJ1Imf5IYsue3P7Olky14SJOd4wxEJ1FNciGL3ZL9fzGWazpLCKD9UVmqVoaZ74wj8V8F43+KxPa9vMRYjGTQ8cqN7mH3HL4RBUAF04PX3Hc6/ZS569hKAQuTMYvdjkRnti5nwJepbX+mNb6Y8DtWAmuSDOmDNxlNalenTTfAf5DKfUBpdT7gW8C33Y4JuGAftmDNukSJwcSo9/CXqlcQ+sCbgS0nW0K+w12DVK/tkB/WRADg3p/7RWXX3x5BMPgitHIXFZSWkhVXYD+7glmpxcpDuSvX9YcaCASugjAYm+3QxGKHTK01usVDrTWM/F9HEWa2mBrbCHEJb8N/BLwTqyR2a8Cf+9oRMIRA9E5igu8BIp8ToeSNWrLrZMDso42NVK5hnYV+Dvg32xuU9hsqr2TeqyCUNVFleR78tYvmxyfZ2RwmvrmEEX+vM3vJMccOlrFcP807ecjXHdrw/rxxkA9Z0PWx9ATHSRmmpdV8BRp5sdKqX8C/gFrat4vIDUB0pKsrcxu0kPun1KqFGgGPqe1/qTT8QjnLC6tEp1cQDWUXLG9oNif6rIiXIYhCW2K2JLQKqXcQN4Ga2gLgdg2t60HPgtUxa/791rr/2VHnGJvVgesLWaGQy6aAg1XXHbxZasY1KGjMjp7uQOHw5x8tI22c69MaMeCHtZcBuULY0QmFqgqLXQwUrGF/xv478D/xvpO/SjwR45GJDZkypzjHCGv814opX4Sq7LxDJCnlHqn1vp7DoclHNI7MoOJrJ9NNq/HRVVZIQPROfmblAJ2raF9APjABsd/AfjTbW67Cvw3rfUR4DbgV5VS1yQ5PrFHyytrFE5Ya0EjIQ9NlxWEMk2Ti2dH8HhdNB/Kzb1nN5Nf4KW+OcToyCwTY/Prx8MFZeTlFTAR9BFenqR3aNLBKMVGlFJ3AGit57TW92utb9Ja3xj/WRbHCJFyMoq0T78P3K613uve5AAAIABJREFUrgT+E/A/HI5HOKh7aBqAugpJaJOtLlzE4vIaY1OLToeS9exKaN/MpX3NLvfX8cs2pbUe0lq/EP95BjgP1G51G5E6vSMzVC6OsZjnZa7AdcWWPSMD08xMLdKiwnh9ubv37GZa42uK28+NrB9zGVZRrZGQgddcY6Stx6nwxOY+q5TSSqn7lVJVTgcjdkMSHyE2ENNanwLQWj8OBLa5vshiPfGEtlYKQiVdrRSGShm7EtqY1nrt6oPxY1tOOb6cUqoJa9PvZ5IXmtiPrrZBgqtzjJb58Lp9VBddmlrcfsHayqf1SIVT4aW15oNleDwu2s5Frph+0hCoIxJfRzvf3e1QdGIzWusW4L8ARwCtlPqGUuqdSim7axAIITYgy/z2zaeUOqKUuiY+Ay7/qt9FDkmM0CaKGInkSVSNlnW09rPrC5lPKVWotZ6//KBSqhjYUaWg+HX/DfgNrfX0VtcNhQrxeKwRwXDYmX08nWjXiTZHzl2kGRgKwYHSBqoqSwAwYybdbWPkF3i5/qYG3J7knyvJhtdWHavi7KlBVpdi1NRbz92JpUOcKf0OAO6RgfX2suHxpnObuxEfxXhcKeUHfhL4MPBJpdS/aK3/21a33awuQLwoy5eAJqAbeK/WesK+R5FLrBNGkvdkNyn+tWeFwLeuOpb43QRaUhuOcIppmnQPTRMuySffJ+dok+3S1j2S0NrNrnfvl4AHlVIfTCSjSqkgVpXjL293Y6WUFyuZ/ZzW+ivbXX9iwsqbw2E/0ejMNtdOPifadeqxLnR1AxAJuWkoqFmPYah/ipmpRQ4fr2J8IvlTK7Llta1vKeXsqUF+/FQXt7/O2pI5RDmjJR5MIDgbpb1rlNbm8qx4vE62aUeSHN+q59PAEPAHWCO3Wya0XKoL8EI8IX5eKfUo8LPAY1rrB5RS9wP3A7+T9KCFyDpyqmI/tNZNTscg0sP03DLTc8tcf7Dc6VCyUlkwnzyfmwGZcmw7u6YcfxRYAgaUUi8opV4A+oE1rC+Bm4rv6/gp4LzW+i9tik/sQcw0cY/0AxAp9V5REKrjvDXd+MARKQa1lYaWUnx5HtovRNenHZfkBSksKmHK76VyaZzekdQnsmJ7SqnDSqk/A/qAPwQ+ww7W929RF+DtwIPxqz0IvMOGsHPSpXE7SXyEEGIzibWdtVLh2BYuw6CuvIjh8XlWVne84lLsgS0jtFrrVeCnlFKtWGtgDeAFrXX7Dm7+auCngTNKqVPxY7+ntb56eoxIsdGpRcoXxlj2upkuurRlj2madOooefkeahtDDkeZ3tweF02tZVw8O0J0eIaKaqsWR2OgnpFQH2pmia72Xrit2eFIRYJS6heBnwcOAJ8H3qS1Pr3H+2riUl2ASq31EFhJr1JKFp8nieyQkN3kNIUQyZGYClsnBaFsUxsupmNwmoHoLEUe6b3sYuuE+XgCu5Mk9vLbnET+XqWlvr4xSlemGarIp9hXTGm+lbwO908xN7vM4RNVuN12DfpnjxZVzsWzI3Tq6BUJ7WCpB9W7xGxnN3CXozGKK7wT+Evga1rrlb3eydV1AZRSu76PXK0XsNt2R+asL2lut2tf8WbCY83FdhdXvIBVHEpeXyH27lJCKyO0dkmcLOgemuZofdDhaLKXrAAXOxa92IkfGAkZNAXqMeKlJjsuRAE4cFimG+9EfXMpHq+LTj3KrXe1YBgGjYE6XgpZX9JiQ/0ORygup7V+037vY5O6ACNKqer46Gw1ENnufnKxXsBe2p2ctJ6ntbXYnuPNlMeai+0uri4B1uwgeX0lQRZ71x+dw+txUVla4HQoWStxsqBHElpbyXCa2LGFHmuP1GjIs77/rEw33j2P101DSxlTEwuMj1rrVxr9l7buKZ4cYWFp1ckQRRJtURfg68B98Z/vAx5OdWzZSmYcZzdD9u0RYt9iMZPB0TnqK/y4XZIO2KWuwkpoE9sjCXvICK3YMVdkALAS2nvi62cjQzPMzS6jjlXKdONdaFHldOoonXqUsnAxhd5CAqEKZgonqFgap2domrIir9NhiuTYsC4A8ADwkFLqg0Av8B6H4stahqxeEUKIDUUmF1hZjdFYLSP8diou8BIs9tEzLAmtnSShFTsyu7BCcGaUNZfBeMBDY6AOgO62UQCapOT7rjQeKMPlNujSUW6+o8k6FqgnGmqnZWCBrrZ+yq6TwlDZYJu6AK9LZSw5Q6pCZTU5TSHE/vVHrPWzTfFaHsI+deFiznaNM7+4SmG+pF52kCE1sSN9w1OElycYD3ooLS6n2Btf5N4+htvjor651OEIM4svz0N9U4ix6BxT8XWRVkJrdXSRcxedDE8IIYQQWSxREKpRElrb1ZZb35kHRmcdjiR7SUIrdmT4Yjdec41IyL2+/+z05ALj0TnqGkN4fW6HI8w8LcoqotWprVHuxkA9kXhhqMXubqfCEiLjmbKKNstZY7TyKguxdwPxPWgbqyShtVuiMFRi31+RfJLQih2Z6ewCrPWzif1nu9anG5c5Flcma2y1nree9jEA6oprGCv1AeCNDrEWk024hdiLS4mOTE7NbpLSCrFX/aNzFOZ5KAvmOx1K1qursEZoE6PiIvkkoRU7Ehu6VBAqUeG4u81KxJpaJaHdi4JCH1W1AYYHplhcWMHn9hKoqGHBZ1CxOMrw2LzTIQohRNqR0xRC7M/yyhqRiXnqwkVSNTwFasqKcBkwEJGE1i6S0Iptra7FKJwcAWC81EddcQ2LCysM9U1SUeOnsDjP4QgzV2NrGaYJvZ3jADQEG4iGPIRWZunrG3U4OiEykxkvCiVf07KUfAEXYl+GxuYxTaiNT4UV9vJ53VSXF9EfnVv/+ySSSxJasa3B0TkqFseZLHZTHa7H5/bS2zmOaUKzVDfel8YDV047bgzUES211tGOXexwLC4hhBBCZKfE1Ne6cJHDkeSOxuoA80urTMwsOR1KVpKEVmxrsHOAwtgS0ZCH1tImQLbrSZbScBHFgTx6O8dZW4vRFGhYr3S82NvjcHRCZKb1898ykJeV5GUVYn8SBaFkhDZ1muLFt6QwlD0koRXbGm/rBKz1swfLmllbi9HbOU6gJJ9QWaHD0WU2wzBoai1jeWmVkYFpqgormCizCjR4IkMyNUUIITZjSP8oxF4kRmhrZYQ2ZRLbIw1IYShbSEIrtrXS3wuwPkI73D/FyvIaja1lUkwgCRLVjrvbx3C73BTXNLLihrL5qExNEWJPJNHJZoaM0QqxLwOjc4T8eRTle50OJWc0VSdGaCWhtYMktGJLpmniGx0GYLq8kBp/5aUCRi1S3TgZahpK8Hhd9LTHp3GXNDBa4qFseYrewUmHoxMic0niI4QQV5pbXGFiZklGZ1OssqwIn8clU45tIgmt2NLk7DKlC6PM5xmUVzTicrno7RzH7XFRUx90Orys4PG4qWsKMTm+wOT4PI1+qzCUG5MRLYWhhBBiQzIQL8SuJdbP1pXL+tlUcrsMasqLGBqbY3Ut5nQ4WUcSWrGlvt4IoZVZa//ZYAPTUwuMR+fio4pup8PLGolpxz0dYzQGGojEC0MtdHc7GJUQmUmWnucIGYAXYtcGZP2sY+rCxayumYxMLDgdStaRhFZsKRofIYyGvDQF6um4EAWgobnUybCyTmN8+nZf5zjlBaXMVfitC4YHHIxKCCHSj9RuEGLvElNe66TCccoltkmSwlDJJwmt2NJCt7V1TDTkoTFQT/uFCAANByShTaYifx6l4SIG+6ZYW40RajlAzIDAzAjzi6tOhydERjHX56JK4pPdZCheiN0aiM5iGFAtu1SkXG2FdRJBCkMlnyS0YktGZBCAxYoSgr4AnRej+IP5BEMFDkeWfRpaSllbjTHYN0VzRQtjQQ8Vy5P0DU85HZoQQgghMpxpmvRH56gIFeKTZWMplxgV749IYahkk4RWbGppeY3AzAgrbgjVtTAyMM3S4ioNLaUy5csG9fFp3H2d47SWNhINefDF1hhs63Y2MCEyTGL/ZumlspNUrxZibyZnl5lfWl2f+ipSK1jkw1/olRFaG3icDkCkr77hScqXp4iUemgsaaC3y9qup75FphvbobouiMfrordrnLvecROPhDzQBbMd3fD6G50OTwgh0opMOE4/SqluYAZYA1a11jcppUqBLwFNQDfwXq31hEMh5rREIlVbLgmtU+rCxZzvmWBhaZWCPEnDkkVGaMWmhnUnbtNkNL5+tq9zHJfboLahxOnQspLb46K2IcTk2DzGgpeFSut5XhvsdTgyITKLrKHNbpdmCElKm6bu0Vpfp7W+Kf77/cBjWuuDwGPx34UDBqQglOMS1aUHRmXacTJJQis2NdPZDUAk5KXCXUl0eJaG5jJ8ckbJNvUtIQA6dJSixhYAiqaGZM8yIXZD8hwh0snbgQfjPz8IvMPBWHJav2zZ47j1dbQy7TipJKEVm4oN9gGwVlVOtG8egNbDYSdDynoN8encHTpCfXkzk8VuKhYnpMS7EEKITGACjyilnldKfSh+rFJrPQQQ/3+FY9HluIHoHB63i8qQVDh2SiKhHZDCUEklQ21iQ7GYSeHkADEDgk0H6eu01s8eOCx/h+wUDBUSKMmnq22U226tpSvk4eDsEoMdAzRWBZwOTwghhNjKq7XWg0qpCuBRpdSFvdxJKFSIx2NV4Q2H/cmMb8eyrd21mMnQ2BwNVX4qK6/8PpFtjzWd2/UHCjAMGJlaSFkcufA8S0IrNjQUnaFiYYKxoIeGUCOd3x+nqNhHRZWf0VEZLbRTfUspZ18YpGAmSLTUw8G+JSbaOuDVR5wOTYiMIDOOc4C8yGlJaz0Y/39EKfVV4BZgRClVrbUeUkpVA5Ht7mdiwpoVFg77iUZn7Ax5Q9nY7tDYHMurMapCBVe0kY2PNd3bDQcL6BqYIhKZtn3XkHR4vMm+342k3ZRjpdSnlVIRpdTLTseSywbOd+KNxYiUeihZqmBxYZV62a4nJRri2/dE+uZYriwDYKVfCkMJsVvSWwmROkqpIqWUP/Ez8AbgZeDrwH3xq90HPOxMhLmtL2INRtRXSEEop9WGi5hbXGVydtnpULJG2iW0wGeAe50OItdNXmwHIFrmY2nYmvbTINv1pERtYwkut0Ff5zhFTQcA8E30r++tKYTYKUlphUihSuCkUuol4Fngm1rrbwMPAK9XSrUBr4//LlIskdA2SELruPV1tFIfJWnSbsqx1voJpVST03HkutWBbgCMulr6uycxDKhrCjkbVI7w+jw0NJfS3T7GwVcfYC7/B4QXxhibWqS8pMDp8MQuKaU+DbwViGitj8WPyb6MNjJlPmqOkNc5nWitO4FrNzg+Brwu9RGJy/WOxEdoK51ZTykuqatIVDqe41hLmcPRZId0HKEVDouZVkGoNQNCdYeJDE5TWRsgL9/rdGg544Cyim8VTIaIlHoILC/R2zXicFRijz7DK2edyL6MdpI8JwfI6LsQu9EbmaE0kEdxgXyXc1pdfNsk2bonedJuhHYvcrUanl1t9g1NEl6YYqzEQxVNRM0JDh+rXm8vl55jp9pdOxzjsW+eZ23cw2jIS/PgMrM9PYTfcNz2trPpvZwONpl18nbg7vjPDwLfB34ndVHlBlnzL4QQMDW3zNTsMte1ljsdigAqQgV43C5JaJMoKxLaXKyGZ2ebZ06eJhiLESn1UdBjHSurLCIancmp59jJdiurAxQV++i4MAqVYTg7x9TFi7bHkk3v5TRPkq/YlzG+xYUQQgiRdH0R62+sFIRKD26Xi5ryQgZH51mLxXC7ZMLsfmVFQiuSa6KtgyAwUVbETO8c+QVewlVpnRxkHcMwqG8p5cLpYUoqjgDdeEe7nQ5LOCxXZ6Pstt3isTwAPG7XvuLNhMea0+0a+4s54x6vEHvUF18/21ApCW26aKj00zsyy+DovJxoSIK0S2iVUl/AmopXrpTqBz6itf6Us1HlltWBTgA8FYeYv7DMwaMVMnXPAQ3xhDZvpZbZAhfhmSizCyuy/iU77HpfRsjN2Sh7aXd6egGA1bXYnuPNlMea0+2apry+SIIsttcbkYJQ6aapys/J00N0D09LQpsEaZfQaq3f73QMuSxmmhRNDrDmgnxvK/Nc2hdVpFZdUwjDgOVhD8NlHlr7l+lr6+PIiRanQxP7l9iX8QFkX0Yhds80MOU8qxA70jsyQ0Gem/JgvtOhiLjG+MzHnuEZ7jzhcDBZQCZtiysMR6YIz00zWuLBHCsEoE4SWkfk5XuprA0yMbJIpCwAQPScdjgqsVvxWSdPWz+qfqXUB5F9GYUQQqTA0soaw+Pz1IeLcclsu7RRHy7G7TLoGU79TJFslHYjtMJZfS9dIGSaDJYVMDW8TLiqmMIin9Nh5ayGllKG+6dYCx4GTjLfqYE3OR2W2IUtZp3Ivow2MWXbHiGEAKA/MotpQn2FTDdOJz6vm5ryIvois1IYKgnk2RNXmLxwAYCZUCuxmEl9i4zOOqkh/vx73U3EDMgf7cWUb+tCbMP6jBiyV2mWk75QiO10DU0D0FQtCW26aazys7waY2h03ulQMp4ktOIKxlA7AJ78A4Csn3VaeaU1Qr486mMs6CY8O8noxJzTYQkhhBAiAyQS2paagMORiKs1xdfRdsu0432ThFasW1hapWwqwmy+i9h0AF+em8pa6QCdZBgG9c0hVhZi9JdV4o3F6Dnd5nRYQqQ1mcSQC2T0XYid6BqyCkJVlhY6HYq4yuWFocT+SEIr1nXrXvzLy/SFQyzNxqhrCuGSOf2OazhQBsCs3xo1Hzt/zslwhBBCCJEB5hdXGB6fp6kqIAWh0lCiUFf3yLTToWQ8yVbEupHTZwEYC1jbwsj62fSQ2L4HVx0AsQGpdCzE1mQNrRBCdMVH/mS6cXpaLww1MsvqWszpcDKaJLRi3Xy3NfIX8zQB0BQfGRTOyi/wUlkTYHkmj6mCPComhllaXnU6LCHSlhROE0II6Bq0Rv6aqyWhTVettQGWV2P0RWadDiWjSUIrAIjFTILRXhY8Plbmi6io8VNYnOd0WCKuoaUUTOiqaMC/tEz3+S6nQxJCCIfJiQshtpIoCCUJbfo6WFcCQFv/lMORZDZJaAUAvV3DhOfm6KxsBBOaD5Y7HZK4TGId7VSRNR184PlTToYjhBBCiDRmmiZt/VOE/HmE/DJAka5a64IAtPVPOhxJZpOEVgDQ8+wLAIz5mwFoapWENp2UVxbjD+aztlZJDBfL3WecDkmItGXKGtocIK+tEFsZHJtndmEF1VDidChiC+XBfEqKfbT3T8lymX2QhFYAMNd+ihguVmOVBEryCZVLefd0YhgGLaocc83FULCG8rFhFpdkHa0QQgghXulinzXip+oloU1nhmHQWlfC1Nwy0ckFp8PJWJLQCtZiMUqj/UT8NZgxN02t5RhS3j3ttBwKA9BX2kJgaZn2M+0ORySEEEKIdJRIaA9JQpv2Dq5PO5Z1tHslCa2g42wXpfML9JRZ+5weOBx2OCKxkcraAIXFPuY99cQwGHr2aadDEiK9yXm5LCfT84TYiGmaXOybJFDko6pUZtylu8Qo+vmeCYcjyVyS0Ap6Tj7JmuFm1luPP5BHZa1Uw0tHhmHQfKgc0/QyWVCFR9bRCrEhWYaUA+Q1FmJTg2PzTMwsoepLZMZdBqivKCZY5OPlrnFi8gdsTyShFbi7TjNWWAumh9ZrKqTzS2OthysA6CpvpWpinMH+UYcjEiL9XPo6IH1Z9pLXVojNnOkYA+BEfIcEkd4Mw+BocynTc8v0jch+tHshCW2OGxkco3pinJ5Sa7px65EKhyMSW6muD+IP5jOZ14iJh/Pff8LpkIQQwhEyjiHExk53WCe7j7dIQpspjrWUAvBy15jDkWQmSWhz3JnvPMqqK5/pvHpKw0WUVRQ7HZLYgmEYHD5eBXiIFDdhnv2R0yEJkYYS2/aIrCYvsBCvML+4Qlv/FM3VfgJFPqfDETt0tKkUw4BTbTLzbi8koc1hpmniPvcjhgIHARdHr6uR6cYZ4NCxSgB6Sg9ROxqhv3vY4YiESC8ycpf95C+VEBt7TkdZi5lcf1AKfGYSf6GPww0hOganicj2PbsmCW0Ou/hSO9UTU/SGFB6Pi4NHK50OSexAoKSA+pZS5r0VzPrKOfONh50OSQghHCCnLoS42o/OWie5b7tGvtNlmsRr9uy5EYcjyTyS0Oawzm98kRF/MyuuYtTxKvLyPU6HJHboulvqAeguPUb4wvPMzy86HJEQ6UjG8YQQuSMyuYDuneRgXZDykgKnwxG7dKMK43G7OHlmiFhMTtjthiS0OarrfDf1fV10ll2L4YLrb2twOiSxC7WNJZRXFjNa1IgRK+LkF//N6ZCESBumGQMknc1u8uoKcbVHn+3DBO65vtbpUMQeFOZ7ue1oJZGJBV6UtbS7IgltDoqZJh3//DcM+w+z6Aly5EQ1/mC+02GJXTAMg9vubgEMdPhWyp97nPERqYwnhBBC5KLRqQWePD1IWSCPmw7LjhWZ6t5brAGmb/ywW0Zpd0ES2hz05Ff+ndDkCu1lN+DLd3PrXS1OhyT2oL65lKaDZUwVVDFecIjn/vETTockRJqRUTwhRPYzTZPPP9rG8mqMd9zZgsctX+8zVU15EbcdraRnZIYfnBpwOpyMIe/4HDM3M4/3iUd5qfp1mIaHe950mPwCr9NhiT16zRsPkVfgpq38JoLDC7x88odOhySEECkioxdCgLXVy6n2UQ43lHD7sSqnwxH79JP3tFKQ5+Zff9DJ1OyS0+FkhLRMaJVS9yqltFKqXSl1v9PxZJMnv/w5ukvuYMlbzC2vaaJFSVn3TFZUnMe97zwOhsGZqrsZlorHGUX6OntImiNEepG+zj6razG++L023C6Dn36jku0Xs0CwOI933XWAhaVVvvBYm9PhZIS0S2iVUm7gr4E3AdcA71dKXeNsVNljrmeeqYJKwrVebnhVo9PhiCSoqS/hzjceYsWdz3D+zXS1aadDEjsgfZ2drJRWvtZlM3l1M4X0dfY63zNBdHKR11xbQ3VZkdPhiCS5+/pamqr8PHs+QlT2pd1W2iW0wC1Au9a6U2u9DHwReLvDMWWFlZUVZtxNGOYqb37nzXIWL4scu76WfO84M/nlvHTyOafDETsjfZ0QIhdIX2ejMx1WQUgpBJVdXIbBPTdY1aqfPS/70m4nHTcerQX6Lvu9H7g1GXe8urrKV/7xy6zMrSTj7tYZBpgm8f9szbz8rPIOrr8Zl2EQ2+3t12Is+JopiA1TWOTbc9siPdUdDNB+Dqb6PXzuLz+7p/vY0/tqn3baptvn4u0ffBcFBVmzt55tfR3Al198koGZ5P4R9Hk9LK+sJvU+7Wh3cnHG+usmJ+2ylwmme5m/euJf93TzdH4v57vz+MANP0FA+rodOdM5RvfwTLLuDoCiIh9zc8tJvU+72n3+YpQ8n5uDdUGbohJOuf5gmAcNzcnTQ+y14HE6v5e9bhd3nKimOAm1fNIxod3oG8iWL2MoVIjH4wYgHPZver2zZzRjk9X7Ci4bFIbMLZ+n7ezntvsh7W7tbe9+LZ/4yHeY91ZC6vsu+y2DPnOW17/lHqcjSRbb+rrFlRUeH/smhiu2rwBfIfXf//fWbvwvW6goIH1dlrbrIY8V7zRtq8/urdF0fi+vwovDTbz7ltttDydFbOvrAD73d08TmcjtKZl3XldLddXeE9pM+uznUrth4HoV5vkLEb76RKc9QTmsKlzM62/d/xLIdExo+4H6y36vAwa3usHExDxgvVGi0c3P0lVU1XDtq7qZGBnf+AqbnMw3jM16YwMMgzyfm6Xlta3uYnfTew0wtgoGyMvzsLS0evmhje/oKt48H7e/9l1bPk9b2e45tou0uxMubr23mt6Ovu2vugmfz8Pycmq/6e20zeJggGM3XLfj58WpP1i7YFtfB/BrR3+V3onIPkO8UlFRHnNzqa+4uJd2fW4Ptx84In1dlrb727f+MqcHuvfcbjq/l4t8BbyqUUlfx87eH7/1vusZHp/fZ4hXCgYLmJpKfZK8p3YNaKkOSF+Xpe3+3L2Ku6+r2XO1w3R+L3s9Lg7U7u69u1l/l44J7Y+Bg0qpZmAAeB/wgWTd+e13Jf+MpxMfDqc+kCK9Hb/xOo7feN2eby/v5ZSyta+7prqea6rrt7/iLmTaFwGRvWqCZdQEy/Z8e3kvp5StfV1ZMJ+yYH6y7g6Q94dIH4X5Xo42le759rnyXk67olBa61Xg14DvAOeBh7TWZ52NSgghkkv6OiFELpC+Tghht3QcoUVr/S3gW07HIYQQdpK+TgiRC6SvE0LYKe1GaIUQQgghhBBCiJ2QhFYIIYQQQgghREaShFYIIYQQQgghREaShFYIIYQQQgghREaShFYIIYQQQgghREYyTHOPO/UKIYQQQgghhBAOkhFaIYQQQgghhBAZSRJaIYQQQgghhBAZSRJaIYQQQgghhBAZSRJaIYQQQgghhBAZSRJaIYQQQgghhBAZSRJaIYQQQgghhBAZKaMSWqVU0KF28xxqt86hdksdatdwoM2a+P9T+llQSh1WSn0wlW3G2/Wnus14u458djOV9HUpa9eRvi7edk70d9LXia1IX5eydqWvs79N6esclBH70CqlioGPAseALwNPaK11itr9I8APfAU4qbWeTlG7HwXuBe7VWvfa3eZV7d4C/CvwiNb6nM1t+oE/AT6Ritf0qrbfDTwE3Ka1flYp5dJax2xuswjrPfUB4HngZ7TWY3a2eVm7fwYcAj4DPK217kpBu458djOV9HXZ29fF282Z/k76OunrtiJ9nfR1NrYtfZ297aZlX5f2I7RKqbuA7wJrwMeAO4CfSEG7bwCeBhaBk8AvAG9KQbv3AM8BHuCmFHd6D2I9z78HHAdusLnNVuCLwC9ifThSzQUMA38BkIJk9p1Yr+0M1mN2p6LTi/soEAD+GLgeeMDuBp2L1c8FAAAgAElEQVT67GYq6euyt6+Lt5sz/Z30ddLXbUX6OunrbCZ9nU3Sua9L+4QW6Ad+SWv9W1rrHwBLQLddjV02NWIG+HOt9e9qrT8DaEBddZ1ktpt4LZaBSeB+rfW8UuqoUqoi2e1d1m7isVQBLfHn+QnAwOoQ7DQD/E+gGDiqlLr3qpiSTinluuz+/cCbgWKl1K/EL/fY1TZwHniX1vojWut/BxpT9JiLsR7rn8Zf248BLqXU/2tXm3Ep/exmAenrsrevg9zq76Svk75uK9LXSV+XVNLXSV+XdlOOlVIHgV/DepN8SWs9ET8eAv4PcCfWGbbngE9rrceT1O5h4Dfi7f6T1npaKeUDTK31ilLqPuAGrfWvJ6O9Ddq9EG93Sin1F0ApUIZ19mUO+A/gQa31TJLbvfzxngJeAK4BSoAzQB/wsWSccVJKHQBeo7X+p8uOFWmt55RSvwj8nNb69v22s127ieknSqkHgB9jfUC/BrwGiGitp2xq19Bam/GO1Qf8IXBGa/3ZZLR3Wbuv+AwppR4GTmmtPxK/zk3AP2JNfUrKHzinPruZSvq67O3r4u3mTH8nfZ30dVuRvk76Ounr9t2u9HXbSKsRWqXU/cBXgQHgbuDvlFLu+MVTwENa60asN0w98F+S1G4z8C9AB3At8Aml1K1a62Wt9Ur8ancAF5PR3ibtngA+qZQ6Avwp0Ax8T2t9N/D3wEGsM07JbvdarOf5MPBq4BGsD+Nh4L8DbuBDSWjzV7DWFvxXpdS74sdcWus5AK31PwAxpVSy/7C8ol0uve9HgRe01s9gTUHSwHWXveeS3a4BoLVe1VrPAyGgNn79fbcZv5+rP0Ofil/0B8D7lFLl8d9PA98H3mJTuyn57GYq6euyt6+Lt5sz/Z30ddLXbUX6OunrkL5uX6Sv25m0SWiVtbh5FvhJrfXHgZ/FWnB8DKw58Frrr8d/Po81fWM0Sc0fBka11v8T+CWgHXiLUqopHpsX6036ePz3W5VSJTa0e4H/n737Do+iahs4/MumN0iA0HvJAUG6KNLErq+96/sJ9opKEaXYEBXsqKAIr10Re6+oFJEmRVTKofcSSoD0ZHfn+2M2EwLp2c1see7rypU9s7PzPLNhD3tmToHrAQO4QGs9CUBr/RXmlb1sL8QsKe4a4P+AWCAO8++A1notsAvzva6ujZjjVR4GrlNKxXiupIUd9QF5CLhZKRWplLpQKdXCR3GdnudqAzOVUisxr+ZlYA6qd/kobuH5Fn7uvgauAPBGzFI+Q+2VUl211isw//0WjinJxxwDsc9HcWvqsxtwpK4L+roOQqu+k7pO6roSSV0ndZ1nH6nrqkjquorzmwYt5of6M631KqVUtNY6F7ObxHFXOJRSnTEHIe/0Uux/gVylVHvPlbvvMSuAfp7nC/ve91BK/Qzc6MO40cB5WuvMwp2UUl2A5njvH0tp53sG5nt+qlLqJKXUCcAlQLW7EGitf8KcUfAvz/Hu9DwVVvih11rPAXKAI8DdgPP4I3knrjLHNvyJ2ff/Dq31VZiTGHhlUH0551s4QcFWYJVSqrk3YlLyZ2gFRZ+h4UA/pdTtSqlzMLvheGOyBDs/u4FI6rogrusgtOo7qeukriuD1HVS10ldVz1S11WQ3zRotdaG1nq353Ge58pOdyC9cB+lVCOl1DfAdOAVrfV3XgofjXk1q68n/lLMvvctPc/3AC7DvELxptb6Dq21N65ulRR3O2a3lMLz/Qp4HXhNa73QCzHLittGa/0X5jTcj2BWApO01h95I6jnA78Ts0I4UynV7qirW5Ge7hwNMcdbnKu19sqHo4S4qVprA/hVa331Ue/rnVrr4d6IWUpc63yP2q02niunXohX0meoG57/uLTZHeZ6IB6zi8gkrfW3PopbU5/dgCN1XfDXdZ5YIVPfSV0ndV1JpK6Tuk7qumrHk7quogzDqNGf1NTUp1NTUwelpqY6ytmvb2pq6rdHlRt6fl/ji7ipqam3pqamPp+amnqKp3xKamrqP57H8ampqSNqMO7fRz1/Q02fr6ec4sO/bcPU1NQJqampD3nKqZ7fHX38b+q4uKmpqWGpqalhnnJYDcVVqamp4VU510rGtT5DnvNsWNWYVY1beP6e31X67Abqj9R1FYobkHVdJf++AV/fSV1XftzC8/f8lrquBt4vqesqfr6estR1vospdZ3NPzV2h1YplayUegmzW8d1QIl96I+6ypEELFZKXa6UWo1n4LzWeqY34x4V7yfM6cwfUeZ02C2BJcozU5vW+vkajPun5zHanFq+puIu8fSbR2td4T74Ff3bFtLm7GtvA4OVUlnARcqcKW5VRWN6IW4mcAFmVxHD83yFpvz2wvn+B3M8TaVU5zMErALOUVWYRt6uz26gkroueOu6isQ9ViDXd1LXSV1XFqnrpK47mtR1UtfZyecN2sIPEmb/+U8wux3sBq5Q5vTpxRz1D+9izNvn12CuefRmJePGeh7mlhX3qH/w24DnMP+BvI85iP117ZmpzYa4lequYMf5VjTmMa9xKHP9tXeBA5jTiz9X0cakF+Oep7V+QVdiwW0vnq9P45bxGXrHl++ztz67gUrquuCt6yoT95jXBGR9J3Wd1HVlkbpO6roSXiN1ndR1tvLZOrRKqTrAE5it+o8wZ+LK0OZ6TScBTwMjtDlL17GvDQNuAlxVuJJVF3gKczD825gzm2V7nisz7lGx61XhSlbIxPVCzBjgQq31JxWNKXErF9euz1B14gYqqeskbjlxA6beCcRzlbqu5khdJ3HLiSt1nQ/jSl1XNp80aJVSV2FeGfoKc12kW4CJWuvZqmgR4ucxZ5l7WGt95KjXWt0Eqhj7Q2AvsAQ4G9iutX74qOdLjFtdoRS3OjGr8/eVuBWLa9dnqLpxA5HUdRLX3z7/1YkbaOcqdV3NkbpO4vrb5786cQPtXKWuK5+vuhyvBa7XWj/suXpxCHO67qNvXz8PpAIdlVKXKKX6HvN8pSmlGmCuKzZcaz0DeBlorZS67qjdSoxbHaEUt7oxq1EJSNwKxrXrMxQolZ6XSV0ncf3q81/VuIF4rlLX1Sip6ySuX33+qxo3EM9V6rryVbtBq0oYjKy1/ltrvVKZUzrPxpxieoQyBxNHe/bZhTnF+K+Y/bIrtS5VKXH3Yi4ifYNn0xrMRY4vV0WD4iWuH8eUuMEfN1BJXSdxgyVuKJ2rnXEDldR1EjdY4obSudoZ1x9Uq0GrlIo8uvVewhuZDkzXWqcCM4CBmLOPoZQaCFwOjNFad9FaL6pE3JjCuIUxlVKF5zIJuEwpFau1zgGWYQ547iZxKx43lM5V4tZc3EAldZ3EDZa4oXSudsYNVFLXSdxgiRtK52pnXH9R5QatUupu4Bel1GjPG4E2x1BYx9Ra52rz9jbaXOi3DpDheXod0F5rPamScRWwXSn1RCnn8AfmtOUPeOJuwJy6vHB2OS1x/S+mxA3+uIFK6jqJGyxxQ+lc7YwbqKSuk7jBEjeUztXOuP4kojI7e1r8DYFXgTDMCQL+A1yqlFoC5GjPtNVKqebanEK88LW9gKbAQQCt9c4q5uwGtgJ3KKWmaK13K6UitNaFt8djMact/04ptRhzWvlkINwTd5fE9cuYEjf44wYMqeskbpDGDaVztTNuwJC6TuIGadxQOlc74/qNCt+h9bwxBrAfeEVrfYnW+nfMN/CgNhepdiulWiilPgVGKaVSlFJtlVLfY97ufkFrvbQyCSqlIo56HAbUBZ4B/oc59TSAyxP3M2C01notMAY4HZjsibtM4vpPTIkb/HEDldR1EjdY4obSudoZN1BJXSdxgyVuKJ2rnXH9WbnL9njetIlAJPCd1vrno7bfi3n7+m9gPvAF5i3s3lrrMZ79agMXa63frUxix8T9Rmv9i2f7GcA1WutblVJ7gf8Cq4HunrhjKxMnlOOG0rlK3JqLG6ikrpO4wRI3lM7VzriBSuo6iRsscUPpXO2MGwjK7HLsafW/DNQCfgBGKqXaAW9orXOVUmuB5pgL9V6LeQXgOuAbz+vDtdaHgcpWesfGfVAppYBpnl0WeH7PAX4GntFajwK+9bzeoT1dZCSu/8SUuMEfN1BJXSdxgyVuKJ2rnXEDldR1EjdY4obSudoZN1CUN4Y2EegKnKO1zlBK7QfOB64C3tVaf+/ZL18ptR3Yr5SKAlyAW2vtqmJeJcW9AHNcxzbgVaXUYMw+4+sx10dDKRXuiVvVP1goxQ2lc5W4NRc3UEldJ3GDJW4onaudcQOV1HUSN1jihtK52hk3IJQ5hlZrfQTYQtHaRX8AK4CTlVINC/dTSsUC1wMZWut8rbVLV2Mx3lLiLgPOAhKARcB7WuvTgUGYVxjDJa5/x5S4wR83UEldJ3GDJW4onaudcQOV1HUSN1jihtK52hk3UFRkluMvgHOVUo20OWvW30BnoJHn6sBTmFf3PtNaP+rF3I6N+y/QEcjTWg8G8/a71nqxZ7vEDYyYEjf44wYqqeskbrDEDaVztTNuoJK6TuIGS9xQOlc74/q9isxyPB84gOeKgNZ6OdALiNfmdNDzgPO8XOmVFHcp0BtPI1wVzc7nbaEUN5TOVeLWXNxAJXWdxA2WuKF0rnbGDVRS10ncYIkbSudqZ1y/V26DVmu9G/gSOE8pdaVSqiWQCzg9z3+rtd7u7cTKiFvged5Zxsslrp/GlLjBHzdQSV0ncYMlbiidq51xA5XUdRI3WOKG0rnaGTcQlLtsTyGl1HnAlcCpwGSt9WRfJiZxay5uKJ2rxK25uIEq1P5OEjd444bSudoZN1CF2t9J4gZv3FA6Vzvj+rMKN2gBlFKRgFHTVwAkbnDGlLjBHzdQhdrfSeIGb9xQOlc74waqUPs7SdzgjRtK52pnXH9VqQatEEIIIYQQQgjhLyoyKZQQQgghhBBCCOF3pEErhBBCCCGEECIgSYNWCCGEEEIIIURAkgatEEIIIYQQQoiAJA1aIYQQQgghhBABSRq0QgghhBBCCCECkjRohRBCCCGEEEIEJGnQCiGEEEIIIYQISNKgFUIIIYQQQggRkKRBK4QQQgghhBAiIEmDVgghhBBCCCFEQJIGrRBCCCGEEEKIgCQNWiGEEEIIIYQQAUkatEIIIYQQQgghApI0aIUQQgghhBBCBCRp0AohhBBCCCGECEjSoBVCCCGEEEIIEZCkQSuEEEIIIYQQIiBJg1YIIYQQQgghRECSBq0QQgghhBBCiIAkDVohhBBCCCGEEAFJGrRCCCGEEEIIIQKSNGiFEEIIIYQQQgQkadAKIYQQQgghhAhI0qAVQgghhBBCCBGQpEErhBBCCCGEECIgSYNWCCGEEEIIIURAirA7AW/Yty/DqMz+yclxpKdn+yodrwqkXEHy9TXJt+JSUhLDbAnsQ8Fc10Fg5RtIuYLk62tS13mX1HX+I5ByBcnX1+zOt7T6LiTv0EZEhNudQoUFUq4g+fqa5CsqI9De/0DKN5ByBcnX1wIt32ATaO9/IOUbSLmC5Otr/ppvSDZohRBCCCGEEEIEvqDociyEEP5MKZUE/A/oBBjATYAGPgJaAluAq7TW6TalKIQQQggRkOQOrRBC+N5LwI9a6/ZAF2ANMAr4VWvdDvjVUxZCCCGEEJUgDVohhPAhpVQtoD/wBoDWOl9rfQi4GHjHs9s7wCX2ZCiEEEIIEbiky7EQQvhWa2Af8JZSqguwDLgPaKC13g2gtd6tlKpvY45CCCGEEAFJGrRCCOFbEUB34B6t9WKl1EtUsXtxcnJcpWcYTElJrEoo2wRSvoGUK0i+vhZo+QohRLCQBq0Qwu85XW7S0nNoXC/e7lSqYgewQ2u92FP+FLNBu1cp1chzd7YRkFbegSq79ltKSiL79mVUNl/bBFK+gZQrHJ+vYRg4XQb5ThcFTjdOp5sClxuXy8DlLvxx43YbON0GLpeB27Ot8Hm3+6h9XW6r7DYMDMOMYRjgNoqWFA0LM5cQtBYSDOOYsvkoIT6arKy8wmKx14eFgSMsjLCwMBxh5jaHI4zwo37MsoPw8DAiCreHO3A4wogIN59zOIqeM7eb+zvCij+uyvtbk6QhLYQINIZhsD0tk6YpCTgc1V9KWxq0Qgi/tj0tk0ffXALA4zf1omn9BJszqhyt9R6l1HallNJaa+AMYLXnZzAw0fP7KxvTFDXEMAyycp0cyszjcFY+GVn5ZOU6ycotILvY7+Lb8gvcdqcuvCw2OoK46HBioyOsn7joCFKbJdG/a+MKN6aFECKQ7E3PZvTriwC44bz29O/SuNrHlAatD91xx01Mnfqm3WkIEbDm/rWTd37UVjlA79AC3AN8oJSKAjYBN2JOyvexUupmYBtwpY35iXK4DYPDmfnsO5TD/sM5ZOfvZOuuw+w7nMu+QzmkZ+TZnaIIMDl5TnLynEDxfzuLVu+lXu0YOrWua09iQgjhI1/+vomv/9hilbu08U49Jw1aH5LGrBBV98pnf7Ni/X4AYqPDeWVo/4C9Y6G1/gvoWcJTZ9R0LsK8S3rwSB4792eyc18WO/dneX5n4nQZ5R/AR6KjwomLjiA+JpL4mAjiYyOJi4kgPiaCuMJtnt9xMeZzsVHhREeFExURXma3rUDvIu3vUlIS2Zt2BJfLoMDpJq/ARX6Bi9x8l/U4J99FTp6T7Fyn1ZjNyXOSbT02n2/XtDbtmiXZfUpCCOE1efku7nxhrlWOjgznlaH9iAj3zoI7IdGg/fi3Dfy5tmh4Wnh4GK5qfmk5qX19rjq9bZn7nHVWP2bN+r3E5/bv38+jj44mKysLl8vJ/fePpkuXbixatIBp06bgcrlJSkpixoz3q5WnEIHG6XJz27NzrPJpXRsz6Nz29iUkAoZhGKQdymHTriPWz+bdR3wWr06taOrVjiWldgx1asWQlBhNUnwUtROiSUqIIjEuisgIWR0vVDjCwnBEhBEZ4SAuJiS+XtnGru91u3fvYsSIezjhhE6sX69p1qw5Dz30ODExMcfte8UVF3LWWeeyfPlSnE4nDzwwltdfn8yOHdu57bZbOfPMC1i+fClvvPE6tWrVZvv2rXTp0o0RI0bhcEi9IYLHyg37eenTv63ydWe248yezbwaQ2pcm8ya9SO9ep3C4ME343K5yMvLJT09nWeeeZLJk6fRuHETjhw5bHeaQtSog0dyuf/VBVb5rks60SO1HhvuvRt3Xi6tJjxLZJ06NmYo7GQYBjv3Z7F6Szqrtxxk1eaDuNzVv6OanBhNk5R4mtSLp0m9BBrXi6dBnVjioiOsSYyOFWh3EIUQ3rFt21ZGjXqYzp278tRT4/j880+47rrrS9y3fv0GvP76W7z88vM89dRjvPbaG+Tl5TN48NWceeYFAKxZs4r33vuYhg0bMWLEPcyd+xsDB55Zk6ckhE8YhsGE95ezYWdRe+b5u/uQnBjt9Vgh0aC96vS2xa66+cMXkQ4dTmDChMdxOp30738a7dopli9fRpcu3WjcuAkAtWrVtjVHIWrS3xv3M+mToit4E+/oTR3yWH/bTdY2R1SUHamJGpaekcfydftYujYNvf1QlY4RHRlO68a1rJ+WDWuRlBBVagNVCBE47PxeV79+Azp37grAOeecz6efzgRKbtD27dsfgNat25KTk0NcXDxxcfFER0eTkWHm26FDR5o0aQrAmWeew99/r5QGrQh4R0/8BNCtXT2GXHaiz/4PDokGrT/q2rU7U6ZMZ8GC+Ywf/wjXXns9iYmJ8mVLhKSPf9vAj0u2WeXX7z+N/LX/smnSC9a2FuOeJDwhsGY4FmXLL3CxVKcxb+Vu1lWy4dqkXjwntKzDCS2Tadc0Sbp4CiFqxPHf00r/3hYZaV6EdTgcREZGWtsdDgcul6vE48nXQBHovl2whc/nbbLKD17XDdU82acx5RuATfbs2U29eilcdNGl5ObmsG6dZtCgm3jhhWfYtWun1eVY1pcTwcwwDO5/dYE1Q2yHFsmMvLYbaTM/4NAvs6z92r46Te7OBjiX282SNWn8umwHm3ZVbFxri4aJ9FQpdGlbjyb14uWCnxDCdnv37uHff/+mU6fO/PLLT9bd2qpavXoVu3btpGHDRvz22ywuuuhSL2UqRM0qcLq5/bk5VjncEcarwwfUyFwS0qC1yYoVy5gx410iIiKIjY3joYfGkZyczMiRYxg7diRut0FycjIffPCe3akK4RPZuU6GTJpnla89ox1n9mjChnvvwp2dDUCsak+zkaPsSlFUQ26+kzkrdvHdwi1k5TrL3LdpSgJ9TmzIOae2BmfZ+wohhJ1atmzFDz98y7PPPkXTps249NIrqnW8Tp1OZOrUyWzatIEuXbrRv/9AL2UqRM3ZsOMwT72/zCpfcVobzj+lRY3FlwatD5U2wzHAeeddwHnnXXDc9t69+9C7dx9fpiWE7bbsOcLjby+1yg8P7kmzOKPYeNn6/x1E0sDT7UhPVNGqLQeZMWsduw9kl7pPi4aJDOzWhJPa1yc2uvh/QSnJsbbPbyCEEGUJCwtj5Mgx5e736affWI/PP/9Czj//Qqv822+/WXVdTEwMjz8+wfuJClFDpn+zmoWr9ljliXf0pn5SbI3mIA1aIUSN+nXZDj6Ytc4qvzK0H2xax6aHn7W2tXhsPNFNvTulu/A+wzCY+9cu3v1Jl7pPD5XCBb1b0qKhDJ8QQgghgkVmTgH3vlR0865Vo0QeGtTTluFB0qD1sY0bNzB+/CPFtkVGRjJ9+js2ZSSEfZ6buYLVW9IBqJ0QxQt392H/px+R/tOP1j5tp7yOI9r7U7oL7zl2TbmjNa+fwLVntvP5BBBCCFHTGjVqzHvvfVxs2+jR97N7965i2+688x5OPrl3ucfr3r0n3bv39GqOQtSExav38vrXq6zyXZd0omf7+rblIw1aH2vTpi1vvz3D7jSEsJXT5ea2Z+dY5bN6NuOa09uwcdg9uDMzAYhtl0qzB8vvxiXskZfv4o3vVrNU7zvuuT4nNuSaM9oRHxNZwiuFECJ4TZjwnN0pCFFjDMPgkTcWs2NflrXtlaH9bP//Xxq0Qgif2ncohwenLrTK917RmU71o4qNl0259r8kn3GWHemJchzOyuexN5dwOCu/2Paubetx4/ntSYyT2aeFEEKIYLc3PZubJv5mlft2bsRN53ewMaMi0qAVQvjMwn9289TbS6zyM3f2Jm7XZjYNf8ba1uLRx4lu1tyO9EQZsnILePC1hWTnFZ91eMhlJ9I9NcWmrIQQQghR035YvJVPZm+0ymMH9aBN49o2ZlScNGiFED7x/s+a35bvtMrTRp5G+ucfs0PGy/o1wzB47ct/i3UtDguDCbfX/KyFQgghhLCP221w70u/Wxe3wx1hvDZiABHhvl9btjL8skGrlNoCZAAuwKm1lhHzQgQIt2Fw30u/W2uPdm5Tl/suP5FNw+/DlelZpqBtO5qPGmtnmqIEm3cfYfw7S4tte+bO3tSrLQ1ZIYQQIpTsPpDF2OmLrfIl/Vpx8yWd/XJ5Pb9s0HoM1FrvtzuJ6rjjjpuYOvVNu9MQosYcO4X7XVd0oWv9SBkvGwCmfbOKRav2WuVhV3XhxNZ1bcxICCGEEHb4YdFWPplT1MV4/C0n06RevI0Zlc2fG7QBTxqzIpRs3HmYJ99bZpUfu/Ek2jj3sWr449a25o+MI6Z5CzvSE6Vwud3c+swcq9y8fgKP3HgSDhvWkRNCCCGEfdxug6GvzCczpwCA6MhwJg/rR7jDv7oYH8tfG7QG8LNSygBe11pPq87BPt/wLSvS/rHK4Y4wXG6jWgl2q38il7W9oMx9zjqrH7Nm/V7ic8uXL+XNN6eRnFyH9evXMWDAQNq0acsnn3xIXl4eEyY8T5MmTRk1ahRudxibN2/i4MGD3HPPMPr06Vet3IXwth8Xb+Pj2Rus8pRh/cn8+jNW/fSDtU3Gy/qf/AIXdzw/1yrfcXFHenVoYGNGQgghhLDDnoPZjJm2yCpf2q8VF/ZpZWNGFeevDdo+WutdSqn6wCyl1Fqt9bzSdk5OjiMiIrzUg8XtjCLcUfxuw7HlyoqLjSIlJbHMfcLCwkrdJykpjo0b1/P999+TlJTEGWecQVLSlXz55Re88847fPfd54wda44xPHAgjY8++pBt27YxaNAgzjvvDKL9uGFQ3vvibyTfqjMMgwcnz2fNloMANKobz9RRp7P0hlsoOHwYgMT2is5PP1WtOPmuAvZlHaBJrYbVzlmYjm3MTrj9FBokx9mYkRBCCCHscOyNifE396JJSoKNGVWOXzZotda7PL/TlFJfAL2AUhu06enZZR7v3CZnc26Ts61ySkqiVwY0l3cMwzBK3efQoWyU6kBYWCyHD+fRqFETOnbsxr59GTRo0Izff//Dem3fvgM5cCCL+Pi6NGzYmGXL/qFdO1Xt/H3BW+9tTZF8q+7YBtH5p7Tgku4pLLz0Smtbq1tuIvKU/tXK+e99q3j9n3cAGNNrGE0SGlXodf7U8Pc3hmEU+9tNuqcvteJlPVkhhBAilLjdBsMmzycj2+xiHBXhYMrw/n7fxfhYftegVUrFAw6tdYbn8dnA4+W8LCBFRRV9gQwLC7PKYWFhuFyuYs8VJ2PbhL32Hsxm9FHdUoZf1YXWeXvZNPxea1vzR8bRuEenKjdmDcPg+WVT2Hxkm7WtUbx0h/WGB15baD1+URqzQgghRMg59rvcxX1bcXHfwOhifCy/a9ACDYAvlFJg5jdDa/1j2S8JbrNn/8J5513A7t272LVrJ81lUh1hoyVr9jL1q1VW+fm7++D88Ut2eHG87L7sAzy26Gmr3K1+Z27p9H9VPp4oMv/v3Rw4kgvAw4N7Ulsas0IIIURI+XnJNmb+VtTF+PGbe9E0gLoYH8vvGrRa601AF7vz8CfNm7dgyJDbOHjwIPffP9qvx8+K4Pbmd2uY/89uqzxt5AC23j8MV8YRAGLatKX56IeqFeP7zbP4bvMsqzy8+05biXIAACAASURBVF20SWpZrWMKU4HTxZvfrwHg7JOa0apRLZszEkIIIURNcRsGIyb/weGsfAAiwh28Orw/EeGB1cX4WH7XoA0mpc1wDNC9e0+6d+9plSdPnlbqcyee2IV77x3hmySFqAC32xxz6XS5AeipUrjtzBZsuv1ma5+Ua/5L8plVX18231XAsLljrXKEI4Ln+z9OhEOqKW958t2iZZWuOaOdjZkIIYQQoialHcph1NSiIUcX9WnJJf1a25iR98g3RSFEmY5k5TP0lflW+cbz29Mj8hCbhhUfL1ud9WXXHFjH5JX/s8qXt7uQ05vJ8lTelJVbwLa0TMBcI1gIIYQQoWH2ip2895O2yuNu6kWz+oHbxfhY0qD1sY0bNzB+/CPFtkVGRjJ9+jsVev3EiRP9ZlZbEXrWbk3nmQ9XWOXxN/ciau737Pjxe2tbdcbLGobB5L/+x9r09da2J04dQ3JMUtWT9kNKqS1ABuACnFrrnkqpOsBHQEtgC3CV1jrdVzlM+nil9bh5A5kBWghRNUqpZsC7QEPADUzTWr9UWp2mlAoDXgLOB7KBG7TWy+3IXYhQYxgGj7yxhJ37s6xt00aeFvBdjI8lDVofa9OmLW+/PcPuNISotK/mb+ar+Zut8qvD+rNz1HCyvDRe9mBuOg8vmGCVO9Ztz11dbqp6wv5voNZ6/1HlUcCvWuuJSqlRnvKDvghsGAYbd5l/t4cG9SxnbyGEKJMTGKG1Xq6USgSWKaVmATdQcp12HtDO83My8JrntxDChw5n5jFs8h9W+Zxezbj69OAcbiQNWiFEMcdezWteP4GxVyg2332LtU91x8v+sm0uX2z4zirf0/VW2tcJzkq2DBcDp3kevwPMwUcN2jkrdlqPWzeWiaCEEFWntd4N7PY8zlBKrQGaUHqddjHwrtbaABYppZKUUo08xxFC+MAyncaUL/61ymOv70GbJrVtzMi3pEErhLDk5ju564V5VvnS/q05IzmbzcPvs7ZVZ7xsgdvJsDljMTCsbZMGPElkeGTVkw4MBvCzUsoAXtdaTwMaFH6h01rvVkrV91Xw935eB0C/zo18FUIIEYKUUi2BbsBiSq/TmgDbj3rZDs82adAK4QMvf/o3f20o6hD22vABREeF25iR70mDVggBwI60TB55c4lVHvXf7iQv/pkdbx41XnbyVBwxMVU6/vr0TUxaMdUqX9j6HM5teUbVEw4sfbTWuzxf8GYppdZW5SDJyXFERFTuP6V69Yomfbj7qm7Ex/r3xYOUFP8c3+s23OQ588kuyCGnIJd1+/eR48olpyCX7IIcsgtycbqduNwuXIYLp9vleezG7XbjNDxltwun4cLtduM23DjCHDjCwnA4ws3fYQ7Cw8zHhb/N5xzWtnCHgwhHBFHhkcRERBMVHkVMRBTREdFEh0cRHRHl+R1tPQb/fW9LI/n6N6VUAvAZMFRrfUQpVdquYSVsM0rYZqlKXRdo738g5RtIuULo5pudW8DVY4u+s/Xt0pgHB3l/Ekh/fH+lQSuEYN7KXbz9Q1Eb68V7+rD/oZGke2m87LR/3mXlvqKuL+N6j6JebJ2qJxxgtNa7PL/TlFJfAL2AvYXd7pRSjYC08o6Tnp5dqbgpKYnMWlA0Djo7M5fszNxKHaMmpaQkenUSPMMwOJKfQVr2PvZm7yMtez9pOfvYn3OQQ3mHyXH673vhjyLCwomNjCUuIo64iFjiImOJjYghPjKO+Ig44qPiSfD8rhWVSEJkAgmRcYQ7Kn9nwNv/FnzNznzt+HKplIrEbMx+oLX+3LO5tDptB9DsqJc3BXaVdfyq1HXy78U3AilXCN18120/xMQPiuZau/fyznRtV8/r74Xd729p9Z00aH3ojjtuYurUN+1OQ4gyvfLZ36xYb3ZNiY4K5+VburL5vtut51OuuY7kM8+u0rHTcw5z92+jrHKb2q0Y1v0OwsJKumAfnJRS8YDDM9YsHjgbeBz4GhgMTPT8/soX8b9ZsAUwx0IHiwJXAdsydrI1Yztbj2xn25EdpOXsL/+FNajwTqv548DhcFiPw8PCzbuuhOHGwG24cBsGbsO8a2sYblyGG8MwzDu8uK3n3IbbtnNyGi4y8jPJyM/0WYyIsHASohJIjq1FjCOWWlGJnp8EakXXssq1oxOJCY8JqbrEX3hmLX4DWKO1fuGop0qr074GhiilZmJOBnVYxs8K4T0zflnHL0t3WOVJ9/alVlyUjRnVPGnQ+pA0ZoU/c7rc3PbsHKvcv0tjrmrp9tp42Xk7FvDRui+t8p2db6RTvQ5VzjeANQC+8HTHiwBmaK1/VEr9CXyslLoZ2AZc6YvgW/aYV1IvOLWlLw7vM9kFOfx7YA2rD6xjzUFNZkFW+S8qR6QjgvpxKdSLrUtydG1qR9eidlQtansaSrWjaxEXEVuhRpLdV6krqyL5utwuclxmF+ocZw7ZzhyyC7LJduaSU+ApO7M9z+eS7cwmy7M9x5njlTydhotDeYc5lHfYK8cDiI+IM//WR/29kwrL0bVIiq5NYmRCle4kh6g+wPXAP0qpvzzbxmA2ZEuq077HXLJnA+ayPTfWbLpCBKdjv8e1bJjIw4N7huSFvpBo0O77ZCYZS/+0ylvDHbhc1bvKndjzJFKuvKbMfc46qx+zZv1e4nNz587m888/YdKkKRw4cIAhQ25jypRp1K1br1p5CVERBw7nMvK1BVb5rks60eLfOex4vvrjZV1uFw/8Po5cV1F3zhcGPGGN4ws1WutNQJcSth8AamwQcXeVUlOhKsUwDDYc2szC3X+ydO8KXJW8A1knJpkWiU1pUasZLWo1pVliE2IjYn2UbXALd4ST4IgnITLe57GcbieZBVlk5GeRWZBp3fnNyM8koyCTfHI5kHmYI/kZZBRk4nQ7qxwry5lNljObXVl7qpVzTHgMdWOTqRtTp+h3TDJ1Y+sQXzvCGhMd7LTW8yl5XCyUUKd5Zje+26dJCRFidu7P4uH/LbbKg89VDOjaxMaM7BUSDVp/NGDAQObO/Y3PP/+YxYsXcvPNt0ljVtSIv9bv5+XP/rbKE24/hczxo0g/Uv3xspsPb+O5ZZOt8qUdzuXMRqdXL2FRZdv3Ft2Rc/jJFdvMgizmbJ/PL9vmUeAuKHf/2lGJtK+Tygl1UlF12pEYFTxdp0NZhCOCpOjaJEWXvIxEVe6AG4ZBriuXQ3lHOJx3hEN5hzmcd4TD+UeO22aUPSdRiXJduezM3M3OzKr1lk2JrUtKXD3qx9YjJa4eKbH1SImtS92YZLk7LISosJ+WbOOj3zZY5Yl39KZ+UmhfyA2JBm3KldcUu5vqL13Fhg4dyaBBV9OxYyfOOutcu9MRIeDYcRav3t6dbSPvssrVGS/7zuqZLNlTNCHBI6eMpFOL1n7xWQtV8//aWf5OPuZyu5i/azFfbviO/DIasLERsQxodTIda3WkVa3mIdllSlRPWFgYsRGxxEbE0ii+QbWOZRgGOc5cDuamcyA3nQO5BzmQc9Dz2yznufIrdcx9OQfYl3OA1ehy932yz9hSG/tCiNBkGAYPTl3I/sNmD7jY6Aheua8fDof8fxkSDVp/tX9/Gg6Hg4MHD+J2u3E4gr+rkrCHYRgMfWU+Gdlmg6Jjy2Tu7BLNtpFDrX2qOl42Iz+TUfMft8rNEhrz4En3SYPED/y+0pxItGOrmp1ROs+Vz9cbf2DOjj9K3efkhj0Y2KwvzRKLukj5y8VGIcLCwoiLNGdybprYuNz9j/23W+AqILMgi4O5h9ifc4C0nP3sy97Pvpz9pGUfKDYkoyTpuYekQSuEsKRn5DFiStH/qRf1ackl/VrbmJF/kQatTZxOJ0899TiPPvoEP/74HTNnfsB1111vd1oiCGXmFHDvS0Vjuf97ViqdNy/wynjZBbv+5IO1n1jlWzpdT7f6J1YvYeE1hV2Oe9TA+FnDMJi9Yz6frf+mxOe7pZzIhW3OpUGcf47lFcKbIsMjSQ5PIjkmiTZJLSv8OsMwcBouIh3y9UwIYVq6No1Xvyxa+vCRG3rSsmEtGzPyP1Jj2uS9996iS5eudOnSjXbtUrnllkGcempfWrZsZXdqIohs3HmYJ99bZpUfGdwT17MPFY2Xbd2G5mMervRx3YabhxdMKDYT6XP9x8lkPH6qQ/Nknx07Iz+TV/6aXuK4wkvanM/pzfrJ+EAhKigsLIzIMPlqJoQwTf78H5av22eVp44YQFSk/J96LKk1fai0GY4BbrzxVutxXFw8M2Z8VhMpiRDy4+JtfDy7aNKAl27uxu7R91rlqo6X3Z6xk4l/vmSVBzbtyxWpF1UvWeFT9ZO9f6HhQE464xY9g8twFdt+RvP+XNz6PGnECiGEEFWUV+DizufnWuWT2tfnzks62ZiRf5MGrRBB6Kn3l7Fhh3n3tF7tGB49LYmdo4dZz1d1vOyH+nPm71xklcf0GkaThEbVT1j4lDfHM+c4c3ls4dPHrQs76qT7io2HFUIIIUTlbd2Twbi3i5YbveeyE+mWKsN1yiINWh/buHED48c/UmxbZGQk06e/Y1NGIpjlF7i446greued0pzTDqxg5/PTrG1VGS+bXZDNyN8fs8opsXV55JSRIbHmYqDKza/6up2lOfaCRnxEHGNPHk7taBnLI4QQQlTXD4u28smcjVb5xSF9qJ0QbWNGgUEatD7Wpk1b3n57ht1piBCw52A2Y6YVNTaGX9WZ2CnjST9s3qmNad2a5mMeKe3lpVq6ZwVvrf7QKg8+4Rp6Nexe/YSFT23Z7b3ZgtOy9zFu0bPFto3r/SD1Yut6LYYQQggRqgzDYPS0RaSl5wCQnBjNc3edKitGVJA0aIUIAotW72Ha16ut8rODu3Dg4REUjm6synhZt+HmicXPsze7aDKCZ/o9RnxknDdSFj62LS3TK8f5eetsvtr4g1W+qeN/6dGgi1eOLYQQQoS6I9n5DH15vlW+pG8rLuork8RWhjRohQhw079ZxcJVe63yyxc1YNfDI6xyVcbL7srcw5NLXrDKpzbqxX87XFH9ZEWNOZSRB0BkRNW7hT+5+AV2Ze0BIMoRybP9xxEhy4kIIYQQXrFs7V4em17Uu+6hQT1p3ViG8VSWfDMRIkC53Qa3PDPbKp98QgMuK1jNrhfetbZVZbzs5+u/5dft86zygz3vpXmtptVPWNSo7LwCAOJiKl/Nuw0398weZZX/0+oszm91ltdyE0IIIULdOz+uZe5fu6zyq8P7ExMlTbOqkHdNiAB0ODOPYZP/sMq3/qcD9d+acNT6spUfL5vrzGXEvKLXJEYl8OSpY2X5lQCVlWtOChUXXblq/tjG7H3dbic1uY1XcxNCCCFCldPl5rZn51jlE1omc/813exLKAhIg9aH7rjjJqZOfdPuNESQWb3lIM/N/Msqj7/2BLLGjyoaL3v1tSSfdU6ljrly3yqm/VM08/a16jL6NjnFG+kKm2QXNmgrcYfWMIxijdmHT76fhvH1vZ6bEEIIEYr2Hsxm9FETeA69phudWybbmFFwkAatD0ljVnjbez+s4eNf1lnlF85PIW18UQOksuNlDcPguWVT2HJkm7VtQt+HqRWV6J2EhW2ycs0ux/ExkRV+zUMLnrIeP3rKSOrHybp3QgghhDfMW7mLt39Ya5Un3n4KHVMbsG+f91YlCFV+26BVSoUDS4GdWusLqnOsBb9tZNPaNKvsCHfgdrmrlV/r9vU59fSyu+GddVY/Zs36vcTn5s6dzeeff8KkSVM4cOAAQ4bcxpQp05g160c2bdrImDGPsnHjBm688WFee+0tYio5DlIEF8MwGDNtEXs907m3blyL22LWk/byUeNlp7yOI7ria5Xtyz7AY4uetsrd63fm5k7/572kha0qe4f2iw3fcSjPXOLp/h53S2NWCCGE8JKnP1iO3n7IKk9/4DTCHVWftFEU57cNWuA+YA0QlFN9DRgwkLlzf+Pzzz9m8eKF3HzzbdStW4+rrrqOe+65nblzZ/Puu28ybtw4acyGuJw8J3e/WDRJ0xUDWpE68zkOZWUBENO2Hc1Hja3UMX/Y/Avfbv7ZKg/rfidtk2SK+GBSOIY2Prr8O7TbM3byy7a5AFzZ7mJa1a7crNhCCCGEON6x3+FO796E/ztb2ZhRcPLLBq1SqinwH+BJYHh1j3fq6W2K3U1NSUn0i9v7Q4eOZNCgq+nYsRNnnXUuAA6HgzFjHuWGG67loosuo0ePHn6Rq7DHtr0ZPPbWn1Z54uAuHHp4BIX9C+pf938knX5mhY+X7ypg2Nyixm9EWDjPDRhPpCzFEnRy8ip2h9YwDCb++RIA9WLqcFqzPj7PTQghhAh2m3cfYfw7S63yiKu70rFVHRszCl7++i12EvAAENQD+fbvT8PhcHDw4EHcbjcOT9eDHTu2Exsbx/79+2zOUNhpzoqdvPuTtsrPnJ3MwaPWl23x2Hiimzar8PHWHlzPK39Nt8qXtv0PZzYf4J1khd+KL6dBO/3f96zHj/Z+wNfpCCGEEEHv2wVb+HzeJqv80r19SYyLsjGj4OZ3DVql1AVAmtZ6mVLqtIq8Jjk5joiIyi0tkpLi+7ZyWFhYqXGcTifPPPMEL774Al9++SXffvspN998MxkZGUye/AIzZnzA+PHj+fHHHzn33HN9nqs31cR7603+mO9j0xeyzDPuOzEuivHNdrLn1aLxsqd8PIPwCo6XNQyDib9PYcXuVda2Vy98knpxNXOV0B/f31ASV8akUEfyM1i5718AhnS9BUeYjOcRQgghqurYOU/q1Y7h6Tt6ExYWZnNmwc3vGrRAH+AipdT5QAxQSyn1vta61Nlq0tOzKxWgprocG4ZRapy33ppOx46dadFCceutQ7jllkF07nwSM2a8y0UXXU5CQj2GDx/NsGF30bp1B5KTA6OLgr90564of8v32LXJTu/aiJO/fpE9f+cDULvziTS4dwQHj+QD+eUeLz33ULGZa9snt2NI11swssLYl+X787bz/ZWGtKmsO7QP/1H0b6NDndSaSEcIIYQISlm5BdwzqWgy2Ev6tuKivjI/SU3wuwat1no0MBrAc4f2/rIas/6stBmOAW688VbrcVxcPDNmfAbAmDGPWtsbNGjIrFmz/KrBJXxn/6EcHpi60Crfe1Zz4l57AsNTrn/9DbS74sIK/3uYvX0+n67/2ioP6XILHepKoyXUlDaG9kDOQZyGuXrxk30qN6mYEEIIIYqs33GICe8vt8pjr+9Bmya1bcwotPhdg1aIULR83T4mf/6PVX6iXxyZrz1hlVs8/hTRjRtX6FhOt5OR8x4l311gbXtxwBNEhcvYjVBUWpfjxxc/B0BCZDxJ0fKfrhBCCFEVX83fzFfzN1vlyUP7V3jJPOEdfv1ua63nAHNsTqNaNm7cwPjxjxTbFhkZyfTp79iUkfA37/2smb18p1V+ssEmMt6ab5XbvjYNR2TFGqObDm/l+WVTrPL5Lc/kP63P9l6yIuDERh8/v0COMxen25wFeUyvYTWdkhBCCBHwDMNg1OsL2XcoF4AmKfE8flMvGS9rA79u0AaDNm3a8vbbM+xOQ/ght2Fw76TfyfYsr9KlVTLnzXqJjA3m8/FdutLknqEVPt5bq2awdO9fVvnRU0ZSPy7FqzmLqlNKhQNLgZ1a6wuUUq2AmUAdYDlwvda6/IHRlRQZfvxET++snmk9rh0dlEt9CyGEED6TmVPAvS8VDS28fEBr/tO7pX0JhThp0Aphg2Mrwht716fBe89Z5YY330qt3hVbDzQjP5NR8x+3yi0SmzGy5xC5Quh/7gPWAIUtyKeBF7XWM5VSU4Gbgde8HTQi4vgG7T/7VwNwZ+cbvR1OCCGECGrrth9i4gdHjZcd1IM2jWXojp2kQStEDduw4zBPvb/MKj/cw0HBUY3Zlk8+TVSDBhU61oJdf/LB2k+s8q0nDqJrSifvJSu8QinVFPgP8CQwXCkVBpwOXOfZ5R3gMXzRoD3mDu3mw1utx53qdfB2OCGEECJoffn7Jr7+Y4tVlvGy/kH+AkLUoO8XbeXTORut8rhaq8n5aKlVbjf1f4RFlP+xdBtuHl4wgUN5h61tz/V/nNiIGO8mLLxlEvAAULiWUF3gkNba6SnvAJr4IvCxXY7fWvUhAE0SGvkinBBCCBF0DMPgwakL2X/YHC/bNCWecTJe1m9Ig1aIGjL+nT/ZvNtccqdJcjTX/zmdHM9zib1OodFtd1ToONszdjHxz0lWeWCzvlzR7iJvpyu8RCl1AZCmtV7mWYoMoKT/AY0SthWTnBxHRMTxkzyVpUGD4mNkD+QeBOC+U28iJdn/1uoNpPWDAylXkHx9LdDyFUJUzLHDxK44rQ3nn9LCxozEsaRBK4SP5RW4uPP5uVb58k6JtPuyaCbiRnfcRWLPXhU61v+WfcjPG+ZZ5TG9hsmdNv/XB7hIKXU+EIM5hnYSkKSUivDcpW0K7CrvQOnp2ZUOfvS6xQdyDlqP4521/W6N65SURL/LqTSBlCtIvr5mZ77SkBbCd/S2dJ6escIqPzSoJ60by2SK/kYatEL40K79WTz0v8VW+YEOBTiOasy2evo5IuvWK/c42QU5jPz9UatcL7Yuj54yEkfY8RP+CP+itR4NjAbw3KG9X2v9X6XUJ8AVmDMdDwa+8nUuX278HoDwsMrd5RVCCCFCzRfzNvHNgi1Wecqw/sRGS9PJH8lfRQgfWfDvbv737Rqr/EjUcvK/+dcqt3v9DcLCy29YLNu7kjdXfWCVB3W4mpMb9fBusqLClFLhWmuXFw71IDBTKfUEsAJ4wwvHLNPytL8BuLTtf3wdSgghhAhIx46XbV4/gUdvPEnGy/oxnzZolVJnAGdgdqfLAVYCX2mtd/oyrhB2m/rVvyxZkwZApOFmxMb3KVxgtFa//jQcfFO5x3AbbiYsmcSurD3WtjcueZbcI+UOtRReppQaANyKWZ/VV0oVAH8DnwHTtdYHy3p9Ia31HGCO5/EmoGJ9zb2sb+OT7QgrhAgCSqk3gcK5ATp5tj2GWUfu8+w2Rmv9vee50ZjLkrmAe7XWP9V40kJUUHZuAUMmFY2XvfK0Npwn42X9nk8atEqpazCXoNgILAJ+xxw71gm4Tym1CHhQa72n1IMIEYBcbje3PjPHKp/ZPIKev71plRsPuY+Ert3KPc6erDTGLy5ayueUhj25/oSrSIxOIJfAGVcWDJRS3wF5mF2DRwN7MOuzDsA5wC9KqTFa6x/ty7J8+7IPWI8jwyNtzEQIEeDeBiYD7x6z/UWt9XNHb1BKnQBcA3QEGmPWl6le6uUihFdt3HWYJ98tWlZR1pcNHL66Q9sN6Ku13l/Sk0qpszEnSvnMR/GFqHHpGXmMmPKHVb6nRQbxv35hlVs/9yIRScnlHufrjT/y09bfrPLInkNoWau5d5MVlfGA1nrVMdsKgCXAEqXURMDvL9/+tv338ncSQohyaK3nKaVaVnD3i4GZWus8YLNSagNmz5SFvspPiKr4YfFWPpldtKzi5KH9iIuRi7+BwicNWq31g6U9p5RqrrX+2RdxhbDLv5sP8MJHK63yWNcCXL9uAMARE0Obl18lzFH2BE55rnyGz33IKsdHxDGh78OEO2QCH5tdqpQ6VNpQCa11AbChhnOqtHk7FwAwoOmpNmcihLCbUqoVZjfg0yk+LOwz4LOj1siujCFKqUHAUmCE1jodc33tRUft47M1t4WoqiffXcrGXUcASEmKYeLtvWW8bICpkUmhlFJRwGWYlWdPoPzbVEIEiE/mbOCHRdsAiHQXMGLThxT2pUo682zqX3Nducf4d/8aXvv7Lat8deol9JeGh79oC6xWSi0E3gS+8DRiA1IfGT8rREhTSk0FegCfYE5Od+wwilFKqTu11otKP8pxXgPGY66nPR54HriJGlxzO9CWLwqkfAMpV6h4vnkFLq4Y9a1VvurMVK4/r4Ov0ipVsL6/NcnXk0J1x2zEXg3Eeh5f5MuYQtQUwzB44LWFHDhizoLXs3Y+Zy6baT3fZNj9xHfsVO4xJq2YyoZDm61tT/V5iNrRssbZ0QrynWRm5JNcN67GY2utb1BK3Q1cBQwBpiilPgTe1Fr/VeMJVYDbKP37YuP4hjWYiRDCD32ltb6jhO3/AB8rpeoArStzQK313sLHSqnpQGErYQfQ7KhdfbLmtqxb7DuBlCtUPN/dB7IYO71oWcX7r+nKCS3r1Pi5Buv768v4JfHVpFD3Yl6Zi8WcPKAbME9rPbOs1wkRKLJznQyZNM8q31ZvL3UWFU3c2PqFl4moVXaj9EDOQR5ZONEqd6nXkds6D/Z+sgFs354MPn27aIKGq27uSd2UhBrPQ2udBbwFvKWUagPcCHyllDqgte5e4wmVw+VyFysfyjtsPZZuVEKEvLVlPemZtb1CM7cXUko10lrv9hQvBQrXqPsamKGUegFzUqh2mPMPCGGbhav2MP2b1Vb5xSF9qJ0QbWNGorp8dYd2EvArcLtnaQqUUrLWiAgKW/Yc4fG3l5oFw2BU9mzYsAOA8NpJtH7uxXIbDT9vmc1Xm36wykO73U675DY+yzmQGIbByiXbWTh7U7HtUdHhJNWp+Tu0JYgCoj2/88vZ1xbH3qAtXH9WCCGAFUqpQ5hLiM0G5mitt1b0xZ4eKqcB9ZRSO4BHgdOUUl0xuxNvAW4H0FqvUkp9DKwGnMDdMsOxsNO0b1axaJXVoYD/PTAQh0Mu9AY6XzVoT8DsXjxfKbUO8y5t2TPiCBEAflm6nRm/rAcgyp3P8E1FnQ7qnH8B9S67oszXF7gKGDp3bLFtkwY8KcuoAHm5Bfz42b/s2n642PaUhgn856rOxMZF2ZQZKKVqAddi9jxpAbwPnKG1Xl3mC/3EX2nmzZIWic3K2VMIEQLqYPacOw24ApiklErH08DVWr9X1ou11teWsPmNMvZ/EniyqskK4Q1ut8Etz8y2yr07NuDWCzvamJHwJl/NcrwWG2Yp5QAAIABJREFUGKmUGoW5+PZNQAOl1LvAB7KotghEz364gjVb0wFoF3aIyzd9bT3X9IHRxKWqMl+/Ln0jL6143Spf3OY8zm4x0DfJBpA9Ow/zxXsrjtveo08LTurb0vYuskqpGZj12BxgIvBNFWcAtc3Gw+YY7c4pJ9iciRDCblprN7DM8/O8UsoB/B8wFhgMlNmgFSLQHMrMY/jkomUVb7vwBE7pKPNJBBOfTgrl6VbyFeZYs/rADZgz30mDVgSMAqeb25+bY5Wvj91Kk3/mWuU2kyYTnlD2uM7X/36Hv/cXLWX6eO9R1I2t4/VcA4VhGPy1eDuL5mw67rmL/9uVxs2SbMiqVCuB4VrrPXYnUl2d6tb87I1CCP+jlOqAeYd2INAVc+mxt4G5pb9KiMCzastBnp9ZNH/jk7eeTKO68TZmJHyhRpbtAdBapwHPeH6ECAhp6dmMet2zcoFh8MDBH3Ck7wcgsmFDWo6fUOYdxMN5RxjzxxNWuV1Sa+7rdrvtdx3tkpfr5Kcv/mXn1kPFtjdoUovzrziRmFi/7Hr9XnmNWaVUw0Bo8DZOkCvSQoQ6pdReYBPwMfA0sMJz11aIoPLZ3I18t7BoePjUEQOIiqzcclAiMPhqluMvgae01sfNZKeUSsTsgpyjtZ7mi/hCeMOfa9N47Utz7GGMK4+hmz+ynqt7yWXUvaDsFajm7VjAR+u+tMp3dr6RTvVC8w7ZsbMVFzqpb0t69Gnh7w38j5RS/wIzgCVa6zwApVRz4FyKep58ZluGZTCOmiHKESZTGQgheA/oj/ldLBWYo5SaGwgX5YSoCMMwGP36ItIO5QDQtkltxlzfw+ashC/56g7to8AEpVQq5vTsezEX7W4PtASmYi7CLYRfeuO71fzxj/l/e7Ocvfx3Z1Ev+WZjHia2dekzErvcLh6c/zg5zhxr2wsDniA63L5JjexgGAaL5m3i569WHffcxdd1pXFzv+pWXJb+wJWY9dqpSqk8zPpsL/AFcJ3Weot96ZXtYO6h8ncSQoQMrfX9AEqpBKAfMAC4z3PD4Y9S1qgVIiBk5xZw89NFkz9dNbAt557c3MaMRE3w1aRQK4HzlVLNMCvKpkAO8AkwX2vtl0tdCOF2G9z6zGwK72ldjabVzqKFt9u88hrhsbGlvn7LkW08u3SyVT6nxelc1OZcX6Xrlwrynfz05Wq2byq+jKE/zFZcFVprA7Nr3sdKqQigHmYPk8Nlv9I/bDlS4dU4hBAhRGudqZRaCiQCtTB7nAwCpEErAtL2tEwenfibVR57fQ/aNKltY0aipvh6UqjtmMtbCOH3is2CZxg8sPsLHNmZAES3aEnzhx4ts2vse6s/ZtGepVb5kZPvp0F8fZ/m7E/2783kk7eWHre9e+/m9Orfyt+7FVeIZ3Zjv++Wd/QytFuObAcg0lFjUyYIIfyYUupKiiaEaonZk24uZhfkhbYlJkQ1zFu5i7d/WGuVX76vHwn+OS+H8AH5hiME8O/mA7zw0UoA4pw53LvlE+u5lKuuJfnsc0p9bWZBFg/+Ps4qN0loxOiThgZFA64i/l2+k99/Xn/c9guv6UK3k5qzb1+GDVmJQluObAOgZS3pciWEAOBezGXIhgALtNa59qYjRPW8+uW/LF2bBkBcTAQv39cPR4h8BxMmadCKkPfxbxv4cYnnS3/2Lq7Z9Yv1XPNHxhHTvEWpr128exnvrimaLOrmTv9H9/qdfZesn3AWuPjl6zVsXr+/2Pa6KfFccE0X4uIDq1txMNt6ZAcAzWs1tTkTIYQ/0Fr3szsHIbzB7Ta45Zmi8bL9uzRm5KCT5EJ6CPK7Bq1SKgaYB0Rj5vep1vpRe7MSwcgwDAaP+4mDR8yL01fkrqTtrpXW822nvI4jOrrE17oNN+MWPsP+3KJxos/2G0dcZOnja4PBkUM5fP7ucnKyC4pt73pyM045rXXI3JUOJC7DBUCzhCY2ZyKE8AdKqZeBCVrr3aU8fzEQq7WeWbOZCVFxR7LyGfrKfKt8x8Ud6dWhgY0ZCTv5tEGrlJqktR5a3rZj5AGneyYriATmK6V+0Fov8mWuIrRk5RZwz6TfAQgz3Izc+jEOpzlXWaxqT7ORo0p97c7M3Ty15EWr3L/JqVytLvFtwjbbseUg38z8+7jt5195Ii3a1LUho5qnlIoDxgCttdbXKaXaA+211l+W81K/0CShkd0pCCH8w6/AT0qpfcBiilaiUJizus8CHrIvPSHKtn7HISa8v9wqP3XbKTSsE2djRsJuvr5D27+EbQPKeoFnRtFMTzHS82OU/gohKmfDzsM89Z65JmqCM5shWz61nqt//WCSBgws9bWfrv+a2duLrgiOOmkozRIb+y5ZGxmGwV+Lt7NozqZi22NiI7h8cA9qJQX33egSvAbsBrp4yjuAD4GAaNA2iEuxOwUhhB/QWn8FfKWU6os5OVQHzJUo5gOjtNZpNqYnRJl+WrKNj37bYJVfGzGA6MhwGzMS/sAnDVrPDHpXAS2VUh8f9VRtILsCrw8HlgFtgSla68XlvESICvlu4RY+m2s20NpmbeeK3UVjL1o8/iTRjUvulpnjzOX+eY9Y5aTo2ow/dTSOMIdP87WDs8DFrK9Xs2X9gWLbW7Spy1mXnEBk6P7HcaLWerBS6hywlrwImH8A4Y6Q/bsJIUqgtZ6P2YgVIiA8N3MFq7ekA9CobhxP3HKyDHUSgO/u0K4DvgN6eX4XOoLZ1aVMWmsX0FUplQR8oZTqpLX+t7T9k5PjiIio3Je1lJTESu1vp0DKFfw332EvzmHDDnPp0MuPLKFdWtH07r0/+RBHVMkTGS3Z8RfP/fG6Vb7zpOsZ2PpU3yZbBl+9v4cOZvO/l34nO7P4MtEDz2tP3zPaVvk/DX/991AFxd4Yz3j/gGnQCiGEEIHI6XJz27NzrPJ5JzfnyoFt7UtI+B2fNGi11iuBlUqpr7XWB8t9QenHOaSUmoO52HepDdr09HJv+haTkpIYMDOgBVKu4J/55uW7uPP/27vv8KiqrY/j33R6D723DQjSi6gUQQXhigVRvKio2Dugor5XsV5E7CgIFsACgg1UbFcpilQpisCW3jsBEkoCybx/zHCSgZACOVOS3+d5eMjep62J42bWnLPXfmUW4J0v++ja9KWRS7dqSfyd97H3QDLe6dvpPB4Pwxe9wabErU7fsAuepHhssaC9Rjd+v6ebH9ujz7lUr10GgD17kk7ZnhPBfD+4kEjPNsY8DsQZYzoBA4GpeX2RPHFikkbUsSx3ExERCWUJickMemuO076/97k0q1suiBFJKHJ7Dm20MeZZoE7Ga1lr+5zuAGNMPHDMl8wWBroCL7ocp+RTW3Yl8eT7CwAocSyJuzd+4WyrcPMA6l7RPdOEa9fhPTw9b7jTblWhGTefc737AQeIx+NhybxNzJ+13q+/AM+PzYkngEeARGA4MA0Ylt1Bp6vcboypBUwCygCLgRustSmnP1PuRcQdycvTiYiIBMzKjQm8NHGJ037xzvOI1+cTyYTbCe3nwErgf0BqDo+pBIz3zaONBCZba79xKT7Jx2Yu3cqE7y0AJmkDV+6Y7Wyr+fwwYitUzPS4b9f9yPQN6WvRDmp5D7VLnn4t2nBy/FgqP01dwYY1J82PrVuWi3sV6Pmx2bLWHgOe9/3JjUwrt+O9w/uqtXaSMWY0cCvewlN5JiIud0+viEjB4PuM9ZW19l/BjkUkM1//voEvZ6cXpXxncEdicjm9UAoOtxPa0tba23NzgLX2T6C5S/FIAfHalGX8udabtF21azb1D25wttUb/S4R0ae+9VNSU3hoVvpKBbFRsYy48Ol8UUznUFIyX0xYTNJB/8eq23SoRYvzqquoQg4YY4Zn0n0AmGut/eV0x2VRuf0i4MRt//HAUPI4oY3UHVoRyYS1NtUYU9gYE2mtTQt2PCIZPf/hItZuPQhAjQrFeerm1kGOSEKd2wntcmNMZWvtNpevIwL4Fw6I9KTyyNqPnW3FW7eh0h13Z3rcyn3/MHLpu067d73L6VztAldjDYTdOxL5bNwfp/RnnB8rOVYBuJD0ZXp64a0Q2scYM9lae9o7tydXbgfWAvuttcd9u2wBMi+xfRZOPHJcNFrr84nIKeYDXxhjPiH9SzestdODF5IUZMeOp3HHiJlO+/Lza3LFhbWDF5CEDdfv0AJ/GWPmAEdPdGY1h1bkTO3af4Qho+cCUDrlIHdsSl8etNKdd1O8VZtMj3tr6Xus2Ged9vPnP0GpuJLuBuuydXY3P3z5t19fVFQEfW5tTSktPn6mKgMtrbUJAL76ABOAC/B+MDxtQnty5Xa86z6eLNv1tnNa0f1osjdPPpHQli9eNmyqTYdLnBBesYLidVu4xQucKNd/V4Y+D6CEVgJu74GjPDzqd6c98NqmNK5VNogRSThxO6H9xPdHxFULV+1i1FfeQtjnHlzNZbvmOttqvTiCmLKnVsTbn3yAez59xGk3Kmu4p+mt7gfrEo/Hw+K5m1gw27/QU3zFYvzruqbEFYoJUmT5RpUTySyAtTbBGFPTWptojEnO6sAMx5yo3N4OKGWMifbdpa0KZPskS04ruieneEsWnJhDWyq6VMhVH89MKFZJP51wihUUr9vCsaK7tbZzHocickaWr9vLK5OXOe0Rd7enTIlCQYxIwo2rCa21dryb5xcBeO/bFcz5awcA1279iVpHtns3REZSb9RYIqJOvaM1a8vvTP4n/Q7uvc0G0LBM/YDEm9dSU9P45ZtVrFm5y6/fNK5Ax+6GqCgtlZpHVhhjxgAf4L2L0R/4xxgTRxZF77Ko3D4D6I230vFNuLAE0Ik7tGUL6/FyEfFnjIkAbgHqWWuHGGNqApWttb9nfaRI3pn623qm/pb+RfyYhzsRrc8tkkuuJrTGmHp4P/xVsdbWMsa0AC631g5187pSMKSlebht+Aw8QHTacQavS38YoGSni6jQ78ZTjklNS2XIb89w+Hh6sZxXOz5HbFRsIELOU0ePHGPqJ0vZt/uQX3+7zrVp3rZ6kKLK124BngRGAhF4E9JH8Saz3bM4LtPK7caYFcAkY8xzwBLgvbwOOCLSW+ulTKHSeX1qEQl/r+CtDdACGIJ3SbLXgMzn54jksecnLGLtNm/xp7pVS/J4v5ZBjkjClduPHI8CniN9rcalwId4q3mKnLH9SckMHOldaLt88j5u2Zy+slOVBwZStMm5pxyz6eAWXlz0htPuVuMibml3TVg91gaQsOcQk95deEp/t6sbU6ueFht3i7X2IDD4NJt3Z3FcppXbrbXrcOmDo+ek6bil4kq4cRkRCW+d8Y5NiwGstXt962aLuCpjAU+AKy6sxeXn1wpeQBL23E5oS1prvzfG/BfAWptmjElx+ZqSzy1fv5dXPvXOtWi9fwVd9ixyttV++XWiS55a0Gmi/YLfts5z2v9pO5iKRcu7H2we2rRuH6OGzTylv88trShbvljgAyqAjDGXAM0A50OftfaZ4EWUM8Vi9P4QkVMctdZ6jDEAGGMi8T59IuKahMRkBr01x2mr+JPkBbcT2lRjzIk1FzHGVAG03pmcsckz1vD9/E3g8XDz5m+okOKt0RNVvAS1X36NiEj/eReHjx3h4V+fctoVipTn/9oOJDIifOZnLF+8lV9/XO3XV6JUIa68oQVFiobfo9LhyhgzDGgNnIN3vmsv4H9BDSqHisaosrWInOIvY8y/gQjf/NnHgF+DG5LkZ6s2JjB84hKn/dJd7SlbUg8FyNlzO6F9G+8SFeWMMUOBG4EnXL6m5EMej4dBb81hf1IKcakpPLR+krOtzGU9KXdV71OOWbLrL95d/qHTvqnRdbSp2CIg8Z4tj8fDvJnrWDp/s1+/OacCHbrXz9HSLZLneuB9PO8Pa+0dxphn8K4pG/KKxRQNdggiEnoG4p1HWwnv0mPTfH0iee77+ZuYPGON035ncCdiosPn5oKENrerHE8wxqwD/gUUAW6y1urbP8mVpCPHuP9179um6pGd9Nv6g7Ot2qOPU7ief3Vij8fD8EVvsilxi9P34oVPhcWHem/F4pWsWek/JbP5edVp26EW5cuXCLs5v/nIUWvtcWOMxxgTY63daoypFuygcqJITOFghyAiIcZamwjc5vsj4prXpizjz7V7AagaX4xnblXdMclbriW0voqeo621twG/uXUdyd/WbD3ACx/+AUCHvUton/CXs63OG28RVcQ/Sd19eC9D573otFtXaEH/c64LTLBnISX5ON98+ic7fdX+TuhwaX3OaV45SFHJSRKNMUWA3/FWLd4OHA9yTDkSTo/Yi0hgGGPm4J028TMw11p7LMghST6TluZhwPAZTrtb2+r06Vw3iBFJfuVaQmutTTXG1HHr/JL/TZ+3kc9mrgWPh/s2TKFo6lEA4qpVp/qTTxMR4V+74vsNv/D1uu+d9qCW91C7ZI2Axpxbh5KS+XzcHxxK8q+V1v3qxtRUxeJQ0xdvAjsY72N5pfCuIysiEo4eBLrgXY6smTHmD+Bna+3w4IYl+cGho8e477X0hzLvubIxLU14FeOU8OH2HNpfjDEjgQlA0olOa+0Kl68rYe7pcQvZuCORosePcN+GKU5/fJ++lL7kUr99j6Ud58GZjzvt6MhoXu7wDNGRbr+9z1zC3kNMGnvq0jtX3diCCpW1xEqIutha+xGQgnc5Mowx/YCPghqViMgZsNYuBBYaYz7EWyPgMbxLiSmhlbOyaWciQz9I/4zz3IC2VC4X+tO+JHy5/Yn/Vt/fPTL0eYDaLl9XwlRySip3vTILgNqHttBn+y/OthpPPUNctep++69OWMdrS0Y77Svr9qBr9Y6BCfYMbN+8n68+XurXFxkZwXW3taZkaVWiDXEDOTV5zawv6Dye7PcRkYLNGPMmcAGQgPex477Aqd+0nnrc+0BPYJe1trGvrwzwKVAT2AD0sdYmGGMigNeBy4DDQH9r7eI8fzESMuYu38HYb9LvW731UAcKx4XuDQbJH9x+hzW31u53+RqST2zZlcST7y8A4NJdc2l+MH2pmrpvvUNkXJzf/u8u/4glu/502s+c9xhlC5cOTLC5tHbVbn786m+/vpKlC3PlDc0pXERL74QyY0wroC3eau13Z9hUEtB/PBEJVxfhTTJnAjOAhdba1BwcNw448fTdCUPwPq48zBgzxNd+FOgO1PP9aQuM8v0t+dCEHywzl2wFoFBsFG891OGU6WEibnCzKFQEMAto6tY1JP+YtXQr47+3RHjSeHRt+g2vIo2bUPXBQX77JqYkMeS3Z5x2nZI1eajFXSE5aP65cAtzfl7j11elRim6925CTIyW3gkTVYBWQFG869CecBDoH4yAcka3aUXk9Ky15xhjKgJdgQHA+8aYf6y1l2dz3GzfurUZ9QI6+X4ejzdJftTXP8Fa6wHmGWNKGWMqWWu3590rkWDzeDw8Mmouew96a520aVieO3s1DnJUUpC4WRTKY4xZZ4wpba1NcOs6Ev5OlHMveSyRuzZ+6fRXuHkAJc+/wG/fudsW8tGq9Dm1d57bnyblGgUs1pw43RqyDZpUpGP3+kRGquJsOLHWTgWmGmMusdb+GOx4ciwiLdgRiEgI8914qA7UwPuocDyw/gxPV+FEkmqt3W6MU/2nCpDxH8Mtvj4ltPlEyrFU7nx5ltO+4ZL6dG5RNYgRSUHk9iPHScASY8x0/ItCPeLydSUMHE9N4/aXZgLQKHEdl+9MX92p5vMvEluhgtNO86QxdO6L7D2a/t3Iyx2eoVB0oYDFmx2Px8PM7yyr/tzh19/qgpq0Or9GSN5BluwZYy7L7OcTrLXTAxtRzkTEpGS/k4gUZLuAlXgfNx6KO0v3ZPYPX7aPj5QuXYTo6Nw9xRQfXzxX+wdbOMV7ulh37D3EnS+n1zp56f4LaVCjTKDCOq1w+t2C4s0Lbie0a3x/RPzs2n+EIaPnAnD19l+od2iLs63e6HeJiE5/a25L2sHzC15x2p2rXkDv+lk+ERVQqalp/DR1Bev/2ePX37F7fRo11Rqy+cDDWWzzACGZ0BKtJSVFJEs1rbWH8uhcO088SmyMqYQ3WQbvHdlqGfarCmzL7mQJCYdzdfH4+OLs3p2Yq2OCKZziPV2sy9ft5ZXJy5z2q/ddQMkiMUF/XeH0uwXFeybXz4yrCa219mk3zy/haeGqXYz6ajnRaccZvO4Tp79E+/OpeMttfvt+seYbft4022k/3uYhqhSrFLBYs3L8WCrfTvmLbZv8655dckUj6jTQWmv5hbW2c7BjOBMR0bpDKyJZOmyMuQPvHFoP8D9grG++a25NA24Chvn+npqh/15jzCS8xaAOaP5s+Pv69w18OXud0x7zcCeiozSdSoLH1YTWGJPpWmZ65Ljgeu/bFcz5awflkhMYsPlrp7/yvQ9QrFlzp330eDKDZv/HaZeKK8mz7R8jMiL4A2by0eNM/WQJe3f5f7Hd89pzqVYr+I/aiHuMMZeS/uHvJ2vtT0EO6bQidIdWRLI2HGgOfOBr3wTUBbL8jGaMmYi3AFQ5Y8wW4Cm8iexkY8ytwCbgGt/u0/Eu2bMGb0Xlm/P2JUigjZi0hBUbvNO/6lQuwRM3tgpyRCLuP3Kc8RN/Ibzrli1y+ZoSgtLSPNz20gw8HmixfxWX7FngbKs94lWiS6Uvt7N8z0pG/fmB076+wdWcXzn4Vf6PHE7hs3F/kHQw2a//yn7NqVi1ZJCikkAxxjwC3AhM9HW9YowZb60dEcSwTi9KCa2IZOlSoIW19jiAMWYy8AfZJLTW2r6n2dQlk309wD1nGaeEgLQ0DwOGz3DaPdvX5KoOtYMYkUi6gD5ybIx5AfjoNLtLPrU/KZmBI+cAcOPm6VRO9s41jSxShDqvjSTCV/XX4/HwxpIx/LN/rXPsfy/4DyVigzv5POngUSa9u5BjKf7L811zcyvKVSgWpKgkCPoB51lrEwGMMW8Ac4CQS2g9HoiIyslykiJSgEXgX6DJQ+ZFnKSAO3T0GPe99qvTvu/qJjSvFx/EiET8uX2H9mRJeB9nkQJi+fq9vPLpMmLTUhi4bpLTX/rS7sRfc63TTji6n//7/QWnfW65c7jj3JsCGuvJ9u87zMQxC07p73t7G0qVKRKEiCTIIk4kswDW2kTfshehKVIJrYhk6QfgO2PMOLzJbH/g+2AGJKFnw/aDfsns87e1pVLZokGMSORUgZxDGwm0BKyb15TQMXnGGr6fv4nKR3Zz49bvnP6qgx+lSIOGTvuXzb/y+er0+bQPNL+d+qWD973Hnp2JTPngD7++2Lgorr21NcVKhM4yQRJwC40xHwBj8X74G0AoT6GI9K5DGwrzzkUkJD0C3AFchffO7JfAmKBGJCFlwcqdjJ76t9N+66EOFI4L9L0wkewFcg7tceAd4POsDjDGVAMmABWBNGCMtfZ11yKUPOfxeBj01hz2J6Vwwd6lXJDwp7OtzmsjiSrmfUw3NS2Vwb8+RUpqejXWVzs+T2xUTMBjBtix5QBffrTEr694yUJcfVMLCheJDUpMElLuA/4DvIH3w99PwLNBjei0PBDhTWijInK3lqOI5H/GmDJALeBja+2oYMcjoefTX1bzw4LNAERFRvDOw52IjAjdh5KkYHMloTXGRAFxmcyhLYI3Sc3KcWCQtXaxMaY48Icx5idr7Qo3YpW8lXQ4hVtfnAEeD3dv/JwSx71rycVWrkKNp58jwjcYbji4iZcWjXSOu6zWxfSodXFQYt62eT9TP17q11euQjF6Xd+MWH0TWeAZYy6w1v7mW69xSLDjyamICO/UOCW0IpKRMeZavJWNE4E4Y8xV1tpfghyWhJChHyxg084kANqeU5E7/tUoyBGJZM2tT+vD8D5a/O5J/QPwLqp92gp6vvXJtvt+TjTGrASqAEpoQ9yarQd44cM/KHL8CPdvmOL0l7u6D2W6X+a0P1o5hbnbFzrtp9o9TPkigS8usHVjAqOGzfTrq1y9FD2uaUJ0jJIAcUwwxhzD+wFwnLV2R7ADyhFfQhsdqfeyiPh5AmhvrV1qjOmMd9kdJbRCaloatw2f6bT7dK7LDT3PYffuxNMfJBIC3EpoLyPzOxlvAcvIpiT8CcaYmnjXSJufZ5GJK6bP28hnM9dS69BWrt3+s9Nf/f+GUqhmTQAOHzvMw78OdbZVKVaJx1o/6Ny1DZQtGxL4etIyv75qtUrT/eomREVrvqH4s9bW9n3o6w9YY8yvwPvAtBPLXYQaD2R45FjvaRHxk2atXQpgrZ1hjHk52AFJ8CUeTuGBN35z2oOua8Y5NcsEMSKRnHMroU2z1p5SYtNam2qMye6RYwCMMcXwzrd90Fp7MKt9S5cuQnR07u5CxMcHdymY3Aj1WB96dSZrthzg4t3zaXkgveZXu08/JqqQt4jS75sW8drc95xtD543gPbVWwY0zrV2Fx+P8f9upF7D8vTp3zqsEtlQfz+cLNzizYy1dgYwwzcN4lpgIDDKGPORtXZQcKM7jRMJbaQemxcRP7HGmIakL9FTKGNbU7wKnk07Exn6QfqTc8PuPI/ypQoHMSKR3HHrk06sMaaItfZwxk5fkhqX3cHGmBi8yezH1tovsts/IeFwdrv4iY8vHjaPT4RyrMkpqdz1yiwiPGk8svZjIn3L2RVu0JBqgx9lX+IxPAdTeGHBq2w7lP6U5ksXDqVITJGAva6Na/cyfcpffn0165XlkivOoWLFkiH7+81MKL8fMhPMeN1IpH3TIN7HOy1iKHAnkGVCe7pCd76iLJ8CNYENQB9rbUJexOnxAJG+R441h1ZE/BUBpp/Ud6LtAWoHNhwJpvkrdvLOtPRKxqMGdiQuVv9uSHhxK6H9FBhvjLn1xN1VY0xJvFWOp2R1oG9dx/eAldbaV1yKT87Sll1JPPn+AkocS+LujenfOdS99y4im7UFYNfh3Tw97yVnW/tKrfl3w2sCFuOGNXv47rPlfn21TTnkzKFlAAAgAElEQVS6Xt6IqKjwuSMrocEY0wC4GeiHN6H9APg4B4dmWugO7yPMP1trhxljhuCdpvFoXsUb4btDG6k5tCKSgbW2ZrBjkNCQsZJxXEwUbw/sEPBpYCJ5wa2E9hlgHLDVGLPa11cPmIb3rkZWzgduAP4yxpwoPfu4tfbkbxMlSGYt3cr47y0NEtdzxc70xbZrPjeMCk3qsXt3It+u+5HpG/7nbHu41b3ULFE9IPGt/2cP33/hn8jWbRhPl381JDJSiazkjjHmNuAWoA7wCdDdWvtn1kely6LQXS+gk2+38cBM8jChdYpC6Q6tiIic5OlxC9m4w/sEVfN65bjv6nODHJHImXMlofUVSulnjKmLt6hTBLDYWrsmB8f+Rvq8Dgkxr01Zxp9r93LF9pk0OLTJ6a83+l0ioqNJOZ7CPb+k1/wqFBXH8AuHEhWAu0Tr7G5++PJvv75655Tnoh4NiYzUW0rO2FXAK8BX1tpjZ3OikwrdVfAlu1hrtxtjyp9toH60Dq2IiJwks0rG3doG5oaDiFtcrRbiS2CzTWIl9B1PTeP2l2YSlZbKkHXpT1kWb9uOSrfdCYDdt4Y3fhnjbOtd73I6V7vA9djWrtrFj1/517AwjSvQ6bIGSmTlrFlru+fFeU4udGeMyfU5cloAL+5QinOHtlBcbFgV5lKs7lG87gq3eKXgSTpyjPtfT3+ybtC1zTinlioZS/hT+UvJ1q79Rxgyei5lU/Zz26ZpTn+lu+6heMvWAIz+cxx/7UlPKp9r/zilC5VyNa7MEtkG51akU3ejOSASUk5T6G6nMaaS7+5sJWBXdufJaQG8xMMpzh3atOOesCkkFk5Fz8IpVlC8bstvBfAk/1ElY8nPlNBKlhau2sWor5bT/IDl0t3pS97UGv4KMWXKcCA5kcfnPOv0N6lguKPRLa4mlBtW7+G7z/3nyDZqVokOl9ZXIishJ4tCd9OAm4Bhvr+n5uV1IyL1yLGIiMCClTsZPTV9StbbAztQKFYpgOQfejfLab3/7Up++2s7/97yPdWOem8eRcTGUnfkaCIiI5mzdT6f2M+d/e9uegudGrR27Vvqzev38c2n/rV4GjatRMduSmQlpGVa6A5vIjvZGHMrsAnI2xLgJ4pCqcqxiEiBNXnGGr6f7615EhsdyahBHfWZSfIdJbRyirQ0D7e9NIOY1GMMWTfR6S/V9RLKX3c9aZ40nvjtWQ6kpCeur3R8jrioWFfi2bZpP1M/WerXV/+cCnTuoTmyEvqyKXTXxbULqyiUiEiB9tyERazbdhCAZnXLcX9vVTKW/EkJrfjZn5TMwJFzqHR0DzdtSV8pqeqgRyjSsBFbErfx34WvOf1dq3fkyro9XIllx9YDfPnhEr++2qYcF/dqpOV3RLLgAecObSAqjIuISOhIS/MwYPgMp31N5zp0b1sjiBGJuEsJrTiWr9/LK58uo/2+P+mwL/2OaJ1X3ySqeHGm/DOVmVvmOP1PtBlI5WIV8zyO3TsS+WzcH3591WuXodvVjYmKUiIrki0PukMrIlIAHTp6jPteS69kPLBPUxrXLhvEiETcp4RWAPj0l9X8MH8Td278klLHkwCIiS9PzRde5GhqMoMzrC1brlAZnjrvESIj8ja53LsricnvL/Lrq1ytJD2uPTdHS5WISAa6QysiUqBs23OI/3s3vYDnf29vR4UyRYIYkUhgKKEt4DweDwNHziHl4EGGrJ/s9Je94irK9rycP3f/zTt/jXf6b2jYh3aVWuVpDAl7DzNp7AK/vvKVi3N532bExOjDuEhueYAI3x3aaN2hFRHJ95au2cMbn6UXznzroQ4UjtPHfCkY9E4vwE4ssF3j8Db6bvuf01/9iSeJq1mLl/94i3UHNjr9wy54kuKxxfLs+gcSjvDJO/P9+srEF+XKfs2J1SAscnYidYdWRKQg+Pr3DXw5e53TfvfRzkSqkrEUIMoaCqh/Nu9n2MeL6bJ7Ia0PrHT6644cRYLnCINmPOr0tSh/Lrc27pdn1048cJSPRs3z6ytRqhC9+7ckrlBMnl1HpEDTHFoRkXzvtSnL+HPtXgAaVC/FI9e3CHJEIoGnhLYAmvbbeqb+upbB6z4h2uP90Fu4Xn2qPfo4P22cyVdr06sbP9TiLuqWqpUn1z1yOIVP3plPSnKq01e0WCx9bm1NocJKZEXylBJaEZF8y+PxcMeImRxP9T6N07N9Da7qUCfIUYkEhxLaAsTj8fDE2Pkc3rmLRzd+4fSX73cjxTp04P4Zj5HqSU82X+v0AjGRZ/8WSUk+zmfj/+DAviNOX2xcFH1vb0uRou6sXStSoHk8TlGoaD1yLCKSrySnpHLXK7Oc9t1XNKZVg/JBjEgkuJTQFhCHjx7n3tdm0yBxA/13znb6azzzAluLHuOJmY87ff+q3Y1uNS8662umHk9j2qRl7NhywK+/313tKF6y0FmfX0Qy5y0K5f1Zd2hFRPKPPfuP8MjouU776VvaUK183tU3EQlHSmgLgPXbD/Ls+EVcsX0WDQ6lF3mqO2osE/75nIWrFjt9T5/3KOUKn916ZWlpHn6a+jfr7B6//msHtKZMuaJndW4RyR0ltCIi+cOqjQkMn7jEab9+/wUUL6In3USU0OZz38/fxOc/W4as+9jpK96mHcVvvoH7fn3C6atRohoPt7yXiLOoiufxePjui79YOGeDX/9VN7agQuUSZ3xeEckdjyf9Z1U5FhEJfz//sYWPf/rHaY95uBPRUZFBjEgkdCihzceeHb+IxA2beHjzNKev0l33YqtG88GvTzt9tzW+gWblm5zVtRb9toGFv23w6+vR51yq1y5zVucVkbOjO7QiIuHtvW9WMGf5DgAqlyvKcwPaBjkikdCihDYfOlEsoMX+VVy7Z4HTX/PFlxmxdgJb/97u9L104dMUiSl8xtdavngrv/642q+v6+UNqdeowhmfU0Tyju7QioiEJ4/Hw6Oj57LnwFEAOjWvwo2XmiBHJRJ6lNDmM5t3JfHUe/O5cct0Kid71yWLLFyY4v99mocWvOjsd37lNlzfoPcZX2fNyl38NHWFX98FF9flom4N2b078YzPKyJ5S3doRUTCz/HUNG5/aabT7t+9AR2aVg5eQCIhTAltPjJjyVYmT/+LIesnOX2lL+3GH63j+XrBCKfv4Vb3UrNE9TO6xub1+/jm0z/9+lqeX4M2F+bNWrUikre0bI+ISHg5eCiFB9/8zWk/1q8F9aqWCmJEIqFNCW0+MWLSEg6uXMVDW39w+ioOGsxj2yfAOm87JjKGlzs8c0aPIO7afpDPxy/262vUvDIdLql3VoWkRMRdukMrIoFijNkAJAKpwHFrbStjTBngU6AmsAHoY61NCFKIIW/TzkSGfrDQaY+4uz1lSmipQ5GsKKENc8eOp3LHiFl02LuYyxOWO/1Rzz7KYys/cNpX1u1B1+odc33+AwmH+eSdBX59teqV45IrGxEZqep6IqFOc2hFJMA6W+u3bt8Q4Gdr7TBjzBBf+9HghBbaFqzcyeipfzvtUYM6EhejMVwkO0pow9j2vYd4Ysw8Hlj/KYXTUgCIq1aNmb0bsSBDMvv0eUMoVzh31YaPHE7hk3fmk5Kc6vRVqFKCy/s2JTpag6tIKPNkWLcnWndoRSS4egGdfD+PB2aihPYUn89ay7dzNwIQGxPJqIEd9QScSA4poQ1Tc/7azqdT/2DIhs+cvpK9e/NM7GzY6V10u0bxajzcKndryx4/lspXHy9h944kp69osViuHdCauEIxefcCRCQg9MixiASQB/jRGOMB3rHWjgEqWGu3A1hrtxtjygc1whA0/JPFrNq0H4CmdcrywDVNgxyRSHhRQhuG3vriLxIXL+LeHbOcvkP33cDre9Pnzw5ofAPNc7G2rMfj4X/TVrBm5W6//n53taN4Sc3dEAlXeuRYRALofGvtNl/S+pMxZtWZnKR06SK5fhosPr74mVwqaOLji5OW5qHXw9Ocvn7dG3Bt19Bbliccf7fhRPGePSW0YeRECffLd8ymUdIGp/+rW85lY4ZkNrdryy6YvZ4/ft/o19e7f0viK4beG1ZEckd3aEUkUKy123x/7zLGfAm0AXYaYyr57s5WAnZld56EhMO5um58fPGwWjIwPr44m7YkcM+rs52++65uQvN68SH3OsLxd6t43RPseE+XTIdcQmuMeR/oCeyy1jYOdjyhYvf+Izw+6jeGrP3Y6Ytpei4jztkBR3cA0K5SK25o2CfH51y5bDszv7N+fZdd04QadcrmTdAiEhQZptASpeJtIhIAxpiiQKS1NtH38yXAM8A04CZgmO/vqcGLMjTs2HvIL5l9dkBbqpQrGsSIRMJbyCW0wDhgJDAhyHGEjIWrdjF58m88vCn9sZRdV3VkYqGVTntwy3uoVbJGjs63ad0+vp3sv5Zsx271adRMC3aL5DdREaE4zItIPlQB+NIYA97Pl59Ya783xiwEJhtjbgU2AdcEMcagW7lhHy9NWuq033jgQooVVo0SkbMRcp90rLWzjTE1gx1HqHh14mL2/+8nbtuTvnTOB1fEc9CXzEZFRPFKx2eJjsz+P+WenUlM+WCRX1/zdtVo16lO3gYtIiEjKkJ3aEXEfdbadcAp1YystXuBLoGPKPT8b9FmPvnfaqc99pFOeopGJA+EXEIrXqlpadz24gxu3DKdNsl7vZ1xcbxxZQk8kd6qxb3qdOeSGp2zPVfSwaN8+PY8v77aJp6LezUiMlIl4UXclNk0CmNMGeBToCawAehjrU1w4/rRKgolIhJ0Y79ewdy/vVPEalYqwZM3tQpyRCL5R75IaPNbNby9B45w11PfMGT9JKdvV9u6TKxz0Gm/2eMZKhSLz/I8yUePMXrELA4kHHH6KlYuwc33nU9MrHv/6UP5d5sZxeuucIvXBeM4dRrFEOBna+0wY8wQXzvP1mX0kD6JVkWhRESCx+Px8PCo39l3MBmAzi2qMPDfrcKqEJBIqMsXCW1+qoa3bM0ePv/wJx7aml61+LMupdhawZvMVi9ehUda3U/EkQh2H8n8NaSlpTF9yl9sXp9+wycmNop/39mWwkVi2X/gSKbH5YVQ/t1mRvG6K5jxhkoifZppFL2ATr6fxwMzycOEFr+iUEpoRUSC4cTqFCf0796ADk1Vr0Qkr+WLhDa/+PjHfzj+41T67f/b6RvduxzJsd75Fbec829aVsh6se15M9eyZN5mv76+t7ehVJkieR+wiJypCtba7QC+pSzKu3WhaBWFEhEJuAOHUnjozd+c9mP9WlCvaqkgRiSSf4XcJx1jzES8dy7KGWO2AE9Za98LblTuSvN4uO/VWdyx6mMKpR0DIKFcYSZcXAwivHNch184lKIxp09K//l7Jz9/vdKvr9e/m1G5mgZPkfwip9MrUjMUGakQX5IisTlflzrYQuXOek6EU6ygeN0WbvGKezbsOMgz49KLcI64uz1lShQKYkQi+VvIJbTW2r7BjiGQDh5K4T+v/sADGz53+ma2LMYy401eO9Rsy7W1rz7t8Tu2HuDLD5f49XXqbmjYtJI7AYtIXthpjKnkuztbCdiVk4NyOr1i3/70aQUJ+45wKOr4GQUZaOH0SH04xQqK122aXiEnzPt7B2O+XuG0Rw/qSGyMpn6IuCnkEtqCZMWGfXz97lTu2THL6fvosjLsLeX9zzKo5d20rdsk038kM6tcfG6rqrTvUoeICFUuFglx04CbgGG+v6e6dSEt2yMiEhif/rKaHxZ4p30ViYvmzQcv1GcykQBQQhskn81cS8xXE7gyaaPTN/LaeFKjIoggglc7PU9MJmvLHktJZcoHi/wqF1euVpKe1zUlKkofXEVCTWbTKPAmspONMbcCm4Br3Lq+PkyJiLjv2fGLWL/dW8CzZf147rmqSZAjEik4lNAGmMfj4dGRsxmw7AOnb3W1OKZfWBKAf9XuRreaF2V63E9TV7B21W6nLyY2in53taNQ4Rj3AxeRM5LFNIoubl0zQ5FjInWHVkTENWlpHgYMn+G0r+lch+5tawQxIpGCRwltACUdOcYzw79mwOZpTt+3F5RgTXVvoYCh7R4lvkjZU45bPHcj82et9+u7bkBrSpcr6m7AIiIiIpKpw0ePce9rvzrth/o0pUntUz/HiYi7lNAGyJotB/hh5EcM2LPQ6XuvV1mSikZRtVhlhrR+4JRHA9f/s4dRw2b69fXo04TqGixFJCseT/b7iIjIGdu+9xBPjJ3vtF+4vR0VtUSiSFAooQ2Ar39bR4mJb3Fx8l4AkqMjeKd3OTyREdx8zvW0qtDMb/89O5OY8sEiv772XerQtHW1gMUsIuFL6ayIiHuWrdnD65/96bRHPtiBIoX0kVokWPR/n4s8Hg/PvPMrfRe97/QtaliEOc2LAfDihU9RLCb9seHDh1KYMPJ3v5srTVtX47yLaquwi4iIiEiQfTt3A5/PWue0332kM5GR+owmEkxKaF1yJPk4w16Ywr+3/uD0Telaim3lY2lVoRk3n3O905+amsa0icvYseWA01e2fFGuuqEFlSqXCqu1+ERERAJp8i9rWLgqR0s551jrBuXpc1Hd025/++03qFixEldd5S1Q/uabb+LxRNO3bz+//TweD2+//Qbz5s0hIiKCm266lS5dLgHg44/H88MP04mIiKRdu/bcddd9efoaJO+9PmUZy9Z6n7arW7Ukj/drGeSIRASU0Lpiw46DzB7xDv/e/7fTN6p3OVJiI3moxV3ULVXL6Z8/ex2Lf9/kd/yN955H0WJxAYtXREREcq5r10t4441XnIT2u+++48UXXz9lv1mzfmH1asu4cRM5cGA/AwbcSNOmLVi92vLrr7MYM2Y8hQoV4uDBA6ccK6EjzePhjpdmkprmfYSue7vqXNPp9F94iEhgKaHNYz/O30DF956nXdoxAHaWiWbSpaUhIoLXOr3grC27fvUevv98ud+xV93YggqVSwQ8ZhHJZzSJVgqQPhfVzfJuqhvq129AQsI+9uzZTUJCAiVKlKBixYqn7Pfnn0vp2vVSoqKiKFOmLM2bt2DVqr9ZsmQxl132LwoV8q5yUKJEyYDGLzl3JPk497w622nfdUVjWjcoH8SIRORkSmjz0CtjZ9Jz/jinPbNlMZaZIvSsdQnda3UFIGHvYSaNXeB3XMdu9WnUrHIgQxUREZGz0KlTF2bM+Jl9+/bSo0ePTPc5fcFxj2pjhIGdCYd57J15TvuZW9pQtXyxIEYkIplRQpsHko+l8trTE7hyxyyn78PLyrCvVDRPtXuY8kXiSUk+zsSxCziclOLsY5pUpPNlRv+oiYiIhJkuXS5h+PDn2b9/PxMnfpzpPs2aNWfq1C/o3r0nBw8eZOnSJdx99wNER8cwbty7XHxxN+eRY92lDS3L1+3llcnLnPYbD1xIscIxQYxIRE5HCe1Z2rI7iT+ef4krkzY6fSOvjad8iYqMbDMQgJ+mrmDNyvSCFcVLFuLaW1sTExsV8HhFJP/TE8ci7qtduw6HDx8iPj6e8uXLZ1rAsUOHzixf/hf9+/clIiKCu+++n7Jly1G2bDlWr/6HAQNuIDo6hvPOO5877rgnCK9CMjN93kY+m7nWaY99pBNRkZFBjEhEsqKE9izMXLSByqOH0tDX/qd6HN9dUJL+jfrSumJzli/eyq8/rvY75vo72lCytBbeFhH3eE7/nKOI5KEJEz7NcntERAT33PMA99zzwCnbbrihPzfc0N+lyORMvfHZnyxdsweA2pVL8H83tgpyRCKSHSW0Z2jse/+j49yPnPa3F5RgTfVCvHjhUyTuOMaoYTP99r/smibUqFM2wFGKiIiISHY8Hg93jJjJ8VRfJeO21bmmsyoZi4QDJbS5dOx4GmP/bxRd9yx0+t67oiymZguG1+jNhJfn+u3f+sKatDq/ZoCjFBERkUCx1jJw4GC/vpiYGMaOHR+kiCQ3VMlYJLwpoc2F7XsPseY//0fXlAQAjsZE8E7vcjzQ7C7++iaBCd+kJ7NVa5amR58mRGrOhYiISL5mjGHcuE+CHYacge17D/HE2PlO++lb2lBNlYxFwooS2hyat2gdZUY/QwVfe1GjIsxpVoy+ntv4eewmZ7/IqAhuvOc8CheJDU6gIiIiIpKtRat28fZXy522KhmLhCcltDnwyXvf0WpueuGHKV1LYar1pPGv0fzFVqe/d/+WxFcsHowQRURERCSHPvrR8svi9M9w7z7SmchILaMoEo6U0GbheGoaEx8dQdv9K5y+sZdXo/aKLuzekL5f5x4NaNCkYuADFBHJhIoci4hkzuPxMOitOexPSgGgeb1y3Hf1uUGOSkTOhhLa09i97xA7H32Atp7jAGwvE8uf1XtRe0VRZ5/651Tgop4NiIjQN3oiIiIioezk4k/9LqnPRS2qBjEiEckLSmgz8ceCfyg+5gVOzIL9+Zw2kNyI6CRvO65QNP++sx1xhfTrE5HQoxu0IiL+tuxO4sn3Fjjt/9zUilqVSgQxIhHJK8rITjJ1zBc0XDANgH2FK7GkyqWQnL79mptbUq6C5smKSOjy6JljERHH3OU7GPtN+vQxFX8SyV+U0PqkpXn4ZtB/aJi4heSowvxW61q/7R271adRs8pBik5EJOc8nrRghyASMF+s+YYlu/7K03M2L9+Eq+r2PO32t99+g4oVK3HVVdcA8Oabb+LxRNO3bz+//RYvXsT774+hdOkyrF79Dx07dqZOnbpMmTKR5ORk/vvfl6lSpSrPPz+U2NhY1q9fx759+7jvvoc4//wL8/Q1FVSjpy5nwcpdAERHRTB6cCciNVVMJF/RIqnAvr2JrLn9ZuonbuWPKt38ktla9ctx56MdlcyKSNhIU0Ir4qquXS/hl19+ctrfffcdnTt3zXTfNWv+4YEHBjNhwiR++GE6mzdvYuzYCfTseQWffZa+gsL27dsZOXIML730GiNG/Jfk5ORMzyc5c+x4KrcM+8VJZts1qsCYhzsrmRXJhwr8Hdplvy+j8PuvsqFUY9aWa+X0R0ZGcNN97SmkR1JEJMx4NItWCpCr6vbM8m6qG+rXb0BCwj727NlNQkICJUqUoGLFzFc7aNCgEeXKlQOgSpWqtG7dFoA6deqyZMkiZ7+LLupKZGQk1apVp3LlKmzatIF69Yz7LyYfOnm+7N1XNKZVg/JBjEhE3BSSCa0xphvwOhAFvGutHebGdaaPHE3ZVev4vW5/v/4rb2hOxSol3bikiIjDrbEuTXNoRVzXqVMXZsz4mX379tKjR4/T7hcbG+v8HBER4bQjIiJITU312+Yv/9xJDNTnOoCfFm5m4s+rnfaIu9tTpkQhty4nIiEg5B45NsZEAW8B3YFGQF9jTKO8vEZqahqzH3qAjUkNWFz1Mqe/fZc63DWkk5JZEXGdm2NdGnrkWMRtXbpcws8//8iMGT9z6aWXnvX5Zsz4H2lpaWzduoVt27ZSvXqNPIgy+ALxuQ7geGoa97w6y0lmi8RF8+6jnZXMihQAoXiHtg2wxlq7DsAYMwnoBazI8qgc2rFtO5P/8zN7K1zp9FWtWZoefc4lMjL/fBsqIiHPtbEu1ZOa/U4iclZq167D4cOHiI+Pp3z58uzenXhW56tevQb33ns7+/btY/Dgx4iLi8ujSIPO1c91AAv+3sGz78932j3Oq8HVHevk1elFJMSFYkJbBdicob0FaJsXJ962dQdTP7RQNH0R7Zvua0+RorFZHCUi4grXxjoltCKBMWHCp1lub9GiFS1apNfnGDlyzGm3NWnSlPvvH5T3QQafa2MdwC3DfvFrv3B7OyqWKZJXpxeRMBCKCW1mt0mznBBWunQRoqOjsj3xmlWrnJ97XlefFq3Do9hCfHx4rXureN2lePMN18a6ZkWrwSogLSrsfv/hFG84xQqK121nE2+hQjGUKFE47F5zDrk21mV0UatqPHhd80zmIoemcPpvHU6xguJ1WyjGG4oJ7RagWoZ2VWBbVgckJBzO0YnrNmhA3SENiI8vzu7diWf9eFAgnIg1XChedyne3F07xLk21gG8ddFwvV9cFE6xguJ127592xg4cLBfX0xMDGPHjs/R8YMGPQFwRq+5oI917w+5yHm/7NmTdGYRBlg4vb/DKVZQvG4LdrynG+9CMaFdCNQzxtQCtgLXAdcHNyQRkTynsU4knzDGMG7cJ8EOI1RprBMRV4VclWNr7XHgXuAHYCUw2Vr7d3CjEhHJWxrrRKQg0FgnIm4LxTu0WGunA9ODHYeIiJs01olIQaCxTkTcFHJ3aEVERERERERyQgmtiIiIiIiIhCUltCIiIiIiIhKWlNCKiIiIiIhIWFJCKyIiIiIiImEpwuPxBDsGERERERERkVzTHVoREREREREJS0poRUREREREJCwpoRUREREREZGwpIRWREREREREwpISWhEREREREQlLSmhFREREREQkLEUHOwC3GGO6Aa8DUcC71tphJ22PAyYALYG9wLXW2g2BjjNDPNnFOxAYABwHdgO3WGs3BjzQ9HiyjDfDfr2BKUBra+2iAIZ4chzZxmuM6QMMBTzAMmvt9QEN0j+W7N4P1YHxQCnfPkOstdMDHqg3lveBnsAua23jTLZH4H0tlwGHgf7W2sWBjTJ/C6fxTmOduzTWuUdjXfBprHOPxjp3aaxzV768Q2uMiQLeAroDjYC+xphGJ+12K5Bgra0LvAq8GNgo0+Uw3iVAK2vtucBnwPDARpkuh/FijCkO3A/MD2yEp8SRbbzGmHrAY8D51tpzgAcDHmh6LDn5/f4fMNla2xy4Dng7sFH6GQd0y2J7d6Ce78/twKgAxFRghNN4p7HOXRrrXDcOjXVBo7HOPRrr3KWxzn35MqEF2gBrrLXrrLUpwCSg10n79ML7TQh4B5Iuvm8cgiHbeK21M6y1h33NeUDVAMeYUU5+vwDP4h2gjwYyuEzkJN7bgLestQkA1tpdAY4xo5zE6wFK+H4uCWwLYNOXsoAAAAfdSURBVHx+rLWzgX1Z7NILmGCt9Vhr5wGljDGVAhNdgRBO453GOndprHORxrqg01jnHo117tJY57L8mtBWATZnaG/x9WW6j7X2OHAAKBuQ6E6Vk3gzuhX4ztWIspZtvMaY5kA1a+03gQzsNHLy+60P1DfGzDHGzPM9GhIsOYl3KNDPGLMFmA7cF5jQzkhu39+SO+E03mmsc5fGuuDSWOcujXXu0VjnLo11LsuvCW1m38Z5zmCfQMlxLMaYfkAr4CVXI8palvEaYyLxPuozKGARZS0nv99ovI9OdAL6Au8aY0q5HNfp5CTevsA4a21VvHMYPvT93kNRKP2/lh+F03insc5dGuuCK1T+P8uvNNa5R2OduzTWuSxUf1FnawtQLUO7Kqfeunf2McZE4729n9XtdTflJF6MMV2BJ4DLrbXJAYotM9nFWxxoDMw0xmwA2gHTjDGtAhXgSXL6fphqrT1mrV0PWLwDYTDkJN5bgckA1tq5QCGgXECiy70cvb/ljIXTeKexzl0a64JLY527NNa5R2OduzTWuSy/VjleCNQzxtQCtuKdXH1yZbNpwE3AXKA38Iu1NljfLmQbr+9Rj3eAbkGeBwDZxGutPUCG/wmNMTOBwUGshpeT98NX+L4dM8aUw/uoyrqARpkuJ/FuArrgjbch3oFvd0CjzLlpwL3GmElAW+CAtXZ7kGPKT8JpvNNY5y6NdcGlsc5dGuvco7HOXRrrXJYv79D65k3cC/wArMRbNexvY8wzxpjLfbu9B5Q1xqwBBgJDghNtjuN9CSgGTDHGLDXGTAtSuDmNN2TkMN4fgL3GmBXADOBha+3eEI53EHCbMWYZMBFvyfSgfCFjjJmI98ODMcZsMcbcaoy50xhzp2+X6Xj/EVkDjAXuDkac+VU4jXca69ylsc5dGuuCS2OdezTWhUS8GuvOQoTHo+kdIiIiIiIiEn7y5R1aERERERERyf+U0IqIiIiIiEhYUkIrIiIiIiIiYUkJrYiIiIiIiIQlJbQiIiIiIiISlvLrOrSSA77FsY/6/pxwhbV2gzHmCuC/vm3XAQ0ztq219gyuNxR4wVqb4ms/A/xtrf30LF7GyecvZq0dnBfnO+nc/YGe1trevhLrF1prH87r64hI3tNYl6tz90djnUhY0liXq3P3R2NdvqGEVnpba5dn0n8H8KS1dgqAMea1jO0z9BQwAkgBsNY+eRbnyhVjTJS1NjVDO9q3LliuWWun4V1UWkTCh8a6XNJYJxKWNNblksa68KeEVk5hjHkVuND7o7kbWJqxba3tbIxpCwwDSvgOe9Ja+63v+J7AUCAGSANuwjuQAvxujEkDOgGvAYuA94FNQANr7R7fOV4GDlprn87qWlm8hv54v4HcDTQCbvUN3r8DbYGjxphewLdAWaAwsAC4w1qbYoyJBd70xbkVWHXSuU98q1cR7wLYJYBCwLfW2kd8+w0FDFASqA2sBa6x1h72nf8FoBuQCqyz1l7pO+4RoDfe/z+3ArdZa3dk9XpFJPc01mmsEykINNZprMvvNIdWPjPGLPX9WQRgrX0I74B0v7W288ltY0wpYDRwvbW2JdATeMcYU8oYUx94F+hrrW0KtAPWW2vv8V2vvbW2mbV2/4kArLWHganA9eD9lg3oC4zP6lo5eG0XAEOttS2ttUt9fY2BS621PfAOONdba1v5+qOAW3z73QHU8vX3BNqc5hr7gX/5YmsGtDLGdMuwvZXvdTXE+w/Bv339j+EdDFv4fk+3+V57P6Au0M5a2wKYDrycg9cqIlnTWKexTqQg0Finsa7A0R1aOd2jKVlpj3dQ+M4Yc6LPg/d/2LbAdGvtagBrbTKQnINzjgNeB94AugMrfXM+LsviWouyOedv1tq1J/V9kuGRlEhgsDGmO95BrzRw2LetMzDeWnsMOGaM+QjvQHqyKOAlY0x7IAKoiHcA/N63/YcTg7wxZj5Qx9ffExh0Yt7JiW8wgcvxDpaLfa83GjiQzesUkexprNNYJ1IQaKzTWFfgKKGVMxEB/Gmt7XDyBmNMuzM5obX2V2NMcWNME6A/3oEwy2vlQFI2fdfjHcwutNYmGmMeB+pnuG5ODMQ7YLa11h41xozB+4jKCRkLM6TifQQmq/NHAM9Za9/P4fVFxD0a69JprBPJvzTWpdNYF4b0yLGcid+BesaYzic6jDGtjTERwA/AZcaYer7+OGNMcd9uiXjnHZzOBGAQ0AH4PAfXOlulgD2+Qa8kvkdjfH4GbjDGRBtjCp+07eRzbPcNelWAXjm89tfAg745Fxhjyvn6pwF3G2NK+/rjjDFNc/eyRCSPaKzzP4fGOpH8SWOd/zk01oUZ3aGVz4wxGb9tGmCtzfKRD2ttgvGWOH/JeCfkxwLr8M45WG2MuQ341BgThffbq5uAv/DOGfjFGHME76T8k40H1gMf+OZfZHktvI+onI0JQC9jzN94J+n/Svo3bWOAc4G/gS3ALLyPyJzsDWCKMWYJsBnvgJkTw/CWy19qjEkB1uB9TOhD3yA4y/doSiTwNrAs9y9PRDLQWKexTqQg0Finsa7AifB4zva9IyIiIiIiIhJ4euRYREREREREwpISWhEREREREQlLSmhFREREREQkLCmhFRERERERkbCkhFZERERERETCkhJaERERERERCUtKaEVERERERCQsKaEVERERERGRsPT/AON98EcNiTAAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -4417,7 +4401,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -4426,15 +4410,15 @@ "Text(0.5,1,'Comparison of a hot, calm day and a cold, windy day')" ] }, - "execution_count": 28, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -4564,21 +4548,9 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 30, "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "calcparams_desoto() got an unexpected keyword argument 'alpha_sc'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mI_o_ref\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcecmodule\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'I_o_ref'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[0mR_sh_ref\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcecmodule\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'R_sh_ref'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 9\u001b[1;33m R_s=cecmodule['R_s']) )\n\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m: calcparams_desoto() got an unexpected keyword argument 'alpha_sc'" - ] - } - ], + "outputs": [], "source": [ "photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth = (\n", " pvsystem.calcparams_desoto(total_irrad['poa_global'],\n", @@ -4593,19 +4565,28 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 31, "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'photocurrent' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mphotocurrent\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Light current I_L (A)'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mNameError\u001b[0m: name 'photocurrent' is not defined" - ] + "data": { + "text/plain": [ + "Text(0,0.5,'Light current I_L (A)')" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -4615,19 +4596,28 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 32, "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'saturation_current' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0msaturation_current\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Saturation current I_0 (A)'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mNameError\u001b[0m: name 'saturation_current' is not defined" - ] + "data": { + "text/plain": [ + "Text(0,0.5,'Saturation current I_0 (A)')" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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Xbp0jPWbMGOTn56O8vByiKGLlypUIDQ31djYi8gN5GZEQBOCb0424eWy61HGI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\nALx/9oUgCGhra0NhYSH++c9/Sh2n37v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\n", 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4MBi7zTh8rkx0HCK6DxZtIrI5NQ3tOJNXjWFBnogM9xUdh0iIhKhgeLhpcTSr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\n63zKfeHChcTFxeF0Ojlz5gxjxoxhwIABfPzxx5S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\n", 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" ] }, "metadata": {}, @@ -4722,48 +4712,29 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Single diode model" + "### Campanelli et al. Model" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/holmgren/git_repos/pvlib2/pvlib-python/pvlib/pvsystem.py:1943: RuntimeWarning: invalid value encountered in true_divide\n", - " I = -V/(Rs + Rsh) - (nNsVth/Rs)*lambertwterm + Rsh*(IL + I0)/(Rs + Rsh)\n" - ] - } - ], - "source": [ - "single_diode_out = pvsystem.singlediode(photocurrent, saturation_current,\n", - " resistance_series, resistance_shunt, nNsVth)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 37, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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ffFIpKSmX/X0NDTxQ4Q8pKTHM0o+Y5/vtPdmomsZOXTcxQ33dfWrovvKvnZmn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\n6dHy5cvldru1atUqzZ49W+Hh4fL5fPr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\n", 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" ] }, "metadata": {}, @@ -4771,29 +4742,77 @@ } ], "source": [ - "single_diode_out['i_sc'].plot()" + "# TODO Find a common module in both SAPM and CEC databases\n", + "\n", + "T_degC = temps['temp_cell'].values\n", + "T_K = T_degC + 273.15\n", + "T_ref_degC = 25.\n", + "T_ref_K = T_ref_degC + 273.15\n", + "\n", + "# Compute the effective irradiance ratio F from SAPM effective irradiance\n", + "# Uses CEC alpha_sc instead of SAPM Aisc\n", + "F = (1. + cecmodule['alpha_sc'] * (T_K - T_ref_K)) * effective_irradiance.values\n", + "\n", + "# Model the effective temperature ratio H from SAPM temp_cell\n", + "H = T_K / T_ref_K\n", + "\n", + "# Fill out kwargs for computing the model's auxiliary equations\n", + "# Use CEC here for example, model calibrations are available via pv-fit.com\n", + "kwargs = {'Rs': cecmodule['R_s'],\n", + " 'Gsh': 1. / cecmodule['R_sh_ref'],\n", + " 'nNsVth': pvsystem.nNsVth_campanelli,\n", + " 'nNsVth_ref': cecmodule['a_ref'],\n", + " 'I0': pvsystem.I0_campanelli,\n", + " 'I0_ref': cecmodule['I_o_ref'],\n", + " 'Eg_ref_star': cecmodule['N_s'] * 1.121,\n", + " 'dEgdT_ref_star': T_ref_K * -0.0002677,\n", + " 'IL': pvsystem.IL_campanelli,\n", + " 'Isc_ref': cecmodule['I_sc_ref']}\n", + "\n", + "photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth = \\\n", + " pvsystem.calc_params_campanelli(F, H, **kwargs)\n", + "\n", + "power = effective_irradiance.copy() # Gets the timestamps\n", + "power[:] = pvsystem.singlediode(photocurrent, saturation_current, resistance_series,\n", + " resistance_shunt, nNsVth)['p_mp']\n", + "power.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Changing the auxiliary equation for Gsh" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/campy/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/pvsystem.py:1202: RuntimeWarning: divide by zero encountered in true_divide\n", + " return kwargs['IL'], kwargs['I0'], kwargs['Rs'], 1. / kwargs['Gsh'], \\\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 38, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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tJkgDGNp8I9JVzJNGCCBIAyHgMCPSAIaJbHf/yh3ccIhQQJAGQkBVff+KHenJ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\n", 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nTHIdySRZ0I4YjLkgG3a1ArB8vjUjxcMKa07KaFYYTFp4fWcLWeEQl861k9riYfn8MkJYYchUVhhMymvv6mP/0eNITTH5k7Jdx0kLxQW5zKksYmdDJ109NitNprHCYFLe634z0gprRoqrFfPLiEZhk799TeawwmBSXqy5Y9m8aY6TpBfrZ8hcVhhMSjvRdxI92EltRSGlRTZ6Jp7KSyYzc1o+2w900H9yyHUck0RWGExK27y7jeFolOV11oyUCEvnTuXk4DA7DnS4jmKSyAqDSWmb9njt38vqrBkpEZb6zXOb97Q5TmKSyQqDSVlDw8Ns3dvO1KLci5rTx4xtbmUR+ZMibNrTams0ZBArDCZl7TncRU//IJfMnXbRs4Ca0WWFwyyZM5X2rn5boyGDWGEwKSvWvGEntSXWUn/7bt5jw1YzhRUGk7I272klkhVmYY1NmpdIS+ZMJRSCTbutnyFTWGEwKam9q4+GlhMsmFVMbo5NmpdIBXnZ1FVOYc/hYxy3s6AzghUGk5JizUhL59popGS4dN40osDWve2uo5gksMJgUlKsMFxi/QtJEetn2GT9DBnBCoNJOScHh9h+oJ2KqZOZXpznOk5GmDktn2lTJrF1bztDw8Ou45gEs8JgUo4e6mTg5DCXzLGjhWQJhUIsqS2lp3+QfY3BWy/ZxJcVBpNyNu+O9S9YYUimxbXe9t6610YnpTsrDCblbN3XTm5OFnXVxa6jZJSFs0oIh0Js22cd0OnOCoNJKW3H+jja3sOC6mIiWfbxTabJkyLMqSxib2MXJ/pOuo5jEsi+WSalbNvv/VpdXFvqOElmWlJbSjQK9fttttV0FnHxoiIyCXgOyPUz/FhV/0pEaoHvA6XABuB+VbUzaswpsWYMKwxuLKmdymPP72PrvjZWLpjuOo5JEFdHDP3ATaq6FFgG3CoiVwKfA/5JVeuADuBBR/lMAA0PR9m+v53SolxmlE52HScjzZ5RSP6kCFv3tdtsq2nMSWFQ1aiqdvtXs/3/osBNwI/921cDdzmIZwLqQNNxTvQNsmh2qc2m6kg4HGLR7FLau/ppbOtxHcckiLM+BhHJEpGNQDPwFLAH6FTVQf8hDUClq3wmeLb7/QtLrBnJqdj232qjk9KWkz4GAFUdApaJSDHwKLBwlIed91i1pGQykcjpSdTKygrjljGeLNfEjJZrZ0MXoRBcs6KaKQW5DlKl1vZKlOtW1vDNX+xg1+FjvO9ti875WNteExOUXM4KQ4yqdorIs8CVQLGIRPyjhirgyPn+vqPj9OFsWVkhLS3BOyvTck3MaLn6B4bYvq+NmumFDPQO0NKb/DEJqbS9Em3mtHy27G7lSGMn2ZHRZ7e17TUxyc51riLkpClJRMr8IwVEJA94M1APPAO803/YA8DjLvKZ4NFDHQwNR200UkAsqS1lYHCY3Q3HXEcxCeCqj6ECeEZENgOvAk+p6s+BTwGfEJHdwFTgEUf5TMBs2+eNm1882xblCYKFs7z3of6gnc+Qjpw0JanqZmD5KLfvBVYlP5EJum3728mJhJlXZdNgBMH86mLCoZB3ott1rtOYeLMzn03gdRzv50jrCebXFJMdsY9sEOTlRqidWci+xuP09g+e/w9MSrFvmQm8+gP+2c6zrX8hSBbOKmE4GkUPdbqOYuLMCoMJvB0HvR3PghrrXwiShbO8Qr3jgPUzpBsrDCbw9GAHk3MjVE8vcB3FjDCvsohIVpjtNqFe2rHCYAKtvauPls4+r7MzbNNgBEl2JIu6qik0tHTT1WNzXaYTKwwm0NRvRpIaG40URLFhq9aclF6sMJhA2+GPk7f+hWCywpCerDCYQNNDneRZ/0Jgza4oZFJOFtutMKQVKwwmsNq7+mju6GV+1RTrXwiorHAYqS6muaOXtmN9ruOYOLHCYAIrNj5erBkp0Bb655fU21FD2rDCYALLOp5Tw6l5kw7Y+gzpwgqDCSw92EFebhY15da/EGSVZfkU5GWz42CnLfeZJqwwmEDqON5PU0cvdVXFZIXtYxpk4VAIqS6m43g/LdbPkBbsG2cCSW2YakqZ7zf3qU3DnRasMJhAOt3xbP0LqSBWwHcetAn10oEVBhNIOw52MinH+hdSRWVZPvmTIqcmPDSpzQqDCZz2rj6a2nuYX239C6kiHAoxv7qYtq4+Wo/1uo5jLpJ960zgbN3TCoBUWzNSKom9X2pHDSnPCoMJnC172gA7sS3VxN4vW7gn9VlhMIGzZXcruTlZzJph/QuppHp6AXm5EeuATgNWGEygHOvu53BLN/Pt/IWUEw6HmF81hebOXtq77HyGVBZx8aIiUg18G5gBDANfU9Uvi0gp8ANgNrAfuFdVbWB0BrFhqqlNakrYtKcNPdSJzC1zHcdcIFc/yQaBP1fVhcCVwB+KyCLgIWCNqtYBa/zrJoPssPmRUprUWAd0OnBSGFS1UVU3+JePA/VAJXAnsNp/2GrgLhf5jDux+ZFmlRe6jmIuQE15AZNysqwDOsU5b8QVkdnAcmAtUK6qjeAVD2C6w2gmyY6dGKCxrYeFs6cSyXL+0TQXICscpq6qmKb2HutnSGFO+hhiRKQA+Anwp6raJSITfo6SkslEIlmnrpeVBfOXpuU6vx2HDwOwZO7UQOUayXKd34qF5WzZ28a2PW1cu7zSdZxRBWl7jRSUXM4Kg4hk4xWF76rqf/s3N4lIhao2ikgF0Hy+5+no6Dl1uayskJaW4wnJezEs1/i8urURgEvmTQtUrpigba+YoOWqKs0DYMveVhZUFTlO80ZB214xyc51riLk5HhdRELAI0C9qn5xxF0/BR7wLz8APJ7sbMYdPdRJbnYW86qs4zmVzZpRSG521qkz2E3qcXXEcDVwP7BFRDb6t30GeBj4oYg8CBwE3uUon0myrhMDHGk9weLaUutfSHGRrDDzKovYtr+DrhMDFOXnuI5kJshJYVDVF4CxVne/OZlZTDDERrEssGGqaWF+TQnb9new81AnKxfYGJJUYz/NTCDEFnix+ZHSQ6zA77CFe1KSFQYTCHqwk5zsMLNnBGNUhrk4tRVF5GTb+QypygqDca6rZ4DDrSeoq5xi/QtpIpIVZuHsEg63nOB4z4DrOGaC7FtonNt5ahoMa0ZKJ5fMnQbATjtqSDlWGIxzsXl1FlhhSCtL/MJgy32mHisMxrkdhzrIiYSZXWH9C+lkfk0xOZHwqYEFJnVYYTBOHe8Z4HDLCeZVWf9CusmOZDG3cgoN1s+QcuybaJzaecj6F9JZbBrunYeOOU5iJsIKg3Hq1PoL1XZiWzqK9RtZc1JqscJgnNKDXv9CbUXwJlszF6+2oojsSNg6oFOMFQbjTFfPAA1+/0J2xD6K6Sg7EmbuzCIaWrrp7j3pOo4ZJ/s2Gmfs/IXMEGtOsvMZUocVBuNMbB6dhVYY0prYvEkpxwqDcebU/Eh2/kJamzOziEhW+NSJjCb4rDAYJ7pO+PMjVRXb+QtpLjuSxbzKIhqarZ8hVdg30jhh6y9kFqkpIQrssn6GlGCFwTix44DX3mzzI2WG2HkqNmw1NVhhME7sONhBbnYWs2z9hYwwtzLWz2Ad0KnACoNJumPd/TS29VBXbfMjZYrsSBZzZxZxqLmbE33WzxB09q00SRdrTrBhqplFaoqJYuczpIKIqxcWkW8AdwDNqrrEv60U+AEwG9gP3KuqduyZZmx958wkNSXw4n52HOhkeV2Z6zjmHFweMXwLuPWs2x4C1qhqHbDGv27SzPYDHUzKyWLWjALXUUwSzfXPZ6g/YL/1gs5ZYVDV54D2s26+E1jtX14N3JXUUCbhmjt7ae7oZeGsErLC1pKZSXKys5DqKTS0dNPZ3e86jjmHoH0zy1W1EcD/d7rjPCbOtu/zfgssqS11nMS4sLh2KgDb95/9m9AEibM+hngpKZlMJJJ16npZWTCHP1ouz64jXQBce1kNZdPyx3ycba+JSZVc16yo4ofP7Gb3kePceeN8R6lSZ3u5ErTC0CQiFaraKCIVQPP5/qCjo+fU5bKyQlpajicy3wWxXJ6h4WE27myhrHgSkejwmK9t22tiUilXfiTElPwcNuxooqm5i3AoFIhcQZDsXOcqQkFrSvop8IB/+QHgcYdZTJztazxOb//gqeYEk3lCoRCLa0vp6jlJQ3O36zhmDM4Kg4h8D3jZuygNIvIg8DBwi4jsAm7xr5s0sc3vX1g82/oXMtliv38p9nkwweOsKUlV3zvGXTcnNYhJmm372gmHQiycZRPnZbLYD4Ot+9q57cpZjtOY0QStKcmkqe7ek+w90kXtzEImT8p2Hcc4VJSfQ015AbsaOukfGHIdx4zCCoNJii172xiORlk2b5rrKCYALpkzlcGhqA1bDSgrDCYpNu5qBbDCYABYVud9Dl73PxcmWKwwmIQbHBpmy942yoonMfMc5y6YzFFbUcSUghw27m5leDjqOo45ixUGk3B6sJO+gSGWzSsj5GDcugmecCjE8nnT6O49ye7Dx1zHMWexwmAS7lQzUp01I5nTlvkzrG7Y2eI4iTmbFQaTUMPDUdbvbCZ/UoS6qimu45gAWTirhNycLDbuaiUateakILHCYBJq56FOOrsHuEzKbLU2c4bsSJilc6fS3NnLgabgTVGRyeybahLqle1NAFyxaIbjJCaIrvQ/Fy9tPeo4iRnJCoNJmMGhYdZrM1MKcpBqO9vZvNGSOaUU5GWzbnsTQ8PDruMYnxUGkzCb97Rxom+QVQvKCYdtNJJ5o0hWmCsWltPVc5Jt+2xlt6CwwmAS5pnXDwNw7dIKx0lMkF25pByA5zcfcZzExFhhMAnR1NHDtn3t1FVNoarM1nY2Y5tTUUTN9AI27Gyh9Viv6zgGKwwmQdasbwDgxuWVjpOYoAuFQtxyeTXRKPxmw2HXcQxWGEwCHDsxwHMbj1BalMvKBbZstzm/VQvLKZqczXMbj9DTd9J1nIxnhcHE3S/XHmBgcJjbr5xl5y6YccmOhHnrqhp6+gd58pWDruNkPPvWmrhqbDvB0681MLVoEtdcap3OZvxuvqyKksJcnn7tEC2d1tfgkhUGEzcnB4f5xpP1DA1Hue/NdWRHslxHMikkJzuLd94wl4HBYb7xRD3DNk2GM1YYTFxEo1G+/csd7DncxRWLym3CPHNBrlxUzvK6aeihTh59bq/rOBnLCoOJi1+uO8iLW49SW1HIB29bYNNrmwsSCoX4wG0LmF6SxxMvH+C3G22UkgtWGMxF276/nR8/s4eSwlz+6O5Lycm2JiRz4Qon5/Bn9y6lIC+b//zVTrbubXMdKeMEsjCIyK0ioiKyW0Qecp3HjG1waJhvPllPOBziD35nCSWFua4jmTRQXjKZP3nnpYTDIR55sp7+gSHXkTJK4AqDiGQBXwVuAxYB7xWRRW5TmbGs1xbauvq5cXklc2faegsmfuZVTuGtq6o51j3A2vom13EySuAKA7AK2K2qe1V1APg+cKfjTGYMm/Z4q7Ndt3Sm4yQmHV3vf65etcKQVBHXAUZRCRwacb0BuCLeL6IHO/jqo1s5OXj+qX6jjHPY3FgPC4VgxNC78Q7CG/9ovfEP6xv5nGfFuiBDw1GK8nOoLMu/uCcyZhTTivOYVV7Itv0dfOyLv43Lc4ZDMBzAkbATzRUOwT3Xz+WmFVVxzxLEwjDacJYxN1dJyWQiI8bLl5UVjutFuk8OU11eyMnBcbZdjnOUzXjH4kxk0E5ovM8a34eNe2TRjSurmT69aJzPOj7jfR+TzXJNTDxy3XfrAn70m122/OdZQqEQNTOnJOS9D2JhaACqR1yvAsacj7ejo+fU5bKyQlpaxrdEYEF2mE++Z9kFRpyYieRKpnjmiuf/XyZsr3hK91x1FYV85n0r4pDIk27b60L/X85VUIJYGF4F6kSkFjgMvAe4z20kY4zJHIHrfFbVQeCPgF8B9cAPVXWb21TGGJM5gnjEgKo+CTzpOocxxmSiwB0xGGOMccsKgzHGmDNYYTDGGHMGKwzGGGPOELKTRowxxoxkRwzGGGPOYIXBGGPMGawwGGOMOYMVBmOMMWewwmCMMeYMVhiMMcacIaUKg4gEcu1IEQnkQsciEv8VPOJAREpdZxiLiExgpYzkEJGZ/r+B+r6KyAJhqTdtAAAL8klEQVQRedB1jtGISCAXqAjqPuxsKXEeg4gUAH8NLAF+BDynquo21alc/xcoBP4beEFVu9ymOmN73QrcqqoHHUcCzsi1Cvgx8GtV3e421amdyN8BXwnC52okEXkn8EPgSlVdJyJhVT3/soOJzZSP97m/D1gPvF9V21xmivGzfQ6YD3wLeFlV9zkNRXD3YWMJ1C+Q0YjI9cDTwBDwt8A1wJudhgJE5C3Ay0Af8ALwIeA2p6EAEbkReA1v5tyVASsKq/Hex88AlwDxW33lAonIPLx1xT+M98UNmjBwFPgCQACKwt14n6/jeNssKyhFwffXQBHwN8By4GG3cYK7DzuXwBcGvBXdPqKqn1TV3wL9wH5XYUY0NRwHPq+qn1bVbwEKyFmPSWau2Hs5AHQCD6lqj4gsFpHpyc4zIldsW8wA5vjv43N4K4wedZVrhOPAPwIFwGIRuRXcNimJSHjE6xcCbwMKROQP/PtdTpdfD9yjqn+lqj8DZgVhm/mvX4C3vf7e/4z9LRAWkb90mYuA7cPGI3BNSSJSh7dQTz3wA1Xt8G8vAf4FuBbvl/prwDdUtT1JuRYAf+rn+qaqdolIDhBV1ZMi8gCwQlU/now8o+Ta4ec6JiJfAEqBqXi/nk4AvwBWq2pS1jQcY3ttBDYAi4BiYAtwCPjbZP3qFJG5wHWq+s0Rt+Wr6gkR+TDwQVW9KhlZzpUr1mQkIg/jrWrYADwGXAc0q+oxR7lCqhr1i1MO8H+ALar67WTkOSvbG/YVIvI4sFFV/8p/zErg63hNqkn5IRLUfdhEBOqIQUQeAh7FW9LzBuDfRSTLv/sY3mpus/A+jNXAR5OUqxb4DrAHWAp8RUSuUNUBVT3pP+waYGcy8oyR61Lg30RkIfD3QC3wG1W9AfgaUIf3yzPZuZbivY8LgKuBX+PtSBYAnwWygN9PUq4/wGsT/zMRuce/LayqJwBU9T+AYRFJdnF/Qy5OfzdbgQ2quhav2VKBZSO+F8nOFQJvpUVV7QFKgEr/8QnPNCLb2fuKR/y7/jfwHhGZ5l/fDDwL3O4oVyD2YRMVmMLgdxp1A+9W1X8APoDXUbMEvLZVVf2pf7ker7mkNUnxFgCtqvqPwEeA3cDtIjLbz56N9wV5xr9+hYgUO8i1A7gfiAJ3qOqXAFT1cbwjiJ4kZBotVz3wu0AeMBnvfUZVdwBH8N7LZNiD1xf0WeA+EZnk/yoPjfjy/iXwoIhki8jbRWSWo1yD/n1TgO+LyCa8I4fjeB2qQ45yxbZXbN/xU+CdAEnKNNa+YoGILFPV1/G+h7E+mQG8tv0WR7mCsg+bkMAUBryd1k9UdZuI5KpqH16zwxt+hYjIpXidN4eTlG0r0CciC/wjhCfxdnDX+vfH2nwvE5FfAx90mCsXuE1Vu2MPEpGlQA3J+xCOtb1uxntPrxKRy0VkEXAXkJRDaVX9Fd7osY3+a37MvysU26mp6rNAL9AF/CEw+MZnSk4uv83+Vbz26I+q6r14HeVJ6VA9z/aKdYIfALaJSE0yMvlG21e8zul9xSeAa0XkIyLyVrzmt2R02gd5HzYhgSkMqhpV1Ub/cr//C24F0BF7jIhUiMjPgP8A/kVVn0hSvFy8X73X+Plew2vzne3ffxlwN94vhG+o6kdVNRm/gkfLdQivGSm2vR4H/h34N1V9OQmZzpVrrqpuxBuu97/wdnJfUtUfJClXbFTPYbwd3ptFpG7Er+Bsv/lkBl5fw62qmpQv7ii55qtqFFijqu8e8d59TFU/kYxMY+Q6tb1GPGwK/lFgkjKNtq9Yjv8Dw2/iuh/Ix2uy+ZKq/txRrqDswyYk6YVBRD4nIu+X85+s8yZgb2wMsojM8Df6d1X1ClX9frJyqepuYC+wUESu9G9+BbjXv/w68ElVvTkgud7l398IPKqqVwYg18vAe/37Pw/8nqpeGu+iMJ7Pl99M8zpe+/O7/Zvr/KOb36rqrGRurzFyxT5blX7Riu2I4zpa5CK213wRyVLVTap6ZyI6UC9kX+Fvqxmq+qKqftH/7H/XdS7/7xK6D4unpBUGESkRkS/jNbPcB4zadjviC1AMrBWRe0RkO37HaQK+sOfMNSLPr/CGV/4v8YbFzQbWiT+iRVW/EKBcr/qXUW8obVByrfPbYVHVuLb5jvfzFeOPUPkW8ICInADeId6Im20BytUN3IHXdBP1749LYYjD9rqdOBepiWYbbV8BbAPeKgkYOhvUfVgiJLwwxHYEeO22P8I7TG8E3inecM8zjPjg34l3GPgevDHA34hzrjz/Yt+5co34Qh4EPo/3wfsOXiflv8dGtAQwV1wP7VN9e531N2Hxzu34NtCGN5Tx8/Ha6cYx123+r964tY/HcXvFNdeFZDvHvmK1y/cyWfuwRErYeQzizYfzN3hV8wd4IwWOqzcG+nK809b/3B9FcPbfhoDfA4YS8It3Kt70B5M5fcp8j3/fOXONyDYtAb94LVdyc00C3q6qP7Jc7nJdbLag7isSmSsZElIYRORevF+Ij+O1S34IeFhVn5HTJ8h8AW80z2d1xPxCsfvjHur0838PaALWAW8BDqnqZ0fcP2quRLNcycuVyM+Y5UpetkzNlQyJakraAdyvqp/1f2F04g3/G3mY9QW8ia4Wi8hdInLNWffHnYiU451v8AlV/S/gn4E5InLfiIeNmiuRLFdycyVw52u5kpgtE3Mly0UXhtE6eVR1s6puEm9o1jN4Q8n+3O+EyfUfcwRvSOMavHa4uI4XHyNXE95JVh/wb6rHO0HnHjndKWq5LJflSsD5G0HNFtRcLl1UYRCR7JHVcZQN3AH8h6rOB/4LuBFvlAXizQJ6D/AZVV2qqq9cTJazck2K5YplktNDy74E3C0iearai3fKfyNe8bJclstyxTlXkLMFNZdrF1wYROQPgadF5NP+BsLvOzj1nKra5x+God4JJqV4p/SDN6/QAvWnbYgXERHgkIj8jX/T2f+PL+INo/wLP9duvKGUsVE8arksl+VK/2xBzRUEE5q+16+oM4B/xZtM6y/xxjP/joisA3rVH8ImIjU6Yi0AEVkFVHH67MREnVE6jHea/kdF5Kuq2igiET0990we3jDKJ0RkLd4w2hL809b9w0PLZbksV/pnC2ou58Z9xOBvsCjefDv/oqp3qerzeBu2Xb2TvIZFZJaI/Bh4SETKRGSeiDyJd1j2RfWmR4gbGTE3vV+4pgL/gDfV7rf8u4b8XD8BPq3e5G2fAW4CvuLnWm+5LJflSt9sQc0VROcdrupvzIeBbOAJVf31iNv/BO8wazPeKmaP4h1qvUlVP+M/bgpwp8Z5vvazcv1MVZ/2b78ZeI+qflhEmoD3Advx5ix5k6r+z3jmsFyWy3IFO1tQcwXZOZuS/Kr6z3iLvfwC+KR4i1A8oqp9IrIDb9bOyXjz4HxaVe8Dfub/fZZ6C4rEuyicnetTfnvh1/yHvOT/+yze/P//oKoPAT/3/z4h6+ZaLsuVibmCnC2ouYLufH0MhcAy4K2qelxEWvHm+7gX+LaqPuk/bkBEDgGt4p0iPgQMa+LmZx8t1x14/R0HgX8Vb0W1YWAX3nkViDfb4XAC32jLZbkyMVeQswU1V6Cds49BvbP59nN6LO+LeLMsXiEiM2KPE28ukfvxprwYUNUhTeBJHmPkWg/cgrd27yvAf6rqTcD78Y50siyX5bJcmZUtqLmCbjyjkh4FbhWRCvV67TfjLSNZ4Vffv8M7iviJ+uusJsnZubYCi4F+VX0ATp2avta/3XJZLsuVmdmCmiuwxjMq6QW8GRU/AKCqG4BVQL56w7qew5sFMplFYbRcr+HNfx6BM0ZRJZvlslyZmCvI2YKaK7DOWxjUW1jiMeA2EXmXeOsc9+Gf/q2qP1fVQwlNObFcJ/37nZyebrksVybmCnK2oOYKsnHPrioit+GtDHYV8BVV/Uoig42X5ZoYyzUxlmvigpotqLmCaELTbotINhANWoW1XBNjuSbGck1cULMFNVfQJGyhHmOMMakpaWs+G2OMSQ1WGIwxxpzBCoMxxpgzWGEwxhhzBisMxhhjzmCFwRhjzBmsMBhjjDmDFQZjjDFn+P9iD+pYQBk/yQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, @@ -4801,7 +4820,44 @@ } ], "source": [ - "single_diode_out['v_oc'].plot()" + "# Here we use a photoconductive shunt analogous to the DeSoto and CEC models\n", + "kwargs_alt = {'Rs': cecmodule['R_s'],\n", + " 'Gsh': pvsystem.Gsh_photoconductive,\n", + " 'Gsh_ref': 1. / cecmodule['R_sh_ref'],\n", + " 'nNsVth': pvsystem.nNsVth_campanelli,\n", + " 'nNsVth_ref': cecmodule['a_ref'],\n", + " 'I0': pvsystem.I0_campanelli,\n", + " 'I0_ref': cecmodule['I_o_ref'],\n", + " 'Eg_ref_star': cecmodule['N_s'] * 1.121,\n", + " 'dEgdT_ref_star': T_ref_K * -0.0002677,\n", + " 'IL': pvsystem.IL_campanelli,\n", + " 'Isc_ref': cecmodule['I_sc_ref']}\n", + "\n", + "photocurrent_alt, saturation_current_alt, resistance_series_alt, resistance_shunt_alt, \\\n", + " nNsVth_alt = pvsystem.calc_params_campanelli(F, H, **kwargs_alt)\n", + "\n", + "power_alt = effective_irradiance.copy() # Gets the timestamps\n", + "power_alt[:] = pvsystem.singlediode(photocurrent_alt, saturation_current_alt,\n", + " resistance_series_alt, resistance_shunt_alt,\n", + " nNsVth_alt)['p_mp']\n", + "power_alt.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Single diode model" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "single_diode_out = pvsystem.singlediode(photocurrent, saturation_current,\n", + " resistance_series, resistance_shunt, nNsVth)" ] }, { @@ -4810,26 +4866,35 @@ "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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FLMvYdqAekgRclRkpOg6Ry1k8IwIqpQLbD9bByq3wiOyCRZqI7KK8vgc1LX3I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\n1+fhw4ehUCiQmJgIjUaDmpoa7NixAyt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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "AttributeError", + "evalue": "'numpy.ndarray' object has no attribute 'plot'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msingle_diode_out\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'i_sc'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m: 'numpy.ndarray' object has no attribute 'plot'" + ] } ], + "source": [ + "single_diode_out['i_sc'].plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "single_diode_out['v_oc'].plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "single_diode_out['p_mp'].plot()" ] @@ -4837,9 +4902,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -4860,7 +4923,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 96ac7d3d90..57ff35db41 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1172,6 +1172,89 @@ def calcparams_desoto(effective_irradiance, temp_cell, return IL, I0, Rs, Rsh, nNsVth +def calc_params_campanelli(F, H, **kwargs): + """ + Calculate the 5 coefficients of the SDM using Campanelli et al. model. + + References + ---------- + [1] M. B. Campanelli and B. H. Hamadani, "Calibration of a single‐diode + performance model without a short‐circuit temperature coefficient", + Energy Science and Engineering, (2018), https://doi.org/10.1002/ese3.190. + + [2] M. B. Campanelli and C. R. Osterwald, "Effective Irradiance Ratios to + Improve I–V Curve Measurements and Diode Modeling Over a Range of + Temperature and Spectral and Total Irradiance", IEEE Journal of + Photovoltaics, 6:1 (2015) 48-55, + https://doi.org/10.1109/JPHOTOV.2015.2489866. + """ + + # Unfortunately, order matters here because some computations rely on + # previous ones + # A computational graph framework might make this more elegant and handle + # more complicated cases, including parallel/distributed computations + kwargs['Rs'] = get_arg(kwargs['Rs'], F, H, **kwargs) + kwargs['Gsh'] = get_arg(kwargs['Gsh'], F, H, **kwargs) + kwargs['nNsVth'] = get_arg(kwargs['nNsVth'], F, H, **kwargs) + kwargs['I0'] = get_arg(kwargs['I0'], F, H, **kwargs) + kwargs['IL'] = get_arg(kwargs['IL'], F, H, **kwargs) + + return kwargs['IL'], kwargs['I0'], kwargs['Rs'], 1. / kwargs['Gsh'], \ + kwargs['nNsVth'] + + +def get_arg(arg, F, H, **kwargs): + """ + Computes a function argument as a numpy array, when needed. + """ + + if hasattr(arg, '__call__'): + # Call arg to compute it as a numpy array + return arg(F, H, **kwargs) + else: + # Return arg as is + return arg + + +def I0_campanelli(F, H, **kwargs): + """ + Returns the reverse saturation current from Campanelli et al. + """ + + return kwargs['I0_ref'] * H**3. * \ + np.exp(kwargs['Eg_ref_star'] / kwargs['nNsVth_ref'] * + (1. - 1. / H) * (1. - kwargs['dEgdT_ref_star'])) + + +def IL_campanelli(F, H, **kwargs): + """ + Returns the photocurrent from Campanelli et al. + """ + + return F * kwargs['Isc_ref'] + \ + kwargs['I0'] * np.expm1(F * kwargs['Isc_ref'] * + kwargs['Rs'] / kwargs['nNsVth']) + \ + kwargs['Gsh'] * F * kwargs['Isc_ref'] * kwargs['Rs'] + + +def nNsVth_campanelli(F, H, **kwargs): + """ + Returns a the modified thermal voltage from Campanelli et al. + + Same as DeSoto et al. + """ + + return kwargs['nNsVth_ref'] * H + + +def Gsh_photoconductive(F, H, **kwargs): + """ + Returns a photoconductive shunt conductance, analogous to DeSoto et al. + """ + + return kwargs['Gsh_ref'] * F + + def retrieve_sam(name=None, path=None): ''' Retrieve latest module and inverter info from a local file or the From e81b46d9811ad4f74e3a715a2257547868c0b489 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Sun, 24 Jun 2018 06:33:20 -0600 Subject: [PATCH 02/11] Prototype new PVSystem architecture --- .gitignore | 1 - docs/tutorials/pvsystem.ipynb | 69 ++++++++--------- pvlib/pvsystem.py | 141 +++++++++++++++++++++++++++------- 3 files changed, 146 insertions(+), 65 deletions(-) diff --git a/.gitignore b/.gitignore index 31d5de8317..81b2036b5b 100644 --- a/.gitignore +++ b/.gitignore @@ -63,7 +63,6 @@ coverage.xml *.sublime-project *.sublime-workspace - # Rope .ropeproject diff --git a/docs/tutorials/pvsystem.ipynb b/docs/tutorials/pvsystem.ipynb index 2e3fdb0892..db32b0f339 100644 --- a/docs/tutorials/pvsystem.ipynb +++ b/docs/tutorials/pvsystem.ipynb @@ -243,7 +243,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -360,7 +360,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -4259,7 +4259,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 22, @@ -4492,7 +4492,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 29, @@ -4717,16 +4717,16 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 36, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, @@ -4760,19 +4760,19 @@ "# Use CEC here for example, model calibrations are available via pv-fit.com\n", "kwargs = {'Rs': cecmodule['R_s'],\n", " 'Gsh': 1. / cecmodule['R_sh_ref'],\n", - " 'nNsVth': pvsystem.nNsVth_campanelli,\n", + " 'nNsVth': pvsystem.get_nNsVth_campanelli,\n", " 'nNsVth_ref': cecmodule['a_ref'],\n", - " 'I0': pvsystem.I0_campanelli,\n", + " 'I0': pvsystem.get_I0_campanelli,\n", " 'I0_ref': cecmodule['I_o_ref'],\n", " 'Eg_ref_star': cecmodule['N_s'] * 1.121,\n", " 'dEgdT_ref_star': T_ref_K * -0.0002677,\n", - " 'IL': pvsystem.IL_campanelli,\n", + " 'IL': pvsystem.get_IL_campanelli,\n", " 'Isc_ref': cecmodule['I_sc_ref']}\n", "\n", "photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth = \\\n", - " pvsystem.calc_params_campanelli(F, H, **kwargs)\n", + " pvsystem.calcparams_campanelli(F, H, **kwargs)\n", "\n", - "power = effective_irradiance.copy() # Gets the timestamps\n", + "power = 0.