{ "cells": [ { "cell_type": "markdown", "id": "179f379b", "metadata": {}, "source": [ "# Hierarchical Reconciliation - Example on the Australian Tourism Dataset\n", "\n", "In this notebook we demonstrate hierarchical reconciliation. We will use the Australian tourism dataset (originally coming from [here](https://robjhyndman.com/publications/hierarchical-tourism/)), which contains monthly tourism numbers, disaggrated by region, travel reason and city/non-city type of tourism.\n", "\n", "We will use techniques presented in Rob Hyndman's book [here](https://otexts.com/fpp3/hierarchical.html), and we will see that reconciling forecasts can be done in a few lines of code using Darts.\n", "\n", "First, some imports:" ] }, { "cell_type": "code", "execution_count": 1, "id": "7e499de8-7d98-4188-96b2-166d212d73c3", "metadata": {}, "outputs": [], "source": [ "# fix python path if working locally\n", "from utils import fix_pythonpath_if_working_locally\n", "\n", "fix_pythonpath_if_working_locally()\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "id": "288c82a5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/dennisbader/miniconda3/envs/darts310_test/lib/python3.10/site-packages/statsforecast/utils.py:237: FutureWarning: 'M' is deprecated and will be removed in a future version, please use 'ME' instead.\n", " \"ds\": pd.date_range(start=\"1949-01-01\", periods=len(AirPassengers), freq=\"M\"),\n" ] } ], "source": [ "from itertools import product\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "from darts import concatenate\n", "from darts.dataprocessing.transformers import MinTReconciliator\n", "from darts.datasets import AustralianTourismDataset\n", "from darts.metrics import mae\n", "from darts.models import LinearRegressionModel, Theta" ] }, { "cell_type": "markdown", "id": "ee24fd5b", "metadata": {}, "source": [ "## Loading Data\n", "\n", "Below, we load a single `TimeSeries`, which is multivariate (i.e., contains multiple components). We simply use the `AustralianTourismDataset` Darts dataset for simplicity, but we could also use `TimeSeries.from_dataframe(df)`, providing a DataFrame `df` containing one column per component and one row per timestamp." ] }, { "cell_type": "code", "execution_count": 3, "id": "877c48bc-31c6-49a6-805d-5b33a00e2140", "metadata": {}, "outputs": [], "source": [ "tourism_series = AustralianTourismDataset().load()" ] }, { "cell_type": "markdown", "id": "0859b53b-3747-4585-a8b0-4f411690d0c1", "metadata": {}, "source": [ "This series contains several components:\n", "\n", "* One component named `\"Total\"`,\n", "* One component per region (`\"NSW\"`, `\"VIC\"`, etc)\n", "* One component per tourism reason (`\"Hol\"` for holiday, `\"Bus\"` for business, etc)\n", "* One component per (region, reason) pair (named `\"NSW - hol\"`, `\"NSW - bus\"`, etc)\n", "* One component per (region, reason, \\) tuple, where \\ is either `\"city\"` or `\"noncity\"`. So these are components named `\"NSW - hol - city\"`, `\"NSW - hol - noncity\"`, `\"NSW - bus - city\"`, etc.\n", "\n", "Let's plot a few of those:" ] }, { "cell_type": "code", "execution_count": 4, "id": "12f0066e-7607-4e5f-a3ca-d8a36aec309a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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x9vbGwoULsWnTJgDA/PnzUbNmTWRkZMDGxoZtZ21tzVIpZ2ZmwtraWuk41tbWyMzMREZGBoyNjZVESWn7Kj4jMzOzWCEzZswYjBgxQrmTJibMxaAr5HI5Hjx4AB8fH1hYWCArKwvx8fFK6l9qiIeGdu/evcS21q5dm00/ePCgxO0U58DR0VFp+GZFUrhP4uA+AGjbti2LuXr9+rVOv5/y7H9MTIzSDRoQ3sLq1KlTrCtAH5TVf8VNGAAGDhyodO7bt2+PLVu2ABBS4Uv1d7NhwwZ2LxoxYoSSpQIoOAd+fn748ccfAQAPHz6UbH8AZXdFv379mFusMC1atMCVK1eQkJBQ4nUnhXuAOP6td+/eSsIFAFq1asWmMzIydP7dlNc5UFgrAaEPTk5O6NatGwvZuH//vlKFb30hhWtALSGTnJyMWbNm4auvvkLnzp0RHx+P6dOno3HjxrCysmKxCoAQKGplZQVAsMAoakWI11taWsLKygoymUzJwlLavorPKOlmbmZmpnPRUhqmpqZo3rw5rly5gtjYWGRnZ0vmQVMYRSCiiYkJ2rRpU+JFV6VKFTg5OeHevXu4ffs2OI5jQ7KLw8jISG8XsOJhWbNmTTRs2LBIO8UjZGJiYsqlneXRf4U1ExC+j9evXyM7Oxvnzp1jQbNSobj+8zzPhFiVKlXQoUMHpW3EsWWRkZF6u35Kg+d5JevuxIkTS2ynOGD2ypUrkuwPILwAKmKt3NzcWCBscbi7u+PKlSuQy+W4c+dOiYMDAP3dA3JyctioRVdXV9SqVavINopRmIDw8C+vdur6HIjj+lq0aAEjIyMl78T58+cxbdo0nX2etujzOaDWpyYmJsLGxgb+/v4wNjaGi4sLPD09ceXKFTRq1Ehp1E50dDS7gJydnZXWZWZm4uHDh3B2dkbVqlVRq1YtlfeNiYlB/fr1i7XG6AvFTVkul0s2qDQ9PZ0F7rq7u5cpthRvnuK3Aqnx+PFjls2zTZs2xYotQxyCnZyczKwVVlZWWLFiBVtXXBVpKXLr1i08ffoUgODbNzU1VVpvCEOwL126xHLgeHl5KeUoKoyjoyN7iEo54PfSpUssTq4sd54hBPzeunWLFb4sLp0EYLi5ZMSJ8BTPGA8PD+Yao8R4BaglZBo2bIj09HScOnUKPM/j3r17uHjxIlxcXBAYGIi9e/ciMTERz58/x/bt25mf2NPTE5mZmTh48CBycnKwefNmNG/enJVYDwwMxKZNm5Ceno6bN2/i1KlT6N69OwCgZ8+eOHHiBKKiopCWloYtW7ZIzv9sCCOXFG9WQMk/eDGGMHKpcMXr4hBnXzYUIbNlyxZmhRw1ahQGDRrE1hmKkClu2LWYmjVrMpeGVIWMeMj1xIkTS92W4zg2munZs2eSTVgmzh+jjpCR6n2tuIrXhTHUXDLic654xpiZmTHLWExMDF68eKGXtkkNtYSMjY0Nli9fjg0bNsDPzw9Tp07F0KFD0bFjR/j6+mLgwIEYOXIkhgwZAh8fH/Tt2xeAcPK/+eYbbN++Hf7+/rh+/ToWL17Mjjtx4kTY2NigZ8+e+Oyzz/DZZ58xFe3i4oKZM2fi448/RmBgIOrWrYuxY8fq7gzoAEMQMqVVvC4OQxAyJZUmEFO1alXUq1cPgGEImby8PHz//fdsfvr06ahTpw7z81++fBkvX77UV/NURiy4AgICit1GYZV58uSJ5PqUkpKCHTt2ABCuIVWCrMWuF6kmxisrEZ4Y8X1NqhaZ4ipeF8ZQc8kUJ2QA4K233mLTZJXJhyc0QiaT8XFxcbxMJuPv37/PA+AB8IGBgfpuWrEMGzaMtfHKlStlbn/u3Dm2/fjx44vdRnwO9MGQIUNYG2/dulXidl27dmXbPX/+XGefXx7937t3L2trr1692PJZs2ax5Xv27NHZ52lDSf3PycnhbWxseAB83bp1eblcXuz+kydPZn06ffp0RTRZZdatW8faNmXKlBK3E5+D//3vf2yfL7/8sgJbqxoymYyvUaMGD4CvXbt2id+LArlczravV69eicfU5z2gZcuWPADe2NiYT09PL3G7t956i303mZmZOm1DeZ0DOzs7HgBva2urtHzXrl2Sus70fQ3wPM9LMyLNwHBwcEDVqlUBSN8iY2FhoaTuS0IcwyB1i4yFhYVSXaXCGFKG3zVr1rDpmTNnsmmxVUPq7qULFy6woPxu3bqVGCgu1TgZnudLzeRbElK3yERFReHVq1cABLdSaQH8gOAuU7iXHj16JDmrWXp6OosjadmyJRsgUhziOJn79++Xd9O05sWLFyz+T5E9XgFZZIpCQkYHcBzHxMH9+/dZlkmpkJycjJiYGABCLEnhwMviqFq1KhwcHABIM/vq69evWZ9atWrFincWh6EE/F6+fBn//fcfAOEhr4gTA4BOnTqx703qQqas+BgFUhUyFy5cYBmwO3TooFS/qzQaNWrEhv5KsVRBaYUiS0LKbnN14v4MLeC3uEBfBY6OjsxVdv78eZWTxr3JkJDREeKLTWoWDHF8THF1VUpCESfz6tUrPHnyROft0gZxjpKSAn0VGEoV7LVr17LpmTNnKr0x29jYsKGXsbGxkk68KBYyJcXHANKNw1InyFeMOMPv48eP8ejRI523TRvUCfRVIOWRS6oE+iowNCFTUnwMIFxnCqtMSkqK5K3MFQEJGR0h5TcXdQN9FUj1QQOoFuirwBAsMklJSdi5cycAYUTP+++/X2QbsSgQiwUpkZ6ejvDwcABCoH7hBIVi7O3tmUtWKhaZ5ORk9j1Uq1YN7777rlr7S9m9pBAy5ubmRepFlYSURy6pEuir4E0SMoCye4nqLpGQ0RliP6aUf/CaWGQA6QkZVYZeK3BwcGD+c6m+vaxfv57l95g4cWKx/n5DiJP577//WD9Ks8YAwpulwr2UkJBQJGmmPvjjjz+QmZkJAPjggw9KjbsoDrFAkJJ76fHjx6zulZeXl8pp+sX3NalaZCwtLYvEkRRGLGSkbM1UIH6GFNc3ipNRhoSMjpCyRUYhZGxsbEoNii2MIQgZIyMjpRTkxWFkZMT6fffuXeTk5JR7+9QhKyuLFSY0MTHBlClTit3Oy8uLVSxXFJCUGmKBpUoGYnGcjL6tZZoG+YqRqkVGE7cSAFSvXh2Ojo4AhPuaVGLlnj9/jvj4eADCOS8tRg4wrFwyPM+zZ0j9+vVRvXr1Itu0a9eOZdEliwwJGZ1Rp04d2NraApCWkHny5Akr5uXp6QljY2OV95XqyKWcnBwWDNekSROV3poVQkYmk7E3U6mwY8cOPHv2DIBQ4FQRZF0YExMTdOnSBYCQdE1K15kChcuL4zj4+/uXub1YLOvbvXTu3Dl2Tr29vTUqyNe4cWPmLpOSRUad/DGFUbykpaSkSCbRn7ruckPKJfP48WM2uqykEabW1tbs+rx586ZSeaDKCAkZHaK46J48ecIeTPpG00BfQIjVUPz4pSRkIiMjmVWlLLeSAqnGyfA8rzTkesaMGaVuL2X30rNnz1jsUps2bYqte1MYKY1c0jTIV4yRkRGL2UpMTJRMkLx4xFLHjh3V2leKAb/iQN+y4mMUKNxLjx49YmUNpEhZ8TEKFO4luVyudJ+vjJCQ0SHii048fE6fiONj1An0VaDwzz579kwy4kydQF8FUhUyoaGhbKjvW2+9hQ4dOpS6vZSFTEhICJtWtbBleQkZnueRmpqKJ0+eID4+Hrdv38alS5dw6tQpHD16FPv27cOff/6JTZs24fvvv8eKFSuwa9cuAII7ZejQoRp/tjhORgrupYyMDOaKbdasGWrWrKnW/lIUMprc1wwll4y6QgYg95Ja1a+J0ikcJ6NwA+gTTUcsKWjevDlzF9y+fRt+fn46a5umiAN9NREyUgr4LSkBXkk0a9YM9vb2SEpKwqlTp5CTk1Oh1d5LQ5WyBIVxcnKChYUFsrKydGb1e/HiBTp37qzx8UaOHKlVBfvCAb/6rg134cIF5OXlAVDfrQRIL/6P53lmkalRowYaN26s0n6FRy65urqWR/O0pqxAXwUU8FsAWWR0iBR/8Io3l5o1a6JRo0ZqH0OKAb/qjFhS4OrqyvKySMUiExsbi4MHDwIQRlYNHDiwzH04jmMiIT09XVI3MIXgNTMzU/mBaWxszOKXYmNjdRKI/dtvv2l8rVpZWWHatGlafb7UAn41SYQnplmzZiy2TgoWmQcPHrDK6l5eXmVmKFZgKEOwxc8O8f23MG5ubqhWrRoAwSIjlUBsfUAWGR0itSHYDx8+ZD/4du3aqfyDFyM1IcPzPHMtOTg4oHbt2irtZ2VlhQYNGiAhIQFRUVHgeV6j86FLfvjhB3bzmTZtmkoZlwHB2vH7778DEKwgnTp1Krc2qkp8fDzi4uIACDEY6gxbbtasGa5fvw6ZTIbY2NhSb96qcPToUTbds2dPVK9eHZaWlrCysmL/i5u2tLSEh4cH7O3ttfp8Nzc32NjYIC0tTRIBv9oE+gJC3hk3NzdERkYiMjISubm5Kl+r5YE6ifDEGIKQkcvl7D7r7OwMa2vrErc1MjJChw4dcOzYMTx+/Bj3799Hw4YNK6qpkoKEjA6pVq0aHB0d8eDBA0REROj9Yalp/hgxUhMy8fHxrASEqtYYBU2bNkVCQgJSUlLw5MkTFsisD1JSUrBlyxYAwoiK8ePHq7yvOP7kxIkTWLRokc7bpy6qliUojsLXmDZCJisrC2FhYQCEoauHDx+u8N+gkZERWrdujdOnT+P+/ft4/vy5yoJb18hkMpw9exYAULduXTg7O2t0HHd3dxZkHxsbqxTbVNGokwhPjCEImfv377MRSKrUxHvrrbdw7NgxAIJVprIKGXIt6RjFxZecnKz3FOXaBvoCQO3atdmwcikIGU3iYxRIKU5my5Yt7IY1atQotQIw69evz/py/vx5SdT20kbI6DLg9/Tp08jKygIAvP3223p7kZBKwG9ERAS7PlQpFFkSUgr41fS+Zgi5ZFQN9FVAcTICJGR0jJTcS9oG+ipQvCE/fvxY7xVwNRmxpEAqI5dkMhm+//57Nj99+nS1j6GIk5HJZMwCoS/kcjkTMlWqVFH7WtOlkFG8nQKCkNEXUomT0datpEAqpQrEQ40dHBzUcgMaQi4ZVQN9FYgtUpV55BIJGR0jlYBfnufZD97Ozg716tXT+FhSSlqmSaCvAqkUjzx48CC7kfbs2VMjM72UhmHfunWLDc3v0qVLmVlWC+Pq6sqCSXUlZMRB0fpAKqUKtA30VSC+r2lrkYmIiFBqlzrcuXMHr1+/BqDZy5nUc8mUVvW6OGrVqsVGX125ckWSfaoISMjoGKkImdjYWCQnJwNQL7K/OKQUJ6OwyFSvXl3J560KUrHIqDvkuji6dOnCUpTrW8ioWu26JMzMzODi4gJA+F5kMplG7Xj8+DGriu7p6am3uBRAEM2KIdxSsMhYWlqqbcEU4+zszAK4tREy169fh6enJzp16oTPP/9c7f01DfRVIPVcMopnhng0X1ko3EvZ2dns+q9skJDRMc2aNWOiQZ9CRlduJUA6QubZs2dITEwEIFhj1BVndnZ2LH28voTM1atXmSuoWbNmGrs/qlWrxszKt2/fRlJSks7aqC7axMcoUFilsrKyNC7qd/z4cTatT7cSIJSTUFgM4+LiWMr5iuThw4fsXHbo0EGrkUZGRkbM1REXF6dxgc/Fixczq8GyZcuUXKyqoGmgrwIpB/zm5eUxi6Sbm5vKhT0pToaEjM6xsrJiCZoiIiL0VthPFyOWFEhFyGjjVgIEd4PCKpOQkMCqHFcka9euZdPTp0/XylImtn6IxURFkpOTg1OnTgEQhKKmI450EScjlfgYBfoO+NW0UGRJKKzNPM9rdB+4ffs2/vrrL6VlM2fOxM6dO1U+htgiIz6/qiJlIXP37l0m8lRxKykQZwOvrHEyJGTKAcVFmJmZySq0akpGRgZyc3PV3k+bGkuFqVu3LmrUqAFAv0JGm0BfBQohw/M8YmJidNEslXn8+DF27NgBQMhI+sEHH2h1vMLDsPXB9evX2dt5t27dNBZm2opluVzOLDLW1tbw9vbWqB26RN8Bv7oWMtqOXFq+fDmbVryI8DyPkSNHKlnTSiInJ4e5Tpo0aVJsVeiyEA9PlpqQUTfQV0GrVq1gYWEBgIQMoUN0FSdz8eJF2Nraws7ODt9//73KgkYmk7EbZ8OGDdnwaU3hOI49aB4+fKi34b7aWmQA/QX83r59GwEBASxz7YQJE0pNdqUK3t7eLA7jxIkTesnsqchRAmgWH6NAW4vMzZs3WYFGf39/SZRt0HfAr0LIcBynE2GnzciluLg4JuJr1qyJU6dOsdxJubm5GDBggJIVuThu3LjBfj+ausulbJFRN9BXgampKXtZjYuLY0lQKxMkZMoBXQmZBQsWICMjAy9fvsSMGTPQsmVL/PPPP2U+sCIjI9lbsrbxMQqkMHJJIWTMzc01TshV0QG/PM9j69ataNeuHbtRVa9eHR999JHWxzY3N0fnzp0BCJWW9ZEbR/zWr2l8DKD8vWhyfUnNrQQI4kwR51DRFpnXr18zC6a7u7tG1ovCaDNy6ZtvvmFB3DNmzECVKlXw008/oX///gCEchuBgYGIjo4u8RjaBvoChmORUUfIABQnQ0KmHNCFkLl9+zaCg4OVlt25cwfvvPMOevbsWWp1bV0G+ioQmzo1rey9bt06eHh4sDczdUhPT2c3OXd3d40DFytSyLx+/RoffPABxo4dy+Jx3N3dcfbsWdSvX18nn6HPYdhpaWnsYenq6gpHR0eNj2Vtbc0SlkVGRqptXRILmR49emjcDl1iamoKDw8PAEBMTAxSUlIq7LPPnz/P4vO0yR8jpm7dumwkmDpCJjExEVu3bgUg5BlSiHgTExP8+eefrMTG8+fP8fbbb5eYSFTbQF9AGL1Vt25dANIVMubm5ioXwlQgjpMhIUPoBFdXV/ag1fShLx6iO3nyZCUf97Fjx9CqVStMmTKF5e8Qo8tAXwXaxjBcvHgRH330EW7cuIH333+/iEgrixs3brCHm6ZuJQBo3Lgxy1lSnhaMa9euwdPTE9u3b2fLJk6ciAsXLug0vbs+hcypU6dYVWVd5GxRXGMpKSlqjcLKyMjAf//9B0B445ZSVWNxnIw4xqu80VX+GDEcxzH30pMnT4q99xTH6tWrmUtoypQpLN4OEITFgQMH2HETEhLQs2dPljpCjMIiIx4RpglSzCWTnZ3NXtSaNWumdi4msUWmMsbJkJApB8zMzFgsRlRUlNrBus+fP2dFAatUqYKgoCD8999/2LVrFzONyuVyrF+/Hq6urvj222+VqgaLhYwmkf3FoY2QycvLw8SJE5kQkcvlGDp0qFpvdboI9AWEtx1FvZmoqCidjyrjeR7r1q1Dhw4dWDBxlSpVsHPnTmzYsIHFtOiKVq1asbfkkJAQJiwqgn///ZdNa+NWUqBpnMypU6fYA0mfZQmKozziZDIzM3H//n1cvnwZwcHB+P333/Htt99i3rx5GDduHPr164f169ez7XUlZAD1rc3Pnz/Hxo0bAQAWFhb4+OOPi2xTvXp1BAcHM4Fx8+ZN9O3bV2lU4evXr9k1IQ5u1QQp5pK5c+cOc72pE+irwMHBgVl5L1y4oHEuJkOFhEw5obgYc3Nz1R4ds2HDBlYvZty4cahatSo4jsPQoUMRFRWFZcuWwcbGBoDw9jp79my0aNECf//9d5HIfkWZd22pV68ey8GirpBZt24di29RWENev36Nd955B48fP1bpGNrUWCqMQmRmZGSwvDS6IDk5GYMHD8a0adOYsPT09MTVq1fx7rvv6uxzxBgZGTERkZqaWmFBpadOncKePXsACG/q/v7+Wh9TUyEjxfgYBboQMseOHYOvry8aNWoEGxsbWFlZoWHDhmjXrh169eqFkSNHYvbs2QgKCsLmzZtx4MABFvBZv359nRYSVHfk0po1a5CRkQEAGD9+PHPrFKZevXo4evQoE+X//fcfhg8fzoT5lStX2IuQtu5yKQb8ahroK0ZhlRGLvsoCCZlyQtM4mezsbKxbtw6A8JAqXIfHwsIC8+bNQ0xMDD788EP29hkbG4v+/fujffv27CGqK7cSoDxyKSEhgRU8LIvExER88cUXbP7o0aPsRnT//n3069eP3ehKQyFkOI5Dq1at1G2+EuURJ3P+/Hm0adNGKU/GzJkzcebMGbX93epSUcOweZ7HsWPH0LlzZ/j5+eHBgwcAhOtMnaKXJaGp1U8hZIyMjNC1a1et26FLWrRowUZQaRLwGxERgYEDB+LMmTO4d++eWono6tatixUrVujUQqXOyKWUlBT8+OOPAAR30Jw5c0rd3s3NDYcPH2aj+fbv34/JkyeD53mlQF9N42MUSFHIaBPoq6AyB/ySkCknNBUyO3fuZFaKgQMHlpiG387ODps2bcLly5fh5+fHlotTVOsq0FeB+EGjqgCYMWMGEz0TJkxAt27dcODAARbYeeHCBYwcObJUF09eXh57+3N1dWXWKE3RZRVsuVyO1atXw9fXl90Ua9Sogb///hvfffedytk5taG842R4nseBAwfQoUMH9OjRg8WjAEJF4W+//VYnn6OJRSYxMZG9zXp5eelEUOkSMzMz9vAX1wlShZSUFAwcOJCJl+rVq6Np06bo1KkTBg4ciIkTJ+KLL77A2rVr8eeff+L48eO4du0aEhMTkZ2djcePH2PEiBE67Y/Y7VGWReann35iAc4jR45UKRjcy8sL+/btYzGGmzZtwoIFCzSueF0cb6qQqdSJ8XhCI2QyGR8XF8fLZLJi18fExPAAeAD8gAEDVDqmXC7nPTw82H5nzpxReb+9e/fyzs7ObF919leVVatWsWP/+uuvZZ6DQ4cOse1tbW35ly9fsnU3btzgq1SpwtZ/9tlnJX7uzZs32XZDhw7Vuh+nT59mx5s6darGx3ny5AnfpUsXpXPesWNHPiEhQes2qoviuzczM+PT0tJ0csy8vDx+165dfKtWrZT6CIBv1qwZ/9tvv/HR0dElfv+aUKdOHR4AX7duXZW237p1K2vTggULdNYOVSnrN8DzPD9+/HjWxv/++0/l4/bv35/t5+Hhwaenp+uq2Vrh5OTEA+BtbGz43NzcYvufnp7O29ra8gB4IyMjPjo6Wq3P+PPPP5WuNzMzMx4Ab2Vlxefm5mrV/sjISHbc4cOHa3UsnlftGigLxe/XxsZG4+Okp6fzxsbGPADe3d1d47aoiy76ry0kZDSkrC8vLy+Pt7S05AHwrq6uKh3z33//ZT+w9u3b83K5XK02ZWVl8d988w3v6OjIDxw4UOcX1uHDh1n7Pv3001LPQXp6OrvhAeB///33Yo9nZGTEttm8eXOxn/v777+zbZYvX651P549e8aO161bN42OkZCQwDs4OCjdbOfNm8fn5ORo3T5NmDBhAmtHcHCwVsfKzc3lf/31V75JkyZFBEzr1q35PXv28DKZrFxuYH5+fuyzXrx4Ueb2w4YNY9ufPn1aZ+1QFVXOwYYNG1gb16xZo9Jxly1bxvapUaMGf/fuXV01WWv69OnD2nb37t1i+79mzRq2zXvvvafR56xdu7bI9depUyet25+RkaH04qEt2v4O0tLSlO772tC2bVseAM9xHJ+SkqLVsVSFhIwBo8qX5+npyS6qjIyMMo/5zjvvsAt6x44dumyuTrh37x5rX58+fUo9B59++inbtmvXriWKsh9//JFtZ2Jiwv/7779Ftpk1a5bOHtIKatWqxQPg69evr9H+gwcPVrI26apdmrJ7927Wnk8++USjY2RlZfE///wz36hRoyIPkA4dOvAHDx5U+h7L4wY2efJklYWJTCbja9euzQPgq1atqhcRqco5uHDhAuvTyJEjyzzmsWPHmMDnOI4/fPiwLpusNfPmzWP92b9/f5H+Z2Vl8fXr12fb3LhxQyefBYCfNWuWLrrA161blwfA16tXT+tjafs7uHjxIuvf2LFjtWrLlClT2LFOnjyp1bFURQpChmJkyhFxkbWyfP7R0dE4dOgQAMDR0RGDBg0q9/api6OjIwvEKy0Y89atW1i9ejUAIUbgp59+KjHgcOrUqSygOS8vDwMHDiwSt6KL0gSFUcTJJCYmqhW3AADh4eFsxE6tWrVw5coVvSdh8/f3Z+dY3TgZmUyGX375BS4uLpgwYYJSfTA/Pz8cP34c4eHheOedd8p9aLM6cTJXr17F8+fPAQBdu3bVqrpzedKyZUuWF6SskUsJCQkYNmwYixlbuHAhevXqVe5tVAdxwG9xebJ+++03Nhqwb9++Stury9dff42xY8ey+e7du2t8LDFSyiWji/gYBfqIk8nLy9NbcWQFJGTKEXUCfsVVkT/66CNJ3pSNjIzYgyYuLq7Y6tFyuRyTJk1iwybnzZunVN+oOL799lv07t0bgDCEuXfv3uwBxfM8yyFjb29f4vBNdREH/JaWFr0wPM9j9uzZbP7jjz9GvXr1dNImbahduzYbln7t2jV2/soiJCQEbdu2xYQJE/Dw4UO2vEePHjh16hRCQ0MREBBQYblZ1BEyUh52LcbCwoIFyUZGRpY4Si8rKwuDBg3CixcvAAC9e/fGl19+WWHtVJXSShXk5eUhKCiIzX/++edafRbHcdi4cSM2bdqEbdu26eyFQUq5ZHQpZCo6MR7P85gwYQJmz56tlMuswtGbLcjAUcWcduTIEWbmmzNnTonbvXjxgreysuIB8NbW1vyrV6/KocW6YeTIkaxPly9fLnIONm3axNa7urrymZmZKh03NTVVKajU19eXz8rKUnJn9erVS2f9WLlyJTvuH3/8ofJ+e/bsUQp41XWwqzbMmTOHtW3Xrl2lbhsbG8sPGDCgiAupT58+/Pnz51X6vPIwKScmJrK29OzZs9RtxYHWsbGxOmuDOqh6DsaOHcvaevbs2WK3+fDDD9k2zs7OSsHxUiI7O5s3MTFhQaXi/v/xxx+sDwEBAXpuacmIXd/Hjh3T6lja/g569OjB2vLo0SOt2iKXy/kaNWowl7e6cZbqMnfuXNb2vn37lvvnlQRZZMoRsbourVTBzz//zN7SxowZo5MCb+VFabk+nj17hrlz57L5n376SeUMnFWqVMGhQ4dgZ2cHQEixPm7cOKXcG9omwhOjSRXsnJwcfPrpp2w+KChI7VTi5Ykqw7BTU1Mxd+5cNG/eHPv27WPL27Zti1OnTuHAgQNa5+nQBnt7e5Z4sTSLTFpaGitY6ezsXO65erSlrMR4v/zyCzZv3gxASNu/b98+pVT+UsLMzIxZNKOiotibuFwux/Lly9l22lpjyhOxRSYhIUF/DUHBs6FGjRrs/qcpHMcxq8yzZ8+U3MS6ZvXq1fjmm2/Y544YMUJvWbVJyJQj9evXZ5l1S3It5ebmsqRRHMdhxowZFdY+TSitCvacOXPw8uVLAMCIESPUrr/j6OiIAwcOsDT+f/zxh5IbR5dCRpOkeOvXr8fdu3cBCDEpCneYVPD19WXJ1woLGUUcjKurK1auXMkePnZ2dti6dSsuXrzIivfpE47jmHspISGhxARwYWFhrPSHvuOTVEFcc6lwYryLFy9i2rRpbP6XX37ROuljeaN4ScvLy2MPywMHDrCHsre3t1J+K6khlVwyycnJzKXr7u6uEyFQEQUkf/vtN3zyySdsfvHixRg8eHC5fJYqkJApRziOY77x+/fvIzU1tcg2//vf/5QC41xcXCq0jepSUhXs0NBQ/PrrrwCExF2KYF918fLywh9//MHmxW8Uugr0BYBGjRqxOCRVhExycjIWL17M5leuXCmpmj4AYGVlxerqxMfHIy4uDoDw3Xh6emLChAksdb25uTnmz5+P6OhojB49GkZG0rkViONkSkpYePToUTYt5fgYBR4eHqw8h9gi8+zZMwwaNIgJy48++kjnSezKA3EA7507d8DzPL7++mu27PPPP5fc70OMVISMLkoTFKa842T++ecfpQDsRYsW6f2alc7d6w2lNPcSz/P47rvv2HxxBdWkRsOGDZnFRGGRyc7OxqRJk9g2QUFBWgXlDhw4ECtWrFBaVqVKFVbsUReYmJiwKskxMTFlFllbtmwZsza9//77OivGqWvEVrBNmzZh4MCB8Pf3V8r4PGTIEERFReHrr79GlSpV9NHMUlGlVIEi0NfY2FgndZ7KG0tLSybQIiIikJWVhby8PAwbNoyVeujYsSNWrVqlz2aqjFjIREdH4/jx47h06RIA4YUjMDBQX01TCXH9KX0KGV0G+ioQu4Z1LWTOnj2LIUOGsPvl1KlTpeFC1EtkzhuAqgFe33//PQuG+vnnn5XWnTp1iq1r06aN3gKl1KVNmzY8IGTsjIyM5BcvXsz68dZbb+kk+FMulysFP+oiEVZhxMGupSUci4+PZ5lFzc3NWeZeKeRPKMz58+eLBPAq/tq2bcufOnVKZ59VXv0/ePAga/P8+fOLrBcHgPv4+Oj0s9VFnXMwatQo1u7z588rBZza2dnxiYmJFdBi3RAXF8fa3q1bN75z585sfvfu3fpunkoocslomktKgTa/g2nTprHzFhoaqlU7xDRt2pQHwJuamqo84KIsbt68yVevXp2199133y23xJjqQhaZcqa0Idhia8ysWbMkbYoVo3hjlsvlCA0NZSZlY2NjbNiwQSduCo7jsH79eowaNQp2dnb47LPPtD5mYVSNk/n888+Z6X/mzJmsTpQU8fT0LFLx3M7ODlu2bJFMHExZlDUE+/jx42zaENxKCsRxMosXL2ZWRxMTE+zevVsSw/hVpWHDhqzm2ZkzZ3Dq1CkAQhD9wIED9dk0lZFCLhmxlV7sttcWRZxMbm4uS1+hDQkJCejRoweSk5MBCPl8fvvtN8m4pKXRijeYkoTM3bt3sX//fgDCSI2hQ4dWdNM0Rmz6//TTT9lNYObMmfDw8NDZ55iammLbtm1ISkoqF1O1KkLm4sWL+PPPPwEIye/mzZun83boEmNjYwwZMgSAchzMmDFjJHPTKQsnJyc22q0415Kh5I8pjNgd+c8//7DpVatWGYTAFGNkZMTubVlZWWz5vHnzWCyQ1FEIGZ7nmXuvolE8E+zs7FC7dm2dHVccJyMW/prw7NkzvP3223j06BEAodr93r172cACKWAYdzYDxtbWFnXq1AGgLGS+//578DwPAJg2bZqkLoqyEAsZRQCzo6MjvvrqKz21SDPKqoLN87xSZP5XX31VxNohRb7//nscOHAAMTExko2DKQ1jY2M2PD42NlYp0ZZMJmMjsqpXr67zCu/lSevWrYtYXYcNG8YyWxsahWM6nJycMHz4cD21Rn30HfD79OlTPHv2DIDu4mMUiIXMggUL0LVrV5w8eZI9c1Tl9evXCAwMZElD3dzccPjwYcndU0jIVACKi/Tp06d4+vQpUlJSsGXLFgBCEODEiRP12Ty1EQsZBT/88AMzNRsKZeWSOXjwIDOZu7q6Gsz3ZGlpiT59+sDR0VHfTdEYhXtJJpMhNjaWLb906RJevXoFQAhsNpS3fwCwtrZWEs/u7u745ZdfDMalXJjCpQfmzp0ryYzkJaFvIVMegb4KWrVqpSRmQkJCEBAQAG9vbxw6dEglQZOdnY2BAweyIO569erh2LFjsLW11WlbdQEJmQqg8MilTZs2IS0tDQAwatQo1KpVS19N0whnZ2clC1Lfvn3Rr18/PbZIM6pVq8YSUBUWMrm5uUrJ/VasWGFQN2lDp6R8RYbqVlLQv39/AII16a+//mK1ywwRsZCxs7PDmDFj9Nga9dGFkNm5cyfq1KmDuXPnsrxGqiIWMrqMjwEE19+pU6ewZcsWNjoTEPLK9OnTB23atMHu3btLHK0pl8sxatQoJevn0aNHlUZ7SQkSMhWAWMhcv34d33//PZufOXOmHlqkHSYmJmjXrh0AIXeJuE6UoaF4Q3769CkbXg0IQ5cV7iZfX1/2ACIqBnHArzhORixkdFVAsCJZsGABDhw4gNu3bys9YAyRDh06sMD3JUuWqJzFWypoK2QyMzMxffp0vHjxAnv27MHIkSPLTOMgpjxyyIgxNTXFmDFjEBkZiZ07dyoJz+vXr+Pdd99FixYt8OuvvyqJMJ7nMWPGDOzatQuAYOE9dOhQubRRZ+htvJSBo86Qs7Nnz7Ihaw4ODmw6MDCwAlpaPty4cYOfNGkSv3fvXkkNP1aXSZMmFamBk5KSwtva2rLl586dK3ZfKQw71Cfl2f9bt26x8z9s2DCe54XvxdjYmAfAu7m56fwzNaGyXwPJycn8yZMnDbL/GRkZWg3jX79+fZEUB2PGjFH5XHTs2JHtl5KSovbnq4tMJuP//vtvvn379kXa7eTkxP/00098ZmamUjoNY2Nj/tChQ2UeV9+/ARIyGqLOl5eSklJsXo/jx49XQEvLDylcwNqyZs0a9n1s3bqV53menz9/vlKuhJJ4E/qvDeXZ/+zsbCZaWrduzfM8z+/fv599L9OmTdP5Z2oCXQOG3X9Nc8nk5eXxLi4u7HpUFNEEwH/00Udl5gSTy+V81apVeQB8w4YNteiB+sjlcv748eO8n59fkWdS7dq1leZ//fXXMo8nhWuAXEsVQNWqVYsEXrZs2RLdunXTU4sIBYWHYD98+BDffvstAKE4nrgIHlFxmJmZsXIdUVFRkMlkBh8fQ0gPTXPJ/P333ywIvWvXrlizZg1Lb/DDDz+Ume324cOHbMRnRbtsOI5DQEAAQkNDcfr0afTq1Yute/78OZtetWoVRo4cWaFt0xQSMhVE4Yv1448/NtjRCm8ShUcuffHFFywvxrRp09CoUSN9Na3So4iTycrKQkJCAquvZGpqahBlCQjpo0kuGZ7nsXLlSjY/a9YsBAYGYtOmTWzZ8uXLsWzZshKPUZ6Bvurg4+ODw4cP49KlS0qJDD/99FOlgr1Sh4RMBSEWMnXq1MGwYcP02BpCQYMGDViQYlhYGH777TcAQI0aNaRRQ6QSIw74/eeff1jl8Y4dOxrcUH9CmmgS8HvmzBlWw8jd3R09e/YEIIxA/emnn9h2n3/+eYkDIco70FddPD09sXfvXty9exeXLl1CUFCQvpukFiRkKghxevIpU6YYXIT/m4qRkRGzyiQnJ7P8Cl988QVq1qypz6ZVesRDsMUj/citROgKTYSMuLDnJ598omRZnzx5spK1ZubMmUqWGgXlmUNGG5ydnSVbELc0TPTdgMrCoEGDMGnSJMjlcqX8JIT+adq0qVJ16EaNGmHq1Kl6bBEBKFtkxEnxSMgQukJdIXPnzh0cOHAAAFC/fv1iLeuffPIJ0tLSsGjRIgDAhAkTYG1trbStQsgYGRkpxekRmkFCpoIwNTXF+vXr9d0MohjEcTIAEBQUBHNzcz21hlBQ3A2+Vq1aaNOmjR5aQ7yJiBO8qSJkVq9ezay2M2bMgJmZGeRyeZHtFi5ciLS0NLb9Bx98ACsrK/Tr1w9yuZzlRnJxcYGlpaVuOlOJIdcSUekRPzA7dOjAii4S+sXa2rpIpXFDK0tASBt1hMyTJ09YDF2VKlUwYcKEErflOA4rV67EpEmTAAilNoYOHYpjx44hPj4emZmZAPQb6PsmQUKGqPQEBgbCxcUFNWrUwE8//USjySRE4bpePXr00FNLiDcRKysrVtS3LCHzww8/sCHaEydOLLOALMdxWLduHT744AMAQE5ODvr3769kmZdSfIwhQ0KGqPRUq1YNUVFReP78uVJQNqF/xHEygGGWJSCkjSq5ZNLS0tiIJBMTE8yYMUOlYxsZGWHLli1saHNmZiZWr17N1pOQ0Q0kZAgCgLGxMUtoRUgHsZBp3rw5HBwc9Nga4k1ElVwyW7ZsYVXXhw8frtZ1aGJigh07diglnlNAQkY30J2bIAjJIraQFfcgIAhtKWvkUl5eHr777js2/8knn6j9GWZmZti7dy+6dOnClpmamhp84VCpQEKGIAjJ4unpia+//hojR47E/Pnz9d0c4g2kLCGzd+9etrxHjx5KVaTVwdLSEgcOHEDHjh0BAP369YOpqalGxyKUoeHXBEFIGhIwRHlSmpApXI5gzpw5Wn1WlSpVcOrUKdy4cYPcSjqEhAxBEARRaSlNyISGhuLy5csAgDZt2qBr165af56xsTHlQtIx5FoiCIIgKi2l5ZIpbI2h1AzShIQMQRAEUWkpKZfMrVu3cOTIEQCC2KFEmdKFhAxBEARRqRHnksnJyQGgXBzy448/hokJRWJIFRIyBEEQRKWmcC6ZxMRE/PnnnwCAGjVq4MMPP9Rj64iyIIlJEARBVGoKB/weO3YMubm5AIDJkyfDxsZGTy0jVIEsMgRBEESlRixkbty4gQ0bNgAQEtl99NFHemoVoSokZAiCIIhKjVjIrFixAqmpqQCAkSNHws7OTk+tIlRFIyGzbds29O7dG507d8bw4cPx+vVrtjwgIABdu3bF2rVrwfM82yciIgLDhg2Dj48PJkyYgKSkJLYuKysLX375JTp37ozevXsjODhY6fMOHjyIwMBA+Pn5YdGiRczkRxAEQRDaIhYyT548YdOzZs3SQ2sIdVFbyOzcuRNnz57Fpk2bEBYWhsWLF8PMzAynT5/Gnj17sG3bNuzevRunT5/GgQMHAAjly+fOnYv33nsP//77L9zd3bFgwQJ2zI0bNyIlJQWHDx/GsmXLEBQUhISEBABAbGwsvvvuO6xatQr//PMPHj16hM2bN+uo+wRBEERlR5xLRkGfPn2KVF8npIlawb4ymQxbt27FL7/8Ant7ewCAi4sLAODw4cMYPHgwqwr6/vvv48iRI+jXrx8uX74MS0tL9OvXDwAwfvx4BAQEICkpCfb29jh8+DBWr14NGxsbeHh4oHPnzjh27BjGjx+P4OBgdO/eHc2bNwcAjBs3DkuXLsWkSZOKbWNOTg4bPsc6aWICMzMzdbpaJnK5XOl/ZaSynwPqf+XuP0Dn4E3pv4WFBerUqYOnT5+yZbNnz1apX2/KOdCU8u6/kVHZ9ha1hMzTp0+RnZ2NEydOYOfOnbCxscHw4cMxePBgxMfHIzAwkG3r5uaGdevWAQDi4uKY4AGE4lkODg6Ii4uDtbU1Xrx4obTezc0NERERbF9vb2+2ztXVFYmJicjKyoKFhUWRNiqElpghQ4Zg6NCh6nRVZUoq+16ZqOzngPpfufsP0Dl4E/pvb2/PhEzr1q3h6OjIPAOq8CacA20or/43atSozG3UFjJpaWl4+PAhDhw4gMTEREyZMgVOTk7IyMhQGqJmbW2NjIwMAEBmZiasra2VjmVtbY3MzExkZGTA2NhYSZSUtq/iMzIzM4sVMmPGjMGIESOUO1lOFpkHDx7A0dFRJcX4JlLZzwH1v3L3H6Bz8Cb1v2nTprh+/ToAoVCpOG6mNN6kc6AJUui/WkLG3NwcADBhwgRYWFigcePGCAwMxJkzZ2BlZYW0tDS2bXp6OqysrAAIFpj09HSlY6Wnp8PS0hJWVlaQyWRKFpbS9lV8hqWlZbFtNDMz07loKQ0jI6NKefGKqezngPpfufsP0Dl4E/r/0UcfITw8HB07dsTAgQPV7