diff --git a/lab_2/lab2.ipynb b/lab_2/lab2.ipynb index c28dc59..f963d47 100644 --- a/lab_2/lab2.ipynb +++ b/lab_2/lab2.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -49,17 +49,17 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Index(['ID', 'Price', 'Levy', 'Manufacturer', 'Model', 'Prod. year',\n", - " 'Category', 'Leather interior', 'Fuel type', 'Engine volume', 'Mileage',\n", - " 'Cylinders', 'Gear box type', 'Drive wheels', 'Doors', 'Wheel', 'Color',\n", - " 'Airbags'],\n", + "Index(['Unnamed: 0', 'Name', 'Rating', 'Spec_score', 'No_of_sim', 'Ram',\n", + " 'Battery', 'Display', 'Camera', 'External_Memory', 'Android_version',\n", + " 'Price', 'company', 'Inbuilt_memory', 'fast_charging',\n", + " 'Screen_resolution', 'Processor', 'Processor_name'],\n", " dtype='object')\n", "Index(['Unnamed: 0', 'Name', 'Rating', 'Spec_score', 'No_of_sim', 'Ram',\n", " 'Battery', 'Display', 'Camera', 'External_Memory', 'Android_version',\n", @@ -97,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -122,12 +122,12 @@ "source": [ "Так как набо дастаточно быльшие (более 1000 строк), то зашкмленность не будет иметь сильного влияние на качество, шумы усреднятся\n", "\n", - "Смещение данных, актуальность и просачивание данных проверить представляетяс невозможным, так как был взят готовый сет данных" + "Смещение данных, актуальность проверить представляется невозможным, так как был взят готовый сет данных" ] }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -138,17 +138,19 @@ "ID 45576535.886104904 936591.4227992407\n", "Price 18581.7495915248 191880.3101852926\n", "Prod. year 2010.9471797575118 5.560374489543753\n", - "Cylinders 4.579460150135761 1.1950443346898312\n", - "Airbags 6.620695178600032 4.30661786316207\n", - "стало 18729\n", + "Mileage 1448962.4091998083 46414350.64710781\n", + "Cylinders 4.579505488649685 1.195311870131117\n", + "Airbags 6.622327917913639 4.306232340768934\n", + "стало 18712\n", "\n", "------------------\n", "\n", - "было 1370\n", - "Unnamed: 0 684.5 395.6292456328273\n", - "Rating 4.374416058394161 0.2301756924899598\n", - "Spec_score 80.23430656934306 8.37392155180379\n", - "стало 1359\n", + "было 1313\n", + "Unnamed: 0 689.4889565879665 393.9451859329142\n", + "Rating 4.374714394516375 0.2306630122648432\n", + "Spec_score 79.78217821782178 8.203848320388786\n", + "Price 29.234423195084485 21.790674983254675\n", + "стало 1282\n", "\n", "------------------\n", "\n", @@ -161,8 +163,13 @@ } ], "source": [ - "print(\"было \", phones_df.shape[0])\n", - "for column in phones_df.select_dtypes(include=['int', 'float']).columns:\n", + "#преобразование пробега к float, чтобы потом помтроить график\n", + "cars_df['Mileage'] = cars_df['Mileage'].str.replace(r'\\D+', '', regex=True).astype(float)\n", + "phones_df['Price'] = pd.to_numeric(phones_df['Price'].str.replace(',', '.'), errors='coerce')\n", + "phones_df = phones_df.dropna(subset=['Price'])\n", + "\n", + "print(\"было \", cars_df.shape[0])\n", + "for column in cars_df.select_dtypes(include=['int', 'float']).columns:\n", " mean = cars_df[column].mean()\n", " std_dev = cars_df[column].std()\n", " print(column, mean, std_dev)\n", @@ -209,7 +216,322 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Выше были устранены выбросы, которые могли повлиять на качество данных. При этом выбока осталась достаточного размера для работы с ней" + "Выше были устранены выбросы, которые могли повлиять на качество данных. При этом выбока осталась достаточного размера для работы с ней.\n", + "В телефонах были некорректные данные по ценам (с двумя запятыми, я не знаю что они значат, поэтому я их удалил)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Просачивание данных. Проверим зависимость между параметрами графически. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cars_df.boxplot(column = 'Price', by = 'Airbags')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "не смотря на то что график показывает выбросы (на самом деле стало гораздо лучше чем было). По медиане видно, что цена имеет прямопропорцианальную зависимость от количества подушек безопасности " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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6zocffqiEhATNmjVLH3zwgUJCQnTPPfdozpw5de6rvLxc5eXl9r/XdiM0AACwjmaFm1//+tfKy8tTWVmZgoKCJEmnT5+Wn5+f/P39dfLkSUVHR2vTpk2KjIysdRv5+fmqrKxUWFiYQ3tYWJgOHDhQ6zpHjhzRxx9/rClTpmjdunU6dOiQfvKTn+j8+fOaN29ereukpKTo+eefb85hAgCANqhZNxS/9NJLGj58uDIzM1VQUKCCggIdPHhQ8fHx+s1vfqPs7GyFh4frsccec2qxVVVVCg0N1f/8z/9o2LBhmjRpkp5++mktW7asznWSk5NVVFRk/xw/ftypNQEAgNalWWdunnnmGf3lL39Rnz597G0xMTF65ZVXdPfdd+vIkSNasGBBvY+FBwcHy9PTU7m5uQ7tubm5Cg8Pr3Wd7t27y8vLy+ES1NVXX62cnBxVVFTI29u7xjo+Pj7y8fFp6iECAIA2qllnbk6cOKELFy7UaL9w4YJ9huKIiAidOXOmzm14e3tr2LBhSk1NtbdVVVUpNTVVCQkJta4zatQoHTp0SFVVVfa2gwcPqnv37rUGm9boSF6JNmWcVFZ+qbtLAQDAkpoVbsaOHasHH3xQe/bssbft2bNHM2fO1M033yxJ2rdvn3r37l3vdpKSkvTGG2/o97//vfbv36+ZM2eqtLRU06dPlyRNnTrV4YbjmTNn6tSpU3r00Ud18OBBrV27Vi+99JJmzZrVnMNoUYVlFZq6fIduXrhF09/eqbGvbNbU5TtUVHbe3aUBAGApzbostXz5ct17770aNmyY/ZHsCxcu6JZbbtHy5cslSf7+/lq4cGG925k0aZLy8vI0d+5c5eTkaMiQIVq/fr39JuPs7Gx5ePwnf0VGRmrDhg167LHHdO2116pHjx569NFHNWfOnOYcRot6ZGW6th/Kd2jbfihfD6/co3fuH+GmqgAAsJ4rmufmwIEDOnjwoCSpX79+6tevn9MKcxV3zHNzJK9ENy/cUufyTU/cpN7BnVqkFgAA2iKXz3NTrX///urfv/+VbKJdOHaqrN7lRwtKCTcAADhJs8PN119/rQ8//FDZ2dmqqKhwWLZo0aIrLsxKenX1q3d5VDeCDQAAztKscJOamqo77rhD0dHROnDggAYOHKijR4/KGKOhQ4c6u8Y2LzrEX2NiQ7T9UL4qL7kK6GmzaVRMMGdtAABwomY9LZWcnKwnnnhC+/btk6+vr/7yl7/o+PHjuvHGG/WDH/zA2TVawpLJcRoVE+zQNiomWI/fGsuj4QAAOFGzbiju3Lmz0tPT1adPHwUFBWnbtm265ppr9Pnnn+vOO+/U0aNHXVCqc7j7xZlZ+aU6WlCqrn5eWvj3TG3NzLMvGxMboiWT4xTo17yXggIAYFVN+f3drDM3nTp1st9n0717dx0+fNi+LD8/v67VIKl3cCeN7ReqhX/PrPPRcAAA0HzNuudm5MiR2rZtm66++mrddtttevzxx7Vv3z6tWbNGI0eOdHaNlnMkr8ThjE21SmO0NTNPWfk8PQUAQHM1K9wsWrRIJSUlkqTnn39eJSUlWr16tWJjY3lSqhF4NBwAANdpVriJjo62/7lTp071vpUbNfFoOAAArtOse24kqbCwUG+++aaSk5N16tQpSdLu3bv1zTffOK04q6p+NNzTZnNo97TZNCY2hLM2AABcgWaFm71796pv376aP3++XnnlFRUWFkqS1qxZ4/CiS9StrkfDl0yOc1NFAABYQ7MuSyUlJem+++7TggUL1LlzZ3v7bbfdpnvuucdpxVlZoJ+X3rl/hP3R8KhunThjAwCAEzQr3OzcuVO/+93varT36NFDOTk5V1xUe9I7mFADAIAzNeuylI+Pj4qLi2u0Hzx4UCEhIVdcFAAAQHM1K9zccccdeuGFF3T+/HlJks1mU3Z2tubMmaO7777bqQUCAAA0RbPCzcKFC1VSUqLQ0FCdPXtWN954o2JiYtS5c2e9+OKLzq4RAACg0Zp1z01gYKA2btyobdu2ae/evSopKdHQoUOVmJjo7PoAAACapFkvzmzL3P3iTAAA0HRN+f3d6DM3r776aqMLeOSRRxrdFwAAwJkafeamd+/ejdugzaYjR45cUVGuxJkbAADaHpecucnKyrriwgAAAFyt2e+WAgAAaI0afeYmKSlJv/jFL9SpUyclJSXV23fRokVXXBgAAEBzNDrc7Nmzxz5p3549e1xWEAAAwJXgUXAAANDqueSGYkn60Y9+1GAfm82m5cuXN2WzAAAATtOkcLNixQr16tVLcXFxamcnfAAAQBvRpHAzc+ZMrVy5UllZWZo+fbr+3//7f+ratauragMAAGiyJj0KvnTpUp04cUJPPvmk/vrXvyoyMlI//OEPtWHDBs7kAACAVuGKbig+duyYVqxYoXfeeUcXLlzQl19+KX9/f2fW53TcUAwAQNvTlN/fVzSJn4eHh2w2m4wxqqysvJJNAQAAOEWTw015eblWrlyp73znO+rbt6/27dun1157TdnZ2a3+rA0AALC+Jt1Q/JOf/ESrVq1SZGSkfvSjH2nlypUKDg52VW0AAABN1qR7bjw8PNSzZ0/FxcXJZrPV2W/NmjVOKc4VuOcGAIC2x2WT+E2dOrXeUAMAAOBuTZ7EDwAAoDW7oqelAAAAWhvCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsJRWEW6WLl2qqKgo+fr6Kj4+Xjt27GjUeqtWrZLNZtNdd93l2gKb6UheiTZlnFRWfqm7SwEAoN3o4O4CVq9eraSkJC1btkzx8fFavHixxo0bp4yMDIWGhta53tGjR/XEE09o9OjRLVht4xSWVeiRlenamplnbxsTG6Ilk+MU6OflxsoAALA+t5+5WbRokWbMmKHp06drwIABWrZsmfz8/PTWW2/VuU5lZaWmTJmi559/XtHR0S1YbeM8sjJd2w/lO7RtP5Svh1fucVNFAAC0H24NNxUVFdq1a5cSExPtbR4eHkpMTFRaWlqd673wwgsKDQ3V/fff3+A+ysvLVVxc7PBxpSN5JdqamadKYxzaK43R1sw8LlEBAOBibg03+fn5qqysVFhYmEN7WFiYcnJyal1n27ZtWr58ud54441G7SMlJUWBgYH2T2Rk5BXXXZ9jp8rqXX60gHADAIAruf2yVFOcOXNG9957r9544w0FBwc3ap3k5GQVFRXZP8ePH3dpjb26+tW7PKpbJ5fuHwCA9s6tNxQHBwfL09NTubm5Du25ubkKDw+v0f/w4cM6evSoJk6caG+rqqqSJHXo0EEZGRnq06ePwzo+Pj7y8fFxQfW1iw7x15jYEG0/lO9wacrTZtOomGD1DibcAADgSm49c+Pt7a1hw4YpNTXV3lZVVaXU1FQlJCTU6N+/f3/t27dP6enp9s8dd9yhsWPHKj093eWXnBpryeQ4jYpxPLM0KiZYSybHuakiAADaD7c/Cp6UlKRp06bpuuuu04gRI7R48WKVlpZq+vTpkqSpU6eqR48eSklJka+vrwYOHOiwfpcuXSSpRrs7Bfp56Z37Rygrv1RHC0oV1a0TZ2wAAGghbg83kyZNUl5enubOnaucnBwNGTJE69evt99knJ2dLQ+PNnVrkF3vYEINAAAtzWbMZc8sW1xxcbECAwNVVFSkgIAAd5cDAAAaoSm/v9vmKREAAIA6EG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAICldHB3AVZ1JK9Ex06VKapbJ/UO7uTucgAAaDcIN05WWFahR1ama2tmnr1tTGyIlkyOU6CflxsrAwCgfeCylJM9sjJd2w/lO7RtP5Svh1fucVNFAAC0L4QbJzqSV6KtmXmqNMahvdIYbc3MU1Z+qZsqAwCg/SDcONGxU2X1Lj9aQLgBAMDVCDdO1KurX73Lo7pxYzEAAK5GuHGi6BB/jYkNkafN5tDuabNpTGwIT00BANACCDdOtmRynEbFBDu0jYoJ1pLJcW6qCACA9oVHwZ0s0M9L79w/Qln5pTpaUMo8NwAAtLBWceZm6dKlioqKkq+vr+Lj47Vjx446+77xxhsaPXq0goKCFBQUpMTExHr7u0vv4E4a2y+03mBzJK9EmzJO8hQVAABO5PYzN6tXr1ZSUpKWLVum+Ph4LV68WOPGjVNGRoZCQ0Nr9N+8ebMmT56s66+/Xr6+vpo/f75uvfVWffnll+rRo4cbjqDpmOgPAADXsRlz2aQsLSw+Pl7Dhw/Xa6+9JkmqqqpSZGSkHn74YT311FMNrl9ZWamgoCC99tprmjp1aoP9i4uLFRgYqKKiIgUEBFxx/c0xdfkObT+U7zAfjqfNplExwXrn/hFuqQkAgNasKb+/3XpZqqKiQrt27VJiYqK9zcPDQ4mJiUpLS2vUNsrKynT+/Hl17dq11uXl5eUqLi52+LgTE/0BAOBabg03+fn5qqysVFhYmEN7WFiYcnJyGrWNOXPmKCIiwiEgXSolJUWBgYH2T2Rk5BXXfSWY6A8AANdqFTcUN9fLL7+sVatW6b333pOvr2+tfZKTk1VUVGT/HD9+vIWrdMREfwAAuJZbbygODg6Wp6encnNzHdpzc3MVHh5e77qvvPKKXn75Zf3jH//QtddeW2c/Hx8f+fj4OKXeK3Ekr0THTpUpqlsnjYkNqfOeGx4bBwDgyrg13Hh7e2vYsGFKTU3VXXfdJeniDcWpqamaPXt2nestWLBAL774ojZs2KDrrruuhaptntqejEqI7qb46K765HCBvY2J/gAAcA63PwqelJSkadOm6brrrtOIESO0ePFilZaWavr06ZKkqVOnqkePHkpJSZEkzZ8/X3PnztUf//hHRUVF2e/N8ff3l7+/v9uOoy6PrEzX9kP5Dm07sk5pVEywNj1xExP9AQDgZG4PN5MmTVJeXp7mzp2rnJwcDRkyROvXr7ffZJydnS0Pj//cGvT666+roqJC3//+9x22M2/ePD333HMtWXqDqp+Mulz1k1GSNLZfzbl8AABA87l9npuW1pLz3GzKOKnpb++sc/nb04cTbgAAaIQ2M8+N1fFkFAAALY9w40LRIf4aExsiT5vNod3TZtOY2BDuswEAwAUINy62ZHKcRsUEO7TxZBQAAK7j9huKrS7Qz0vv3D9CWfmlPBkFAEALINy0kN7BhBoAAFoC4caJLp2FmCADAIB7EG6coLZZiMfEhmjJ5DgF+nm5sTIAANofbih2gtpmId5+KF8Pr9zjpooAAGi/CDdXqHoW4srL5kKsnoU4K7/UTZUBANA+EW6u0LFTZfUuP1pAuAEAoCURbq4QsxADANC6EG6uELMQAwDQuhBunIBZiAEAaD14FNwJmIUYAIDWg3DjRMxCDACA+3FZCgAAWApnblystlcy8JoGAABch3DjIrW9kuH6Pt1kjJR2pMDexmsaAABwLi5LuUhtr2T45HCBQ7CReE0DAADORrhxgbpeyVAbXtMAAIBzEW5coKFXMtSG1zQAAOAchBsXaOiVDLXhNQ0AADgH4cYF6nolQ214TQMAAM5FuHGR2l7JcH2fbkqI7ubQxmsaAABwLh4Fd5H6XsnAaxoAAHAdwo2L1fZKBl7TAACA6xBuWrFLZzI2xjCrMQAAjUC4aYVqm934UsxqDABA3bihuBWqbXbjS23LzGNWYwAA6kC4cYEjeSXalHGyWbMON2Z24yqJWY0BAKgDl6WcqLbLSU29hNSU2Y2PFpRy/w0AAJfhzI0T1XY5qakvxmzK7MbMagwAQE2EGyep63JSU1+MWT27cUP/YYb3CuKsDQAAtSDcOElDl5OqX4zZ0P04R/JKNOm6qzSsV1Cd2wry89Kb04Y3v1gAACyMe26cpKHLSV39vDR1+Y4678ep7X6duJ5ddO58pfafOGNvGx4VpDenDucxcAAA6mAzpp7HciyouLhYgYGBKioqUkBAgFO3PXX5Dm0/lO9wacrTZrO/Y6quZe/cP6LedZ+/8xpe1wAAaNea8vuby1JOVNvLMkfFBOvxW2PrvR9n68G8epdL0th+oQQbAAAagctSTlTXyzI3ZZysd709x0/Xu5xHvgEAaDzCjQtc/mLMhu7HiYus++ZhiUe+AQBoCi5LtYDoEH9d36dbrcuu79NNY/qGaExsiDxtNodlnjabxsSGcNYGAIAmINy40KWPfVdcqKq1z/l/t9d1v86SyXEurxMAACvhspQLNPRW70vtPHZaWfkX76mp7X4dAADQNIQbF3hkZbr+2YhgU+1fRwrsQebS+3WO5JXo2Kkygg4AAE1AuHGy6tcwNEX+mXJtyjhpDzGFZRWa8c5n2nn0P09RNfUFnHXVRlgCAFgd4cbJmvJW72oLNx60/zkhupv2nyhW4dnzDn22H8rTwyv36Lk7BtgDijGmUWHFGW8rBwCgrWCGYic7kleimxducfp2G1JfWJm6fIe2Zebp0luaL50dGQCA1o4Zit0oOsRfAyOcH5oasu3fZ3Yul559WlsvCzZS099WDgBAW8FlKSdavSNbaVkFGts/RF98W9yi+64y0tbMPP1t3wn5envaL1U988EX9a73ryP5dT6dtSXjpNK/LtTQnkHq0aUj9+sAANoELks5wb6vC/Vfv/1EF6pa11AOjwpyuCm5IdWXtgrPVuiupdt1uux8vf2ceb8ONzsDAOrTlN/frSLcLF26VL/61a+Uk5OjwYMHa8mSJRoxou57Qd599109++yzOnr0qGJjYzV//nzddtttjdqXK8JN9FNra1z2ae9ski79werk7aGzFRdHyaeDhzr5eOpU6XlVSfKUVHlJXx9Pm3p189NdcVepWydvbdyfKw+bTRFdOmrv8dM6drpMA8ID9KPR0Q5h6EheiT7NKpBk08jobuod3ElbMk7qmff26evCc/K0SYOv6qLTZyuUX1Ku6/sEa9m91znUvSXjpBZvzFR+6TmN7B2soVFBskl6Y8thHS88q15d/fTz7w6Qp82mSmMU1a2TsgtK7We4RseG1Dsur6Vm6h8HchUT4q9ZN8c2GOSqQ9+l+6s+rrr22Zig2JrCZGuqBUDr1abCzerVqzV16lQtW7ZM8fHxWrx4sd59911lZGQoNDS0Rv9PPvlEY8aMUUpKir773e/qj3/8o+bPn6/du3dr4MCBDe7P2eFm9Y5szVmz74q3A/fp2EEqr7x4ac8ZfDwkP18vJV4dput6BWnlzmzlFJ5VzpmKGn09JHl6SDabTWEBvhoR1VXp2YU6fbZCXp425dayjqeHVHlJmvb2tOmnt/RVWcV5/WnX1zp5yTqDegTohthg+Xt30AVjdOFCpT78/ISOnTpr79OtUwdFh3TW2H6hCurkpfySCoX4+yiii68qjeRpk9KPF+lofqm6+Hmpb1hnxf87PF4MlKeUf+acPj5wUieKzik2xF/XRXe1B69LQ2ePLh3tIS3Iz6vRT/HVFubqC3j1rXe5+sJVfcuqL0OP6hOsH1wX2WIh7T+BV6o0clsovPx4m3v87g63te2/rf0fhLo0t8bGfG9csd+GtKlwEx8fr+HDh+u1116TJFVVVSkyMlIPP/ywnnrqqRr9J02apNLSUn300Uf2tpEjR2rIkCFatmxZg/tzdri54eVUfV147oq3A7Q1Ab4dVHzuQr19OnhIdbx5RJ28PVRaUXPhNREBWvvIaEnSsYLSGpdIA3wv3ip46b6D/Lz04awbFNnNr871Lu9T3xQJRqbOZdmnShu8DO2KS7f1zXzeklM71FZHkJ+Xw1g3ph53T1FR2/6v79NNxkhpRwrqrMnddTdGc2tszPfGFfttrDbztFRFRYV27dqlxMREe5uHh4cSExOVlpZW6zppaWkO/SVp3LhxdfZ3NYIN2quGgo1Ud7CRVGuwkaQvvy22P8VX271fxecu1Nj36bLzumPpNvvfa1vv8j6PrEzX9kP5Dn22H8rXwyv31LusMffXVfd1ptpqcuX+mlLH5WPdmHrqG+OWUNv+Pzlc4BBsaqvJ3XU3RnNrbMz3xhX7dQW3hpv8/HxVVlYqLCzMoT0sLEw5OTm1rpOTk9Ok/uXl5SouLnb4AGjdXl63X1syTtZ5U3ttTped1z8z8+pdr7pP9UzilZeduK6eIqG+ZY15cMDZUy3UVa+r9tfcOhpbT0Pj31qO4/Ka3F13YzS3xsZ8b1yxX1ex/Dw3KSkpCgwMtH8iIyPdXRKABmSePKP0rwubvN7u7NMNrrc7+3SzZhJvjqMFzvkHvbH1Omt/V1pHtbrqaWg7re04pIs1ubvuxmhujY353rhiv67i1nATHBwsT09P5ebmOrTn5uYqPDy81nXCw8Ob1D85OVlFRUX2z/Hjx51TPACXubl/mIZc1aXJ6w3tGdTgekN7BqlX14bvH3CGqG7OuZmysfU6a39XWke1uuppaDut7TikizW5u+7GaG6NjfneuGK/ruLWcOPt7a1hw4YpNTXV3lZVVaXU1FQlJCTUuk5CQoJDf0nauHFjnf19fHwUEBDg8HGmoy/f7tTtAZCe+e4A3dgvVEFNuAkxyM9Lo2ND6l2vuk90iL/GxIbI02ZzWO5ps2lMbEi9yzp4OLbXprqvs54UqateV+2vuXU0tp6Gxr+1HMflNbm77sZobo2N+d64Yr+u4vbLUklJSXrjjTf0+9//Xvv379fMmTNVWlqq6dOnS5KmTp2q5ORke/9HH31U69ev18KFC3XgwAE999xz+uyzzzR79mx3HQLQLlU/tVSfDvX8CzMgonOt7cun/mfuoQ9n3VDjH9wA3w419l39REd9613eZ8nkOI2KCXboMyomWEsmx9W77MNZoxoMONV9nam2mly5v6bUcflYN6ae+sa4JdS2/+v7dFNCdLd6a3J33Y3R3Bob871xxX5dwe2PgkvSa6+9Zp/Eb8iQIXr11VcVHx8vSbrpppsUFRWlFStW2Pu/++67euaZZ+yT+C1YsMCtk/hVi3pqrVO3B+exSYqL7KL9J4p07oKxTzAY6OMpD08PnTl3Xn5envLz6aCisgqdrzLq7HPxF2jR2YtP5vh4echDks1DkrHJyOjq8ADd2D9U+44Xae83hTpdViEZyc+ngxKvDtOI3l31x0+zVXy2Qj4dPHSi6JzKL1Sqdzd/BXXy1pffFqmk4oJsujjPTXzvrtqTXaiicxUa2y9MdwyJ0O7s0/r61Fllnjxjn/zvs6On9N7ur2WzSf3CA9Q3rLNOlVbo4Mkz8vLw0PmqKo3qE6zwQF/tzj5tb6vtf9OPn1ZJ+QXdEBOirp28lVdSrhB/H/UI6qgLVUYdPGxKP16orLxSBfl5KfaSeW6y8kv1ryMFKigp16b9J/VN0VnFhvrrut7/mecmK79Unx4pkJF01b+3een8F7/86CttO5SnG2JC9Mx3B9T63++fmXnanX3aYd6N2toas97lsvJL63wFSX3L3v3suLYfzrfPc1NfX2eq3k8HD1uNsWxJlx9vc4+/pcatKftvTE3urrsxmltjY743rthvQ9rUPDctzdVvBQcAAM7XZua5AQAAcDbCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsJSG33xnMdVvmyguLnZzJQAAoLGqf2835q1R7S7cnDlzRpIUGRnp5koAAEBTnTlzRoGBgfX2aXcvzqyqqtK3336rzp07y2azOXXbxcXFioyM1PHjx3kpZx0Yo4YxRg1jjBrGGDWMMWpYaxojY4zOnDmjiIgIeXjUf1dNuztz4+Hhoauuusql+wgICHD7D0Frxxg1jDFqGGPUMMaoYYxRw1rLGDV0xqYaNxQDAABLIdwAAABLIdw4kY+Pj+bNmycfHx93l9JqMUYNY4waxhg1jDFqGGPUsLY6Ru3uhmIAAGBtnLkBAACWQrgBAACWQrgBAACWQrhxkqVLlyoqKkq+vr6Kj4/Xjh073F2SUzz33HOy2WwOn/79+9uXnzt3TrNmzVK3bt3k7++vu+++W7m5uQ7byM7O1u233y4/Pz+FhobqZz/7mS5cuODQZ/PmzRo6dKh8fHwUExOjFStW1KiltYzx1q1bNXHiREVERMhms+n99993WG6M0dy5c9W9e3d17NhRiYmJyszMdOhz6tQpTZkyRQEBAerSpYvuv/9+lZSUOPTZu3evRo8eLV9fX0VGRmrBggU1ann33XfVv39/+fr6atCgQVq3bl2Ta3GFhsbovvvuq/FzNX78eIc+Vh+jlJQUDR8+XJ07d1ZoaKjuuusuZWRkOPRpTd+vxtTiTI0Zn5tuuqnGz9FDDz3k0Meq41Pt9ddf17XXXmufhyYhIUF/+9vfmlSXJcfI4IqtWrXKeHt7m7feest8+eWXZsaMGaZLly4mNzfX3aVdsXnz5plrrrnGnDhxwv7Jy8uzL3/ooYdMZGSkSU1NNZ999pkZOXKkuf766+3LL1y4YAYOHGgSExPNnj17zLp160xwcLBJTk629zly5Ijx8/MzSUlJ5quvvjJLliwxnp6eZv369fY+rWmM161bZ55++mmzZs0aI8m89957DstffvllExgYaN5//33z+eefmzvuuMP07t3bnD171t5n/PjxZvDgweZf//qX+ec//2liYmLM5MmT7cuLiopMWFiYmTJlivniiy/MypUrTceOHc3vfvc7e5/t27cbT09Ps2DBAvPVV1+ZZ555xnh5eZl9+/Y1qRZXaGiMpk2bZsaPH+/wc3Xq1CmHPlYfo3Hjxpm3337bfPHFFyY9Pd3cdtttpmfPnqakpMTepzV9vxqqxR3jc+ONN5oZM2Y4/BwVFRW1i/Gp9uGHH5q1a9eagwcPmoyMDPPzn//ceHl5mS+++KJRdVl1jAg3TjBixAgza9Ys+98rKytNRESESUlJcWNVzjFv3jwzePDgWpcVFhYaLy8v8+6779rb9u/fbySZtLQ0Y8zFX3IeHh4mJyfH3uf11183AQEBpry83BhjzJNPPmmuueYah21PmjTJjBs3zv731jrGl//irqqqMuHh4eZXv/qVva2wsND4+PiYlStXGmOM+eqrr4wks3PnTnufv/3tb8Zms5lvvvnGGGPMb3/7WxMUFGQfI2OMmTNnjunXr5/97z/84Q/N7bff7lBPfHy8efDBBxtdS0uoK9zceeedda7T3sbIGGNOnjxpJJktW7bY62gt36/G1OJql4+PMRfDzaOPPlrnOu1pfC4VFBRk3nzzzXb9M8RlqStUUVGhXbt2KTEx0d7m4eGhxMREpaWlubEy58nMzFRERISio6M1ZcoUZWdnS5J27dql8+fPOxx7//791bNnT/uxp6WladCgQQoLC7P3GTdunIqLi/Xll1/a+1y6jeo+1dtoS2OclZWlnJwch1oDAwMVHx/vMCZdunTRddddZ++TmJgoDw8Pffrpp/Y+Y8aMkbe3t73PuHHjlJGRodOnT9v71DdujanFnTZv3qzQ0FD169dPM2fOVEFBgX1ZexyjoqIiSVLXrl0lta7vV2NqcbXLx6fa//3f/yk4OFgDBw5UcnKyysrK7Mva0/hIUmVlpVatWqXS0lIlJCS065+hdvduKWfLz89XZWWlww+GJIWFhenAgQNuqsp54uPjtWLFCvXr108nTpzQ888/r9GjR+uLL75QTk6OvL291aVLF4d1wsLClJOTI0nKycmpdWyql9XXp7i4WGfPntXp06fbzBhXH1NttV56vKGhoQ7LO3TooK5duzr06d27d41tVC8LCgqqc9wu3UZDtbjL+PHj9b3vfU+9e/fW4cOH9fOf/1wTJkxQWlqaPD09290YVVVV6ac//alGjRqlgQMH2mtrLd+vxtTiSrWNjyTdc8896tWrlyIiIrR3717NmTNHGRkZWrNmjb3u9jA++/btU0JCgs6dOyd/f3+99957GjBggNLT09vtzxDhBvWaMGGC/c/XXnut4uPj1atXL/3pT39Sx44d3VgZ2rL//u//tv950KBBuvbaa9WnTx9t3rxZt9xyixsrc49Zs2bpiy++0LZt29xdSqtU1/g88MAD9j8PGjRI3bt31y233KLDhw+rT58+LV2m2/Tr10/p6ekqKirSn//8Z02bNk1btmxxd1luxWWpKxQcHCxPT88ad3zn5uYqPDzcTVW5TpcuXdS3b18dOnRI4eHhqqioUGFhoUOfS489PDy81rGpXlZfn4CAAHXs2LFNjXF1PfXVGh4erpMnTzosv3Dhgk6dOuWUcbt0eUO1tBbR0dEKDg7WoUOHJLWvMZo9e7Y++ugjbdq0SVdddZW9vTV9vxpTi6vUNT61iY+PlySHnyOrj48keXt7KyYmRsOGDVNKSooGDx6s3/zmN+36Z4hwc4W8vb01bNgwpaam2tuqqqqUmpqqhIQEN1bmGiUlJTp8+LC6d++uYcOGycvLy+HYMzIylJ2dbT/2hIQE7du3z+EX1caNGxUQEKABAwbY+1y6jeo+1dtoS2Pcu3dvhYeHO9RaXFysTz/91GFMCgsLtWvXLnufjz/+WFVVVfZ/nBMSErR161adP3/e3mfjxo3q16+fgoKC7H3qG7fG1NJafP311yooKFD37t0ltY8xMsZo9uzZeu+99/Txxx/XuMTWmr5fjanF2Roan9qkp6dLksPPkVXHpz5VVVUqLy9v3z9DTr9FuR1atWqV8fHxMStWrDBfffWVeeCBB0yXLl0c7j5vqx5//HGzefNmk5WVZbZv324SExNNcHCwOXnypDHm4qN9PXv2NB9//LH57LPPTEJCgklISLCvX/2Y4a233mrS09PN+vXrTUhISK2PGf7sZz8z+/fvN0uXLq31McPWMsZnzpwxe/bsMXv27DGSzKJFi8yePXvMsWPHjDEXHy3u0qWL+eCDD8zevXvNnXfeWeuj4HFxcebTTz8127ZtM7GxsQ6PORcWFpqwsDBz7733mi+++MKsWrXK+Pn51XjMuUOHDuaVV14x+/fvN/Pmzav1MeeGamnpMTpz5ox54oknTFpamsnKyjL/+Mc/zNChQ01sbKw5d+5cuxmjmTNnmsDAQLN582aHR5nLysrsfVrT96uhWlp6fA4dOmReeOEF89lnn5msrCzzwQcfmOjoaDNmzJh2MT7VnnrqKbNlyxaTlZVl9u7da5566iljs9nM3//+90bVZdUxItw4yZIlS0zPnj2Nt7e3GTFihPnXv/7l7pKcYtKkSaZ79+7G29vb9OjRw0yaNMkcOnTIvvzs2bPmJz/5iQkKCjJ+fn7mv/7rv8yJEycctnH06FEzYcIE07FjRxMcHGwef/xxc/78eYc+mzZtMkOGDDHe3t4mOjravP322zVqaS1jvGnTJiOpxmfatGnGmIuPFz/77LMmLCzM+Pj4mFtuucVkZGQ4bKOgoMBMnjzZ+Pv7m4CAADN9+nRz5swZhz6ff/65ueGGG4yPj4/p0aOHefnll2vU8qc//cn07dvXeHt7m2uuucasXbvWYXljanGF+saorKzM3HrrrSYkJMR4eXmZXr16mRkzZtQIqlYfo9rGR5LDz35r+n41phZnamh8srOzzZgxY0zXrl2Nj4+PiYmJMT/72c8c5rkxxrrjU+1HP/qR6dWrl/H29jYhISHmlltusQebxtZlxTHireAAAMBSuOcGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGgCVERUVp8eLF7i4DQCtAuAHQ6tx3332y2Wyy2Wz2Nx6/8MILunDhQp3r7Ny5Uw888EALVgmgterg7gIAoDbjx4/X22+/rfLycq1bt06zZs2Sl5eXkpOTHfpVVFTI29tbISEhbqoUQGvDmRsArZKPj4/Cw8PVq1cvzZw5U4mJifrwww9133336a677tKLL76oiIgI9evXT1LNy1KFhYV68MEHFRYWJl9fXw0cOFAfffSRffm2bds0evRodezYUZGRkXrkkUdUWlra0ocJwAU4cwOgTejYsaMKCgokSampqQoICNDGjRtr7VtVVaUJEybozJkz+sMf/qA+ffroq6++kqenpyTp8OHDGj9+vH75y1/qrbfeUl5enmbPnq3Zs2fr7bffbrFjAuAahBsArZoxRqmpqdqwYYMefvhh5eXlqVOnTnrzzTfl7e1d6zr/+Mc/tGPHDu3fv199+/aVJEVHR9uXp6SkaMqUKfrpT38qSYqNjdWrr76qG2+8Ua+//rp8fX1dflwAXIfLUgBapY8++kj+/v7y9fXVhAkTNGnSJD333HOSpEGDBtUZbCQpPT1dV111lT3YXO7zzz/XihUr5O/vb/+MGzdOVVVVysrKcsXhAGhBnLkB0CqNHTtWr7/+ury9vRUREaEOHf7zz1WnTp3qXbdjx471Li8pKdGDDz6oRx55pMaynj17Nq9gAK0G4QZAq9SpUyfFxMQ0a91rr71WX3/9tQ4ePFjr2ZuhQ4fqq6++avb2AbRuXJYCYDk33nijxowZo7vvvlsbN25UVlaW/va3v2n9+vWSpDlz5uiTTz7R7NmzlZ6erszMTH3wwQeaPXu2mysH4AyEGwCW9Je//EXDhw/X5MmTNWDAAD355JOqrKyUdPHMzpYtW3Tw4EGNHj1acXFxmjt3riIiItxcNQBnsBljjLuLAAAAcBbO3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEsh3AAAAEv5/2/o0QTCBgCLAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cars_df.plot.scatter(x='Price', y='Mileage')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "по графику видна обратно пропорциональная цены у машин и пробега машин. Также виден факт, что у всех дорогих машин нет большого пробега" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cars_df.plot.scatter(x ='Prod. year', y='Price')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "По графику видно, что цена зависит от года производства машины прямо пропорциональная (имею ввиду чем больше год тем больше цена)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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3XbT+o9bzUitkyCiAl/4L5ckh1IZa+zRpPknD676L1n/Uel5qhQwZhfDSf1ncvyHCq/vqHaM8OYQto9Y+TZpP0vC676L1H7WelxqhXUsl5EBCBk6m3jdbU4J25JiG9BdsC7X2adJ8kobXfRet/6j1vGwB2n79/5SWIUOUPqS/QIgA9UOCsA60/ZqweaSyXxOEpaB+SBBiQ4aMlUnOyEFUfLoq9QTMOTfSXyBEgPohQYgP5VqyEmperuZxbnL0F8jPTJQ21A8JQnxoRcZKqHm5mse5kf4CIQLUDwlCfMiQsQJqXq7mdW6kv0CIQJqJFZlr96XLCYIofciQsQJqlq3meW6kv0BYG0pRYHnUHDdIlA4UI2MF1LxczfPcPMs4Yt2wZqS/QFgNSlFgOdQcN0iULrQiYwXU7DYpjXOj7NeEtWgb5g8HO43BMgc7zXOfooAnao4bJEoXMmSshJrdJmo+N+L5IjkjB3kFhjVD8woYuT84oea4QaL0IddSCVmyNwExSXfQOtQPH7Svrvj7WreJufWIiPbc9l9OR1xaptlpHAjbIjo+HaeuqeO+0/Zr+Ww6morYlJKlcHgerrM514eQhlIUKORQYgbe+vFoseObhr+I5iE+sus5ey0Try07pPe252CnQWREOGpX8jS7ndaEfN3PJ1fv5qLX0hjcf/BUd0ybXDHQRzp2SlSSM3LQYV600fKoie1s/gFrLjzmMpGvs7m53tQ815c2lKKglDBkxABAv5WHFdVTtGMDz5aqeyyNKXHbRIF83c8nRY0YALj/4Cl6LD1opRaZj5rj2XjBYy4L9nOXLLfGdc588ASDVh1Fh3nRGLL6GNrP3YdBq44iq0gfN4Wa53pRIENGAUv2JkiWL4tKlFXPpqOpkn73zcfTFLdNFMjX/XwSHZ9ezIjRcv/BUxwotDpna1DMl3F4zWWbjqZKlltjTuTxQqbmuV4kyJBRQEzSHclyuZN1bMpds/6PyKhZI4cwjpr1VrQxX1ET22H1kKaImtgO64Y1Izcp+M1los2JvF7IRDsvtUKGjALCQ3wly+UGNrYIko6lMfV/REbNGjmEcZ4HvRWSASgOr7lMtDmR1wuZaOelVsiQUcCol0Ily+XuOurXrIpkuS1HtFNMwfNJ2zB/eBtZofAu42jzu5cIw/RrVkVSZ0fuXMarHl7weiET7bzUChkyCtk0/EVFxw2RnJEjWW7rcSQUU/B8EhnRqpgxo921RKiXyIjwYg9r7a4ca9TDA54vZCKdl1qh7dclZFlUIg4kZJRI/yUqPh1DVh8zWr56SFO0D/M3t4lWh1ILWAZzt4fy5kBCBk6m3leFjgwhn83H0xCTdMdsnRRe9ZhL1oOnGL0hjpuMhCjnZUvIfX6TIWMFRNZMIGwH0ushiNKHXsisB+nICAzFkRA8IL0egih9KMhbfMiQsRIUR0KYA+n1EARBPINyLVkJrTYFLVsSJeF5yE1DEAQhBzJkrEyQLxkwhHJIr4cgCOIZ5FoiCBuE4qwIgiCeQYYMQdgoM3vVgYer/qKqh6sDvupV10otIgiCsDxkyBCEjfLZtvPIfpindyz7YR4+3XbOSi0iCIKwPGTIlJDkjBxExafT7hDCKtCuJYIgiGdQsK9CeIuQiabKStgGtGuJIAjiGWTIKERKhGzdsGay6yFVVvlsOpqK2JS7JO1dCNq1ZHlEe+kQrT28oPFOKIVSFCiAZ2qBt1YexqGku8WOtwzxwa8KElCqmbPXMvHaskPIK/hfF9UmW6tdydOKLRODQauOIibxjp57yV6jQXh1X0VGNSGNaC8dorWHFzTeiaJQioJSQM5yvhySM3IMGjEAcCjpLsU3/D9FJzUAyCtg6LE0xkotEgtSh7YMoqWCEK09vKDxTpQUci0pwJTVVzRVuzGOpBg2YnTlyXdVtVRcEjYdTS02qWnJK2DYfDztuV92JnXo0kcbVF2UwkHVlrzmorWHFzTeCXOgFRkFFJgoNzYQiyNt8Kja1yeTWBPGXkzSHcny5wlKald68FqF5YVo7eHF8zDeaadr6UErMgrgFWDZPKicZPmLwT6y26RWWgT5YFvcDaPl4SG+RssIgheiBVWL1h5eqHm8qzWmSSRoRUYBvGThg/3c4elq2Ib0dHWgN2sA/ZpVMeqqc7DT0DIzYRGC/dzhbeRh413G0eJjVa2pKdQ83tUa0yQSZMgohEeAZXJGDrKKKLJqyXqYR0uP/09kRHixyU27i4EgLEFyRg7uP3hqsOz+g6dWGatqDfJW43gn4UrLQK4lhfAIsCQxM3nUruSJxK+7YvPxNMQk3SFdCRtBTfomIo5VUYO8zb3vFb1d0TLEV88F0zLEF5W8pd1pIiNi/1EjZMiUkCDfkk8evHY/PS/0bRJIBowNoMZYAJFjUsyZg3jC676///NJxCbrB/3uT8jAyJ9PYMMI29TWErn/qAlyLVkBfrufCEIc1BgLoNaYFJ7wuO/JGTnFjBgtscm2q61F/ccykCFjBWhFhlAbao4FUGtMCg943fcjKfckyw8bMXJsAeo/pQ+5lqwArcgQakPNsQCixqSIAL/7Lj3n2fKrHfWf0ocMGStAflNCbTwPfVqUmBSR4KetJa2d1VwF2lrUf0oPci1ZAfKbEmqD+vTzCU9trZYhho2VliE+1H8ISciQsRLkNyXUBvXp5xNe9335gMZoE+qnd6xNqB+WD2hsdhsJdaNhjKk6IENuGnBrQX5TQm1Qn34+4XXfqf8QWuQ+v8mQIQiCIAhCOOQ+v8m1RBAEQRCEzUKGDEEQBEEQNovVDZnr16/j7bffho+PD1xdXVGvXj0cP35cV84Yw7Rp01ChQgW4urqiY8eOSEhIsGKLn7FkbwL6/xCLZVGJ1m4KQQhFdHw6Fu69jAOFJOvVQHJGDqLi04UR9xOtPbzmRNH6D6/rLNp5qQmrxsjcv38fDRs2RPv27fH+++/Dz88PCQkJCAkJQUhICABgzpw5mDVrFtauXYugoCBMnToVZ8+exYULF+Di4mLyf/COkTmUmIG3fjxa7Pim4S+iuZHtgwTxPHD1bi56LY3RyxbtXcYRkRGtEOhju4n/RMshJVp7eM2JovUfXtdZtPOyJWwi2Hfy5MmIiYnBgQMHDJYzxlCxYkV8+OGHmDhxIgAgKysLAQEBWLNmDd58802T/4O3IVNt8p9Gy67M7mZ2/QRhqzScvltvstbiXcYRcdM6WaFFfBi06ihiEu/oyfDbazQIr+6LdcOaPfft4TUnitZ/eF1n0c7LlrCJYN/IyEg0adIEffv2hb+/Pxo2bIiVK1fqylNSUnDr1i107NhRd8zT0xPNmzdHbGyswTofP36M7OxsvQ8vluyVdmmRm4l4XomOTzc4WQPA/QdPbXY5XbQcUqK1h9ecKFr/4XWdRTsvtWJVQyY5ORnLly9HaGgodu3ahffffx9jxozB2rVrAQC3bt0CAAQEBOh9LyAgQFdWlFmzZsHT01P3CQwM5NbemKQ7kuUl6ZSi+blFhHzL4nPqWqZk+cnU+5ZpCGfk5BKyJKK1h9ecKFr/4XWdRTsvtWLVXEsFBQVo0qQJvv76awBAw4YNce7cOXz//fcYPHhwieqcMmUKJkyYoPs9OzubmzETHuKL2GTjWVpbF1GllEI0P7eIkG/ZdmhQ2UuyvFEVb8s0hDOi5ZASrT285kTR+g+v6yzaeakVq67IVKhQAbVr19Y7VqtWLaSmpgIAypcvDwC4ffu23t/cvn1bV1YUZ2dneHh46H14MeqlUMnyD9pXl13XmA2nEJOo/zYTk3gHozfElahtaqSoEQM8W47tsfSglVpEGKNtmD+8jRjg3mUcFRn5IiFaDinR2sNrTmwb5g8HO8M5rh3sNBbvP7yus1rHhWhY1ZAJDw9HfHy83rHLly+jatWqAICgoCCUL18ee/fu1ZVnZ2fjyJEjaNGihUXbqmXT8BcVHTeEaH5uESHfsu0RGdGq2KStXUGzZUTLISVae3jNiXkFhved5BUwq8yJvK6zWseFSFjVtTR+/Hi0bNkSX3/9Nd544w0cPXoUP/zwA3744QcAgEajwbhx4zBz5kyEhobqtl9XrFgRvXr1skqbm4f44Mrsbpi54wIOJmagVXU/fNa9tukvFkKO//V5zzEix7dMbzNiEehTBnHTOuFAQgZOpt5HoyreqrhHnmUcsW5YM2FyAInWHu2cuCwqEQcSMtA61E/R6jQAHEm5K12efNfi58jrOqt1XIiEVQ2Zpk2bYuvWrZgyZQqmT5+OoKAgfPfddxgwYIDubz766CPk5uZixIgRyMzMRKtWrbBz505ZGjKlQdHYlku3cnD5do6i2BbR/NwiQr5l26V1qJ8qJ+ogX7GSGIrWng/aV1dswPwPw24lLdZMCMjrOqt1XIiAVQ0ZAOjevTu6d+9utFyj0WD69OmYPn26BVtlHKnYFrnaAlr/qzGNApEmJ2sRaMLYq+xNwb4EoRaaB5WTLH8xmMRGCeNYPUWBLcEztkU0P7doiLbNVGRoCz9h6wT7uaOFEWOlRbCPKl7uaJyWHlZfkbEleMa2MKsulooPud9MQ1v4CTXx/duNMXpDnMH+bMvQOC19aEVGATwfrrT9WhrRtpmKCPUhQk1og2ujJrbD6iFNETWxHdYNa2bzD3sap6UPGTIK4PVwpe3X8iD3m3GoDxFqJcjXDe3D/FXxskLj1DKQa0khi/s3LLb8qfThStuv5SHaNlORoD5EiEZyRg6u3ntg9jjlVY8I0Di1DGTIKITHw5XiP5Qh2jZTEaA+RIgCrxgQNcaS0Di1DORaKiHmLH9S/AdhLsF+7pLS59SHCEvBKwZEjbEkNNdbBjJkrATFfxDmkJyRI5nCgXzvhCXgFQOi5lgSmutLH3ItlZDo+HScupZZYrlprYtq/+V0xKWVvB6ebeKNmnzdokG+d9tFTbEkvPqhyP2Z11xPsX6lBxkyCrl6N7dYVmZtArBAH/lqszz9wbzaxAs1+rpFg3zvtocaY0l49UMR+zPveZVi/UoPci0ppGjHBp4t5fdYelBRPTz9wbzaxAs1+rpFI9jPHQ52hvPTONhpaMIUEDXGkgT7uUuWy+2HIsZ8iTavEsYhQ0YB0fHpknEJBwq9IUnB0x/Mq028ULOvWySi49ORV2BYHTqvgFn8vhPSqDWWZNPRVMnyzcfTZNUjWsyXaPMqIQ0ZMgo4dS1Tsvxk6n1Z9fDMI8SrTbygHEmWQbT7TkjDa1yINr5iU+5Klsck3ZEs1yLaeZXG+KJcS6UHxcgooEFlL8nyRlW8ZdXD0x/Mq028ENHXrUZEu++ENGqNJWkR5INtcTeMloeH+BotK4xo58VzfIkU06RWaEVGAW3D/CX9uHIj2nlqC/BqEy9IN8EyiHbfCWl4jQvRxle/ZlUkY7X6NgmUVY9o58VzfIkU06RWyJBRSGREq2IdXBvJrgSe2gK82sQL0k2wDKLdd0IaXuNCtPEVGRFezJhxsNMgMiJcUT3inZf540u0mCa1omGMGY4YlMGTJ0+QkpKCkJAQODiI6aXKzs6Gp6cnsrKy4OHhwa3eAwkZOJl632zNFp7aAr8dT8WhpLsID/GV/SZUmvA6NxH0MkSGV1/khVrvF6/z4jUuRNMl2Xw8DTFJd8yef0Q7L3Pm1aj4dAxZfcxo+eohTdE+zN/cJqoWuc/vEhkyDx48wOjRo7F27VoAwOXLlxEcHIzRo0ejUqVKmDx5cslbzpnSMmREQq0+WLWel1pR6/1S63kR0vC478kZOegwL9poedTEdkIYa6Ii9/ldItfSlClTcPr0aezbtw8uLi664x07dsSmTZtKUiVhBmr1wX7wy0m9SQQA9idk4P1fTlipRYQUau2Haj0vQhoe911EfRw1UiJDZtu2bViyZAlatWoFTaHgrDp16iApKYlb4wjTqNUHm5yRg0NJhrd2Hkq6a7PnpVbU3A/VeF6ENDx1f0TSx1ErJTJkMjIy4O9f3K+Xm5urZ9ioGV6aAObWI5r+Ai+OmNCnOJIsXf48IYI+hVr7oVrPi5BGrbo/aqVEEbpNmjTBn3/+idGjRwOAznj58ccf0aJFC36tExDR8qWIpr/AD2mDuMQR6ipCpNgNtfZDtZ4XIY1adX/USolWZL7++mt88skneP/995GXl4eFCxeiU6dOWL16Nb766ivebRQK0fKliKa/wIvmQeUky18M9rFQS8RFpNgNtfZDtZ4XIY1adX/USokMmVatWuHUqVPIy8tDvXr1sHv3bvj7+yM2NhaNGzfm3UZhEDVfimj6CzwI9nNHCyPGSotgn+d+AhAxdkON/RBQ73kR0qhV90eNlFj8JSQkBCtXruTZFuGR4++U84DlVY8WzzKOWDesmXD6C+bqbnz/dmOM3hBn0HXyvMO7D/FA1H5oLmo9L1ERRYeI132n/lP6lMiQ+euvv2Bvb4/OnTvrHd+1axcKCgrQpUsXLo0TDdH9pkG+YgwQXrEbNAEYR2Tfuyj9kDdqPS9RECnmqzC87jv1n9KjRK6lyZMnIz8/v9hxxphQYni84ek3VbO2AO/YjSBfN7QP87f568IT8r0TakOkmC/CtiiRIZOQkIDatWsXO16zZk0kJiaa3SiR4eHvLC1tgemR5/HKd9GYueNCib6vxZztvKURuyHC9mIR4e17F0VSQFREuz6iXeclexPQ/4dYLItS/gwQMeZLi1rvl5ookWvJ09MTycnJqFatmt7xxMREuLmp+03w/I1Mg2qzl25mo3mIvJ00vOMbdp+7iRE/n9T9fulWDn48mIJVg5rgpdoBsuvhsbTL89xEXWoWhcyHT3D2eqbesbPXM5H98KlVpADUer9Euz6iXedDiRl468ejut9jk+/hm13x2DT8RavNiTxQ6/1SIyVakenZsyfGjRunp+KbmJiIDz/8ED169ODWOBEpPGAL02/lYdl18I5vKGzEFGbYuuOK6uGxtMvz3GipWZpeS2OKrezdf/AUPZYeVFSPaJICoiHa9RHtOos4J/JArfdLjZTIkPnmm2/g5uaGmjVrIigoCEFBQahVqxZ8fHwwd+5c3m0UhiV7EyTL5S6pppl4+7h2X7q8MNMjz0uWy3Uz8VraDfZzR0sjb2EtQ+RvmxZ5qVkEouPTJd2TB4qsGhpDVEkBURDt+oh2nUWcE3mg1vulVkpkyHh6euLQoUP4888/8cEHH+DDDz/E3r178c8//8DLy4tzE8UhJumOZLnch0dUfLpk+d6Lt2W36VCydJsOJsprE08pbWP51JXkWSdpb2lOXcuULD+Zel9WPSTFLo1o10e068xrTuTVn3mh1vulVkqsI6PRaNCpUyd06tSJZ3uEJjzEF7HJ94yWtw71k1VPOTcnyXJfd2fZbWoZ7ItLt3KMlreqLq9NvJZ2kzNyEGskD1Js8rNkj3JWZURcahaJBpW9JMsbVfGWVY/okgLWRrTrI9p15jUn8urPvFDr/VIrsldkFi1ahEePHul+lvqolVEvhUqWf9C+uqx6utevKFnezUR5Yab1qCNZ/ln34rvLDMFrOy+vNxDaXixN2zB/yS38ch8gJMUujWjXR7TrzGtO5NWfeaHW+6VWZBsyCxYsQG5uru5nY5/vvvuutNpqdZIzjK98ALCav3PVoCaKjhuDx3Zenm8gJO0tTWREq2KTv3cZR0RGtFJUD0mxSyPa9RHtOm8a/qKi48bg1Z95odb7pUY0jCmJXLA9srOz4enpiaysLHh4eJhVV1R8OoasPma0fPWQpmgf5m+xeooyc8cFHEzMQKvqfrJXYgyx/3I64tIy0aiKd4nehAatOoqYxDt6AW72Gg3Cq/ti3bBmiusjZV9pDiRk4GTq/RLfLy28rrNa75do10e067wsKhEHEjLQOtRP9kqMIZb+k4CDiXfMrocXar1ftoDc57diQ+bp06eoWbMmduzYgVq1apnd0NKGpyGTnJGDDvOijZZHTWwnq4Pyqoc3vPQOUu/momeRrcHaN6tAH+kVG4Ignk+u3s0tJilA88bzjdznt+JdS46OjrpYmecNXqkFRPWb8tI7+GzbeWQ/zNM7lv0wD59uO2d2GwmCUCe8dJGI548Sbb+OiIjAnDlzkJeXZ/qPVQTP1AKi+U1JN4EgCGvBSxeJeD4p0fbrY8eOYe/evdi9ezfq1atXLC3Bli1buDRONHjKaGszO++/nIG4NPPjG8yF17mJKDUuKskZObh674HqfOZqPS/REO06m9MeOToy1pwfeRAdn45T10oee0gYp0SGjJeXF/r06cO7LcLDc0eOaPk3SDfBcoh273mh1vMSDdGuM4/2iKYjwxOK/Sl9FLmWCgoKMGfOHFy+fBnnzp2Dv78/li1bhtWrV+t91ArP2BbR8m+QboLlEO3e80Kt5yUaol1nHu1pG+YPBzuNwTIHO41Nr2BQ7E/po8iQ+eqrr/DJJ5/A3d0dlSpVwqJFixAREVFabRMSHrEtosaRkG5C6SPqvTcXtZ6XaIh2nXnG1uUVGN5Am1fAbLb/UOyPZVDkWlq3bh2WLVuG9957DwCwZ88edOvWDT/++CPs7EoUN2xzaGNbzNEEEDWO5H9xO+bpyPC4RiJjTiyAqPceUO95qQnRrjPF1knzPMT+iIAiQyY1NRVdu3bV/d6xY0doNBrcuHEDlStX5t44kQnyLfnDWdQ4Et6+d3OukYjwuD4i3nu1npcaEe06U2ydNGqO/REJRcsoeXl5cHFx0Tvm6OiIp08NL50RhuGlR8Mb0XzvosHj+ogYQ6TW81Ijol1nntpaIs6J5qLm2B+RUGTIMMbwzjvvoHfv3rrPo0ePMHLkSL1jhDQ89Wh4IZrvXTR4Xh+RYojUel5qRqTrzGsuE3FO5IFaY39EQ5FrafDgwcWOvf3229waY0tsOpqK2JS7CA/xRd8mgYq+W1r+YHN0CkT2UYugv1AaGkK8YohE6Ytqj40SBZGu8/MQI0OxY+KjyJBR89ZquZy9lonXlh3SWdnb4m5gypaziIwIR+1KnrLq4O0P5qFTIKKPWiT9hdK4PubGEInYFwH1xUaJigjXWc0xMhQ7Zjs8H1uNOFL4waElr4Chx9IY2XWkmbDSr92XLi8KD52CYD93yXJrTJgi6S+IFpsA8OmLIp4XYTuoOUaGYsdsBzJkFLDpaKqkv3Pz8TRZ9Ww7dUOyfOvJ67LbxEunYMneBMnyZVGJstvEAxH