*effective_irradiance.copy() # Gets the timestamps\n", "power[:] = pvsystem.singlediode(photocurrent, saturation_current, resistance_series,\n", " resistance_shunt, nNsVth)['p_mp']\n", "power.plot()" @@ -4782,12 +4782,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Changing the auxiliary equation for Gsh" + "#### Swapping in a custom auxiliary equation for Gsh" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -4801,10 +4801,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 37, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, @@ -4821,20 +4821,29 @@ ], "source": [ "# Here we use a photoconductive shunt analogous to the DeSoto and CEC models\n", + "\n", + "def get_Gsh_photoconductive(F, H, **kwargs):\n", + " \"\"\"\n", + " Returns a photoconductive shunt conductance, analogous to DeSoto et al.\n", + " \"\"\"\n", + "\n", + " return kwargs['Gsh_ref'] * F\n", + "\n", + "\n", "kwargs_alt = {'Rs': cecmodule['R_s'],\n", - " 'Gsh': pvsystem.Gsh_photoconductive,\n", + " 'Gsh': get_Gsh_photoconductive,\n", " 'Gsh_ref': 1. / cecmodule['R_sh_ref'],\n", - " 'nNsVth': pvsystem.nNsVth_campanelli,\n", + " 'nNsVth': pvsystem.get_nNsVth_campanelli,\n", " 'nNsVth_ref': cecmodule['a_ref'],\n", - " 'I0': pvsystem.I0_campanelli,\n", + " 'I0': pvsystem.get_I0_campanelli,\n", " 'I0_ref': cecmodule['I_o_ref'],\n", " 'Eg_ref_star': cecmodule['N_s'] * 1.121,\n", " 'dEgdT_ref_star': T_ref_K * -0.0002677,\n", - " 'IL': pvsystem.IL_campanelli,\n", + " 'IL': pvsystem.get_IL_campanelli,\n", " 'Isc_ref': cecmodule['I_sc_ref']}\n", "\n", "photocurrent_alt, saturation_current_alt, resistance_series_alt, resistance_shunt_alt, \\\n", - " nNsVth_alt = pvsystem.calc_params_campanelli(F, H, **kwargs_alt)\n", + " nNsVth_alt = pvsystem.calcparams_campanelli(F, H, **kwargs_alt)\n", "\n", "power_alt = effective_irradiance.copy() # Gets the timestamps\n", "power_alt[:] = pvsystem.singlediode(photocurrent_alt, saturation_current_alt,\n", @@ -4852,7 +4861,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -4862,21 +4871,9 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "'numpy.ndarray' object has no attribute 'plot'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msingle_diode_out\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'i_sc'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m: 'numpy.ndarray' object has no attribute 'plot'" - ] - } - ], + "outputs": [], "source": [ "single_diode_out['i_sc'].plot()" ] diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 57ff35db41..16f7032600 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -101,6 +101,10 @@ class PVSystem(object): name : None or string, default None + model_dc : string that is one of 'campanelli', 'desoto', pvsyst', + 'pvwatts', or 'sapm', or a custom user function, default 'pvwatts'. + If a function is provided, then it must meet the required API. + **kwargs Arbitrary keyword arguments. Included for compatibility, but not used. @@ -119,10 +123,11 @@ def __init__(self, modules_per_string=1, strings_per_inverter=1, inverter=None, inverter_parameters=None, racking_model='open_rack_cell_glassback', - name=None, + name=None, model_dc='pvwatts', **kwargs): self.name = name + self.model_dc = model_dc self.surface_tilt = surface_tilt self.surface_azimuth = surface_azimuth @@ -153,11 +158,53 @@ def __init__(self, self.racking_model = racking_model def __repr__(self): - attrs = ['name', 'surface_tilt', 'surface_azimuth', 'module', - 'inverter', 'albedo', 'racking_model'] + attrs = ['name', 'model_dc', 'surface_tilt', 'surface_azimuth', + 'module', 'inverter', 'albedo', 'racking_model'] return ('PVSystem: \n ' + '\n '.join( ('{}: {}'.format(attr, getattr(self, attr)) for attr in attrs))) + def calc_model_dc(self, irr, temp): + """ + Calculate the DC model + + Use the model specified in model_dc, which may be a user-defined + function. + + TODO Details + """ + + if self.model_dc == 'campanelli': + return sdm(get_coeffs_campanelli(irr, temp, + **self.module_parameters), + modules_per_string=self.modules_per_string, + strings_per_inverter=self.strings_per_inverter) + elif self.model_dc == 'desoto': + return sdm(get_coeffs_desoto(irr, temp, + **self.module_parameters), + modules_per_string=self.modules_per_string, + strings_per_inverter=self.strings_per_inverter) + elif self.model_dc == 'pvsyst': + return sdm(get_coeffs_pvsyst(irr, temp, + **self.module_parameters), + modules_per_string=self.modules_per_string, + strings_per_inverter=self.strings_per_inverter) + elif self.model_dc == 'pvwatts': + # TODO Need to update pvwatts_dc for common input/output API + return pvwatts_dc(irr, temp, **self.module_parameters, + modules_per_string=self.modules_per_string, + strings_per_inverter=self.strings_per_inverter) + elif self.model_dc == 'sapm': + # TODO Need to update sapm for common input/output API + return sapm(irr, temp, **self.module_parameters, + modules_per_string=self.modules_per_string, + strings_per_inverter=self.strings_per_inverter) + else: + # Assume custom case is given a callable (e.g., a custom function) + return self.model_dc( + irr, temp, **self.module_parameters, + modules_per_string=self.modules_per_string, + strings_per_inverter=self.strings_per_inverter) + def get_aoi(self, solar_zenith, solar_azimuth): """Get the angle of incidence on the system. @@ -279,6 +326,7 @@ def physicaliam(self, aoi): return physicaliam(aoi, **kwargs) + # TODO Mark as deprecated def calcparams_desoto(self, effective_irradiance, temp_cell, **kwargs): """ Use the :py:func:`calcparams_desoto` function, the input @@ -293,9 +341,6 @@ def calcparams_desoto(self, effective_irradiance, temp_cell, **kwargs): temp_cell : float or Series The average cell temperature of cells within a module in C. - **kwargs - See pvsystem.calcparams_desoto for details - Returns ------- See pvsystem.calcparams_desoto for details @@ -307,6 +352,7 @@ def calcparams_desoto(self, effective_irradiance, temp_cell, **kwargs): return calcparams_desoto(effective_irradiance, temp_cell, **kwargs) + # TODO Mark as deprecated def sapm(self, effective_irradiance, temp_cell, **kwargs): """ Use the :py:func:`sapm` function, the input parameters, @@ -510,6 +556,7 @@ def _infer_cell_type(self): return cell_type + # TODO Mark as deprecated def singlediode(self, photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth, ivcurve_pnts=None): @@ -582,6 +629,7 @@ def scale_voltage_current_power(self, data): voltage=self.modules_per_string, current=self.strings_per_inverter) + # TODO Mark as deprecated def pvwatts_dc(self, g_poa_effective, temp_cell): """ Calcuates DC power according to the PVWatts model using @@ -597,6 +645,7 @@ def pvwatts_dc(self, g_poa_effective, temp_cell): self.module_parameters['gamma_pdc'], **kwargs) + # TODO Probably can be marked as deprecated def pvwatts_losses(self, **kwargs): """ Calculates DC power losses according the PVwatts model using @@ -945,6 +994,21 @@ def physicaliam(aoi, n=1.526, K=4., L=0.002): return iam +def get_coeffs_desoto(effective_irradiance, temp_cell, **kwargs): + """TODO""" + + # During deprecation period, probably should make calcparams_desoto call + # this new function instead. + return calcparams_desoto(effective_irradiance, temp_cell, + kwargs['alpha_sc'], kwargs['a_ref'], + kwargs['I_L_ref'], kwargs['I_o_ref'], + kwargs['R_sh_ref'], kwargs['R_s'], + EgRef=kwargs['EgRef'], dEgdT=kwargs['dEgdT'], + irrad_ref=kwargs['irrad_ref'], + temp_ref=kwargs['temp_ref']) + + +# TODO Add Deprecation Warning def calcparams_desoto(effective_irradiance, temp_cell, alpha_sc, a_ref, I_L_ref, I_o_ref, R_sh_ref, R_s, EgRef=1.121, dEgdT=-0.0002677, @@ -1018,7 +1082,7 @@ def calcparams_desoto(effective_irradiance, temp_cell, Diode saturation curent in amperes at irradiance S and cell temperature Tcell. - resistance_series : float + resistance_series : numeric Series resistance in ohms at irradiance S and cell temperature Tcell. @@ -1172,7 +1236,14 @@ def calcparams_desoto(effective_irradiance, temp_cell, return IL, I0, Rs, Rsh, nNsVth -def calc_params_campanelli(F, H, **kwargs): +def get_coeffs_pvsyst(effective_irradiance, temp_cell, **kwargs): + """TODO""" + + # WIP see #486 + return None + + +def get_coeffs_campanelli(F, H, **kwargs): """ Calculate the 5 coefficients of the SDM using Campanelli et al. model. @@ -1187,36 +1258,41 @@ def calc_params_campanelli(F, H, **kwargs): Temperature and Spectral and Total Irradiance", IEEE Journal of Photovoltaics, 6:1 (2015) 48-55, https://doi.org/10.1109/JPHOTOV.2015.2489866. + + See Also + -------- + calcparams_desoto + singlediode + singlediode_campanelli """ - # Unfortunately, order matters here because some computations rely on - # previous ones + # Order matters here because some computations rely on previous ones # A computational graph framework might make this more elegant and handle # more complicated cases, including parallel/distributed computations - kwargs['Rs'] = get_arg(kwargs['Rs'], F, H, **kwargs) - kwargs['Gsh'] = get_arg(kwargs['Gsh'], F, H, **kwargs) - kwargs['nNsVth'] = get_arg(kwargs['nNsVth'], F, H, **kwargs) - kwargs['I0'] = get_arg(kwargs['I0'], F, H, **kwargs) - kwargs['IL'] = get_arg(kwargs['IL'], F, H, **kwargs) + kwargs['Rs'] = get_numpy_arg(kwargs['Rs'], F, H, **kwargs) + kwargs['Gsh'] = get_numpy_arg(kwargs['Gsh'], F, H, **kwargs) + kwargs['nNsVth'] = get_numpy_arg(kwargs['nNsVth'], F, H, **kwargs) + kwargs['I0'] = get_numpy_arg(kwargs['I0'], F, H, **kwargs) + kwargs['IL'] = get_numpy_arg(kwargs['IL'], F, H, **kwargs) return kwargs['IL'], kwargs['I0'], kwargs['Rs'], 1. / kwargs['Gsh'], \ kwargs['nNsVth'] -def get_arg(arg, F, H, **kwargs): +def get_numpy_arg(arg, *args, **kwargs): """ Computes a function argument as a numpy array, when needed. """ if hasattr(arg, '__call__'): # Call arg to compute it as a numpy array - return arg(F, H, **kwargs) + return arg(*args, **kwargs) else: # Return arg as is return arg -def I0_campanelli(F, H, **kwargs): +def get_I0_campanelli(F, H, **kwargs): """ Returns the reverse saturation current from Campanelli et al. """ @@ -1226,7 +1302,7 @@ def I0_campanelli(F, H, **kwargs): (1. - 1. / H) * (1. - kwargs['dEgdT_ref_star'])) -def IL_campanelli(F, H, **kwargs): +def get_IL_campanelli(F, H, **kwargs): """ Returns the photocurrent from Campanelli et al. """ @@ -1237,7 +1313,7 @@ def IL_campanelli(F, H, **kwargs): kwargs['Gsh'] * F * kwargs['Isc_ref'] * kwargs['Rs'] -def nNsVth_campanelli(F, H, **kwargs): +def get_nNsVth_campanelli(F, H, **kwargs): """ Returns a the modified thermal voltage from Campanelli et al. @@ -1247,14 +1323,6 @@ def nNsVth_campanelli(F, H, **kwargs): return kwargs['nNsVth_ref'] * H -def Gsh_photoconductive(F, H, **kwargs): - """ - Returns a photoconductive shunt conductance, analogous to DeSoto et al. - """ - - return kwargs['Gsh_ref'] * F - - def retrieve_sam(name=None, path=None): ''' Retrieve latest module and inverter info from a local file or the @@ -1395,6 +1463,7 @@ def _parse_raw_sam_df(csvdata): return df +# TODO Need align input/output API for usage with model_dc def sapm(effective_irradiance, temp_cell, module): ''' The Sandia PV Array Performance Model (SAPM) generates 5 points on a @@ -1776,6 +1845,21 @@ def sapm_effective_irradiance(poa_direct, poa_diffuse, airmass_absolute, aoi, return Ee +# TODO Address #418 and #83 here? +def sdm(photocurrent, saturation_current, resistance_series, resistance_shunt, + nNsVth, ivcurve_pnts=None, modules_per_string=1, + strings_per_inverter=1): + """TODO""" + + # During deprecation period, probably should make calcparams_desoto call + # this new function instead. + return scale_voltage_current_power(singlediode( + photocurrent, saturation_current, resistance_series, + resistance_shunt, nNsVth, ivcurve_pnts=ivcurve_pnts), + voltage=modules_per_string, current=strings_per_inverter).fillna(0) + + +# TODO Mark as deprecated def singlediode(photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth, ivcurve_pnts=None): r''' @@ -2556,6 +2640,7 @@ def scale_voltage_current_power(data, voltage=1, current=1): return data +# TODO Need align input/output API for usage with model_dc def pvwatts_dc(g_poa_effective, temp_cell, pdc0, gamma_pdc, temp_ref=25.): r""" Implements NREL's PVWatts DC power model [1]_: From b30141d6b72aa1fd285c29c1be0801588539bfec Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Sun, 24 Jun 2018 06:35:26 -0600 Subject: [PATCH 03/11] Remove unused kwargs --- pvlib/pvsystem.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 16f7032600..249f8328b9 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -327,7 +327,7 @@ def physicaliam(self, aoi): return physicaliam(aoi, **kwargs) # TODO Mark as deprecated - def calcparams_desoto(self, effective_irradiance, temp_cell, **kwargs): + def calcparams_desoto(self, effective_irradiance, temp_cell): """ Use the :py:func:`calcparams_desoto` function, the input parameters and ``self.module_parameters`` to calculate the From b1494f19285308fe3e5960f6caa9cb8305755daa Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Sat, 30 Jun 2018 05:03:15 -0600 Subject: [PATCH 04/11] Initial attempt at ModelChain integration --- docs/sphinx/source/modelchain.ipynb | 385 +++++++++++++++++++++------- docs/tutorials/pvsystem.ipynb | 141 ++++++---- pvlib/modelchain.py | 43 ++++ pvlib/pvsystem.py | 158 +++--------- 4 files changed, 466 insertions(+), 261 deletions(-) diff --git a/docs/sphinx/source/modelchain.ipynb b/docs/sphinx/source/modelchain.ipynb index b3e991679a..fa1620547f 100644 --- a/docs/sphinx/source/modelchain.ipynb +++ b/docs/sphinx/source/modelchain.ipynb @@ -35,10 +35,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 1, + "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", @@ -68,10 +66,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "location = Location(latitude=32.2, longitude=-110.9)\n", @@ -90,11 +86,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ModelChain: \n", + " name: None\n", + " orientation_strategy: None\n", + " clearsky_model: ineichen\n", + " transposition_model: haydavies\n", + " solar_position_method: nrel_numpy\n", + " airmass_model: kastenyoung1989\n", + " dc_model: sapm\n", + " ac_model: snlinverter\n", + " aoi_model: sapm_aoi_loss\n", + " spectral_model: sapm_spectral_loss\n", + " temp_model: sapm_temp\n", + " losses_model: no_extra_losses\n" + ] + } + ], "source": [ "print(mc)" ] @@ -108,10 +122,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 4, + "metadata": {}, "outputs": [], "source": [ "weather = pd.DataFrame([[1050, 1000, 100, 30, 5]], \n", @@ -130,33 +142,109 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2017-04-01 12:00:00-07:00 15.929176\n", + "Name: aoi, dtype: float64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mc.aoi" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2017-04-01 12:00:00-07:005.4859584.86031752.31904740.585752197.2596285.3630793.401315
\n", + "
" + ], + "text/plain": [ + " i_sc i_mp v_oc v_mp \\\n", + "2017-04-01 12:00:00-07:00 5.485958 4.860317 52.319047 40.585752 \n", + "\n", + " p_mp i_x i_xx \n", + "2017-04-01 12:00:00-07:00 197.259628 5.363079 3.401315 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mc.dc" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2017-04-01 12:00:00-07:00 189.915445\n", + "dtype: float64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mc.ac" ] @@ -201,9 +289,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "location = Location(32.2, -110.9)\n", @@ -222,9 +308,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "ModelChain(poorly_specified_system, location)" @@ -240,9 +324,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "mc = ModelChain(poorly_specified_system, location, \n", @@ -263,9 +345,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "mc.run_model(times=weather.index, weather=weather)" @@ -290,9 +370,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "sapm_system = PVSystem(module_parameters=sandia_module, inverter_parameters=cec_inverter)\n", @@ -303,9 +381,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "mc.run_model(times=weather.index, weather=weather)\n", @@ -322,9 +398,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "pvwatts_system = PVSystem(module_parameters={'pdc0': 240, 'gamma_pdc': -0.004})\n", @@ -336,9 +410,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "mc.run_model(times=weather.index, weather=weather)\n", @@ -355,9 +427,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "sapm_system = PVSystem(module_parameters=sandia_module, inverter_parameters=cec_inverter)\n", @@ -368,9 +438,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "mc.run_model(times=weather.index, weather=weather)\n", @@ -431,9 +499,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "np.source(mc.run_model)" @@ -462,9 +528,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "np.source(mc.pvwatts_dc)" @@ -480,9 +544,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# make the objects\n", @@ -510,9 +572,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "np.source(mc.sapm)" @@ -521,9 +581,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# make the objects\n", @@ -554,9 +612,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "pvwatts_system = PVSystem(module_parameters={'pdc0': 240, 'gamma_pdc': -0.004})\n", @@ -591,9 +647,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "np.source(mc.infer_dc_model)" @@ -602,9 +656,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "np.source(mc.infer_ac_model)" @@ -622,9 +674,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def pvusa(poa_global, wind_speed, temp_air, a, b, c, d):\n", @@ -662,9 +712,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "module_parameters = {'a': 0.2, 'b': 0.00001, 'c': 0.001, 'd': -0.00005}\n", @@ -685,9 +733,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "mc.dc_model.func" @@ -703,14 +749,155 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "mc.run_model(times=weather.index, weather=weather)\n", "mc.dc" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Campanelli et al. Model\n", + "\n", + "The model of Campanelli et al. is available in the `pvsystem` module as a collection of lower-level functions that can be used in multiple ways with the `ModelChain` API." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use module parameters fit from data at pv-fit.com to define a PVSystem" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import pvlib.pvsystem as pvsystem\n", + "\n", + "# dict defined from JSON response subset from a pv-fit.com model calibration for a 72-cell, 275 W module at SRC\n", + "fit_params = {'n_mod_V_0': 1.8760873861375469, 'i_sc_A_0': 8.300642232880616,\n", + " 'alpha_bg_mod_0': -0.0794653116276011, 'i_rs_A_0': 3.1370554096867056e-10,\n", + " 'g_p_Mho_0': 0.0026062186459665454, 'bg_mod_eV_0': 80.76475208957835,\n", + " 'r_s_Ohm_0': 0.5297525695641349}\n", + "\n", + "# Translate results into module_parameters expected by pvlib-python (TODO Rename to avoid this)\n", + "module_params_campanelli = {'Rs': fit_params['r_s_Ohm_0'],\n", + " 'Gsh': fit_params['g_p_Mho_0'],\n", + " 'nNsVth': pvsystem.get_nNsVth_campanelli,\n", + " 'nNsVth_ref': fit_params['n_mod_V_0'],\n", + " 'I0': pvsystem.get_I0_campanelli,\n", + " 'I0_ref': fit_params['i_rs_A_0'],\n", + " 'Eg_ref_star': fit_params['bg_mod_eV_0'],\n", + " 'dEgdT_ref_star': fit_params['alpha_bg_mod_0'],\n", + " 'IL': pvsystem.get_IL_campanelli,\n", + " 'Isc_ref': fit_params['i_sc_A_0']}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model wrapper for use with matched reference device effective irradiance and cell temperature" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# TODO Breifly explain how this model is calibrated with F and H and best used with matched ref devices\n", + "\n", + "# Define the PVSystem and ModelChain\n", + "system_campanelli = PVSystem(surface_tilt=20, surface_azimuth=200,\n", + " module_parameters=module_params_campanelli,\n", + " inverter_parameters=cec_inverter)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model wrapper for use with SAPM effective irradiance and cell temperature" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ModelChain: \n", + " name: Campanelli\n", + " orientation_strategy: None\n", + " clearsky_model: ineichen\n", + " transposition_model: haydavies\n", + " solar_position_method: nrel_numpy\n", + " airmass_model: kastenyoung1989\n", + " dc_model: functools.partial(, ModelChain: \n", + " name: Campanelli\n", + " orientation_strategy: None\n", + " clearsky_model: ineichen\n", + " transposition_model: haydavies\n", + " solar_position_method: nrel_numpy\n", + " airmass_model: kastenyoung1989\n", + " dc_model: ...\n", + " ac_model: snlinverter\n", + " aoi_model: sapm_aoi_loss\n", + " spectral_model: sapm_spectral_loss\n", + " temp_model: sapm_temp\n", + " losses_model: no_extra_losses)\n", + " ac_model: snlinverter\n", + " aoi_model: sapm_aoi_loss\n", + " spectral_model: sapm_spectral_loss\n", + " temp_model: sapm_temp\n", + " losses_model: no_extra_losses\n" + ] + }, + { + "ename": "AttributeError", + "evalue": "'ModelChain' object has no attribute 'model_run'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mmc_campanelli\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mModelChain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msystem_campanelli_sapm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlocation\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdc_model\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msdm_campanelli_sapm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Campanelli\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmc_campanelli\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0mmc_campanelli\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel_run\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mweather\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweather\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mweather\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m: 'ModelChain' object has no attribute 'model_run'" + ] + } + ], + "source": [ + "from pvlib.modelchain import sdm_campanelli_sapm\n", + "\n", + "# To use SAPM, we need to include a short-circuit temperature coefficient and reference temp\n", + "# In practice, try to match your module as best you can to one from the SAPM database\n", + "module_params_campanelli_sapm = {**module_params_campanelli, **sandia_module.to_dict()}\n", + "module_params_campanelli_sapm['temp_ref'] = 25. # degC\n", + " \n", + "# Define the PVSystem and ModelChain\n", + "system_campanelli_sapm = PVSystem(surface_tilt=20, surface_azimuth=200,\n", + " module_parameters=module_params_campanelli_sapm,\n", + " inverter_parameters=cec_inverter)\n", + "mc_campanelli = ModelChain(system_campanelli_sapm, location, dc_model=sdm_campanelli_sapm, name=\"Campanelli\")\n", + "print(mc_campanelli)\n", + "mc_campanelli.model_run(times=weather.index, weather=weather)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -730,7 +917,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/docs/tutorials/pvsystem.ipynb b/docs/tutorials/pvsystem.ipynb index db32b0f339..52ccbe9176 100644 --- a/docs/tutorials/pvsystem.ipynb +++ b/docs/tutorials/pvsystem.ipynb @@ -20,6 +20,7 @@ "2. [Sandia Array Performance Model](#SAPM)\n", " 1. [SAPM IV curves](#SAPM-IV-curves)\n", "2. [DeSoto Model](#desoto)\n", + "2. [Campanelli et al. Model](#Campanelli-et-al.-Model)\n", "2. [Single Diode Model](#Single-diode-model)\n", "\n", "This tutorial has been tested against the following package versions:\n", @@ -243,7 +244,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -360,7 +361,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -4259,7 +4260,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 22, @@ -4287,7 +4288,7 @@ " total_irrad['poa_direct'], total_irrad['poa_diffuse'],\n", " am_abs, aoi, module)\n", "\n", - "sapm_1 = pvlib.pvsystem.sapm(effective_irradiance, temps['temp_cell'], module)\n", + "sapm_1 = pvlib.pvsystem.sapm(effective_irradiance, temps['temp_cell'], **module)\n", "\n", "sapm_1.plot()" ] @@ -4394,7 +4395,7 @@ "source": [ "temps = pvsystem.sapm_celltemp(total_irrad['poa_global'], 10, 5)\n", "\n", - "sapm_2 = pvlib.pvsystem.sapm(effective_irradiance, temps['temp_cell'], module)\n", + "sapm_2 = pvlib.pvsystem.sapm(effective_irradiance, temps['temp_cell'], **module)\n", "\n", "plot_sapm(sapm_2, effective_irradiance)" ] @@ -4492,7 +4493,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 29, @@ -4553,14 +4554,18 @@ "outputs": [], "source": [ "photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth = (\n", - " pvsystem.calcparams_desoto(total_irrad['poa_global'],\n", + " pvsystem.get_coeffs_desoto(total_irrad['poa_global'],\n", " temp_cell=temps['temp_cell'],\n", " alpha_sc=cecmodule['alpha_sc'],\n", " a_ref=cecmodule['a_ref'],\n", " I_L_ref=cecmodule['I_L_ref'],\n", " I_o_ref=cecmodule['I_o_ref'],\n", " R_sh_ref=cecmodule['R_sh_ref'],\n", - " R_s=cecmodule['R_s']) )" + " R_s=cecmodule['R_s'],\n", + " EgRef=1.121,\n", + " dEgdT=-0.0002677,\n", + " irrad_ref=1000,\n", + " temp_ref=25) )" ] }, { @@ -4717,16 +4722,16 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 37, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, @@ -4767,14 +4772,11 @@ " 'Eg_ref_star': cecmodule['N_s'] * 1.121,\n", " 'dEgdT_ref_star': T_ref_K * -0.0002677,\n", " 'IL': pvsystem.get_IL_campanelli,\n", - " 'Isc_ref': cecmodule['I_sc_ref']}\n", - "\n", - "photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth = \\\n", - " pvsystem.calcparams_campanelli(F, H, **kwargs)\n", + " 'Isc_ref': cecmodule['I_sc_ref'],\n", + " 'ivcurve_pnts': None}\n", "\n", "power = 0.*effective_irradiance.copy() # Gets the timestamps\n", - "power[:] = pvsystem.singlediode(photocurrent, saturation_current, resistance_series,\n", - " resistance_shunt, nNsVth)['p_mp']\n", + "power[:] = pvsystem.sdm_campanelli(F, H, **kwargs)['p_mp']\n", "power.plot()" ] }, @@ -4787,30 +4789,22 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 37, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/campy/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/pvsystem.py:1202: RuntimeWarning: divide by zero encountered in true_divide\n", - " return kwargs['IL'], kwargs['I0'], kwargs['Rs'], 1. / kwargs['Gsh'], \\\n" - ] - }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 40, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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nTHIdySRZ0I4YjLkgG3a1ArB8vjUjxcMKa07KaFYYTFp4fWcLWeEQl861k9riYfn8MkJYYchUVhhMymvv6mP/0eNITTH5k7Jdx0kLxQW5zKksYmdDJ109NitNprHCYFLe634z0gprRoqrFfPLiEZhk799TeawwmBSXqy5Y9m8aY6TpBfrZ8hcVhhMSjvRdxI92EltRSGlRTZ6Jp7KSyYzc1o+2w900H9yyHUck0RWGExK27y7jeFolOV11oyUCEvnTuXk4DA7DnS4jmKSyAqDSWmb9njt38vqrBkpEZb6zXOb97Q5TmKSyQqDSVlDw8Ns3dvO1KLci5rTx4xtbmUR+ZMibNrTams0ZBArDCZl7TncRU//IJfMnXbRs4Ca0WWFwyyZM5X2rn5boyGDWGEwKSvWvGEntSXWUn/7bt5jw1YzhRUGk7I272klkhVmYY1NmpdIS+ZMJRSCTbutnyFTWGEwKam9q4+GlhMsmFVMbo5NmpdIBXnZ1FVOYc/hYxy3s6AzghUGk5JizUhL59popGS4dN40osDWve2uo5gksMJgUlKsMFxi/QtJEetn2GT9DBnBCoNJOScHh9h+oJ2KqZOZXpznOk5GmDktn2lTJrF1bztDw8Ou45gEs8JgUo4e6mTg5DCXzLGjhWQJhUIsqS2lp3+QfY3BWy/ZxJcVBpNyNu+O9S9YYUimxbXe9t6610YnpTsrDCblbN3XTm5OFnXVxa6jZJSFs0oIh0Js22cd0OnOCoNJKW3H+jja3sOC6mIiWfbxTabJkyLMqSxib2MXJ/pOuo5jEsi+WSalbNvv/VpdXFvqOElmWlJbSjQK9fttttV0FnHxoiIyCXgOyPUz/FhV/0pEaoHvA6XABuB+VbUzaswpsWYMKwxuLKmdymPP72PrvjZWLpjuOo5JEFdHDP3ATaq6FFgG3CoiVwKfA/5JVeuADuBBR/lMAA0PR9m+v53SolxmlE52HScjzZ5RSP6kCFv3tdtsq2nMSWFQ1aiqdvtXs/3/osBNwI/921cDdzmIZwLqQNNxTvQNsmh2qc2m6kg4HGLR7FLau/ppbOtxHcckiLM+BhHJEpGNQDPwFLAH6FTVQf8hDUClq3wmeLb7/QtLrBnJqdj232qjk9KWkz4GAFUdApaJSDHwKLBwlIed91i1pGQykcjpSdTKygrjljGeLNfEjJZrZ0MXoRBcs6KaKQW5DlKl1vZKlOtW1vDNX+xg1+FjvO9ti875WNteExOUXM4KQ4yqdorIs8CVQLGIRPyjhirgyPn+vqPj9OFsWVkhLS3BOyvTck3MaLn6B4bYvq+NmumFDPQO0NKb/DEJqbS9Em3mtHy27G7lSGMn2ZHRZ7e17TUxyc51riLkpClJRMr8IwVEJA94M1APPAO803/YA8DjLvKZ4NFDHQwNR200UkAsqS1lYHCY3Q3HXEcxCeCqj6ECeEZENgOvAk+p6s+BTwGfEJHdwFTgEUf5TMBs2+eNm1882xblCYKFs7z3of6gnc+Qjpw0JanqZmD5KLfvBVYlP5EJum3728mJhJlXZdNgBMH86mLCoZB3ott1rtOYeLMzn03gdRzv50jrCebXFJMdsY9sEOTlRqidWci+xuP09g+e/w9MSrFvmQm8+gP+2c6zrX8hSBbOKmE4GkUPdbqOYuLMCoMJvB0HvR3PghrrXwiShbO8Qr3jgPUzpBsrDCbw9GAHk3MjVE8vcB3FjDCvsohIVpjtNqFe2rHCYAKtvauPls4+r7MzbNNgBEl2JIu6qik0tHTT1WNzXaYTKwwm0NRvRpIaG40URLFhq9aclF6sMJhA2+GPk7f+hWCywpCerDCYQNNDneRZ/0Jgza4oZFJOFtutMKQVKwwmsNq7+mju6GV+1RTrXwiorHAYqS6muaOXtmN9ruOYOLHCYAIrNj5erBkp0Bb655fU21FD2rDCYALLOp5Tw6l5kw7Y+gzpwgqDCSw92EFebhY15da/EGSVZfkU5GWz42CnLfeZJqwwmEDqON5PU0cvdVXFZIXtYxpk4VAIqS6m43g/LdbPkBbsG2cCSW2YakqZ7zf3qU3DnRasMJhAOt3xbP0LqSBWwHcetAn10oEVBhNIOw52MinH+hdSRWVZPvmTIqcmPDSpzQqDCZz2rj6a2nuYX239C6kiHAoxv7qYtq4+Wo/1uo5jLpJ960zgbN3TCoBUWzNSKom9X2pHDSnPCoMJnC172gA7sS3VxN4vW7gn9VlhMIGzZXcruTlZzJph/QuppHp6AXm5EeuATgNWGEygHOvu53BLN/Pt/IWUEw6HmF81hebOXtq77HyGVBZx8aIiUg18G5gBDANfU9Uvi0gp8ANgNrAfuFdVbWB0BrFhqqlNakrYtKcNPdSJzC1zHcdcIFc/yQaBP1fVhcCVwB+KyCLgIWCNqtYBa/zrJoPssPmRUprUWAd0OnBSGFS1UVU3+JePA/VAJXAnsNp/2GrgLhf5jDux+ZFmlRe6jmIuQE15AZNysqwDOsU5b8QVkdnAcmAtUK6qjeAVD2C6w2gmyY6dGKCxrYeFs6cSyXL+0TQXICscpq6qmKb2HutnSGFO+hhiRKQA+Anwp6raJSITfo6SkslEIlmnrpeVBfOXpuU6vx2HDwOwZO7UQOUayXKd34qF5WzZ28a2PW1cu7zSdZxRBWl7jRSUXM4Kg4hk4xWF76rqf/s3N4lIhao2ikgF0Hy+5+no6Dl1uayskJaW4wnJezEs1/i8urURgEvmTQtUrpigba+YoOWqKs0DYMveVhZUFTlO80ZB214xyc51riLk5HhdRELAI0C9qn5xxF0/BR7wLz8APJ7sbMYdPdRJbnYW86qs4zmVzZpRSG521qkz2E3qcXXEcDVwP7BFRDb6t30GeBj4oYg8CBwE3uUon0myrhMDHGk9weLaUutfSHGRrDDzKovYtr+DrhMDFOXnuI5kJshJYVDVF4CxVne/OZlZTDDERrEssGGqaWF+TQnb9new81AnKxfYGJJUYz/NTCDEFnix+ZHSQ6zA77CFe1KSFQYTCHqwk5zsMLNnBGNUhrk4tRVF5GTb+QypygqDca6rZ4DDrSeoq5xi/QtpIpIVZuHsEg63nOB4z4DrOGaC7FtonNt5ahoMa0ZKJ5fMnQbATjtqSDlWGIxzsXl1FlhhSCtL/MJgy32mHisMxrkdhzrIiYSZXWH9C+lkfk0xOZHwqYEFJnVYYTBOHe8Z4HDLCeZVWf9CusmOZDG3cgoN1s+QcuybaJzaecj6F9JZbBrunYeOOU5iJsIKg3Hq1PoL1XZiWzqK9RtZc1JqscJgnNKDXv9CbUXwJlszF6+2oojsSNg6oFOMFQbjTFfPAA1+/0J2xD6K6Sg7EmbuzCIaWrrp7j3pOo4ZJ/s2Gmfs/IXMEGtOsvMZUocVBuNMbB6dhVYY0prYvEkpxwqDcebU/Eh2/kJamzOziEhW+NSJjCb4rDAYJ7pO+PMjVRXb+QtpLjuSxbzKIhqarZ8hVdg30jhh6y9kFqkpIQrssn6GlGCFwTix44DX3mzzI2WG2HkqNmw1NVhhME7sONhBbnYWs2z9hYwwtzLWz2Ad0KnACoNJumPd/TS29VBXbfMjZYrsSBZzZxZxqLmbE33WzxB09q00SRdrTrBhqplFaoqJYuczpIKIqxcWkW8AdwDNqrrEv60U+AEwG9gP3KuqduyZZmx958wkNSXw4n52HOhkeV2Z6zjmHFweMXwLuPWs2x4C1qhqHbDGv27SzPYDHUzKyWLWjALXUUwSzfXPZ6g/YL/1gs5ZYVDV54D2s26+E1jtX14N3JXUUCbhmjt7ae7oZeGsErLC1pKZSXKys5DqKTS0dNPZ3e86jjmHoH0zy1W1EcD/d7rjPCbOtu/zfgssqS11nMS4sLh2KgDb95/9m9AEibM+hngpKZlMJJJ16npZWTCHP1ouz64jXQBce1kNZdPyx3ycba+JSZVc16yo4ofP7Gb3kePceeN8R6lSZ3u5ErTC0CQiFaraKCIVQPP5/qCjo+fU5bKyQlpajicy3wWxXJ6h4WE27myhrHgSkejwmK9t22tiUilXfiTElPwcNuxooqm5i3AoFIhcQZDsXOcqQkFrSvop8IB/+QHgcYdZTJztazxOb//gqeYEk3lCoRCLa0vp6jlJQ3O36zhmDM4Kg4h8D3jZuygNIvIg8DBwi4jsAm7xr5s0sc3vX1g82/oXMtliv38p9nkwweOsKUlV3zvGXTcnNYhJmm372gmHQiycZRPnZbLYD4Ot+9q57cpZjtOY0QStKcmkqe7ek+w90kXtzEImT8p2Hcc4VJSfQ015AbsaOukfGHIdx4zCCoNJii172xiORlk2b5rrKCYALpkzlcGhqA1bDSgrDCYpNu5qBbDCYABYVud9Dl73PxcmWKwwmIQbHBpmy942yoonMfMc5y6YzFFbUcSUghw27m5leDjqOo45ixUGk3B6sJO+gSGWzSsj5GDcugmecCjE8nnT6O49ye7Dx1zHMWexwmAS7lQzUp01I5nTlvkzrG7Y2eI4iTmbFQaTUMPDUdbvbCZ/UoS6qimu45gAWTirhNycLDbuaiUateakILHCYBJq56FOOrsHuEzKbLU2c4bsSJilc6fS3NnLgabgTVGRyeybahLqle1NAFyxaIbjJCaIrvQ/Fy9tPeo4iRnJCoNJmMGhYdZrM1MKcpBqO9vZvNGSOaUU5GWzbnsTQ8PDruMYnxUGkzCb97Rxom+QVQvKCYdtNJJ5o0hWmCsWltPVc5Jt+2xlt6CwwmAS5pnXDwNw7dIKx0lMkF25pByA5zcfcZzExFhhMAnR1NHDtn3t1FVNoarM1nY2Y5tTUUTN9AI27Gyh9Viv6zgGKwwmQdasbwDgxuWVjpOYoAuFQtxyeTXRKPxmw2HXcQxWGEwCHDsxwHMbj1BalMvKBbZstzm/VQvLKZqczXMbj9DTd9J1nIxnhcHE3S/XHmBgcJjbr5xl5y6YccmOhHnrqhp6+gd58pWDruNkPPvWmrhqbDvB0681MLVoEtdcap3OZvxuvqyKksJcnn7tEC2d1tfgkhUGEzcnB4f5xpP1DA1Hue/NdWRHslxHMikkJzuLd94wl4HBYb7xRD3DNk2GM1YYTFxEo1G+/csd7DncxRWLym3CPHNBrlxUzvK6aeihTh59bq/rOBnLCoOJi1+uO8iLW49SW1HIB29bYNNrmwsSCoX4wG0LmF6SxxMvH+C3G22UkgtWGMxF276/nR8/s4eSwlz+6O5Lycm2JiRz4Qon5/Bn9y6lIC+b//zVTrbubXMdKeMEsjCIyK0ioiKyW0Qecp3HjG1waJhvPllPOBziD35nCSWFua4jmTRQXjKZP3nnpYTDIR55sp7+gSHXkTJK4AqDiGQBXwVuAxYB7xWRRW5TmbGs1xbauvq5cXklc2faegsmfuZVTuGtq6o51j3A2vom13EySuAKA7AK2K2qe1V1APg+cKfjTGYMm/Z4q7Ndt3Sm4yQmHV3vf65etcKQVBHXAUZRCRwacb0BuCLeL6IHO/jqo1s5OXj+qX6jjHPY3FgPC4VgxNC78Q7CG/9ovfEP6xv5nGfFuiBDw1GK8nOoLMu/uCcyZhTTivOYVV7Itv0dfOyLv43Lc4ZDMBzAkbATzRUOwT3Xz+WmFVVxzxLEwjDacJYxN1dJyWQiI8bLl5UVjutFuk8OU11eyMnBcbZdjnOUzXjH4kxk0E5ovM8a34eNe2TRjSurmT69aJzPOj7jfR+TzXJNTDxy3XfrAn70m122/OdZQqEQNTOnJOS9D2JhaACqR1yvAsacj7ejo+fU5bKyQlpaxrdEYEF2mE++Z9kFRpyYieRKpnjmiuf/XyZsr3hK91x1FYV85n0r4pDIk27b60L/X85VUIJYGF4F6kSkFjgMvAe4z20kY4zJHIHrfFbVQeCPgF8B9cAPVXWb21TGGJM5gnjEgKo+CTzpOocxxmSiwB0xGGOMccsKgzHGmDNYYTDGGHMGKwzGGGPOELKTRowxxoxkRwzGGGPOYIXBGGPMGawwGGOMOYMVBmOMMWewwmCMMeYMVhiMMcacIaUKg4gEcu1IEQnkQsciEv8VPOJAREpdZxiLiExgpYzkEJGZ/r+B+r6KyAJhqTdtAAAL8klEQVQRedB1jtGISCAXqAjqPuxsKXEeg4gUAH8NLAF+BDynquo21alc/xcoBP4beEFVu9ymOmN73QrcqqoHHUcCzsi1Cvgx8GtV3e421amdyN8BXwnC52okEXkn8EPgSlVdJyJhVT3/soOJzZSP97m/D1gPvF9V21xmivGzfQ6YD3wLeFlV9zkNRXD3YWMJ1C+Q0YjI9cDTwBDwt8A1wJudhgJE5C3Ay0Af8ALwIeA2p6EAEbkReA1v5tyVASsKq/Hex88AlwDxW33lAonIPLx1xT+M98UNmjBwFPgCQACKwt14n6/jeNssKyhFwffXQBHwN8By4GG3cYK7DzuXwBcGvBXdPqKqn1TV3wL9wH5XYUY0NRwHPq+qn1bVbwEKyFmPSWau2Hs5AHQCD6lqj4gsFpHpyc4zIldsW8wA5vjv43N4K4wedZVrhOPAPwIFwGIRuRXcNimJSHjE6xcCbwMKROQP/PtdTpdfD9yjqn+lqj8DZgVhm/mvX4C3vf7e/4z9LRAWkb90mYuA7cPGI3BNSSJSh7dQTz3wA1Xt8G8vAf4FuBbvl/prwDdUtT1JuRYAf+rn+qaqdolIDhBV1ZMi8gCwQlU/now8o+Ta4ec6JiJfAEqBqXi/nk4AvwBWq2pS1jQcY3ttBDYAi4BiYAtwCPjbZP3qFJG5wHWq+s0Rt+Wr6gkR+TDwQVW9KhlZzpUr1mQkIg/jrWrYADwGXAc0q+oxR7lCqhr1i1MO8H+ALar67WTkOSvbG/YVIvI4sFFV/8p/zErg63hNqkn5IRLUfdhEBOqIQUQeAh7FW9LzBuDfRSTLv/sY3mpus/A+jNXAR5OUqxb4DrAHWAp8RUSuUNUBVT3pP+waYGcy8oyR61Lg30RkIfD3QC3wG1W9AfgaUIf3yzPZuZbivY8LgKuBX+PtSBYAnwWygN9PUq4/wGsT/zMRuce/LayqJwBU9T+AYRFJdnF/Qy5OfzdbgQ2quhav2VKBZSO+F8nOFQJvpUVV7QFKgEr/8QnPNCLb2fuKR/y7/jfwHhGZ5l/fDDwL3O4oVyD2YRMVmMLgdxp1A+9W1X8APoDXUbMEvLZVVf2pf7ker7mkNUnxFgCtqvqPwEeA3cDtIjLbz56N9wV5xr9+hYgUO8i1A7gfiAJ3qOqXAFT1cbwjiJ4kZBotVz3wu0AeMBnvfUZVdwBH8N7LZNiD1xf0WeA+EZnk/yoPjfjy/iXwoIhki8jbRWSWo1yD/n1TgO+LyCa8I4fjeB2qQ45yxbZXbN/xU+CdAEnKNNa+YoGILFPV1/G+h7E+mQG8tv0WR7mCsg+bkMAUBryd1k9UdZuI5KpqH16zwxt+hYjIpXidN4eTlG0r0CciC/wjhCfxdnDX+vfH2nwvE5FfAx90mCsXuE1Vu2MPEpGlQA3J+xCOtb1uxntPrxKRy0VkEXAXkJRDaVX9Fd7osY3+a37MvysU26mp6rNAL9AF/CEw+MZnSk4uv83+Vbz26I+q6r14HeVJ6VA9z/aKdYIfALaJSE0yMvlG21e8zul9xSeAa0XkIyLyVrzmt2R02gd5HzYhgSkMqhpV1Ub/cr//C24F0BF7jIhUiMjPgP8A/kVVn0hSvFy8X73X+Plew2vzne3ffxlwN94vhG+o6kdVNRm/gkfLdQivGSm2vR4H/h34N1V9OQmZzpVrrqpuxBuu97/wdnJfUtUfJClXbFTPYbwd3ptFpG7Er+Bsv/lkBl5fw62qmpQv7ii55qtqFFijqu8e8d59TFU/kYxMY+Q6tb1GPGwK/lFgkjKNtq9Yjv8Dw2/iuh/Ix2uy+ZKq/txRrqDswyYk6YVBRD4nIu+X85+s8yZgb2wMsojM8Df6d1X1ClX9frJyqepuYC+wUESu9G9+BbjXv/w68ElVvTkgud7l398IPKqqVwYg18vAe/37Pw/8nqpeGu+iMJ7Pl99M8zpe+/O7/Zvr/KOb36rqrGRurzFyxT5blX7Riu2I4zpa5CK213wRyVLVTap6ZyI6UC9kX+Fvqxmq+qKqftH/7H/XdS7/7xK6D4unpBUGESkRkS/jNbPcB4zadjviC1AMrBWRe0RkO37HaQK+sOfMNSLPr/CGV/4v8YbFzQbWiT+iRVW/EKBcr/qXUW8obVByrfPbYVHVuLb5jvfzFeOPUPkW8ICInADeId6Im20BytUN3IHXdBP1749LYYjD9rqdOBepiWYbbV8BbAPeKgkYOhvUfVgiJLwwxHYEeO22P8I7TG8E3inecM8zjPjg34l3GPgevDHA34hzrjz/Yt+5co34Qh4EPo/3wfsOXiflv8dGtAQwV1wP7VN9e531N2Hxzu34NtCGN5Tx8/Ha6cYx123+r964tY/HcXvFNdeFZDvHvmK1y/cyWfuwRErYeQzizYfzN3hV8wd4IwWOqzcG+nK809b/3B9FcPbfhoDfA4YS8It3Kt70B5M5fcp8j3/fOXONyDYtAb94LVdyc00C3q6qP7Jc7nJdbLag7isSmSsZElIYRORevF+Ij+O1S34IeFhVn5HTJ8h8AW80z2d1xPxCsfvjHur0838PaALWAW8BDqnqZ0fcP2quRLNcycuVyM+Y5UpetkzNlQyJakraAdyvqp/1f2F04g3/G3mY9QW8ia4Wi8hdInLNWffHnYiU451v8AlV/S/gn4E5InLfiIeNmiuRLFdycyVw52u5kpgtE3Mly0UXhtE6eVR1s6puEm9o1jN4Q8n+3O+EyfUfcwRvSOMavHa4uI4XHyNXE95JVh/wb6rHO0HnHjndKWq5LJflSsD5G0HNFtRcLl1UYRCR7JHVcZQN3AH8h6rOB/4LuBFvlAXizQJ6D/AZVV2qqq9cTJazck2K5YplktNDy74E3C0iearai3fKfyNe8bJclstyxTlXkLMFNZdrF1wYROQPgadF5NP+BsLvOzj1nKra5x+God4JJqV4p/SDN6/QAvWnbYgXERHgkIj8jX/T2f+PL+INo/wLP9duvKGUsVE8arksl+VK/2xBzRUEE5q+16+oM4B/xZtM6y/xxjP/joisA3rVH8ImIjU6Yi0AEVkFVHH67MREnVE6jHea/kdF5Kuq2igiET0990we3jDKJ0RkLd4w2hL809b9w0PLZbksV/pnC2ou58Z9xOBvsCjefDv/oqp3qerzeBu2Xb2TvIZFZJaI/Bh4SETKRGSeiDyJd1j2RfWmR4gbGTE3vV+4pgL/gDfV7rf8u4b8XD8BPq3e5G2fAW4CvuLnWm+5LJflSt9sQc0VROcdrupvzIeBbOAJVf31iNv/BO8wazPeKmaP4h1qvUlVP+M/bgpwp8Z5vvazcv1MVZ/2b78ZeI+qflhEmoD3Advx5ix5k6r+z3jmsFyWy3IFO1tQcwXZOZuS/Kr6z3iLvfwC+KR4i1A8oqp9IrIDb9bOyXjz4HxaVe8Dfub/fZZ6C4rEuyicnetTfnvh1/yHvOT/+yze/P//oKoPAT/3/z4h6+ZaLsuVibmCnC2ouYLufH0MhcAy4K2qelxEWvHm+7gX+LaqPuk/bkBEDgGt4p0iPgQMa+LmZx8t1x14/R0HgX8Vb0W1YWAX3nkViDfb4XAC32jLZbkyMVeQswU1V6Cds49BvbP59nN6LO+LeLMsXiEiM2KPE28ukfvxprwYUNUhTeBJHmPkWg/cgrd27yvAf6rqTcD78Y50siyX5bJcmZUtqLmCbjyjkh4FbhWRCvV67TfjLSNZ4Vffv8M7iviJ+uusJsnZubYCi4F+VX0ATp2avta/3XJZLsuVmdmCmiuwxjMq6QW8GRU/AKCqG4BVQL56w7qew5sFMplFYbRcr+HNfx6BM0ZRJZvlslyZmCvI2YKaK7DOWxjUW1jiMeA2EXmXeOsc9+Gf/q2qP1fVQwlNObFcJ/37nZyebrksVybmCnK2oOYKsnHPrioit+GtDHYV8BVV/Uoig42X5ZoYyzUxlmvigpotqLmCaELTbotINhANWoW1XBNjuSbGck1cULMFNVfQJGyhHmOMMakpaWs+G2OMSQ1WGIwxxpzBCoMxxpgzWGEwxhhzBisMxhhjzmCFwRhjzBmsMBhjjDmDFQZjjDFn+P9iD+pYQBk/yQAAAABJRU5ErkJggg==\n", + "image/png": 