s+bcA60QZ/9V+tTGzZsCFNT02LXNWrUCLGxsWw+Ojoazs7OAABnZ2eldZmZmXj48CGcnZ1RtWpV1KpVS+V9Y2JiUL9+/WKtMQRBEAShCT4+PkhISMCOHTtgbGys7+YQaqCWkLG0tES3bt2wefNm5OTk4N69ezhy5Ah8fHwQGBiIvXv3IjExEc+fP8f27dvRq1cvAICnpycyMzNx8OBB5OTkYPPmzWjevDkLGA4MDMSmTZuQnp6Omzdv4tSpU+jevTsAoGfPnjhx4gSioqKQlpaGLVu2sOMSBEEQBFG5UbtEwaefforFixcjICAA1apVw7hx49CuXTsAgrVk5MiRkMvl6N+/P/r27QtAcPd88803WLJkCYKCgtC8eXMsXryYHXPixIlYunQpevbsiapVq+Kzzz5j/kkXFxfMnDkTH3/8MdLT09G1a1eMHTtWB10nCIIgCMLQ4Xhx1jpCZeRyORISEtCwYcNK6xet7OeA+l+5+w/QOajs/QfoHEih/5XvrBMEQRAE8cZAQoYgCIIgCIOFhAxBEARBEAYLCRmCIAiCIAwWEjIEQRAEQRgsJGQIgiAIgjBYSMgQBEEQBGGwkJAhCIIgCMJgISFDEARBECrg5OSENWvW6LsZRCFIyBAEQRAGBcdxpf6NHj26zP33799fIW0lyh+1ay0RBEEQhD5JSkpi07t27cKCBQtw584dtszS0lIfzSL0BFlkCIIgCIPCzs6O/VWrVg0cxykt+/PPP9G4cWOYmZmhSZMm+P3339m+ioLEAwYMAMdxbP7u3bvo168f6tatCxsbG3h5eeHEiRN66B2hLmSRIQiCIJRo164dHj9+rNK2MpkMxsbGOvlcOzs7XLp0Satj7Nu3DzNmzMCaNWsQEBCAQ4cOYcyYMXBwcIC/vz8uXryIOnXqYOvWrejZsydre1paGgIDA7F06VJYWFjg119/RZ8+fXDnzh00aNBAF90jygkSMgRBEIQSjx8/RmJior6boRGrVq3C6NGjMWXKFADArFmzcO7cOaxatQr+/v6wtbUFAFSvXh12dnZsPw8PD3h4eLD5pUuXYt++fThw4ACmTZtWsZ0g1IKEDEEQBKGE+AFfFrq2yGhLZGQkJkyYoLTMx8cHa9euLXW/9PR0LFq0CIcOHcKjR4+Ql5eHzMxM3L9/X+s2EeULCRmCIAhCCVXdO3K5HAkJCWjYsCGMjKQTcslxnNI8z/NFlhVmzpw5OHr0KFatWgUXFxdYWlpi8ODByMnJKc+mEjpAOlceQRAEQWhJs2bNcPr0aaVlZ8+eRbNmzdi8qakpZDKZ0jb//fcfRo8ejQEDBqBly5aws7PDvXv3KqLJhJaQRYYgCIJ4Y5gzZw6GDh2Ktm3bolu3bjh48CD++usvpRFITk5OOHnyJHx8fGBubo4aNWrAxcUFf/31F/r06QOO4/Dll19CLpfrsSeEqpBFhiAIgnhj6N+/P9auXYuVK1eiRYsW2LhxI7Zu3YouXbqwbVavXo3jx4/D0dERbdq0AQB89913qFGjBjp27Ig+ffqgR48eaNu2rZ56QagDx/M8r+9GGCJS9Q1XJJX9HFD/K3f/AToHlb3/AJ0DKfS/8p11giAIgiDeGEjIEARBEARhsJCQIQiCIAjCYCEhQxAEQRCEwUJChiAIgiAIg4WEDEEQBEEQBgsJGYIgCIIgDBYSMgRBEARBGCwkZAiCIAiCMFhIyBAEQRAEYbCQkCEIgiAMjtGjR4PjOAQFBSkt379/PziOY/MbN26Eh4cHrK2tUb16dbRp0wYrVqwAAAQHB4PjODx+/FjpGHZ2dnB0dFRa9vDhQ3Ach2PHjpVTjwhNISFDEARBGCQWFhZYsWIFXr16Vez6zZs3Y9asWZg+fTquX7+OM2fOYO7cuUhLSwMA+Pr6wsTEBKGhoWyfyMhIZGVlITU1FbGxsWx5SEgITE1N4ePjU659ItTHRN8NIAiCIAhNCAgIQGxsLJYvX45vvvmmyPqDBw9i6NCh+PDDD9myFi1asGkbGxt4eXkhNDQU7733HgAgNDQUvr6+4HkeoaGhcHFxYcvbt28Pa2vrcu4VoS4kZAiCIAgl2o2X4/FLFTbkAZmsPoyNAXByrT/XriZw6RfVHQXGxsZYtmwZhg8fjunTp8PBwUH5eHZ2CAsLY9WZi8Pf3x979uxh8yEhIejSpQvkcjlCQkIwbtw4tnzEiBEa9Ioob0jIEARBEEo8fgkkPlN1a/0+RgYMGIDWrVtj4cKF2Lx5s9K6hQsXYuDAgXBycoKbmxu8vb0RGBiIwYMHw8hIEExdunTBsmXLkJSUBHt7e4SFhWHOnDmQy+VYu3YtAODBgweIj4+Hv79/hfePKBsSMgRBEIQSdjVV3JAHZLI8GBubAFzZm+vscwuxYsUKdO3aFbNnz1Zabm9vj/DwcNy6dQthYWE4e/YsRo0ahU2bNiE4OBhGRkbw8fGBmZkZQkND4eHhgczMTLRt2xY8zyM1NRUxMTEIDw+Hubk5OnbsqH0nCZ1DQoYgCIJQQlX3jlwuR0JCIho2bMgsHPqgc+fO6NGjB+bPn4/Ro0cXWe/u7g53d3dMnToVp0+fRqdOnRAWFgZ/f39YWVmhffv2CAkJwcuXL+Hr6wtjY2MAQMeOHRESEoLw8HB4e3vDwsKigntGqAIJGYIgCMLgCQoKQuvWreHm5lbqds2bNwcApKens2X+/v7YuXMnXr16hS5durDlfn5+CA0NRXh4OMaMGVMu7Sa0h4ZfEwRBEAZPy5YtMWLECPzwww9s2eTJk7FkyRKcOXMGCQkJOHfuHEaOHAlbW1t4e3uz7fz9/RETE4Pg4GD4+fmx5X5+fjh06BDu3btH8TEShoQMQRAE8UawZMkS8DzP5gMCAnDu3DkMGTIEbm5uGDRoECwsLHDy5EnUqlWLbeft7Q1zc3MAgKenJ1vu5eUFmUwGS0tLdOjQoeI6QqgFuZYIgiAIg2Pbtm1FljVs2BBZWVlsftCgQRg0aFCZx7KwsFDaT4GZmZmSC4qQJmSRIQiCIAjCYCEhQxAEQRCEwUJChiAIgiAIg4WEDEEQBEEQBgsJGYIgCIIgDBYSMgRBEARBGCwkZAiCIAiCMFhIyBAEQRAEYbCQkCEIgiAIwmAhIUMQBEEQFURoaCg4jkNycrK+m/LGQEKGIAiCMDhGjx4NjuMQFBSktHz//v3gOE5p2caNG+Hh4QFra2tUr14dbdq0wYoVKwAAwcHB4DgOjx8/VtrHzs4Ojo6OSssePnwIjuNw7NixcugRoSkkZAiCIAiDxMLCAitWrMCrV69K3Gbz5s2YNWsWpk+fjuvXr+PMmTOYO3cu0tLSAAC+vr4wMTFBaGgo2ycyMhJZWVlITU1FbGwsWx4SEgJTU1P4+PiUW58I9SEhQxAEQRgkAQEBsLOzw/Lly0vc5uDBgxg6dCg+/PBDuLi4oEWLFhg2bBiWLFkCALCxsYGXl5eSkAkNDYWvry98fX2LLG/fvj2sra21bvuZM2fg4eEBCwsLdOjQATdv3mTrvvrqK7Ru3Vpp+zVr1sDJyanYtlSvXh0+Pj5ISEjQul2GCFW/JgiCIJQ43TUcOU+zy9yOByCTyRBnnACuzK3LxqyOOXz/9VZ5e2NjYyxbtgzDhw/H9OnT4eDgUGQbOzs7hIWFISEhAQ0bNiz2OP7+/tizZw+bDwkJQZcuXSCXyxESEoJx48ax5SNGjFCzV8UzZ84crF27FnZ2dpg/fz769u2L6OhomJqalrlvXl4e+vfvj/Hjx2PHjh3IycnBhQsXirjUKgskZAiCIAglcp5mIyupbCGjIA955dia0hkwYABat26NhQsXYvPmzUXWL1y4EAMHDoSTkxPc3Nzg7e2NwMBADB48GEZGglOiS5cuWLZsGZKSkmBvb4+wsDDMmTMHcrkca9euBQA8ePAA8fHx8Pf310m7Fy5ciO7duwMAfv31Vzg4OGDfvn0YOnRomfumpqYiJSUF77zzDho3bgwAaNasmU7aZYiQkCEIgiCUMKtjrtJ2CouMsbGxziwymrBixQp07doVs2fPLrLO3t4e4eHhuHXrFsLCwnD27FmMGjUKmzZtQnBwMIyMjODj4wMzMzOEhobCw8MDmZmZaNu2LXieR2pqKmJiYhAeHg5zc3N07Nix2Dbcv38f7u7ubH7+/PmYP39+iW329i6wPNWsWRNNmjRBZGSkSv2tWbMmRo8ejR49eqB79+4ICAjA0KFDYW9vr9L+bxokZAiCIAglVHXvyOVy5rJRWDf0QefOndGjRw/Mnz8fo0ePLnYbd3d3uLu7Y+rUqTh9+jQ6deqEsLAw+Pv7w8rKCu3bt0dISAhevnwJX19fGBsbAwA6duyIkJAQhIeHw9vbGxYWFsUev169erh27Rqbr1mzptr9ULiGjIyMwPO80rrc3Fyl+a1bt2L69OkIDg7Grl278MUXX+D48eN466231P5cQ4eEDEEQBGHwBAUFoXXr1nBzcytz2+bNmwMA0tPT2TJ/f3/s3LkTr169QpcuXdhyPz8/hIaGIjw8HGPGjCnxmCYmJnBxcVG5vefOnUODBg0AAK9evUJ0dDSaNm0KALC1tcXjx4/B8zwTN2KRpKBNmzZo06YN5s2bB29vb/z555+VUsjQqCWCIAjC4GnZsiVGjBiBH374QWn55MmTsWTJEpw5cwYJCQk4d+4cRo4cCVtbWyX3jr+/P2JiYhAcHAw/Pz+23M/PD4cOHcK9e/d0Fh8DAIsXL8bJkydx69YtjB49GrVr10b//v0BCDE7z549wzfffIO7d+9i3bp1OHLkCNs3Pj4e8+bNQ3h4OBISEnDs2DFER0dX2jgZEjIEQRDEG8GSJUuKuGQCAgJw7tw5DBkyBG5ubhg0aBAsLCxw8uRJ1KpVi23n7e0Nc3MhRsfT05Mt9/Lygkwmg6WlJTp06KCztgYFBWHGjBnw9PREUlISDhw4ADMzMwBC4O5PP/2EdevWwcPDAxcuXMAnn3zC9rWyskJUVBQGDRoENzc3TJgwAdOmTcPEiRN11j5DguMLf+uESkjFN6xPKvs5oP5X7v4DdA4qe/8BOgdS6H/lO+sEQRAEQbwxkJAhCIIgCMJgISFDEARBEITBQkKGIAiCIAiDhYQMQRAEQRAGCwkZgiAIgiAMFo2FzI0bN+Dl5YVt27axZdu2bUNAQAC6du2KtWvXKo3nj4iIwLBhw+Dj44MJEyYgKSmJrcvKysKXX36Jzp07o3fv3ggODlb6rIMHDyIwMBB+fn5YtGhRkVTNBEEQBEFUTjQSMnK5HN9++y1L8wwAp0+fxp49e7Bt2zbs3r0bp0+fxoEDBwAAOTk5mDt3Lt577z38+++/cHd3x4IFC9i+GzduREpKCg4fPoxly5YhKCgICQkJAIDY2Fh89913WLVqFf755x88evSo2AqnBEEQBEFUPjSqtfTXX3/B3d0daWlpbNnhw4cxePBgODg4AADef/99HDlyBP369cPly5dhaWmJfv36AQDGjx+PgIAAVjL98OHDWL16NWxsbODh4YHOnTvj2LFjGD9+PIKDg9G9e3cmmsaNG4elS5di0qRJxbYtJycHOTk5yp00MWEZE3WFXC5X+l8ZqezngPpfufsP0Dmo7P0H6ByUd/9VSbKntpBJSUnBjh07sHXrVnz77bdseXx8PAIDA9m8m5sb1q1bBwCIi4tTKqZlaWkJBwcHxMXFwdraGi9evFBa7+bmhoiICLavuB6Gq6srEhMTkZWVVWwV0q1bt+KXX35RWjZkyBAMHTpU3a6qxIMHD8rluIZEZT8H1P/K3X+AzkFl7z+g+jk4d+4chg8fjmvXrqFq1aoaf56zszM2bNiAt99+W+Nj6JLyugYaNWpU5jZqC5l169Zh2LBhRb6AjIwM2NjYsHlra2tkZGQAADIzM2Ftba20vbW1NTIzM5GRkQFjY2MlUVLavorPyMzMLFbIjBkzBiNGjFDuZDlZZB48eABHR8dKmZYaoHNA/a/c/QfoHOiz/2PGjMFvv/2GZcuW4dNPP2XL9+/fj0GDBkEmk7FlGzduxIYNGxAbGwtTU1M0atQI7777LubOnYvg4GD07t0biYmJsLOzY/vUq1cPpqamLMwBAB4+fIiGDRviyJEjTECoew7i4+MBAI6OjqhevbpW58DW1hYNGzbU6hjaIoXfgFpCJioqChEREUoXjQIrKyslV1N6ejqsrKwACBYYcbl0xXpLS0tYWVlBJpMpWVhK21fxGZaWlsW20czMTOeipTSMjIwq5Q1MTGU/B9T/yt1/gM6BPvrPcRwsLCzwzTffYNKkSahRowZri/j/5s2b8cknn+D777+Hn58fsrOzcePGDdy+fRtGRkbo3LkzTExMcOrUKbz33nsAgMjISGRlZSEzM1PJoxAWFgZTU1N06tSpSH9VPQfi9ml7zqR03emzLWp96pUrV3D//n0EBgaiR48eOH78OLZs2YKlS5eiUaNGiI2NZdtGR0fD2dkZgGACE6/LzMzEw4cP4ezsjKpVq6JWrVoq7xsTE4P69esXa40hCIIgKg8BAQGws7PD8uXLS9zm4MGDGDp0KD788EO4uLigRYsWGDZsGJYsWQJAsPJ7eXkhNDSU7RMaGgpfX1/4+voWWd6+ffsiHgZNuHz5Mtq1awcrKyt07NgRd+7cUVq/fv16NG7cGGZmZmjSpAl+//13rT/zTUUti8zAgQOV/HGrV6+Go6MjPvjgA1y/fh0rVqxA9+7dYW5uju3btzMXj6enJzIzM3Hw4EH06NEDmzdvRvPmzWFvbw8ACAwMxKZNm/D1118jLi4Op06dYsO6e/bsiYkTJ2LAgAFwcHDAli1b0KtXLx11nyAIgihM1+Pn8CQrp+wNAcjy8mB8SzfxEXUtzPBv97dU3t7Y2BjLli3D8OHDMX36dDbYRIydnR3CwsJYhebi8Pf3x549e9h8SEgIunTpArlcjpCQEIwbN44tLxy6oCmff/45Vq9eDVtbW0yaNAljx47FmTNnAAD79u3DjBkzsGbNGgQEBODQoUMYM2YMHBwc4O/vr5PPf5NQS8hYWFgoWULMzc1hZWWFKlWqwNfXFzExMRg5ciTkcjn69++Pvn37AhDcPd988w2WLFmCoKAgNG/eHIsXL2bHmThxIpYuXYqePXuiatWq+Oyzz+Dk5AQAcHFxwcyZM/Hxxx8jPT0dXbt2xdixY3XQdYIgCKI4nmTlICkzW/UdcmVlb1NODBgwAK1bt8bChQuLTc2xcOFCDBw4EE5OTnBzc4O3tzcCAwMxePBg5grp0qULli1bxkbShoWFYc6cOZDL5Vi7di0AIZg1Pj5eZ0Li66+/hp+fHwDgs88+Q+/evVmIxapVqzB69GhMmTIFADBr1iycO3cOq1atIiFTDBoNv1bw1VdfKc2PGTMGY8aMKXbbFi1aYOfOncWus7CwwNKlS0v8nD59+qBPnz4at5MgCIJQnboWqscZyvLyYGyi1aNEo88Vs2LFCnTt2hWzZ88uss7e3h7h4eG4desWwsLCcPbsWYwaNQqbNm1CcHAwjIyM4OPjAzMzM4SGhsLDwwOZmZlo27YteJ5HamoqYmJiEB4eDnNzc3Ts2LHYNty/fx/u7u5sfv78+Zg/f36JbW7VqpVSGwHg6dOnaNCgASIjIzFhwgSl7X18fJioIpTRzdVHEARBvDGo6t6Ry+XMZaPPoNPOnTujR48emD9/PkaPHl3sNu7u7nB3d8fUqVNx+vRpdOrUCWFhYfD394eVlRXat2+PkJAQvHz5Er6+vjA2NgYAdOzYESEhIQgPD4e3t3eJ8Zn16tXDtWvX2HzNmjVLbbOpqSmb5jgOgHIuFsUyBTzPF1lGCJCQIQiCIAyeoKAgtG7dGm5ubmVuq0iwKh4R6+/vj507d+LVq1fo0qULW+7n54fQ0FCEh4eX6HEAhDQf4nxo2tCsWTOcPn0aI0eOZMvOnj2LZs2a6eT4bxokZAiCIAiDp2XLlhgxYgR++OEHpeWTJ09GvXr10LVrVzg4OCApKQlLly6Fra2tUrJVf39/LFmyBElJSfjkk0/Ycj8/PwQFBeH169cVFp8yZ84cDB06FG3btkW3bt1w8OBB/PXXXzhx4kSFfL6hIY0B6ARBEAShJUuWLFEqVgwIQ7TPnTuHIUOGwM3NDYMGDYKFhQVOnjyJWrVqse28vb1hbm4OQBhpq8DLywsymQyWlpbo0KFDhfSjf//+WLt2LVauXIkWLVpg48aN2Lp1q5KliCiA4wt/64RKSMU3rE8q+zmg/lfu/gN0Dip7/wE6B1Lof+U76wRBEARBvDGQkCEIgiAIwmAhIUMQBEEQhMFCQoYgCIIgCIOFhAxBEARBEAYLCRmCIAiCIAwWEjIEQRAEQRgsJGQIgiAIgjBYSMgQBEEQBGGwkJAhCIIgiAoiNDQUHMchOTlZ301RCym3m4QMQRAEYXCMHj0aHMchKChIafn+/fvBcZzSso0bN8LDwwPW1taoXr062rRpgxUrVgAAgoODwXEcHj9+rLSPnZ0dHB0dlZY9fPgQHMfh2LFj5dAjadOxY0ckJSWhWrVqAIBt27ahevXq+m1UPiRkCIIgCIPEwsICK1aswKtXr0rcZvPmzZg1axamT5+O69ev48yZM5g7dy7S0tIAAL6+vjAxMUFoaCjbJzIyEllZWUhNTUVsbCxbHhISAlNTU/j4+JRbn6SKmZkZ7OzsiohEKUBChiAIgjBIAgICYGdnh+XLl5e4zcGDBzF06FB8+OGHcHFxQYsWLTBs2DAsWbIEAGBjYwMvLy8lIRMaGgpfX1/4+voWWd6+fXtYW1tr3fYzZ87Aw8MDFhYW6NChA27evMnWffXVV2jdurXS9mvWrIGTk1OxbalevTp8fHyQkJCgVZuys7Mxd+5cODo6wtzcHK6urti8eTP7PIVrKTQ0FGPGjEFKSgqMjY3h7OyMRYsWYfHixWjZsmWR43p6emLBggVata00TMrtyARBEIRB4vdjFzx5/VSFLXnkyWQwMTYGoP2bet0qdRA2LVTl7Y2NjbFs2TIMHz4c06dPh4ODQ5Ft7OzsEBYWxio0F4e/vz/27NnD5kNCQtClSxfI5XKEhIRg3LhxbPmIESPU61QJzJkzB2vXroWdnR3mz5+Pvn37Ijo6GqampmXum5eXh/79+2P8+PHYsWMHcnJycOHCBa2tJSNHjkR4eDi+//57eHh4ID4+Hs+fPy+yXceOHbFmzRosWLAAkZGRePjwIZo2bYrU1FQsWrQIFy9ehJeXFwDgxo0buHr1Kv73v/9p1bbSICFDEARBKPHk9VM8Sn2k72aoxIABA9C6dWssXLiQWQ/ELFy4EAMHDoSTkxPc3Nzg7e2NwMBADB48GEZGglOiS5cuWLZsGZKSkmBvb4+wsDDMmTMHcrkca9euBQA8ePAA8fHx8Pf310m7Fy5ciO7duwMAfv31Vzg4OGDfvn0YOnRomfumpqYiJSUF77zzDho3bgwAaNasmVbtiY6Oxu7du3H8+HEEBAQAAJydnYvd1szMDNWqVQPHcbCzs0N2djZsbGxQtWpV9OjRA1u3bmVCZuvWrfDz8yvxWLqAhAxBEAShRN0qdVTcUvcWGU1YsWIFunbtitmzZxdZZ29vj/DwcNy6dQthYWE4e/YsRo0ahU2bNiE4OBhGRkbw8fGBmZkZQkND4eHhgczMTLRt2xY8zyM1NRUxMTEIDw+Hubk5OnbsWGwb7t+/D3d3dzY/f/58zJ8/v8Q2e3t7s+maNWuiSZMmiIyMVKm/NWvWxOjRo9GjRw90794dAQEBGDp0KOzt7YvdvlevXvjvv/8AAA0bNkRERESRba5duwZjY2P4+fmp1IaSGD9+PMaOHYtvv/0WxsbG2L59O1avXq3VMcuChAxBEAShhKruHblczlw2CuuGPujcuTN69OiB+fPnY/To0cVu4+7uDnd3d0ydOhWnT59Gp06dEBYWBn9/f1hZWaF9+/YICQnBy5cv4evrC2NjYwCCGyUkJATh4eHw9vaGhYVFscevV68erl27xuZr1qypdj8UriEjIyPwPK+0Ljc3V2l+69atmD59OoKDg7Fr1y588cUXOH78ON56660ix920aRMyMzMBoETXlaWlpdrtLY4+ffrA3Nwc+/btg7m5ObKzszFo0CCdHLskSMgQBEEQBk9QUBBat24NNze3Mrdt3rw5ACA9PZ0t8/f3x86dO/Hq1St06dKFLffz80NoaCjCw8MxZsyYEo9pYmICFxcXldt77tw5NGjQAADw6tUrREdHo2nTpgAAW1tbPH78GDzPM3EjFkkK2rRpgzZt2mDevHnw9vbGn3/+WayQqV+/fpntadmyJeRyOcLCwphrqTTMzMwgk8mKLDcxMcGoUaOwdetWmJub47333oOVlVWZx9MGEjIEQRCEwdOyZUuMGDECP/zwg9LyyZMno169eujatSscHByQlJSEpUuXwtbWVsm94+/vjyVLliApKQmffPIJW+7n54egoCC8fv1aZ/ExALB48WLUqlULdevWxeeff47atWujf//+AISYnWfPnuGbb77B4MGDERwcjCNHjqBq1aoAgPj4ePz888/o27cv6tWrhzt37iA6OhojR47UuD1OTk4YNWoUxo4dy4J9ExIS8PTp02LjdpycnJCWloaTJ0+iZs2asLW1hY2NDQBg3LhxLGbnzJkzGrdJVWj4NUEQBPFGsGTJkiIumYCAAJw7dw5DhgyBm5sbBg0aBAsLC5w8eRK1atVi23l7e8Pc3ByAMFxYgZeXF2QyGSwtLdGhQwedtTUoKAgzZsyAp6cnkpKScODAAZiZmQEQAnd/+uknrFu3Dh4eHrhw4YKSuLKyskJUVBQGDRoENzc3TJgwAdOmTcPEiRO1atP69esxePBgTJkyBU2bNsX48eOVrFZiOnbsiEmTJmHYsGFo164dVq5cyda5urqiY8eOaNKkiU7PWUlwfOFvnVAJqfiG9UllPwfU/8rdf4DOQWXvP0DnoLj+8zyPpk2bYuLEiZg1a1a5t4FcSwRBEARB6ISnT5/i999/R2JiYqkxRbqEhIwWPHhmghLyKxkcT17yqFEFMDOVXvppgiAIwjCoW7cuateujZ9//hk1atSokM+sfHYwHXDzLo8BnwNd5tTDzTh9t0Z71v6Ph11/Ht1n8ZDJyNNIEARBaAbP83j27BmGDx9eYZ9JQkYDjl8CDpwBeJ7DV1v13RrtePqKx/xfBPFy6jrw7xU9N4ggCIIg1ICEjAZM7g/Y5we77/8PuHzHcK0YK3fwyMgqmP812HD7QhAEQVQ+SMhogKU5h88/KJj/cpNhPvyfvOSxbp/ysr9OAanphtkfgiAIovJBQkZDxgYC9WvnAQCOnAfO3DS8h//KHTwys4Vp6/zs1JnZwJ5QvTWJIAhCJ1BmkcoDCRkNMTcDPuqXzOYNzSrz+AWPn/YL0xZmwPYvCkYrGbJ7KTePx8SVcnhPluPOfcPtB0EQmnP5Do+6/Xh0mChHWgbdB950SMhowUCfdLjkl7AIuQr8e9lwfjDfiKwxk/sDfX2BJkLZD5y6DsQ/Mpy+iJm7nsfPB4FzEcDMHwyzDwRBaA7P85i2hsezZOBCJPC/UH23iChvSMhogYkxsFCU7+eLTbxBmDOTnvNYv1+YtjQH5g7jwHEcRvUssMr8dlQ/bdOG3f/yWPO/gvng80DsQ+l/HwRB6I7jF4UXGQX7/6N7wJsOCRktedcfaNFImA6PAI6c0297VGHFnzyycoTpyf0Au1qCgPngbSC/0Cp+O2oYokxB5D0eY1cUbe/6/YbTB4LQJ5nZPGIeGNbvvjA8z2PRNuX2H78EZGQZbp+IsiEhoyXGxsDisQWWDKlbZZKe89h4QJi2NAfmDi9ou0MdDt3ya6XFPQJO39BDAzXgdQaPgV/wSM8U5gd0EmKYAGDLYcO/icnlht1+QvpkZfPwncrDbQSPpb/puzWa8+8V4Owt5WWZ2YKVhnhzISGjAwZ0Btq4CtNXY4B9p/TbntII2l5gjZk6AKhbU7kkgdi9ZAhBvzzPY9wKHlH3hflWjYE/vuTwrr8wn5wG/HlCf+3TBp7n8d1uHlV78Qj4WI7sHOl/H2Xx4AmPYxf4N0Kc/RPOw2ko8OG3tsjO0XdrtOPb3cCVaGF62e88kp4b3vfD8zwWbS1o9wc9Ctb9fcbw+iPmp31C4PKJS4bdj/KChIwO4DgOS8cVCIAFW6SZ6j/xGY+NB4VpKwtgzrCidZUGdAJs8odi7w6RvjVj7f+EdgJAVWtg7xIOVhYcpg0s6Nu6fdK2khVHdg6PsUE8Zv0oWJpOXkYRk7mh8eAJj9Yf8ujxCY85Pxl2Xw6c5jHgcx4PngIh163wqwHGlClIfMZj2R8F30dWDrBqp+F9P6FXgf/yrchNGwAbZnMsrcTBM5DkPVkVHj3n8dFaHhcigWGLeBqFVQwkZHREr7cA7xbCdEQ8sOtf/banOIK28+zNceoAoE6NokLG2pLDkHxrxusMIXOxVDl9g8ec9QU/6t/mc3BxEPrk1YyDV1Nh+bUYIPxWcUeQJk9e8ug6k8e2I8rLV/wJXLhtmDcxnucxcRWPl6nC/Nq9QlyTIfL3fzwGL+CRm1ewbOUOIC/PMPvz6YYCt6yC9X8L5UsMCbHQ/3KU8ELTs70w/zylqMvJUPgtGJDLhennKcAPf+m3PVKEhIyOKGyVWbiFl9SN7eFTYVgyICS/K84ao8AQ3EuPX/AYupBHnkyY/2wE0K+Tcp+mDlC2yhgCV6N5tBvPs5uupblgJQOEm9moZTyysg2jL2L+OCYkjlQgk0FJhBoKf//HY8jCAhFjZSH8j3sE7JTgy0tZnL3JY/txYbpmVWBkvjsmMxtYbUBWmbBrPMKuCdNNGgDvdhWm+/kW3AP+Pm04/VHA8zy2HFZu98odPFLSDK8v5QkJGR3S1ZODfxthOjZRWkOYg7bzyMkVpqcNAGyrlyxkOrUCnOyE6ROXBdOzlMjL4/HeIh5JL4R5/zbAkg+L9ufdrkCtasL0/0IFS4eU+V8ID5+pPB4+E+YdbIH/fuSwexEHzybCsqj7guvSkHjyklfK6VPVWvj/TzgMyue/v5AlZkR34MDygvXLfjes2B+5nMcM0feyeCyH5RM5Fii/bj/wPNkw+iOOjfliJAdjY+F+0NtbGJABAPtPG1623zM3gZiHystevQa+221Y/ShvSMjomCUiq8yibbwkAjQfPOHxyyFh2toS+OS9kkUMABgZcRjZU5iWy4W3aSkx/5eCt696tYGdX3EwMSnaJwtzDh8GCtO5ecCmQxXXRnWQy3l8tUWOoQsLkhS+1QK4+DMHzyZC336dz8HMVFi3aqfwJm0oTFtT4FJ6rxvw48yC72r2OmnGkxVm3ykeQxYUWADffxv4db7w4uLlJlRdjUyQdqB/YbYdAS5FCdMtnYGJfYF6tTmMf0dYlp4JfPc/6X83/13nEXJVmHZ1AN7rWrCuZlUOnVsJ03cTgdv3Krx5WiG2xiz+kINJvij7djfwIkX6301FQUJGx/i05NCrgzB9/wmw+R/9tgcAlousMR8NBGqXYo1RMLKHsntJKm8yf4XxWLlDmDYxBv63iCs21kfBpH4cy42z4W9pufsAID1TcJEt2lawbGQPIGQNx/L7AECLRhwb5s/zwOjlvOQDsQFgbyjPanfVrgZ8P4PDiO5gFqYbd1EkFkhq/BWm7Mb8oAewbV7BW//Uvils269/l85vpTRS03nM+7mgnWunF7wMfDq8QDT/sBd4mSrt/ohjYz7/oOhLjbJ7qcKapTWvM3g2kKGaDfDJe0KNP2GdYQZklxckZMoBsVVm6W88MvUY03D/Cc8sETYqWGMUNK7PwTf/TSYyoeDNTZ9EP+AxennBufx2GoeOLUvvT6N6HHp7C9MPnwEHz5ZnC9Xj/hMevtN47A0T5jkOWDmZw7b5HCzMi/Zr9rtAh+bCdMxDIWeRlHmZymPqmoI2fj+Dg211DkZGHL6dqpx7SaojMfaG8nj3qwIRM7IHsPWzAhEDAJ3cs9AuX5hdjTGMpJhLfuXx9JUwPcgP8G+rnE9K/MBcI2GrzJmbPE5eFqYb1xfcfYXp51swbUhZfv8XAhaEPawbYGnO4YuRBSLz+73Sd5dXFCRkygHPJhwL0Ex6AVYOQB8s+73Apz99MFCrmmpCBkChkgX6/cGkZ/IY9AWP1xnC/LAAYNpA1fYVB/3++Jc0fvhnbgpBvddihPmq1sChIA6f5JeLKA4TEw7b5hXEMKz5n2BWlyof/8DjyUthuk9Hwa2koHPrgt/I45dC7S+psTeUx7uLCkTMqJ7AlkIiBhAE6Lz3C+aX/iZtq0z0Ax5r9wjT5maCeC7MZyM4mJoI02v3AMmvpdkfcWxMcdYYAHCy5+DhIkxfjBKGMxsCYrfS2EChX451OUzsKyzLyBKytBMkZMqNRWMLXBrL/9DPG2fCYx5bDgvTVayAWUNVFzEAMKSLUBkbAHacBHJy9fOj4XkeE1byuBUvzDd3An7+pOQHfmHe9gIr7vnvFf0P+93yDw//GUJRO0B4kwxfzyHQu+z+NG3I4etxBS6mMUE80jOldzM7co5nwe7VbID1s4t+XysmFTwsV+0UYrmkwp58ESPLFzGjewGbPy0qYhT09QHcRaVKQq9WUEM1YNaPBS83c94TrJaFaWjHYXQvYTo1XXj7lxrht3gcvyRMN7IX4pZKQmyVOXCmfNulC+7c53HmpjDt3gho17Rg3bwRHLsvr98vvcEY+oCETDnRsjHH3kCfp+jnRqBkjRmknjUGAKrZcBjQWZh+kSKMMtEHP+0ryM5rYwn8tZSDjZXqfTEy4jBFZJX5SU/1l2QyHrN+lOPDFQXfS9e2wPkNHJo7qd6fmUOAju7C9N1EKMU6SIHUdCFnjILVUzjUty3aP1dHjlnVMrOBzyXiKvtfiDAqTiFixgQCm+aWLGIAwMgImP+BsktZihw5x7PfsYOtYHkpiXkjODbi57vdPFLTpdWnwrExpsVYYxT08zGsYdhbxdaY3sovAfa1C343WTnCfb6yQ0KmHPlqDAej/DO8cgdfoebZe0kF1piq1sCsd9UTMQr0nVPmXASPj38s+Nyt8zg0aaB+X0b3EnKyAMCvwUIgXUWSm8djxBIe3+0uWDZ1ABC8ilNbYBobc9g6j2P9+WEvEHpVOjezTzcIGW8BIKAdMLZ3ydt+OYpDzarC9O9HgUtR+u3H7n95DFusnohRMNRf2fIXfks63wkgWFTFw+C/mczB2rLkfjWqx7G8MslpwI8SSsR2/jaPoxeEaSc7sFGWJdHGDXCsI0yfvAzJiTIxeXk8fg0Wpk2Mi7c0zR1ekLX4l0OC9b0yQ0KmHHFz5DAq/weWnAZ8W4Fj/7/+vcC3P2OwMAxREwI8hSHOgGCReVaBeSXu3BfSwCusF7PfBQZ30awfNapwLBDwdUbFDinPzhFGvSiyPZsYC+nTf/zYqNS3yNJwc+SwfELBvmOWSyNgNvQqjw1/C9NWFmW7AGtU4bBglPJwbH3Fl+z+l8fwJQUiZmy+iDEyUu07MjbmMO/9gm2/ltib8g97gegHwrRPS+WYpZKY/37By9jqXXyFvwCUxGKRNWZ+GdYYQEhYqnAv5eYBwedL3VyvBF8Q4sYAwWVZXM4v2+ocZg4WpnPzhODtygwJmXJmwaiCOIDvdldMgqn4RwXp7ataAx+rGRsjxtiYw/v5AiBPBuyooAKMt+/x8JvOsx90p1bA8oma9wMomum3Ih6YWdlCZW5FqQdzM2D/Mg4T+2nXFwD4aJBwXgDg3mNg7gb93swysniM+6agDcsncMXGXxRmcn8h/wcAnLpesWUxXqby+PkAjy7T5UrupA97A7+oIWIUvP92wZv/P+FCpmYp8OQlj8X5DzuOA76frlqMmYtDwQvAy1TBzatvLkbyOJw/MqxBXbCXxbIwlCy/W/5RdiuVxOz3OFSzEaa3BQOxD6Xbp/KGhEw542TPYVx+gqm0zIoZnSG2xswcIrz1asOoXhXrXroVx6PL9IIRL61dhbgYTa0XClq7ciy2JCJeeGiWJ+mZPPrMK7jpWpoDB5dz6K1CUK8qGBkJLiZFmvz1+/WbKXfBZh53E4Vpn5aqjyozM+WURs7MXc+Xa2B5eiaPnSd59P1MDrv+QjxP2DUheBoAxr0D/DxHfREDCH35dHjBfuJijPrk8194pKYL0x/2Bto2Ub1vn39QMHBh1U79B5cvFlkf5r/PwcxUtb74tQZ78P9zTnD3So2nr3iWIsK+FtDDq+Rta1ThMDs/ZEAmM/yistpAQqYC+PyDgiGzP/4FxDwovwvubiKPbfn+1Wo2wMdDtH9oNnfiWNT8lWhBaJQX12N5dBGN6PFsApz8jlMpiZ8qVFT9pdcZPALn8jiRP6rC2hI4spJDdy/d9ENB4/ocvplUcMwPV+gnKPPCbR7f/U+YNjcTRvioIwT6+gJdROU9dP3mn5vH43A4j/eXyFG3P49hi4QHhrjwY5MGQm6ijZ9oJmIUjO0N1K0pTO8N0/8ouct3lOPlvh6vXt+aNFAeuKBwHeqDy3d4HMp/0DvWEWKYVMXUhEPvt4TplDSw7OBS4o9jUBruX9xwcjFC2IAwvf24/q81fUFCpgKob8thSn9hOjMb6DCJL5c35yt3eHT7uMA8/vEQDtW1tMYoGNWj/K0yV+4IVZ9f5CdKbd8MOPEtp3F8T3EM8gPq1BCm/zpVPkMXk1/zeHs2zyw+Va2BY6s4+LXWrYhRMLk/WI2v+0+AT36q2JtZdg4wdgXPKvR+NVr9gGyO47B6SsGb/+Jfea0zysrlPP67zmPKt3LYD+DR+1OhQKK40nO92kLs1eVfOET+zuHjodqJGEBIXPbJuwVD5Jdv19/Dhed5TF/LM2vTwtGlZ8IuiS9GFnw3K3fqL6u0ODZmnhrWGAVSdi/xPI/NIrfSmMCy+1bVmsPcYQXX2ldbpdWnioKETAXxxUgOzRoK069eAz3n8Fj7P93FafwWLBQcTHgszDvWEdS6rhgWABbr88cx6DzV/8VIQYQpavJ4twCOrdadEFNgbsZhQh9hWiYDfj6o2368TOURMIvHuQhhvkYVwaJUVgZibTAy4rDlMw42ilEMB4GjFyruhrbsD8FVBwBt3YRU6prQtknBKJlXr5UfWurw5CWPz3+Rw2koj84f8Vi/H0wcA8J3Mr4PELKWw/3/cVg11Qhtm6iel0gVJvUreFP+8wQQ90g/D5gdJ8AqqTdpoLq7rzDNnTgM6SJMP3kpXGMVzdVonuWAqW9bkK5fHXp2KLiP/S2xIpIXIwtqQfm2EgL6VWHawIKXs90hglW7skFCpoKoWZVD+PqCdPkyGTDzBx4frtCusGRuHo/pa+UYtYxHVo6w7K0WQoI1XYqAWtU4vJPf9scvwRJR6YJzEcLDPzlNmPdtBRxdzaGaTfk8/Cf2LciP8fMB3SX6e5YsJLq7fEeYr11NeFi2a1p+IkaBkz2H1aK0/x+uqJjh/pH3TRG0XZg2MRYy35ZlDi+Nr8cXDCtft0/IQqsqD54IvwWnoTyW/Q42BBwQ4pPe7Qr8vYxD0j4OP88xQpc2qg2r1gQbKw4zhxTEL6zQg1UmPZNXCgBf85H6FgwxX4ws2HfFnzyyKrj0ijg25rPhHMzN1O9LVWsO3TyF6QdPgavRumqd9hSXyVcVrC05zBPlA1q4hYQMUY5Us+Hw9zJOKZ351sNAlxk8kjRIm/3kJY9uM3n8IEq2N7EvELq2+ARk2lIeOWXO3BTcMIpAxC5tgCPfcKiiRsI7dXGow6GfjzD9+KVuKhYnPefh9xGPG3eFebuaQNgPHDxcyl/EKBjfB+jeTphOfAaM/Jov11FyeXnAp5trMZ/+vPehdX/r23KYOyz/+DIhJ01ZxD7kMW6FHI2HCb8FhaA3NgZ6dQB+/4LDk7857PzKCH19NXsAasK0gUJGbUAYVfLwacU+YIK280h8Jky/0xHo2UG7frdszGFgfoLMpBcVW03+emzByL96tcEGUGiCknvpjDQe+hlZPHacFKatLcGsX6oyqZ9gpQIES9PFSGn0q6IgIVPBGBtzWDbBCDsXFrx5nosAvCbyal185yJ4tB3H478bwryZqTBcdMMnRuV2o+71lmBlAID9p4Hk19od79Q1Hj0+Kaif1M0T+GeFell7NUWXQb8PngKdP+IRmSDM17cVRIw62Xp1Acdx2Pwph6rWwvzBs4DrcB4/7tV91e/cPB4LtgC37gkXcXMnIahdF8wZxsG+ljC9/z8g7Frxbb8Vx2PEYjmavM9j8z8FgbtWFsDHQ4GE3RwOrzTC+2+XrzAuiRpVCjKw5uRWbLXi+Ec8Vu4Upk1NoFSkUxu+FOX8CfqTR3aOTg5bJmI346fDiy+qqip9fQqmpVIN+69TYC9z7/pD7XughTmn9PtbUMmsMiRk9MS73Tic/pFjOScSnwGdPuLxx7GyL8BfDgo5Vh49F+br2wKnfuAw7p3yvVmbmXIYHiBMZ+cAu0M1P9a/l3n0msuzwMu3vYCDQRysLCrmgePfFixm6b8bwM27mv3wHzwzQZfpwkgbAGhoJ3wXqvq3dY1jXQ6/f14QL5OcBny0VhC9usj+m5PLY9MhHk1G8Fjxp7DMyEhwKelKQFtbckoja2b9yEMuL2j7pSgeAz6Xo+VoHn+eAAsyrmoNfP6BIGC+nWZULlZJdfl4aMELy88HheG15U38IyGLtEJkzBwilIPQBa1dOSYEEp8BW4/o5LAlkpcnxBL+lW81taspWB61oV5tDu2bCdPXY4XzpW9UzR1TGh/2Fu4/gJDw78xN/feroiAho0faNuFw8WcOvvlJzbJzgA+W8pjzkxwyWdGLMDuHx8SVckxYySMnV1jWqZUw4qJD84q5aYvdS78f1ewYxy8KI0gysoT5wLeE2AVLLd6y1IXjOEzpr51VJuYh8N6yuriXH2DtUl8QMc4qJIErT/r6cojeXhA4CwA34wD/GTzeXSjXqDhjdg6P9ft5uA7nMf4bHvFJBesWjILOr7+RPYT8QYAw5P+PY/kWvNlyeE3glZLm1a4mxNbc/x+HpeONdDZUXxfYVi8ILs/MFmoWlRd5eTxW7eDRYhSP8Pxg87o1lWNbdMGC0eJYGSAnr5SNteD0DR6e45XLKnw6XDf3CbF7Sd9FJOMe8Qi5Kky7ORbUUVMXM1PlLNlfSqR2WUVAQkbP1K3J4eR3BTc7QKgE3PtTHq9EwZqJz4T8Kj+LRgtMHwScXMOhbs2Ku3G3cSuo8nv2FhD/2ESt/YPPC0niFHEMfX2EZHfamIo1ZWRPMMvF78dQZnBsdg6PcxE8vtstCALvyUDSS6H/TRsI7qQGdaXxELWvzeHXz41w9icOnk0Klu8OAZq8z2Ppr6oFa2Zm8/hhL4/Gw3hM+ZbH/ScF6972AnZ//hhfjtJ9+42NheHYCsZ9I1ghj10s2KZebSHvy73dHOZ/UH7B4dryyXsczEyF6XX7oPS71hUXI3l4TeQxZz2PzGxhmYMtsHcJh6rWuj0vnk0KBi3cfwLsO22j0+M/eclj9DI5Ok0riDkDhPg/TUddFUZcDVvfw7C3HVEO8tVm9NzIHgX1vkKuCpbvygDHS2n8mQEhl8uRkJCAhg0bwshIez3I88Iw0RnfF2TldXUADizn8CwZGLKwINOthZkQD/P+2/q5ca/aIdwwAcDfIwN+ba0g54XgTJks/79c+FMsk8mFN7dd/4JZkwZ0AnZ+pd1ICm2Z8q0c6/cL02s+4jBDlEDwwRPhzfbcbeH/leiCtotp6Qyc+E6z/BwVgVzOY+thoUq2ItEgADSyB76bxqGvL4rcPNMzeWw8IBQ7VZSJUNDbW4iV8GrK6/Q3UBz95smLvDE3shfezEf3QoUF7paEqveBiSvl7CVk8YecUqyJNqRl8PhyM4/v9xa42DhOeMlZMq78YoPO3+bx1iThHuBom4uYHaYwN9PuGsjL47H+b+DLzTxS0gqWt3EF1n3Mwdtdd33heR5uw3nEJgpB4U//1jxflTbPApmMR6N3hSKrxsbAg/9xsK+tXT+3H+Px/lLhu+noDpxep9vUAoXR9bNQE0jIaEh5fXmhV3kMXlCQFM7GUhiFoRA3De2Av5ZwaqUY1zVJz3k4DC5IgKYJQ/yB7V9qX3ZAWyLiebiPEn4CLvWBSf04hEfwOHcbbMRHSVhZAF1apmPbF9awrSF942byax5fbeXx4z6wpImAYFlZO51D04Yc0jJ4/LRfCEwVix5AeIv9chQHz/xrryJuYNEPeLSfKDzYmjYQCgQO61Z2xtOKQtVzEPeIh9sIIVllzapCHI+2Qe2HzgpWMvEwcw8XoVBn+wpwNff8RM4qULd1A/r6CJaatm5QO6ngmZs8pn7H43pswbLqNoLLcGJflMsw+U/WybF6lzD92+ccPuhR8ULm2AVhwAMgjCw7GKT970gm49FqDM9y0qyawmHqAJSb1ZuEjAFTnl/evSQe/eYrm1UBIKAdsGOB7tL1a8MHS+UaVZDmOGBML2DjJ9rlG9El/jPkCL1a9nZujsBbzQFvdw5vNQeaN+SRmKjfH7AmRMQL2V7/vVKwzMRYEJfHLionjwOAwV2EOIvCQ6sr6gaW8FiwRrZrqv4DsrxR5xyM/FrO4soWf8hh3gjNBFnScx4zfuDxv5CCZZbmwFdjOHw8FBX2cnD2ppCEszB1awrD3nt7c+jeDqW6/J6+4vHphoIitwrGBgpFYsvTyvnfdSFhIiBk/N6zRLNrWJvfwXtfybHrX2H6r6UcBnTWTX/3hPIYsqDgu7GtLmQAn9yPg10t3Z3TxGc8dv/LY/vRLBxeZYE6NUnIGBTlfRNPy+AxejmPvWHC/NxhwtuJVB7+2Tk8Tl3nkfDgKezt68DUWEgyZ2IMGBsJf2xatLy6DXT6Q9IFf4XxGPSl8s+gihXQoXm+cGnBoUNzISmgGCm8iWgKz/P4KwyYtU457kUBxwkJ5D7/gIO7c/HflyH3X1eocw4i7wmBuIo7roUZ4O4MeDQGWjXm4OEiTJeUyFIu57HpkFDlXOx66d4O2PCJfoLMf9onx/f/y8Gdh2bFrjcxFhJcBr4lWGuaNRTcmHl5PDb8DXxRyI3U2hX4ScdupJKQyXjY9efxPEXI3fL8gGaxepr+Dl6m8rAfIAzcsK0OPNyrOze7XM5j5NdCSQ4xZqbAsG7CaDpNcz49SxaeSztPCmVYFNfzT7OAyf1JyBgUFXETl8t5nLwsmKI99ehKKok35UHG80IitcgEHm3dOHi3EG64ZZmz34T+Z2Tx+OZPYSh1Vo4wlHpEd6GqcNOGb37/tUXdczBskRw7T5a+TYO6gqDxcCkQODm5wKTVPM7cLNiudjUhrmt496IxThWFov9Glg0RfJ7D4XM8TlwGG5FYGCc7IR9VeARwLaZgeXUbYOk4DpP6lY8bqSTGBsmxNb+g5qEVmlWm1/R38ONeHh+tFR6/s4YCq6fp/jd0/jaPNf/j8b9QZXcyINRnmzmEwzsdy7Z0Jr/msf+0IF5OXC56LEAY/r3pUxIyBgXdxOkcvEn9T3gsjAjybwO4OKh2M3+T+q8p6p6DlDQhiPpilBAPEptY8EarDqN7CbEPha2EFU1x/c/KFt7U/wnn8c854G5i6ccYEwgElbMbqST+/o9H/8+FL2B8H+DnOepfx5r+Dtp+KMfVfDF3c1vJlk9d8OAJj3X7hGsvOU15nUt9YMZgIXheHLeVnilUiN95kseR88UPdHBzBN7rCvg2TUQ37/oUI2No0E2czgH1v3L3H9D+HKRn8rgVLyRmux7L4/pd4MZdsGzXhXGpL8SXdfWUhoVWlf5HP+BxOBz45xyPsGsFGZhbuwLrZpZvQdWyyMjiUbuPMGS9bk3g0V/qVz/X5Bq4Gi0kqQSA9s2A8xsr5veTnsnj12Bg7R4e0Q+U11WzAca/A3g15fDXKUHEFGdZa2gniJf3ugnWQp4v/9GLZaFWEpCcnBwsX74c58+fR3p6Opo0aYK5c+fCxcUFALBt2zb88ccfkMvl6NevH6ZPn85MnhEREVi6dCnu37+PFi1aYNGiRbC3twcAZGVl4euvv0ZYWBiqVKmCjz76CD179mSfe/DgQaxfvx7p6eno2rUr5s+fD1NTU12dA4IgCL1gbSnEX3VoDgDCvZLnedxLAq7fLRA4SS+Bnu05zB2OCk0cqQvcHDm4OQIzh3J4ncEj5IogZvr56n/0mZUFh7e9ePx9Wqjqff424K1hQjp12Food0xFYW3JYcoAoTbTkfNCgsaTl4V1KWlCDjOgqG3DvhYw1F8QLx2aK7sypWALUUvIyGQy1K9fH1u3bkXt2rWxY8cOzJ49G3///TdOnz6NPXv2YNu2bbCwsMDkyZPh5OSEfv36IScnB3PnzsWECRPQs2dPbNy4EQsWLMAvv/wCANi4cSNSUlJw+PBh3L17FzNmzECzZs3QsGFDxMbG4rvvvsOPP/6IBg0aYPbs2di8eTMmTZpULieEIAhCn3Ach0b1gEb1gP6dAIXAeROoYiXkLZIS/Xw5lhTv79N8uQcaZ2XzbMSnhRnwXrdy/bhiMTISgq97e3O4cVcoA7H9BJRqZ9WqBgz2E8RLp1YVG7ukLmoJGUtLS4wbN47Nv/vuu1i7di2Sk5Nx+PBhDB48GA4ODgCA999/H0eOHEG/fv1w+fJlWFpaol+/fgCA8ePHIyAgAElJSbC3t8fhw4exevVq2NjYwMPDA507d8axY8cwfvx4BAcHo3v37mjevDkAYNy4cVi6dGmJQiYnJwc5OcqVzExMTGBmVnxUvabI85OoKP5XRir7OaD+V+7+A3QO3oT+B74lBLnL5UIRyWUTyu5L8mvg1A0g9KoQUJuTUxc1q/GwtpTD2kLI/2VtiYJpi4L5yATgVX7B3UF+QBUr5VpiFY17I+CXucDX44FtR4Anr4SRcN08hYKjCgtNSW0s72tAFXeVevnlC3Hjxg3UrFkT1atXR3x8PAIDA9k6Nzc3rFu3DgAQFxfH3E+AIIgcHBwQFxcHa2trvHjxQmm9m5sbIiIi2L7e3t5snaurKxITE5GVlQULC4sibdq6dSuz9CgYMmQIhg4dqk1XS+TBgwdlb/SGU9nPAfW/cvcfoHNg6P33dKmLi9EWiLoPhJxLhLO9cgGpzGwOl2LMEX7bAmdvW+DWPTPIeYWFggNQ9FmkCoGej5GQkK1d43XIu6LK4I/KCNIuTHldA40aNSpzG42FTFpaGpYtW4YpU6YAADIyMmBjU1Bzw9raGhkZQsRaZmYmrK2tlfa3trZGZmYmMjIyYGxsrCRKSttX8RmZmZnFCpkxY8ZgxIgRyp0sJ4vMgwcP4OjoWKkDHSvzOaD+V+7+A3QO3pT+D+0GXIwWpi/F14ePJ3A+Egi5ItQsCo8oCFLWFU0cgaFv28GATxsAaVwDGgmZ7OxszJ49G76+vsxdZGVlhbS0gnFd6enpsLKyAiBYYNLT05WOkZ6eDktLS1hZWUEmkylZWErbV/EZlpaWxbbNzMxM56KlNIyMjAz6B6wLKvs5oP5X7v4DdA4Mvf/9OxXUjwvaDizaBlZ8szjcGwFd2wJd23LwbcXj5bME2NZtiIxsDumZQHoWkKb4nyH8Z8syhc95/23pJDjVBfq8BtQWMnl5eZg/fz5sbW0xc+ZMtrxRo0aIjY2Fr68QyRUdHQ1nZ2cAgLOzM/bt28e2zczMxMOHD+Hs7IyqVauiVq1aiI2Nhbu7e7H7xsYWFOCIiYlB/fr1i7XGEARBEIS6uDhwaO4k1CcqnGcFABrXLxAu/m2AujULBIhcziP1JVDVuuSszMq8OeJFKqgtn77++mtkZ2fjq6++UhqCFRgYiL179yIxMRHPnz/H9u3b0atXLwCAp6cnMjMzcfDgQeTk5GDz5s1o3rw5G34dGBiITZs2IT09HTdv3sSpU6fQvXt3AEDPnj1x4sQJREVFIS0tDVu2bGHHJQiCIAhdMH1QwfOsXm3ggx7A1nkc7u3mELvDCD/PMcJ73TglEUNIA7UsMklJSTh48CDMzc3h7+/Pln///ffw9fVFTEwMRo4cCblcjv79+6Nv374ABHfPN998gyVLliAoKAjNmzfH4sWL2f4TJ07E0qVL0bNnT1StWhWfffYZnJycAAAuLi6YOXMmPv74Y5ZHZuzYsTroOkEQBEEITOgL+LTkYGYKuDror+wDoT6U2VdDKKspnQPqf+XuP0DnoLL3H6BzIIX+V76zriOSMrPxc+JL5Blw/gSCIAiCMHRIyGjA1tgH8DpyFhsfvcRfD57ouzkEQRAEUWkhIaMBrlWtkZVviVkVGU9WGYIgCILQEyRkNMC3Tk342FYHAMSlZWLv/cf6bRBBEARBVFJIyGjI3ObObHrl7TiyyhAEQRCEHiAhoyE+tjXQroqQXTguLRN7yCojGR5lZOHKyxR9N4MgCIKoAEjIaMGEejXZ9CoDtsq8zM7Bioi7OPfslb6bojUPM7LQ+dg5BJy4gI3R9/XdHIIgCKKcISGjBZ5VLeFrWwOAYJX5nwFaZeQ8jxFnrmNFRBwGhF3Bw/RMfTdJK76+GYuXObkAgBW37yI1f5ogCIJ4MyEhoyVzmxeUGDdEq8yuhCScf54MAMiWy/HN7Tj9NkgLrr1Mxa6EJDafnJOHjTHlU1qeIAiCkAYkZLSko20NdK4juJji0zKxO8FwrDIpObn46nqM0rId95IQ+zq9hD2kC8/zWHA9usjyn6ITkEJWGYIgiDcWEjI64NMWBSOYVkcajlVm+a27eJadAwCoYWYKAJDxPIJu3dVnszQi+NEznM6P8XG2scSQBnYAgJTcPGyIMexYmSeZ2ciSyfTdDIIwKF5l5yI9j343lQESMjrA27YG/ERWGbF7Q6rcSn6NTXcFt4uVsREOd22H2uaCmPnrwRPcSn6tz+apRa5cjq9uFFiWFrZyxWfujWGcX/RtffR9g7XKrImMR/ODp9D1+Hmk5ubpuzlakS2TY9h/V9FoXwiOPnqm7+YQbzAhj1+g+cFT8A4+iyeZ2fpuDlHOkJDREUpWmdvxyJWwVYbnecy5EgV5frnQ2c2d0aSqDT5uVhDvs+xWrJ5apz6/3k1EzOsMAMBbtavjnfp10MjGCu852QMAUnPzsN4ARzDtvPcIi2/GggcQlZqOxTdiytxHyiy5GYOjSc+RkpuHjy5GINlAxaWCtNw8rI26h1PJhueKfZPJk8vx2dUoZMvleJiRZZC/fUI9SMjoiLdsa8CvrmCVuZeeid0StsqIA3xdqlhhiltDAMCYxg6oZ2kOAAh+9BwXXyTrqYWqk5qTixW3C1xhiz3cwOVbYj5p5gwThVUm5r5BPThPPXmJGZduKy3bcvchwg10iPzxpOf4SfRAeZ6da5AuTAV5cjk+OHsdS27dxccxSQb7vbyJ7EpIYi82ALA17qHBWzN33XuEQWFX6DorARIyOuTTFo3Z9CqJWmVSc3KV3DBBbZrC3Fi4DCyMjTFHlLH465vSf9B8F3UPL7IFgTLQsS7a1arG1jW0scQwp3oAgNe5efgpOkEvbVSXqJQ0jDx7Hbn5JrMW1WzYuukXbyPTwPz+TzKzMfXCLTbP5f/fdPeBQbkwxXx5PQZhT16y+fnXYyBTmDgJvZEtk2NFhPLIy9e5efg9LlFPLdKe++mZmHbxNkKevMD7Z66Tq6wYSMjokLdqV0eXfKtMQnomdt2TnlVmeUQcnmYJAb59HOqgq10tpfXDG9VDIxshY/Gppy8R9uRFhbdRVR6kZ2JD/lu+mRGHBa1ci2wzu3kjZpXZGPMAr7KlbZV5kpmNd/+7yt4g37avjZMBHeCVL9DupmVgpQENkZfzPCZfuIXn+ef9bfva+KKlS/46YO6VKPC8YQmA7fGJ2FgogPxm8mtsv2e4D8s3hV/jHuJhRhYAoFX1Kmz5hpj7knyxVIW1Ufcgy/+NvMrJxezLkQb3mylvSMjoGLFVZnWktKwyEcmv8UuscAO2MjbC1x5uRbYxNTLCPFEflt68K9kfzZKbscjOP78TXRuggbVlkW0aWFtieCPDsMqk58kw7PRVPMi/EXvUqIJNb7WEmbER1rZrDjMjQZD9cCcB11+l6rOpKvPjnQSE5lsu7CzM8KNXC0xxa4jGNlYAgHPPkyXthi3MhefJmH05ks2PzL+2AMGCSQkY9Ud6ngyrb8ez+e+9mqNnvdoAgMSMLOx78ERfTdOYpMwsbI9XFsiHHz2jkjiFICGjYzrUrg7/uoKVIyE9EzslYpUpHOA7q5kzHIp58APAwAZ2aJbvzrj8MgXBEhxhcuVlCvsx1zQzxSxRoHJhZjdrBFMjhVXmviStMjI5j/HnbuDaK8HVUt/KAjt828DG1AQA0LSaDWY3E9x+Mp7H9Iu3JSWSi+PyixQsvSkEjXMA1ndwR20LM5gbGyGobRO23cIbMQYhABIzsjDy7HXk5P+Ixrk44lvPZgioIfxWnmXnYFVkfGmHkDTHk55j3tU7Bpvd++eY+yydRH/HumhVoyo+auLE1v8QdU+yL2Ul8eOdBHa9tRe5zT+9GoXH5GJikJApBwrnlcmR6f+BszshCefyA3wb21hhapOGJW5rxHH43L3AKvP1rbuQS+gGwPM8vrxWkPxubgtnVMvPg1McjtaWGJEfK5OWJ8M6iVlleJ7H/Gt3EPzoOQCgiqkJdnVqA7v8wGsFM5o6oXm+wLyZ/Brr7kirH2JSc/Mw/txN5OVfNzObOsGvboEbs5tdbbxTvw4A4GlWDoIipO0uy8yT4YMz15hbtlOdGvi6tWDRnOFYCxZGwq10Y8x9g0woefrpSww/fQ0bY+5jQNgVg0tXkJyTi++j7gEAjDgwq/Jbtaujbc2qAICIlDRmHTQEnmflYNvdhwAAS2Mj/O7TGoPy82Ml5+SRi0kECZlyoH3t6iz25H56FnYmPNJre1JzcrFQHODbtgkL8C2JXvVs2Q3gdkoa9j2Qjinz8KNnCBeJsjGNHcrcZ5bIKvNzzH28zH9zkwLro+/jl1ghp48Jx+G3jq2YYBFjZmyE772aI78bWBERh5hU6T00eZ7HJ5cjcS//zb5drWr4TCSMFXzd2g2W+dfhL7EPcDslrULbqSo8z2PGpdvMWtbA2gJbvFvBNF+81DM3xVS3BgCAXLmyyDYEEjOyMDb8BovDuJuWgckXbknq5aUsfoi6h5T8uLJhTvXgWtUaAMBxnLJV5s49PbROM9ZHJyAz/yX4A+f6sLUww4o2TWBrbgYAOPLomUHW9ysPSMiUE2KrzLeR8Xq1ygSJAnzfqV8H3exql7kPx3EsKBMQsgBLwZWRI5MrlVX4ysOVPVBKw8HaEh80qg8g3yojEWvGwYdP8KWotMJar+ZKlovCtK1ZDZNdBWtatlyOmZduS+6Bsyshibn9qpia4JcOLYv9jhytLVnuIhnP41OJBv7+cCeB9cfaxBh/+rRGrfyHiYLpTZ1gn29BO5r0HCcfP6/wdmpCtkyO0WdvsGBsBcGPnmOVgQSVP8nMZsHXZkYc5opGXgLIzysluNFDn7zEzVfSHymXnJPLXm5MjQrEWE1zM6z2bMa2+4xcTABIyJQbXrWqo5vIKrPjnn6sMreTX7MfhKWxETOHq4JfnZpK1b311Qcx2+Ie4m6akCPCu3Z1BNazVXnfmc0asYDZX2If4IWerTIXXyRj4vlbUDy65zZ3ZsPFS2Oee2M45cc3hT9PZuZnKRD7Oh1zrkSx+e88m6GhTfGxWAAwrUlD9pA58+wV/pKQ5Q8Ajic9wyKRNXN9e3c0F42GUWBtYoyvRKPmPr8WLQnhXxafX7uDyy9TAAiWpk1vtVSy+B2TYHxcYb6LjEdG/ovi6MYOcCwU+2dsxLFcWQDwowFYZX6JeYC0/DQLw53qob6VBVv3jkMdJRfTrMu3JfkCUJGQkClHxCOY9GGVUQT4KkzGs5o1KvIjLw2O4/C5yCqz8na8Xmv+pOTk4htRLMWS1gXJ71TBwcpCySrzox6tMvFpGRhx+hqy8q+JdxvaK1nxSsPKxBhr2jVn81/diJFEgGaOTI7x526y+jYjGtXDwPwbbklYGBtjeeuCwN8F12PwWiLJy6JT0zHuXIHQ/LSFM95xqFPi9oMb2LFh8tGp6dgSKx2BWRw77j3ClnwRbG5khF87emBgAzt86S785nkAE87fQpwouZzUeJCeia1xQh+sjI1KDPof5lQPNc0KSrBI4fdSEq9F9eGMOQ4zmjoV2WZFmyaoYyFYBYMfPTeokX/lAQmZcqRdrWoIyLfKPMjIwp8VbNHYc/8xiyVxtrHENJGvWFU61K6Ot+0LhjBuu6u/XBnfRsbjZX4Q4uAGdmhbs1oZexRFbJXZFPsAz7Mq3irzMjsH7/53lZnzO9WpgbXtmqslyjrXrakkymZLwC2z5GYsrueb7V2rWCGoTVOV9nu7ni0bJpuUmS2JPDkpObl4/8w1Jqr6ONRRShZZHBzHYXmbAlEWFHFX71a/krjxKlVpGPkqz6bwqCHExE1v6oQ++YItNTcPH5y9Ltniiysi4ljiyEluDVHHwrzY7axMjPGhiyMAwY0p5UKyW+8+xCvRfc4pP1WBmKIupjtIysyqsDZKDRIy5cxcPVllUnPzsEAUeyHO4Ksun7sXWGW+i4xHmh7emBPSMpkf3NzICF+KLEXqUN/KAqOcheDgdD1YZbJkMrx/5jpi899ym1S1xm8dPWCmwXez2MMVdvlvZceTnmOvHgP/TiQ9Z6PBzIw4/PJWS1ibGKu8/7LWTWCeH0ezIfo+ovQY+CuT8xh37ib7jlpUs8E6rxYwUkFotq1ZDcPya3yl5OZhuQTLMLzKzsXIs9eZNXC0c32MyBfFgCDIfvRqAbf8gNnIlDRMvxihd6FcmOjUdDaQopqpCaaVMhITAMa7OMIi/3f2W1yiJEdmZebJWK4rDsDMZk4lbtu7fh0Mzrd4puTmYdalyjuKiYRMOSO2yjysQKvMioi7eJJvbehd3xYB9mUH+JZEyxpVMMCxLgAhV8bPMQ900kZ1WHIzhuVTmOTWQC0XWWFmNnNiD81NsffxrIKsMsk5uZh2IYINg69jYYZdndqUOnS8NKqZmWJlobcyfViYnmRlY+qFCDb/VSs3tMp/u1cVJxsrZkLP43nMu3pHbzflRTdjcPKxkNG6lrkptvu2Zvl8VOHLlq6wyRdx2+Ie4raEyjDI5DwmnL+J++nC27tnzWpYXozlrIqpCX7v6MH6se/BE8mlLVh+6y7LizW9qROql/E7qm1hxmLQ0vJkkootU/BHfCIbmNHXoS6aVC06elFMkMjFdDTpOXZVUhcTCZkKoHC23/KOM7mdksbEhoWxEb4WxSBoymctGrMgwB/u3KvQAoyXXqTgr/ysnLXMTfFxMT5jdbC3tMCoxsIbaIZMXm5DMlNz83Ds0TN8eS0aXY6dQ+P9oawfVsZG2OHbuthsxOrQu34d9HMQRObLnFzMu3ZH63arg5znMe3ibZaI7G372pjo6qjRsWY0dULD/PMR9vQl/n74VGftVJVd9x4xK50Jx2Gbdyu1vyM7S3MWqyHngXnX9CfKCrPi9l0m0mqbm2Jbx1YlWmpdq1pjQwd3Nv/VjRickkgeluuvUvH3Q+G3ZGtuhgmuDVTab4pbA1bra2PMfWRLIMeXghyZHGvzc+EAQnmVsqhpboZvRS8z8yqpi4mETAXgWasauoviTPyPn8eF/LdyXcPzPOZeiVQK8NX2YQkINzXF20xKbl6FuWR4nlcanvxp88aoqqEFQ8yMpk7MzLw59gGeZmk/hDEjT4aQxy+w5EYMup+4gMb7Q/He6WtYF52AG8mvWdCoEQds8m6FNhrE+BTHirZNUN1MsBjsvf8YRytwpMkfj5MRUqgEgTqxPmIsTYyxTDSq7otrdyrUjXn5RQpmXiqIGwlq0wQ+dWpqdKxJbg2YKPvv6Sv8k6j/0T9HHz3DqvwU/kYcsOmtVkqjYYojsH4dzBaJsg/P3ZBEoOzX+RmjAeGBr6obs3EVa/TOT8T4OCsHe+5Lx4KxM+ERHuUPpe5ZrzbcixkdVxyB9etgiMjF9HEldDGRkKkgvmzpwh6cd1LT0evfi/jsSpROR2gkZWZh+qXbOPssGQDQyMayTL+xOsxt7qyU6l8XD/+yOJj4FOfzRZ9rFStmSdEWe8uCWJlMmRw/RKkvzLJlclxOzcSKiDj0/vciGu0PwaBTV/Bd1D1cfpnCxKQC9+o2mOTaACe6dUBPNYaNl0UdC3Mlq9usy5Gs6GR5cuVlKn5MFN7uxSUItKFnPVvmin2UmY1vKyDlP8/zOJ70DCPPXme1u0Y718dYF80sS4AwGmuJqJbZl9ej9TriL+51BiaeL6hAvqClKzrXVU2kfdaiMUsl8SI7F6PO3tBrX8KfvcKJfKuSgyjmTVXE98Qf7yRI4qGfJ1e2xsxqptoIRgVBbZqibv5v71gldDGRkKkg3KtXwbFu7dG6hqCyeQA/xz6Az9FwHE/SLnlWck4uFt2IQbvDZ7A9viAGJ6hNE1gYqx5wWRaO1pYYIwqUXavBw18V8uRynEh6jsnnbxWKvVAt+Z2qiK0yW+4+wJMSEkvxPI8nmdk4+fg5vo+6h4nnbsL3aDga7g/FhDuJWBkZj/DnyWz0hAK3qtYY5+KIbR1bIaafH0697Y1lbZqgdU314kdU4b2G9qzGV1JmtlLuE12TlJmFL67dQf+wy5Dld7lwCQJN4TgOQW2aspFl66ITyi17cZ5cjj0JSf9v787j2yjv/IF/ZqSRRrdkWZLt+L5yOZCrBMhFElrOpPzaAL1+LbTL8Wu7QLvtwqvdbdntCxa23bZ0e0DZXdjtshQWWhrucoQQIAGSJoTcjm87tuRD9zEaaZ7fHyMrdnzEt+z4+3699JpDtvQ8o0ea7zzXYP2f9+LG3QfRmfn8L8m3j3nE1WiuWeDChkyNTks0jt+czM1ImWgqjS+/91E2uN1a7MZfj+MCR8Nz+O2aZdm5iw74Q/hujkbJMcbwowG1MXcvrRz3IIaL8u1Yk28HoF5Uvj4LJi/8Y5sXTRG1pmujJw+rneOrrXXohXndxMSx2RCOzkGKoqClpQVlZWXgx3FyTSkKfnOyFQ8cachOPw0A15cW4L7lC8d1RRtLpfHb+lY8NGB6bgAwazX4u2XVY243Hg9vXMLKl95BPK1Ax3P4Q10pLq6tHtcxGA5jDB/2BvFsaxf+2NY1ZKbR9W4Hntu4asLNFiP5/sET2RPM/6stxQ+W1eBkKIojwTAOB8I4EozgSCA8JD3DqTQbsM6dh/WZiQQ9huGHgk6X1mgca1/dkx0qu+OyVVg3waaR4bRF43joeDOeaDqdrbkAgNV5Vry4+RNTGmTe9/Ep/EumNmaTx4lnNqyYss8+nkrjf5pP419PNGc7vfa70GHB0+tXwjXG7+G5fgeOBsLY8NpeKEydNO+Dqy5FoWH05pypxBjDbe8fzs5MXGMx4fXLL4JlHJ2X+x0OhHHFGx9kf7d+umoxvlxRNKHfwYl6vbMHN+w+AECtoX33ikugncD7vtThw5fe/QgAsM7lwI5NqyecpomeC7L/zxgufXUPTmYC9ucvWzXhJs3b9n6cvW3Bpwrz8eS65VP+m3m2yeZ/KlAgM0GT/fCaIjF8a98xvO0703nOqRdw//KF2F5aMGrhkxUFv2vswI+PNmZHJgHqsOSvVRfjW4srhkyhPpX+8VA9fp6pBq0Uddi0wI2ldgsW28xYbDWNqw/L8WAEz7Z24ZnWLrQM0/ZuE7S4rsSDH15Qc85RCRMxMDDTcBw4IHujw9FoOQ61VhMqtRyuqizBeo8TxefobzATHjnZmu3wy3PAWpcDWxd4cE2xa8In0FPhKH5+rBlPt3QOOjYiz+PT+Rbcf/GFcIwwf8dExVJpXPzKe2iPqYHGf1164aiT0Y1FMCnj30+14+H6liGB6ao8G761uBxXFrnGNMy631h+B76z/1h24rnPlxfiVxfVDft30+G39a2454BaHsxaDV6/fE12WPVEPNPSiVszTVQCz2HHxlVwRwIzchJTGMPm197HocwosP+45AJclxlNOZHXuviV97JD7N+4/KIJ91mb7LlgR7sXN713CIB6k8sXN62ecPDhl2Rc+up72fPCry5aOqbZwieDApk5bCo+PMYYnmg6jb//6OSgGpXLC5z4l1WLhwwxVhjDH9u6cP/hhmw1JKCesD5fXoS7l1SieAo69p6LX5Kx/KV3RuzfU2wUscRmxhKbGYszyxqLKTtXSkcsgWdbu/Bsaxc+HmZoqqjhcUWhC9vLCnB5Qf6E578Zq787eAK/HqXaP18vYKndgjqbBUvtZtTZLaixmCBwyPkX+GxpheHat/Zl+xX146BWqW8rdmPrAveYysnRQBg/PdaE59q9GNhqZtZq8NWqEtxeU4y4t2va8v98uxdfyfzAFxtF/MuqRSg1GVBqNMAwjjlqOuMJPHyyFY81tGenfe+3pcCJuxaV41KXY0Inj7H8DvRKSax+6d3sd/y1LRdh1TibDiZib7cf297anw0+H7/0AmwrntiJf6DvHTiRnVCuQNTjPxcVYlV11bR/B/7U5sXNe9TycIHdgjc/uWZcQefZHm9ox7czkwJeV+LBf1xywYReZzLnAsYYNg0Izp5ev2JSU2UAwMsdPnwxU9tkFbR4cMVC1FhNqDYbp2SgxNkokJnDpvLD88Yl3H3gOHYMGG5q0mrw98uq8bWqEvAc8HpXL370cT0OBwZPFHbtAje+v6zqnPMNTLU/tnXhBwdPomOMNyzTchyqLEZYBC329wZxdqHjOWCj24ntZQW4ZoEb1glUfU9Ur5TEdW/tx4lQFLVWE+rsFiyxqQHLUpt5xCai2fAFHk5ITuGhY034U7sXjZHhR5iszLNiW7EHW4vdqDhr5tADfUH89FjTkJE2NkGL22pKcVtNKRx6YdrzzxjD9rcPYKe3d8hzBaIOZWYjykyGAQ8RZWYjCkU9NDyHhnAU/3qiBb9vPp2dgwhQy9p1xR7cuagCyxxjGxkykrEeg4E1ZavybHh1yycmdRI+l664hE2v7c1emd+xsBz3Xlhzjv8aG1lR8Jldf8G73X4AwAqziP9YvxKlZuO0NWOkFAVrX92L+rDa/PLU+hXZkaATlUinceEL76BbSoLngP1XrRv1vmAjmcz34LXObty4+yAAYLnDgjcuXzMlx/D29w8Pe9sCl16HaosRVRYjqi0mVFmMqDIbUWE2jnrBKCsK+iQZvUkZfimJ3qSsbktJ9EpJtPUFcFtdDdZNQT+5iaBAZoKm40f8xQ4fvrv/GLoGNBd9wmmDwHPZkUj91rsd+MGymhm5shuJoig41NCIiNWB46EYjgbDOBaK4mgwMubRWCvzrLi+tBDXlXhmvE/J2RTGprxZIZcYYzgSjGBHuxc72n3ZNvizLbNbsK3YjTq7Bf92qi07z0g/p17AN2rL8NXqkkEB5kzkvz4UxebX3x/XFPkCz2GBQURLND4oYNbzPL5QUZS5UeXQad8nYqzHQFYUrP/z3uxn8PPVi/F/KxZM2YmfMYZjwQje9PZiZ1cf9vT4szP3rnc78OyGlRPqSzISX0LCptfez3aQBoA8nYDleVascFixPM+KCx1WLDDopySP/9N0Gt/8UO34P9nml4F+crQR92dmX761ugQPrBx/J++Jfg8YY7jyzQ/xYa96087frb0wOzR8svySjI2v7c02zZ4LzwGlRgOqLEY49Tr4k2qQ0ifJ6EvKYxoF+eDyWtxSO3WjZMeDApkJmq4f8WBSxr2H6vGfjcPf02i5w4K/X1aDyzx5096J61xGOgaMMXTEEjgajOBYMIKjmcfJcBSywlBjMWJ7aSE+W1qASsvUnFByYbYHMmc7Hozg+XYfnu/wDqnZG06hQY9vLizDlyuLh52nY6by3xyJ4d1uP5ojcbRG42iOqkvvGGcxtghafK2qGLfVlE55sDyeY/BGVw+uf/tAdtsmaLE8c9Jf7rBiRZ4VJUZxzN/rnkQSb3l7sdPbi51dvYMugPoVGfTY+cmLx9x5eTz29Qaxdee+QR2/z+bS6wbl70KHZUhfLcYYEmkFAVlGIJlCUE4hmJQRlFMIJGUEkjL+q7EjO8fKi5tW4xKXY0ry0CclccELuxFLKzBqeBy6dj3yxtm/cKLfg92+Pnz6rf0AgMU2M3Z/6uIpraULJmW81+3HqXAMDZEYGsIxNISjw5aTqfC3SypwT93Ebh0zWRTITNB0/4i/6+vDXfuOoSGidkarthjx/bpqbCt25zyA6TfeYyArCoLJFJx6YdbkYTLmWiAzUGM4huczNTUH/KFBz5WaRNy5sByfrygadfh+rvMfTaXRmglqmiNxtEQHPxw6AV+tKsZXq4qnpW8AMP5j8IV3DuCV0yMP93XohOxJvz/I6a/VSKYVfNAbwM6uXrzp7c3eoHM4C4withQ4p2xCzJGcCIbx7x+fQLPC46A/NKbRfQWiDguMBoTkFIKyGqgklbGdhrYUOPG/G1ZONtmD3P2X43j0lDoT+vfqqvCdc9wc9GwT/R5c99b+7GCPRy+uw2dLC8f1vhMVklNoDMfQEImqQU44hlNhdX1gHzIOgF0nwKkXkKcTkKcXkKfTwakX4NTr4Mg85xC0SPR0Y2VVBWzTOMhkNBTITNBM/IjHU2n8vvk0rDotPl3smdKq4amQ6xNZrp0v+W+NxvF8uw/14SjW5NuxvbRgTEOpz5f8T8Z4j0H/yKl9fQEc6AuNqVYpXy+gymLC4UB4xCY2o4bHWnceNnmc2FzgRI1l+vqrDDQw/xzHoSOWwAF/CB/5wzjQF8JBfyh7J+fJMmp4vLrlIiwd44y3Y9USiWPVy+9AYWoN0kfXrhvT/FtphaFHSqInISHZ48OFVZVj/h683xPAVW9+CACoMhux98pLoeFze3HHGIM3kURIVi827YIwpjTNht+BmetRScbNoNXg5knMLkrIWJSaDPjGFM4ATUZm0wn49oB76HTGEzjYF8JBfxgH/SEc6AsOqdXokWT0SIEhr3WB3YJNBU5s8jixJt8+7aP7zoXjOBSbDCg2GbA1MzqKMYbWaAIH/WpQc7AvhAP+EEJyChZBC5ughV2nhU0QYNdpYc0s7YIAm04Lu06ATdDCphNQazGOu9lnLMrMBmwr9uC5Ni+6pSR+19iBTxbmw5tIwpuQ4I1L8CWS6Bqw7k1I6JaSg0bzOY+0o8ZqQq3VhBqLCbVWI2otZhQbxSEBwcAZq+9aXJ7zIAZQP78Cgx4FOe6rOBEUyBBCSI4UGkQULhBxVaaTJ2MMHXEpE9ycOfn3JWW4RV22xmWjJw/uKZ67ZzpwHIcyswFlZgM+XXImuFEYZsXJu99fLyzDc5kbut594ATuPjD+m6/2JmX09gSyd7fvJ2p4VJmN2QDHoROys7kXG0XcUDYzTUrnMwpkCCFkluA4DsVGEcVGMTsBIGMMgWQKdp32vOhbxnEcNLMsGyvybFjrcmSHlI9Gw3Fwizp4RB3coh4OnRaNfUG0yulhmwoTaUWdITw4tIP9XYvKp3RG7PmKAhlCCJnFOI6DQz89nZXJGT9dtRh/e+A4kmkFHoMeblGHAlEPt6iHx3Bm3akXBo0uGthHJJJKoz4cw8lwFPWhKOrDUZwMRdEYiQ+5iWyhQY8vVEzvrLvzBQUyhBBC5r0aqwl/3LhqUq9h1QlY5bQNmd8rmVbQFI2hPhRDfTiKHimJL5SPPiqQjB0FMoQQQsg00ml4LLSaZ3wG9vmCGucIIYQQMmdRIEMIIYSQOYsCGUIIIYTMWRTIEEIIIWTOokCGEEIIIXMWBTKEEEIImbMokCGEEELInEXzyBBCzhvx9jhOP9OJzh1eKEkF+Zc54bnSDccaO3iBrtsIOR9RIDODJJ8EyStBaxMg2LTQWrTgZtGN06YDYwzRUzH49/rRt8ePaGMMpkojbBdaYV1uhbXOAq2JiiGZODkoo2uHFx3/exp97w6+V07kWATNv2mB1qaF6/J8eK50w7UlH4KNpvwn5HxBZ5BpxhhD3zt9aP5tK7yv+ABlwJMcoLVoIdi0EOwCtDYtBGtm2R/s2AQYikVYl1lhKBFn/U3jlJSC8OEw+jKBi//9AJLdg2+kFvgwgI6nTqsbPGCuNcO23ArbhVbYllthrbNCY5zbU3crSQWxphgip6KI1kezy1hzHDqXDu5PueC5yg37Ktt5H8xOByWpoPv1HnQ8fRq+P3dDkZQhf8NpOLC0en+bVDCFzme70PlsFzgth7xLHHBf6YL7CjdMFcaZTj4hZApRIDNN0rE0Op45jebftiJybOhdTwEADEiFUkiFUoi3Jc75moJdC2udFdYLLLAus8J6gRWmaiN4be6qzJWEgr53+xB4P4i+vX74PwggHU2P4wWAyPEIIscj6Pj9gOBm4cDgxgbbhVbwutnXNJAKpOHv9CPWGEekPoroqSgi9VHEm+PZk+jZkj1JRI5F0PhQkxrUXOGC50o38jc6cxrAMWX49AIAhom1GGNgbJT/mWKMMfg/COD0053o/FMXZL885G9MVUYsuKEIRdsLIdgFdL/RA+8rPnS/3oNUKKW+Toqhd3cfenf34dj3T8C80AT3FW54rnLBvsoObrbdmpkQMiqOzeQv0Xlk4B1P+QG3YY+3xdHy761o+1075EBq0P/oC/RwbclHOpqGHJQhB1NIBWXIoRTkgAwmj/+j4EUeliUWWC+wwLbMCusyCyxLLNAYJn9CZIwhFUpB8qpNYgmvBMmbzG7HWmIIHgyNmm6tVQvHxQ7kXWxH3iUOWBZbEDkVReijEIIHgwh+FEL4aAQsNXreNUYNHGvsyFubB+e6PNiWWyfd5yGdSCP0cRiB/QEE/hKE1ClBkRlYSgFLscy6uj1kPc2gyApYcnyfmd6jg+RLAsP8Gy/y2T4d7k+5oPfoJ5W/gRhjkAMy4m0JJNoTiLfHEe9IIN4Wz2wnIPmkYdM1Kk0m6MyUPWudGmQL9sk33TDGkOxOItYcU2tfnulEvCU+5O90Lh2KPlOAouuLYFtuHbbWUpEV+Pf64X2lG75XfIg1D30dAAAPCHYBujwddE4BgkOAzqmDLk+AkNmnc+ggONW/0do1aO9qR0lxCXiOB1MYmAKgf8mGX/JaDpyWA6/jwQkceEFdchpu1FrXdCKNZE8SUncSyZ4kkt1JSD0D16XsuhxKQV+gh6HYAEOJCGOJAYYSdd1QYoC+UD/pi6CRfgdziSkM8dY4Iiej0Bg1sC6zTFtTImMMUq+E0/7TKK8qnzXHYCbNhjJAgcwEDfzwOI5D33t+NP+2Bd6Xzmo+AuC4yI6yW0tRcK1nxJMvYwxKXDkT4IRkyIEUZL+MSH0UoY9DCH0cguRNDvv/A3EaDoJDAC/y0IgaaAw8eFEDjciDN6hLjagBb+DVfaIGvJ6H3CcPDlp8EpT40Cr70eg9euRd4oBjQOByrivcdCKN8NFINrAJHgwhciwyYo0GAGhMGuRd7EDeWgeca/NgXW4d9UeZKQzRhhgC+wMI/iWIwP4gQkfCEwoez0Vj1MBUZYSp2gRTjQnmapO6XmWE1qyF1C3B9+ce+F7xoeetXqRjw9dg2VfZ4L7KDc+VLohFItJxBUoijXRCQTqehpJQkE6kocTV5aDnYykkOqUzgUpHYnw1ZZNkKBFhrbPCsuxMgC0WD20aTUsK4q1xxJpj6qMljnhzHNHmGOIt8RGPjcaogedqNxbcUAjnRue4TsiMMUROROF71QffK93wfxgYfwA3XTiAFzhwAj84yOEB2S8jFZm6z5DTcBCL9Jng5kyAIy4QYVggQlwgnrP/2lhPYnJIRrxdDZzjbQkoSQWiRw+xUA99gR5igTju2kjGGBKnEwgfU2t0+5eRk9Eh5cZYboD1ArUW23ahutTn68b1fnIohcjxMMJHIwgfDSN8TF3KgRSgAYylBvV7XmmEsVL9vpuqTDAsEGdFLV86kVaDXa8EyZfM/sZLPglJbxKST/3dV5IK9C4d9C499G499B4ddC499O7MPo8OercegkMAx3MUyMxliqKg6UQThH06tPxbG8KHw4Oe5wQORf+nEGW3lMK+0jbCq4yf5JUQ/DiE0KFwNriJNY1wdTkDhBIB7nUuOC/Ng+MSB4zlhinpx5OOpxE+EkbwoxD8HwTQ+04fpC5pxL/XmDTIu8QB57o85K3Ng2GBiOBHIbW2ZX8Qgb8EkQqmRvz/QfpPJlpevWruXxe4zJX0mfW0IQ1nnRPmmkzQUmOCWCSOud9LOp5Gz9u98L3SDd+rvjEFqlOOUwNQsVA/bKA98i8EQ7w3jmSLPGrQ2U9r08K6zAJDkQHxjjhiTXEkOhNjDyJ4IH+jEwuuL4Lnaje0lqlpGZe6JXS/1gPf692It8aR7JMh98lIhcdYXmYZTstBl6+D1qxFonNyAaxg16qBTbEBYpGYWT8T6Og8OrSebkWhsRBShzQoWIm3x7Pr/c16o9HatBAL9NAXiBAL9Zl1NcgRC/VIRdIIHw+rQcvxKCLHI5P6jMQiUa3JvtCabaoXi/RgKfWiJ3w0jPCRMwHLWJr/h8PreRjLDTBVmmCsMqoBTqUJxgojxEL9lPaRS/YlBwVascZYNmAZ8+/fGPWXM71bh7Q5jeqbqrDgs0VT+h5jTgsFMuMX71Cbj1oeb0U6OLjGQu/RofTmEpR+uWRKmwZGI4dkhA+HEfxYDW7CR9SrhIFX6+OteRDsWug9+uxDLDizrkbpeujcAjr6OmYkEmeMIdYYQ++7feh9pw997/gheUcObMbCXGuCbaUN9lU22FfZYa4xgdfzY756muorEaYwBA8Es80f4aMj9K0aJ97Aw7Agc8VdLEIsNqgno8xSXyhCox9/+vvzX+wpRuxkDKHDYYQ+DiN0OITQx+FJnUB5HQdDiQHGciOM5QaYF5rhucYDsWBmvlOA2qE42SdD9ieR7JWR7EtC7pOR7E0i6Zch98qQeiXEo3EYDAa13PAcOB5qMM8B4AGO59STFQ+AU59jaQYlmWnCTCpgstpUqcgMLLNU5Mz+pAKWZhBsAnQuHfT5OnXp0kGXrz70Ln1mqYPWps1eTAxsUlSDiviQ9eH6Go0Zp160jbeJddpwgLHCCMsiM8wLzZCDMkKHQggdCY+pdlnIE5COpKCMMT9ioR6mGhMiXVGk2mWkY+OrweZFHsYyA4wVRvVRblRrdMrVWrKRavDTiTQiJ6ODaobCRyKT/k3U5evA63gke6QxH4N+tT+oQfWdlZN6/4miQGYCGh5qxIl/rB+0z7bShvLbSlG4rWBWdkplaYZ0XG12UM5uhoinoUgKBLuQCVR00IjnrubNZZUiY+pVU987fdngJukbuTZD59KpActKNWixrbRCsE6u3Xy68x9ricH3Sjd63u6FIilqc6Ax01w4oJmQzzQfakSN2pxo0EBj0EDv0cNQLELIE6ZltNto+WcKQ6x5YHATRuhQaFCtms4pwFhuhKHcAGOZ+uPdH7iIBbOjOv5cZkO1+mSlwim1v1RrJrjpSCDRkUDitNp3KnE6cc4+bCPhBA6G/hqdTNOVodgAjcirNQVdEhKdCXWZWR9rc7ahRIR5sQWWhSZYFltgXmSGucY0bBOVklIQPRVD6FAIwUMhNbg5FB5zjY7WrFHfa4kZlsVmWJdaYF5shs6hy5aB0tJSyD4Z0cYYog1RxBpjiDZk1pvjw46sG/XYaTi1b1MmwNE5BUTqowgfVWtaxlILCqjNsP3NQepDN/iiNLOty9dlAyfGGFLBVKbpSW12krLNUpLaRJV5LtmdBEszLPvlUpR8vnhceZwqFMhMQLIviTeX7YIiKyi8rgAVt5bBvtqe62TNuNn0I84YQ7Q+qtbWvOtHsjcJ6zIL7KvssK+yDds/Y7JmU/5zYSL5l7rVzqjiAgME69wfNDkfygBTmNqnoj2O+Gk1yIm3Z5YdcSQCCVgqLDCWGLP9bNTaPwP0Hv24AtL+AQaJzsEBjtSZAK/nYV5khmWhWtsy2aZFpjDEWuJqcPOR2kwfPhqBYNPCssQCy2IzLEvVwROjTX0xljLA0mp/nsipTIDTmOkT1qj2CxtvkDMcwT4g3UvUoMu80AytVTut03akU2k0HmpEWXUZdNbx9TuaKhTITFDni10Iu8KoXl01ph+wVDqFw12H0R3pgYbXQMtrMksteE4DrUYLDcdDy2uh4TXQZJZaXgOHwQGz3jwDuRqf+fAjPlAylURboB3Nfc1o8begqbcJp3tOw2gygoEhzdJQFAVppiCtpMGYou7LbCtMgcIYXOZ8LC1YirqCOiwtWAKX2ZXrrE1IOp1Gc0szKsor5sXnP5z59h0423zPPzD5Y8AUhkRnArGmOGJNMUSbYog1nQl0zu7gzes4mBeaYemvIVqirusL9TmZZ2w2lIG5f0mUI56r3EgMMxS0XyqdwkenD+Hdpnexu/Ed7Gneg5AUmvD7FVgKUJVfiSpnFSqdlYPWjTqa0GsqMMbgi/jQ3NeSDVYGLjuCp6GwyV85nc1tdmNpwRIsLViaeSzBIvciiII45e91NsYYwlIY3rAX3rAXwUQQwUQIwXgQoUQIwcTgZeCs/YqiYHXpKmyu2YwtNVuwsngFNPzMzIWTVtLoi/XBF/HBF+lGd6QbvogP3Zl1La9FdX41alw1qHHVoNxRBq2GfvLI7MLxnNqHbYEBznV5g55jjCHZKyPWFEOyNwlThRHGqtzOHTYbUY3MBJ0dhabSKRw8/dGgwCUshc/9QlOgyFqUDWyq8qtQ5axEsb0YHosH+aZ8CJrJ9QVJK2l0hjrR3NeM5r5mNPU1o7mvBR3BDkhSAmajBTqNDoJGC51GB61GgMBrodPqoOWF7H5BI0DLa8HAspOpZdfBoDBl0L7+bUEjoMhWhFJ7CUocJSi2lSDP6JjQ1QdjDN6wFw29DWjoaUBDbyNO9ZxCQ08jmvuaEZNjkzpWU0XDa1DlrEJdwVIsKVgCt9kNURBhEESIWgNEQQ9Ra4BBEGEQDNBr9TAIBvVvtAZoeA388QC84S50hrrQFe6CN+xFV0hddoa7sutTmWe7wY5N1ZdhS81mbK7ZjGL7xNrMGWNoD7bjpK8eJ7pPoNXfiu5ID7r7g5ZoN3qjveMKLAWNgEpnJWr6g5v8atS4alHjqkGe0THs/yTkBPpifeiN9aIv1oe+mF/djp7ZjkfjKMwvgEVvgUVvgVlvzqybYdabYc7s79826UzqCSqdhJSWIKdkSGkJUioJOZ2ElBqwntlOpWVoeC30Wj30Wh0EjQ56rQ56jf7MulYPQSOof6PRz8jV8Wy4Gp9JaSWNFn8rTnafxEnfSZzoPoGm3mbwaR4V7nJ4rB4UWArgsbjh6V+aPTNyUTIeiqIgKIXgj/nVR/zMMplOwi7aYDPYYBNtsBvssBnUpUVnGfI5z4YyQIHMBCXlJF7+yytojDfinaZ3sbdl76iBi8vswvqKdah112abGtJKGikllVmmobCB2ymkFQUpRUZnqAsNvQ3ojnRPKK1OkxMeswduswtuiwceixtus/rwWNT9TpMTPdGeAcFKS3a91d+KZDoHw4JHYdKZUGIvQbG9OBvglNhLUGIvRom9BKJWRENv45mApachs96ISHL8o4HyjHkozytHuaNMXeaVo9ReAimYRPGCYmg1Gmg4DTiOh4bXgOc48Nl1HhpOXXIchxZ/K450HcaRrqM40nUEh7uOoDfaO6XHh+O4aZl1l+M42PRWWEUrrKINoXgIrcHWEf9+oXshNldvwpbaLVhXsXZI7aGcltHY24gTvhM4kTk5nOw+iZPd9Ygmo1Oe/pE4TU7U5NfAIIiZAKUPvdG+aQlsp+uzOZuGV8vkmSUPvn97wD4NpwGf2cdzPLjMNM79FwocOPRfM5z9HMAhmUxCp9Ohfxx9f95YdhuDtgFAy2sywZ0VFtECq94Ci2jJBoNWsT8gtGa3dVr9cBNMj0rQCBC1IvRaPUStOOYaubgcR0NPA050n8QJ3wmc7K7HSd8JnOppQCI1/mHYdtEGj7UAHvOZAMdhdMAu2mE3DH44MsuxpDUhJxCIB+CP+xGIBzLrAfhjQ7f9cTUI98f8CCaCE6pd7v/+DwxurKIVmpQGX1zzBVyx+Ipxv+ZUoEBmAp468DS+9dy3Rz0hus1urKtch/WV67CuYi1qXbWTbr8MJULqyfmsE3NjX+OUnwjnG0EjZAIVNUipyCtDWZ4atJQ5ymAVrUP+Z6quRPqbtA53HsFR75HM8iiOeY9PawBpE60osBaiwOI58+NqcMAqWmETbbCKVtgNtkHbZp05m9f+/HNWHm81vIU369/EW6feQiARHPb9dBodLi2/BHWFdWjua8bJ7no09jYipYxvfgu9Vg+32YV8k0sNyC0uuEwuuMzqtrp0IS4nUN9Tj/ruzKOnHqd6GiClJjdElcxdGl4zKLDRa/UQBRGiVg+9VoSg0aIt0I4Wf8uM3n5jOGadGQ7jmQDHKJgQkkJnApSYf0JB1XT5xyvvxV0b78rJe1MgMwHvNr2Lq357zaB9HosH6yrOBC41rpoZ7XjljwfQ2KPWQDT2NqrNBhEvvGEfuiM+eMO+CRV6k86E8rwylA2oiVBP9OVYYF2AjvYOFCwoQJopSKVlJNNJyErqzHpahpxOQU4nISvqOgcOPM9nr/TUJafuz9Ra9O8DOEipBNqDHWjzt6Et0P9oR3ugfVx50vAalNpLUZVfher8qmxTXHV+FUrsJePu2zHdVaqpdAoNvQ045j2OUCKIuJxAIpVAXI5DSkmIy3EkZHW7f39CTiCRkiClJDiMDhRY+qu6PSjsD1qsBSiweGAQDJNK33D5T6VT+EvHAbxx8g28eWonPmz9cNxXfjzHo8xRhoXuWix0L0StqwZVziq4LR64zPmw6oe/DcFYpJU02gJtqO8+dVaQcwqdoU4AgJbXIs+Yl3k4kGfMg9PkHLTPaVS3baIN7R0dsDotiMoxhKUQIlIEYSmCSOYRksKISOHsdliKQMNroNMI0Gn10GWag3QaPXRaIdNclNmXeV7QCEilU5DSZ5qf5LR8VjOUhGRKRnJAM1VaSSPN0kgrSmaZhjLMvnSmRlhhQ2tVhtawDN5WFCX7+Q9XmzPctpRW0z+XaHktKp2Varl0LUStuxa1rlpU5FXgVFM9BJsOvqgPvrAXXZk+Z96z1nPZdM1xHGyiDQ6DAw6j46ylPbut0+jUvnLxIIKJIALxAILxIPzxwJntzDKtnOmI/NB1P8PNa27OTd4okBm/hJzART+/GIsdi3BF3aewvmo9qvOrZ/WdqRljCEkh+MLd8GUCHF/EB1/YB2/Ei55oD5xG55BgJd+UP6lhh9OJMYbuSDfaAu2Z4KY1ux5LxlHprECVsxJV+dWozq9CmaMMOu3UDQ/Mdf5zbSz5D8QD2NWwC2/W78QbJ99Aa6At+5yoFVHjUvupLHSpQctCdy2qnFU56VMQkSJIs/S4AiUqAxPPv5SSsoFeOBFCWAojlAgjLGUeiXA2CAwlQkiOM/BhjCGlyEjIEqRUAlI6iYScgJSSkEgNWMrqsr9m0Kwzo8ZVMyiQXuhaiApnxbD9Dcd6DBhjiCQj6Ap50R3xZZuD/JkaFvURHLB+5jGwZtYoGM80QxkHNkk5hl3PM+bBYXTAJlqntCM+YwzRZBT+mB/HGo9hRe0KuCy5GYE5JwIZv9+Pe++9F/v27YPH48E999yDiy66KKdpmu8/YAAdA8r/+PLPGMOpnlNoD3Zk+xjN1Ain6UJl4PzJv1rjJcEoGMd1UTrdx4AxhrgcRywZg0W0QK+dudmtx2I2lIE5MRbxwQcfhMvlwhtvvIG9e/finnvuwXPPPQerdWi/BULI7MRxXHYoNCGzjVajnZXD8zmOg1FnpGk2RjH7PrWzxGIx7Nq1C88//zxEUcRll12GJ554Am+//TauvfbaIX+fTCaRTA7uIKnVajO96qeOoiiDlvPRfD8GlP/5nX+AjsF8zz9Ax2C68z+WWp5ZH8i0trbCbDYjPz8/u6+mpgaNjY3D/v1jjz2GRx99dNC+66+/HjfccMO0pK+tre3cf3Sem+/HgPI/v/MP0DGY7/kH6BhMV/4rKirO+TezPpCJx+MwmUyD9plMJkQiww99vvnmm/HFL35x0L7pqpFpa2tDSUnJnG8bnqj5fgwo//M7/wAdg/mef4COwWzI/6wPZAwGA6LRwRNjRaNRGAzDDx3V6XRTHrSMhuf5eVl4B5rvx4DyP7/zD9AxmO/5B+gY5DL/s/6ol5aWIhKJoKenJ7uvvr4elZWVOUwVIYQQQmaDWR/IGI1GbNiwAY888ggSiQR27dqFhoYGbNiwIddJI4QQQkiOzfpABgDuueceeL1ebNmyBQ899BD+6Z/+iYZeE0IIIWT295EBAIfDgV/84he5TgYhhBBCZpk5USNDCCGEEDIcCmQIIYQQMmdRIEMIIYSQOYsCGUIIIYTMWRTIEEIIIWTOokCGEEIIIXMWxxhjuU4EIYQQQshEUI0MIYQQQuYsCmQIIYQQMmdRIEMIIYSQOYsCGUIIIYTMWRTIEEIIIWTOokCGEEIIIXMWBTKEEEIImbMokCGEEELInEWBDCGEEELmLApkCCGEEDJnUSAzAX6/H3feeSfWrl2Lz3zmM/jggw9ynaQZd+utt+LSSy/F+vXrsX79etxxxx25TtK0euSRR3D99dfjE5/4BF599dVBzz3++OO4/PLLsXnzZjz00EM4H+/6MVL+n3/+eaxZsyZbDtavX4+urq4cpnR6JJNJ/MM//AOuvvpqbNy4EbfeeitOnTqVfX4+lIHRjsF8KQf33XcfrrjiCmzcuBE33ngjdu/enX1uPpQBYORjkNMywMi43X333exHP/oRi8fjbOfOnWzTpk0sGAzmOlkz6pZbbmGvvPJKrpMxY1588UW2Z88e9pWvfGVQvnfv3s2uueYa1tbWxrq7u9n27dvZc889l8OUTo+R8r9jxw72zW9+M4cpmxmxWIw9+uijrKuri6VSKfa73/2Obdu2jTE2f8rAaMdgvpSDpqYmJkkSY4yxw4cPs40bN7JgMDhvygBjIx+DXJYBqpEZp1gshl27duH222+HKIq47LLLUFVVhbfffjvXSSPT6Oqrr8bFF18MnU43aP9LL72E7du3o7i4GPn5+fjSl76El19+OUepnD4j5X++MBgM+Ku/+it4PB5oNBrceOONOH36NAKBwLwpA6Mdg/mivLw8+x3gOA7JZBI9PT3zpgwAIx+DXKJAZpxaW1thNpuRn5+f3VdTU4PGxsYcpio3fvzjH+Pyyy/H17/+ddTX1+c6OTnR1NSE6urq7HZtbe28KwsfffQRtmzZguuvvx7PPPNMrpMzIw4dOoS8vDzY7fZ5WwYGHgNg/pSDBx54AGvXrsWXv/xlXHLJJaisrJx3ZWC4YwDkrgxoZ+ydzhPxeBwmk2nQPpPJhEgkkqMU5cYdd9yByspK8DyPp556CnfeeSeeeeYZGI3GXCdtRsViMZjN5uy2yWRCLBbLYYpm1sqVK/H73/8eBQUFOHr0KL7zne/A6XRi06ZNuU7atIlEIrj//vvx9a9/HcD8LANnH4P5VA7uuecefPe738W+ffuyfYTmWxkY7hjksgxQjcw4GQwGRKPRQfui0SgMBkOOUpQbdXV1MBqNEEURX/nKV2AwGHDkyJFcJ2vGGY3GQUFsNBqdV8HcggULUFRUBJ7nUVdXh8997nPYuXNnrpM1bSRJwt/8zd9g3bp1+PSnPw1g/pWB4Y7BfCsHGo0Ga9aswYcffog9e/bMuzIADD0GuSwDFMiMU2lpKSKRyKA2wfr6+mzV2nzF8/OzKFVUVAwavXLy5Ml5XRY4jst1EqZNKpXC9773PbhcLtx1113Z/fOpDIx0DM52PpeDgRRFQXt7+7wqA2frPwZnm8kyMD/PPpNgNBqxYcMGPPLII0gkEti1axcaGhqwYcOGXCdtxoTDYezduxfJZBKyLOOJJ55AKBTC4sWLc520aZNKpSBJEhhj2XVFUXD11Vfj2WefRUdHB3p6evDEE0/gqquuynVyp9xI+X/vvffg9/sBAMePH8dTTz2F9evX5zi10+O+++6DJEm49957B/1Iz5cyAIx8DOZDOYjFYnj55ZcRi8WQSqXwxhtvYP/+/VixYsW8KQOjHYNclgGOsfN0sPs08vv9+OEPf4j9+/fD4/Hg7rvvxpo1a3KdrBnj9/txxx13oLm5GYIgoLa2FnfddRcWLVqU66RNm3vvvRcvvPDCoH0PP/wwVq9ejcceewz//d//DUVRcN111+GOO+44765IR8r/7t278dJLLyGRSMDlcuGGG27A5z73uRylcvp0dnZi69at0Ov1g2off/GLX2DFihXzogyMdgzeeuut874cxONxfOtb38Lx48fBGENJSQm+9rWvZfuAzIcyMNox+NnPfpazMkCBDCGEEELmLGpaIoQQQsicRYEMIYQQQuYsCmQIIYQQMmdRIEMIIYSQOYsCGUIIIYTMWRTIEEIIIWTOokCGEEIIIXMWBTKEEEIImbMokCGEzCr79u3D6tWrsXr1apw+fTrXySGEzHIUyBBCcubee+/F6tWrceutt2b3mc1m1NXVoa6uDjqdLoepI4TMBdpcJ4AQQgZatGgRHn/88VwngxAyR9C9lgghObF161Z0dnYO2f/www/j9ttvBwDs2LEDRUVF2ZtWFhYW4rbbbsNvfvMbRCIRbNu2Dd/4xjfwq1/9Cjt27IDFYsFNN92E7du3Z1+vu7sbv/71r7Fnzx4EAgF4PB5s3boVN910E7RaupYjZK6jbzEhJCcWLlyIeDyOQCAAk8mEiooKAMDx48dH/J+enh488MADyM/PRzQaxZNPPom9e/fC5/PBbDajq6sL//zP/4xVq1ahoqICgUAAN910E7xeb/Y9Ghsb8fDDD6OjowM//OEPZyq7hJBpQn1kCCE58ZOf/ATr1q0DoAY1jz/+OB5//HEsWrRoxP+RZRm//OUv8Yc//AEejwcA0NbWhieffBLPPPMM9Ho9FEXB/v37AQBPP/00vF4vnE4nnnvuOTz55JN48MEHAQAvvPAC2trapjmXhJDpRjUyhJA5w2q1Yvny5QCAgoICeL1eVFVVoaioCADgcDjQ1dWFvr4+AMCRI0cAAL29vfjkJz856LUYYzh8+DBKSkpmLgOEkClHgQwhZM4wmUzZdY1GM2Qfx3EA1CBl4HJg09VAoihOW1oJITODAhlCSM70BxKJRGJaXn/p0qV47733oNFocP/992drbqLRKHbu3IlNmzZNy/sSQmYOBTKEkJwpLy8HABw9ehQ33ngjDAYDbrnllil7/RtuuAF/+tOf4PP58NnPfhYVFRWIRqPwer1IpVK49tprp+y9CCG5QZ19CSE5s23bNmzevBlmsxkNDQ04fPgwFEWZstd3OBx47LHHsHXrVthsNjQ0NECSJKxYsQLf/va3p+x9CCG5Q/PIEEIIIWTOohoZQgghhMxZFMgQQgghZM6iQIYQQgghcxYFMoQQQgiZsyiQIYQQQsicRYEMIYQQQuYsCmQIIYQQMmdRIEMIIYSQOYsCGUIIIYTMWRTIEEIIIWTOokCGEEIIIXPW/wepr8uW+hLhPQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tourism_series[[\"Total\", \"NSW\", \"NSW - bus\", \"NSW - hol\", \"NSW - bus - city\"]].plot()" ] }, { "cell_type": "markdown", "id": "e5499e7f-c8da-4ac4-a942-19e75d542519", "metadata": {}, "source": [ "## Inspecting the Hierarchy\n", "\n", "Some of these components add up in certain ways. For instance, the sum of the holiday tourism done in New South Wales can be decomposed as the sum of \"city\" and \"noncity\" holiday New South Wales tourism:" ] }, { "cell_type": "code", "execution_count": 5, "id": "5b1a6bd3-d780-486f-9611-25205588fd7e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sum_city_noncity = (\n", " tourism_series[\"NSW - hol - city\"] + tourism_series[\"NSW - hol - noncity\"]\n", ")\n", "sum_city_noncity.plot(label=\"NSW - hol, city+noncity\", lw=8, color=\"grey\")\n", "tourism_series[\"NSW - hol\"].plot(color=\"orange\")" ] }, { "cell_type": "markdown", "id": "f5d0d5a4-032c-484d-be84-f26357186628", "metadata": {}, "source": [ "Similarly, both the sum over regions and over reasons add up to the total:" ] }, { "cell_type": "code", "execution_count": 6, "id": "4841f1cd-40d6-46fb-b7fb-2b6692afea6a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reasons = [\"Hol\", \"VFR\", \"Bus\", \"Oth\"]\n", "regions = [\"NSW\", \"VIC\", \"QLD\", \"SA\", \"WA\", \"TAS\", \"NT\"]\n", "city_labels = [\"city\", \"noncity\"]\n", "\n", "tourism_series[\"Total\"].plot(label=\"total\", lw=12, color=\"grey\")\n", "tourism_series[regions].sum(axis=1).plot(label=\"sum regions\", lw=7, color=\"orange\")\n", "tourism_series[reasons].sum(axis=1).plot(label=\"sum reasons\", lw=3, color=\"blue\")" ] }, { "attachments": { "de74d4d1-1a95-41c4-9a21-99199060ad36.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "ef338be8-fd51-45a8-b7ab-06eb3b41b136", "metadata": {}, "source": [ "So overall our hierarchy looks as follows:\n", "\n", "![image.png](attachment:de74d4d1-1a95-41c4-9a21-99199060ad36.png)" ] }, { "cell_type": "markdown", "id": "93fadb31-50b9-43f5-a302-4a49d0061111", "metadata": {}, "source": [ "## Encoding the Hierarchy\n", "\n", "We will now encode the hierarchy itself in a way that Darts understands. This is simple: the hierarchy is simply represented as a `dict`, where the keys are component names, and the values are lists containing this component's parent(s) in the hierarchy.\n", "\n", "For example, referring to the figure above:\n", "\n", "* `\"Hol\"` is mapped to `[\"Total\"]`, as it is a child of `\"Total\"` in the left tree.\n", "* `\"NSW - hol\"` is mapped to `[\"Hol\", \"NSW\"]`, as it is a child of both `\"Hol\"` (in the left tree), and `\"NSW\"` (in the right tree).\n", "* `\"NSW - bus - city\"` is mapped to `[\"NSW - bus\"]` as it is a child of `\"NSW - bus\"` in the right tree.\n", "* etc...\n", "\n", "So all components except `\"Total\"` will appear as a key in the hierarchy dictionary.\n", "As we have quite a few components (96), we will not build this dict by hand, but rather programmatically:" ] }, { "cell_type": "code", "execution_count": 7, "id": "c7478d62-efc4-47d5-9936-2272560e7b9d", "metadata": {}, "outputs": [], "source": [ "hierarchy = dict()\n", "\n", "# Fill in grouping by reason\n", "for reason in reasons:\n", " hierarchy[reason] = [\"Total\"]\n", "\n", "# Fill in grouping by region\n", "for region in regions:\n", " hierarchy[region] = [\"Total\"]\n", "\n", "# Fill in grouping by (region, reason)\n", "for region, reason in product(regions, reasons):\n", " hierarchy[f\"{region} - {reason.lower()}\"] = [reason, region]\n", "\n", "# Fill in grouping by (region, reason, )\n", "for region, reason, city in product(regions, reasons, city_labels):\n", " hierarchy[f\"{region} - {reason.lower()} - {city}\"] = [\n", " f\"{region} - {reason.lower()}\"\n", " ]" ] }, { "cell_type": "markdown", "id": "be5ecb74-f633-47a3-a4b5-b3b848bc5677", "metadata": {}, "source": [ "As a sanity check, let's see what a few of the components map to in the hierarchy:" ] }, { "cell_type": "code", "execution_count": 8, "id": "cff59853-dac0-4cd4-98a1-ffa5ac021201", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hol -> ['Total']\n", "NSW - hol -> ['Hol', 'NSW']\n", "NSW - bus - city -> ['NSW - bus']\n" ] } ], "source": [ "for component in [\"Hol\", \"NSW - hol\", \"NSW - bus - city\"]:\n", " print(f\"{component} -> {hierarchy[component]}\")" ] }, { "cell_type": "markdown", "id": "079e069a-1f6f-4a3c-95f6-eeb15f21db41", "metadata": {}, "source": [ "Good, that looks as expected.