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YTMrYsddrRrpkiTUjXYx19V7/TGzYr0k/VhhMyti+9zhZmWFWLCxxHSWprV5URiQcOt1fY9KPFQaTEo519tN6op+VC8suephlusvNzmB5bQkH23ptjYY0ZYXBpITtsWakpTbF9myIjep6aZ8dNaQjKwwmJezwh1eutf6FWbFmiVdgd+7rcJzEuGCFwSS9gcER9FAXtfMKKC3Mdh0nJcwrzWNuSS67D3YwMjp2/j8wKcUKg0l6uw90MjIatdFIs2z14jIGBkfZe7jbdRSTYFYYTNLbuT82TNX6F2bTan9J1J37rTkp3VhhMEktGo2yc18HedkZLK4qch0npayoLSUjErIO6DRkhcEktbbOAU70nGJlXSnhsJ3tPJuysyIsW1BCc1sf3bYWdFqxwmCS2i6/mWPVojLHSVLT6kXWnJSOrDCYpHa6MNRZYYiH2LBVa05KL1YYTNIaGR2jobmTeWV5zCmZ3ZXajGd+eR5lRdns2t/B2Nh5F1Q0KcIKg0laew93Mzg0ymprRoqbUCjE6kXlnDw1wv7WHtdxTIJYYTBJa6f1LyRErPDuPmD9DOnCCoNJWrv2dxAJh1hea7OpxtPyhaWE8E4kNOnBCoNJSr39Qxw82svS6mJyspwvRJjSCnIzqa0sZO8Rr+nOpD4rDCYpNRzsJIo1IyXKyoWljIxGaWzpch3FJIAVBpOUrH8hsVb6w4F3H7TmpHRghcEknWg0SsOBDvJzMlhYWeg6TlpYWlNMRiRkHdBpwknjrIjkAE8A2X6G76nqR0VkEXA/UAa8CLxDVYdcZDTB1d59ihM9g1y2rIJwyKbBSITszAhLq4vR5i56+4cozMtyHcnEkasjhkHgelVdC6wDNorIlcDHgX9X1XqgE7jbUT4TYHv85ozlC0sdJ0kvK+rKiAJ7mq2fIdU5KQyqGlXVPv9qpv9fFLge+J5/+33A7Q7imYCzwuDGyjpvezdYc1LKczbOT0QiwAvAUuDzwF6gS1VH/Ie0ANXne57S0jwyxi3+XlERzDZnyzUzU+WKRqO83NJFSWE2a5fPI5TgpqRk216zqawsn7yc7eih7mm/XjpvrwsRlFzOCoOqjgLrRKQEeAhYMcnDzjs5S2dn/+nLFRWFtLf3zlrG2WK5ZuZcuVpPnKSjZ5ANK+Zy/HjfpI9xkculROZaVlPCtqbjNDQeO+/8VLa9ZibRuc5VhJyPSlLVLmAzcCVQIiKxYlUDHHGVywSTNSO5FWtOsmGrqc1JYRCRCv9IARHJBW4EGoDHgTf7D9sEPOwinwmuBn+HtMIKgxMr/PMZ9lhhSGmujhiqgMdFZAfwHPALVf0R8LfAB0SkCSgHvuoonwmgsWiUPc1dlBZmM9em2XZifnkeRXmZ6KEuolGbhjtVOeljUNUdwKWT3L4P2JD4RCYZHGk/Sd/AMFevrkx4p7PxhEIhli0o4Xltp71rgLmlea4jmThw3sdgzHTFmpGW11ozkkvib3+18xlSlhUGkzT2NMc6nm2abZdkgbf99ZAVhlRlhcEkhbExr3+hoiSHOcXWv+DS/Ip88nMy0GbrgE5VVhhMUjh0rI+BwRFrRgqAsN/PcKJnkONdA67jmDiwwmCSwst+s4XYam2BcLqfwZqTUpIVBpMUGg93A7C0xgpDEMSWU7UO6NRkhcEEXjTqrRxWXJBFRXGO6zgGqKkoIC87Az1k/QypyAqDCbzj3afo7huivrrYzl8IiHDY62do7zpFR88p13HMLLPCYAIvts5wvTUjBcqyBdaclKqsMJjAa2qJ9S8UO05ixosNBLDmpNRjhcEEXmNLN9mZEWrnFbiOYsapnVdATlbEjhhSkBUGE2gnTw1z+PhJFs8vIhK2j2uQRMJh6mtKaOscoKtv0HUcM4vsm2YCLdaMVG/NSIG0bIH3vsTeJ5MarDCYQGs6bP0LQRYbENBohSGlWGEwgdZ4qItQCJbMt8IQRHWVhUTCodMjx0xqsMJgAmt4ZIz9R3tZUFFAbraz5cnNOWRlRqirKqS5rY/BoVHXccwsscJgAutgWy/DI2N2/kLA1VeXMBaNsu+INSelCisMJrDs/IXkEBsYYP0MqcMKgwmsM2c8W2EIsiWxwnDYCkOqsMJgAsmbOK+b8qJsyops4rwgK8rLorIsj72Huxkbi7qOY2aBkx49EVkAfBOoBMaAL6nqZ0SkDHgAqAMOAHeqqp1vn4aOdvTTNzDM6kXzXEcx01BfU8xvdrTS0t5H7bxC13HMRXJ1xDAC/LWqrgCuBN4vIiuBe4DHVLUeeMy/btKQ9S8kFzufIbU4KQyq2qqqL/qXe4EGoBq4DbjPf9h9wO0u8hn3Gk+f8WwjkpLBmQ5oO58hFTjvYxCROuBS4Flgnqq2glc8gLkOoxmHGg93k5sdoXpOvusoZhrmluZSlJdJY0s30aj1MyQ7p2cNiUgB8H3gr1S1R0Rm/BylpXlkZEROX6+oCGb7puWavq7eQdo6+lm/fC7z5hW5jjNBELcXBCPXqiVzePqlVsjIoKIsDwhGrslYrnNzVhhEJBOvKHxLVf/Hv7lNRKpUtVVEqoBj53uezs7+05crKgppb++NS96LYblmpuloHwALK/IDlS+o2ysouWor8nkaeHbHYa5cVRmYXGezXGdebypOmpJEJAR8FWhQ1X8bd9cjwCb/8ibg4URnM+7t3n8CsP6FZGMd0KnD1RHDNcA7gJdEZJt/24eBe4HvisjdQDNwh6N8xqGGAx1EwiEWzQ9WM5I5t9p5BWRlhK0wpAAnhUFVnwSmWtX9hkRmMcEyNDzK3pYuaucVkp0ZOf8fmMDIiIRZPL8Ibe6i/9Sw6zjmIjgflWTMePtbexgZjdo0GElqaU0xUaDpcI/rKOYiWGEwgdJoK7YltVg/Q9NhO58hmVlhMIFyZsU263hORkvmFxPClvpMdlYYTGCMRaM0tXRTNSef4vws13HMBcjLyaC6Ip99R3oYGR1zHcdcICsMJjCOHD9J/+AIK+rKXEcxF6G+poShkTH22TTcScsKgwmMWP/CykXljpOYixGb+HD3/g7HScyFssJgAqPJn4Bt5SI7Ykhm9dWxwnDCcRJzoawwmMBobOmmIDeTmrkFrqOYi1BenENpYTYNBzpsQr0kZYXBBEJn7yDHu0+xtLqYUGiqcx9NMgiFQiytLqard5D2rgHXccwFsMJgAsHWd04tS0+vz2Ad0MnICoMJBFuxLbUsswn1kpoVBhMIjS3dZETC1FXaxHmpoGZuPjlZkdMnLJrkYoXBODcwOELzsV7qqgrJzLCPZCqIhMPIwlKOHD9J34BNqJds7FtonNvX2kM0av0LqWZFnXc+ih01JB8rDMa5WP9CfbXNj5RKYuej2LxJyccKg3EuNiLJOp5TiywsJRQ6c+KiSR5WGIxTo2Nj7D3SQ1V5HgW5ma7jmFmUl5PJgooC9rX2MjxiE+olEysMxqmWYycZHBq19Z1TVH1NCSOjYxxsS9wi9+biWWEwTr1sJ7altFjzoPUzJBcrDMYpW7EttdWfPgPa+hmSiRUG40w0GqXxUBfFBVlUlOS6jmPioKwoh/KibJoOd9uEekkkw9ULi8jXgFuBY6q62r+tDHgAqAMOAHeqaqerjCa+2rsG6D45xCuWz7WJ81LY0poSnt3dRlvnAJVlea7jmGlwecTwDWDjWbfdAzymqvXAY/51k6JePmTNSOlgqb8+Q+Mha05KFs4Kg6o+AZy9xNNtwH3+5fuA2xMayiRUrON52QIbkZTKTvcz2BnQScNZU9IU5qlqK4CqtorI3PP9QWlpHhkZkdPXKyoK4xjvwlmu37W/tYe8nAzWrawiEp7YlGTba2aCnKusvIDc7Az2t/YGJmdQcpwtKLmCVhhmrLOz//TliopC2tuDN17acv2u7pNDHG4/yerFZXSc6AtMrnOxXDMzPtfi+UXs2t/B3oMnKMrLCkyuIEl0rnMVoaCNSmoTkSoA///HHOcxcRKbJmGZndiWFmLrQO+18xmSQtAKwyPAJv/yJuBhh1lMHFnHc3qxfobk4nK46neA64A5ItICfBS4F/iuiNwNNAN3uMpn4uvlli4yIiEWz7eFedLB4vnFhEMhO9EtSTgrDKr61inuuiGhQUzCDQyO0NzWy5L5xWSOGzhgUld2VoQF8wo4eLSX4ZFRe98DLmhNSSYN7D3S7S3Ms8CakdJJfU0xI6NR9rcGr+PXTGSFwSRcw0HvZPYVtaWOk5hEig000GabzCDorDCYhNtzsJNIOGRTbacZqS0hxJkfBia4rDCYhOo/NcyBo70snl9Edpa1M6eTwrwsFswroOlwN4PDo67jmHOwwmASSg91EY3CioXWjJSOVi4sY2Q0auszBJwVBpNQp/sXrDCkpRV13vu+++DZ06SZILHCYBJqz8FOMjPCLJ5vI5LS0bKaEiLhELsPWD9DkFlhMAnTc3KIlvaT1NcUk5lhH710lJ0VYUl1Mc1He+kbGHYdx0zBvp0mYV7adwKAVXVljpMYl1YuLCWKDVsNMisMJmF27PUKwyVLyh0nMS6tXOT9MIj9UDDBY4XBJMTo2Bg793dQXpTD/Dn5ruMYhxZXFVGYl8m2phOM2TrQgWSFwSREU0s3A4MjXLK03NZ3TnPhcIi1S+fQc3KI/Ud6XMcxk7DCYBJiW9NxAC5ZbM1IBi5dOgc487kwwWKFwcTdWDTKloZj5GZnsNI6ng1eP0NWRpgXX253HcVMwgqDibumlm46ewdZv2yODVM1AGRnRlizuJzWE/0cPGqzrQaNfUtN3D296ygAG1bMc5zEBMk1a6oAeHJHq+Mk5mxWGExcnTw1zNM7j1JelGPnL5gJ1iwpozg/i2d2H2VwyCbVCxIrDCauNm89zNDIGNdfVk04bKORzBmRcJhXr5vPyVMjPL71sOs4ZhwrDCZu+gaGefSZZvJzMnjV2vmu45gAuvHyBeRkRfjpswcZGBxxHcf4rDCYuLn/sUYGBke49eo68nMyXccxAVSQm8nGK2rp6R/mwcebXMcxvkAWBhHZKCIqIk0ico/rPGbmfvn8IX678yiLqgq54bIa13FMgP3elQuprshn87Yj/HqbNSkFQeAKg4hEgM8DtwArgbeKyEq3qcx0dfYOcv9jjXz7l40U52fx3ttWkxEJ3MfMBEhGJMz7f38NBbmZ3PdT5cHHm6xZybEM1wEmsQFoUtV9ACJyP3AbsNtpqgSKjps/ZsJMMtHxF8c9ZpLpZqJT/OH4208NjZxZYnEGz3327b0DQ2x9+Tgv6DH2+lMczCvL4y/etIa5JbmTP4Ex41SW5fE3b72Uz/7PDn7ybDObtx1h3dJypLaUJdXFVJXnEbapVBImiIWhGjg07noLcMVsv4g2d/L5h3YyPDIGTNwZTnFx0p3tdHacE559iudOBaEQLK8t4TKZy7VrqmxNZzMjNXML+Nh7NvDz5w7xxPYjPL2rjad3tQHeUUUkMjuFIRyCsQB++WaaKxyCN716Cdevn/2m2iAWhsne/Sk3V2lpHhkZZ3ZAFRWF03qRvuExFswrZHhk3Pjpcb9IxocY/0MlxIQrkzx28g/vhOeYzmPGPetUP5TOl2v8xVDo3PdfTK7MjDDrls3lytWVFBdkTx52hqb7Piaa5ZqZC8l1d3Up737DGg4e7WHPgQ72HOykua13wpG08b6vtfOL4/LeB7EwtAALxl2vAY5M9eDOzv7TlysqCmlvn97p9QWZYT5417oLjDgzM8mVSLOda2hgiPaBoYt+nnTZXrMlVXMVZIa5vH4Ol9fPmcVUqbe9LvTfcq6CEsTC8BxQLyKLgMPAXcDb3EYyxpj0EbjhIqo6AvwZ8DOgAfiuqu5ym8oYY9JHEI8YUNVHgUdd5zDGmHQUuCMGY4wxbllhMMYYM4EVBmOMMRNYYTDGGDNByE4aMcYYM54dMRhjjJnACoMxxpgJrDAYY4yZwAqDMcaYCawwGGOMmcAKgzHGmAmSqjCISLHrDJMRkdlZhGCWiUggF1sWkTLXGaYiIoFbJkxE5vv/D9T3VUSWi8jdrnNMRkQCuUBFUPdhZ0uK8xhEpAD4B2A18CDwhKqq21Snc/0/oBD4H+BJVe1xm2rC9toIbFTVZseRgAm5NgDfA36uqs6XbPV3Iv8MfC4In6tm5JHCAAALnElEQVTxROTNwHeBK1V1i4iEVXXMcaZ8vM/924AXgHeq6gmXmWL8bB8HlgHfAJ5W1f1OQxHcfdhUAvULZDIi8mrgl8Ao8E/AtcCNTkMBInIz8DRwCngS+EPgFqehABF5DfA83sy5lwesKNyH9z5+GFgDrHcaChCRpcD9wB/hfXGDJgwcBT4FEICi8Ea8z1cv3jaLBKUo+P4BKAL+EbgUuNdtnODuw84l8IUBb0W396rqB1X118AgcMBVmHFNDb3AJ1X1Q6r6DUABOesxicwVey+HgC7gHlXtF5FVIjI30XnG5Ypti0pgsf8+PoG3quhRV7nG6QX+FSgAVonIRnDbpCQi4XGvXwj8HlAgIn/q3+9yuvwG4E2q+lFV/SGwMAjbzH/9Arzt9S/+Z+yfgLCI/J3LXARsHzYdgWtKEpF6vIV6GoAHVLXTv70U+CzwSrxf6s8DX1PVjgTlWg78lZ/r66raIyJZQFRVh0VkE7BeVf8yEXkmybXHz9UtIp8CyoByvF9PJ4GfAPepakLWNJxie20DXgRWAiXAS8Ah4J8S9atTRJYAr1LVr4+7LV9VT4rIHwHvVtWrE5HlXLliTUYici/eqoYtwA+AVwHHVLXbUa6Qqkb94pQFfAx4SVW/mYg8Z2X7nX2FiDwMbFPVj/qPuRz4Cl6TakJ+iAR1HzYTgTpiEJF7gIfwlvS8DviiiET8u7vxVnNbiPdhXAC8L0G5FgH/DewF1gKfE5ErVHVIVYf9h10LvJyIPFPkugT4goisAP4FWAT8SlWvA74E1OP98kx0rrV47+Ny4Brg53g7kuXAR4AI8McJyvWneG3i/0tE3uTfFlbVkwCq+mVgTEQSXdx/JxdnvpvHgRdV9Vm8ZksF1o37XiQ6Vwi8lRZVtR8oBar9x8c907hsZ+8rvurf9X+Bu0QktlD0DmAz8DpHuQKxD5upwBQGv9OoD3iLqn4CeBdeR81q8NpWVfUR/3IDXnPJ8QTFWw4cV9V/Bd4LNAGvE5E6P3sm3hfkcf/6FSJS4iDXHuAdQBS4VVU/DaCqD+MdQfQnINNkuRqAPwBygTy89xlV3QMcwXsvE2EvXl/QR4C3iUiO/6s8NO7L+3fA3SKSKSKvF5GFjnKN+PcVA/eLyHa8I4devA7VUUe5Ytsrtu94BHgzQIIyTbWvWC4i61R1K973MNYnM4TXtt/uKFdQ9mEzEpjCgLfT+r6q7hKRbFU9hdfs8Du/QkTkErzOm8MJyrYTOCUiy/0jhEfxdnCv9O+PtfleJiI/B97tMFc2cIuq9sUeJCJrgVoS9yGcanvdgPeeXi0irxCRlcDtQEIOpVX1Z3ijx7b5r/kn/l2h2E5NVTcDA0AP8H5g5HefKTG5/Db75/Dao9+nqnfidZQnpEP1PNsr1gl+ENglIrWJyOSbbF+xlTP7ig8ArxSR94rIa/Ga3xLRaR/kfdiMBKYwqGpUVVv9y4P+L7j1QGfsMSJSJSI/BL4MfFZVf5ygeNl4v3qv9fM9j9fmW+fffxnwRrxfCF9T1fepaiJ+BU+W6xBeM1Jsez0MfBH4gqo+nYBM58q1RFW34Q3X+3u8ndynVfWBBOWKjeo5jLfDu1FE6sf9Cs70m08q8foaNqpqQr64k+RapqpR4DFVfcu49+5PVPUDicg0Ra7T22vcw4rxjwITlGmyfcWl+D8w/CaudwD5eE02n1bVHznKFZR92IwkvDCIyMdF5J1y/pN1rgL2xcYgi0ilv9G/papXqOr9icqlqk3APmCFiFzp3/wMcKd/eSvwQVW9ISC57vDvbwUeUtUrA5DraeCt/v2fBN6jqpfMdlGYzufLb6bZitf+/Bb/5nr/6ObXqrowkdtrilyxz1a1X7RiO+JZHS1yEdtrmYhEVHW7qt4Wjw7UC9lX+NuqUlWfUtV/8z/733Kdy/+7uO7DZlPCCoOIlIrIZ/CaWd4GTNp2O+4LUAI8KyJvEpHd+B2ncfjCnjPXuDw/wxte+ffiDYurA7aIP6JFVT8VoFzP+ZdRbyhtUHJt8dthUdVZbfOd7ucrxh+h8g1gk4icBN4g3oibXQHK1Qfcitd0E/Xvn5XCMAvb63XMcpGaabbJ9hXALuC1Eoehs0Hdh8VD3AtDbEeA1277IN5heivwZvGGe04w7oN/G95h4F14Y4C/Nsu5cv2Lp86Va9wXshn4JN4H77/xOim/GBvREsBcs3pon+zb66y/CYt3bsc3gRN4Qxk/OVs73VnMdYv/q3fW2sdncXvNaq4LyXaOfcV9Lt/LRO3D4ilu5zGINx/OP+JVzQfwRgr0qjcG+hV4p63/tT+K4Oy/DQHvAUbj8Iu3HG/6gzzOnDLf7993zlzjss2Jwy9ey5XYXDnA61X1QcvlLtfFZgvqviKeuRIhLoVBRO7E+4X4MF675B8C96rq43LmBJlP4Y3m+YiOm18odv+shzrz/N8B2oAtwM3AIVX9yLj7J80Vb5Yrcbni+RmzXInLlq65EiFeTUl7gHeo6kf8XxhdeMP/xh9mfQpvoqtVInK7iFx71v2zTkTm4Z1v8AFV/TbwH8BiEXnbuIdNmiueLFdic8Vx52u5EpgtHXMlykUXhsk6eVR1h6puF29o1uN4Q8n+2u+EyfYfcwRvSONjeO1wszpefIpcbXgnWb3Lv6kB7wSdN8mZTlHLZbksVxzO3whqtqDmcumiCoOIZI6vjpNs4E7gy6q6DPg28Bq8URaINwvom4APq+paVX3mYrKclSsnliuWSc4MLfs08EYRyVXVAbxT/lvxipflslyWa5ZzBTlbUHO5dsGFQUTeD/xSRD7kbyD8voPTz6mqp/zDMNQ7waQM75R+8OYVWq7+tA2zRUQEOCQi/+jfdPa/8Sm8YZR/4+dqwhtKGRvFo5bLclmu1M8W1FxBMKPpe/2KWgn8J95kWn+HN57590VkCzCg/hA2EanVcWsBiMgGoIYzZyfG64zSMbzT9N8nIp9X1VYRydAzc8/k4g2j/LGIPIs3jLYU/7R1//DQclkuy5X62YKay7lpHzH4GyyKN9/OZ1X1dlX9Dd6G7VDvJK8xEVkoIt8D7hGRChFZKiKP4h2W/Zt60yPMGhk3N71fuMqBT+BNtfsN/65RP9f3gQ+pN3nbh4Hrgc/5uV6wXJbLcqVutqDmCqLzDlf1N+a9QCbwY1X9+bjb/wLvMGsH3ipmD+Edal2lqh/2H1cM3KazPF/7Wbl+qKq/9G+/AbhLVf9IRNqAtwO78eYsuUpV/89s5rBclstyBTtbUHMF2Tmbkvyq+h94i738BPigeItQfFVVT4nIHrxZO/Pw5sH5kKq+Dfih//cR9RYUme2icHauv/XbC7/kP+S3/v83483//wlVvQf4kf/3cVk313JZrnTMFeRsQc0VdOfrYygE1gGvVdVeETmON9/HncA3VfVR/3FDInIIOC7eKeKjwJjGb372yXLditff0Qz8p3grqo0BjXjnVSDebIdjcXyjLZflSsdcQc4W1FyBds4+BvXO5jvAmbG8T+HNsniFiFTGHifeXCLvwJvyYkhVRzWOJ3lMkesF4Ca8tXufAf5LVa8H3ol3pBOxXJbLcqVXtqDmCrrpjEp6CNgoIlXq9drvwFtGssqvvv+MdxTxffXXWU2Qs3PtBFYBg6q6CU6fmv6sf7vlslyWKz2zBTVXYE1nVNKTeDMqvgtAVV8ENgD56g3regJvFshEFoXJcj2PN/95BkwYRZVolstypWOuIGcLaq7AOm9hUG9hiR8At4jIHeKtc3wK//RvVf2Rqh6Ka8qZ5Rr273dyerrlslzpmCvI2YKaK8imPbuqiNyCtzLY1cDnVPVz8Qw2XZZrZizXzFiumQtqtqDmCqIZTbstIplANGgV1nLNjOWaGcs1c0HNFtRcQRO3hXqMMcYkp4St+WyMMSY5WGEwxhgzgRUGY4wxE1hhMMYYM4EVBmOMMRNYYTDGGDOBFQZjjDETWGEwxhgzwf8H128B1CTMIhMAAAAASUVORK5CYII=\n", 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" ] @@ -4840,15 +4834,11 @@ " 'Eg_ref_star': cecmodule['N_s'] * 1.121,\n", " 'dEgdT_ref_star': T_ref_K * -0.0002677,\n", " 'IL': pvsystem.get_IL_campanelli,\n", - " 'Isc_ref': cecmodule['I_sc_ref']}\n", + " 'Isc_ref': cecmodule['I_sc_ref'],\n", + " 'ivcurve_pnts': None}\n", "\n", - "photocurrent_alt, saturation_current_alt, resistance_series_alt, resistance_shunt_alt, \\\n", - " nNsVth_alt = pvsystem.calcparams_campanelli(F, H, **kwargs_alt)\n", - "\n", - "power_alt = effective_irradiance.copy() # Gets the timestamps\n", - "power_alt[:] = pvsystem.singlediode(photocurrent_alt, saturation_current_alt,\n", - " resistance_series_alt, resistance_shunt_alt,\n", - " nNsVth_alt)['p_mp']\n", + "power_alt = 0.*effective_irradiance.copy() # Gets the timestamps\n", + "power_alt[:] = pvsystem.sdm_campanelli(F, H, **kwargs)['p_mp']\n", "power_alt.plot()" ] }, @@ -4861,7 +4851,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -4871,27 +4861,90 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "single_diode_out['p_mp'].plot()" ] diff --git a/pvlib/modelchain.py b/pvlib/modelchain.py index 29f4cfa674..c676cf8757 100644 --- a/pvlib/modelchain.py +++ b/pvlib/modelchain.py @@ -862,3 +862,46 @@ def run_model(self, times=None, irradiance=None, weather=None): self.losses_model() return self + + +def sdm_campanelli(mc): + """ + ModelChain wrapper for Campanelli et al. model + """ + + # calculate the dc power and assign it to mc.dc + mc.dc = pvsystem.sdm_campanelli(mc.F, mc.H, **mc.system.module_parameters) + + # return mc to enable method chaining + return mc + + +def sdm_campanelli_sapm(mc): + """ + ModelChain wrapper for Campanelli et al. model using SAPM for effective + irradiance F and effecitve temperature H. + """ + + # calculate the dc power and assign it to mc.dc + mc.dc = pvsystem.sdm_campanelli( + *get_F_H_from_sapm(mc.effective_irradiance, mc.temps, + mc.system.module_parameters['Aisc'], + mc.system.module_parameters['temp_ref']), + **mc.system.module_parameters) + + # return mc to enable method chaining + return mc + + +def get_F_H_from_sapm(effective_irradiance, temps, alpha_sc, T_ref_degC): + """TODO""" + + T_degC = temps['temp_cell'].values + + # Compute the effective irradiance ratio F from SAPM effective irradiance + F = (1. + alpha_sc * (T_degC - T_ref_degC)) * effective_irradiance.values + + # Model the effective temperature ratio H from SAPM temp_cell + H = (T_degC + 273.15) / (T_ref_degC + 273.15) + + return F, H diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 249f8328b9..08a2a32e0b 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -100,10 +100,7 @@ class PVSystem(object): Used for cell and module temperature calculations. name : None or string, default None - - model_dc : string that is one of 'campanelli', 'desoto', pvsyst', - 'pvwatts', or 'sapm', or a custom user function, default 'pvwatts'. - If a function is provided, then it must meet the required API. + The name of the PV system. **kwargs Arbitrary keyword arguments. @@ -123,11 +120,10 @@ def __init__(self, modules_per_string=1, strings_per_inverter=1, inverter=None, inverter_parameters=None, racking_model='open_rack_cell_glassback', - name=None, model_dc='pvwatts', + name=None, **kwargs): self.name = name - self.model_dc = model_dc self.surface_tilt = surface_tilt self.surface_azimuth = surface_azimuth @@ -158,53 +154,11 @@ def __init__(self, self.racking_model = racking_model def __repr__(self): - attrs = ['name', 'model_dc', 'surface_tilt', 'surface_azimuth', - 'module', 'inverter', 'albedo', 'racking_model'] + attrs = ['name', 'surface_tilt', 'surface_azimuth', 'module', + 'inverter', 'albedo', 'racking_model'] return ('PVSystem: \n ' + '\n '.join( ('{}: {}'.format(attr, getattr(self, attr)) for attr in attrs))) - def calc_model_dc(self, irr, temp): - """ - Calculate the DC model - - Use the model specified in model_dc, which may be a user-defined - function. - - TODO Details - """ - - if self.model_dc == 'campanelli': - return sdm(get_coeffs_campanelli(irr, temp, - **self.module_parameters), - modules_per_string=self.modules_per_string, - strings_per_inverter=self.strings_per_inverter) - elif self.model_dc == 'desoto': - return sdm(get_coeffs_desoto(irr, temp, - **self.module_parameters), - modules_per_string=self.modules_per_string, - strings_per_inverter=self.strings_per_inverter) - elif self.model_dc == 'pvsyst': - return sdm(get_coeffs_pvsyst(irr, temp, - **self.module_parameters), - modules_per_string=self.modules_per_string, - strings_per_inverter=self.strings_per_inverter) - elif self.model_dc == 'pvwatts': - # TODO Need to update pvwatts_dc for common input/output API - return pvwatts_dc(irr, temp, **self.module_parameters, - modules_per_string=self.modules_per_string, - strings_per_inverter=self.strings_per_inverter) - elif self.model_dc == 'sapm': - # TODO Need to update sapm for common input/output API - return sapm(irr, temp, **self.module_parameters, - modules_per_string=self.modules_per_string, - strings_per_inverter=self.strings_per_inverter) - else: - # Assume custom case is given a callable (e.g., a custom function) - return self.model_dc( - irr, temp, **self.module_parameters, - modules_per_string=self.modules_per_string, - strings_per_inverter=self.strings_per_inverter) - def get_aoi(self, solar_zenith, solar_azimuth): """Get the angle of incidence on the system. @@ -326,7 +280,6 @@ def physicaliam(self, aoi): return physicaliam(aoi, **kwargs) - # TODO Mark as deprecated def calcparams_desoto(self, effective_irradiance, temp_cell): """ Use the :py:func:`calcparams_desoto` function, the input @@ -352,7 +305,6 @@ def calcparams_desoto(self, effective_irradiance, temp_cell): return calcparams_desoto(effective_irradiance, temp_cell, **kwargs) - # TODO Mark as deprecated def sapm(self, effective_irradiance, temp_cell, **kwargs): """ Use the :py:func:`sapm` function, the input parameters, @@ -556,7 +508,6 @@ def _infer_cell_type(self): return cell_type - # TODO Mark as deprecated def singlediode(self, photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth, ivcurve_pnts=None): @@ -621,7 +572,7 @@ def scale_voltage_current_power(self, data): Returns ------- - scaled_data: DataFrame + scaled_data: DataFrame or (ordered) dict A scaled copy of the input data. """ @@ -629,7 +580,6 @@ def scale_voltage_current_power(self, data): voltage=self.modules_per_string, current=self.strings_per_inverter) - # TODO Mark as deprecated def pvwatts_dc(self, g_poa_effective, temp_cell): """ Calcuates DC power according to the PVWatts model using @@ -645,7 +595,6 @@ def pvwatts_dc(self, g_poa_effective, temp_cell): self.module_parameters['gamma_pdc'], **kwargs) - # TODO Probably can be marked as deprecated def pvwatts_losses(self, **kwargs): """ Calculates DC power losses according the PVwatts model using @@ -994,21 +943,6 @@ def physicaliam(aoi, n=1.526, K=4., L=0.002): return iam -def get_coeffs_desoto(effective_irradiance, temp_cell, **kwargs): - """TODO""" - - # During deprecation period, probably should make calcparams_desoto call - # this new function instead. - return calcparams_desoto(effective_irradiance, temp_cell, - kwargs['alpha_sc'], kwargs['a_ref'], - kwargs['I_L_ref'], kwargs['I_o_ref'], - kwargs['R_sh_ref'], kwargs['R_s'], - EgRef=kwargs['EgRef'], dEgdT=kwargs['dEgdT'], - irrad_ref=kwargs['irrad_ref'], - temp_ref=kwargs['temp_ref']) - - -# TODO Add Deprecation Warning def calcparams_desoto(effective_irradiance, temp_cell, alpha_sc, a_ref, I_L_ref, I_o_ref, R_sh_ref, R_s, EgRef=1.121, dEgdT=-0.0002677, @@ -1236,16 +1170,26 @@ def calcparams_desoto(effective_irradiance, temp_cell, return IL, I0, Rs, Rsh, nNsVth -def get_coeffs_pvsyst(effective_irradiance, temp_cell, **kwargs): - """TODO""" +def sdm_campanelli(F, H, **kwargs): + """ + Compute the Campanelli et al. model + + kwargs determines how F and H are computed (e.g., provided directly from a + matched reference device with an embedded temperature sensor OR derived + from effecitve irradiance and cell temperature models in the SAPM), as well + as the auxiliary equations that compute the coefficients of the single + diode equation. + """ - # WIP see #486 - return None + F = get_numeric_arg(F, **kwargs) + H = get_numeric_arg(H, **kwargs) + + return singlediode(get_coeffs_campanelli(F, H, **kwargs)) def get_coeffs_campanelli(F, H, **kwargs): """ - Calculate the 5 coefficients of the SDM using Campanelli et al. model. + Compute coefficients of the single diode eq. using Campanelli et al. SDM. References ---------- @@ -1258,38 +1202,32 @@ def get_coeffs_campanelli(F, H, **kwargs): Temperature and Spectral and Total Irradiance", IEEE Journal of Photovoltaics, 6:1 (2015) 48-55, https://doi.org/10.1109/JPHOTOV.2015.2489866. - - See Also - -------- - calcparams_desoto - singlediode - singlediode_campanelli """ # Order matters here because some computations rely on previous ones # A computational graph framework might make this more elegant and handle # more complicated cases, including parallel/distributed computations - kwargs['Rs'] = get_numpy_arg(kwargs['Rs'], F, H, **kwargs) - kwargs['Gsh'] = get_numpy_arg(kwargs['Gsh'], F, H, **kwargs) - kwargs['nNsVth'] = get_numpy_arg(kwargs['nNsVth'], F, H, **kwargs) - kwargs['I0'] = get_numpy_arg(kwargs['I0'], F, H, **kwargs) - kwargs['IL'] = get_numpy_arg(kwargs['IL'], F, H, **kwargs) + kwargs['Rs'] = get_numeric_arg(kwargs['Rs'], F, H, **kwargs) + kwargs['Gsh'] = get_numeric_arg(kwargs['Gsh'], F, H, **kwargs) + kwargs['nNsVth'] = get_numeric_arg(kwargs['nNsVth'], F, H, **kwargs) + kwargs['I0'] = get_numeric_arg(kwargs['I0'], F, H, **kwargs) + kwargs['IL'] = get_numeric_arg(kwargs['IL'], F, H, **kwargs) return kwargs['IL'], kwargs['I0'], kwargs['Rs'], 1. / kwargs['Gsh'], \ kwargs['nNsVth'] -def get_numpy_arg(arg, *args, **kwargs): +def get_numeric_arg(callable_or_numeric, *args, **kwargs): """ - Computes a function argument as a numpy array, when needed. + Computes first argument as a numeric (e.g., numpy ndarray), when needed. """ - if hasattr(arg, '__call__'): - # Call arg to compute it as a numpy array - return arg(*args, **kwargs) + if hasattr(callable_or_numeric, '__call__'): + # Call callable argument to compute it as a numpy array + return callable_or_numeric(*args, **kwargs) else: - # Return arg as is - return arg + # Return numeric argument as is + return callable_or_numeric def get_I0_campanelli(F, H, **kwargs): @@ -1463,7 +1401,6 @@ def _parse_raw_sam_df(csvdata): return df -# TODO Need align input/output API for usage with model_dc def sapm(effective_irradiance, temp_cell, module): ''' The Sandia PV Array Performance Model (SAPM) generates 5 points on a @@ -1845,21 +1782,6 @@ def sapm_effective_irradiance(poa_direct, poa_diffuse, airmass_absolute, aoi, return Ee -# TODO Address #418 and #83 here? -def sdm(photocurrent, saturation_current, resistance_series, resistance_shunt, - nNsVth, ivcurve_pnts=None, modules_per_string=1, - strings_per_inverter=1): - """TODO""" - - # During deprecation period, probably should make calcparams_desoto call - # this new function instead. - return scale_voltage_current_power(singlediode( - photocurrent, saturation_current, resistance_series, - resistance_shunt, nNsVth, ivcurve_pnts=ivcurve_pnts), - voltage=modules_per_string, current=strings_per_inverter).fillna(0) - - -# TODO Mark as deprecated def singlediode(photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth, ivcurve_pnts=None): r''' @@ -2613,7 +2535,7 @@ def scale_voltage_current_power(data, voltage=1, current=1): Parameters ---------- - data: DataFrame + data: DataFrame or (ordered) dict Must contain columns `'v_mp', 'v_oc', 'i_mp' ,'i_x', 'i_xx', 'i_sc', 'p_mp'`. voltage: numeric, default 1 @@ -2628,19 +2550,19 @@ def scale_voltage_current_power(data, voltage=1, current=1): `'p_mp'` is scaled by `voltage * current`. """ - # as written, only works with a DataFrame - # could make it work with a dict, but it would be more verbose + # Works with a DataFrame or (ordered) dict (e.g., output of singlediode) data = data.copy() - voltages = ['v_mp', 'v_oc'] - currents = ['i_mp', 'i_x', 'i_xx', 'i_sc'] - data[voltages] *= voltage - data[currents] *= current + data['v_mp'] *= voltage + data['v_oc'] *= voltage + data['i_sc'] *= current + data['i_x'] *= current + data['i_mp'] *= current + data['i_xx'] *= current data['p_mp'] *= voltage * current return data -# TODO Need align input/output API for usage with model_dc def pvwatts_dc(g_poa_effective, temp_cell, pdc0, gamma_pdc, temp_ref=25.): r""" Implements NREL's PVWatts DC power model [1]_: From ec8ff2b400f855c26a3137be294127dab441d6a5 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Sun, 1 Jul 2018 08:27:48 -0600 Subject: [PATCH 05/11] Fix version that uses SAPM --- docs/sphinx/source/modelchain.ipynb | 164 ++++++++++++++++++++++++++-- pvlib/pvsystem.py | 2 +- 2 files changed, 155 insertions(+), 11 deletions(-) diff --git a/docs/sphinx/source/modelchain.ipynb b/docs/sphinx/source/modelchain.ipynb index fa1620547f..263e8c589b 100644 --- a/docs/sphinx/source/modelchain.ipynb +++ b/docs/sphinx/source/modelchain.ipynb @@ -843,7 +843,7 @@ " transposition_model: haydavies\n", " solar_position_method: nrel_numpy\n", " airmass_model: kastenyoung1989\n", - " dc_model: functools.partial(, ModelChain: \n", + " dc_model: functools.partial(, ModelChain: \n", " name: Campanelli\n", " orientation_strategy: None\n", " clearsky_model: ineichen\n", @@ -864,15 +864,50 @@ ] }, { - "ename": "AttributeError", - "evalue": "'ModelChain' object has no attribute 'model_run'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mmc_campanelli\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mModelChain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msystem_campanelli_sapm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlocation\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdc_model\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msdm_campanelli_sapm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Campanelli\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmc_campanelli\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0mmc_campanelli\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel_run\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mweather\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweather\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mweather\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m: 'ModelChain' object has no attribute 'model_run'" + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/campy/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/pvsystem.py:1250: RuntimeWarning: overflow encountered in expm1\n", + " kwargs['Rs'] / kwargs['nNsVth']) + \\\n", + "/home/campy/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/pvsystem.py:2280: RuntimeWarning: invalid value encountered in subtract\n", + " (Rs[idx_p]*Gsh[idx_p] + 1.) - (a[idx_p]/Rs[idx_p])*lambertwterm\n", + "/home/campy/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/pvsystem.py:2154: RuntimeWarning: invalid value encountered in add\n", + " w = w * (1. - np.log(w) + logargW) / (1. + w)\n" ] + }, + { + "data": { + "text/plain": [ + "ModelChain: \n", + " name: Campanelli\n", + " orientation_strategy: None\n", + " clearsky_model: ineichen\n", + " transposition_model: haydavies\n", + " solar_position_method: nrel_numpy\n", + " airmass_model: kastenyoung1989\n", + " dc_model: functools.partial(, ModelChain: \n", + " name: Campanelli\n", + " orientation_strategy: None\n", + " clearsky_model: ineichen\n", + " transposition_model: haydavies\n", + " solar_position_method: nrel_numpy\n", + " airmass_model: kastenyoung1989\n", + " dc_model: ...\n", + " ac_model: snlinverter\n", + " aoi_model: sapm_aoi_loss\n", + " spectral_model: sapm_spectral_loss\n", + " temp_model: sapm_temp\n", + " losses_model: no_extra_losses)\n", + " ac_model: snlinverter\n", + " aoi_model: sapm_aoi_loss\n", + " spectral_model: sapm_spectral_loss\n", + " temp_model: sapm_temp\n", + " losses_model: no_extra_losses" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -889,7 +924,116 @@ " inverter_parameters=cec_inverter)\n", "mc_campanelli = ModelChain(system_campanelli_sapm, location, dc_model=sdm_campanelli_sapm, name=\"Campanelli\")\n", "print(mc_campanelli)\n", - "mc_campanelli.model_run(times=weather.index, weather=weather)" + "mc_campanelli.run_model(times=weather.index, weather=weather)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2017-04-01 12:00:00-07:00 15.929176\n", + "Name: aoi, dtype: float64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.aoi" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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i_sci_mpv_ocv_mpp_mpi_xi_xx
2017-04-01 12:00:00-07:005.4859584.86031752.31904740.585752197.2596285.3630793.401315
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" + ], + "text/plain": [ + " i_sc i_mp v_oc v_mp \\\n", + "2017-04-01 12:00:00-07:00 5.485958 4.860317 52.319047 40.585752 \n", + "\n", + " p_mp i_x i_xx \n", + "2017-04-01 12:00:00-07:00 197.259628 5.363079 3.401315 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.dc" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2017-04-01 12:00:00-07:00 189.915445\n", + "dtype: float64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc.ac" ] }, { diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 08a2a32e0b..ff479420aa 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1184,7 +1184,7 @@ def sdm_campanelli(F, H, **kwargs): F = get_numeric_arg(F, **kwargs) H = get_numeric_arg(H, **kwargs) - return singlediode(get_coeffs_campanelli(F, H, **kwargs)) + return singlediode(*get_coeffs_campanelli(F, H, **kwargs)) def get_coeffs_campanelli(F, H, **kwargs): From a725f2b0bcec3dbb5c755852d798b428efc7e837 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Sun, 1 Jul 2018 21:20:04 -0600 Subject: [PATCH 06/11] Fix broken F computation from SAPM --- docs/sphinx/source/modelchain.ipynb | 182 +++++++++++----------------- pvlib/modelchain.py | 18 +-- pvlib/pvsystem.py | 9 -- 3 files changed, 80 insertions(+), 129 deletions(-) diff --git a/docs/sphinx/source/modelchain.ipynb b/docs/sphinx/source/modelchain.ipynb index 263e8c589b..6bfb222492 100644 --- a/docs/sphinx/source/modelchain.ipynb +++ b/docs/sphinx/source/modelchain.ipynb @@ -288,9 +288,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Location: \n", + " name: None\n", + " latitude: 32.2\n", + " longitude: -110.9\n", + " altitude: 0\n", + " tz: UTC\n", + "PVSystem: \n", + " name: None\n", + " surface_tilt: 0\n", + " surface_azimuth: 180\n", + " module: None\n", + " inverter: None\n", + " albedo: 0.25\n", + " racking_model: open_rack_cell_glassback\n" + ] + } + ], "source": [ "location = Location(32.2, -110.9)\n", "poorly_specified_system = PVSystem()\n", @@ -307,9 +328,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "ValueError", + "evalue": "could not infer DC model from system.module_parameters", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mModelChain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpoorly_specified_system\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlocation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, system, location, orientation_strategy, clearsky_model, transposition_model, solar_position_method, airmass_model, dc_model, ac_model, aoi_model, spectral_model, temp_model, losses_model, name, **kwargs)\u001b[0m\n\u001b[1;32m 315\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 316\u001b[0m \u001b[0;31m# calls setters\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 317\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdc_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdc_model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 318\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mac_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mac_model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 319\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maoi_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0maoi_model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36mdc_model\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m 369\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdc_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 370\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmodel\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 371\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dc_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minfer_dc_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 372\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 373\u001b[0m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36minfer_dc_model\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 392\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpvwatts_dc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 393\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 394\u001b[0;31m raise ValueError('could not infer DC model from '\n\u001b[0m\u001b[1;32m 395\u001b[0m 'system.module_parameters')\n\u001b[1;32m 396\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: could not infer DC model from system.module_parameters" + ] + } + ], "source": [ "ModelChain(poorly_specified_system, location)" ] @@ -774,7 +810,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -808,7 +844,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -829,52 +865,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ModelChain: \n", - " name: Campanelli\n", - " orientation_strategy: None\n", - " clearsky_model: ineichen\n", - " transposition_model: haydavies\n", - " solar_position_method: nrel_numpy\n", - " airmass_model: kastenyoung1989\n", - " dc_model: functools.partial(, ModelChain: \n", - " name: Campanelli\n", - " orientation_strategy: None\n", - " clearsky_model: ineichen\n", - " transposition_model: haydavies\n", - " solar_position_method: nrel_numpy\n", - " airmass_model: kastenyoung1989\n", - " dc_model: ...\n", - " ac_model: snlinverter\n", - " aoi_model: sapm_aoi_loss\n", - " spectral_model: sapm_spectral_loss\n", - " temp_model: sapm_temp\n", - " losses_model: no_extra_losses)\n", - " ac_model: snlinverter\n", - " aoi_model: sapm_aoi_loss\n", - " spectral_model: sapm_spectral_loss\n", - " temp_model: sapm_temp\n", - " losses_model: no_extra_losses\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/campy/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/pvsystem.py:1250: RuntimeWarning: overflow encountered in expm1\n", - " kwargs['Rs'] / kwargs['nNsVth']) + \\\n", - "/home/campy/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/pvsystem.py:2280: RuntimeWarning: invalid value encountered in subtract\n", - " (Rs[idx_p]*Gsh[idx_p] + 1.) - (a[idx_p]/Rs[idx_p])*lambertwterm\n", - "/home/campy/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/pvsystem.py:2154: RuntimeWarning: invalid value encountered in add\n", - " w = w * (1. - np.log(w) + logargW) / (1. + w)\n" - ] - }, { "data": { "text/plain": [ @@ -885,7 +878,7 @@ " transposition_model: haydavies\n", " solar_position_method: nrel_numpy\n", " airmass_model: kastenyoung1989\n", - " dc_model: functools.partial(, ModelChain: \n", + " dc_model: functools.partial(, ModelChain: \n", " name: Campanelli\n", " orientation_strategy: None\n", " clearsky_model: ineichen\n", @@ -905,7 +898,7 @@ " losses_model: no_extra_losses" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -916,6 +909,7 @@ "# To use SAPM, we need to include a short-circuit temperature coefficient and reference temp\n", "# In practice, try to match your module as best you can to one from the SAPM database\n", "module_params_campanelli_sapm = {**module_params_campanelli, **sandia_module.to_dict()}\n", + "module_params_campanelli_sapm['irrad_ref'] = 1000. # W/m^2\n", "module_params_campanelli_sapm['temp_ref'] = 25. # degC\n", " \n", "# Define the PVSystem and ModelChain\n", @@ -923,13 +917,12 @@ " module_parameters=module_params_campanelli_sapm,\n", " inverter_parameters=cec_inverter)\n", "mc_campanelli = ModelChain(system_campanelli_sapm, location, dc_model=sdm_campanelli_sapm, name=\"Campanelli\")\n", - "print(mc_campanelli)\n", "mc_campanelli.run_model(times=weather.index, weather=weather)" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -939,103 +932,68 @@ "Name: aoi, dtype: float64" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "mc.aoi" + "mc_campanelli.aoi" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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i_sci_mpv_ocv_mpp_mpi_xi_xx
2017-04-01 12:00:00-07:005.4859584.86031752.31904740.585752197.2596285.3630793.401315
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" - ], "text/plain": [ - " i_sc i_mp v_oc v_mp \\\n", - "2017-04-01 12:00:00-07:00 5.485958 4.860317 52.319047 40.585752 \n", - "\n", - " p_mp i_x i_xx \n", - "2017-04-01 12:00:00-07:00 197.259628 5.363079 3.401315 " + "OrderedDict([('i_sc', array([8.94433932])),\n", + " ('v_oc', array([39.82156774])),\n", + " ('i_mp', array([8.20668637])),\n", + " ('v_mp', array([30.06369951])),\n", + " ('p_mp', array([246.72335314])),\n", + " ('i_x', array([8.88651217])),\n", + " ('i_xx', array([5.45186953]))])" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "mc.dc" + "mc_campanelli.dc" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2017-04-01 12:00:00-07:00 189.915445\n", - "dtype: float64" + "array([237.46198999])" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "mc.ac" + "mc_campanelli.ac" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/pvlib/modelchain.py b/pvlib/modelchain.py index c676cf8757..fd453c973d 100644 --- a/pvlib/modelchain.py +++ b/pvlib/modelchain.py @@ -866,7 +866,8 @@ def run_model(self, times=None, irradiance=None, weather=None): def sdm_campanelli(mc): """ - ModelChain wrapper for Campanelli et al. model + ModelChain wrapper for Campanelli et al. model using matched reference + device data. """ # calculate the dc power and assign it to mc.dc @@ -882,26 +883,27 @@ def sdm_campanelli_sapm(mc): irradiance F and effecitve temperature H. """ - # calculate the dc power and assign it to mc.dc + # Calculate the dc power and assign it to mc.dc mc.dc = pvsystem.sdm_campanelli( *get_F_H_from_sapm(mc.effective_irradiance, mc.temps, mc.system.module_parameters['Aisc'], + mc.system.module_parameters['irrad_ref'], mc.system.module_parameters['temp_ref']), **mc.system.module_parameters) - # return mc to enable method chaining + # Return ModelChain object to enable method chaining return mc -def get_F_H_from_sapm(effective_irradiance, temps, alpha_sc, T_ref_degC): +def get_F_H_from_sapm(effective_irradiance, temps, alpha_sc, irrad_ref, + temp_ref): """TODO""" - T_degC = temps['temp_cell'].values - # Compute the effective irradiance ratio F from SAPM effective irradiance - F = (1. + alpha_sc * (T_degC - T_ref_degC)) * effective_irradiance.values + F = (1. + alpha_sc * (temps['temp_cell'].values - temp_ref)) * \ + effective_irradiance.values / irrad_ref # Model the effective temperature ratio H from SAPM temp_cell - H = (T_degC + 273.15) / (T_ref_degC + 273.15) + H = (temps['temp_cell'].values + 273.15) / (temp_ref + 273.15) return F, H diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index ff479420aa..f6c6bf5c4b 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1173,17 +1173,8 @@ def calcparams_desoto(effective_irradiance, temp_cell, def sdm_campanelli(F, H, **kwargs): """ Compute the Campanelli et al. model - - kwargs determines how F and H are computed (e.g., provided directly from a - matched reference device with an embedded temperature sensor OR derived - from effecitve irradiance and cell temperature models in the SAPM), as well - as the auxiliary equations that compute the coefficients of the single - diode equation. """ - F = get_numeric_arg(F, **kwargs) - H = get_numeric_arg(H, **kwargs) - return singlediode(*get_coeffs_campanelli(F, H, **kwargs)) From 4d5e9228f97387c6e200786c0bb5378b380ff6d2 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Mon, 2 Jul 2018 13:05:02 -0600 Subject: [PATCH 07/11] Add matched reference device ModelChain example and simplify code --- docs/sphinx/source/modelchain.ipynb | 679 ++++++++++++++++++++++++---- docs/tutorials/pvsystem.ipynb | 440 ++---------------- pvlib/modelchain.py | 48 +- pvlib/pvsystem.py | 67 +-- 4 files changed, 684 insertions(+), 550 deletions(-) diff --git a/docs/sphinx/source/modelchain.ipynb b/docs/sphinx/source/modelchain.ipynb index 6bfb222492..251b0f3f67 100644 --- a/docs/sphinx/source/modelchain.ipynb +++ b/docs/sphinx/source/modelchain.ipynb @@ -339,9 +339,9 @@ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mModelChain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpoorly_specified_system\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlocation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, system, location, orientation_strategy, clearsky_model, transposition_model, solar_position_method, airmass_model, dc_model, ac_model, aoi_model, spectral_model, temp_model, losses_model, name, **kwargs)\u001b[0m\n\u001b[1;32m 315\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 316\u001b[0m \u001b[0;31m# calls setters\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 317\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdc_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdc_model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 318\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mac_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mac_model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 319\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maoi_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0maoi_model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36mdc_model\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m 369\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdc_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 370\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmodel\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 371\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dc_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minfer_dc_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 372\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 373\u001b[0m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36minfer_dc_model\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 392\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpvwatts_dc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 393\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 394\u001b[0;31m raise ValueError('could not infer DC model from '\n\u001b[0m\u001b[1;32m 395\u001b[0m 'system.module_parameters')\n\u001b[1;32m 396\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, system, location, orientation_strategy, clearsky_model, transposition_model, solar_position_method, airmass_model, dc_model, ac_model, aoi_model, spectral_model, temp_model, losses_model, name, **kwargs)\u001b[0m\n\u001b[1;32m 309\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 310\u001b[0m \u001b[0;31m# calls setters\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 311\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdc_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdc_model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 312\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mac_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mac_model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 313\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maoi_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0maoi_model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36mdc_model\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m 363\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdc_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 364\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmodel\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 365\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dc_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minfer_dc_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 366\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 367\u001b[0m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36minfer_dc_model\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 386\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpvwatts_dc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 387\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 388\u001b[0;31m raise ValueError('could not infer DC model from '\n\u001b[0m\u001b[1;32m 389\u001b[0m 'system.module_parameters')\n\u001b[1;32m 390\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: could not infer DC model from system.module_parameters" ] } @@ -359,9 +359,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ModelChain: \n", + " name: None\n", + " orientation_strategy: None\n", + " clearsky_model: ineichen\n", + " transposition_model: haydavies\n", + " solar_position_method: nrel_numpy\n", + " airmass_model: kastenyoung1989\n", + " dc_model: singlediode\n", + " ac_model: snlinverter\n", + " aoi_model: physical_aoi_loss\n", + " spectral_model: no_spectral_loss\n", + " temp_model: sapm_temp\n", + " losses_model: no_extra_losses\n" + ] + } + ], "source": [ "mc = ModelChain(poorly_specified_system, location, \n", " dc_model='singlediode', ac_model='snlinverter', \n", @@ -380,9 +400,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "TypeError", + "evalue": "calcparams_desoto() missing 6 required positional arguments: 'alpha_sc', 'a_ref', 'I_L_ref', 'I_o_ref', 'R_sh_ref', and 'R_s'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mweather\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweather\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mweather\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36mrun_model\u001b[0;34m(self, times, weather, pv_ref_device)\u001b[0m\n\u001b[1;32m 848\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0meffective_irradiance_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 849\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtemp_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 850\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdc_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 851\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mac_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 852\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlosses_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36msinglediode\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 401\u001b[0m \u001b[0mresistance_shunt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnNsVth\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 402\u001b[0m self.system.calcparams_desoto(self.effective_irradiance,\n\u001b[0;32m--> 403\u001b[0;31m self.temps['temp_cell']))\n\u001b[0m\u001b[1;32m 404\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 405\u001b[0m self.desoto = (photocurrent, saturation_current, resistance_series,\n", + "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/pvsystem.py\u001b[0m in \u001b[0;36mcalcparams_desoto\u001b[0;34m(self, effective_irradiance, temp_cell)\u001b[0m\n\u001b[1;32m 304\u001b[0m self.module_parameters)\n\u001b[1;32m 305\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 306\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mcalcparams_desoto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meffective_irradiance\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtemp_cell\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 307\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 308\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msapm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meffective_irradiance\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtemp_cell\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: calcparams_desoto() missing 6 required positional arguments: 'alpha_sc', 'a_ref', 'I_L_ref', 'I_o_ref', 'R_sh_ref', and 'R_s'" + ] + } + ], "source": [ "mc.run_model(times=weather.index, weather=weather)" ] @@ -405,9 +440,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ModelChain: \n", + " name: None\n", + " orientation_strategy: None\n", + " clearsky_model: ineichen\n", + " transposition_model: haydavies\n", + " solar_position_method: nrel_numpy\n", + " airmass_model: kastenyoung1989\n", + " dc_model: sapm\n", + " ac_model: snlinverter\n", + " aoi_model: sapm_aoi_loss\n", + " spectral_model: sapm_spectral_loss\n", + " temp_model: sapm_temp\n", + " losses_model: no_extra_losses\n" + ] + } + ], "source": [ "sapm_system = PVSystem(module_parameters=sandia_module, inverter_parameters=cec_inverter)\n", "mc = ModelChain(system, location)\n", @@ -416,9 +471,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2017-04-01 12:00:00-07:00 189.915445\n", + "dtype: float64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mc.run_model(times=weather.index, weather=weather)\n", "mc.ac" @@ -433,9 +500,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ModelChain: \n", + " name: None\n", + " orientation_strategy: None\n", + " clearsky_model: ineichen\n", + " transposition_model: haydavies\n", + " solar_position_method: nrel_numpy\n", + " airmass_model: kastenyoung1989\n", + " dc_model: pvwatts_dc\n", + " ac_model: pvwatts_inverter\n", + " aoi_model: physical_aoi_loss\n", + " spectral_model: no_spectral_loss\n", + " temp_model: sapm_temp\n", + " losses_model: no_extra_losses\n" + ] + } + ], "source": [ "pvwatts_system = PVSystem(module_parameters={'pdc0': 240, 'gamma_pdc': -0.004})\n", "mc = ModelChain(pvwatts_system, location, \n", @@ -445,9 +532,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2017-04-01 12:00:00-07:00 198.519999\n", + "dtype: float64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mc.run_model(times=weather.index, weather=weather)\n", "mc.ac" @@ -462,9 +561,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ModelChain: \n", + " name: None\n", + " orientation_strategy: None\n", + " clearsky_model: ineichen\n", + " transposition_model: haydavies\n", + " solar_position_method: nrel_numpy\n", + " airmass_model: kastenyoung1989\n", + " dc_model: sapm\n", + " ac_model: snlinverter\n", + " aoi_model: physical_aoi_loss\n", + " spectral_model: no_spectral_loss\n", + " temp_model: sapm_temp\n", + " losses_model: no_extra_losses\n" + ] + } + ], "source": [ "sapm_system = PVSystem(module_parameters=sandia_module, inverter_parameters=cec_inverter)\n", "mc = ModelChain(system, location, aoi_model='physical', spectral_model='no_loss')\n", @@ -473,9 +592,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2017-04-01 12:00:00-07:00 191.991429\n", + "dtype: float64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mc.run_model(times=weather.index, weather=weather)\n", "mc.ac" @@ -534,9 +665,68 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In file: /home/campy/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\n", + "\n", + " def run_model(self, times=None, weather=None, pv_ref_device=False):\n", + " \"\"\"\n", + " Run the model.\n", + "\n", + " Parameters\n", + " ----------\n", + " times : None or DatetimeIndex, default None\n", + " Times at which to evaluate the model. Can be None if\n", + " attribute `times` is already set.\n", + " weather : None or DataFrame, default None\n", + " If None, assumes air temperature is 20 C, wind speed is 0\n", + " m/s and irradiation calculated from clear sky data. Column\n", + " names must be 'wind_speed', 'temp_air', 'dni', 'ghi', 'dhi'.\n", + " Do not pass incomplete irradiation data. Use method\n", + " :py:meth:`~pvlib.modelchain.ModelChain.complete_irradiance`\n", + " instead.\n", + " pv_ref_device : Boolean, default False\n", + " If True, then the weather data are from a PV reference device as\n", + " effective irradiance ratio F and effective temperature ratio H,\n", + " see :py:meth:`~pvlib.pvsystem.sdm_campanelli`.\n", + " If False, then traditional meteorological weather data are\n", + " provided.\n", + "\n", + " Returns\n", + " -------\n", + " self\n", + "\n", + " Assigns attributes: times, solar_position, airmass, irradiance,\n", + " total_irrad, effective_irradiance, weather, temps, aoi,\n", + " aoi_modifier, spectral_modifier, dc, ac, losses.\n", + " \"\"\"\n", + "\n", + " # TODO Should we be able to specify only one of F and H?\n", + " if pv_ref_device:\n", + " # a PV reference provides \"direct\" weather information\n", + " self.F = weather['F']\n", + " self.H = weather['H']\n", + " else:\n", + " # Use traditional meterological weather information\n", + " self.prepare_inputs(times, weather)\n", + " self.aoi_model()\n", + " self.spectral_model()\n", + " self.effective_irradiance_model()\n", + " self.temp_model()\n", + " self.dc_model()\n", + " self.ac_model()\n", + " self.losses_model()\n", + "\n", + " return self\n", + "\n" + ] + } + ], "source": [ "np.source(mc.run_model)" ] @@ -563,9 +753,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In file: /home/campy/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\n", + "\n", + " def pvwatts_dc(self):\n", + " self.dc = self.system.pvwatts_dc(self.effective_irradiance,\n", + " self.temps['temp_cell'])\n", + " return self\n", + "\n" + ] + } + ], "source": [ "np.source(mc.pvwatts_dc)" ] @@ -579,9 +783,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2017-04-01 12:00:00-07:00 216.0\n", + "dtype: float64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# make the objects\n", "pvwatts_system = PVSystem(module_parameters={'pdc0': 240, 'gamma_pdc': -0.004})\n", @@ -607,18 +823,93 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In file: /home/campy/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\n", + "\n", + " def sapm(self):\n", + " self.dc = self.system.sapm(self.effective_irradiance/1000.,\n", + " self.temps['temp_cell'])\n", + "\n", + " self.dc = self.system.scale_voltage_current_power(self.dc)\n", + "\n", + " return self\n", + "\n" + ] + } + ], "source": [ "np.source(mc.sapm)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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i_sci_mpv_ocv_mpp_mpi_xi_xx
2017-04-01 12:00:00-07:005.141684.56686353.836842.4284193.7646855.0253773.219662
\n", + "
" + ], + "text/plain": [ + " i_sc i_mp v_oc v_mp p_mp \\\n", + "2017-04-01 12:00:00-07:00 5.14168 4.566863 53.8368 42.4284 193.764685 \n", + "\n", + " i_x i_xx \n", + "2017-04-01 12:00:00-07:00 5.025377 3.219662 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# make the objects\n", "sapm_system = PVSystem(module_parameters=sandia_module, inverter_parameters=cec_inverter)\n", @@ -647,9 +938,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pvwatts_system = PVSystem(module_parameters={'pdc0': 240, 'gamma_pdc': -0.004})\n", "mc = ModelChain(pvwatts_system, location, \n", @@ -682,18 +984,61 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In file: /home/campy/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\n", + "\n", + " def infer_dc_model(self):\n", + " params = set(self.system.module_parameters.keys())\n", + " if set(['A0', 'A1', 'C7']) <= params:\n", + " return self.sapm\n", + " elif set(['a_ref', 'I_L_ref', 'I_o_ref', 'R_sh_ref', 'R_s']) <= params:\n", + " return self.singlediode\n", + " elif set(['pdc0', 'gamma_pdc']) <= params:\n", + " return self.pvwatts_dc\n", + " else:\n", + " raise ValueError('could not infer DC model from '\n", + " 'system.module_parameters')\n", + "\n" + ] + } + ], "source": [ "np.source(mc.infer_dc_model)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In file: /home/campy/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\n", + "\n", + " def infer_ac_model(self):\n", + " inverter_params = set(self.system.inverter_parameters.keys())\n", + " module_params = set(self.system.module_parameters.keys())\n", + " if set(['C0', 'C1', 'C2']) <= inverter_params:\n", + " return self.snlinverter\n", + " elif set(['ADRCoefficients']) <= inverter_params:\n", + " return self.adrinverter\n", + " elif set(['pdc0']) <= module_params:\n", + " return self.pvwatts_inverter\n", + " else:\n", + " raise ValueError('could not infer AC model from '\n", + " 'system.inverter_parameters')\n", + "\n" + ] + } + ], "source": [ "np.source(mc.infer_ac_model)" ] @@ -709,7 +1054,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -747,7 +1092,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -768,9 +1113,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mc.dc_model.func" ] @@ -784,9 +1140,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2017-04-01 12:00:00-07:00 209.519752\n", + "dtype: float64" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mc.run_model(times=weather.index, weather=weather)\n", "mc.dc" @@ -805,67 +1173,192 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Use module parameters fit from data at pv-fit.com to define a PVSystem" + "### Use module parameters fit from data at pv-fit.com to define a PVSystem\n", + "\n", + "The module parameters are typcially a direct mapping of the `fit_params` dict that is available from model calibrations performed on I-V curve calibration data `www.pv-fit.com`." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "import pvlib.pvsystem as pvsystem\n", "\n", - "# dict defined from JSON response subset from a pv-fit.com model calibration for a 72-cell, 275 W module at SRC\n", - "fit_params = {'n_mod_V_0': 1.8760873861375469, 'i_sc_A_0': 8.300642232880616,\n", - " 'alpha_bg_mod_0': -0.0794653116276011, 'i_rs_A_0': 3.1370554096867056e-10,\n", - " 'g_p_Mho_0': 0.0026062186459665454, 'bg_mod_eV_0': 80.76475208957835,\n", - " 'r_s_Ohm_0': 0.5297525695641349}\n", - "\n", - "# Translate results into module_parameters expected by pvlib-python (TODO Rename to avoid this)\n", - "module_params_campanelli = {'Rs': fit_params['r_s_Ohm_0'],\n", - " 'Gsh': fit_params['g_p_Mho_0'],\n", - " 'nNsVth': pvsystem.get_nNsVth_campanelli,\n", - " 'nNsVth_ref': fit_params['n_mod_V_0'],\n", - " 'I0': pvsystem.get_I0_campanelli,\n", - " 'I0_ref': fit_params['i_rs_A_0'],\n", - " 'Eg_ref_star': fit_params['bg_mod_eV_0'],\n", - " 'dEgdT_ref_star': fit_params['alpha_bg_mod_0'],\n", - " 'IL': pvsystem.get_IL_campanelli,\n", - " 'Isc_ref': fit_params['i_sc_A_0']}" + "# dict defined from a JSON response subset of a pv-fit.com model calibration for a 72-cell, 275 W module at SRC\n", + "# TODO The 'fit_params' public API at pv-fit.com is not final. Finalized it before adding Campanelli model.\n", + "module_params_campanelli = {'i_sc_A_0': 8.300642232880616, 'i_rs_A_0': 3.1370554096867056e-10,\n", + " 'n_mod_V_0': 1.8760873861375469, 'bg_mod_eV_0': 80.76475208957835,\n", + " 'alpha_bg_mod_0': -0.0794653116276011, 'g_p_Mho_0': 0.0026062186459665454, \n", + " 'r_s_Ohm_0': 0.5297525695641349}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Model wrapper for use with matched reference device effective irradiance and cell temperature" + "### Model wrapper for use with matched reference device effective irradiance and cell temperature\n", + "\n", + "In this scenario, a reference device (typically a \"matched\" cell or module) provides the effecitive irradiance ratio `F` and effective temperature ratio `H`, which serves directly as the \"weather\" under which the device operates." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "ModelChain: \n", + " name: Campanelli\n", + " orientation_strategy: None\n", + " clearsky_model: ineichen\n", + " transposition_model: haydavies\n", + " solar_position_method: nrel_numpy\n", + " airmass_model: kastenyoung1989\n", + " dc_model: functools.partial(, ModelChain: \n", + " name: Campanelli\n", + " orientation_strategy: None\n", + " clearsky_model: ineichen\n", + " transposition_model: haydavies\n", + " solar_position_method: nrel_numpy\n", + " airmass_model: kastenyoung1989\n", + " dc_model: ...\n", + " ac_model: snlinverter\n", + " aoi_model: no_aoi_loss\n", + " spectral_model: no_spectral_loss\n", + " temp_model: sapm_temp\n", + " losses_model: no_extra_losses)\n", + " ac_model: snlinverter\n", + " aoi_model: no_aoi_loss\n", + " spectral_model: no_spectral_loss\n", + " temp_model: sapm_temp\n", + " losses_model: no_extra_losses" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# TODO Breifly explain how this model is calibrated with F and H and best used with matched ref devices\n", + "from pvlib.modelchain import sdm_campanelli\n", "\n", "# Define the PVSystem and ModelChain\n", "system_campanelli = PVSystem(surface_tilt=20, surface_azimuth=200,\n", " module_parameters=module_params_campanelli,\n", - " inverter_parameters=cec_inverter)\n" + " inverter_parameters=cec_inverter)\n", + "weather_F_H = pd.DataFrame([[1.07754787, 1.084]], \n", + " columns=['F', 'H',], \n", + " index=[pd.Timestamp('20170401 1200', tz='US/Arizona')])\n", + "mc_campanelli = ModelChain(system_campanelli, location, dc_model=sdm_campanelli, name=\"Campanelli\",\n", + " aoi_model='no_loss', spectral_model='no_loss')\n", + "mc_campanelli.run_model(times=weather_F_H.index, weather=weather_F_H, pv_ref_device=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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i_scv_oci_mpv_mpp_mpi_xi_xx
2017-04-01 12:00:00-07:008.94433941.120828.24668731.335752258.4161328.8871895.505461
\n", + "
" + ], + "text/plain": [ + " i_sc v_oc i_mp v_mp \\\n", + "2017-04-01 12:00:00-07:00 8.944339 41.12082 8.246687 31.335752 \n", + "\n", + " p_mp i_x i_xx \n", + "2017-04-01 12:00:00-07:00 258.416132 8.887189 5.505461 " + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc_campanelli.dc" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2017-04-01 12:00:00-07:00 248.736184\n", + "dtype: float64" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc_campanelli.ac" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Model wrapper for use with SAPM effective irradiance and cell temperature" + "### Model wrapper for use with SAPM effective irradiance and cell temperature\n", + "\n", + "When traditional weather data are available (e.g., from a meterological station), use the SAPM to compute the effecitive irradiance ratio `F` and effective temperature ratio `H`. Among other things, this relies on the\n", + "accuracy of the short-circuit temperature coefficient under the operating conditions of the given location. This computation uses the `Aisc` provided by the SAPM, and in practice, one tries to match as best as possible the module at hand with a module in the SAPM database." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -878,7 +1371,7 @@ " transposition_model: haydavies\n", " solar_position_method: nrel_numpy\n", " airmass_model: kastenyoung1989\n", - " dc_model: functools.partial(, ModelChain: \n", + " dc_model: functools.partial(, ModelChain: \n", " name: Campanelli\n", " orientation_strategy: None\n", " clearsky_model: ineichen\n", @@ -898,7 +1391,7 @@ " losses_model: no_extra_losses" ] }, - "execution_count": 12, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -906,8 +1399,6 @@ "source": [ "from pvlib.modelchain import sdm_campanelli_sapm\n", "\n", - "# To use SAPM, we need to include a short-circuit temperature coefficient and reference temp\n", - "# In practice, try to match your module as best you can to one from the SAPM database\n", "module_params_campanelli_sapm = {**module_params_campanelli, **sandia_module.to_dict()}\n", "module_params_campanelli_sapm['irrad_ref'] = 1000. # W/m^2\n", "module_params_campanelli_sapm['temp_ref'] = 25. # degC\n", @@ -917,33 +1408,53 @@ " module_parameters=module_params_campanelli_sapm,\n", " inverter_parameters=cec_inverter)\n", "mc_campanelli = ModelChain(system_campanelli_sapm, location, dc_model=sdm_campanelli_sapm, name=\"Campanelli\")\n", + "# Run using the \"traditional\" weather data from above\n", "mc_campanelli.run_model(times=weather.index, weather=weather)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2017-04-01 12:00:00-07:00 15.929176\n", - "Name: aoi, dtype: float64" + "array([1.07754787])" ] }, - "execution_count": 13, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "mc_campanelli.aoi" + "mc_campanelli.F" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.11097743])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mc_campanelli.H" + ] + }, + { + "cell_type": "code", + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -958,18 +1469,19 @@ " ('i_xx', array([5.45186953]))])" ] }, - "execution_count": 14, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# Because the SAPM cell temperature was warmer, the maximum power is decreased as compared to the previous result\n", "mc_campanelli.dc" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -978,7 +1490,7 @@ "array([237.46198999])" ] }, - "execution_count": 15, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -987,13 +1499,6 @@ "mc_campanelli.ac" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, diff --git a/docs/tutorials/pvsystem.ipynb b/docs/tutorials/pvsystem.ipynb index 52ccbe9176..e4282bb9a9 100644 --- a/docs/tutorials/pvsystem.ipynb +++ b/docs/tutorials/pvsystem.ipynb @@ -244,7 +244,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -361,7 +361,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -4258,24 +4258,15 @@ "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "TypeError", + "evalue": "sapm() got an unexpected keyword argument 'Vintage'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 8\u001b[0m am_abs, aoi, module)\n\u001b[1;32m 9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0msapm_1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpvlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpvsystem\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msapm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meffective_irradiance\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtemps\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'temp_cell'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mmodule\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0msapm_1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: sapm() got an unexpected keyword argument 'Vintage'" + ] } ], "source": [ @@ -4355,14 +4346,15 @@ "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "NameError", + "evalue": "name 'sapm_1' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplot_sapm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msapm_1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meffective_irradiance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'sapm_1' is not defined" + ] } ], "source": [ @@ -4378,20 +4370,9 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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evnDpQp54+wRPv3OC//rc3Ek6ipllrBGOATZuvJKNG688rTnMihUrWbFi5VSEJ0ygxx9/9ozrJUni61+/i69//a7T1m3Zcitbttw6SZGN7p2PazlS3kbebP8ImYL6YsJDuHPzXH75xEH+9loxP71tKRbT6aPWC4IQ/Jy9gzz25nEMOg1f25SP0TDxA/ClxYdxw7o5PPH2Cf7xlsKdnxf3dudDkiS++917z7rdCy/8a+TnzZs3s3r1+lHXmUwmfvrTX05ojKKGVggKXT2DvPBuOSFGLTcvjqT+z3/E5/GQ+LVvnHMyO8yQkEjK93+ILjqatpdfYmFfFXOSw9mvtHCoVDQ9FoTpqrWjj5feryA0RM9XrprYWgHhwmQkhXP1yjQczgGe3VGmdjiCIEySR/51DGevi2tWzybZNnnzUa9dkER2agSFZa3sLWmatHIEdYkaWiEoPP3WcXr63dywOpWeRx7A291N3C1fInT+ggvarz46mqS77qb2Vz+n+fFH+OLXvsN99V08u72MuenRExT9zFZeXsZ99/3olGV6vZ6tWx9TKSJhMgXD+X5i2wkGXV5uuTybMPPUz/kqnNlnL5rFfqWZD440sHZ+EumJYWqHJAjCBDpR28G2fTWkxIayfnHKpJalkSRu/UwO//dve3luRxnrlwf/AFFTKSEhkX/847lTlt1zz3doaKg/ZdnXvnYny8ZRwbRw4WIWLlw8oTGCSGiFIFDX2sO/91QRF2Vmbtn7OBsbiLhsA+GrL56Q/RsTE0n46h3U/f63eJ57lEtXfZFtR1rYVVjPDVeIaWMuVEbGHB599Cm1wxCmSKCf7+PVDo6Ut5GdGsHyvDi1wxFGodVouOmyLH799CGefucE925ZJEY/F4RpwufzjbS+uPly+bym5zlXsREhXL40ldc+rOKld8tYvzBp0suczn75y9+oHcJpRJNjIeC9+kElXq+PG1MGcL6/C2NKCjGfv25Cy7DkzyXy8o24mptY1bQfo0HLq7sr6e13TWg5giCox+fz8dJ7FQBcu3aOSJICWPasSBbJNsrruzhaIUYoFYTp4uCJFiobulhZkEhG0tRVGnxmeSrhFgMv7iwTA0RNQyKhFQJaXWsP+483IyeYCd35Kmi1xN9+Bxr9xA8UEvO5z2NITKLvw/f4XJoGZ6+Lf39YNeHlCIKgjqLKdsrqOlmQGSOasQaBa4bmjnzlgyp8Y09kLAhCkPB4vbywqwKNJLFlY86Ulm0y6Ni0ejaDLg9vfFQ9pWULk08ktEJAe+3DKnzAZm0l7vY2IjdcgTFpcpqKSDodsV+8GXw+Mg+/jdkg8cp75Qy6PJNSniAIU+vtfTUAXLNK9KEKBsmxoSzKslHZ0MWxyna1wxEE4QJ9XNJMU3svqwsSSJrEgaDGsnJuArGRIew6XE9nt6ilnU4CMqGVZblKluWjsiwXyrK8X+14BHU0tfeyr7iJnDAvfLAdXVQU0VdePallmrNkwi5ahauulk3h7XQ4B9hd1DipZQqCMPnqWro5VuUgOzWC1Dir2uEI43TlRWkAvPVxrbqBCIJwQXw+H2/srUGSYOPyWarEoNNquPbSTFxuL28OPeAUpoeATGiHXKIoynxFUSZ+KCwhKGw/YMcHXDFwHJ/bTczma9EYjZNebvSmzUh6PWklH2DSeHnjo2q8XtHc7XzccceX1Q5BEADYtt8OMOkjagoTa1a8layUCI5VtlPf2qN2OIIgnKeiynZqm7tZkh1LbESIanFctjSVSKuRnYfq6BHjpEwbgZzQCjNY34CbD442MEvXh7H4AObUFKxLl09J2fqoKCIuvQxvh4NrQ5to7eznSLkYlOR8PPDA39UOQRBw9g6y51gjtggTBXNi1A5HOEfrFycD8M4Bu8qRCIJwvob7rW5cpk7t7DC9Tstli5MZdHl5/3CDqrEIEydQp+3xAW/LsuwDHlQU5SG1AxKm1odFjfQPevis9zj4fKTedANezdQ9f4na+Fk633uX1LK9aGOuYschO/MzxY3wuVq/fjXbtr0/6rqDB/fz978/RHx8LEVFxVx88SVkZMzh+eefZmBggF/+8rckJSXz85//BIPBQGVlBe3t7dx55/9h5crVU3wkwlj+8pc/Eh+fwObN/pHHH374QcxmCzfe+MVTths+35GRUZSWnjin871p02cuKMZdhfW43F4uW5SCRiNGNg42CzJtRIeZ+LCogc9fnI7FNPGDAgqCMHlqmpwcr+kgLy2SWfHqd/lYPS+RV96vZMdBOxuWiM+F6SBQE9qViqLUy7IcC2yTZfm4oijvjbVxZKQZnU4LgM2mzj+KGuVO12P1en28W1hHtKeHsKoiLLPTiFq+bGqn2LBZ6d94OXUvvcz6pEberNDiljQkxFimLoQJfJ//UfgiH9UenLD9ASxPWciW+Z8/4zaSJI15HBERZsrLS/nTn/5AREQE69atIyLiOl5++Z889thjvP76S/zwhz/EZNLT0tLMs88+TU1NDTfffDMbN67DOAXNz4PNS2Wvcaj56ITuc0HsXDbPuXLM9ZddtoE//vF3Iwntzp3v8Jvf/GnUbcvKTvDEEy8QFhbG9ddfw1VXbWLr1sd57rmneeGFZ7nrrrsBaGho4P77H6Kuzs43v3kHGzeuO+/43R4vOw7aMRm0rJqXcN77EdSj0UisW5TMczvLeO9wveo1PIIgnJt3C+sBuHRRssqR+IWG6FmRH8+uwnoKy1pZmGVTOyThAgVkQqsoSv3Q92ZZlv8JLAXGTGgdjl7AnwC0tDinJMaTqVHudD7WkmoHdS09fFGqAp8P66UbkCRpXOV2u3o40HSYkvYT1HTZ6Xb1YNQaiLfEkRWRzpL4BcRb4sYVh/GitUivvsbchsO8FZ3ASztOcP0lcy7w6MZnot/n3r5BPOPoB6zVSOPabnifZ4vR5/ONuU1HRy+ynENsbCwtLU4SEpLIy1tAS4uTuLgU3n9/Ny0tTvr7XaxadQltbT1YLNHExydy4MBRMjPlM5at1gOfmSYrKxuHo53W1hYcDgdWq5X4+PhRt83OziUmxt/SISkpmSVLlgGQkTGHQ4c+Gf/v0ksvQ6PRkJKSSmJiEhUVFcTEnN+N0H6lmY7uQdYvTiHEGJAfecI4rC5I4OX3K9h1qJ7Ll6aiEXMIC0JQ6Btws+dYI5FWI/MyotUOZ8S6RcnsKqxn+wG7SGingYD7dJdl2QJoFEVxDv28AfipymEJU2j30QaMnkGS6orQRkRgXbL0rK9p63Pw76pt7G8qxO11AxBpjCDFmkS/u5/KzmoqOqt4s3oHcyJmc+XsDWRGZpxxn7qICGIvWUvTtneYF97AB0eMbF6Tjk4bfF3PN8+58oy1bMOm+kGJwWAY+VmSpJHfJUnC4/Gcsu5U4mZ2NOM9zxNt7dp17Ny5nfb2Ntat2zDmdud7vi+kdcaOA3VIwLpFkzPdlzA1LCY9S7Jj2V3UyPFqB7lpUWqHJAjCOOwtbmJg0MPGZalop7Dr2Nkk20LJSomgpNpBc0efqgNVCRcu4BJaIA74pyzL4I/vKUVR3lQ3JGGq9A242a80s9JViTQ4QORVVyPpxv4z9Xg9vFW9g7eqd+L2uok1x7AqcTnzbXOJDokc2a7f3c+xNoU9DR9T0n6C3x96kPm2fG6QN2M1jD0XWuKmq2ja9g4r+8o4rE/iaHkbC8STvCm3c+c7bNx4JQ0N9dTX15GaKpocBpJ16zbw61//nI6ODu6//8KHPPj0+Z49ezZdXYPnvJ+61h7K6jrJnx1FbKT5guMS1HXx/CR2FzWyq7BeJLSCEAR8Ph/vHqpDI0msnpeodjinWT0vgRO1Hew+0sDn1qSrHY5wAQIuoVUUpQIoUDsOQR0fH29mcNDDgg4FyWAgfM3aMbftHHDyt6LHqeisJsIYztXpV7AkfgEa6fQngCadiUVxBSyKK6Cqq4aXSl+nsKWIso5Kbs/fQmbk6Bcyc3IyIdk5cLyEKFMnHxY1ioRWBamps/jGN75Ke3s73/nOPaL/bIBJT8+gt7cHm8020qT4Qox+vs89od191D+C5ZqCwLuREs5dRlIYSTEWDp5ooatnkDCL4ewvEgRBNTVN3dQ0d7MgM4ZIa+B9bi+WY3ly2wl2FzVwzarZYnCoIBZwCa0ws31wtIHZfQ0YujuwrlqN1jL6IExNPc38+fDDtPU7WBg7jxvlz2PWj6+5SFpYKt9a+J+8a9/NP8te50+FW9mScz1L4heMun3E2kvoO17C6sEKXiuLoLvPRWiIGGVzPMYa4Rhg4cLFLFz4yTTTJ9fsfXrd3LkFfPObd09OkMKEePzxZ8+4Xo3zfbS8DYNOQ8GcwOm3JZw/SZJYXZDIM9tLOXiihbULRDNyQQhke441ArBybmAOyGc0aFmaE8d7h+sprm4nf7b4rAhWgdOYXZjxmhy9lNk7WeX2z1UWvvriUbdr7WvnD4cepK3fwZWzN/DlvP8YdzI7TCNpuDRlNXfOvx2D1sBjxc9woOnwqNuGzl+INjycrPZSJLeLfSVN53ZggiBMua6eQepae8hKiUA/NAq+EPzmpvubGh+vcagciSAIZ+Lxetlb3ITFpGNueuAmiquHRr//4IiYkzaYiRpaIWB8XNJMiKefxNYKDEnJmNJPH7TJOdjN/YVb6Rx08vnMq7g05cLmI82KnMOd82/nj4ce4tHipwkzhJ42WJSk0xG+eg3tr/2LnJ4qPiyK4tKFgTH0fDAoLy/jvvt+dMoyvV7P1q2Pjev1P/zhTyYhqqkly3IV4AQ8gFtRlMWyLEcBzwJpQBVwvaIoQX+XHijnu761ByAg5jwUJk58lBmzUUdtc7faocxYsiynAI8D8YAXeEhRlD+MdU2TZVkC/gB8BugFblUUZWLnkRMCTkm1g86eQdYuSEKvC9z6s/TEMOKjzBSWttI34Baj4QcpcdaEgPHx8WbmOSuQvB7CV685bWRTr8/LY8XP0NLXxoZZl1xwMjtsVlgKd8y7lT8WbuVvRU/w/SXfJMoUeco2YStX0/7av1g6WMPD9XNo7ewjJlyMiDceGRlzePTRp9QOIxBcoihK60m//wDYrijKr2RZ/sHQ799XJ7SJEyjnu7HdP51bfJQYDGo6kSSJuCgzNU1OvF6f6POmDjdwt6IoB2VZtgIHZFneBtzK6Ne0jUDm0Ncy4K9D34VpbE+Rv7nxirzxTZWoFkmSWJoTy6u7qzhc1sryvNGnnRMCW+A+MhFmlIa2HmqbnCzuq0DS6QhbftFp27xVtZOS9hPkR2dzVfrlE1p+ZmQG12ZeTberh78XPYnX5z1lvcEWS0hmFjGOOqyuHvYfb5nQ8oUZ6RpguNryMWCTirFMOy2dfQDYxFQM005sZAger4+O7gG1Q5mRFEVpGK5hVRTFCZQASYx9TbsGeFxRFJ+iKB8BEbIsB2anSmFCDAx6OHiiFVuEiTlJ4WqHc1ZLc/xJ976SZpUjEc6XSGiFgPDx8WZiBx1Ye9qxFMxHG3rqVDoV7TW8Xvk2EcZwtuR+YdSRjC/UmqQVLIotoLKrhndqdp223rr8IiR85HdXsl8RFz3hnPiAt2VZPiDL8leHlsUpitIA/htEIFa16Kahnj7/fNRWsxjAbboZPqfOXpfKkQiyLKcBC4C9jH1NSwJqT3qZfWiZME0dLm9lwOVhWW78Bc0jPlUSYyykxIZytKKNnn5xXQlGosmxEBA+Pt5Mfk8VANaly09Z5/F6ePDQE/jwsSXnekL1o498fKEkSeJ6eROlHRW8XvE282Jysdk+6X9nXbyElqefYEF/FX+py6Ots5/ocNOkxCJMOysVRamXZTkW2CbL8vHz2UlkpBnd0ABHJ/9tTqVgKdfj839PSYog0np+/6c2mxWfz8egx4XP5wVJwqg1TPoNWrC8x+Pl9XkZ9Ljw+ryYdMbTHkiea7nxMf4HnhqD7oJinm7v81STZTkUeBH4lqIoXbIsj7XpaP8wvjPtW1zrgrvMojf8H3EbVqSdcd+B9B5fsjiFx/9dQlmDk8uWTs5c94F0vNOtXJHQCqqra+2hrrmba3ur0YSEYJk375T179p3U+moZVn8IrKjMic1llC9hRvkzTx09DGeP/Eq+bP+z8g6rcWCpWA+vgP7iRtoZ7/SzOVZv60cAAAgAElEQVRLUyc1HmF6UBSlfuh7syzL/wSWAk2yLCcoitIw1PzurNX+Doe/X6jNZqWlxTmZIY8qmMptH2py3N8zQMs5PHH3eD0UtyuUdZdR3FRGa387g55P5sDVa3SE6kOJNEUQZ7YRZ7YRb4klxZpEhPHCm9YF03t8Mo/XQ2NvM3ZnPfbuetr62mnrd9DW76DP3TeynYSE1RBKcmgimRHprM9didR7bvPJSl5/l5C6xk5Sos6vSXmwvs9j7XOqybKsx5/MPqkoyktDi8e6ptmBlJNengzUn2n/4loXvGUOujx8XNxEbEQIFp005r4D7T3OTY0A4J19NRTMjpqycifbdCt3rOudSGgF1R1Qmknubyak30noRavQ6D+5uXEOdvPvym1YDRY2z7lySuKZF5NLbpRMcbvCx3WHmW38ZNTjsBUr6T6wn7zuSvYfny0S2rO4444v88ADf1c7DFXJsmwBNIqiOId+3gD8FHgVuAX41dD3V9SLcvrp6Xdh1GvRacfXPcHn8/Fx0yFeLX8Tx0AHAAatAVtINGEGK1pJg8fnpcfVi3Owm6quGio6q07ZR7jBSoo1mdSwZGYNfQ8zTI/auJN5vB7qehqo7rJT67RT66ynvqcRt9d9ynYGjZ6okCiSQxPQa/VokOh199Mx0Elxu0Jxu8IrFW+wOG4+12RsPG0wvrEYDf6au4FBz4Qfm3B2Q6MWPwyUKIryu5NWjXVNexX4hizLz+AfDKpzuGmyMP0cq2xnwOVhkWwLiubGw2IjQpidYKWkykF3n4vQENFdJZiIhFZQ3eGyVvK6qwCwLju1ufGbVdvp9wxww7yrCTVMTlPjT5Mkic9nXsXxfaU8XvgCP1xyNzqN/1/FnJePJiSE/P5adtR14nAOEGk1TklcwWimJ7ND4oB/DjXH0wFPKYrypizLHwPPybJ8G1ADXKdijNNO/6AHk3F888/2uwf4R8mzFLYUodfoWJ20gityVmN1R6LVjL4Pt9dNa18bjb0tNHQ3Ueu0U+20U9RWQlFbych2EcbwkeQ21er/mqpr2UTw+ry09LVR3VU78mXvrsd1UvKqk7QkhMaTEppIkjWRlNAkYs0xhOotY97Qdg/2cKS1mA8bP2J/UyHH2hRuzrmeeba8s8Zk1A8ltC7vWbYUJslKYAtwVJblwqFl9+JPZEe7pv0b/5Q9Zfin7fnS1IYrTKX9in/QzEVy8A0LsTDLRmWDkyPlrVyUL8YtCyYioRVU5XAOUFXfyabeGrTWMMzZOSPrWnrbeL/uI2JMUWzIWIOjve8Me5pY8ZZY1iSt4F37bvY07Gd1kj/R1uj1WArm4/1oD/EDbRwub2XtfDG2xVjWr1/Ntm3vj7pu166dvPTS8zz55OO0trbyjW98lT//+SGio2OmOMrJpShKBVAwyvI2YN3URzQzeDxedJqz1872uwf4U+FWqrpqyIxIZ0vO9USHRGGLPnNzKZ1GR7wljnhLHPNt+SPLuwad1HT5k9tap53qLjuHW49xuPXYyDZRpkhSrZ/U4iaHJgZEkuvyumnsaaa+u4G6ngbqnA1UO2vpc/ePbKORNCSFJjDLmsyssFRSrUnEW2JHHvqNV6jBwkWJS7hq3lpePbKDF068ykNHH+eW3BtYEr/gjK/9JKEVNbRqUBTlA0bvFwujXNMURfEBX5/UoISA4PZ4KSxrJSrMyOyE4GudMj/Txou7KjhUKhLaYCMSWkFVh8tbSe1rwujqI3TVCiTtJ7Uh/67ahsfn4eqMK9Bpp/5PdcOsS/mwYR9vVe1gecJi9EM3bNZFS3B+tIfs7moOl8pBkdC2PP8Mzv0fn3W7aq0Gj2d8tR7WxUuwXXfDecd08cWXsGvXDp588km2b9/Jbbd9ddols4J63F4fRv2ZE1qvz8sjx56kqquGJXEL2JJz/Zg1suMVZrCSH5NDfswnD+c6Bjqp6bJTM1SLW9Nlp7DlKIUtR0e2sejNxJljSYtKJFwbSZzZRqQxgghTOBadecKa7nl9XjoGOmnta6Olr43WvnZa+tpo6W+h3tl02pRlseYY8qNzmRWWTFpYCkmhiRi0E9cUTyNpWJm4jKTQBO4v/BuPlzxLpCmCORGzx3yNYSihdblFQisIgaSk2kHfgJuVc4NjdONPS4w2ExsZQlFFOy63B73uwj4PhKkjElpBVYWlrWT2+EfzD12waGR5a187+5sKSbTEsyB23lgvn1ThRisb5lzMa8o77Knfx5pk/9y45rx8JKOJvL5aHqry9xUZrjEQzs23vvVdbr31BnJy8li//gq1wxGmEY/Hh9Z45huqXfYPKWo7TnZk5oQks2OJMIYTYQsfaU7r8/noGOik2mmnuquWhp4mmnqaqeysPq1fLvj7okaYwgk3hBGiCyFEZxr50kpaJEmDRpLQSJqhEYUHGfS4GPS66HcP0O3qpmvQSdegk+7BHnyjDDAbojORFpZCYmgCSZZ4//fQeEJ0UzOPb1pYKv859xb+WLiVvxc9wX8vuxuz3jzqtlqN/7x6vGccKFcQhCl26MRQc+Msm8qRnB9JkliYaePNfTWUVDuYlyEesgcLkdAKqhkY9FBc2c7FfXY0ZgvmrE+G/N9eswuvz8v6WWsnZc7Z8bomez1vl+7i7ep3WZm4DK1Gi8ZgILSgAN++vUT1tlJS5WB+ZmBf9GzX3TCu2tSpHg2vtbUZjUZDe3s7Xq8XzTiaiArCeHi8PrRn+Htq73fwSvm/CdVbuDn3hklLZkcjSRKRpggiTRGnNFd2ed14Tf0U2ytp6W3FMdCBY6CTjoFOHP0dNPe2nneZRq0Bq8GKLTyaSGMEMSHRxIREYwuJIiYkmszkZFpbuyfi8M5bZmQGn529nn9VvMW/Kt7iC/LnRt1OM5zQekRCKwiBwufzcbi8DYtJx5zkCx/xXS3zM2N4c18NB0+0ioQ2iIiEVlDNsap2YnpbsAx2Y1l0EZLO/+fYOeDkw4aPiTZFsSj2tK6HUyrcFMaKxKXssu/mUPMRFg/17QpdtATnvr3I3dUUlrUGfEIbiNxuN7/4xU/57W9/yzPPPM8zzzzJTTdtUTssYZrweLzotGPX0L5W8TYur5sb5c8TbgyMvl56jQ5beALGwdBR13t9Xvrd/fS6++lz99Pn7sPr8458+fAh4Z8r16A1oNfoMWqNWA0WDNozT40TKM0DL0u9mH2Nh3i/7iNWJ60gMTT+tG1EDa0gBB57Sw8O5wDLcuPO+DAx0M1JCsdq1nO4rBWvz4cmQK6NwpmJhFZQzSnNjecvHFn+rv0D3F4362ddPKW1JmO5JHkV79k/ZHvt+yyKm48kSVjy5yLpDci9dp4TF73z8o9/PEJBwXwWL16MzZbM7bffzEUXrSItbey+c4IwXh6vD+0YCW1Tbwv7Gg+SFJpw1gGIAolG0mDWm8dsijsd6DQ6NmVs5MGjj/F29U5uzbvxtG20Q1MxeUVCKwgB40i5vwVJQUa0ypFcGI1GoiAjhg+ONlBZ30VGUvDWNs8kwfsIRQhqXp+PI+Wt5PTWIun1WPLnAuDyuPiwfh8WvZll8YtVjtLPZo6mwJZHjdNOWUclABqjEXNuLtEDHdDRRnXj1E9aHQzGGuEY4Etf+gp33vltAMxmC0899aJIZoUJ4fP5ztjkeJd9Nz58XJG2TtUuDcLo8mNySApNYH9TIa197aet/6SGVkzbIwiB4nBZG5IE+enBndACFMzxt7o7WtGmciTCeIlPckEVtU3daDvaiBro8M/tavTP5Xqw+Qjdrh4uSlg6oSNpXqh1qWsA2Fn7SYJmmTcfgDk9do6Ui4ueIASK4aaow4nPyfrcfXzUsJ8IYzgFMWef81SYehpJw7qUNfjw8VHD6aOza0UfWkEIKN19LsrrO8lICic0JHDu3c5XblokWo0kEtogIhJaQRVFlW1k9dQAELrgk+bG79XtQUJi1dC8r4FidtgsUqxJHG0roWOgE4DQAn//3sweO0WV4qI3lvLyMm699aZTvr7ylVvUDkuYxkYS2lGaHBc2FzHgGWRV4vKA6NIgjG5B7FxMWiN7GvafNpXQSELrEwmtIASCoxVt+HzB39x4WIhRx5ykcKoanHT1DqodjjAOog+toIqiinYW9dSBJBE6VNNZ02WnqquG/OgcYkKiVI7wVJIksTJxGc8oL7Gnfj8bZ69DFxGJcVYaqTU1/LO2ld5+F2ZT8D+ZnGgZGXN49NGn1A5DmEGG51LWjdLk+EDzYYCg6js7Exm0BhbFzWd3/V5OOMrJjsocWSdqaAUhsAy3UptOowLnp0eh1HZQXNnO8rzTB6cTAouooRWmXN+Am9qaFpL7mzHNno3W6h9h9L26PQAj870GmiVx8zFoDeyu3ztSY2CZV4DG5yWtt4HiKofKEQqCAOAeo4bWOdiN4igjLSw14B6aCadbHOd/2Hm4peiU5cPT9ohBoQRBfV6vj6KKNiKtRpJtFrXDmTBzh/oCH604vR+/EHhEQitMueM1DlJ66tHgw5I/D4B+9wAHmg8TbYok56Qn8YHEpDOxJG4+joEOStpPABBa4K/lmdNTy7EqcdEThEDgHaMP7eGWIrw+L4ti56kRlnCOMsLTsOjNHGktPqXZ8fAUQyKdFQT1VTU66el3Mzc9KmCm/5oIKbGhhFsMFFW24RXdGwKeSGiFKVdU2U56Tx0A5qGEtrDlKIOeQZbFLwroUUdXJfr79u6u2wuAMTUVbXgEc3rrOVbeik9c9AQhYBUPPYjKj8lVORJhPLQaLXOjc+kY6KTGaT9tvbjeCoL6hh/m56ZNr1YvkiSRnx6Fs9dFTZOYySLQBW7mIExbx8rbyOirQ2O1YkpLA2BvwwEAliUsUjGys0sNSyYpNIGituN0u3qQNBpCCwoI8fRjaKmjydGndoiCIIzC4/WgtJcRY4oi1jx9+nlNd3NjcgAoblNGlk2jSiBBCHolVe1IQM6sSLVDmXCi2XHwEAmtMKWaHb3QXE+ouw9LXj6SRkNbn4MTHeVkhM8mJiTwR8hbGr8Qj8/DwaYjAJjz/HPozu6tp0gM8X6KO+74stohCDPQaBV3lV019Hv6yYmWpz4g4bxlRWYgIaE4ykaWSQw1ORYVtIKgqoFBD2V1naTGWbGaDWqHM+Fy06KQgGPi3i7giYRWmFLHTmpubJnrb268r/EgAMsDvHZ22OK4+UhII3Gbc3JAkkjrraeoUjzFO9kDD/xd7RCEGezk/lwlQzV8uVFZaoUjnAez3kyKNZHKzhoGPf7pM4ZPq2hyLAjqKrV34Pb4yE2bfrWzAKEhelLjrZTXdzEw6FE7HOEMAnbaHlmWtcB+oE5RlCvVjkeYGMeqHOT0+qfrseTm4/P52Nd4AL1Gz4IgGaglwhiOHDmH445SWnrbsJmjMaVnkFReziuVTbg9XnTawHpW9OGOciqON591O41Wg9fjPet2AOnZsVx0acYZt1m/fjXbtr0/6rpdu3by0kvP8+STj9Pa2so3vvFV/vznh9i27U0qKsq5994fU15exk9+ci9btz6OyWQaV1yCMJrSjgokJDIjz/w3KwQeOTKTGmcd5R1V5ER/8kBCpLOCoK7p2n/2ZLmzIqludFJa10H+7MBvRThTBdZd96nuAkrUDkKYOF6fj8rKRpL6WzDNTkdrtVLjtNPc10qBLY8QXfAkLEvjFwLwcdNQLW1uHhp8JHbVU9nQpWZoQePiiy8hOjqaJ598kl//+mfcdttXiY6O4frrb6Kuzs6uXTv5xS/+h+9+916RzAoXxOV1U+20kxSaEFTXGcFPjpwDMNLsWPShFYTAUFzlQKfVkJkcrnYok2a4b3BJtZiaMZAFZA2tLMvJwGeBnwPfVjkcYYLUNnVjc9iHpuvx9zs90HwY+GS+wWBRYMvHoLzEvsaDbEy7DEtePu3/eoW03nqOVzvITI5QO8RTXHRpxllrUwFsNistLVM3mt+3vvVdbr31BnJy8li//goANBoN9977Y2699Uauvnoz8+YF19+GEHhqnXbcXjcZEWlqhyKch/SINDSShvLOKkD0oRWEQNDVM0htczc5syIx6LVqhzNpMpMj0GokjouENqAFag3t74HvAeNr+ygEheM1Dmb1NQJgzsnD5/NxsOkIJq2J7CDr12bSGZkbk0tLXxv27npMs9ORQkJIH0pohfFpbW1Go9HQ3t6O1/vJv7vdXktIiJnW1hYVoxOC3XBFXnlHFeCf11QIPkatgaTQBGqcdlxe98iJ9YlGx4KgmuJqf3PjvNnTt7kxgNGgJT0xjKpGJ739LrXDEcYQcDW0sixfCTQrinJAluW143lNZKQZnc7/dMhms05idGNTo9xgO9aKRifzexuQTCaSl86jvLMWx0AHa9KWkRh39gEFAu1412Yu40DzYY53H2dhejbt8+fh27OX1io74RGrLviJZaAd7/mQJGnM/bndbn7965/x29/+lpdffpnXXnuB2267DafTyf33/46nnnqS++67jwMHdnPFFVdMWEzCzDNcs5cuEtqglR4+i1pnHXZnHUnmZP9Ckc8KgmpKqvwP76fjdD2fljMrklJ7J0pNBwuybGqHI4wi4BJaYCVwtSzLnwFMQJgsy08oivLFsV7gcPQCU99ccpga5QbbsXq8XiqPV7PO1YU5ex5tjj62l+4BIC8s96z7DMTjTdalYtDo2V21n8viL0U7Jxv27CXZaWfv4TqyL+AiH4jHez58Pt+Y+3vkka3k5c1j8eLF2GzJ3H77zcybt4Snnnqcq6/+PKGhMXz72/fwzW/eQXp6DpGR5/YUWK0HAoL6Th791ufzUdFZRZQpkkhTYHUFEMYvPWwWu/iQis5qki3+hFbks4KgHqWmgxCjjllx0/+zNmdWJK/urqKk2iES2gAVcAmtoij3APcADNXQfudMyawQHGqauonv8E/XY87Jw+vzcqj5KCE6E9lRmSpHd34MWgN5MTkcaj5CfU8jsbn5AP5mxzWOC0pop4uxRjgG+NKXvjLys9ls4amnXgTg3nt/PLI8Li6eZ599efICFKY3CZp6W+hx9ZIbJeafDWazh2rXKzqrWZO4yr9QdKIVBFU4nAM0d/RRkBGNRjP9R2lLTwzHoNNQUiO6lAWqQO1DK0wzx6sdpPU1AGDOyaWqy9/cuCAmH50m4J6rjNsCm39wq0PNR9DbbGhjbKT2NaFUikm4BSEQlHdWAqK5cbCLMkUQbgijorOK4bpZkc4KgjpO1HYAkJU6M1q96HX+kZzrWnro7BlUOxxhFAGdSSiK8i7wrsphCBOgpLqdi3sbkEKtGJKSOFj+GgAL44Jj7tmx5EVno9foONR8lCvTL8eSk4Pn/fforqpiwLUQ4zQe+W+8ysvLuO++H52yTK/Xs3XrYypFJMwk1V12AGaHp6ociXAhJEkiPXwWh1qO4hjw15KIClpBUIcynNCmzIyEFiB7ViTHqhwoNQ6W5sSpHY7wKQGd0ArTg9vjpbW8Bqunj9DcZSBJHGk5hklrGplfMFiZdEZyo7M53FJEQ08Tluwcut5/j+SeBsrqOsmbxpONj1dGxhweffQptcNQnSzLWmA/UKcoypWyLM8GngGigIPAFkVRxKPfCVbjtKPT6Ei0xKsdinCBhhPaqq5a4NS+0oIgTJ0TtR0Y9doZ0X922HDyXmrvFAltABJNjoVJV9XoJLFrqP9sdi71PY209TvIi5aDurnxsJObHZvlHABS+5rE9D3Cp90FlJz0+/8D/ldRlEzAAdymSlTTmA8Pdd0NJIcmotWI1hLBLsXqHwzK3l2nciSCMHN19Q5S39rDnKQwdNqZk0akxfuPt3SodloILDPnL1FQzaf7zx5tLQZgXkyummFNmPyYbDSShqOtJegiItDFxZPS14RS1ap2aEKAkGU5Gfgs8Leh3yXgUuCFoU0eAzapE9301adpx+vzkjqUCAnBLdmaCIC9ux4QTY4FQQ2lI/1nZ9bAl3qdhvTEMGqbu+ntd6sdjvApIqEVJl1prYPUvia00THobTaOtBSjkTTkRmerHdqECNGFMCcinRqnnY6BTizZORh8bvqrqhl0edQOTwgMvwe+B3iHfo8GOhRFGf5UtANJagQ2HQ0nOn0a/+BsqVbx1k4HIToTMSHR2J31gE8MCiUIKhjuPyvPoP6zwzKTw/EBZXWdaocifErwt/cUAprX66OzvBKTdxBLbi4dA51UO2uRI+dg1oeoHd6EmRuTwwlHGcdajzMvO4fOXTtJ7mmgsqELeYY9xRROJcvylUCzoigHhqYiAxhtnoOz3p9HRprR6fxNZ9WaZzcYyvUNvUdufTcAucnp2KLPPe5gONaZVu6c6Fl8ZD+IZOhHr9deUMzBcLyCEGhO1HSg02qYnRCmdihTLislgtf3VFNq72BeRrTa4QgnEQmtMKnqWnuI7fI3DzNnZXO41d+FcO40aW48bG50Li+W/oujbcUskz8PwKy+RkrtnSKhFVYCV8uy/BnABIThr7GNkGVZN1RLmwzUn21HDkcv4L8hbmlxTl7EYwiWcts7+wHo8XaABvQD5nOOO1iOdaaVG6O3AaAJ6cY16D7vmIPleMe7T0GYCr39Lmqbu8lKiUCvm3mNPOckhSNJiH60AWjm/TUKU6rU3kFKXzMAIVnytOs/O8xmjibeEsfx9jK8FhPa+ESS+lsoq2lXOzRBZYqi3KMoSrKiKGnADcAORVH+A9gJXDu02S3AKyqFOO0MN0Yd0HQRqrdMq9YgM50txD9yvGTsVTkSQZh5Ttg78TGzpus5WYhRR0psKBUNTlxu79lfIEwZkdAKk6q0toOUviakyCg84aEojjKSQhOIDpl+09nMjc7B5XWhOMqw5vr70XaXl+P1ip5ewqi+D3xbluUy/H1qH1Y5nmnGy6DUjS0kRu1AhAkUPZLQ9ok+tIIwxcrs/r6jMzWhBchMjsDt8VLZ0KV2KMJJJrXJsSzL64B1+JvT9QGHgVcURRFj7s8QrWWVmL0DhMqLOO4oxe11T7vmxsPmxuSyreZdjrYWkyZn07FjO/GdddhbukmdQXO1TXeyLGsVRTmv0b4URXkXeHfo5wpg6cRFJpxC5wLJR7hx5vXzms5OTmjpVzmYGUqW5b8Dw2MD5A8t+wnwFaBlaLN7FUX599C6e/BPS+YBvqkoyltTHrQwIcrrOpGA9MSZe13NSolg+wE7pfaOGZ3YB5pJSWhlWb4B+AlQDnwEvI+/71g+cJcsyx8B31cUpXEyyhcCQ1tnP2GtdgDMWTLFbccByJ8moxt/2uzwVEL1FopaS7hu3noAUvqaKLV3ioQ2yMmyfDH+m7V1QKwsyy7gCPAisFVRFNG2PMBI+kEAQg0WlSMRJlKo3oKEhKQbVDuUmexR4H7g8U8t/19FUX5z8gJZlnPxd7XIAxKBd2RZzjrfh4KCejxeL5WNXSTaLIQYZ+4QPFnJ4QCU2sVIx4Fksv4iFwCrFEUZdSJOWZY34B8o5cVJKl8IAP7+s00AmDKzKK7YjUVnZlZYisqRTQ6NpCEvOpu9jQdokJxo4hJIbG7hw5p21i0S82AGK1mWXwcGgGeAe4BG/A/ocoDL8d+g3asoypvqRSmcwsdIwmPVi4R2OtFIGsz6EJx6l2hyrBJFUd6TZTltnJtfAzyjKMoAUDnUxWIpsGey4hMmh725h0GXlzlJ4WqHoqrwUCOxkSGU2jvx+nxopNEmLRCm2qQktIqifH+sdbIspyqK8vZklCsEltLaDnL7miDUSptVwjHQwaLYAjTS9O26nRsts7fxACVtJyiQs/A2NdBeVoHPNxdJXPSC1fcURTn2qWUuYB+wT5blXwGzpj4s4Yx0LgBC9aEqByJMtFC9hW6dqB25ELIsz8bfDPhSTu0W9iLw4klzZJ+Lb8iyfDOwH7hbURQH/vm1PzppGzHndpAanns1I3FmJ7Tgfw/2HGuksa2XxBjx0DQQTEmbAVmWDcBm/BfPxYCYx2QGaCivYZmnD4u8mJL2E4A/4ZvOsqMykZAoaT/Bisy5dL23i/C2Oto6+4mJECOtBqnPybLcMVbff0VRXEDZFMcknMVIk2O9WeVIhIlm0VtA1zoymrVwbmRZfgBYBDyPf3C6T7c6+YEsy19TFOWjsfdymr8C9+GfT/s+4LfAlxFzbgdFueMp097qH1l8ydyECYsxWN/jAjmWPccaaXEOUJATP2Xlnq+ZUO5kDwq1EH8S+wUgZOjnqyezTCEw9PS7MNRVAWCWsyluUwDIicpSMarJF6q3kGpNpryzCinnSgCS+5optXeKhDZ4zQGKZVneA/wd+OdQEisEKB8gafwVTCadSd1ghAln0hmRJB8+RDfM8/SKoih3jLL8KPCcLMtRQPq57FBRlKbhn2VZ3gq8NvSrHTi5n5GYczvAyh1vmccqWrGYdBjwTUiMwfwex4UZAShUmimYPb5ZO4L5eAOp3LGS5MkaFOqb+J/MheAfPGAB8J6iKM9MRnlC4Cmv6yR5qP+sLiOdsortJIcmTuqIo10dfdTXdNBg78TR1ouzsx+3y4MkSYRajYRHhRCXGE5CSjixCdZJawKcE51FtbOWCk0HIdZwknubKap1sCJ//E/xhMChKMqtsix/Hbge+AbwZ1mWnwb+rihKobrRCWPS+OcINGj1KgciTDSjxgCATzqfVrECcPxMK4cGuTunge5kWU5QFKVh6NfPAUVDP78KPCXL8u/wDwqVib+7hhBEOrsHaO3sZ15GtOg+BSTZLBh0GirqxdQ9gWKyamh/D2wH/nNoagpkWRZtg2aQUnsnKX1N+EwhVIf04/Z5JqW58UC/i5LDjZQWN9Ha1D2yXJIgNMxEiFmP1+Ojs6OPtpYeKobGKbOEGsjIjiV3QQKR0RPb/yEnKos3q7ZT4ihldVYWHPiYpko7/tZcQjBSFKUHeAR4RJblDOBLwCuyLLcpirJQ3eiEUWn8tXd6jUhopxuDViS0F+iQLMsd+KcQ2wm8qyhK9XhfPPRAb13wMTUAACAASURBVC0QI8uyHfgxsFaW5fn4G0hUAf8JoCjKMVmWnwOKATfwdTHCcfApq/MnbhkzfECoYTqthrR4K6V1nfQPujEZZu6oz4Fiss5ALv7mxR/IsnwCfy3t9B0JSDhNXUUdc93dmLLncbijFIDcCWxuPNDv5uCeao4dqsc16EGjkUjNiCJ1dhQJKRFE2cxoNJ/8yfl8Prq7Bmis68T+/7N333GSXeWB93+3Useq6uru6pynZ86MJigHhIQkMCDSC0sysLZlGxuvw/vayzrI9ruLjY0ts7Zf7y42TmCETRI2IAwYJIRAGiEkFEYzmnCmc+6u6pxj3fePW9UT1Lnr1q3wfD+fkbpvhfNUOl3PPec8p3uCroujnH6un9PP9dN8sJxb725OWmLbHGgg353P+THNGw/dyNzzP8Yz0C2dXvbwAXnx/8veIWnKiCe0ieRHZI+8+Gsak4R2r0qxZs7dDbwb+Cul1ATxBFdr/c9b3Vhr/f4NDn9qi+t/DPjYXoMVzusYtApCtebw/rNXa6kNcrF/iu6hGQ43Smkgp9lV5fgC8FtKqfuxNt/+eaBSKfVZ4HOyqXZ2i8VMVnu6ACg+dIjzY+fId+fRHExOIdj28xGe+m4783PLFBb7uPHVjRw5UU1+weYjMYZh4A/m4w/mc/CaSl7zxhjdbWOceqaXrrZRejrGuPaWOm6+oxm3Z3/nXtwuN6q0lZeiL7NQVwFA7cKIdHoZTCkVAN6P1Zc1Av8CvE5rfc7RwMSGTFifciwjtNlHRmj3R2sdA56P//sLpZQL+Cng94H7gC0TWpF7OgamMAxoloR2XUu19Vx0DE7Jd7s0YOtwUXxaycNYU/MqgJ/FqnwnCW0WGxydo2LWWj+7VF9BJPoE15YfxePa39ttdXWNk4+2c/6lIdweF7fc2cS1t9avV0LcDbfbxYHDYVpUOd1tozz13XZe/FEf/d0TvOEdRwnss4DTkdJDvBR9mbb8Gap8edQtRKXTy1BKqc9jnZj7PvAA8O973NJCpNL6CK0ktNlGEtr9U0odwRqhvQe4DqtS+2eAHzgXlUhHq2sxuodnqAsXyyyzyySmX8s62vSQsnem1joCfDz+T2SxzqFpahcimC4X7cVLEIXD+5xuPD+3zMOfP0VkcIayiiLe8I6jlJTufzsOwzBoPhSmrqmUk4+2ceHMMP/6med583uOU7WPtSKJ6dXnp9poaD5AuT7H6a5heFXTvmMWKfcS8GGt9bDTgYidW59yLCO0WcdjWCcxTWIOR5KZlFIjQCfwEPBnwIvxUVshXqE/OsvKaowDMjp7hZA/j5A/j47BaUzTlGJZDrNlXatS6mtKqVs2ucyvlPp1pdSH7GhbOK+zd4zKpXFc1XVcnLPqTKjS1j3f3+zMEp/566eIDM5w6Ggl7/zpG5KSzF7O63Nzz1sOc9e9h1heWuXfv/ASvZ1je76/soJSKgrL0RMd+A9bye1SZzumKbXRMtA/b5fMKqWkhHU6MU2ZcpzF3K74rBxD+tM9+mfAjbWE4heA90gfJjbTNWRtvdJcLQnt1Q7UBJieW2ZsatHpUHKeXSO0HwH+VCl1CKs8+wjWpt2HgSbgb7E24RZZaLq9Ew8x/IdauTjRQUlekIqC8j3d18L8Mv/+hVNMji9w4uY6bn/tAVvPgl1zXQ2FRT4eefgc3/7KWcrL/RQG9lZU5nDoIE8MPM1kjTXSWzo5yNjUouxHm3m+pJR6Gfg88KzWeglAKdUA3MulpRT/5liE4pXiI7T7Xeog0o9bRmj3RWv9mwBKqWLgTuAu4NeVUn7gqU32qBU5qmvImlIrCe0rtdQEeU5H6Ryalu92DrNlhFZr/ZLW+s1YazO+hZXQXgD+CFBa6z/TWkt10Cy0sLSKb7gXgKW6MLMrc6hQ656S0JXlVb715TNMji/wqrsP2J7MJjQdLOfedx7DjJl84VPPEh3e28bQh0LWqHS7fxnTcFG7GKVD1lpkotdgbW3xEWBCKTWhlFoAnsDai+kDWmtJZtONYWKYLpkGloXchvXVxTQkod0PrfUs8BzwAnAKKAJ+xtGgRNrpHprG53FRXZ7cmXHZ4EBtvDDUgHy3c5rdRaH6sKqBihzRNTRNzWIUgO5SE6JwKHRg1/djmiaPfeMCkaEZ1LFKfuKtRxgdnd3+hknS0FLK6952hEe/fo5vf+Vl3nXfjRQW7W6k9mCoBQA9201LZQ1VI4O81DfOrddU2hGysInW2sRaa/aQUsoDlAMLWuspZyMTmzEBwzABSWaz0foIrUw53hOl1Hu4VBCqCWsm3Q+wpiA/7VhgIu0srawxMDrHgdogbpfsvnm1hko/hgHdw5LQOk3mYomk6hyYonYxSqwowLk1a9mhCu1+/eypZ/roujhKTUMJd71JOTLK0nqkgtXlGI//xwUe+dpZ3va+a3G7d96hF3uLqCuuoXO6h6KDrcwN9zPe3glvPGJj1MJO8erGUhwqExgmhiS0WcmVWEMrU4736v/Bqtr+a8APtdayAFBsqHdkBtOE5iqZbryRPK+b2vIiekZmiMVMXC75m+MUSWhFUg12DnBobQHfgcO0T3VRUVBOKL9kV/cx0DPBMz/opKjYx+vffs2ukshku+N1rfR0jtKpR3n2iS5edc/uRpsPhQ7QPzvIXHwdrWugh5XVGN597nUrhNiOiWHPqhrhMJlyvD9a6zudjkFkhksFofwOR5K+Gqv89EfnGBqfp7a8yOlwclba/bVXSuUrpZ5VSr2klDqrlPpDp2MSO2OaJsud7QCsNoZZXFva9XTjpcUVHvvGeQzD4A3/6eiup/kmm2EY3PPmwwRK8jn1TB+DvZO7un3i8XeWWF+8Kuej9I7sbU2uEGIXZIQ2ayUKfUlRqL1RSv1vpVT1Fpe/XSn1vlTGJNJTd7wgVJMUhNpUU3z0OvFcCWfYmtAqpf5qJ8eusgS8Vmt9LdZm3/cqpW6zIz6RXKNTi5ROW7Mx+0qtt5YqPbir+zj53XbmZpa58fbGfe0Dm0y+PA+ve9sRDAMe+8Z5lhZXd3zb1pIWXIaLs8YIsbwCapdGpTCUEHYziW/pIgltNkqM0MqU4z17DPiOUuoxpdSfxLdS/B2l1KeVUu1Y1dsfdThGkQa6hmcoyPNQEZIKvptpio9ed++xgKhIDrtHaF+zwbG7trqB1tqMV94D8Mb/SeWHDNAxaK2fNV1uzuZbI5kHS1p2fPuui1EuvjxCuMrP9a9qsCvMPamqDXLD7Y3MTi/xw++17/h2BZ58Gvx1dM/042lsJLQyQ1/XkI2RCrsopQqVUn+slPp8/PfDSql3OB2X2ISM0GYtKQq1P1rrh7XWJ7Aqt89jVWuvAk4Ct2utf1lrvfeN2EVWmF9cYWR8nqYqPy6pFr+p+nAxbpdBjyS0jrJlDW28gt57gSal1EOXXRTE6jy3u70beB5oBf5aa/2MHXGK5OruHePapXGobaB9rpfa4mr8vuId3XZ5aZUnHmnD7TZ47VsPO7pudjM33t5I98VRLpwe5vDxKqrrd7Y2+FDoAN3Tvaw0lOO+CItdncAt9gYr7PBJYAi4Nv57P/AF4GuORSS2IGtos1UioZUR2v3RWp/ESmKFeIXEiGOTrJ/dks/rpqa8iN6RGdZiMakG7RC7ikJdBL6J9a39m5cdn8aa6rIlrfUacJ1SqgT4qlLqmNb65c2uHwoV4vFYf+DCYWc+eE60m26Pda6zCzcmnsO1rMTaubbmyI5jfOTrZ5mfXeauNxxCHanaVbt2u7zd/+t91/FPn3iKpx7r4EP/9TW4d1Dc6Za14zzS8zjRai9VQOHoAAVFeRQXbr0+OB0ebza3uQfHtdb3KaXeCNYejkop+cuVhkyQKcdZLPGFUYpCCWGfrviaUKlwvL2mKj99kVmGRuepq9jZQI5ILlsSWq31S8BLSqmva63H93E/k0qp72Ot59g0oZ2YsAZ9w2E/0Wjqh/ydaDfdHutaLEasrxuA/oD1JbIur35HMY5H53jmiU78wXwOHa/c8Dbp8njzi7xcc201504N8dh/nOf627afGl1GBR7DzXOuUd4K1CyO8tzZIY42le643VTJpveyDUny8uW/KKXyScPCesJiyJTjrOVaH6GVKcdC2CUxQtssBaG21VQd4MnTQ3QPz0hC6xC7t+3xKKX+CDhweVta6/dudgOlVBhYiSezBcBPAH9mc5xin4ZG56lYiAKgixYgBgdKmra9nWmaPPloG6YJd7y+FY/Xve1tnHbb3S106lGe/2EP6njVtpWYfW4fjYF6Oqd6WAuVUzM5SvfA5JYJrUhLTyilfg/IU0rdDXwYeNjZkMTmTAxTEtpsdOlEhSS0Qtile2gaf6GX0kCe06GkvaaqRGGoae44sWkBcWEjuxPafwPOA98F1nZ4m2rgwfg6WhfwkNb6GzbFJ5Kke3iG6sUx1vILOWcOU11USbF3+/24utvHGOydpPFAGU2t5SmIdP/y8r3cfGcTTz7SxnNPdfOaNxza9jYHSprpmOpmtaGSvIlRoh098OqdF8wSaeH3gd8GZoCPA18HHtjuRvGR3CeAPKw+91+11h9RSjUDXwRKgReAn9ZaL29+T2JXDBMZQM9Oifo0ks7uXfw71te01m9zOhaRfmYXVhibXuJYSymGFITaVl28MJRUOnaO3QltSGv9od3cQGt9GrjepniETfp7hrlhdZblhmaWzTkOlDRve5tYzOSZH3RiGPCqezIruTtybTWnn+vn3IuDHL+xllDZ1sl7a0kzj/Q8zkRVAVUvwWp3F3BPaoIVSaG1XgE+Fv+3G4mtyGaVUl7gpFLqP7BGeP8/rfUXlVJ/C3wQq/CU2CfTNKXKcRaTEdr901qvKaUKlFIurbUsRhZX6B2xErPGyoyob+E4r8dFXbiYvsgsq2sxPGlY2DTb2Z3QvqyUqtFaD9rcjnDYbEcnAHM1AWCOg8HtE9qLLw8zMTrP4RNVhMq3H81NJ263i1fdfYBvf+Vlnn68kze/+/iW128JNmJg0BZYpAoITA4yPb9MYJvCUCJ9KKU+vsHhKeBprfX3Nrud1toENtqK7LXAB+LHHwT+AElok0cS2qy1PmIkL+9+PQN8Jb4VWaKPQmv9LedCEumgd8R6OzRIQrtjTdV+ekZmGBydk+fNAbaP0AJnlFJPAYuJg1utoRWZZ3Uthnu4D4DeEmtm+XYjtKsrazz7ZDduj4ub72iyO0RbNB0so7o+SE/7GMMDU1TVBje9boGngNrias7MjvBqt4fqxTF6hmc43lKWwojFPlUCd3Jpm563Y2158V6l1ENa601Hbq/eigzoACa11qvxq/QDtXYFnqtk257slDhRYcoI7X7dHv//L192zAQkoc1xvRFrhLZBChztWGN8HW3P8IwktA6wO6H9fPyfyGKDo3NUzo8CcKZgkrL8EKH8rfdoPfviIHMzS1x3az3FgfxUhJl0hmFwy53NPPz5Uzz3VA9vfe+JLa/fWtJM/+wgyxVhwkPDtPWNSUKbWWqAG7XWEwDxgnefBe7AGunYNKG9eisy4MgGV9v223mublG223YXY4ARw+Vy7SveTHisudjujNua0eN27S/mTHm8dtFay7oXsaHekVnyfW7CoQKnQ8kYDRXW57ovMrvNNYUdbE1otdYP2nn/Ij10D01TtTTKSrGfMe8yt5ZsPf12dXWNU8/24fW5d7TtTTqraSihpqGEvs7xbUdpD5Q08/3+p5irDpA/NMR4WyfctX1BKZE2ahPJLIDWekIp1aS1nlFKLe3kDi7biuw2oEQp5YmP0tYB2y7NyMUtyvbS7sTEHBhgxthzvJnyWHOx3cmZBQDWYqa8vuw9QVZKGcDPAwe11vcrpZqAGq31D5MYnsgwyytrDI3N0VobxCUFoXasNlyEYUCvJLSOsHU+llLqoFLqpFKqK/77DUqpP7CzTZF6Q10DFK8tslAVArbfrufC6WHmZ5c5dkMN+QXeFERor8SU6eee6tnyeq3xadjD8d16Vvu2vr5IO+eUUn+vlHqVUuq2eCGni0qpPLao4q6UCsdHZrlsK7LzwOPAu+NXuw/ZAihpTNOM70MrU46zkxSFSpK/BF4HvCP++wzwV86FI9JBf3QO07w04ih2Js/rpqq0kL7IjFWYUKSU3X/tPwn8MVbhFIBTwHtsblOk2HynVRBqtNIqcNRasnnF4rW1GC/+qBePx8WJm+tTEp/drh6l3UzA56eioJyXC6cBKJmOMDGzo4E9kR5+HpgGPgH8DTAXP7YGvGmL21UDjyulTgM/Bh6Nb0X2O8CHlVLtQBnwKRtjzymJtZVSFCo7yahR0twD/GdgAUBrPQZk5hogkTTr62crZf3sbtVXFLOwtMbo1OL2VxZJZfca2qDW+ttKqT8F0FrHlFKyz2IWWV2L4RnpB+Bi8Tx+bzEVBZvvJ9t2doTZ6SWO31hLYVH2VPi96dWNfL13klPP9HHvO7eedvyjuShrHi9VS6P0DM8Q8sum5ZlAaz0N/OYmF0e3uN2GW5FprTuBW5ITnbicnBzPblIUKmkWtdamUgoApZQLqR2d86TC8d41VPp59nyE3pFZwiWy/jiV7E5o1+L7LpoASqlaQPY7yyID0TkqF6yCUF3+ZY6WHNl0E+5YzOSFp3txuQyuuzU7RmcTahpKqKj203VxlMnxeUpKCze83oGSZp4e+jHzFSHKByNc6BvluoObnwAQ6UUp9QbgOi4bxdBaf9S5iMTW5Lt5VjMkod2nM0qp/wwY8fWzvws86WxIwmm9IzO4XQY1GbadYjpIVIXui8xwowo7HE1usXvK8d9gVfQsj6+dfRL4c5vbFCnUPTRJ1dIYC8EAyz7Xltv19LSPMjWxgDpelbGVjTdjGJeS9Jd+3L/p9Vrj+/NOVORhABNtHakITySBUuoB4tOEsbbY+RVAqnqlIRm5y24y5ThpPgzcjbUs4hms74S/5WRAwlmxmEl/ZJaa8iK8HqlBsFv1lVLp2Cl2Vzn+rFKqE3gbUAjcp7WWs39ZZKStl+rYCsNVYWCVlmDjptc9HU/0Ttxcl6LoUqv5UDn+YD76zDA339G04ZTq8oJSgj4/XYEZGgBzoDf1gYq9egvW1OHntda/pJT6KNaesiLNSDqb3QwpCpUUWusZ4Bfj/4RgeHye5dWY7D+7R8EiH8Ei3/q0bZE6tiW0Sik38Lda618ETtrVjnDWQncXAMNlLjyGm9ri6g2vFx2eYbBvivrmEKVZOo3F5XJx7S11nHy0nbMvDHDzna8crTYMg+ZgE92BF7kLqzDU1OwSwWJZR5sBFrXWq0opUynl1VoPKKWya+58tojnOTKOl6VkhDYplFJPAd8FHgOe1lqvOByScNilglCyfnav6iuLeblznLnFFYryM38nj0xh23wCrfUacMCu+xfOW12L4YvEC0L556nz1+JxbXyO5PRz1vWO35Sdo7MJh49Xk5fv4eUXBlld3Xgnl+ZgA5N+NyteL1VLY/TImbxMMaOUKgR+CDyolPoLYNXhmITIOTJCmzS/gVXh+H8AQ0qp7yilftvhmISDLhWEkhHavUpsd9Qn3+1Syu4J8t9TSn1CKXWLUuqaxD+b2xQpMjg6R8XiGDHDIBJ00xjYeLBqfnaJ9nMRSsoKaWgpTXGUqeX1uTlybTWLCyt0XNi48G1zoBEMg5lwgLKVafr7Ni2QK9LL+7ES2N8EzmF9m373lrcQjjBNqT2YzRJraCWd3R+t9Y+11g9g7YP9e1g1AX7X2aiEk/pGrBHaetmDds/q49O1e2UdbUrZXeX4g/H/v+WyYyaw+UalImP0Dk9TuTTBfImfNY9B0yYJ7csvDhKLmZy4qXbTCsjZ5Oj1NZx6po+zLwyijlW94vIGfy1uw020HEoHYaqtA+4+7ECkYpder7X+F2AZa39tlFI/BfyLo1GJLWR/f5OL1kdopcrxviil/g9wBzCBNe34/Vh7ZYscZJomPSOzhEvyKcy3Oz3IXonR7cTJAZEadr9jr9daT9rchnDISHsvFeYq0XAhENswoV1bi3H+1BC+PDeHjr4yuctGgZICGg+U0tMxTnR4hnDVlWc6vW4vdf4aOoMdKGBNCkNlig/zyuR1o2NCCFvJlOMkeS0wD3wfeBz4cXy52JaUUp8G3gpEtNbH4sdKgS8BTUA38F6t9YRSygD+F/DmeFs/q7V+IemPROzb5OwyswsrHKovcTqUjFYZKsTncckIbYrZNuU43on9wK77F85b6OkGYChkUuApIFzwyv1Ue9rHmJ9bRh2rwutzpzhC5xy9oRaAl18Y2PDylkAjQyHr+fBPDjO/KEsx05VS6ial1K9ibT/2K5f9+13glaWshRC2kinHyaG1Poq1C0Un8AvAWaXU13dw088A91517H7gMa31QazR3vvjx98EHIz/+xDwyf1HLuwwELUSsLpwdhbuTBWXy6CuopjB0TlW12T5S6rYWRTKBDqVUiG72hDOMU0T94iVrHX5l2gK1G84nfjcS0MAHLlu4+rH2aqhpZRAST5t5yIsLb6ycGRzsIGZIhdLeV6qF8foj8qZvDRWC9wEFAE3X/avCvhZ58ISm4lJqpPVLv2tkdd5P+IDDw1AI9bIahjYtiyr1voJYPyqw28HHoz//CDwjsuOf1ZrbWqtfwSUKKVy6wtBhuiPzgFQF5aCUPvVUFHMWsxkcHTO6VByht1TjmeBF5VS34r/DIDWWqroZbjRqUXK5ketn0MeTmww3Xh6coG+znGqagOU5VgHaRgGR6+v4enHO7lwephrb7ny+WkOWoWhJssKqRycoq83ItN80pTW+mHgYaXUG7TWjzgdj9g5Q9bQCrGVCHAea7rxH7C/rXsqtdZDAFrrIaVURfx4LdB32fX648eG9tiOsEnixHqd7EG7b4nCUH2RWdkCKUXsTmjb4/9ElukdnqFyaZy5QBHLXteG62fPn06MztakOry0oI5X8cwPurhwZpgTN9ddMYIdyish6AswEopSOQgTbR3w6kMORis2o5R680Y/J2itv5XaiITIbcb65DIZod2nJq213UNIG51V2vaFC4UK8XisZTnhsDMJQS61Gw77GZ5YwOd1c83BCtyu1JwMzNbn+OjBCnjkImOzy1e0la2PNx3atTWh1Vr/oZ33L5wz3NXPwdgy/WXWm/XqLXvW1mJcOD2ML8/NgcNhJ0J0XEGhj6aDZXTqUaLDM1RUB9YvMwyD5mAjA8EIJ4CV/r7N70g47be2uMwEJKFNN5LnZDWXTDlOlnml1C8BP4H1ZH4X+If4krHdGlFKVcdHZ6uxRn/BGpG9/AtCHTC43Z1NTMwD1hfiaDT11WJzqd1w2M/wyBS9wzPUhosYH0vNEqhsfo6LvVYf1dY7sd5WNj/eVLa7WZJsa0KrlPr4RsdlynHmm+3oAmAwFKM0v5yA78o3WG/HGPOzyxy7oRavN3eKQV3t8IlqOvUoF84MX5HQgrWO9vHSFwHIHxtmZTWG12P31tBit7TW9zgdgxBiAzKjfL8+DlwP/FP89/uAVmAv39G+Hr99Yl/bhy87/mtKqS8CtwJTianJIn1EJhZYXYtJQagkKcz3UhrIk/ooKWT3lOPLp7LkY5V5f87mNkUKmMP9AAwEzVeMzgLoMyMAHLk2t2s/1DeHKCz20XY2wu2vPbA+hQqgOdDIV/1uVjxuKpbGGRydo7FK1lqkM6XUG7k0mvGo1vpRh0MSGzBl5C6rJdZGy+u8b28EbtBarwIopR4CnmebhFYp9QXgbqzK7/3AR7AS2YeUUh8EeoH3xK/+Lawte9qxtu35ueQ/DLFfUhAq+erCxZzuGGN2YYXigm1rrYl9SumUY6XUnyB7Nma82YUVAtPWbKJIyMONVyW0iwsr9HSMURYuorwytztHl8uFOlbFiz/qpeviKAevqVy/rMFfi9vlYSKUR3l0ip6BcUlo05hS6reBnwG+ED/0l0qpB7XWf+5gWGJLMoSXleRlTRaDK+dtm+zg2dVav3+Ti163wXVN4Ff3FJ1Imf5IYsue3P7Olky14SJOd4wxEJ1FNciGL3ZL9fzGWazpLCKD9UVmqVoaZ74wj8V8F43+KxPa9vMRYjGTQ8cqN7mH3HL4RBUAF04PX3Hc6/ZS569hKAQuTMYvdjkRnti5nwJepbX+mNb6Y8DtWAmuSDOmDNxlNalenTTfAf5DKfUBpdT7gW8C33Y4JuGAftmDNukSJwcSo9/CXqlcQ+sCbgS0nW0K+w12DVK/tkB/WRADg3p/7RWXX3x5BMPgitHIXFZSWkhVXYD+7glmpxcpDuSvX9YcaCASugjAYm+3QxGKHTK01usVDrTWM/F9HEWa2mBrbCHEJb8N/BLwTqyR2a8Cf+9oRMIRA9E5igu8BIp8ToeSNWrLrZMDso42NVK5hnYV+Dvg32xuU9hsqr2TeqyCUNVFleR78tYvmxyfZ2RwmvrmEEX+vM3vJMccOlrFcP807ecjXHdrw/rxxkA9Z0PWx9ATHSRmmpdV8BRp5sdKqX8C/gFrat4vIDUB0pKsrcxu0kPun1KqFGgGPqe1/qTT8QjnLC6tEp1cQDWUXLG9oNif6rIiXIYhCW2K2JLQKqXcQN4Ga2gLgdg2t60HPgtUxa/791rr/2VHnGJvVgesLWaGQy6aAg1XXHbxZasY1KGjMjp7uQOHw5x8tI22c69MaMeCHtZcBuULY0QmFqgqLXQwUrGF/xv478D/xvpO/SjwR45GJDZkypzjHCGv814opX4Sq7LxDJCnlHqn1vp7DoclHNI7MoOJrJ9NNq/HRVVZIQPROfmblAJ2raF9APjABsd/AfjTbW67Cvw3rfUR4DbgV5VS1yQ5PrFHyytrFE5Ya0EjIQ9NlxWEMk2Ti2dH8HhdNB/Kzb1nN5Nf4KW+OcToyCwTY/Prx8MFZeTlFTAR9BFenqR3aNLBKMVGlFJ3AGit57TW92utb9Ja3xj/WRbHCJFyMoq0T78P3K613uve5AAAIABJREFUrgT+E/A/HI5HOKh7aBqAugpJaJOtLlzE4vIaY1OLToeS9exKaN/MpX3NLvfX8cs2pbUe0lq/EP95BjgP1G51G5E6vSMzVC6OsZjnZa7AdcWWPSMD08xMLdKiwnh9ubv37GZa42uK28+NrB9zGVZRrZGQgddcY6Stx6nwxOY+q5TSSqn7lVJVTgcjdkMSHyE2ENNanwLQWj8OBLa5vshiPfGEtlYKQiVdrRSGShm7EtqY1nrt6oPxY1tOOb6cUqoJa9PvZ5IXmtiPrrZBgqtzjJb58Lp9VBddmlrcfsHayqf1SIVT4aW15oNleDwu2s5Frph+0hCoIxJfRzvf3e1QdGIzWusW4L8ARwCtlPqGUuqdSim7axAIITYgy/z2zaeUOqKUuiY+Ay7/qt9FDkmM0CaKGInkSVSNlnW09rPrC5lPKVWotZ6//KBSqhjYUaWg+HX/DfgNrfX0VtcNhQrxeKwRwXDYmX08nWjXiTZHzl2kGRgKwYHSBqoqSwAwYybdbWPkF3i5/qYG3J7knyvJhtdWHavi7KlBVpdi1NRbz92JpUOcKf0OAO6RgfX2suHxpnObuxEfxXhcKeUHfhL4MPBJpdS/aK3/21a33awuQLwoy5eAJqAbeK/WesK+R5FLrBNGkvdkNyn+tWeFwLeuOpb43QRaUhuOcIppmnQPTRMuySffJ+dok+3S1j2S0NrNrnfvl4AHlVIfTCSjSqkgVpXjL293Y6WUFyuZ/ZzW+ivbXX9iwsqbw2E/0ejMNtdOPifadeqxLnR1AxAJuWkoqFmPYah/ipmpRQ4fr2J8IvlTK7Llta1vKeXsqUF+/FQXt7/O2pI5RDmjJR5MIDgbpb1rlNbm8qx4vE62aUeSHN+q59PAEPAHWCO3Wya0XKoL8EI8IX5eKfUo8LPAY1rrB5RS9wP3A7+T9KCFyDpyqmI/tNZNTscg0sP03DLTc8tcf7Dc6VCyUlkwnzyfmwGZcmw7u6YcfxRYAgaUUi8opV4A+oE1rC+Bm4rv6/gp4LzW+i9tik/sQcw0cY/0AxAp9V5REKrjvDXd+MARKQa1lYaWUnx5HtovRNenHZfkBSksKmHK76VyaZzekdQnsmJ7SqnDSqk/A/qAPwQ+ww7W929RF+DtwIPxqz0IvMOGsHPSpXE7SXyEEGIzibWdtVLh2BYuw6CuvIjh8XlWVne84lLsgS0jtFrrVeCnlFKtWGtgDeAFrXX7Dm7+auCngTNKqVPxY7+ntb56eoxIsdGpRcoXxlj2upkuurRlj2madOooefkeahtDDkeZ3tweF02tZVw8O0J0eIaKaqsWR2OgnpFQH2pmia72Xrit2eFIRYJS6heBnwcOAJ8H3qS1Pr3H+2riUl2ASq31EFhJr1JKFp8nieyQkN3kNIUQyZGYClsnBaFsUxsupmNwmoHoLEUe6b3sYuuE+XgCu5Mk9vLbnET+XqWlvr4xSlemGarIp9hXTGm+lbwO908xN7vM4RNVuN12DfpnjxZVzsWzI3Tq6BUJ7WCpB9W7xGxnN3CXozGKK7wT+Evga1rrlb3eydV1AZRSu76PXK0XsNt2R+asL2lut2tf8WbCY83FdhdXvIBVHEpeXyH27lJCKyO0dkmcLOgemuZofdDhaLKXrAAXOxa92IkfGAkZNAXqMeKlJjsuRAE4cFimG+9EfXMpHq+LTj3KrXe1YBgGjYE6XgpZX9JiQ/0ORygup7V+037vY5O6ACNKqer46Gw1ENnufnKxXsBe2p2ctJ6ntbXYnuPNlMeai+0uri4B1uwgeX0lQRZ71x+dw+txUVla4HQoWStxsqBHElpbyXCa2LGFHmuP1GjIs77/rEw33j2P101DSxlTEwuMj1rrVxr9l7buKZ4cYWFp1ckQRRJtURfg68B98Z/vAx5OdWzZSmYcZzdD9u0RYt9iMZPB0TnqK/y4XZIO2KWuwkpoE9sjCXvICK3YMVdkALAS2nvi62cjQzPMzS6jjlXKdONdaFHldOoonXqUsnAxhd5CAqEKZgonqFgap2domrIir9NhiuTYsC4A8ADwkFLqg0Av8B6H4stahqxeEUKIDUUmF1hZjdFYLSP8diou8BIs9tEzLAmtnSShFTsyu7BCcGaUNZfBeMBDY6AOgO62UQCapOT7rjQeKMPlNujSUW6+o8k6FqgnGmqnZWCBrrZ+yq6TwlDZYJu6AK9LZSw5Q6pCZTU5TSHE/vVHrPWzTfFaHsI+deFiznaNM7+4SmG+pF52kCE1sSN9w1OElycYD3ooLS6n2Btf5N4+htvjor651OEIM4svz0N9U4ix6BxT8XWRVkJrdXSRcxedDE8IIYQQWSxREKpRElrb1ZZb35kHRmcdjiR7SUIrdmT4Yjdec41IyL2+/+z05ALj0TnqGkN4fW6HI8w8LcoqotWprVHuxkA9kXhhqMXubqfCEiLjmbKKNstZY7TyKguxdwPxPWgbqyShtVuiMFRi31+RfJLQih2Z6ewCrPWzif1nu9anG5c5Flcma2y1nree9jEA6oprGCv1AeCNDrEWk024hdiLS4mOTE7NbpLSCrFX/aNzFOZ5KAvmOx1K1qursEZoE6PiIvkkoRU7Ehu6VBAqUeG4u81KxJpaJaHdi4JCH1W1AYYHplhcWMHn9hKoqGHBZ1CxOMrw2LzTIQohRNqR0xRC7M/yyhqRiXnqwkVSNTwFasqKcBkwEJGE1i6S0Iptra7FKJwcAWC81EddcQ2LCysM9U1SUeOnsDjP4QgzV2NrGaYJvZ3jADQEG4iGPIRWZunrG3U4OiEykxkvCiVf07KUfAEXYl+GxuYxTaiNT4UV9vJ53VSXF9EfnVv/+ySSSxJasa3B0TkqFseZLHZTHa7H5/bS2zmOaUKzVDfel8YDV047bgzUES211tGOXexwLC4hhBBCZKfE1Ne6cJHDkeSOxuoA80urTMwsOR1KVpKEVmxrsHOAwtgS0ZCH1tImQLbrSZbScBHFgTx6O8dZW4vRFGhYr3S82NvjcHRCZKb1898ykJeV5GUVYn8SBaFkhDZ1muLFt6QwlD0koRXbGm/rBKz1swfLmllbi9HbOU6gJJ9QWaHD0WU2wzBoai1jeWmVkYFpqgormCizCjR4IkMyNUUIITZjSP8oxF4kRmhrZYQ2ZRLbIw1IYShbSEIrtrXS3wuwPkI73D/FyvIaja1lUkwgCRLVjrvbx3C73BTXNLLihrL5qExNEWJPJNHJZoaM0QqxLwOjc4T8eRTle50OJWc0VSdGaCWhtYMktGJLpmniGx0GYLq8kBp/5aUCRi1S3TgZahpK8Hhd9LTHp3GXNDBa4qFseYrewUmHoxMic0niI4QQV5pbXGFiZklGZ1OssqwIn8clU45tIgmt2NLk7DKlC6PM5xmUVzTicrno7RzH7XFRUx90Orys4PG4qWsKMTm+wOT4PI1+qzCUG5MRLYWhhBBiQzIQL8SuJdbP1pXL+tlUcrsMasqLGBqbY3Ut5nQ4WUcSWrGlvt4IoZVZa//ZYAPTUwuMR+fio4pup8PLGolpxz0dYzQGGojEC0MtdHc7GJUQmUmWnucIGYAXYtcGZP2sY+rCxayumYxMLDgdStaRhFZsKRofIYyGvDQF6um4EAWgobnUybCyTmN8+nZf5zjlBaXMVfitC4YHHIxKCCHSj9RuEGLvElNe66TCccoltkmSwlDJJwmt2NJCt7V1TDTkoTFQT/uFCAANByShTaYifx6l4SIG+6ZYW40RajlAzIDAzAjzi6tOhydERjHX56JK4pPdZCheiN0aiM5iGFAtu1SkXG2FdRJBCkMlnyS0YktGZBCAxYoSgr4AnRej+IP5BEMFDkeWfRpaSllbjTHYN0VzRQtjQQ8Vy5P0DU85HZoQQgghMpxpmvRH56gIFeKTZWMplxgV749IYahkk4RWbGppeY3AzAgrbgjVtTAyMM3S4ioNLaUy5csG9fFp3H2d47SWNhINefDF1hhs63Y2MCEyTGL/ZumlspNUrxZibyZnl5lfWl2f+ipSK1jkw1/olRFaG3icDkCkr77hScqXp4iUemgsaaC3y9qup75FphvbobouiMfrordrnLvecROPhDzQBbMd3fD6G50OTwgh0opMOE4/SqluYAZYA1a11jcppUqBLwFNQDfwXq31hEMh5rREIlVbLgmtU+rCxZzvmWBhaZWCPEnDkkVGaMWmhnUnbtNkNL5+tq9zHJfboLahxOnQspLb46K2IcTk2DzGgpeFSut5XhvsdTgyITKLrKHNbpdmCElKm6bu0Vpfp7W+Kf77/cBjWuuDwGPx34UDBqQglOMS1aUHRmXacTJJQis2NdPZDUAk5KXCXUl0eJaG5jJ8ckbJNvUtIQA6dJSixhYAiqaGZM8yIXZD8hwh0snbgQfjPz8IvMPBWHJav2zZ47j1dbQy7TipJKEVm4oN9gGwVlVOtG8egNbDYSdDynoN8encHTpCfXkzk8VuKhYnpMS7EEKITGACjyilnldKfSh+rFJrPQQQ/3+FY9HluIHoHB63i8qQVDh2SiKhHZDCUEklQ21iQ7GYSeHkADEDgk0H6eu01s8eOCx/h+wUDBUSKMmnq22U226tpSvk4eDsEoMdAzRWBZwOTwghhNjKq7XWg0qpCuBRpdSFvdxJKFSIx2NV4Q2H/cmMb8eyrd21mMnQ2BwNVX4qK6/8PpFtjzWd2/UHCjAMGJlaSFkcufA8S0IrNjQUnaFiYYKxoIeGUCOd3x+nqNhHRZWf0VEZLbRTfUspZ18YpGAmSLTUw8G+JSbaOuDVR5wOTYiMIDOOc4C8yGlJaz0Y/39EKfVV4BZgRClVrbUeUkpVA5Ht7mdiwpoVFg77iUZn7Ax5Q9nY7tDYHMurMapCBVe0kY2PNd3bDQcL6BqYIhKZtn3XkHR4vMm+342k3ZRjpdSnlVIRpdTLTseSywbOd+KNxYiUeihZqmBxYZV62a4nJRri2/dE+uZYriwDYKVfCkMJsVvSWwmROkqpIqWUP/Ez8AbgZeDrwH3xq90HPOxMhLmtL2INRtRXSEEop9WGi5hbXGVydtnpULJG2iW0wGeAe50OItdNXmwHIFrmY2nYmvbTINv1pERtYwkut0Ff5zhFTQcA8E30r++tKYTYKUlphUihSuCkUuol4Fngm1rrbwMPAK9XSrUBr4//LlIskdA2SELruPV1tFIfJWnSbsqx1voJpVST03HkutWBbgCMulr6uycxDKhrCjkbVI7w+jw0NJfS3T7GwVcfYC7/B4QXxhibWqS8pMDp8MQuKaU+DbwViGitj8WPyb6MNjJlPmqOkNc5nWitO4FrNzg+Brwu9RGJy/WOxEdoK51ZTykuqatIVDqe41hLmcPRZId0HKEVDouZVkGoNQNCdYeJDE5TWRsgL9/rdGg544Cyim8VTIaIlHoILC/R2zXicFRijz7DK2edyL6MdpI8JwfI6LsQu9EbmaE0kEdxgXyXc1pdfNsk2bonedJuhHYvcrUanl1t9g1NEl6YYqzEQxVNRM0JDh+rXm8vl55jp9pdOxzjsW+eZ23cw2jIS/PgMrM9PYTfcNz2trPpvZwONpl18nbg7vjPDwLfB34ndVHlBlnzL4QQMDW3zNTsMte1ljsdigAqQgV43C5JaJMoKxLaXKyGZ2ebZ06eJhiLESn1UdBjHSurLCIancmp59jJdiurAxQV++i4MAqVYTg7x9TFi7bHkk3v5TRPkq/YlzG+xYUQQgiRdH0R62+sFIRKD26Xi5ryQgZH51mLxXC7ZMLsfmVFQiuSa6KtgyAwUVbETO8c+QVewlVpnRxkHcMwqG8p5cLpYUoqjgDdeEe7nQ5LOCxXZ6Pstt3isTwAPG7XvuLNhMea0+0a+4s54x6vEHvUF18/21ApCW26aKj00zsyy+DovJxoSIK0S2iVUl/AmopXrpTqBz6itf6Us1HlltWBTgA8FYeYv7DMwaMVMnXPAQ3xhDZvpZbZAhfhmSizCyuy/iU77HpfRsjN2Sh7aXd6egGA1bXYnuPNlMea0+2apry+SIIsttcbkYJQ6aapys/J00N0D09LQpsEaZfQaq3f73QMuSxmmhRNDrDmgnxvK/Nc2hdVpFZdUwjDgOVhD8NlHlr7l+lr6+PIiRanQxP7l9iX8QFkX0Yhds80MOU8qxA70jsyQ0Gem/JgvtOhiLjG+MzHnuEZ7jzhcDBZQCZtiysMR6YIz00zWuLBHCsEoE4SWkfk5XuprA0yMbJIpCwAQPScdjgqsVvxWSdPWz+qfqXUB5F9GYUQQqTA0soaw+Pz1IeLcclsu7RRHy7G7TLoGU79TJFslHYjtMJZfS9dIGSaDJYVMDW8TLiqmMIin9Nh5ayGllKG+6dYCx4GTjLfqYE3OR2W2IUtZp3Ivow2MWXbHiGEAKA/MotpQn2FTDdOJz6vm5ryIvois1IYKgnk2RNXmLxwAYCZUCuxmEl9i4zOOqkh/vx73U3EDMgf7cWUb+tCbMP6jBiyV2mWk75QiO10DU0D0FQtCW26aazys7waY2h03ulQMp4ktOIKxlA7AJ78A4Csn3VaeaU1Qr486mMs6CY8O8noxJzTYQkhhBAiAyQS2paagMORiKs1xdfRdsu0432ThFasW1hapWwqwmy+i9h0AF+em8pa6QCdZBgG9c0hVhZi9JdV4o3F6Dnd5nRYQqQ1mcSQC2T0XYid6BqyCkJVlhY6HYq4yuWFocT+SEIr1nXrXvzLy/SFQyzNxqhrCuGSOf2OazhQBsCs3xo1Hzt/zslwhBBCCJEB5hdXGB6fp6kqIAWh0lCiUFf3yLTToWQ8yVbEupHTZwEYC1jbwsj62fSQ2L4HVx0AsQGpdCzE1mQNrRBCdMVH/mS6cXpaLww1MsvqWszpcDKaJLRi3Xy3NfIX8zQB0BQfGRTOyi/wUlkTYHkmj6mCPComhllaXnU6LCHSlhROE0II6Bq0Rv6aqyWhTVettQGWV2P0RWadDiWjSUIrAIjFTILRXhY8Plbmi6io8VNYnOd0WCKuoaUUTOiqaMC/tEz3+S6nQxJCCIfJiQshtpIoCCUJbfo6WFcCQFv/lMORZDZJaAUAvV3DhOfm6KxsBBOaD5Y7HZK4TGId7VSRNR184PlTToYjhBBCiDRmmiZt/VOE/HmE/DJAka5a64IAtPVPOhxJZpOEVgDQ8+wLAIz5mwFoapWENp2UVxbjD+aztlZJDBfL3WecDkmItGXKGtocIK+tEFsZHJtndmEF1VDidChiC+XBfEqKfbT3T8lymX2QhFYAMNd+ihguVmOVBEryCZVLefd0YhgGLaocc83FULCG8rFhFpdkHa0QQgghXulinzXip+oloU1nhmHQWlfC1Nwy0ckFp8PJWJLQCtZiMUqj/UT8NZgxN02t5RhS3j3ttBwKA9BX2kJgaZn2M+0ORySEEEKIdJRIaA9JQpv2Dq5PO5Z1tHslCa2g42wXpfML9JRZ+5weOBx2OCKxkcraAIXFPuY99cQwGHr2aadDEiK9yXm5LCfT84TYiGmaXOybJFDko6pUZtylu8Qo+vmeCYcjyVyS0Ap6Tj7JmuFm1luPP5BHZa1Uw0tHhmHQfKgc0/QyWVCFR9bRCrEhWYaUA+Q1FmJTg2PzTMwsoepLZMZdBqivKCZY5OPlrnFi8gdsTyShFbi7TjNWWAumh9ZrKqTzS2OthysA6CpvpWpinMH+UYcjEiL9XPo6IH1Z9pLXVojNnOkYA+BEfIcEkd4Mw+BocynTc8v0jch+tHshCW2OGxkco3pinJ5Sa7px65EKhyMSW6muD+IP5jOZ14iJh/Pff8LpkIQQwhEyjiHExk53WCe7j7dIQpspjrWUAvBy15jDkWQmSWhz3JnvPMqqK5/pvHpKw0WUVRQ7HZLYgmEYHD5eBXiIFDdhnv2R0yEJkYYS2/aIrCYvsBCvML+4Qlv/FM3VfgJFPqfDETt0tKkUw4BTbTLzbi8koc1hpmniPvcjhgIHARdHr6uR6cYZ4NCxSgB6Sg9ROxqhv3vY4YiESC8ycpf95C+VEBt7TkdZi5lcf1AKfGYSf6GPww0hOganicj2PbsmCW0Ou/hSO9UTU/SGFB6Pi4NHK50OSexAoKSA+pZS5r0VzPrKOfONh50OSQghHCCnLoS42o/OWie5b7tGvtNlmsRr9uy5EYcjyTyS0Oawzm98kRF/MyuuYtTxKvLyPU6HJHboulvqAeguPUb4wvPMzy86HJEQ6UjG8YQQuSMyuYDuneRgXZDykgKnwxG7dKMK43G7OHlmiFhMTtjthiS0OarrfDf1fV10ll2L4YLrb2twOiSxC7WNJZRXFjNa1IgRK+LkF//N6ZCESBumGQMknc1u8uoKcbVHn+3DBO65vtbpUMQeFOZ7ue1oJZGJBV6UtbS7IgltDoqZJh3//DcM+w+z6Aly5EQ1/mC+02GJXTAMg9vubgEMdPhWyp97nPERqYwnhBBC5KLRqQWePD1IWSCPmw7LjhWZ6t5brAGmb/ywW0Zpd0ES2hz05Ff+ndDkCu1lN+DLd3PrXS1OhyT2oL65lKaDZUwVVDFecIjn/vETTockRJqRUTwhRPYzTZPPP9rG8mqMd9zZgsctX+8zVU15EbcdraRnZIYfnBpwOpyMIe/4HDM3M4/3iUd5qfp1mIaHe950mPwCr9NhiT16zRsPkVfgpq38JoLDC7x88odOhySEECkioxdCgLXVy6n2UQ43lHD7sSqnwxH79JP3tFKQ5+Zff9DJ1OyS0+FkhLRMaJVS9yqltFKqXSl1v9PxZJMnv/w5ukvuYMlbzC2vaaJFSVn3TFZUnMe97zwOhsGZqrsZlorHGUX6OntImiNEepG+zj6razG++L023C6Dn36jku0Xs0CwOI933XWAhaVVvvBYm9PhZIS0S2iVUm7gr4E3AdcA71dKXeNsVNljrmeeqYJKwrVebnhVo9PhiCSoqS/hzjceYsWdz3D+zXS1aadDEjsgfZ2drJRWvtZlM3l1M4X0dfY63zNBdHKR11xbQ3VZkdPhiCS5+/pamqr8PHs+QlT2pd1W2iW0wC1Au9a6U2u9DHwReLvDMWWFlZUVZtxNGOYqb37nzXIWL4scu76WfO84M/nlvHTyOafDETsjfZ0QIhdIX2ejMx1WQUgpBJVdXIbBPTdY1aqfPS/70m4nHTcerQX6Lvu9H7g1GXe8urrKV/7xy6zMrSTj7tYZBpgm8f9szbz8rPIOrr8Zl2EQ2+3t12Is+JopiA1TWOTbc9siPdUdDNB+Dqb6PXzuLz+7p/vY0/tqn3baptvn4u0ffBcFBVmzt55tfR3Al198koGZ5P4R9Hk9LK+sJvU+7Wh3cnHG+usmJ+2ylwmme5m/euJf93TzdH4v57vz+MANP0FA+rodOdM5RvfwTLLuDoCiIh9zc8tJvU+72n3+YpQ8n5uDdUGbohJOuf5gmAcNzcnTQ+y14HE6v5e9bhd3nKimOAm1fNIxod3oG8iWL2MoVIjH4wYgHPZver2zZzRjk9X7Ci4bFIbMLZ+n7ezntvsh7W7tbe9+LZ/4yHeY91ZC6vsu+y2DPnOW17/lHqcjSRbb+rrFlRUeH/smhiu2rwBfIfXf//fWbvwvW6goIH1dlrbrIY8V7zRtq8/urdF0fi+vwovDTbz7ltttDydFbOvrAD73d08TmcjtKZl3XldLddXeE9pM+uznUrth4HoV5vkLEb76RKc9QTmsKlzM62/d/xLIdExo+4H6y36vAwa3usHExDxgvVGi0c3P0lVU1XDtq7qZGBnf+AqbnMw3jM16YwMMgzyfm6Xlta3uYnfTew0wtgoGyMvzsLS0evmhje/oKt48H7e/9l1bPk9b2e45tou0uxMubr23mt6Ovu2vugmfz8Pycmq/6e20zeJggGM3XLfj58WpP1i7YFtfB/BrR3+V3onIPkO8UlFRHnNzqa+4uJd2fW4Ptx84In1dlrb727f+MqcHuvfcbjq/l4t8BbyqUUlfx87eH7/1vusZHp/fZ4hXCgYLmJpKfZK8p3YNaKkOSF+Xpe3+3L2Ku6+r2XO1w3R+L3s9Lg7U7u69u1l/l44J7Y+Bg0qpZmAAeB/wgWTd+e13Jf+MpxMfDqc+kCK9Hb/xOo7feN2eby/v5ZSyta+7prqea6rrt7/iLmTaFwGRvWqCZdQEy/Z8e3kvp5StfV1ZMJ+yYH6y7g6Q94dIH4X5Xo42le759rnyXk67olBa61Xg14DvAOeBh7TWZ52NSgghkkv6OiFELpC+Tghht3QcoUVr/S3gW07HIYQQdpK+TgiRC6SvE0LYKe1GaIUQQgghhBBCiJ2QhFYIIYQQQgghREaShFYIIYQQQgghREaShFYIIYQQQgghREaShFYIIYQQQgghREYyTHOPO/UKIYQQQgghhBAOkhFaIYQQQgghhBAZSRJaIYQQQgghhBAZSRJaIYQQQgghhBAZSRJaIYQQQgghhBAZSRJaIYQQQgghhBAZSRJaIYQQQgghhBAZKaMSWqVU0KF28xxqt86hdksdatdwoM2a+P9T+llQSh1WSn0wlW3G2/Wnus14u458djOV9HUpa9eRvi7edk70d9LXia1IX5eydqWvs79N6esclBH70CqlioGPAseALwNPaK11itr9I8APfAU4qbWeTlG7HwXuBe7VWvfa3eZV7d4C/CvwiNb6nM1t+oE/AT6Ritf0qrbfDTwE3Ka1flYp5dJax2xuswjrPfUB4HngZ7TWY3a2eVm7fwYcAj4DPK217kpBu458djOV9HXZ29fF282Z/k76OunrtiJ9nfR1NrYtfZ297aZlX5f2I7RKqbuA7wJrwMeAO4CfSEG7bwCeBhaBk8AvAG9KQbv3AM8BHuCmFHd6D2I9z78HHAdusLnNVuCLwC9ifThSzQUMA38BkIJk9p1Yr+0M1mN2p6LTi/soEAD+GLgeeMDuBp2L1c8FAAAgAElEQVT67GYq6euyt6+Lt5sz/Z30ddLXbUX6OunrbCZ9nU3Sua9L+4QW6Ad+SWv9W1rrHwBLQLddjV02NWIG+HOt9e9qrT8DaEBddZ1ktpt4LZaBSeB+rfW8UuqoUqoi2e1d1m7isVQBLfHn+QnAwOoQ7DQD/E+gGDiqlLr3qpiSTinluuz+/cCbgWKl1K/EL/fY1TZwHniX1vojWut/BxpT9JiLsR7rn8Zf248BLqXU/2tXm3Ep/exmAenrsrevg9zq76Svk75uK9LXSV+XVNLXSV+XdlOOlVIHgV/DepN8SWs9ET8eAv4PcCfWGbbngE9rrceT1O5h4Dfi7f6T1npaKeUDTK31ilLqPuAGrfWvJ6O9Ddq9EG93Sin1F0ApUIZ19mUO+A/gQa31TJLbvfzxngJeAK4BSoAzQB/wsWSccVJKHQBeo7X+p8uOFWmt55RSvwj8nNb69v22s127ieknSqkHgB9jfUC/BrwGiGitp2xq19Bam/GO1Qf8IXBGa/3ZZLR3Wbuv+AwppR4GTmmtPxK/zk3AP2JNfUrKHzinPruZSvq67O3r4u3mTH8nfZ30dVuRvk76Ounr9t2u9HXbSKsRWqXU/cBXgQHgbuDvlFLu+MVTwENa60asN0w98F+S1G4z8C9AB3At8Aml1K1a62Wt9Ur8ancAF5PR3ibtngA+qZQ6Avwp0Ax8T2t9N/D3wEGsM07JbvdarOf5MPBq4BGsD+Nh4L8DbuBDSWjzV7DWFvxXpdS74sdcWus5AK31PwAxpVSy/7C8ol0uve9HgRe01s9gTUHSwHWXveeS3a4BoLVe1VrPAyGgNn79fbcZv5+rP0Ofil/0B8D7lFLl8d9PA98H3mJTuyn57GYq6euyt6+Lt5sz/Z30ddLXbUX6OunrkL5uX6Sv25m0SWiVtbh5FvhJrfXHgZ/FWnB8DKw58Frrr8d/Po81fWM0Sc0fBka11v8T+CWgHXiLUqopHpsX6036ePz3W5VSJTa0e4H/n737Do+iahs4/MumN0iA0HvJAUG6KNLErq+96/sJ9opKEaXYEBXsqKAIr10Re6+oFJEmRVTKofcSSoD0ZHfn+2M2EwLp2c1see7rypU9s7PzPLNhD3tmToHrAQO4QGs9CUBr/RXmlb1sL8QsKe4a4P+AWCAO8++A1notsAvzva6ujZjjVR4GrlNKxXiupIUd9QF5CLhZKRWplLpQKdXCR3GdnudqAzOVUisxr+ZlYA6qd/kobuH5Fn7uvgauAPBGzFI+Q+2VUl211isw//0WjinJxxwDsc9HcWvqsxtwpK4L+roOQqu+k7pO6roSSV0ndZ1nH6nrqkjquorzmwYt5of6M631KqVUtNY6F7ObxHFXOJRSnTEHIe/0Uux/gVylVHvPlbvvMSuAfp7nC/ve91BK/Qzc6MO40cB5WuvMwp2UUl2A5njvH0tp53sG5nt+qlLqJKXUCcAlQLW7EGitf8KcUfAvz/Hu9DwVVvih11rPAXKAI8DdgPP4I3knrjLHNvyJ2ff/Dq31VZiTGHhlUH0551s4QcFWYJVSqrk3YlLyZ2gFRZ+h4UA/pdTtSqlzMLvheGOyBDs/u4FI6rogrusgtOo7qeukriuD1HVS10ldVz1S11WQ3zRotdaG1nq353Ge58pOdyC9cB+lVCOl1DfAdOAVrfV3XgofjXk1q68n/lLMvvctPc/3AC7DvELxptb6Dq21N65ulRR3O2a3lMLz/Qp4HXhNa73QCzHLittGa/0X5jTcj2BWApO01h95I6jnA78Ts0I4UynV7qirW5Ge7hwNMcdbnKu19sqHo4S4qVprA/hVa331Ue/rnVrr4d6IWUpc63yP2q02niunXohX0meoG57/uLTZHeZ6IB6zi8gkrfW3PopbU5/dgCN1XfDXdZ5YIVPfSV0ndV1JpK6Tuk7qumrHk7quogzDqNGf1NTUp1NTUwelpqY6ytmvb2pq6rdHlRt6fl/ji7ipqam3pqamPp+amnqKp3xKamrqP57H8ampqSNqMO7fRz1/Q02fr6ec4sO/bcPU1NQJqampD3nKqZ7fHX38b+q4uKmpqWGpqalhnnJYDcVVqamp4VU510rGtT5DnvNsWNWYVY1beP6e31X67Abqj9R1FYobkHVdJf++AV/fSV1XftzC8/f8lrquBt4vqesqfr6estR1vospdZ3NPzV2h1YplayUegmzW8d1QIl96I+6ypEELFZKXa6UWo1n4LzWeqY34x4V7yfM6cwfUeZ02C2BJcozU5vW+vkajPun5zHanFq+puIu8fSbR2td4T74Ff3bFtLm7GtvA4OVUlnARcqcKW5VRWN6IW4mcAFmVxHD83yFpvz2wvn+B3M8TaVU5zMErALOUVWYRt6uz26gkroueOu6isQ9ViDXd1LXSV1XFqnrpK47mtR1UtfZyecN2sIPEmb/+U8wux3sBq5Q5vTpxRz1D+9izNvn12CuefRmJePGeh7mlhX3qH/w24DnMP+BvI85iP117ZmpzYa4lequYMf5VjTmMa9xKHP9tXeBA5jTiz9X0cakF+Oep7V+QVdiwW0vnq9P45bxGXrHl++ztz67gUrquuCt6yoT95jXBGR9J3Wd1HVlkbpO6roSXiN1ndR1tvLZOrRKqTrAE5it+o8wZ+LK0OZ6TScBTwMjtDlL17GvDQNuAlxVuJJVF3gKczD825gzm2V7nisz7lGx61XhSlbIxPVCzBjgQq31JxWNKXErF9euz1B14gYqqeskbjlxA6beCcRzlbqu5khdJ3HLiSt1nQ/jSl1XNp80aJVSV2FeGfoKc12kW4CJWuvZqmgR4ucxZ5l7WGt95KjXWt0Eqhj7Q2AvsAQ4G9iutX74qOdLjFtdoRS3OjGr8/eVuBWLa9dnqLpxA5HUdRLX3z7/1YkbaOcqdV3NkbpO4vrb5786cQPtXKWuK5+vuhyvBa7XWj/suXpxCHO67qNvXz8PpAIdlVKXKKX6HvN8pSmlGmCuKzZcaz0DeBlorZS67qjdSoxbHaEUt7oxq1EJSNwKxrXrMxQolZ6XSV0ncf3q81/VuIF4rlLX1Sip6ySuX33+qxo3EM9V6rryVbtBq0oYjKy1/ltrvVKZUzrPxpxieoQyBxNHe/bZhTnF+K+Y/bIrtS5VKXH3Yi4ifYNn0xrMRY4vV0WD4iWuH8eUuMEfN1BJXSdxgyVuKJ2rnXEDldR1EjdY4obSudoZ1x9Uq0GrlIo8uvVewhuZDkzXWqcCM4CBmLOPoZQaCFwOjNFad9FaL6pE3JjCuIUxlVKF5zIJuEwpFau1zgGWYQ547iZxKx43lM5V4tZc3EAldZ3EDZa4oXSudsYNVFLXSdxgiRtK52pnXH9R5QatUupu4Bel1GjPG4E2x1BYx9Ra52rz9jbaXOi3DpDheXod0F5rPamScRWwXSn1RCnn8AfmtOUPeOJuwJy6vHB2OS1x/S+mxA3+uIFK6jqJGyxxQ+lc7YwbqKSuk7jBEjeUztXOuP4kojI7e1r8DYFXgTDMCQL+A1yqlFoC5GjPtNVKqebanEK88LW9gKbAQQCt9c4q5uwGtgJ3KKWmaK13K6UitNaFt8djMact/04ptRhzWvlkINwTd5fE9cuYEjf44wYMqeskbpDGDaVztTNuwJC6TuIGadxQOlc74/qNCt+h9bwxBrAfeEVrfYnW+nfMN/CgNhepdiulWiilPgVGKaVSlFJtlVLfY97ufkFrvbQyCSqlIo56HAbUBZ4B/oc59TSAyxP3M2C01notMAY4HZjsibtM4vpPTIkb/HEDldR1EjdY4obSudoZN1BJXSdxgyVuKJ2rnXH9WbnL9njetIlAJPCd1vrno7bfi3n7+m9gPvAF5i3s3lrrMZ79agMXa63frUxix8T9Rmv9i2f7GcA1WutblVJ7gf8Cq4HunrhjKxMnlOOG0rlK3JqLG6ikrpO4wRI3lM7VzriBSuo6iRsscUPpXO2MGwjK7HLsafW/DNQCfgBGKqXaAW9orXOVUmuB5pgL9V6LeQXgOuAbz+vDtdaHgcpWesfGfVAppYBpnl0WeH7PAX4GntFajwK+9bzeoT1dZCSu/8SUuMEfN1BJXSdxgyVuKJ2rnXEDldR1EjdY4obSudoZN1CUN4Y2EegKnKO1zlBK7QfOB64C3tVaf+/ZL18ptR3Yr5SKAlyAW2vtqmJeJcW9AHNcxzbgVaXUYMw+4+sx10dDKRXuiVvVP1goxQ2lc5W4NRc3UEldJ3GDJW4onaudcQOV1HUSN1jihtK52hk3IJQ5hlZrfQTYQtHaRX8AK4CTlVINC/dTSsUC1wMZWut8rbVLV2Mx3lLiLgPOAhKARcB7WuvTgUGYVxjDJa5/x5S4wR83UEldJ3GDJW4onaudcQOV1HUSN1jihtK52hk3UFRkluMvgHOVUo20OWvW30BnoJHn6sBTmFf3PtNaP+rF3I6N+y/QEcjTWg8G8/a71nqxZ7vEDYyYEjf44wYqqeskbrDEDaVztTNuoJK6TuIGS9xQOlc74/q9isxyPB84gOeKgNZ6OdALiNfmdNDzgPO8XOmVFHcp0BtPI1wVzc7nbaEUN5TOVeLWXNxAJXWdxA2WuKF0rnbGDVRS10ncYIkbSudqZ1y/V26DVmu9G/gSOE8pdaVSqiWQCzg9z3+rtd7u7cTKiFvged5Zxsslrp/GlLjBHzdQSV0ncYMlbiidq51xA5XUdRI3WOKG0rnaGTcQlLtsTyGl1HnAlcCpwGSt9WRfJiZxay5uKJ2rxK25uIEq1P5OEjd444bSudoZN1CF2t9J4gZv3FA6Vzvj+rMKN2gBlFKRgFHTVwAkbnDGlLjBHzdQhdrfSeIGb9xQOlc74waqUPs7SdzgjRtK52pnXH9VqQatEEIIIYQQQgjhLyoyKZQQQgghhBBCCOF3pEErhBBCCCGEECIgSYNWCCGEEEIIIURAkgatEEIIIYQQQoiAJA1aIYQQQgghhBABSRq0QgghhBBCCCECkjRohRBCCCGEEEIEJGnQCiGEEEIIIYQISNKgFUIIIYQQQggRkKRBK4QQQgghhBAiIEmDVgghhBBCCCFEQJIGrRBCCCGEEEKIgCQNWiGEEEIIIYQQAUkatEIIIYQQQgghApI0aIUQQgghhBBCBCRp0AohhBBCCCGECEjSoBVCCCGEEEIIEZCkQSuEEEIIIYQQIiBJg1YIIYQQQgghRECSBq0QQgghhBBCiIAkDVohhBBCCCGEEAFJGrRCCCGEEEIIIQKSNGiFEEIIIYQQQgQkadAKIYQQQgghhAhI0qAVQgghhBBCCBGQpEErhBBCCCGEECIgSYNWCCGEEEIIIURAirA7AW/Yty/DqMz+yclxpKdn+yodrwqkXEHy9TXJt+JSUhLDbAnsQ8Fc10Fg5RtIuYLk62tS13mX1HX+I5ByBcnX1+zOt7T6LiTv0EZEhNudQoUFUq4g+fqa5CsqI9De/0DKN5ByBcnX1wIt32ATaO9/IOUbSLmC5Otr/ppvSDZohRBCCCGEEEIEvqDociyEEP5MKZUE/A/oBBjATYAGPgJaAluAq7TW6TalKIQQQggRkOQOrRBC+N5LwI9a6/ZAF2ANMAr4VWvdDvjVUxZCCCGEEJUgDVohhPAhpVQtoD/wBoDWOl9rfQi4GHjHs9s7wCX2ZCiEEEIIEbiky7EQQvhWa2Af8JZSqguwDLgPaKC13g2gtd6tlKpvY45CCCGEEAFJGrRCCOFbEUB34B6t9WKl1EtUsXtxcnJcpWcYTElJrEoo2wRSvoGUK0i+vhZo+QohRLCQBq0Qwu85XW7S0nNoXC/e7lSqYgewQ2u92FP+FLNBu1cp1chzd7YRkFbegSq79ltKSiL79mVUNl/bBFK+gZQrHJ+vYRg4XQb5ThcFTjdOp5sClxuXy8DlLvxx43YbON0GLpeB27Ot8Hm3+6h9XW6r7DYMDMOMYRjgNoqWFA0LM5cQtBYSDOOYsvkoIT6arKy8wmKx14eFgSMsjLCwMBxh5jaHI4zwo37MsoPw8DAiCreHO3A4wogIN59zOIqeM7eb+zvCij+uyvtbk6QhLYQINIZhsD0tk6YpCTgc1V9KWxq0Qgi/tj0tk0ffXALA4zf1omn9BJszqhyt9R6l1HallNJaa+AMYLXnZzAw0fP7KxvTFDXEMAyycp0cyszjcFY+GVn5ZOU6ycotILvY7+Lb8gvcdqcuvCw2OoK46HBioyOsn7joCFKbJdG/a+MKN6aFECKQ7E3PZvTriwC44bz29O/SuNrHlAatD91xx01Mnfqm3WkIEbDm/rWTd37UVjlA79AC3AN8oJSKAjYBN2JOyvexUupmYBtwpY35iXK4DYPDmfnsO5TD/sM5ZOfvZOuuw+w7nMu+QzmkZ+TZnaIIMDl5TnLynEDxfzuLVu+lXu0YOrWua09iQgjhI1/+vomv/9hilbu08U49Jw1aH5LGrBBV98pnf7Ni/X4AYqPDeWVo/4C9Y6G1/gvoWcJTZ9R0LsK8S3rwSB4792eyc18WO/dneX5n4nQZ5R/AR6KjwomLjiA+JpL4mAjiYyOJi4kgPiaCuMJtnt9xMeZzsVHhREeFExURXma3rUDvIu3vUlIS2Zt2BJfLoMDpJq/ARX6Bi9x8l/U4J99FTp6T7Fyn1ZjNyXOSbT02n2/XtDbtmiXZfUpCCOE1efku7nxhrlWOjgznlaH9iAj3zoI7IdGg/fi3Dfy5tmh4Wnh4GK5qfmk5qX19rjq9bZn7nHVWP2bN+r3E5/bv38+jj44mKysLl8vJ/fePpkuXbixatIBp06bgcrlJSkpixoz3q5WnEIHG6XJz27NzrPJpXRsz6Nz29iUkAoZhGKQdymHTriPWz+bdR3wWr06taOrVjiWldgx1asWQlBhNUnwUtROiSUqIIjEuisgIWR0vVDjCwnBEhBEZ4SAuJiS+XtnGru91u3fvYsSIezjhhE6sX69p1qw5Dz30ODExMcfte8UVF3LWWeeyfPlSnE4nDzwwltdfn8yOHdu57bZbOfPMC1i+fClvvPE6tWrVZvv2rXTp0o0RI0bhcEi9IYLHyg37eenTv63ydWe248yezbwaQ2pcm8ya9SO9ep3C4ME343K5yMvLJT09nWeeeZLJk6fRuHETjhw5bHeaQtSog0dyuf/VBVb5rks60SO1HhvuvRt3Xi6tJjxLZJ06NmYo7GQYBjv3Z7F6Szqrtxxk1eaDuNzVv6OanBhNk5R4mtSLp0m9BBrXi6dBnVjioiOsSYyOFWh3EIUQ3rFt21ZGjXqYzp278tRT4/j880+47rrrS9y3fv0GvP76W7z88vM89dRjvPbaG+Tl5TN48NWceeYFAKxZs4r33vuYhg0bMWLEPcyd+xsDB55Zk6ckhE8YhsGE95ezYWdRe+b5u/uQnBjt9Vgh0aC96vS2xa66+cMXkQ4dTmDChMdxOp30738a7dopli9fRpcu3WjcuAkAtWrVtjVHIWrS3xv3M+mToit4E+/oTR3yWH/bTdY2R1SUHamJGpaekcfydftYujYNvf1QlY4RHRlO68a1rJ+WDWuRlBBVagNVCBE47PxeV79+Azp37grAOeecz6efzgRKbtD27dsfgNat25KTk0NcXDxxcfFER0eTkWHm26FDR5o0aQrAmWeew99/r5QGrQh4R0/8BNCtXT2GXHaiz/4PDokGrT/q2rU7U6ZMZ8GC+Ywf/wjXXns9iYmJ8mVLhKSPf9vAj0u2WeXX7z+N/LX/smnSC9a2FuOeJDwhsGY4FmXLL3CxVKcxb+Vu1lWy4dqkXjwntKzDCS2Tadc0Sbp4CiFqxPHf00r/3hYZaV6EdTgcREZGWtsdDgcul6vE48nXQBHovl2whc/nbbLKD17XDdU82acx5RuATfbs2U29eilcdNGl5ObmsG6dZtCgm3jhhWfYtWun1eVY1pcTwcwwDO5/dYE1Q2yHFsmMvLYbaTM/4NAvs6z92r46Te7OBjiX282SNWn8umwHm3ZVbFxri4aJ9FQpdGlbjyb14uWCnxDCdnv37uHff/+mU6fO/PLLT9bd2qpavXoVu3btpGHDRvz22ywuuuhSL2UqRM0qcLq5/bk5VjncEcarwwfUyFwS0qC1yYoVy5gx410iIiKIjY3joYfGkZyczMiRYxg7diRut0FycjIffPCe3akK4RPZuU6GTJpnla89ox1n9mjChnvvwp2dDUCsak+zkaPsSlFUQ26+kzkrdvHdwi1k5TrL3LdpSgJ9TmzIOae2BmfZ+wohhJ1atmzFDz98y7PPPkXTps249NIrqnW8Tp1OZOrUyWzatIEuXbrRv/9AL2UqRM3ZsOMwT72/zCpfcVobzj+lRY3FlwatD5U2wzHAeeddwHnnXXDc9t69+9C7dx9fpiWE7bbsOcLjby+1yg8P7kmzOKPYeNn6/x1E0sDT7UhPVNGqLQeZMWsduw9kl7pPi4aJDOzWhJPa1yc2uvh/QSnJsbbPbyCEEGUJCwtj5Mgx5e736affWI/PP/9Czj//Qqv822+/WXVdTEwMjz8+wfuJClFDpn+zmoWr9ljliXf0pn5SbI3mIA1aIUSN+nXZDj6Ytc4qvzK0H2xax6aHn7W2tXhsPNFNvTulu/A+wzCY+9cu3v1Jl7pPD5XCBb1b0qKhDJ8QQgghgkVmTgH3vlR0865Vo0QeGtTTluFB0qD1sY0bNzB+/CPFtkVGRjJ9+js2ZSSEfZ6buYLVW9IBqJ0QxQt392H/px+R/tOP1j5tp7yOI9r7U7oL7zl2TbmjNa+fwLVntvP5BBBCCFHTGjVqzHvvfVxs2+jR97N7965i2+688x5OPrl3ucfr3r0n3bv39GqOQtSExav38vrXq6zyXZd0omf7+rblIw1aH2vTpi1vvz3D7jSEsJXT5ea2Z+dY5bN6NuOa09uwcdg9uDMzAYhtl0qzB8vvxiXskZfv4o3vVrNU7zvuuT4nNuSaM9oRHxNZwiuFECJ4TZjwnN0pCFFjDMPgkTcWs2NflrXtlaH9bP//Xxq0Qgif2ncohwenLrTK917RmU71o4qNl0259r8kn3GWHemJchzOyuexN5dwOCu/2Paubetx4/ntSYyT2aeFEEKIYLc3PZubJv5mlft2bsRN53ewMaMi0qAVQvjMwn9289TbS6zyM3f2Jm7XZjYNf8ba1uLRx4lu1tyO9EQZsnILePC1hWTnFZ91eMhlJ9I9NcWmrIQQQghR035YvJVPZm+0ymMH9aBN49o2ZlScNGiFED7x/s+a35bvtMrTRp5G+ucfs0PGy/o1wzB47ct/i3UtDguDCbfX/KyFQgghhLCP221w70u/Wxe3wx1hvDZiABHhvl9btjL8skGrlNoCZAAuwKm1lhHzQgQIt2Fw30u/W2uPdm5Tl/suP5FNw+/DlelZpqBtO5qPGmtnmqIEm3cfYfw7S4tte+bO3tSrLQ1ZIYQQIpTsPpDF2OmLrfIl/Vpx8yWd/XJ5Pb9s0HoM1FrvtzuJ6rjjjpuYOvVNu9MQosYcO4X7XVd0oWv9SBkvGwCmfbOKRav2WuVhV3XhxNZ1bcxICCGEEHb4YdFWPplT1MV4/C0n06RevI0Zlc2fG7QBTxqzIpRs3HmYJ99bZpUfu/Ek2jj3sWr449a25o+MI6Z5CzvSE6Vwud3c+swcq9y8fgKP3HgSDhvWkRNCCCGEfdxug6GvzCczpwCA6MhwJg/rR7jDv7oYH8tfG7QG8LNSygBe11pPq87BPt/wLSvS/rHK4Y4wXG6jWgl2q38il7W9oMx9zjqrH7Nm/V7ic8uXL+XNN6eRnFyH9evXMWDAQNq0acsnn3xIXl4eEyY8T5MmTRk1ahRudxibN2/i4MGD3HPPMPr06Vet3IXwth8Xb+Pj2Rus8pRh/cn8+jNW/fSDtU3Gy/qf/AIXdzw/1yrfcXFHenVoYGNGQgghhLDDnoPZjJm2yCpf2q8VF/ZpZWNGFeevDdo+WutdSqn6wCyl1Fqt9bzSdk5OjiMiIrzUg8XtjCLcUfxuw7HlyoqLjSIlJbHMfcLCwkrdJykpjo0b1/P999+TlJTEGWecQVLSlXz55Re88847fPfd54wda44xPHAgjY8++pBt27YxaNAgzjvvDKL9uGFQ3vvibyTfqjMMgwcnz2fNloMANKobz9RRp7P0hlsoOHwYgMT2is5PP1WtOPmuAvZlHaBJrYbVzlmYjm3MTrj9FBokx9mYkRBCCCHscOyNifE396JJSoKNGVWOXzZotda7PL/TlFJfAL2AUhu06enZZR7v3CZnc26Ts61ySkqiVwY0l3cMwzBK3efQoWyU6kBYWCyHD+fRqFETOnbsxr59GTRo0Izff//Dem3fvgM5cCCL+Pi6NGzYmGXL/qFdO1Xt/H3BW+9tTZF8q+7YBtH5p7Tgku4pLLz0Smtbq1tuIvKU/tXK+e99q3j9n3cAGNNrGE0SGlXodf7U8Pc3hmEU+9tNuqcvteJlPVkhhBAilLjdBsMmzycj2+xiHBXhYMrw/n7fxfhYftegVUrFAw6tdYbn8dnA4+W8LCBFRRV9gQwLC7PKYWFhuFyuYs8VJ2PbhL32Hsxm9FHdUoZf1YXWeXvZNPxea1vzR8bRuEenKjdmDcPg+WVT2Hxkm7WtUbx0h/WGB15baD1+URqzQgghRMg59rvcxX1bcXHfwOhifCy/a9ACDYAvlFJg5jdDa/1j2S8JbrNn/8J5513A7t272LVrJ81lUh1hoyVr9jL1q1VW+fm7++D88Ut2eHG87L7sAzy26Gmr3K1+Z27p9H9VPp4oMv/v3Rw4kgvAw4N7Ulsas0IIIURI+XnJNmb+VtTF+PGbe9E0gLoYH8vvGrRa601AF7vz8CfNm7dgyJDbOHjwIPffP9qvx8+K4Pbmd2uY/89uqzxt5AC23j8MV8YRAGLatKX56IeqFeP7zbP4bvMsqzy8+05biXIAACAASURBVF20SWpZrWMKU4HTxZvfrwHg7JOa0apRLZszEkIIIURNcRsGIyb/weGsfAAiwh28Orw/EeGB1cX4WH7XoA0mpc1wDNC9e0+6d+9plSdPnlbqcyee2IV77x3hmySFqAC32xxz6XS5AeipUrjtzBZsuv1ma5+Ua/5L8plVX18231XAsLljrXKEI4Ln+z9OhEOqKW958t2iZZWuOaOdjZkIIYQQoialHcph1NSiIUcX9WnJJf1a25iR98g3RSFEmY5k5TP0lflW+cbz29Mj8hCbhhUfL1ud9WXXHFjH5JX/s8qXt7uQ05vJ8lTelJVbwLa0TMBcI1gIIYQQoWH2ip2895O2yuNu6kWz+oHbxfhY0qD1sY0bNzB+/CPFtkVGRjJ9+jsVev3EiRP9ZlZbEXrWbk3nmQ9XWOXxN/ciau737Pjxe2tbdcbLGobB5L/+x9r09da2J04dQ3JMUtWT9kNKqS1ABuACnFrrnkqpOsBHQEtgC3CV1jrdVzlM+nil9bh5A5kBWghRNUqpZsC7QEPADUzTWr9UWp2mlAoDXgLOB7KBG7TWy+3IXYhQYxgGj7yxhJ37s6xt00aeFvBdjI8lDVofa9OmLW+/PcPuNISotK/mb+ar+Zut8qvD+rNz1HCyvDRe9mBuOg8vmGCVO9Ztz11dbqp6wv5voNZ6/1HlUcCvWuuJSqlRnvKDvghsGAYbd5l/t4cG9SxnbyGEKJMTGKG1Xq6USgSWKaVmATdQcp12HtDO83My8JrntxDChw5n5jFs8h9W+Zxezbj69OAcbiQNWiFEMcdezWteP4GxVyg2332LtU91x8v+sm0uX2z4zirf0/VW2tcJzkq2DBcDp3kevwPMwUcN2jkrdlqPWzeWiaCEEFWntd4N7PY8zlBKrQGaUHqddjHwrtbaABYppZKUUo08xxFC+MAyncaUL/61ymOv70GbJrVtzMi3pEErhLDk5ju564V5VvnS/q05IzmbzcPvs7ZVZ7xsgdvJsDljMTCsbZMGPElkeGTVkw4MBvCzUsoAXtdaTwMaFH6h01rvVkrV91Xw935eB0C/zo18FUIIEYKUUi2BbsBiSq/TmgDbj3rZDs82adAK4QMvf/o3f20o6hD22vABREeF25iR70mDVggBwI60TB55c4lVHvXf7iQv/pkdbx41XnbyVBwxMVU6/vr0TUxaMdUqX9j6HM5teUbVEw4sfbTWuzxf8GYppdZW5SDJyXFERFTuP6V69Yomfbj7qm7Ex/r3xYOUFP8c3+s23OQ588kuyCGnIJd1+/eR48olpyCX7IIcsgtycbqduNwuXIYLp9vleezG7XbjNDxltwun4cLtduM23DjCHDjCwnA4ws3fYQ7Cw8zHhb/N5xzWtnCHgwhHBFHhkcRERBMVHkVMRBTREdFEh0cRHRHl+R1tPQb/fW9LI/n6N6VUAvAZMFRrfUQpVdquYSVsM0rYZqlKXRdo738g5RtIuULo5pudW8DVY4u+s/Xt0pgHB3l/Ekh/fH+lQSuEYN7KXbz9Q1Eb68V7+rD/oZGke2m87LR/3mXlvqKuL+N6j6JebJ2qJxxgtNa7PL/TlFJfAL2AvYXd7pRSjYC08o6Tnp5dqbgpKYnMWlA0Djo7M5fszNxKHaMmpaQkenUSPMMwOJKfQVr2PvZm7yMtez9pOfvYn3OQQ3mHyXH673vhjyLCwomNjCUuIo64iFjiImOJjYghPjKO+Ig44qPiSfD8rhWVSEJkAgmRcYQ7Kn9nwNv/FnzNznzt+HKplIrEbMx+oLX+3LO5tDptB9DsqJc3BXaVdfyq1HXy78U3AilXCN18120/xMQPiuZau/fyznRtV8/r74Xd729p9Z00aH3ojjtuYurUN+1OQ4gyvfLZ36xYb3ZNiY4K5+VburL5vtut51OuuY7kM8+u0rHTcw5z92+jrHKb2q0Y1v0OwsJKumAfnJRS8YDDM9YsHjgbeBz4GhgMTPT8/soX8b9ZsAUwx0IHiwJXAdsydrI1Yztbj2xn25EdpOXsL/+FNajwTqv548DhcFiPw8PCzbuuhOHGwG24cBsGbsO8a2sYblyGG8MwzDu8uK3n3IbbtnNyGi4y8jPJyM/0WYyIsHASohJIjq1FjCOWWlGJnp8EakXXssq1oxOJCY8JqbrEX3hmLX4DWKO1fuGop0qr074GhiilZmJOBnVYxs8K4T0zflnHL0t3WOVJ9/alVlyUjRnVPGnQ+pA0ZoU/c7rc3PbsHKvcv0tjrmrp9tp42Xk7FvDRui+t8p2db6RTvQ5VzjeANQC+8HTHiwBmaK1/VEr9CXyslLoZ2AZc6YvgW/aYV1IvOLWlLw7vM9kFOfx7YA2rD6xjzUFNZkFW+S8qR6QjgvpxKdSLrUtydG1qR9eidlQtansaSrWjaxEXEVuhRpLdV6krqyL5utwuclxmF+ocZw7ZzhyyC7LJduaSU+ApO7M9z+eS7cwmy7M9x5njlTydhotDeYc5lHfYK8cDiI+IM//WR/29kwrL0bVIiq5NYmRCle4kh6g+wPXAP0qpvzzbxmA2ZEuq077HXLJnA+ayPTfWbLpCBKdjv8e1bJjIw4N7huSFvpBo0O77ZCYZS/+0ylvDHbhc1bvKndjzJFKuvKbMfc46qx+zZv1e4nNz587m888/YdKkKRw4cIAhQ25jypRp1K1br1p5CVERBw7nMvK1BVb5rks60eLfOex4vvrjZV1uFw/8Po5cV1F3zhcGPGGN4ws1WutNQJcSth8AamwQcXeVUlOhKsUwDDYc2szC3X+ydO8KXJW8A1knJpkWiU1pUasZLWo1pVliE2IjYn2UbXALd4ST4IgnITLe57GcbieZBVlk5GeRWZBp3fnNyM8koyCTfHI5kHmYI/kZZBRk4nQ7qxwry5lNljObXVl7qpVzTHgMdWOTqRtTp+h3TDJ1Y+sQXzvCGhMd7LTW8yl5XCyUUKd5Zje+26dJCRFidu7P4uH/LbbKg89VDOjaxMaM7BUSDVp/NGDAQObO/Y3PP/+YxYsXcvPNt0ljVtSIv9bv5+XP/rbKE24/hczxo0g/Uv3xspsPb+O5ZZOt8qUdzuXMRqdXL2FRZdv3Ft2Rc/jJFdvMgizmbJ/PL9vmUeAuKHf/2lGJtK+Tygl1UlF12pEYFTxdp0NZhCOCpOjaJEWXvIxEVe6AG4ZBriuXQ3lHOJx3hEN5hzmcd4TD+UeO22aUPSdRiXJduezM3M3OzKr1lk2JrUtKXD3qx9YjJa4eKbH1SImtS92YZLk7LISosJ+WbOOj3zZY5Yl39KZ+UmhfyA2JBm3KldcUu5vqL13Fhg4dyaBBV9OxYyfOOutcu9MRIeDYcRav3t6dbSPvssrVGS/7zuqZLNlTNCHBI6eMpFOL1n7xWQtV8//aWf5OPuZyu5i/azFfbviO/DIasLERsQxodTIda3WkVa3mIdllSlRPWFgYsRGxxEbE0ii+QbWOZRgGOc5cDuamcyA3nQO5BzmQc9Dz2yznufIrdcx9OQfYl3OA1ehy932yz9hSG/tCiNBkGAYPTl3I/sNmD7jY6Aheua8fDof8fxkSDVp/tX9/Gg6Hg4MHD+J2u3E4gr+rkrCHYRgMfWU+Gdlmg6Jjy2Tu7BLNtpFDrX2qOl42Iz+TUfMft8rNEhrz4En3SYPED/y+0pxItGOrmp1ROs+Vz9cbf2DOjj9K3efkhj0Y2KwvzRKLukj5y8VGIcLCwoiLNGdybprYuNz9j/23W+AqILMgi4O5h9ifc4C0nP3sy97Pvpz9pGUfKDYkoyTpuYekQSuEsKRn5DFiStH/qRf1ackl/VrbmJF/kQatTZxOJ0899TiPPvoEP/74HTNnfsB1111vd1oiCGXmFHDvS0Vjuf97ViqdNy/wynjZBbv+5IO1n1jlWzpdT7f6J1YvYeE1hV2Oe9TA+FnDMJi9Yz6frf+mxOe7pZzIhW3OpUGcf47lFcKbIsMjSQ5PIjkmiTZJLSv8OsMwcBouIh3y9UwIYVq6No1Xvyxa+vCRG3rSsmEtGzPyP1Jj2uS9996iS5eudOnSjXbtUrnllkGcempfWrZsZXdqIohs3HmYJ99bZpUfGdwT17MPFY2Xbd2G5mMervRx3YabhxdMKDYT6XP9x8lkPH6qQ/Nknx07Iz+TV/6aXuK4wkvanM/pzfrJ+EAhKigsLIzIMPlqJoQwTf78H5av22eVp44YQFSk/J96LKk1fai0GY4BbrzxVutxXFw8M2Z8VhMpiRDy4+JtfDy7aNKAl27uxu7R91rlqo6X3Z6xk4l/vmSVBzbtyxWpF1UvWeFT9ZO9f6HhQE464xY9g8twFdt+RvP+XNz6PGnECiGEEFWUV+DizufnWuWT2tfnzks62ZiRf5MGrRBB6Kn3l7Fhh3n3tF7tGB49LYmdo4dZz1d1vOyH+nPm71xklcf0GkaThEbVT1j4lDfHM+c4c3ls4dPHrQs76qT7io2HFUIIIUTlbd2Twbi3i5YbveeyE+mWKsN1yiINWh/buHED48c/UmxbZGQk06e/Y1NGIpjlF7i446greued0pzTDqxg5/PTrG1VGS+bXZDNyN8fs8opsXV55JSRIbHmYqDKza/6up2lOfaCRnxEHGNPHk7taBnLI4QQQlTXD4u28smcjVb5xSF9qJ0QbWNGgUEatD7Wpk1b3n57ht1piBCw52A2Y6YVNTaGX9WZ2CnjST9s3qmNad2a5mMeKe3lpVq6ZwVvrf7QKg8+4Rp6Nexe/YSFT23Z7b3ZgtOy9zFu0bPFto3r/SD1Yut6LYYQQggRqgzDYPS0RaSl5wCQnBjNc3edKitGVJA0aIUIAotW72Ha16ut8rODu3Dg4REUjm6synhZt+HmicXPsze7aDKCZ/o9RnxknDdSFj62LS3TK8f5eetsvtr4g1W+qeN/6dGgi1eOLYQQQoS6I9n5DH15vlW+pG8rLuork8RWhjRohQhw079ZxcJVe63yyxc1YNfDI6xyVcbL7srcw5NLXrDKpzbqxX87XFH9ZEWNOZSRB0BkRNW7hT+5+AV2Ze0BIMoRybP9xxEhy4kIIYQQXrFs7V4em17Uu+6hQT1p3ViG8VSWfDMRIkC53Qa3PDPbKp98QgMuK1jNrhfetbZVZbzs5+u/5dft86zygz3vpXmtptVPWNSo7LwCAOJiKl/Nuw0398weZZX/0+oszm91ltdyE0IIIULdOz+uZe5fu6zyq8P7ExMlTbOqkHdNiAB0ODOPYZP/sMq3/qcD9d+acNT6spUfL5vrzGXEvKLXJEYl8OSpY2X5lQCVlWtOChUXXblq/tjG7H3dbic1uY1XcxNCCCFCldPl5rZn51jlE1omc/813exLKAhIg9aH7rjjJqZOfdPuNESQWb3lIM/N/Msqj7/2BLLGjyoaL3v1tSSfdU6ljrly3yqm/VM08/a16jL6NjnFG+kKm2QXNmgrcYfWMIxijdmHT76fhvH1vZ6bEEIIEYr2Hsxm9FETeA69phudWybbmFFwkAatD0ljVnjbez+s4eNf1lnlF85PIW18UQOksuNlDcPguWVT2HJkm7VtQt+HqRWV6J2EhW2ycs0ux/ExkRV+zUMLnrIeP3rKSOrHybp3QgghhDfMW7mLt39Ya5Un3n4KHVMbsG+f91YlCFV+26BVSoUDS4GdWusLqnOsBb9tZNPaNKvsCHfgdrmrlV/r9vU59fSyu+GddVY/Zs36vcTn5s6dzeeff8KkSVM4cOAAQ4bcxpQp05g160c2bdrImDGPsnHjBm688WFee+0tYio5DlIEF8MwGDNtEXs907m3blyL22LWk/byUeNlp7yOI7ria5Xtyz7AY4uetsrd63fm5k7/572kha0qe4f2iw3fcSjPXOLp/h53S2NWCCGE8JKnP1iO3n7IKk9/4DTCHVWftFEU57cNWuA+YA0QlFN9DRgwkLlzf+Pzzz9m8eKF3HzzbdStW4+rrrqOe+65nblzZ/Puu28ybtw4acyGuJw8J3e/WDRJ0xUDWpE68zkOZWUBENO2Hc1Hja3UMX/Y/Avfbv7ZKg/rfidtk2SK+GBSOIY2Prr8O7TbM3byy7a5AFzZ7mJa1a7crNhCCCGEON6x3+FO796E/ztb2ZhRcPLLBq1SqinwH+BJYHh1j3fq6W2K3U1NSUn0i9v7Q4eOZNCgq+nYsRNnnXUuAA6HgzFjHuWGG67loosuo0ePHn6Rq7DHtr0ZPPbWn1Z54uAuHHp4BIX9C+pf938knX5mhY+X7ypg2Nyixm9EWDjPDRhPpCzFEnRy8ip2h9YwDCb++RIA9WLqcFqzPj7PTQghhAh2m3cfYfw7S63yiKu70rFVHRszCl7++i12EvAAENQD+fbvT8PhcHDw4EHcbjcOT9eDHTu2Exsbx/79+2zOUNhpzoqdvPuTtsrPnJ3MwaPWl23x2Hiimzar8PHWHlzPK39Nt8qXtv0PZzYf4J1khd+KL6dBO/3f96zHj/Z+wNfpCCGEEEHv2wVb+HzeJqv80r19SYyLsjGj4OZ3DVql1AVAmtZ6mVLqtIq8Jjk5joiIyi0tkpLi+7ZyWFhYqXGcTifPPPMEL774Al9++SXffvspN998MxkZGUye/AIzZnzA+PHj+fHHHzn33HN9nqs31cR7603+mO9j0xeyzDPuOzEuivHNdrLn1aLxsqd8PIPwCo6XNQyDib9PYcXuVda2Vy98knpxNXOV0B/f31ASV8akUEfyM1i5718AhnS9BUeYjOcRQgghqurYOU/q1Y7h6Tt6ExYWZnNmwc3vGrRAH+AipdT5QAxQSyn1vta61Nlq0tOzKxWgprocG4ZRapy33ppOx46dadFCceutQ7jllkF07nwSM2a8y0UXXU5CQj2GDx/NsGF30bp1B5KTA6OLgr90564of8v32LXJTu/aiJO/fpE9f+cDULvziTS4dwQHj+QD+eUeLz33ULGZa9snt2NI11swssLYl+X787bz/ZWGtKmsO7QP/1H0b6NDndSaSEcIIYQISlm5BdwzqWgy2Ev6tuKivjI/SU3wuwat1no0MBrAc4f2/rIas/6stBmOAW688VbrcVxcPDNmfAbAmDGPWtsbNGjIrFmz/KrBJXxn/6EcHpi60Crfe1Zz4l57AsNTrn/9DbS74sIK/3uYvX0+n67/2ioP6XILHepKoyXUlDaG9kDOQZyGuXrxk30qN6mYEEIIIYqs33GICe8vt8pjr+9Bmya1bcwotPhdg1aIULR83T4mf/6PVX6iXxyZrz1hlVs8/hTRjRtX6FhOt5OR8x4l311gbXtxwBNEhcvYjVBUWpfjxxc/B0BCZDxJ0fKfrhBCCFEVX83fzFfzN1vlyUP7V3jJPOEdfv1ua63nAHNsTqNaNm7cwPjxjxTbFhkZyfTp79iUkfA37/2smb18p1V+ssEmMt6ab5XbvjYNR2TFGqObDm/l+WVTrPL5Lc/kP63P9l6yIuDERh8/v0COMxen25wFeUyvYTWdkhBCCBHwDMNg1OsL2XcoF4AmKfE8flMvGS9rA79u0AaDNm3a8vbbM+xOQ/ght2Fw76TfyfYsr9KlVTLnzXqJjA3m8/FdutLknqEVPt5bq2awdO9fVvnRU0ZSPy7FqzmLqlNKhQNLgZ1a6wuUUq2AmUAdYDlwvda6/IHRlRQZfvxET++snmk9rh0dlEt9CyGEED6TmVPAvS8VDS28fEBr/tO7pX0JhThp0Aphg2Mrwht716fBe89Z5YY330qt3hVbDzQjP5NR8x+3yi0SmzGy5xC5Quh/7gPWAIUtyKeBF7XWM5VSU4Gbgde8HTQi4vgG7T/7VwNwZ+cbvR1OCCGECGrrth9i4gdHjZcd1IM2jWXojp2kQStEDduw4zBPvb/MKj/cw0HBUY3Zlk8+TVSDBhU61oJdf/LB2k+s8q0nDqJrSifvJSu8QinVFPgP8CQwXCkVBpwOXOfZ5R3gMXzRoD3mDu3mw1utx53qdfB2OCGEECJoffn7Jr7+Y4tVlvGy/kH+AkLUoO8XbeXTORut8rhaq8n5aKlVbjf1f4RFlP+xdBtuHl4wgUN5h61tz/V/nNiIGO8mLLxlEvAAULiWUF3gkNba6SnvAJr4IvCxXY7fWvUhAE0SGvkinBBCCBF0DMPgwakL2X/YHC/bNCWecTJe1m9Ig1aIGjL+nT/ZvNtccqdJcjTX/zmdHM9zib1OodFtd1ToONszdjHxz0lWeWCzvlzR7iJvpyu8RCl1AZCmtV7mWYoMoKT/AY0SthWTnBxHRMTxkzyVpUGD4mNkD+QeBOC+U28iJdn/1uoNpPWDAylXkHx9LdDyFUJUzLHDxK44rQ3nn9LCxozEsaRBK4SP5RW4uPP5uVb58k6JtPuyaCbiRnfcRWLPXhU61v+WfcjPG+ZZ5TG9hsmdNv/XB7hIKXU+EIM5hnYSkKSUivDcpW0K7CrvQOnp2ZUOfvS6xQdyDlqP4521/W6N65SURL/LqTSBlCtIvr5mZ77SkBbCd/S2dJ6escIqPzSoJ60by2SK/kYatEL40K79WTz0v8VW+YEOBTiOasy2evo5IuvWK/c42QU5jPz9UatcL7Yuj54yEkfY8RP+CP+itR4NjAbw3KG9X2v9X6XUJ8AVmDMdDwa+8nUuX278HoDwsMrd5RVCCCFCzRfzNvHNgi1Wecqw/sRGS9PJH8lfRQgfWfDvbv737Rqr/EjUcvK/+dcqt3v9DcLCy29YLNu7kjdXfWCVB3W4mpMb9fBusqLClFLhWmuXFw71IDBTKfUEsAJ4wwvHLNPytL8BuLTtf3wdSgghhAhIx46XbV4/gUdvPEnGy/oxnzZolVJnAGdgdqfLAVYCX2mtd/oyrhB2m/rVvyxZkwZApOFmxMb3KVxgtFa//jQcfFO5x3AbbiYsmcSurD3WtjcueZbcI+UOtRReppQaANyKWZ/VV0oVAH8DnwHTtdYHy3p9Ia31HGCO5/EmoGJ9zb2sb+OT7QgrhAgCSqk3gcK5ATp5tj2GWUfu8+w2Rmv9vee50ZjLkrmAe7XWP9V40kJUUHZuAUMmFY2XvfK0Npwn42X9nk8atEqpazCXoNgILAJ+xxw71gm4Tym1CHhQa72n1IMIEYBcbje3PjPHKp/ZPIKev71plRsPuY+Ert3KPc6erDTGLy5ayueUhj25/oSrSIxOIJfAGVcWDJRS3wF5mF2DRwN7MOuzDsA5wC9KqTFa6x/ty7J8+7IPWI8jwyNtzEQIEeDeBiYD7x6z/UWt9XNHb1BKnQBcA3QEGmPWl6le6uUihFdt3HWYJ98tWlZR1pcNHL66Q9sN6Ku13l/Sk0qpszEnSvnMR/GFqHHpGXmMmPKHVb6nRQbxv35hlVs/9yIRScnlHufrjT/y09bfrPLInkNoWau5d5MVlfGA1nrVMdsKgCXAEqXURMDvL9/+tv338ncSQohyaK3nKaVaVnD3i4GZWus8YLNSagNmz5SFvspPiKr4YfFWPpldtKzi5KH9iIuRi7+BwicNWq31g6U9p5RqrrX+2RdxhbDLv5sP8MJHK63yWNcCXL9uAMARE0Obl18lzFH2BE55rnyGz33IKsdHxDGh78OEO2QCH5tdqpQ6VNpQCa11AbChhnOqtHk7FwAwoOmpNmcihLCbUqoVZjfg0yk+LOwz4LOj1siujCFKqUHAUmCE1jodc33tRUft47M1t4WoqiffXcrGXUcASEmKYeLtvWW8bICpkUmhlFJRwGWYlWdPoPzbVEIEiE/mbOCHRdsAiHQXMGLThxT2pUo682zqX3Nducf4d/8aXvv7Lat8deol9JeGh79oC6xWSi0E3gS+8DRiA1IfGT8rREhTSk0FegCfYE5Od+wwilFKqTu11otKP8pxXgPGY66nPR54HriJGlxzO9CWLwqkfAMpV6h4vnkFLq4Y9a1VvurMVK4/r4Ov0ipVsL6/NcnXk0J1x2zEXg3Eeh5f5MuYQtQUwzB44LWFHDhizoLXs3Y+Zy6baT3fZNj9xHfsVO4xJq2YyoZDm61tT/V5iNrRssbZ0QrynWRm5JNcN67GY2utb1BK3Q1cBQwBpiilPgTe1Fr/VeMJVYDbKP37YuP4hjWYiRDCD32ltb6jhO3/AB8rpeoArStzQK313sLHSqnpQGErYQfQ7KhdfbLmtqxb7DuBlCtUPN/dB7IYO71oWcX7r+nKCS3r1Pi5Buv768v4JfHVpFD3Yl6Zi8WcPKAbME9rPbOs1wkRKLJznQyZNM8q31ZvL3UWFU3c2PqFl4moVXaj9EDOQR5ZONEqd6nXkds6D/Z+sgFs354MPn27aIKGq27uSd2UhBrPQ2udBbwFvKWUagPcCHyllDqgte5e4wmVw+VyFysfyjtsPZZuVEKEvLVlPemZtb1CM7cXUko10lrv9hQvBQrXqPsamKGUegFzUqh2mPMPCGGbhav2MP2b1Vb5xSF9qJ0QbWNGorp8dYd2EvArcLtnaQqUUrLWiAgKW/Yc4fG3l5oFw2BU9mzYsAOA8NpJtH7uxXIbDT9vmc1Xm36wykO73U675DY+yzmQGIbByiXbWTh7U7HtUdHhJNWp+Tu0JYgCoj2/88vZ1xbH3qAtXH9WCCGAFUqpQ5hLiM0G5mitt1b0xZ4eKqcB9ZRSO4BHgdOUUl0xuxNvAW4H0FqvUkp9DKwGnMDdMsOxsNO0b1axaJXVoYD/PTAQh0Mu9AY6XzVoT8DsXjxfKbUO8y5t2TPiCBEAflm6nRm/rAcgyp3P8E1FnQ7qnH8B9S67oszXF7gKGDp3bLFtkwY8KcuoAHm5Bfz42b/s2n642PaUhgn856rOxMZF2ZQZKKVqAddi9jxpAbwPnKG1Xl3mC/3EX2nmzZIWic3K2VMIEQLqYPacOw24ApiklErH08DVWr9X1ou11teWsPmNMvZ/EniyqskK4Q1ut8Etz8y2yr07NuDWCzvamJHwJl/NcrwWG2Yp5QAAIABJREFUGKmUGoW5+PZNQAOl1LvAB7KotghEz364gjVb0wFoF3aIyzd9bT3X9IHRxKWqMl+/Ln0jL6143Spf3OY8zm4x0DfJBpA9Ow/zxXsrjtveo08LTurb0vYuskqpGZj12BxgIvBNFWcAtc3Gw+YY7c4pJ9iciRDCblprN7DM8/O8UsoB/B8wFhgMlNmgFSLQHMrMY/jkomUVb7vwBE7pKPNJBBOfTgrl6VbyFeZYs/rADZgz30mDVgSMAqeb25+bY5Wvj91Kk3/mWuU2kyYTnlD2uM7X/36Hv/cXLWX6eO9R1I2t4/VcA4VhGPy1eDuL5mw67rmL/9uVxs2SbMiqVCuB4VrrPXYnUl2d6tb87I1CCP+jlOqAeYd2INAVc+mxt4G5pb9KiMCzastBnp9ZNH/jk7eeTKO68TZmJHyhRpbtAdBapwHPeH6ECAhp6dmMet2zcoFh8MDBH3Ck7wcgsmFDWo6fUOYdxMN5RxjzxxNWuV1Sa+7rdrvtdx3tkpfr5Kcv/mXn1kPFtjdoUovzrziRmFi/7Hr9XnmNWaVUw0Bo8DZOkCvSQoQ6pdReYBPwMfA0sMJz11aIoPLZ3I18t7BoePjUEQOIiqzcclAiMPhqluMvgae01sfNZKeUSsTsgpyjtZ7mi/hCeMOfa9N47Utz7GGMK4+hmz+ynqt7yWXUvaDsFajm7VjAR+u+tMp3dr6RTvVC8w7ZsbMVFzqpb0t69Gnh7w38j5RS/wIzgCVa6zwApVRz4FyKep58ZluGZTCOmiHKESZTGQgheA/oj/ldLBWYo5SaGwgX5YSoCMMwGP36ItIO5QDQtkltxlzfw+ashC/56g7to8AEpVQq5vTsezEX7W4PtASmYi7CLYRfeuO71fzxj/l/e7Ocvfx3Z1Ev+WZjHia2dekzErvcLh6c/zg5zhxr2wsDniA63L5JjexgGAaL5m3i569WHffcxdd1pXFzv+pWXJb+wJWY9dqpSqk8zPpsL/AFcJ3Weot96ZXtYO6h8ncSQoQMrfX9AEqpBKAfMAC4z3PD4Y9S1qgVIiBk5xZw89NFkz9dNbAt557c3MaMRE3w1aRQK4HzlVLNMCvKpkAO8AkwX2vtl0tdCOF2G9z6zGwK72ldjabVzqKFt9u88hrhsbGlvn7LkW08u3SyVT6nxelc1OZcX6Xrlwrynfz05Wq2byq+jKE/zFZcFVprA7Nr3sdKqQigHmYPk8Nlv9I/bDlS4dU4hBAhRGudqZRaCiQCtTB7nAwCpEErAtL2tEwenfibVR57fQ/aNKltY0aipvh6UqjtmMtbCOH3is2CZxg8sPsLHNmZAES3aEnzhx4ts2vse6s/ZtGepVb5kZPvp0F8fZ/m7E/2783kk7eWHre9e+/m9Orfyt+7FVeIZ3Zjv++Wd/QytFuObAcg0lFjUyYIIfyYUupKiiaEaonZk24uZhfkhbYlJkQ1zFu5i7d/WGuVX76vHwn+OS+H8AH5hiME8O/mA7zw0UoA4pw53LvlE+u5lKuuJfnsc0p9bWZBFg/+Ps4qN0loxOiThgZFA64i/l2+k99/Xn/c9guv6UK3k5qzb1+GDVmJQluObAOgZS3pciWEAOBezGXIhgALtNa59qYjRPW8+uW/LF2bBkBcTAQv39cPR4h8BxMmadCKkPfxbxv4cYnnS3/2Lq7Z9Yv1XPNHxhHTvEWpr128exnvrimaLOrmTv9H9/qdfZesn3AWuPjl6zVsXr+/2Pa6KfFccE0X4uIDq1txMNt6ZAcAzWs1tTkTIYQ/0Fr3szsHIbzB7Ta45Zmi8bL9uzRm5KCT5EJ6CPK7Bq1SKgaYB0Rj5vep1vpRe7MSwcgwDAaP+4mDR8yL01fkrqTtrpXW822nvI4jOrrE17oNN+MWPsP+3KJxos/2G0dcZOnja4PBkUM5fP7ucnKyC4pt73pyM045rXXI3JUOJC7DBUCzhCY2ZyKE8AdKqZeBCVrr3aU8fzEQq7WeWbOZCVFxR7LyGfrKfKt8x8Ud6dWhgY0ZCTv5tEGrlJqktR5a3rZj5AGneyYriATmK6V+0Fov8mWuIrRk5RZwz6TfAQgz3Izc+jEOpzlXWaxqT7ORo0p97c7M3Ty15EWr3L/JqVytLvFtwjbbseUg38z8+7jt5195Ii3a1LUho5qnlIoDxgCttdbXKaXaA+211l+W81K/0CShkd0pCCH8w6/AT0qpfcBiilaiUJizus8CHrIvPSHKtn7HISa8v9wqP3XbKTSsE2djRsJuvr5D27+EbQPKeoFnRtFMTzHS82OU/gohKmfDzsM89Z65JmqCM5shWz61nqt//WCSBgws9bWfrv+a2duLrgiOOmkozRIb+y5ZGxmGwV+Lt7NozqZi22NiI7h8cA9qJQX33egSvAbsBrp4yjuAD4GAaNA2iEuxOwUhhB/QWn8FfKWU6os5OVQHzJUo5gOjtNZpNqYnRJl+WrKNj37bYJVfGzGA6MhwGzMS/sAnDVrPDHpXAS2VUh8f9VRtILsCrw8HlgFtgSla68XlvESICvlu4RY+m2s20NpmbeeK3UVjL1o8/iTRjUvulpnjzOX+eY9Y5aTo2ow/dTSOMIdP87WDs8DFrK9Xs2X9gWLbW7Spy1mXnEBk6P7HcaLWerBS6hywlrwImH8A4Y6Q/bsJIUqgtZ6P2YgVIiA8N3MFq7ekA9CobhxP3HKyDHUSgO/u0K4DvgN6eX4XOoLZ1aVMWmsX0FUplQR8oZTqpLX+t7T9k5PjiIio3Je1lJTESu1vp0DKFfw332EvzmHDDnPp0MuPLKFdWtH07r0/+RBHVMkTGS3Z8RfP/fG6Vb7zpOsZ2PpU3yZbBl+9v4cOZvO/l34nO7P4MtEDz2tP3zPaVvk/DX/991AFxd4Yz3j/gGnQCiGEEIHI6XJz27NzrPJ5JzfnyoFt7UtI+B2fNGi11iuBlUqpr7XWB8t9QenHOaSUmoO52HepDdr09HJv+haTkpIYMDOgBVKu4J/55uW7uPP/27vv8KiqrY/j33R6D723DQjSi6gUQQXhigVRvKio2Dugor5XsV5E7CgIFsACgg1UbFcpilQpisCW3jsBEkoCybx/zHCSgZACOVOS3+d5eMjep62J42bWnLPXfmUW4J0v++ja9KWRS7dqSfyd97H3QDLe6dvpPB4Pwxe9wabErU7fsAuepHhssaC9Rjd+v6ebH9ujz7lUr10GgD17kk7ZnhPBfD+4kEjPNsY8DsQZYzoBA4GpeX2RPHFikkbUsSx3ExERCWUJickMemuO076/97k0q1suiBFJKHJ7Dm20MeZZoE7Ga1lr+5zuAGNMPHDMl8wWBroCL7ocp+RTW3Yl8eT7CwAocSyJuzd+4WyrcPMA6l7RPdOEa9fhPTw9b7jTblWhGTefc737AQeIx+NhybxNzJ+13q+/AM+PzYkngEeARGA4MA0Ylt1Bp6vcboypBUwCygCLgRustSmnP1PuRcQdycvTiYiIBMzKjQm8NHGJ037xzvOI1+cTyYTbCe3nwErgf0BqDo+pBIz3zaONBCZba79xKT7Jx2Yu3cqE7y0AJmkDV+6Y7Wyr+fwwYitUzPS4b9f9yPQN6WvRDmp5D7VLnn4t2nBy/FgqP01dwYY1J82PrVuWi3sV6Pmx2bLWHgOe9/3JjUwrt+O9w/uqtXaSMWY0cCvewlN5JiIud0+viEjB4PuM9ZW19l/BjkUkM1//voEvZ6cXpXxncEdicjm9UAoOtxPa0tba23NzgLX2T6C5S/FIAfHalGX8udabtF21azb1D25wttUb/S4R0ae+9VNSU3hoVvpKBbFRsYy48Ol8UUznUFIyX0xYTNJB/8eq23SoRYvzqquoQg4YY4Zn0n0AmGut/eV0x2VRuf0i4MRt//HAUPI4oY3UHVoRyYS1NtUYU9gYE2mtTQt2PCIZPf/hItZuPQhAjQrFeerm1kGOSEKd2wntcmNMZWvtNpevIwL4Fw6I9KTyyNqPnW3FW7eh0h13Z3rcyn3/MHLpu067d73L6VztAldjDYTdOxL5bNwfp/RnnB8rOVYBuJD0ZXp64a0Q2scYM9lae9o7tydXbgfWAvuttcd9u2wBMi+xfRZOPHJcNFrr84nIKeYDXxhjPiH9SzestdODF5IUZMeOp3HHiJlO+/Lza3LFhbWDF5CEDdfv0AJ/GWPmAEdPdGY1h1bkTO3af4Qho+cCUDrlIHdsSl8etNKdd1O8VZtMj3tr6Xus2Ged9vPnP0GpuJLuBuuydXY3P3z5t19fVFQEfW5tTSktPn6mKgMtrbUJAL76ABOAC/B+MDxtQnty5Xa86z6eLNv1tnNa0f1osjdPPpHQli9eNmyqTYdLnBBesYLidVu4xQucKNd/V4Y+D6CEVgJu74GjPDzqd6c98NqmNK5VNogRSThxO6H9xPdHxFULV+1i1FfeQtjnHlzNZbvmOttqvTiCmLKnVsTbn3yAez59xGk3Kmu4p+mt7gfrEo/Hw+K5m1gw27/QU3zFYvzruqbEFYoJUmT5RpUTySyAtTbBGFPTWptojEnO6sAMx5yo3N4OKGWMifbdpa0KZPskS04ruieneEsWnJhDWyq6VMhVH89MKFZJP51wihUUr9vCsaK7tbZzHocickaWr9vLK5OXOe0Rd7enTIlCQYxIwo2rCa21dryb5xcBeO/bFcz5awcA1279iVpHtns3REZSb9RYIqJOvaM1a8vvTP4n/Q7uvc0G0LBM/YDEm9dSU9P45ZtVrFm5y6/fNK5Ax+6GqCgtlZpHVhhjxgAf4L2L0R/4xxgTRxZF77Ko3D4D6I230vFNuLAE0Ik7tGUL6/FyEfFnjIkAbgHqWWuHGGNqApWttb9nfaRI3pn623qm/pb+RfyYhzsRrc8tkkuuJrTGmHp4P/xVsdbWMsa0AC631g5187pSMKSlebht+Aw8QHTacQavS38YoGSni6jQ78ZTjklNS2XIb89w+Hh6sZxXOz5HbFRsIELOU0ePHGPqJ0vZt/uQX3+7zrVp3rZ6kKLK124BngRGAhF4E9JH8Saz3bM4LtPK7caYFcAkY8xzwBLgvbwOOCLSW+ulTKHSeX1qEQl/r+CtDdACGIJ3SbLXgMzn54jksecnLGLtNm/xp7pVS/J4v5ZBjkjClduPHI8CniN9rcalwId4q3mKnLH9SckMHOldaLt88j5u2Zy+slOVBwZStMm5pxyz6eAWXlz0htPuVuMibml3TVg91gaQsOcQk95deEp/t6sbU6ueFht3i7X2IDD4NJt3Z3FcppXbrbXrcOmDo+ek6bil4kq4cRkRCW+d8Y5NiwGstXt962aLuCpjAU+AKy6sxeXn1wpeQBL23E5oS1prvzfG/BfAWptmjElx+ZqSzy1fv5dXPvXOtWi9fwVd9ixyttV++XWiS55a0Gmi/YLfts5z2v9pO5iKRcu7H2we2rRuH6OGzTylv88trShbvljgAyqAjDGXAM0A50OftfaZ4EWUM8Vi9P4QkVMctdZ6jDEAGGMi8T59IuKahMRkBr01x2mr+JPkBbcT2lRjzIk1FzHGVAG03pmcsckz1vD9/E3g8XDz5m+okOKt0RNVvAS1X36NiEj/eReHjx3h4V+fctoVipTn/9oOJDIifOZnLF+8lV9/XO3XV6JUIa68oQVFiobfo9LhyhgzDGgNnIN3vmsv4H9BDSqHisaosrWInOIvY8y/gQjf/NnHgF+DG5LkZ6s2JjB84hKn/dJd7SlbUg8FyNlzO6F9G+8SFeWMMUOBG4EnXL6m5EMej4dBb81hf1IKcakpPLR+krOtzGU9KXdV71OOWbLrL95d/qHTvqnRdbSp2CIg8Z4tj8fDvJnrWDp/s1+/OacCHbrXz9HSLZLneuB9PO8Pa+0dxphn8K4pG/KKxRQNdggiEnoG4p1HWwnv0mPTfH0iee77+ZuYPGON035ncCdiosPn5oKENrerHE8wxqwD/gUUAW6y1urbP8mVpCPHuP9179um6pGd9Nv6g7Ot2qOPU7ief3Vij8fD8EVvsilxi9P34oVPhcWHem/F4pWsWek/JbP5edVp26EW5cuXCLs5v/nIUWvtcWOMxxgTY63daoypFuygcqJITOFghyAiIcZamwjc5vsj4prXpizjz7V7AagaX4xnblXdMclbriW0voqeo621twG/uXUdyd/WbD3ACx/+AUCHvUton/CXs63OG28RVcQ/Sd19eC9D573otFtXaEH/c64LTLBnISX5ON98+ic7fdX+TuhwaX3OaV45SFHJSRKNMUWA3/FWLd4OHA9yTDkSTo/Yi0hgGGPm4J028TMw11p7LMghST6TluZhwPAZTrtb2+r06Vw3iBFJfuVaQmutTTXG1HHr/JL/TZ+3kc9mrgWPh/s2TKFo6lEA4qpVp/qTTxMR4V+74vsNv/D1uu+d9qCW91C7ZI2Axpxbh5KS+XzcHxxK8q+V1v3qxtRUxeJQ0xdvAjsY72N5pfCuIysiEo4eBLrgXY6smTHmD+Bna+3w4IYl+cGho8e477X0hzLvubIxLU14FeOU8OH2HNpfjDEjgQlA0olOa+0Kl68rYe7pcQvZuCORosePcN+GKU5/fJ++lL7kUr99j6Ud58GZjzvt6MhoXu7wDNGRbr+9z1zC3kNMGnvq0jtX3diCCpW1xEqIutha+xGQgnc5Mowx/YCPghqViMgZsNYuBBYaYz7EWyPgMbxLiSmhlbOyaWciQz9I/4zz3IC2VC4X+tO+JHy5/Yn/Vt/fPTL0eYDaLl9XwlRySip3vTILgNqHttBn+y/OthpPPUNctep++69OWMdrS0Y77Svr9qBr9Y6BCfYMbN+8n68+XurXFxkZwXW3taZkaVWiDXEDOTV5zawv6Dye7PcRkYLNGPMmcAGQgPex477Aqd+0nnrc+0BPYJe1trGvrwzwKVAT2AD0sdYmGGMigNeBy4DDQH9r7eI8fzESMuYu38HYb9LvW731UAcKx4XuDQbJH9x+hzW31u53+RqST2zZlcST7y8A4NJdc2l+MH2pmrpvvUNkXJzf/u8u/4glu/502s+c9xhlC5cOTLC5tHbVbn786m+/vpKlC3PlDc0pXERL74QyY0wroC3eau13Z9hUEtB/PBEJVxfhTTJnAjOAhdba1BwcNw448fTdCUPwPq48zBgzxNd+FOgO1PP9aQuM8v0t+dCEHywzl2wFoFBsFG891OGU6WEibnCzKFQEMAto6tY1JP+YtXQr47+3RHjSeHRt+g2vIo2bUPXBQX77JqYkMeS3Z5x2nZI1eajFXSE5aP65cAtzfl7j11elRim6925CTIyW3gkTVYBWQFG869CecBDoH4yAcka3aUXk9Ky15xhjKgJdgQHA+8aYf6y1l2dz3GzfurUZ9QI6+X4ejzdJftTXP8Fa6wHmGWNKGWMqWWu3590rkWDzeDw8Mmouew96a520aVieO3s1DnJUUpC4WRTKY4xZZ4wpba1NcOs6Ev5OlHMveSyRuzZ+6fRXuHkAJc+/wG/fudsW8tGq9Dm1d57bnyblGgUs1pw43RqyDZpUpGP3+kRGquJsOLHWTgWmGmMusdb+GOx4ciwiLdgRiEgI8914qA7UwPuocDyw/gxPV+FEkmqt3W6MU/2nCpDxH8Mtvj4ltPlEyrFU7nx5ltO+4ZL6dG5RNYgRSUHk9iPHScASY8x0/ItCPeLydSUMHE9N4/aXZgLQKHEdl+9MX92p5vMvEluhgtNO86QxdO6L7D2a/t3Iyx2eoVB0oYDFmx2Px8PM7yyr/tzh19/qgpq0Or9GSN5BluwZYy7L7OcTrLXTAxtRzkTEpGS/k4gUZLuAlXgfNx6KO0v3ZPYPX7aPj5QuXYTo6Nw9xRQfXzxX+wdbOMV7ulh37D3EnS+n1zp56f4LaVCjTKDCOq1w+t2C4s0Lbie0a3x/RPzs2n+EIaPnAnD19l+od2iLs63e6HeJiE5/a25L2sHzC15x2p2rXkDv+lk+ERVQqalp/DR1Bev/2ePX37F7fRo11Rqy+cDDWWzzACGZ0BKtJSVFJEs1rbWH8uhcO088SmyMqYQ3WQbvHdlqGfarCmzL7mQJCYdzdfH4+OLs3p2Yq2OCKZziPV2sy9ft5ZXJy5z2q/ddQMkiMUF/XeH0uwXFeybXz4yrCa219mk3zy/haeGqXYz6ajnRaccZvO4Tp79E+/OpeMttfvt+seYbft4022k/3uYhqhSrFLBYs3L8WCrfTvmLbZv8655dckUj6jTQWmv5hbW2c7BjOBMR0bpDKyJZOmyMuQPvHFoP8D9grG++a25NA24Chvn+npqh/15jzCS8xaAOaP5s+Pv69w18OXud0x7zcCeiozSdSoLH1YTWGJPpWmZ65Ljgeu/bFcz5awflkhMYsPlrp7/yvQ9QrFlzp330eDKDZv/HaZeKK8mz7R8jMiL4A2by0eNM/WQJe3f5f7Hd89pzqVYr+I/aiHuMMZeS/uHvJ2vtT0EO6bQidIdWRLI2HGgOfOBr3wTUBbL8jGaMmYi3AFQ5Y8wW4Cm8iexkY8ytwCbgGt/u0/Eu2bMGb0Xlm/P2JUigjZi0hBUbvNO/6lQuwRM3tgpyRCLuP3Kc8RN/Ibzrli1y+ZoSgtLSPNz20gw8HmixfxWX7FngbKs94lWiS6Uvt7N8z0pG/fmB076+wdWcXzn4Vf6PHE7hs3F/kHQw2a//yn7NqVi1ZJCikkAxxjwC3AhM9HW9YowZb60dEcSwTi9KCa2IZOlSoIW19jiAMWYy8AfZJLTW2r6n2dQlk309wD1nGaeEgLQ0DwOGz3DaPdvX5KoOtYMYkUi6gD5ybIx5AfjoNLtLPrU/KZmBI+cAcOPm6VRO9s41jSxShDqvjSTCV/XX4/HwxpIx/LN/rXPsfy/4DyVigzv5POngUSa9u5BjKf7L811zcyvKVSgWpKgkCPoB51lrEwGMMW8Ac4CQS2g9HoiIyslykiJSgEXgX6DJQ+ZFnKSAO3T0GPe99qvTvu/qJjSvFx/EiET8uX2H9mRJeB9nkQJi+fq9vPLpMmLTUhi4bpLTX/rS7sRfc63TTji6n//7/QWnfW65c7jj3JsCGuvJ9u87zMQxC07p73t7G0qVKRKEiCTIIk4kswDW2kTfshehKVIJrYhk6QfgO2PMOLzJbH/g+2AGJKFnw/aDfsns87e1pVLZokGMSORUgZxDGwm0BKyb15TQMXnGGr6fv4nKR3Zz49bvnP6qgx+lSIOGTvuXzb/y+er0+bQPNL+d+qWD973Hnp2JTPngD7++2Lgorr21NcVKhM4yQRJwC40xHwBj8X74G0AoT6GI9K5DGwrzzkUkJD0C3AFchffO7JfAmKBGJCFlwcqdjJ76t9N+66EOFI4L9L0wkewFcg7tceAd4POsDjDGVAMmABWBNGCMtfZ11yKUPOfxeBj01hz2J6Vwwd6lXJDwp7OtzmsjiSrmfUw3NS2Vwb8+RUpqejXWVzs+T2xUTMBjBtix5QBffrTEr694yUJcfVMLCheJDUpMElLuA/4DvIH3w99PwLNBjei0PBDhTWijInK3lqOI5H/GmDJALeBja+2oYMcjoefTX1bzw4LNAERFRvDOw52IjAjdh5KkYHMloTXGRAFxmcyhLYI3Sc3KcWCQtXaxMaY48Icx5idr7Qo3YpW8lXQ4hVtfnAEeD3dv/JwSx71rycVWrkKNp58jwjcYbji4iZcWjXSOu6zWxfSodXFQYt62eT9TP17q11euQjF6Xd+MWH0TWeAZYy6w1v7mW69xSLDjyamICO/UOCW0IpKRMeZavJWNE4E4Y8xV1tpfghyWhJChHyxg084kANqeU5E7/tUoyBGJZM2tT+vD8D5a/O5J/QPwLqp92gp6vvXJtvt+TjTGrASqAEpoQ9yarQd44cM/KHL8CPdvmOL0l7u6D2W6X+a0P1o5hbnbFzrtp9o9TPkigS8usHVjAqOGzfTrq1y9FD2uaUJ0jJIAcUwwxhzD+wFwnLV2R7ADyhFfQhsdqfeyiPh5AmhvrV1qjOmMd9kdJbRCaloatw2f6bT7dK7LDT3PYffuxNMfJBIC3EpoLyPzOxlvAcvIpiT8CcaYmnjXSJufZ5GJK6bP28hnM9dS69BWrt3+s9Nf/f+GUqhmTQAOHzvMw78OdbZVKVaJx1o/6Ny1DZQtGxL4etIyv75qtUrT/eomREVrvqH4s9bW9n3o6w9YY8yvwPvAtBPLXYQaD2R45FjvaRHxk2atXQpgrZ1hjHk52AFJ8CUeTuGBN35z2oOua8Y5NcsEMSKRnHMroU2z1p5SYtNam2qMye6RYwCMMcXwzrd90Fp7MKt9S5cuQnR07u5CxMcHdymY3Aj1WB96dSZrthzg4t3zaXkgveZXu08/JqqQt4jS75sW8drc95xtD543gPbVWwY0zrV2Fx+P8f9upF7D8vTp3zqsEtlQfz+cLNzizYy1dgYwwzcN4lpgIDDKGPORtXZQcKM7jRMJbaQemxcRP7HGmIakL9FTKGNbU7wKnk07Exn6QfqTc8PuPI/ypQoHMSKR3HHrk06sMaaItfZwxk5fkhqX3cHGmBi8yezH1tovsts/IeFwdrv4iY8vHjaPT4RyrMkpqdz1yiwiPGk8svZjIn3L2RVu0JBqgx9lX+IxPAdTeGHBq2w7lP6U5ksXDqVITJGAva6Na/cyfcpffn0165XlkivOoWLFkiH7+81MKL8fMhPMeN1IpH3TIN7HOy1iKHAnkGVCe7pCd76iLJ8CNYENQB9rbUJexOnxAJG+R441h1ZE/BUBpp/Ud6LtAWoHNhwJpvkrdvLOtPRKxqMGdiQuVv9uSHhxK6H9FBhvjLn1xN1VY0xJvFWOp2R1oG9dx/eAldbaV1yKT87Sll1JPPn+AkocS+LujenfOdS99y4im7UFYNfh3Tw97yVnW/tKrfl3w2sCFuOGNXv47rPlfn21TTnkzKFlAAAgAElEQVS6Xt6IqKjwuSMrocEY0wC4GeiHN6H9APg4B4dmWugO7yPMP1trhxljhuCdpvFoXsUb4btDG6k5tCKSgbW2ZrBjkNCQsZJxXEwUbw/sEPBpYCJ5wa2E9hlgHLDVGLPa11cPmIb3rkZWzgduAP4yxpwoPfu4tfbkbxMlSGYt3cr47y0NEtdzxc70xbZrPjeMCk3qsXt3It+u+5HpG/7nbHu41b3ULFE9IPGt/2cP33/hn8jWbRhPl381JDJSiazkjjHmNuAWoA7wCdDdWvtn1kely6LQXS+gk2+38cBM8jChdYpC6Q6tiIic5OlxC9m4w/sEVfN65bjv6nODHJHImXMlofUVSulnjKmLt6hTBLDYWrsmB8f+Rvq8Dgkxr01Zxp9r93LF9pk0OLTJ6a83+l0ioqNJOZ7CPb+k1/wqFBXH8AuHEhWAu0Tr7G5++PJvv75655Tnoh4NiYzUW0rO2FXAK8BX1tpjZ3OikwrdVfAlu1hrtxtjyp9toH60Dq2IiJwks0rG3doG5oaDiFtcrRbiS2CzTWIl9B1PTeP2l2YSlZbKkHXpT1kWb9uOSrfdCYDdt4Y3fhnjbOtd73I6V7vA9djWrtrFj1/517AwjSvQ6bIGSmTlrFlru+fFeU4udGeMyfU5cloAL+5QinOHtlBcbFgV5lKs7lG87gq3eKXgSTpyjPtfT3+ybtC1zTinlioZS/hT+UvJ1q79Rxgyei5lU/Zz26ZpTn+lu+6heMvWAIz+cxx/7UlPKp9r/zilC5VyNa7MEtkG51akU3ejOSASUk5T6G6nMaaS7+5sJWBXdufJaQG8xMMpzh3atOOesCkkFk5Fz8IpVlC8bstvBfAk/1ElY8nPlNBKlhau2sWor5bT/IDl0t3pS97UGv4KMWXKcCA5kcfnPOv0N6lguKPRLa4mlBtW7+G7z/3nyDZqVokOl9ZXIishJ4tCd9OAm4Bhvr+n5uV1IyL1yLGIiMCClTsZPTV9StbbAztQKFYpgOQfejfLab3/7Up++2s7/97yPdWOem8eRcTGUnfkaCIiI5mzdT6f2M+d/e9uegudGrR27Vvqzev38c2n/rV4GjatRMduSmQlpGVa6A5vIjvZGHMrsAnI2xLgJ4pCqcqxiEiBNXnGGr6f7615EhsdyahBHfWZSfIdJbRyirQ0D7e9NIOY1GMMWTfR6S/V9RLKX3c9aZ40nvjtWQ6kpCeur3R8jrioWFfi2bZpP1M/WerXV/+cCnTuoTmyEvqyKXTXxbULqyiUiEiB9tyERazbdhCAZnXLcX9vVTKW/EkJrfjZn5TMwJFzqHR0DzdtSV8pqeqgRyjSsBFbErfx34WvOf1dq3fkyro9XIllx9YDfPnhEr++2qYcF/dqpOV3RLLgAecObSAqjIuISOhIS/MwYPgMp31N5zp0b1sjiBGJuEsJrTiWr9/LK58uo/2+P+mwL/2OaJ1X3ySqeHGm/DOVmVvmOP1PtBlI5WIV8zyO3TsS+WzcH3591WuXodvVjYmKUiIrki0PukMrIlIAHTp6jPteS69kPLBPUxrXLhvEiETcp4RWAPj0l9X8MH8Td278klLHkwCIiS9PzRde5GhqMoMzrC1brlAZnjrvESIj8ja53LsricnvL/Lrq1ytJD2uPTdHS5WISAa6QysiUqBs23OI/3s3vYDnf29vR4UyRYIYkUhgKKEt4DweDwNHziHl4EGGrJ/s9Je94irK9rycP3f/zTt/jXf6b2jYh3aVWuVpDAl7DzNp7AK/vvKVi3N532bExOjDuEhueYAI3x3aaN2hFRHJ95au2cMbn6UXznzroQ4UjtPHfCkY9E4vwE4ssF3j8Db6bvuf01/9iSeJq1mLl/94i3UHNjr9wy54kuKxxfLs+gcSjvDJO/P9+srEF+XKfs2J1SAscnYidYdWRKQg+Pr3DXw5e53TfvfRzkSqkrEUIMoaCqh/Nu9n2MeL6bJ7Ia0PrHT6644cRYLnCINmPOr0tSh/Lrc27pdn1048cJSPRs3z6ytRqhC9+7ckrlBMnl1HpEDTHFoRkXzvtSnL+HPtXgAaVC/FI9e3CHJEIoGnhLYAmvbbeqb+upbB6z4h2uP90Fu4Xn2qPfo4P22cyVdr06sbP9TiLuqWqpUn1z1yOIVP3plPSnKq01e0WCx9bm1NocJKZEXylBJaEZF8y+PxcMeImRxP9T6N07N9Da7qUCfIUYkEhxLaAsTj8fDE2Pkc3rmLRzd+4fSX73cjxTp04P4Zj5HqSU82X+v0AjGRZ/8WSUk+zmfj/+DAviNOX2xcFH1vb0uRou6sXStSoHk8TlGoaD1yLCKSrySnpHLXK7Oc9t1XNKZVg/JBjEgkuJTQFhCHjx7n3tdm0yBxA/13znb6azzzAluLHuOJmY87ff+q3Y1uNS8662umHk9j2qRl7NhywK+/313tKF6y0FmfX0Qy5y0K5f1Zd2hFRPKPPfuP8MjouU776VvaUK183tU3EQlHSmgLgPXbD/Ls+EVcsX0WDQ6lF3mqO2osE/75nIWrFjt9T5/3KOUKn916ZWlpHn6a+jfr7B6//msHtKZMuaJndW4RyR0ltCIi+cOqjQkMn7jEab9+/wUUL6In3USU0OZz38/fxOc/W4as+9jpK96mHcVvvoH7fn3C6atRohoPt7yXiLOoiufxePjui79YOGeDX/9VN7agQuUSZ3xeEckdjyf9Z1U5FhEJfz//sYWPf/rHaY95uBPRUZFBjEgkdCihzceeHb+IxA2beHjzNKev0l33YqtG88GvTzt9tzW+gWblm5zVtRb9toGFv23w6+vR51yq1y5zVucVkbOjO7QiIuHtvW9WMGf5DgAqlyvKcwPaBjkikdCihDYfOlEsoMX+VVy7Z4HTX/PFlxmxdgJb/97u9L104dMUiSl8xtdavngrv/642q+v6+UNqdeowhmfU0Tyju7QioiEJ4/Hw6Oj57LnwFEAOjWvwo2XmiBHJRJ6lNDmM5t3JfHUe/O5cct0Kid71yWLLFyY4v99mocWvOjsd37lNlzfoPcZX2fNyl38NHWFX98FF9flom4N2b078YzPKyJ5S3doRUTCz/HUNG5/aabT7t+9AR2aVg5eQCIhTAltPjJjyVYmT/+LIesnOX2lL+3GH63j+XrBCKfv4Vb3UrNE9TO6xub1+/jm0z/9+lqeX4M2F+bNWrUikre0bI+ISHg5eCiFB9/8zWk/1q8F9aqWCmJEIqFNCW0+MWLSEg6uXMVDW39w+ioOGsxj2yfAOm87JjKGlzs8c0aPIO7afpDPxy/262vUvDIdLql3VoWkRMRdukMrIoFijNkAJAKpwHFrbStjTBngU6AmsAHoY61NCFKIIW/TzkSGfrDQaY+4uz1lSmipQ5GsKKENc8eOp3LHiFl02LuYyxOWO/1Rzz7KYys/cNpX1u1B1+odc33+AwmH+eSdBX59teqV45IrGxEZqep6IqFOc2hFJMA6W+u3bt8Q4Gdr7TBjzBBf+9HghBbaFqzcyeipfzvtUYM6EhejMVwkO0pow9j2vYd4Ysw8Hlj/KYXTUgCIq1aNmb0bsSBDMvv0eUMoVzh31YaPHE7hk3fmk5Kc6vRVqFKCy/s2JTpag6tIKPNkWLcnWndoRSS4egGdfD+PB2aihPYUn89ay7dzNwIQGxPJqIEd9QScSA4poQ1Tc/7azqdT/2DIhs+cvpK9e/NM7GzY6V10u0bxajzcKndryx4/lspXHy9h944kp69osViuHdCauEIxefcCRCQg9MixiASQB/jRGOMB3rHWjgEqWGu3A1hrtxtjygc1whA0/JPFrNq0H4CmdcrywDVNgxyRSHhRQhuG3vriLxIXL+LeHbOcvkP33cDre9Pnzw5ofAPNc7G2rMfj4X/TVrBm5W6//n53taN4Sc3dEAlXeuRYRALofGvtNl/S+pMxZtWZnKR06SK5fhosPr74mVwqaOLji5OW5qHXw9Ocvn7dG3Bt19Bbliccf7fhRPGePSW0YeRECffLd8ymUdIGp/+rW85lY4ZkNrdryy6YvZ4/ft/o19e7f0viK4beG1ZEckd3aEUkUKy123x/7zLGfAm0AXYaYyr57s5WAnZld56EhMO5um58fPGwWjIwPr44m7YkcM+rs52++65uQvN68SH3OsLxd6t43RPseE+XTIdcQmuMeR/oCeyy1jYOdjyhYvf+Izw+6jeGrP3Y6Ytpei4jztkBR3cA0K5SK25o2CfH51y5bDszv7N+fZdd04QadcrmTdAiEhQZptASpeJtIhIAxpiiQKS1NtH38yXAM8A04CZgmO/vqcGLMjTs2HvIL5l9dkBbqpQrGsSIRMJbyCW0wDhgJDAhyHGEjIWrdjF58m88vCn9sZRdV3VkYqGVTntwy3uoVbJGjs63ad0+vp3sv5Zsx271adRMC3aL5DdREaE4zItIPlQB+NIYA97Pl59Ya783xiwEJhtjbgU2AdcEMcagW7lhHy9NWuq033jgQooVVo0SkbMRcp90rLWzjTE1gx1HqHh14mL2/+8nbtuTvnTOB1fEc9CXzEZFRPFKx2eJjsz+P+WenUlM+WCRX1/zdtVo16lO3gYtIiEjKkJ3aEXEfdbadcAp1YystXuBLoGPKPT8b9FmPvnfaqc99pFOeopGJA+EXEIrXqlpadz24gxu3DKdNsl7vZ1xcbxxZQk8kd6qxb3qdOeSGp2zPVfSwaN8+PY8v77aJp6LezUiMlIl4UXclNk0CmNMGeBToCawAehjrU1w4/rRKgolIhJ0Y79ewdy/vVPEalYqwZM3tQpyRCL5R75IaPNbNby9B45w11PfMGT9JKdvV9u6TKxz0Gm/2eMZKhSLz/I8yUePMXrELA4kHHH6KlYuwc33nU9MrHv/6UP5d5sZxeuucIvXBeM4dRrFEOBna+0wY8wQXzvP1mX0kD6JVkWhRESCx+Px8PCo39l3MBmAzi2qMPDfrcKqEJBIqMsXCW1+qoa3bM0ePv/wJx7aml61+LMupdhawZvMVi9ehUda3U/EkQh2H8n8NaSlpTF9yl9sXp9+wycmNop/39mWwkVi2X/gSKbH5YVQ/t1mRvG6K5jxhkoifZppFL2ATr6fxwMzycOEFr+iUEpoRUSC4cTqFCf0796ADk1Vr0Qkr+WLhDa/+PjHfzj+41T67f/b6RvduxzJsd75Fbec829aVsh6se15M9eyZN5mv76+t7ehVJkieR+wiJypCtba7QC+pSzKu3WhaBWFEhEJuAOHUnjozd+c9mP9WlCvaqkgRiSSf4XcJx1jzES8dy7KGWO2AE9Za98LblTuSvN4uO/VWdyx6mMKpR0DIKFcYSZcXAwivHNch184lKIxp09K//l7Jz9/vdKvr9e/m1G5mgZPkfwip9MrUjMUGakQX5IisTlflzrYQuXOek6EU6ygeN0WbvGKezbsOMgz49KLcI64uz1lShQKYkQi+VvIJbTW2r7BjiGQDh5K4T+v/sADGz53+ma2LMYy401eO9Rsy7W1rz7t8Tu2HuDLD5f49XXqbmjYtJI7AYtIXthpjKnkuztbCdiVk4NyOr1i3/70aQUJ+45wKOr4GQUZaOH0SH04xQqK122aXiEnzPt7B2O+XuG0Rw/qSGyMpn6IuCnkEtqCZMWGfXz97lTu2THL6fvosjLsLeX9zzKo5d20rdsk038kM6tcfG6rqrTvUoeICFUuFglx04CbgGG+v6e6dSEt2yMiEhif/rKaHxZ4p30ViYvmzQcv1GcykQBQQhskn81cS8xXE7gyaaPTN/LaeFKjIoggglc7PU9MJmvLHktJZcoHi/wqF1euVpKe1zUlKkofXEVCTWbTKPAmspONMbcCm4Br3Lq+PkyJiLjv2fGLWL/dW8CzZf147rmqSZAjEik4lNAGmMfj4dGRsxmw7AOnb3W1OKZfWBKAf9XuRreaF2V63E9TV7B21W6nLyY2in53taNQ4Rj3AxeRM5LFNIoubl0zQ5FjInWHVkTENWlpHgYMn+G0r+lch+5tawQxIpGCRwltACUdOcYzw79mwOZpTt+3F5RgTXVvoYCh7R4lvkjZU45bPHcj82et9+u7bkBrSpcr6m7AIiIiIpKpw0ePce9rvzrth/o0pUntUz/HiYi7lNAGyJotB/hh5EcM2LPQ6XuvV1mSikZRtVhlhrR+4JRHA9f/s4dRw2b69fXo04TqGixFJCseT/b7iIjIGdu+9xBPjJ3vtF+4vR0VtUSiSFAooQ2Ar39bR4mJb3Fx8l4AkqMjeKd3OTyREdx8zvW0qtDMb/89O5OY8sEiv772XerQtHW1gMUsIuFL6ayIiHuWrdnD65/96bRHPtiBIoX0kVokWPR/n4s8Hg/PvPMrfRe97/QtaliEOc2LAfDihU9RLCb9seHDh1KYMPJ3v5srTVtX47yLaquwi4iIiEiQfTt3A5/PWue0332kM5GR+owmEkxKaF1yJPk4w16Ywr+3/uD0Telaim3lY2lVoRk3n3O905+amsa0icvYseWA01e2fFGuuqEFlSqXCqu1+ERERAJp8i9rWLgqR0s551jrBuXpc1Hd025/++03qFixEldd5S1Q/uabb+LxRNO3bz+//TweD2+//Qbz5s0hIiKCm266lS5dLgHg44/H88MP04mIiKRdu/bcddd9efoaJO+9PmUZy9Z6n7arW7Ukj/drGeSIRASU0Lpiw46DzB7xDv/e/7fTN6p3OVJiI3moxV3ULVXL6Z8/ex2Lf9/kd/yN955H0WJxAYtXREREcq5r10t4441XnIT2u+++48UXXz9lv1mzfmH1asu4cRM5cGA/AwbcSNOmLVi92vLrr7MYM2Y8hQoV4uDBA6ccK6EjzePhjpdmkprmfYSue7vqXNPp9F94iEhgKaHNYz/O30DF956nXdoxAHaWiWbSpaUhIoLXOr3grC27fvUevv98ud+xV93YggqVSwQ8ZhHJZzSJVgqQPhfVzfJuqhvq129AQsI+9uzZTUJCAiVKlKBixYqn7Pfnn0vp2vVSoqKiKFOmLM2bt2DVqr9ZsmQxl132LwoV8q5yUKJEyYDGLzl3JPk497w622nfdUVjWjcoH8SIRORkSmjz0CtjZ9Jz/jinPbNlMZaZIvSsdQnda3UFIGHvYSaNXeB3XMdu9WnUrHIgQxUREZGz0KlTF2bM+Jl9+/bSo0ePTPc5fcFxj2pjhIGdCYd57J15TvuZW9pQtXyxIEYkIplRQpsHko+l8trTE7hyxyyn78PLyrCvVDRPtXuY8kXiSUk+zsSxCziclOLsY5pUpPNlRv+oiYiIhJkuXS5h+PDn2b9/PxMnfpzpPs2aNWfq1C/o3r0nBw8eZOnSJdx99wNER8cwbty7XHxxN+eRY92lDS3L1+3llcnLnPYbD1xIscIxQYxIRE5HCe1Z2rI7iT+ef4krkzY6fSOvjad8iYqMbDMQgJ+mrmDNyvSCFcVLFuLaW1sTExsV8HhFJP/TE8ci7qtduw6HDx8iPj6e8uXLZ1rAsUOHzixf/hf9+/clIiKCu+++n7Jly1G2bDlWr/6HAQNuIDo6hvPOO5877rgnCK9CMjN93kY+m7nWaY99pBNRkZFBjEhEsqKE9izMXLSByqOH0tDX/qd6HN9dUJL+jfrSumJzli/eyq8/rvY75vo72lCytBbeFhH3eE7/nKOI5KEJEz7NcntERAT33PMA99zzwCnbbrihPzfc0N+lyORMvfHZnyxdsweA2pVL8H83tgpyRCKSHSW0Z2jse/+j49yPnPa3F5RgTfVCvHjhUyTuOMaoYTP99r/smibUqFM2wFGKiIiISHY8Hg93jJjJ8VRfJeO21bmmsyoZi4QDJbS5dOx4GmP/bxRd9yx0+t67oiymZguG1+jNhJfn+u3f+sKatDq/ZoCjFBERkUCx1jJw4GC/vpiYGMaOHR+kiCQ3VMlYJLwpoc2F7XsPseY//0fXlAQAjsZE8E7vcjzQ7C7++iaBCd+kJ7NVa5amR58mRGrOhYiISL5mjGHcuE+CHYacge17D/HE2PlO++lb2lBNlYxFwooS2hyat2gdZUY/QwVfe1GjIsxpVoy+ntv4eewmZ7/IqAhuvOc8CheJDU6gIiIiIpKtRat28fZXy522KhmLhCcltDnwyXvf0WpueuGHKV1LYar1pPGv0fzFVqe/d/+WxFcsHowQRURERCSHPvrR8svi9M9w7z7SmchILaMoEo6U0GbheGoaEx8dQdv9K5y+sZdXo/aKLuzekL5f5x4NaNCkYuADFBHJhIoci4hkzuPxMOitOexPSgGgeb1y3Hf1uUGOSkTOhhLa09i97xA7H32Atp7jAGwvE8uf1XtRe0VRZ5/651Tgop4NiIjQN3oiIiIioezk4k/9LqnPRS2qBjEiEckLSmgz8ceCfyg+5gVOzIL9+Zw2kNyI6CRvO65QNP++sx1xhfTrE5HQoxu0IiL+tuxO4sn3Fjjt/9zUilqVSgQxIhHJK8rITjJ1zBc0XDANgH2FK7GkyqWQnL79mptbUq6C5smKSOjy6JljERHH3OU7GPtN+vQxFX8SyV+U0PqkpXn4ZtB/aJi4heSowvxW61q/7R271adRs8pBik5EJOc8nrRghyASMF+s+YYlu/7K03M2L9+Eq+r2PO32t99+g4oVK3HVVdcA8Oabb+LxRNO3bz+//RYvXsT774+hdOkyrF79Dx07dqZOnbpMmTKR5ORk/vvfl6lSpSrPPz+U2NhY1q9fx759+7jvvoc4//wL8/Q1FVSjpy5nwcpdAERHRTB6cCciNVVMJF/RIqnAvr2JrLn9ZuonbuWPKt38ktla9ctx56MdlcyKSNhIU0Ir4qquXS/hl19+ctrfffcdnTt3zXTfNWv+4YEHBjNhwiR++GE6mzdvYuzYCfTseQWffZa+gsL27dsZOXIML730GiNG/Jfk5ORMzyc5c+x4KrcM+8VJZts1qsCYhzsrmRXJhwr8Hdplvy+j8PuvsqFUY9aWa+X0R0ZGcNN97SmkR1JEJMx4NItWCpCr6vbM8m6qG+rXb0BCwj727NlNQkICJUqUoGLFzFc7aNCgEeXKlQOgSpWqtG7dFoA6deqyZMkiZ7+LLupKZGQk1apVp3LlKmzatIF69Yz7LyYfOnm+7N1XNKZVg/JBjEhE3BSSCa0xphvwOhAFvGutHebGdaaPHE3ZVev4vW5/v/4rb2hOxSol3bikiIjDrbEuTXNoRVzXqVMXZsz4mX379tKjR4/T7hcbG+v8HBER4bQjIiJITU312+Yv/9xJDNTnOoCfFm5m4s+rnfaIu9tTpkQhty4nIiEg5B45NsZEAW8B3YFGQF9jTKO8vEZqahqzH3qAjUkNWFz1Mqe/fZc63DWkk5JZEXGdm2NdGnrkWMRtXbpcws8//8iMGT9z6aWXnvX5Zsz4H2lpaWzduoVt27ZSvXqNPIgy+ALxuQ7geGoa97w6y0lmi8RF8+6jnZXMihQAoXiHtg2wxlq7DsAYMwnoBazI8qgc2rFtO5P/8zN7K1zp9FWtWZoefc4lMjL/fBsqIiHPtbEu1ZOa/U4iclZq167D4cOHiI+Pp3z58uzenXhW56tevQb33ns7+/btY/Dgx4iLi8ujSIPO1c91AAv+3sGz78932j3Oq8HVHevk1elFJMSFYkJbBdicob0FaJsXJ962dQdTP7RQNH0R7Zvua0+RorFZHCUi4grXxjoltCKBMWHCp1lub9GiFS1apNfnGDlyzGm3NWnSlPvvH5T3QQafa2MdwC3DfvFrv3B7OyqWKZJXpxeRMBCKCW1mt0mznBBWunQRoqOjsj3xmlWrnJ97XlefFq3Do9hCfHx4rXureN2lePMN18a6ZkWrwSogLSrsfv/hFG84xQqK121nE2+hQjGUKFE47F5zDrk21mV0UatqPHhd80zmIoemcPpvHU6xguJ1WyjGG4oJ7RagWoZ2VWBbVgckJBzO0YnrNmhA3SENiI8vzu7diWf9eFAgnIg1XChedyne3F07xLk21gG8ddFwvV9cFE6xguJ127592xg4cLBfX0xMDGPHjs/R8YMGPQFwRq+5oI917w+5yHm/7NmTdGYRBlg4vb/DKVZQvG4LdrynG+9CMaFdCNQzxtQCtgLXAdcHNyQRkTynsU4knzDGMG7cJ8EOI1RprBMRV4VclWNr7XHgXuAHYCUw2Vr7d3CjEhHJWxrrRKQg0FgnIm4LxTu0WGunA9ODHYeIiJs01olIQaCxTkTcFHJ3aEVERERERERyQgmtiIiIiIiIhCUltCIiIiIiIhKWlNCKiIiIiIhIWFJCKyIiIiIiImEpwuPxBDsGERERERERkVzTHVoREREREREJS0poRUREREREJCwpoRUREREREZGwpIRWREREREREwpISWhEREREREQlLSmhFREREREQkLEUHOwC3GGO6Aa8DUcC71tphJ22PAyYALYG9wLXW2g2BjjNDPNnFOxAYABwHdgO3WGs3BjzQ9HiyjDfDfr2BKUBra+2iAIZ4chzZxmuM6QMMBTzAMmvt9QEN0j+W7N4P1YHxQCnfPkOstdMDHqg3lveBnsAua23jTLZH4H0tlwGHgf7W2sWBjTJ/C6fxTmOduzTWuUdjXfBprHOPxjp3aaxzV768Q2uMiQLeAroDjYC+xphGJ+12K5Bgra0LvAq8GNgo0+Uw3iVAK2vtucBnwPDARpkuh/FijCkO3A/MD2yEp8SRbbzGmHrAY8D51tpzgAcDHmh6LDn5/f4fMNla2xy4Dng7sFH6GQd0y2J7d6Ce78/twKgAxFRghNN4p7HOXRrrXDcOjXVBo7HOPRrr3KWxzn35MqEF2gBrrLXrrLUpwCSg10n79ML7TQh4B5Iuvm8cgiHbeK21M6y1h33NeUDVAMeYUU5+vwDP4h2gjwYyuEzkJN7bgLestQkA1tpdAY4xo5zE6wFK+H4uCWwLYNOXsoAAAAfdSURBVHx+rLWzgX1Z7NILmGCt9Vhr5wGljDGVAhNdgRBO453GOndprHORxrqg01jnHo117tJY57L8mtBWATZnaG/x9WW6j7X2OHAAKBuQ6E6Vk3gzuhX4ztWIspZtvMaY5kA1a+03gQzsNHLy+60P1DfGzDHGzPM9GhIsOYl3KNDPGLMFmA7cF5jQzkhu39+SO+E03mmsc5fGuuDSWOcujXXu0VjnLo11LsuvCW1m38Z5zmCfQMlxLMaYfkAr4CVXI8palvEaYyLxPuozKGARZS0nv99ovI9OdAL6Au8aY0q5HNfp5CTevsA4a21VvHMYPvT93kNRKP2/lh+F03insc5dGuuCK1T+P8uvNNa5R2OduzTWuSxUf1FnawtQLUO7Kqfeunf2McZE4729n9XtdTflJF6MMV2BJ4DLrbXJAYotM9nFWxxoDMw0xmwA2gHTjDGtAhXgSXL6fphqrT1mrV0PWLwDYTDkJN5bgckA1tq5QCGgXECiy70cvb/ljIXTeKexzl0a64JLY527NNa5R2OduzTWuSy/VjleCNQzxtQCtuKdXH1yZbNpwE3AXKA38Iu1NljfLmQbr+9Rj3eAbkGeBwDZxGutPUCG/wmNMTOBwUGshpeT98NX+L4dM8aUw/uoyrqARpkuJ/FuArrgjbch3oFvd0CjzLlpwL3GmElAW+CAtXZ7kGPKT8JpvNNY5y6NdcGlsc5dGuvco7HOXRrrXJYv79D65k3cC/wArMRbNexvY8wzxpjLfbu9B5Q1xqwBBgJDghNtjuN9CSgGTDHGLDXGTAtSuDmNN2TkMN4fgL3GmBXADOBha+3eEI53EHCbMWYZMBFvyfSgfCFjjJmI98ODMcZsMcbcaoy50xhzp2+X6Xj/EVkDjAXuDkac+VU4jXca69ylsc5dGuuCS2OdezTWhUS8GuvOQoTHo+kdIiIiIiIiEn7y5R1aERERERERyf+U0IqIiIiIiEhYUkIrIiIiIiIiYUkJrYiIiIiIiIQlJbQiIiIiIiISlvLrOrSSA77FsY/6/pxwhbV2gzHmCuC/vm3XAQ0ztq219gyuNxR4wVqb4ms/A/xtrf30LF7GyecvZq0dnBfnO+nc/YGe1trevhLrF1prH87r64hI3tNYl6tz90djnUhY0liXq3P3R2NdvqGEVnpba5dn0n8H8KS1dgqAMea1jO0z9BQwAkgBsNY+eRbnyhVjTJS1NjVDO9q3LliuWWun4V1UWkTCh8a6XNJYJxKWNNblksa68KeEVk5hjHkVuND7o7kbWJqxba3tbIxpCwwDSvgOe9Ja+63v+J7AUCAGSANuwjuQAvxujEkDOgGvAYuA94FNQANr7R7fOV4GDlprn87qWlm8hv54v4HcDTQCbvUN3r8DbYGjxphewLdAWaAwsAC4w1qbYoyJBd70xbkVWHXSuU98q1cR7wLYJYBCwLfW2kd8+w0FDFASqA2sBa6x1h72nf8FoBuQCqyz1l7pO+4RoDfe/z+3ArdZa3dk9XpFJPc01mmsEykINNZprMvvNIdWPjPGLPX9WQRgrX0I74B0v7W288ltY0wpYDRwvbW2JdATeMcYU8oYUx94F+hrrW0KtAPWW2vv8V2vvbW2mbV2/4kArLWHganA9eD9lg3oC4zP6lo5eG0XAEOttS2ttUt9fY2BS621PfAOONdba1v5+qOAW3z73QHU8vX3BNqc5hr7gX/5YmsGtDLGdMuwvZXvdTXE+w/Bv339j+EdDFv4fk+3+V57P6Au0M5a2wKYDrycg9cqIlnTWKexTqQg0Finsa7A0R1aOd2jKVlpj3dQ+M4Yc6LPg/d/2LbAdGvtagBrbTKQnINzjgNeB94AugMrfXM+LsviWouyOedv1tq1J/V9kuGRlEhgsDGmO95BrzRw2LetMzDeWnsMOGaM+QjvQHqyKOAlY0x7IAKoiHcA/N63/YcTg7wxZj5Qx9ffExh0Yt7JiW8wgcvxDpaLfa83GjiQzesUkexprNNYJ1IQaKzTWFfgKKGVMxEB/Gmt7XDyBmNMuzM5obX2V2NMcWNME6A/3oEwy2vlQFI2fdfjHcwutNYmGmMeB+pnuG5ODMQ7YLa11h41xozB+4jKCRkLM6TifQQmq/NHAM9Za9/P4fVFxD0a69JprBPJvzTWpdNYF4b0yLGcid+BesaYzic6jDGtjTERwA/AZcaYer7+OGNMcd9uiXjnHZzOBGAQ0AH4PAfXOlulgD2+Qa8kvkdjfH4GbjDGRBtjCp+07eRzbPcNelWAXjm89tfAg745Fxhjyvn6pwF3G2NK+/rjjDFNc/eyRCSPaKzzP4fGOpH8SWOd/zk01oUZ3aGVz4wxGb9tGmCtzfKRD2ttgvGWOH/JeCfkxwLr8M45WG2MuQ341BgThffbq5uAv/DOGfjFGHME76T8k40H1gMf+OZfZHktvI+onI0JQC9jzN94J+n/Svo3bWOAc4G/gS3ALLyPyJzsDWCKMWYJsBnvgJkTw/CWy19qjEkB1uB9TOhD3yA4y/doSiTwNrAs9y9PRDLQWKexTqQg0Finsa7AifB4zva9IyIiIiIiIhJ4euRYREREREREwpISWhEREREREQlLSmhFREREREQkLCmhFRERERERkbCkhFZERERERETCkhJaERERERERCUtKaEVERERERCQsKaEVERERERGRsPT/AON98EcNiTAAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "temps = pvsystem.sapm_celltemp(total_irrad['poa_global'], 10, 5)\n", "\n", @@ -4402,30 +4383,9 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5,1,'Comparison of a hot, calm day and a cold, windy day')" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "sapm_1['p_mp'].plot(label='30 C, 0 m/s')\n", "sapm_2['p_mp'].plot(label=' 5 C, 10 m/s')\n", @@ -4450,7 +4410,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -4460,7 +4420,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -4487,30 +4447,9 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "times = ['2014-04-01 07:00:00', '2014-04-01 08:00:00', '2014-04-01 09:00:00', \n", " '2014-04-01 10:00:00', '2014-04-01 11:00:00', '2014-04-01 12:00:00']\n", @@ -4549,7 +4488,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -4570,30 +4509,9 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0,0.5,'Light current I_L (A)')" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "photocurrent.plot()\n", "plt.ylabel('Light current I_L (A)')" @@ -4601,30 +4519,9 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0,0.5,'Saturation current I_0 (A)')" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "saturation_current.plot()\n", "plt.ylabel('Saturation current I_0 (A)')" @@ -4632,50 +4529,18 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.094" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "resistance_series" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(0, 100)" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "resistance_shunt.plot()\n", "plt.ylabel('Shunt resistance (ohms)')\n", @@ -4684,164 +4549,14 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0,0.5,'nNsVth')" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "nNsVth.plot()\n", "plt.ylabel('nNsVth')" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Campanelli et al. Model" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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YTMrYsddrRrpkiTUjXYx19V7/TGzYr0k/VhhMyti+9zhZmWFWLCxxHSWprV5URiQcOt1fY9KPFQaTEo519tN6op+VC8suephlusvNzmB5bQkH23ptjYY0ZYXBpITtsWakpTbF9myIjep6aZ8dNaQjKwwmJezwh1eutf6FWbFmiVdgd+7rcJzEuGCFwSS9gcER9FAXtfMKKC3Mdh0nJcwrzWNuSS67D3YwMjp2/j8wKcUKg0l6uw90MjIatdFIs2z14jIGBkfZe7jbdRSTYFYYTNLbuT82TNX6F2bTan9J1J37rTkp3VhhMEktGo2yc18HedkZLK4qch0npayoLSUjErIO6DRkhcEktbbOAU70nGJlXSnhsJ3tPJuysyIsW1BCc1sf3bYWdFqxwmCS2i6/mWPVojLHSVLT6kXWnJSOrDCYpHa6MNRZYYiH2LBVa05KL1YYTNIaGR2jobmTeWV5zCmZ3ZXajGd+eR5lRdns2t/B2Nh5F1Q0KcIKg0laew93Mzg0ymprRoqbUCjE6kXlnDw1wv7WHtdxTIJYYTBJa6f1LyRErPDuPmD9DOnCCoNJWrv2dxAJh1hea7OpxtPyhaWE8E4kNOnBCoNJSr39Qxw82svS6mJyspwvRJjSCnIzqa0sZO8Rr+nOpD4rDCYpNRzsJIo1IyXKyoWljIxGaWzpch3FJIAVBpOUrH8hsVb6w4F3H7TmpHRghcEknWg0SsOBDvJzMlhYWeg6TlpYWlNMRiRkHdBpwknjrIjkAE8A2X6G76nqR0VkEXA/UAa8CLxDVYdcZDTB1d59ihM9g1y2rIJwyKbBSITszAhLq4vR5i56+4cozMtyHcnEkasjhkHgelVdC6wDNorIlcDHgX9X1XqgE7jbUT4TYHv85ozlC0sdJ0kvK+rKiAJ7mq2fIdU5KQyqGlXVPv9qpv9fFLge+J5/+33A7Q7imYCzwuDGyjpvezdYc1LKczbOT0QiwAvAUuDzwF6gS1VH/Ie0ANXne57S0jwyxi3+XlERzDZnyzUzU+WKRqO83NJFSWE2a5fPI5TgpqRk216zqawsn7yc7eih7mm/XjpvrwsRlFzOCoOqjgLrRKQEeAhYMcnDzjs5S2dn/+nLFRWFtLf3zlrG2WK5ZuZcuVpPnKSjZ5ANK+Zy/HjfpI9xkculROZaVlPCtqbjNDQeO+/8VLa9ZibRuc5VhJyPSlLVLmAzcCVQIiKxYlUDHHGVywSTNSO5FWtOsmGrqc1JYRCRCv9IARHJBW4EGoDHgTf7D9sEPOwinwmuBn+HtMIKgxMr/PMZ9lhhSGmujhiqgMdFZAfwHPALVf0R8LfAB0SkCSgHvuoonwmgsWiUPc1dlBZmM9em2XZifnkeRXmZ6KEuolGbhjtVOeljUNUdwKWT3L4P2JD4RCYZHGk/Sd/AMFevrkx4p7PxhEIhli0o4Xltp71rgLmlea4jmThw3sdgzHTFmpGW11ozkkvib3+18xlSlhUGkzT2NMc6nm2abZdkgbf99ZAVhlRlhcEkhbExr3+hoiSHOcXWv+DS/Ip88nMy0GbrgE5VVhhMUjh0rI+BwRFrRgqAsN/PcKJnkONdA67jmDiwwmCSwst+s4XYam2BcLqfwZqTUpIVBpMUGg93A7C0xgpDEMSWU7UO6NRkhcEEXjTqrRxWXJBFRXGO6zgGqKkoIC87Az1k/QypyAqDCbzj3afo7huivrrYzl8IiHDY62do7zpFR88p13HMLLPCYAIvts5wvTUjBcqyBdaclKqsMJjAa2qJ9S8UO05ixosNBLDmpNRjhcEEXmNLN9mZEWrnFbiOYsapnVdATlbEjhhSkBUGE2gnTw1z+PhJFs8vIhK2j2uQRMJh6mtKaOscoKtv0HUcM4vsm2YCLdaMVG/NSIG0bIH3vsTeJ5MarDCYQGs6bP0LQRYbENBohSGlWGEwgdZ4qItQCJbMt8IQRHWVhUTCodMjx0xqsMJgAmt4ZIz9R3tZUFFAbraz5cnNOWRlRqirKqS5rY/BoVHXccwsscJgAutgWy/DI2N2/kLA1VeXMBaNsu+INSelCisMJrDs/IXkEBsYYP0MqcMKgwmsM2c8W2EIsiWxwnDYCkOqsMJgAsmbOK+b8qJsyops4rwgK8rLorIsj72Huxkbi7qOY2aBkx49EVkAfBOoBMaAL6nqZ0SkDHgAqAMOAHeqqp1vn4aOdvTTNzDM6kXzXEcx01BfU8xvdrTS0t5H7bxC13HMRXJ1xDAC/LWqrgCuBN4vIiuBe4DHVLUeeMy/btKQ9S8kFzufIbU4KQyq2qqqL/qXe4EGoBq4DbjPf9h9wO0u8hn3Gk+f8WwjkpLBmQ5oO58hFTjvYxCROuBS4Flgnqq2glc8gLkOoxmHGg93k5sdoXpOvusoZhrmluZSlJdJY0s30aj1MyQ7p2cNiUgB8H3gr1S1R0Rm/BylpXlkZEROX6+oCGb7puWavq7eQdo6+lm/fC7z5hW5jjNBELcXBCPXqiVzePqlVsjIoKIsDwhGrslYrnNzVhhEJBOvKHxLVf/Hv7lNRKpUtVVEqoBj53uezs7+05crKgppb++NS96LYblmpuloHwALK/IDlS+o2ysouWor8nkaeHbHYa5cVRmYXGezXGdebypOmpJEJAR8FWhQ1X8bd9cjwCb/8ibg4URnM+7t3n8CsP6FZGMd0KnD1RHDNcA7gJdEZJt/24eBe4HvisjdQDNwh6N8xqGGAx1EwiEWzQ9WM5I5t9p5BWRlhK0wpAAnhUFVnwSmWtX9hkRmMcEyNDzK3pYuaucVkp0ZOf8fmMDIiIRZPL8Ibe6i/9Sw6zjmIjgflWTMePtbexgZjdo0GElqaU0xUaDpcI/rKOYiWGEwgdJoK7YltVg/Q9NhO58hmVlhMIFyZsU263hORkvmFxPClvpMdlYYTGCMRaM0tXRTNSef4vws13HMBcjLyaC6Ip99R3oYGR1zHcdcICsMJjCOHD9J/+AIK+rKXEcxF6G+poShkTH22TTcScsKgwmMWP/CykXljpOYixGb+HD3/g7HScyFssJgAqPJn4Bt5SI7Ykhm9dWxwnDCcRJzoawwmMBobOmmIDeTmrkFrqOYi1BenENpYTYNBzpsQr0kZYXBBEJn7yDHu0+xtLqYUGiqcx9NMgiFQiytLqard5D2rgHXccwFsMJgAsHWd04tS0+vz2Ad0MnICoMJBFuxLbUsswn1kpoVBhMIjS3dZETC1FXaxHmpoGZuPjlZkdMnLJrkYoXBODcwOELzsV7qqgrJzLCPZCqIhMPIwlKOHD9J34BNqJds7FtonNvX2kM0av0LqWZFnXc+ih01JB8rDMa5WP9CfbXNj5RKYuej2LxJyccKg3EuNiLJOp5TiywsJRQ6c+KiSR5WGIxTo2Nj7D3SQ1V5HgW5ma7jmFmUl5PJgooC9rX2MjxiE+olEysMxqmWYycZHBq19Z1TVH1NCSOjYxxsS9wi9+biWWEwTr1sJ7altFjzoPUzJBcrDMYpW7EttdWfPgPa+hmSiRUG40w0GqXxUBfFBVlUlOS6jmPioKwoh/KibJoOd9uEekkkw9ULi8jXgFuBY6q62r+tDHgAqAMOAHeqaqerjCa+2rsG6D45xCuWz7WJ81LY0poSnt3dRlvnAJVlea7jmGlwecTwDWDjWbfdAzymqvXAY/51k6JePmTNSOlgqb8+Q+Mha05KFs4Kg6o+AZy9xNNtwH3+5fuA2xMayiRUrON52QIbkZTKTvcz2BnQScNZU9IU5qlqK4CqtorI3PP9QWlpHhkZkdPXKyoK4xjvwlmu37W/tYe8nAzWrawiEp7YlGTba2aCnKusvIDc7Az2t/YGJmdQcpwtKLmCVhhmrLOz//TliopC2tuDN17acv2u7pNDHG4/yerFZXSc6AtMrnOxXDMzPtfi+UXs2t/B3oMnKMrLCkyuIEl0rnMVoaCNSmoTkSoA///HHOcxcRKbJmGZndiWFmLrQO+18xmSQtAKwyPAJv/yJuBhh1lMHFnHc3qxfobk4nK46neA64A5ItICfBS4F/iuiNwNNAN3uMpn4uvlli4yIiEWz7eFedLB4vnFhEMhO9EtSTgrDKr61inuuiGhQUzCDQyO0NzWy5L5xWSOGzhgUld2VoQF8wo4eLSX4ZFRe98DLmhNSSYN7D3S7S3Ms8CakdJJfU0xI6NR9rcGr+PXTGSFwSRcw0HvZPYVtaWOk5hEig000GabzCDorDCYhNtzsJNIOGRTbacZqS0hxJkfBia4rDCYhOo/NcyBo70snl9Edpa1M6eTwrwsFswroOlwN4PDo67jmHOwwmASSg91EY3CioXWjJSOVi4sY2Q0auszBJwVBpNQp/sXrDCkpRV13vu+++DZ06SZILHCYBJqz8FOMjPCLJ5vI5LS0bKaEiLhELsPWD9DkFlhMAnTc3KIlvaT1NcUk5lhH710lJ0VYUl1Mc1He+kbGHYdx0zBvp0mYV7adwKAVXVljpMYl1YuLCWKDVsNMisMJmF27PUKwyVLyh0nMS6tXOT9MIj9UDDBY4XBJMTo2Bg793dQXpTD/Dn5ruMYhxZXFVGYl8m2phOM2TrQgWSFwSREU0s3A4MjXLK03NZ3TnPhcIi1S+fQc3KI/Ud6XMcxk7DCYBJiW9NxAC5ZbM1IBi5dOgc487kwwWKFwcTdWDTKloZj5GZnsNI6ng1eP0NWRpgXX253HcVMwgqDibumlm46ewdZv2yODVM1AGRnRlizuJzWE/0cPGqzrQaNfUtN3D296ygAG1bMc5zEBMk1a6oAeHJHq+Mk5mxWGExcnTw1zNM7j1JelGPnL5gJ1iwpozg/i2d2H2VwyCbVCxIrDCauNm89zNDIGNdfVk04bKORzBmRcJhXr5vPyVMjPL71sOs4ZhwrDCZu+gaGefSZZvJzMnjV2vmu45gAuvHyBeRkRfjpswcZGBxxHcf4rDCYuLn/sUYGBke49eo68nMyXccxAVSQm8nGK2rp6R/mwcebXMcxvkAWBhHZKCIqIk0ico/rPGbmfvn8IX678yiLqgq54bIa13FMgP3elQuprshn87Yj/HqbNSkFQeAKg4hEgM8DtwArgbeKyEq3qcx0dfYOcv9jjXz7l40U52fx3ttWkxEJ3MfMBEhGJMz7f38NBbmZ3PdT5cHHm6xZybEM1wEmsQFoUtV9ACJyP3AbsNtpqgSKjps/ZsJMMtHxF8c9ZpLpZqJT/OH4208NjZxZYnEGz3327b0DQ2x9+Tgv6DH2+lMczCvL4y/etIa5JbmTP4Ex41SW5fE3b72Uz/7PDn7ybDObtx1h3dJypLaUJdXFVJXnEbapVBImiIWhGjg07noLcMVsv4g2d/L5h3YyPDIGTNwZTnFx0p3tdHacE559iudOBaEQLK8t4TKZy7VrqmxNZzMjNXML+Nh7NvDz5w7xxPYjPL2rjad3tQHeUUUkMjuFIRyCsQB++WaaKxyCN716Cdevn/2m2iAWhsne/Sk3V2lpHhkZZ3ZAFRWF03qRvuExFswrZHhk3Pjpcb9IxocY/0MlxIQrkzx28g/vhOeYzmPGPetUP5TOl2v8xVDo3PdfTK7MjDDrls3lytWVFBdkTx52hqb7Piaa5ZqZC8l1d3Up737DGg4e7WHPgQ72HOykua13wpG08b6vtfOL4/LeB7EwtAALxl2vAY5M9eDOzv7TlysqCmlvn97p9QWZYT5417oLjDgzM8mVSLOda2hgiPaBoYt+nnTZXrMlVXMVZIa5vH4Ol9fPmcVUqbe9LvTfcq6CEsTC8BxQLyKLgMPAXcDb3EYyxpj0EbjhIqo6AvwZ8DOgAfiuqu5ym8oYY9JHEI8YUNVHgUdd5zDGmHQUuCMGY4wxbllhMMYYM4EVBmOMMRNYYTDGGDNByE4aMcYYM54dMRhjjJnACoMxxpgJrDAYY4yZwAqDMcaYCawwGGOMmcAKgzHGmAmSqjCISLHrDJMRkdlZhGCWiUggF1sWkTLXGaYiIoFbJkxE5vv/D9T3VUSWi8jdrnNMRkQCuUBFUPdhZ0uK8xhEpAD4B2A18CDwhKqq21Snc/0/oBD4H+BJVe1xm2rC9toIbFTVZseRgAm5NgDfA36uqs6XbPV3Iv8MfC4In6tm5JHCAAALnElEQVTxROTNwHeBK1V1i4iEVXXMcaZ8vM/924AXgHeq6gmXmWL8bB8HlgHfAJ5W1f1OQxHcfdhUAvULZDIi8mrgl8Ao8E/AtcCNTkMBInIz8DRwCngS+EPgFqehABF5DfA83sy5lwesKNyH9z5+GFgDrHcaChCRpcD9wB/hfXGDJgwcBT4FEICi8Ea8z1cv3jaLBKUo+P4BKAL+EbgUuNdtnODuw84l8IUBb0W396rqB1X118AgcMBVmHFNDb3AJ1X1Q6r6DUABOesxicwVey+HgC7gHlXtF5FVIjI30XnG5Ypti0pgsf8+PoG3quhRV7nG6QX+FSgAVonIRnDbpCQi4XGvXwj8HlAgIn/q3+9yuvwG4E2q+lFV/SGwMAjbzH/9Arzt9S/+Z+yfgLCI/J3LXARsHzYdgWtKEpF6vIV6GoAHVLXTv70U+CzwSrxf6s8DX1PVjgTlWg78lZ/r66raIyJZQFRVh0VkE7BeVf8yEXkmybXHz9UtIp8CyoByvF9PJ4GfAPepakLWNJxie20DXgRWAiXAS8Ah4J8S9atTRJYAr1LVr4+7LV9VT4rIHwHvVtWrE5HlXLliTUYici/eqoYtwA+AVwHHVLXbUa6Qqkb94pQFfAx4SVW/mYg8Z2X7nX2FiDwMbFPVj/qPuRz4Cl6TakJ+iAR1HzYTgTpiEJF7gIfwlvS8DviiiET8u7vxVnNbiPdhXAC8L0G5FgH/DewF1gKfE5ErVHVIVYf9h10LvJyIPFPkugT4goisAP4FWAT8SlWvA74E1OP98kx0rrV47+Ny4Brg53g7kuXAR4AI8McJyvWneG3i/0tE3uTfFlbVkwCq+mVgTEQSXdx/JxdnvpvHgRdV9Vm8ZksF1o37XiQ6Vwi8lRZVtR8oBar9x8c907hsZ+8rvurf9X+Bu0QktlD0DmAz8DpHuQKxD5upwBQGv9OoD3iLqn4CeBdeR81q8NpWVfUR/3IDXnPJ8QTFWw4cV9V/Bd4LNAGvE5E6P3sm3hfkcf/6FSJS4iDXHuAdQBS4VVU/DaCqD+MdQfQnINNkuRqAPwBygTy89xlV3QMcwXsvE2EvXl/QR4C3iUiO/6s8NO7L+3fA3SKSKSKvF5GFjnKN+PcVA/eLyHa8I4devA7VUUe5Ytsrtu94BHgzQIIyTbWvWC4i61R1K973MNYnM4TXtt/uKFdQ9mEzEpjCgLfT+r6q7hKRbFU9hdfs8Du/QkTkErzOm8MJyrYTOCUiy/0jhEfxdnCv9O+PtfleJiI/B97tMFc2cIuq9sUeJCJrgVoS9yGcanvdgPeeXi0irxCRlcDtQEIOpVX1Z3ijx7b5r/kn/l2h2E5NVTcDA0AP8H5g5HefKTG5/Db75/Dao9+nqnfidZQnpEP1PNsr1gl+ENglIrWJyOSbbF+xlTP7ig8ArxSR94rIa/Ga3xLRaR/kfdiMBKYwqGpUVVv9y4P+L7j1QGfsMSJSJSI/BL4MfFZVf5ygeNl4v3qv9fM9j9fmW+fffxnwRrxfCF9T1fepaiJ+BU+W6xBeM1Jsez0MfBH4gqo+nYBM58q1RFW34Q3X+3u8ndynVfWBBOWKjeo5jLfDu1FE6sf9Cs70m08q8foaNqpqQr64k+RapqpR4DFVfcu49+5PVPUDicg0Ra7T22vcw4rxjwITlGmyfcWl+D8w/CaudwD5eE02n1bVHznKFZR92IwkvDCIyMdF5J1y/pN1rgL2xcYgi0ilv9G/papXqOr9icqlqk3APmCFiFzp3/wMcKd/eSvwQVW9ISC57vDvbwUeUtUrA5DraeCt/v2fBN6jqpfMdlGYzufLb6bZitf+/Bb/5nr/6ObXqrowkdtrilyxz1a1X7RiO+JZHS1yEdtrmYhEVHW7qt4Wjw7UC9lX+NuqUlWfUtV/8z/733Kdy/+7uO7DZlPCCoOIlIrIZ/CaWd4GTNp2O+4LUAI8KyJvEpHd+B2ncfjCnjPXuDw/wxte+ffiDYurA7aIP6JFVT8VoFzP+ZdRbyhtUHJt8dthUdVZbfOd7ucrxh+h8g1gk4icBN4g3oibXQHK1Qfcitd0E/Xvn5XCMAvb63XMcpGaabbJ9hXALuC1Eoehs0Hdh8VD3AtDbEeA1277IN5heivwZvGGe04w7oN/G95h4F14Y4C/Nsu5cv2Lp86Va9wXshn4JN4H77/xOim/GBvREsBcs3pon+zb66y/CYt3bsc3gRN4Qxk/OVs73VnMdYv/q3fW2sdncXvNaq4LyXaOfcV9Lt/LRO3D4ilu5zGINx/OP+JVzQfwRgr0qjcG+hV4p63/tT+K4Oy/DQHvAUbj8Iu3HG/6gzzOnDLf7993zlzjss2Jwy9ey5XYXDnA61X1QcvlLtfFZgvqviKeuRIhLoVBRO7E+4X4MF675B8C96rq43LmBJlP4Y3m+YiOm18odv+shzrz/N8B2oAtwM3AIVX9yLj7J80Vb5Yrcbni+RmzXInLlq65EiFeTUl7gHeo6kf8XxhdeMP/xh9mfQpvoqtVInK7iFx71v2zTkTm4Z1v8AFV/TbwH8BiEXnbuIdNmiueLFdic8Vx52u5EpgtHXMlykUXhsk6eVR1h6puF29o1uN4Q8n+2u+EyfYfcwRvSONjeO1wszpefIpcbXgnWb3Lv6kB7wSdN8mZTlHLZbksVxzO3whqtqDmcumiCoOIZI6vjpNs4E7gy6q6DPg28Bq8URaINwvom4APq+paVX3mYrKclSsnliuWSc4MLfs08EYRyVXVAbxT/lvxipflslyWa5ZzBTlbUHO5dsGFQUTeD/xSRD7kbyD8voPTz6mqp/zDMNQ7waQM75R+8OYVWq7+tA2zRUQEOCQi/+jfdPa/8Sm8YZR/4+dqwhtKGRvFo5bLclmu1M8W1FxBMKPpe/2KWgn8J95kWn+HN57590VkCzCg/hA2EanVcWsBiMgGoIYzZyfG64zSMbzT9N8nIp9X1VYRydAzc8/k4g2j/LGIPIs3jLYU/7R1//DQclkuy5X62YKay7lpHzH4GyyKN9/OZ1X1dlX9Dd6G7VDvJK8xEVkoIt8D7hGRChFZKiKP4h2W/Zt60yPMGhk3N71fuMqBT+BNtfsN/65RP9f3gQ+pN3nbh4Hrgc/5uV6wXJbLcqVutqDmCqLzDlf1N+a9QCbwY1X9+bjb/wLvMGsH3ipmD+Edal2lqh/2H1cM3KazPF/7Wbl+qKq/9G+/AbhLVf9IRNqAtwO78eYsuUpV/89s5rBclstyBTtbUHMF2Tmbkvyq+h94i738BPigeItQfFVVT4nIHrxZO/Pw5sH5kKq+Dfih//cR9RYUme2icHauv/XbC7/kP+S3/v83483//wlVvQf4kf/3cVk313JZrnTMFeRsQc0VdOfrYygE1gGvVdVeETmON9/HncA3VfVR/3FDInIIOC7eKeKjwJjGb372yXLditff0Qz8p3grqo0BjXjnVSDebIdjcXyjLZflSsdcQc4W1FyBds4+BvXO5jvAmbG8T+HNsniFiFTGHifeXCLvwJvyYkhVRzWOJ3lMkesF4Ca8tXufAf5LVa8H3ol3pBOxXJbLcqVXtqDmCrrpjEp6CNgoIlXq9drvwFtGssqvvv+MdxTxffXXWU2Qs3PtBFYBg6q6CU6fmv6sf7vlslyWKz2zBTVXYE1nVNKTeDMqvgtAVV8ENgD56g3regJvFshEFoXJcj2PN/95BkwYRZVolstypWOuIGcLaq7AOm9hUG9hiR8At4jIHeKtc3wK//RvVf2Rqh6Ka8qZ5Rr273dyerrlslzpmCvI2YKaK8imPbuqiNyCtzLY1cDnVPVz8Qw2XZZrZizXzFiumQtqtqDmCqIZTbstIplANGgV1nLNjOWaGcs1c0HNFtRcQRO3hXqMMcYkp4St+WyMMSY5WGEwxhgzgRUGY4wxE1hhMMYYM4EVBmOMMRNYYTDGGDOBFQZjjDETWGEwxhgzwf8H128B1CTMIhMAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# TODO Find a common module in both SAPM and CEC databases\n", - "\n", - "T_degC = temps['temp_cell'].values\n", - "T_K = T_degC + 273.15\n", - "T_ref_degC = 25.\n", - "T_ref_K = T_ref_degC + 273.15\n", - "\n", - "# Compute the effective irradiance ratio F from SAPM effective irradiance\n", - "# Uses CEC alpha_sc instead of SAPM Aisc\n", - "F = (1. + cecmodule['alpha_sc'] * (T_K - T_ref_K)) * effective_irradiance.values\n", - "\n", - "# Model the effective temperature ratio H from SAPM temp_cell\n", - "H = T_K / T_ref_K\n", - "\n", - "# Fill out kwargs for computing the model's auxiliary equations\n", - "# Use CEC here for example, model calibrations are available via pv-fit.com\n", - "kwargs = {'Rs': cecmodule['R_s'],\n", - " 'Gsh': 1. / cecmodule['R_sh_ref'],\n", - " 'nNsVth': pvsystem.get_nNsVth_campanelli,\n", - " 'nNsVth_ref': cecmodule['a_ref'],\n", - " 'I0': pvsystem.get_I0_campanelli,\n", - " 'I0_ref': cecmodule['I_o_ref'],\n", - " 'Eg_ref_star': cecmodule['N_s'] * 1.121,\n", - " 'dEgdT_ref_star': T_ref_K * -0.0002677,\n", - " 'IL': pvsystem.get_IL_campanelli,\n", - " 'Isc_ref': cecmodule['I_sc_ref'],\n", - " 'ivcurve_pnts': None}\n", - "\n", - "power = 0.