\n", "\n", "In Darts, hierarchies are a property of `TimeSeries` objects.\n", "We can now embed our hierarchy in our `TimeSeries`. We do this using the `with_hierarchy()` method, but we could also specify the hierarchy at the series construction; for instance providing a `hierarchy` to the `TimeSeries.from_dataframe()` factory method." ] }, { "cell_type": "code", "execution_count": 9, "id": "cebbf377-9668-436b-b172-c59f451623f0", "metadata": {}, "outputs": [], "source": [ "tourism_series = tourism_series.with_hierarchy(hierarchy)" ] }, { "cell_type": "markdown", "id": "cd58de2a", "metadata": {}, "source": [ "## Forecasting Using a Multivariate Model\n", "\n", "Now we have a multivariate time series, which contains the hierarchy information. Let's split it in train / eval parts. We will keep the last 12 months as a validation set." ] }, { "cell_type": "code", "execution_count": 10, "id": "04f4fb58", "metadata": {}, "outputs": [], "source": [ "train, val = tourism_series[:-12], tourism_series[-12:]" ] }, { "cell_type": "markdown", "id": "0b721709-fb6b-4dc6-8b61-a8f777744429", "metadata": {}, "source": [ "Getting forecasts is now as easy as using one of Darts models supporting multivariate series:" ] }, { "cell_type": "code", "execution_count": 11, "id": "c34e663a", "metadata": {}, "outputs": [], "source": [ "model = LinearRegressionModel(lags=12)\n", "model.fit(train)\n", "pred = model.predict(n=len(val))" ] }, { "cell_type": "markdown", "id": "0a14abfa", "metadata": {}, "source": [ "Let's look at our forecasts:" ] }, { "cell_type": "code", "execution_count": 12, "id": "2116be09", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "components_to_show = [\"Total\", \"NSW\", \"NSW - bus\", \"NSW - hol\", \"NSW - bus - city\"]\n", "plt.figure(figsize=(14, 8))\n", "tourism_series[components_to_show].plot(lw=5)\n", "pred[components_to_show].plot(lw=2)" ] }, { "cell_type": "markdown", "id": "1ffd765d", "metadata": {}, "source": [ "Let's also compute the accuracy at the different levels (MAE, averaged over several components):" ] }, { "cell_type": "code", "execution_count": 13, "id": "c3b78953", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean MAE on total: 4311.00\n", "mean MAE on reasons: 1299.87\n", "mean MAE on regions: 815.08\n", "mean MAE on (region, reason): 315.89\n", "mean MAE on (region, reason, city): 191.85\n" ] } ], "source": [ "# we pre-generate some of the components' names\n", "regions_reasons_comps = list(\n", " map(lambda t: f\"{t[0]} - {t[1].lower()}\", product(regions, reasons))\n", ")\n", "\n", "regions_reasons_city_comps = list(\n", " map(\n", " lambda t: f\"{t[0]} - {t[1].lower()} - {t[2]}\",\n", " product(regions, reasons, city_labels),\n", " )\n", ")\n", "\n", "\n", "def measure_mae(pred):\n", " def print_mae_on_subset(subset, name):\n", " print(f\"mean MAE on {name}: {mae(pred[subset], val[subset]):.2f}\")\n", "\n", " print_mae_on_subset([\"Total\"], \"total\")\n", " print_mae_on_subset(reasons, \"reasons\")\n", " print_mae_on_subset(regions, \"regions\")\n", " print_mae_on_subset(regions_reasons_comps, \"(region, reason)\")\n", " print_mae_on_subset(regions_reasons_city_comps, \"(region, reason, city)\")\n", "\n", "\n", "measure_mae(pred)" ] }, { "cell_type": "markdown", "id": "8a615a85", "metadata": {}, "source": [ "## Reconciling Forecasts\n", "\n", "First, let's see whether our current \"raw\" forecasts add up:" ] }, { "cell_type": "code", "execution_count": 14, "id": "1d994992", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_forecast_sums(pred_series):\n", " plt.figure(figsize=(10, 5))\n", "\n", " pred_series[\"Total\"].plot(label=\"total\", lw=6, alpha=0.3, color=\"grey\")\n", " pred_series[regions].sum(axis=1).plot(label=\"sum of regions\")\n", " pred_series[reasons].sum(axis=1).plot(label=\"sum of reasons\")\n", " pred_series[regions_reasons_comps].sum(axis=1).plot(\n", " label=\"sum of (region, reason) series\"\n", " )\n", " pred_series[regions_reasons_city_comps].sum(axis=1).plot(\n", " label=\"sum of (region, reason, city) series\"\n", " )\n", "\n", " legend = plt.legend(loc=\"best\", frameon=1)\n", " frame = legend.get_frame()\n", " frame.set_facecolor(\"white\")\n", "\n", "\n", "plot_forecast_sums(pred)" ] }, { "cell_type": "markdown", "id": "6ef99314", "metadata": {}, "source": [ "It seems that they don't. So let's reconcile them.\n", "We will use some transformers available in `darts.dataprocessing.transformers` to do that. These transformers can perform *posthoc* reconciliation (i.e., reconcile forecasts after they have been obtained). We have at our disposal the following methods:\n", "\n", "* `BottomUpReconciliator` performs bottom-up reconciliation, simply resetting each component in the hierarchy as the sum of its children components ([API documentation](https://unit8co.github.io/darts/generated_api/darts.dataprocessing.transformers.reconciliation.html#darts.dataprocessing.transformers.reconciliation.BottomUpReconciliator)).\n", "* `TopDownReconciliator` performs top-down reconciliation, which breaks down the aggregate forecasts down the hierarchy using historical proportions. This transformer requires calling `fit()` with the historical values (i.e., the training series) in order to learn these proportions ([API documentation](https://unit8co.github.io/darts/generated_api/darts.dataprocessing.transformers.reconciliation.html#darts.dataprocessing.transformers.reconciliation.TopDownReconciliator)).\n", "* `MinTReconciliator` is a technique to perform \"optimal\" reconciliation, as detailed [here](https://otexts.com/fpp3/reconciliation.html#the-mint-optimal-reconciliation-approach). This transformer can work in a few different ways listed in the [API Documentation](https://unit8co.github.io/darts/generated_api/darts.dataprocessing.transformers.reconciliation.html#darts.dataprocessing.transformers.reconciliation.MinTReconciliator).\n", "\n", "Below, we use the `wls_val` variant of `MinTReconciliator`:" ] }, { "cell_type": "code", "execution_count": 15, "id": "5c5f2006", "metadata": {}, "outputs": [], "source": [ "reconciliator = MinTReconciliator(method=\"wls_val\")\n", "reconciliator.fit(train)\n", "reconcilied_preds = reconciliator.transform(pred)" ] }, { "cell_type": "markdown", "id": "c364047d-577e-4d32-98ab-cc07f821005e", "metadata": {}, "source": [ "Let's now check whether the reconciled forecasts sum up as we expect:" ] }, { "cell_type": "code", "execution_count": 16, "id": "b2b95875", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_forecast_sums(reconcilied_preds)" ] }, { "cell_type": "markdown", "id": "45f6313d-4ffa-4221-b9cf-1f70c09044ea", "metadata": {}, "source": [ "It looks good - and how about the MAE errors:" ] }, { "cell_type": "code", "execution_count": 17, "id": "d9d2b026", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean MAE on total: 4205.92\n", "mean MAE on reasons: 1294.87\n", "mean MAE on regions: 810.68\n", "mean MAE on (region, reason): 315.11\n", "mean MAE on (region, reason, city): 191.36\n" ] } ], "source": [ "measure_mae(reconcilied_preds)" ] }, { "cell_type": "markdown", "id": "4c44f23b-29cd-4d6c-9757-34079961bdbe", "metadata": {}, "source": [ "Compared to before, the MAE slightly increased (e.g., on the total level), whereas it slightly decreased on some other more granular levels. This is typical of reconciliation: it can increase the error, but also decrease it in some cases." ] }, { "cell_type": "markdown", "id": "47fbbfc0", "metadata": {}, "source": [ "## Alternative: Forecasting Components Independently\n", "Above, we simply fit a single multivariate model on our multivariate series. This means that the forecasts for each dimension consumes the (lagged) values of all other dimensions. Below, for the sake of example, we repeat the experiment but using \"local\" models forecasting each component independently. We use a simple `Theta` model, and concatenate all the forecasts in a single multivariate `TimeSeries`:" ] }, { "cell_type": "code", "execution_count": 18, "id": "8c704584-f31e-4cfb-bc53-daa0e8ef8df8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/dennisbader/miniconda3/envs/darts310_test/lib/python3.10/site-packages/statsmodels/tsa/holtwinters/model.py:917: ConvergenceWarning: Optimization failed to converge. Check mle_retvals.\n", " warnings.warn(\n" ] } ], "source": [ "preds = []\n", "for component in tourism_series.components:\n", " model = Theta()\n", " model.fit(train[component])\n", " preds.append(model.predict(n=len(val)))\n", "\n", "pred = concatenate(preds, axis=\"component\")" ] }, { "cell_type": "markdown", "id": "2987c301-7e07-42ad-87a2-e4ac67b025bf", "metadata": {}, "source": [ "Let's plot a few forecasts, and show the MAE errors:" ] }, { "cell_type": "code", "execution_count": 19, "id": "22e88655-2321-404a-8a76-a24f41c9d8e5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean MAE on total: 3294.38\n", "mean MAE on reasons: 1204.76\n", "mean MAE on regions: 819.13\n", "mean MAE on (region, reason): 329.39\n", "mean MAE on (region, reason, city): 195.16\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14, 8))\n", "tourism_series[components_to_show].plot(lw=5)\n", "pred[components_to_show].plot(lw=2)\n", "measure_mae(pred)" ] }, { "cell_type": "markdown", "id": "334d54bc-b3ea-4087-a7e3-35b1fbbb1642", "metadata": {}, "source": [ "As expected, these forecasts don't add up either:" ] }, { "cell_type": "code", "execution_count": 20, "id": "e8c5cb12-11c9-4386-b483-21b48d568642", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_forecast_sums(pred)" ] }, { "cell_type": "markdown", "id": "ad3a185c-4ed5-4863-a80e-b6f6e2dfdbf1", "metadata": {}, "source": [ "Let's make them add up using a `MinTReconciliator`:" ] }, { "cell_type": "code", "execution_count": 21, "id": "616da722-26ee-4630-9728-64d7ab7980e6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean MAE on total: 3349.33\n", "mean MAE on reasons: 1215.91\n", "mean MAE on regions: 782.26\n", "mean MAE on (region, reason): 316.39\n", "mean MAE on (region, reason, city): 199.92\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reconciliator = MinTReconciliator(method=\"wls_val\")\n", "reconciliator.fit(train)\n", "reconcilied_preds = reconciliator.transform(pred)\n", "\n", "plot_forecast_sums(reconcilied_preds)\n", "measure_mae(reconcilied_preds)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 5 }