*effective_irradiance.copy() # Gets the timestamps\n", - "power[:] = pvsystem.sdm_campanelli(F, H, **kwargs)['p_mp']\n", - "power.plot()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Swapping in a custom auxiliary equation for Gsh" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Here we use a photoconductive shunt analogous to the DeSoto and CEC models\n", - "\n", - "def get_Gsh_photoconductive(F, H, **kwargs):\n", - " \"\"\"\n", - " Returns a photoconductive shunt conductance, analogous to DeSoto et al.\n", - " \"\"\"\n", - "\n", - " return kwargs['Gsh_ref'] * F\n", - "\n", - "\n", - "kwargs_alt = {'Rs': cecmodule['R_s'],\n", - " 'Gsh': get_Gsh_photoconductive,\n", - " 'Gsh_ref': 1. / cecmodule['R_sh_ref'],\n", - " 'nNsVth': pvsystem.get_nNsVth_campanelli,\n", - " 'nNsVth_ref': cecmodule['a_ref'],\n", - " 'I0': pvsystem.get_I0_campanelli,\n", - " 'I0_ref': cecmodule['I_o_ref'],\n", - " 'Eg_ref_star': cecmodule['N_s'] * 1.121,\n", - " 'dEgdT_ref_star': T_ref_K * -0.0002677,\n", - " 'IL': pvsystem.get_IL_campanelli,\n", - " 'Isc_ref': cecmodule['I_sc_ref'],\n", - " 'ivcurve_pnts': None}\n", - "\n", - "power_alt = 0.*effective_irradiance.copy() # Gets the timestamps\n", - "power_alt[:] = pvsystem.sdm_campanelli(F, H, **kwargs)['p_mp']\n", - "power_alt.plot()" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -4851,7 +4566,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -4861,90 +4576,27 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "single_diode_out['p_mp'].plot()" ] diff --git a/pvlib/modelchain.py b/pvlib/modelchain.py index 4e4546e9a5..3cfc962c76 100644 --- a/pvlib/modelchain.py +++ b/pvlib/modelchain.py @@ -803,7 +803,7 @@ def prepare_inputs(self, times=None, weather=None): self.weather['temp_air'] = 20 return self - def run_model(self, times=None, weather=None): + def run_model(self, times=None, weather=None, pv_ref_device=False): """ Run the model. @@ -819,6 +819,12 @@ def run_model(self, times=None, weather=None): Do not pass incomplete irradiation data. Use method :py:meth:`~pvlib.modelchain.ModelChain.complete_irradiance` instead. + pv_ref_device : Boolean, default False + If True, then the weather data are from a PV reference device as + effective irradiance ratio F and effective temperature ratio H, + see :py:meth:`~pvlib.pvsystem.sdm_campanelli`. + If False, then traditional meteorological weather data are + provided. Returns ------- @@ -829,11 +835,18 @@ def run_model(self, times=None, weather=None): aoi_modifier, spectral_modifier, dc, ac, losses. """ - self.prepare_inputs(times, weather) - self.aoi_model() - self.spectral_model() - self.effective_irradiance_model() - self.temp_model() + # TODO Should we be able to specify only one of F and H? + if pv_ref_device: + # a PV reference provides "direct" weather information + self.F = weather['F'] + self.H = weather['H'] + else: + # Use traditional meterological weather information + self.prepare_inputs(times, weather) + self.aoi_model() + self.spectral_model() + self.effective_irradiance_model() + self.temp_model() self.dc_model() self.ac_model() self.losses_model() @@ -847,10 +860,10 @@ def sdm_campanelli(mc): device data. """ - # calculate the dc power and assign it to mc.dc + # Calculate the dc power and assign it to mc.dc mc.dc = pvsystem.sdm_campanelli(mc.F, mc.H, **mc.system.module_parameters) - # return mc to enable method chaining + # Return ModelChain object to enable method chaining return mc @@ -860,13 +873,14 @@ def sdm_campanelli_sapm(mc): irradiance F and effecitve temperature H. """ + # SAPM computes F and H, assigned to object for inspection or further use + mc.F, mc.H = get_F_H_from_sapm(mc.effective_irradiance, mc.temps, + mc.system.module_parameters['Aisc'], + mc.system.module_parameters['irrad_ref'], + mc.system.module_parameters['temp_ref']) + # Calculate the dc power and assign it to mc.dc - mc.dc = pvsystem.sdm_campanelli( - *get_F_H_from_sapm(mc.effective_irradiance, mc.temps, - mc.system.module_parameters['Aisc'], - mc.system.module_parameters['irrad_ref'], - mc.system.module_parameters['temp_ref']), - **mc.system.module_parameters) + mc.dc = pvsystem.sdm_campanelli(mc.F, mc.H, **mc.system.module_parameters) # Return ModelChain object to enable method chaining return mc @@ -874,7 +888,11 @@ def sdm_campanelli_sapm(mc): def get_F_H_from_sapm(effective_irradiance, temps, alpha_sc, irrad_ref, temp_ref): - """TODO""" + """ + Compute F and H using the SAPM. + + TODO + """ # Compute the effective irradiance ratio F from SAPM effective irradiance F = (1. + alpha_sc * (temps['temp_cell'].values - temp_ref)) * \ diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index f6c6bf5c4b..9c88d3b720 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1195,61 +1195,20 @@ def get_coeffs_campanelli(F, H, **kwargs): https://doi.org/10.1109/JPHOTOV.2015.2489866. """ - # Order matters here because some computations rely on previous ones - # A computational graph framework might make this more elegant and handle - # more complicated cases, including parallel/distributed computations - kwargs['Rs'] = get_numeric_arg(kwargs['Rs'], F, H, **kwargs) - kwargs['Gsh'] = get_numeric_arg(kwargs['Gsh'], F, H, **kwargs) - kwargs['nNsVth'] = get_numeric_arg(kwargs['nNsVth'], F, H, **kwargs) - kwargs['I0'] = get_numeric_arg(kwargs['I0'], F, H, **kwargs) - kwargs['IL'] = get_numeric_arg(kwargs['IL'], F, H, **kwargs) - - return kwargs['IL'], kwargs['I0'], kwargs['Rs'], 1. / kwargs['Gsh'], \ - kwargs['nNsVth'] - - -def get_numeric_arg(callable_or_numeric, *args, **kwargs): - """ - Computes first argument as a numeric (e.g., numpy ndarray), when needed. - """ - - if hasattr(callable_or_numeric, '__call__'): - # Call callable argument to compute it as a numpy array - return callable_or_numeric(*args, **kwargs) - else: - # Return numeric argument as is - return callable_or_numeric - - -def get_I0_campanelli(F, H, **kwargs): - """ - Returns the reverse saturation current from Campanelli et al. - """ + # Series resistance and shunt conductance are assumed constant, but these + # auxiliary equations may be extended in the future. - return kwargs['I0_ref'] * H**3. * \ - np.exp(kwargs['Eg_ref_star'] / kwargs['nNsVth_ref'] * - (1. - 1. / H) * (1. - kwargs['dEgdT_ref_star'])) - - -def get_IL_campanelli(F, H, **kwargs): - """ - Returns the photocurrent from Campanelli et al. - """ - - return F * kwargs['Isc_ref'] + \ - kwargs['I0'] * np.expm1(F * kwargs['Isc_ref'] * - kwargs['Rs'] / kwargs['nNsVth']) + \ - kwargs['Gsh'] * F * kwargs['Isc_ref'] * kwargs['Rs'] - - -def get_nNsVth_campanelli(F, H, **kwargs): - """ - Returns a the modified thermal voltage from Campanelli et al. - - Same as DeSoto et al. - """ - - return kwargs['nNsVth_ref'] * H + # Order matters here because some computations rely on previous ones + n_mod_V = kwargs['n_mod_V_0'] * H + i_rs_A = kwargs['i_rs_A_0'] * H**3. * \ + np.exp(kwargs['bg_mod_eV_0'] / kwargs['n_mod_V_0'] * + (1. - 1. / H) * (1. - kwargs['alpha_bg_mod_0'])) + i_ph_A = F * kwargs['i_sc_A_0'] + i_rs_A * \ + np.expm1(F * kwargs['i_sc_A_0'] * kwargs['r_s_Ohm_0'] / n_mod_V) + \ + kwargs['g_p_Mho_0'] * F * kwargs['i_sc_A_0'] * kwargs['r_s_Ohm_0'] + + return i_ph_A, i_rs_A, kwargs['r_s_Ohm_0'], 1. / kwargs['g_p_Mho_0'], \ + n_mod_V def retrieve_sam(name=None, path=None): From bee6b86f16a18639a2bd149be715abc09054d3a1 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Tue, 3 Jul 2018 17:50:52 -0600 Subject: [PATCH 08/11] Simplify calcparams_desoto and sapm method signatures --- docs/sphinx/source/modelchain.ipynb | 6 +++--- pvlib/pvsystem.py | 31 ++++++++--------------------- 2 files changed, 11 insertions(+), 26 deletions(-) diff --git a/docs/sphinx/source/modelchain.ipynb b/docs/sphinx/source/modelchain.ipynb index 251b0f3f67..1e563720d4 100644 --- a/docs/sphinx/source/modelchain.ipynb +++ b/docs/sphinx/source/modelchain.ipynb @@ -413,7 +413,7 @@ "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mweather\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweather\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mweather\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36mrun_model\u001b[0;34m(self, times, weather, pv_ref_device)\u001b[0m\n\u001b[1;32m 848\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0meffective_irradiance_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 849\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtemp_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 850\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdc_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 851\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mac_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 852\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlosses_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36msinglediode\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 401\u001b[0m \u001b[0mresistance_shunt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnNsVth\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 402\u001b[0m self.system.calcparams_desoto(self.effective_irradiance,\n\u001b[0;32m--> 403\u001b[0;31m self.temps['temp_cell']))\n\u001b[0m\u001b[1;32m 404\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 405\u001b[0m self.desoto = (photocurrent, saturation_current, resistance_series,\n", - "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/pvsystem.py\u001b[0m in \u001b[0;36mcalcparams_desoto\u001b[0;34m(self, effective_irradiance, temp_cell)\u001b[0m\n\u001b[1;32m 304\u001b[0m self.module_parameters)\n\u001b[1;32m 305\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 306\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mcalcparams_desoto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meffective_irradiance\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtemp_cell\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 307\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 308\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msapm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meffective_irradiance\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtemp_cell\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/pvsystem.py\u001b[0m in \u001b[0;36mcalcparams_desoto\u001b[0;34m(self, effective_irradiance, temp_cell)\u001b[0m\n\u001b[1;32m 304\u001b[0m self.module_parameters)\n\u001b[1;32m 305\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 306\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mcalcparams_desoto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meffective_irradiance\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtemp_cell\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 307\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 308\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msapm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meffective_irradiance\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtemp_cell\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mTypeError\u001b[0m: calcparams_desoto() missing 6 required positional arguments: 'alpha_sc', 'a_ref', 'I_L_ref', 'I_o_ref', 'R_sh_ref', and 'R_s'" ] } @@ -1218,7 +1218,7 @@ " transposition_model: haydavies\n", " solar_position_method: nrel_numpy\n", " airmass_model: kastenyoung1989\n", - " dc_model: functools.partial(, ModelChain: \n", + " dc_model: functools.partial(, ModelChain: \n", " name: Campanelli\n", " orientation_strategy: None\n", " clearsky_model: ineichen\n", @@ -1371,7 +1371,7 @@ " transposition_model: haydavies\n", " solar_position_method: nrel_numpy\n", " airmass_model: kastenyoung1989\n", - " dc_model: functools.partial(, ModelChain: \n", + " dc_model: functools.partial(, ModelChain: \n", " name: Campanelli\n", " orientation_strategy: None\n", " clearsky_model: ineichen\n", diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 9c88d3b720..889af3b587 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -292,20 +292,17 @@ def calcparams_desoto(self, effective_irradiance, temp_cell): The irradiance (W/m2) that is converted to photocurrent. temp_cell : float or Series - The average cell temperature of cells within a module in C. + The average cell temperature of cells within a module in degrees C. Returns ------- See pvsystem.calcparams_desoto for details """ - kwargs = _build_kwargs(['a_ref', 'I_L_ref', 'I_o_ref', 'R_sh_ref', - 'R_s', 'alpha_sc', 'EgRef', 'dEgdT'], - self.module_parameters) - - return calcparams_desoto(effective_irradiance, temp_cell, **kwargs) + return calcparams_desoto(effective_irradiance, temp_cell, + **self.module_parameters) - def sapm(self, effective_irradiance, temp_cell, **kwargs): + def sapm(self, effective_irradiance, temp_cell): """ Use the :py:func:`sapm` function, the input parameters, and ``self.module_parameters`` to calculate @@ -313,23 +310,11 @@ def sapm(self, effective_irradiance, temp_cell, **kwargs): Parameters ---------- - poa_direct : Series - The direct irradiance incident upon the module (W/m^2). - - poa_diffuse : Series - The diffuse irradiance incident on module. - - temp_cell : Series - The cell temperature (degrees C). - - airmass_absolute : Series - Absolute airmass. - - aoi : Series - Angle of incidence (degrees). + effective_irradiance : numeric + The irradiance (W/m2) that is converted to photocurrent. - **kwargs - See pvsystem.sapm for details + temp_cell : float or Series + The average cell temperature of cells within a module in degrees C. Returns ------- From ca7ddd4c5c1aefc34fca83e98348daefe709cf71 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Tue, 3 Jul 2018 18:29:41 -0600 Subject: [PATCH 09/11] Restore _build_kwargs and improve docstrings --- pvlib/pvsystem.py | 35 ++++++++++++++++++++++------------- 1 file changed, 22 insertions(+), 13 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 889af3b587..3d4f44e0ab 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -282,9 +282,9 @@ def physicaliam(self, aoi): def calcparams_desoto(self, effective_irradiance, temp_cell): """ - Use the :py:func:`calcparams_desoto` function, the input - parameters and ``self.module_parameters`` to calculate the - module currents and resistances. + Use the :py:func:`calcparams_desoto` function, the input parameters, + and ``self.module_parameters`` to calculate the inputs to + :py:func:`singlediode` or its wrapper :py:meth:`~PVSystem.singlediode`. Parameters ---------- @@ -296,17 +296,20 @@ def calcparams_desoto(self, effective_irradiance, temp_cell): Returns ------- - See pvsystem.calcparams_desoto for details + See pvsystem.calcparams_desoto for details. """ - return calcparams_desoto(effective_irradiance, temp_cell, - **self.module_parameters) + kwargs = _build_kwargs(['a_ref', 'I_L_ref', 'I_o_ref', 'R_sh_ref', + 'R_s', 'alpha_sc', 'EgRef', 'dEgdT'], + self.module_parameters) + + return calcparams_desoto(effective_irradiance, temp_cell, **kwargs) def sapm(self, effective_irradiance, temp_cell): """ - Use the :py:func:`sapm` function, the input parameters, - and ``self.module_parameters`` to calculate - Voc, Isc, Ix, Ixx, Vmp/Imp. + Use the :py:func:`sapm` function, the input parameters, and + ``self.module_parameters`` to calculate Isc, Ix, Imp, Pmp, Vmp, Ixx, + and Voc. Parameters ---------- @@ -318,8 +321,9 @@ def sapm(self, effective_irradiance, temp_cell): Returns ------- - See pvsystem.sapm for details + See pvsystem.sapm for details. """ + return sapm(effective_irradiance, temp_cell, self.module_parameters) def sapm_celltemp(self, irrad, wind, temp): @@ -496,16 +500,21 @@ def _infer_cell_type(self): def singlediode(self, photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth, ivcurve_pnts=None): - """Wrapper around the :py:func:`singlediode` function. + """ + Use the :py:func:`singlediode` function and the input parameters, to + calculate Isc, Ix, Imp, Pmp, Vmp, Ixx, and Voc, and (optionally) I-V + curves with the specified number of points in the positive power + quadrant. Parameters ---------- - See pvsystem.singlediode for details + See pvsystem.singlediode for details. Returns ------- - See pvsystem.singlediode for details + See pvsystem.singlediode for details. """ + return singlediode(photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth, ivcurve_pnts=ivcurve_pnts) From d8c833985263ec6744718344a77b5efc1a48d4ca Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Tue, 3 Jul 2018 19:26:21 -0600 Subject: [PATCH 10/11] Remove pv_refernce_device flag in run_model --- .gitignore | 1 + docs/sphinx/source/modelchain.ipynb | 97 +++++---- docs/tutorials/pvsystem.ipynb | 324 +++++++++++++++++++++++----- pvlib/modelchain.py | 90 ++++---- pvlib/pvsystem.py | 4 + 5 files changed, 373 insertions(+), 143 deletions(-) diff --git a/.gitignore b/.gitignore index 81b2036b5b..9c38d90008 100644 --- a/.gitignore +++ b/.gitignore @@ -47,6 +47,7 @@ pip-delete-this-directory.txt .tox/ .coverage .cache +.pytest_cache/ nosetests.xml coverage.xml diff --git a/docs/sphinx/source/modelchain.ipynb b/docs/sphinx/source/modelchain.ipynb index 1e563720d4..8087a371f1 100644 --- a/docs/sphinx/source/modelchain.ipynb +++ b/docs/sphinx/source/modelchain.ipynb @@ -411,9 +411,9 @@ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mweather\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweather\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mweather\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36mrun_model\u001b[0;34m(self, times, weather, pv_ref_device)\u001b[0m\n\u001b[1;32m 848\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0meffective_irradiance_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 849\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtemp_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 850\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdc_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 851\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mac_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 852\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlosses_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36mrun_model\u001b[0;34m(self, times, weather)\u001b[0m\n\u001b[1;32m 860\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0meffective_irradiance_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 861\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtemp_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 862\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdc_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 863\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mac_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 864\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlosses_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\u001b[0m in \u001b[0;36msinglediode\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 401\u001b[0m \u001b[0mresistance_shunt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnNsVth\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 402\u001b[0m self.system.calcparams_desoto(self.effective_irradiance,\n\u001b[0;32m--> 403\u001b[0;31m self.temps['temp_cell']))\n\u001b[0m\u001b[1;32m 404\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 405\u001b[0m self.desoto = (photocurrent, saturation_current, resistance_series,\n", - "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/pvsystem.py\u001b[0m in \u001b[0;36mcalcparams_desoto\u001b[0;34m(self, effective_irradiance, temp_cell)\u001b[0m\n\u001b[1;32m 304\u001b[0m self.module_parameters)\n\u001b[1;32m 305\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 306\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mcalcparams_desoto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meffective_irradiance\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtemp_cell\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 307\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 308\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msapm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meffective_irradiance\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtemp_cell\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/pvsystem.py\u001b[0m in \u001b[0;36mcalcparams_desoto\u001b[0;34m(self, effective_irradiance, temp_cell)\u001b[0m\n\u001b[1;32m 304\u001b[0m self.module_parameters)\n\u001b[1;32m 305\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 306\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mcalcparams_desoto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meffective_irradiance\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtemp_cell\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 307\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 308\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msapm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meffective_irradiance\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtemp_cell\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mTypeError\u001b[0m: calcparams_desoto() missing 6 required positional arguments: 'alpha_sc', 'a_ref', 'I_L_ref', 'I_o_ref', 'R_sh_ref', and 'R_s'" ] } @@ -674,45 +674,57 @@ "text": [ "In file: /home/campy/Documents/IMS/SolarPV/PVfit/pvlib-python/pvlib/modelchain.py\n", "\n", - " def run_model(self, times=None, weather=None, pv_ref_device=False):\n", + " def run_model(self, times=None, weather=None):\n", " \"\"\"\n", " Run the model.\n", "\n", " Parameters\n", " ----------\n", " times : None or DatetimeIndex, default None\n", - " Times at which to evaluate the model. Can be None if\n", - " attribute `times` is already set.\n", + " Times at which to evaluate the model. Can be None if attribute\n", + " `times` is already set.\n", " weather : None or DataFrame, default None\n", - " If None, assumes air temperature is 20 C, wind speed is 0\n", - " m/s and irradiation calculated from clear sky data. Column\n", - " names must be 'wind_speed', 'temp_air', 'dni', 'ghi', 'dhi'.\n", - " Do not pass incomplete irradiation data. Use method\n", - " :py:meth:`~pvlib.modelchain.ModelChain.complete_irradiance`\n", - " instead.\n", - " pv_ref_device : Boolean, default False\n", - " If True, then the weather data are from a PV reference device as\n", - " effective irradiance ratio F and effective temperature ratio H,\n", - " see :py:meth:`~pvlib.pvsystem.sdm_campanelli`.\n", - " If False, then traditional meteorological weather data are\n", - " provided.\n", + " If None, assumes air temperature is 20 C, wind speed is 0 m/s and\n", + " irradiation calculated from clear sky data.\n", + " For conventional weather data, column names must be 'wind_speed',\n", + " 'temp_air', 'dni', 'ghi', 'dhi'. Do not pass incomplete irradiation\n", + " data, instead use method\n", + " :py:meth:`~pvlib.modelchain.ModelChain.complete_irradiance`.\n", + " For complete PV reference device data, column names must be 'F' and\n", + " 'H', for effective irradiance ratio and effective temperature\n", + " ratio, respectively. See :py:func:`~pvlib.pvsystem.sdm_campanelli`.\n", + " If either 'F' or 'H' is missing, then convential weather data are\n", + " also required to compute the missing 'F' or 'H'.\n", "\n", " Returns\n", " -------\n", " self\n", "\n", - " Assigns attributes: times, solar_position, airmass, irradiance,\n", - " total_irrad, effective_irradiance, weather, temps, aoi,\n", - " aoi_modifier, spectral_modifier, dc, ac, losses.\n", + " For conventional weather data, assigns attributes: times,\n", + " solar_position, airmass, irradiance, total_irrad, effective_irradiance,\n", + " weather, temps, aoi, aoi_modifier, spectral_modifier, dc, ac, losses.\n", + " For complete reference device data, only assigns attributes: times, dc,\n", + " ac, losses.\n", " \"\"\"\n", "\n", - " # TODO Should we be able to specify only one of F and H?\n", - " if pv_ref_device:\n", - " # a PV reference provides \"direct\" weather information\n", + " if 'F' in weather:\n", + " # Use PV reference device weather information for F\n", " self.F = weather['F']\n", + " else:\n", + " # Clear any stale value\n", + " if hasattr(self, 'F'):\n", + " print('F cleared')\n", + " del self.F\n", + " if 'H' in weather:\n", + " # Use PV reference device weather information for H\n", " self.H = weather['H']\n", " else:\n", - " # Use traditional meterological weather information\n", + " # Clear any stale value\n", + " if hasattr(self, 'H'):\n", + " print('H cleared')\n", + " del self.H\n", + " if 'F' not in weather and 'H' not in weather:\n", + " # Use conventional (meterological) weather information\n", " self.prepare_inputs(times, weather)\n", " self.aoi_model()\n", " self.spectral_model()\n", @@ -1200,7 +1212,7 @@ "source": [ "### Model wrapper for use with matched reference device effective irradiance and cell temperature\n", "\n", - "In this scenario, a reference device (typically a \"matched\" cell or module) provides the effecitive irradiance ratio `F` and effective temperature ratio `H`, which serves directly as the \"weather\" under which the device operates." + "In this scenario, a reference device (typically a \"matched\" cell or module) provides the effecitive irradiance ratio `F` and effective temperature ratio `H`, which serves directly as the \"weather\" under which the device operates. The `F` and `H` are stored in the `ModelChain` object for further inspection and are cleared on subsequent model runs." ] }, { @@ -1212,14 +1224,14 @@ "data": { "text/plain": [ "ModelChain: \n", - " name: Campanelli\n", + " name: Campanelli with PV Reference Device\n", " orientation_strategy: None\n", " clearsky_model: ineichen\n", " transposition_model: haydavies\n", " solar_position_method: nrel_numpy\n", " airmass_model: kastenyoung1989\n", - " dc_model: functools.partial(, ModelChain: \n", - " name: Campanelli\n", + " dc_model: functools.partial(, ModelChain: \n", + " name: Campanelli with PV Reference Device\n", " orientation_strategy: None\n", " clearsky_model: ineichen\n", " transposition_model: haydavies\n", @@ -1253,9 +1265,10 @@ "weather_F_H = pd.DataFrame([[1.07754787, 1.084]], \n", " columns=['F', 'H',], \n", " index=[pd.Timestamp('20170401 1200', tz='US/Arizona')])\n", - "mc_campanelli = ModelChain(system_campanelli, location, dc_model=sdm_campanelli, name=\"Campanelli\",\n", + "mc_campanelli = ModelChain(system_campanelli, location, dc_model=sdm_campanelli,\n", + " name=\"Campanelli with PV Reference Device\",\n", " aoi_model='no_loss', spectral_model='no_loss')\n", - "mc_campanelli.run_model(times=weather_F_H.index, weather=weather_F_H, pv_ref_device=True)" + "mc_campanelli.run_model(weather=weather_F_H)" ] }, { @@ -1353,7 +1366,9 @@ "### Model wrapper for use with SAPM effective irradiance and cell temperature\n", "\n", "When traditional weather data are available (e.g., from a meterological station), use the SAPM to compute the effecitive irradiance ratio `F` and effective temperature ratio `H`. Among other things, this relies on the\n", - "accuracy of the short-circuit temperature coefficient under the operating conditions of the given location. This computation uses the `Aisc` provided by the SAPM, and in practice, one tries to match as best as possible the module at hand with a module in the SAPM database." + "accuracy of the short-circuit temperature coefficient under the operating conditions of the given location. This computation uses the `Aisc` provided by the SAPM, and in practice, one tries to match as best as possible the module at hand with a module in the SAPM database.\n", + "\n", + "Note that if either `F` or `H` is provided (but not both), then the SAPM will be used to compute the missing one." ] }, { @@ -1365,14 +1380,14 @@ "data": { "text/plain": [ "ModelChain: \n", - " name: Campanelli\n", + " name: Campanelli with SAPM\n", " orientation_strategy: None\n", " clearsky_model: ineichen\n", " transposition_model: haydavies\n", " solar_position_method: nrel_numpy\n", " airmass_model: kastenyoung1989\n", - " dc_model: functools.partial(, ModelChain: \n", - " name: Campanelli\n", + " dc_model: functools.partial(, ModelChain: \n", + " name: Campanelli with SAPM\n", " orientation_strategy: None\n", " clearsky_model: ineichen\n", " transposition_model: haydavies\n", @@ -1397,8 +1412,6 @@ } ], "source": [ - "from pvlib.modelchain import sdm_campanelli_sapm\n", - "\n", "module_params_campanelli_sapm = {**module_params_campanelli, **sandia_module.to_dict()}\n", "module_params_campanelli_sapm['irrad_ref'] = 1000. # W/m^2\n", "module_params_campanelli_sapm['temp_ref'] = 25. # degC\n", @@ -1407,8 +1420,9 @@ "system_campanelli_sapm = PVSystem(surface_tilt=20, surface_azimuth=200,\n", " module_parameters=module_params_campanelli_sapm,\n", " inverter_parameters=cec_inverter)\n", - "mc_campanelli = ModelChain(system_campanelli_sapm, location, dc_model=sdm_campanelli_sapm, name=\"Campanelli\")\n", - "# Run using the \"traditional\" weather data from above\n", + "mc_campanelli = ModelChain(system_campanelli_sapm, location, dc_model=sdm_campanelli,\n", + " name=\"Campanelli with SAPM\")\n", + "# Run using the conventional weather data from above\n", "mc_campanelli.run_model(times=weather.index, weather=weather)" ] }, @@ -1498,13 +1512,6 @@ "source": [ "mc_campanelli.ac" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/docs/tutorials/pvsystem.ipynb b/docs/tutorials/pvsystem.ipynb index e4282bb9a9..59de793ef2 100644 --- a/docs/tutorials/pvsystem.ipynb +++ b/docs/tutorials/pvsystem.ipynb @@ -244,7 +244,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -361,7 +361,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -4258,15 +4258,24 @@ "metadata": {}, "outputs": [ { - "ename": "TypeError", - "evalue": "sapm() got an unexpected keyword argument 'Vintage'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 8\u001b[0m am_abs, aoi, module)\n\u001b[1;32m 9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0msapm_1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpvlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpvsystem\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msapm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meffective_irradiance\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtemps\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'temp_cell'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mmodule\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0msapm_1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: sapm() got an unexpected keyword argument 'Vintage'" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -4279,7 +4288,7 @@ " total_irrad['poa_direct'], total_irrad['poa_diffuse'],\n", " am_abs, aoi, module)\n", "\n", - "sapm_1 = pvlib.pvsystem.sapm(effective_irradiance, temps['temp_cell'], **module)\n", + "sapm_1 = pvlib.pvsystem.sapm(effective_irradiance, temps['temp_cell'], module)\n", "\n", "sapm_1.plot()" ] @@ -4346,15 +4355,14 @@ "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'sapm_1' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplot_sapm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msapm_1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meffective_irradiance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mNameError\u001b[0m: name 'sapm_1' is not defined" - ] + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "temps = pvsystem.sapm_celltemp(total_irrad['poa_global'], 10, 5)\n", "\n", - "sapm_2 = pvlib.pvsystem.sapm(effective_irradiance, temps['temp_cell'], **module)\n", + "sapm_2 = pvlib.pvsystem.sapm(effective_irradiance, temps['temp_cell'], module)\n", "\n", "plot_sapm(sapm_2, effective_irradiance)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Comparison of a hot, calm day and a cold, windy day')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sapm_1['p_mp'].plot(label='30 C, 0 m/s')\n", "sapm_2['p_mp'].plot(label=' 5 C, 10 m/s')\n", @@ -4410,7 +4450,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -4420,7 +4460,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -4447,9 +4487,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "times = ['2014-04-01 07:00:00', '2014-04-01 08:00:00', '2014-04-01 09:00:00', \n", " '2014-04-01 10:00:00', '2014-04-01 11:00:00', '2014-04-01 12:00:00']\n", @@ -4488,12 +4549,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth = (\n", - " pvsystem.get_coeffs_desoto(total_irrad['poa_global'],\n", + " pvsystem.calcparams_desoto(total_irrad['poa_global'],\n", " temp_cell=temps['temp_cell'],\n", " alpha_sc=cecmodule['alpha_sc'],\n", " a_ref=cecmodule['a_ref'],\n", @@ -4509,9 +4570,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0,0.5,'Light current I_L (A)')" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "photocurrent.plot()\n", "plt.ylabel('Light current I_L (A)')" @@ -4519,9 +4601,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0,0.5,'Saturation current I_0 (A)')" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "resistance_shunt.plot()\n", "plt.ylabel('Shunt resistance (ohms)')\n", @@ -4549,9 +4684,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0,0.5,'nNsVth')" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "nNsVth.plot()\n", "plt.ylabel('nNsVth')" @@ -4566,7 +4722,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -4576,37 +4732,93 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "single_diode_out['p_mp'].plot()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/pvlib/modelchain.py b/pvlib/modelchain.py index 3cfc962c76..8fca1040ce 100644 --- a/pvlib/modelchain.py +++ b/pvlib/modelchain.py @@ -803,45 +803,57 @@ def prepare_inputs(self, times=None, weather=None): self.weather['temp_air'] = 20 return self - def run_model(self, times=None, weather=None, pv_ref_device=False): + def run_model(self, times=None, weather=None): """ Run the model. Parameters ---------- times : None or DatetimeIndex, default None - Times at which to evaluate the model. Can be None if - attribute `times` is already set. + Times at which to evaluate the model. Can be None if attribute + `times` is already set. weather : None or DataFrame, default None - If None, assumes air temperature is 20 C, wind speed is 0 - m/s and irradiation calculated from clear sky data. Column - names must be 'wind_speed', 'temp_air', 'dni', 'ghi', 'dhi'. - Do not pass incomplete irradiation data. Use method - :py:meth:`~pvlib.modelchain.ModelChain.complete_irradiance` - instead. - pv_ref_device : Boolean, default False - If True, then the weather data are from a PV reference device as - effective irradiance ratio F and effective temperature ratio H, - see :py:meth:`~pvlib.pvsystem.sdm_campanelli`. - If False, then traditional meteorological weather data are - provided. + If None, assumes air temperature is 20 C, wind speed is 0 m/s and + irradiation calculated from clear sky data. + For conventional weather data, column names must be 'wind_speed', + 'temp_air', 'dni', 'ghi', 'dhi'. Do not pass incomplete irradiation + data, instead use method + :py:meth:`~pvlib.modelchain.ModelChain.complete_irradiance`. + For complete PV reference device data, column names must be 'F' and + 'H', for effective irradiance ratio and effective temperature + ratio, respectively. See :py:func:`~pvlib.pvsystem.sdm_campanelli`. + If either 'F' or 'H' is missing, then convential weather data are + also required to compute the missing 'F' or 'H'. Returns ------- self - Assigns attributes: times, solar_position, airmass, irradiance, - total_irrad, effective_irradiance, weather, temps, aoi, - aoi_modifier, spectral_modifier, dc, ac, losses. + For conventional weather data, assigns attributes: times, + solar_position, airmass, irradiance, total_irrad, effective_irradiance, + weather, temps, aoi, aoi_modifier, spectral_modifier, dc, ac, losses. + For complete reference device data, only assigns attributes: times, dc, + ac, losses. """ - # TODO Should we be able to specify only one of F and H? - if pv_ref_device: - # a PV reference provides "direct" weather information + if weather is not None and 'F' in weather: + # Use PV reference device weather information for F self.F = weather['F'] + else: + # Clear any stale value + if hasattr(self, 'F'): + print('F cleared') + del self.F + if weather is not None and 'H' in weather: + # Use PV reference device weather information for H self.H = weather['H'] else: - # Use traditional meterological weather information + # Clear any stale value + if hasattr(self, 'H'): + print('H cleared') + del self.H + if not hasattr(self, 'F') and not hasattr(self, 'H'): + # Use conventional (meterological) weather information self.prepare_inputs(times, weather) self.aoi_model() self.spectral_model() @@ -856,28 +868,22 @@ def run_model(self, times=None, weather=None, pv_ref_device=False): def sdm_campanelli(mc): """ - ModelChain wrapper for Campanelli et al. model using matched reference - device data. - """ - - # Calculate the dc power and assign it to mc.dc - mc.dc = pvsystem.sdm_campanelli(mc.F, mc.H, **mc.system.module_parameters) + ModelChain wrapper for Campanelli et al. model, optionally using SAPM for + effective irradiance F and/or effecitve temperature H. - # Return ModelChain object to enable method chaining - return mc - - -def sdm_campanelli_sapm(mc): - """ - ModelChain wrapper for Campanelli et al. model using SAPM for effective - irradiance F and effecitve temperature H. + TODO Details """ - # SAPM computes F and H, assigned to object for inspection or further use - mc.F, mc.H = get_F_H_from_sapm(mc.effective_irradiance, mc.temps, - mc.system.module_parameters['Aisc'], - mc.system.module_parameters['irrad_ref'], - mc.system.module_parameters['temp_ref']) + if not hasattr(mc, 'F') or not hasattr(mc, 'H'): + # SAPM computes F and H so one/both may be used + F, H = get_F_H_from_sapm(mc.effective_irradiance, mc.temps, + mc.system.module_parameters['Aisc'], + mc.system.module_parameters['irrad_ref'], + mc.system.module_parameters['temp_ref']) + if not hasattr(mc, 'F'): + mc.F = F + if not hasattr(mc, 'H'): + mc.H = H # Calculate the dc power and assign it to mc.dc mc.dc = pvsystem.sdm_campanelli(mc.F, mc.H, **mc.system.module_parameters) @@ -891,7 +897,7 @@ def get_F_H_from_sapm(effective_irradiance, temps, alpha_sc, irrad_ref, """ Compute F and H using the SAPM. - TODO + TODO Details """ # Compute the effective irradiance ratio F from SAPM effective irradiance diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 3d4f44e0ab..5f64e667e8 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1167,6 +1167,8 @@ def calcparams_desoto(effective_irradiance, temp_cell, def sdm_campanelli(F, H, **kwargs): """ Compute the Campanelli et al. model + + TODO Details """ return singlediode(*get_coeffs_campanelli(F, H, **kwargs)) @@ -1176,6 +1178,8 @@ def get_coeffs_campanelli(F, H, **kwargs): """ Compute coefficients of the single diode eq. using Campanelli et al. SDM. + TODO Details + References ---------- [1] M. B. Campanelli and B. H. Hamadani, "Calibration of a single‐diode From 6541841254ecc10be3ffa42dc3cc700309346e8a Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Tue, 3 Jul 2018 21:00:00 -0600 Subject: [PATCH 11/11] Fix system scaling and F and H logic --- pvlib/modelchain.py | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/pvlib/modelchain.py b/pvlib/modelchain.py index 8fca1040ce..64ac86762c 100644 --- a/pvlib/modelchain.py +++ b/pvlib/modelchain.py @@ -842,7 +842,6 @@ def run_model(self, times=None, weather=None): else: # Clear any stale value if hasattr(self, 'F'): - print('F cleared') del self.F if weather is not None and 'H' in weather: # Use PV reference device weather information for H @@ -850,9 +849,10 @@ def run_model(self, times=None, weather=None): else: # Clear any stale value if hasattr(self, 'H'): - print('H cleared') del self.H - if not hasattr(self, 'F') and not hasattr(self, 'H'): + if not hasattr(self, 'F') and not hasattr(self, 'H') or \ + hasattr(self, 'F') and not hasattr(self, 'H') or \ + not hasattr(self, 'F') and hasattr(self, 'H'): # Use conventional (meterological) weather information self.prepare_inputs(times, weather) self.aoi_model() @@ -885,8 +885,9 @@ def sdm_campanelli(mc): if not hasattr(mc, 'H'): mc.H = H - # Calculate the dc power and assign it to mc.dc - mc.dc = pvsystem.sdm_campanelli(mc.F, mc.H, **mc.system.module_parameters) + # Calculate the system-scaled dc power and assign it to mc.dc + mc.dc = mc.system.scale_voltage_current_power( + pvsystem.sdm_campanelli(mc.F, mc.H, **mc.system.module_parameters)) # Return ModelChain object to enable method chaining return mc