1F0SKTeDVFwGxzouwLdQaI0OxY7ZFiVIUPK/EptyVLI9JuiMzRsHwA6gk8NIpiEm6I1l+ICEDH7SvrqRpZiGi/oJIsQn8+iL/8xItBxBReqg1RoZix2wLMmQU0CLIB9vijK+mhIf4Gi0rTK8GlbBVop7XGlWS3SZeOgXhIb6ITb5ntNzSRoPI+gsixCbw6ouFMfe8RMsBRJQ+ao2Rodgx24JcSwro16yKZLncN+C2Yf7wcDFsQ3q4OCgyGtqG+Uv6luXWNeqlUMlyS67GAKS/YApefZEnpEP0/MEzR5tIMTIU22JbkCGjgOSMHMlyJX7TP0e3LjZwvcs44s/RrRW3KzKilcG6IiNaKapn0/AXFR03RXJGDqLi00vk334e9BfMvT5S2HJMAWFb8Mo/J1KMDMA/tsWc8U5IQ64lBfD0m2Y+fIJ/H+XpHfv3UR7+faRcJbmsqwPqVfLSW9KvV8kLHq7KlvPDKpRFm1C/Yq6BmhU8FNXDw8Ugms+cJ2q8PqK1h7AcjEPMn4j9h1dsC7lcSx9akVEAT78pj62zWngt6YtUj2g+c56o8fqI1h7CcvDoz6YeRMbczJYgyNcN7cP8S2xIkcu19CFDRgG89F94bp3ltaQvWj1qRa3Xh2IKnk949ecbWY8ky6/df1jiNloTtY530SBDRgFytgTLQc7WWbnIWZJ9nusRDTVfH9LLeP7g1w+l3VPWW48xDxHHqRqhGBkF8NoSzHPrrGjbH0WrRzTUfH1IL+P5g1c/bB7kI10eLF0uKiKOUzVCKzIK4LVtul+zKpJbi5VsneW5/VGN9YjG83B9zI0pIGwH0bZNi4bI41RNkCFjJSIjwosZMw52GkRGhCuui9eSvlrrEQ26PoRa4LVt+kiKcTFOADicLO2OFxkap6WPhjHGTy9fQLKzs+Hp6YmsrCx4eCjbRlyU6Ph0DF59zGj5+mHNFAu1Lf0nAQcT76B1qJ/ZonP7L6cjLi0Tjap4myUYx8s1IFo9vOAlwS/a9aHUAoRSouLTMURiTlw9pCnah/mbrGfD0auYsuWc0fLZvevhTRMikKLDa35+npD7/KYYGQXwzP9TVFsgNvkeDiffK5G2AG+dAl5S2qLVYy5qvc6kc0GUFIqRMQ2Nr9KHXEsKKF/WRbK8oqer7Lp4aguQToFlUOt1Vut5EaUPz5ivliGGjZWWIT5CvMiUFBpfpQ8ZMgrw95Q2ZHzLOsuqh6e2AOkUWAa1Xme1nhdhOXjFgCwf0Bhtiqxotwn1w/IBjc1uo7Wg8WUZhDFkZs+eDY1Gg3HjxumOPXr0CBEREfDx8YG7uzv69OmD27dvW62NvJZReWoLlIZOgWg5QaLj07Fw72UcKLQ0a2lEvs7mXB/SuSDMRbvtvlMtf/i4O+KVOgFYN6yZYreJtp45veuhV8OK+Pb1+iWqRyRofFkGIWJkjh07hhUrVqB+/fp6x8ePH48///wTmzdvhqenJ0aNGoXevXsjJka5jD8Pgv3cUb+yB85cyy5W9kJlT9nLnzy1BXjWJZov9+rdXPRaGqO3K0KbDDPQR/q8eSPideZxfUjngjCXrSfSMH7zGd3vO8/fRrXJf2JRvwbo0bCS7HqK9udtcTfw9V8XrTLeeUHjyzJYfUUmJycHAwYMwMqVK+Ht/T9BuaysLKxatQrz589Hhw4d0LhxY6xevRqHDh3C4cOHrdZeQ0YMAJy+liW7jmA/d8lyJf5gnnWJ5sst+pAGnm3p7LH0oMXbwlMPgtd1Fun6EM8vhY2YwozZdEpRPWrsz6QjYxmsbshERESgW7du6Nixo97xEydO4OnTp3rHa9asiSpVqiA2NtZofY8fP0Z2drbehxdL9iZIli+LSpRVz4i1xrcrAsDI9cct3ibRfLnR8emS+hTWcDPxiAXgdZ15XR8163cQpc+HJoyVSZtPy6pHxPHOC9KRKX2s6lrauHEjTp48iWPHij/Yb926BScnJ3h5eekdDwgIwK1bt4zWOWvWLHz55Ze8mwrAdA6kAwkZsrRgTqRJ52Q6dlX64VIabZLjy1X69mCOLgnPre684CHBz+s687s+6sxxQ1iGI1ekDd3YZHl540Qc77yg1B2lj9UMmbS0NIwdOxZ///03XFykdwMpYcqUKZgwYYLu9+zsbAQGypf8lyI8xBexycaNDLkDrXGgN3ZfTDda3rRqOYu3SbQYEF55rUoDc3RbeF1nXtdHzfodROnTvJoPrt2/brS8RbC8vHEij3deiKKHpUas5lo6ceIE0tPT0ahRIzg4OMDBwQHR0dFYtGgRHBwcEBAQgCdPniAzM1Pve7dv30b58uWN1uvs7AwPDw+9Dy9GvRQqWS5XmfeHwU0ly78f2MTibRItBqStCTVQW30743Wd24b5S+brknt91KzfQZQ+8/o1kCz/tu8LsuppG+YvmbPJVsc7YRmsZsi89NJLOHv2LE6dOqX7NGnSBAMGDND97OjoiL179+q+Ex8fj9TUVLRo0cIqbU7OyJEslxvfwKse4JlvWQolvmXRYkCkeN595skZOcgrMOwWyitgivqQGvU7CMuxyIgxY+y4MSIjWhUzZrS78AhCCqu5lsqWLYu6devqHXNzc4OPj4/u+LBhwzBhwgSUK1cOHh4eGD16NFq0aIEXX3zRGk3mFt8gJ8BS7pswT9+yOmNAxEOk61y4PbxywVDOpueLHg0roUfDShj4YyxOXctCg8peWP+u8jk60KcM4qZ1woGEDJxMvU85iQjZCKEjY4wFCxbAzs4Offr0wePHj9G5c2csW7bMau3hF0fCL8CyNHzLaooBERkRrjPAT9dGNB0iwjIU1X85kHgXDafvLrH+S+tQPzJgCEVYfft1Yfbt24fvvvtO97uLiwuWLl2Ke/fuITc3F1u2bJGMjylteGm28AywFM23LFoMiFoRLaaJZz2EbaFG/RfCthDKkBEdXpotx0y4lo5fkb/9GhDPtyxaDIhaESmmSTQdIsIyqFn/hbAdhHYtiQYvzZbYFGnthZikO+jbRP6Wca1veWlUAg4m3EHrUD/Zu5UMYW6Mg2gxILwRJQZEpOss8v0iSg81x7JpEWW8E8YhQ0YBvDRbWgT5YFvcDcn/o4SiPurY5HtYeSBZsY+ad4yDKDEgvBA1BkSE6yzi/SJKHzXHsok63onikGtJAbw0W/o1qyJZrmQ1BuDnoxYpxiHYz10y9scab0YiXR9e8LrOlFPm+US0GD2eqHG8qxUyZBSw6WiqZPnm42my6uGpkcLLR10aMQ7JGTmIik8v8XelzsvSMRdqjQHheZ0pp8zzCe8YPXPmDV6odbyrFXItKYBXbAtPvzKvunjGOPBYkhUt5kK09vCiNPRoKKfM80WBCTkJuYjkylHreFcrtCKjgBYmtk3LjW3h6VfmVRfPGAceS7KixVyI1h5elMZ5Bfm6oX2YP030zwlqdG2rdbyrFTJkFNCvWRXYG1Grs9fIj225lfXIrPLCBJoYcJW9lQtSmQOvJVnRYi5Eaw8v1HpehGUQ2bVtDjQubAsyZBTyQqCXouOGkOOikoucJVBbrAcQL+ZCtPZoiY5Px8K9l0us2SHqeRHSiBBLIse1LQee8wYveI8LEe6XWqEYGQUkZ+TgZGqmwbKTqZlIuSPPb8pz+7Vo22d5LskyTr53XojWnqLb7oH/BVkq2XZPsS22hUixJLxc26beqI2pfJcmvMa7SPdLrdCKjAJ4vTX0a1ZFUn5fyfZrXmkTRNyGK5LPXMT28JaGp9gW20Ckftg2zF+yXO6mhQIT5cZUvksTSt1hO5AhowCebw2REeHF/t7BToPIiHBFbeKVNkG0bbii+cxFaw9Jwz+fiNYPeUlSHIiX7q8xCfLd7Tyg1B22BbmWFMDzraF2JU8kft0Vm4+nISbpDsJDfBUL4QH80iaItg1XtO2PorWnNKThSYpdfETrh7wkKS7eypYsP38jS1G7zIVSd9gWZMgooDS25PVtElgiA0YLr7QJpbUN19rS+bwQrT08t/CTD992EK0f8or34zWP8ULEmEHCOORaUkCwnztahhjWkmkZ4lOih7a5key80iaItt1QtBQForWHpzQ8+fBtB9HGKa94P17zGC94XWfR7pdaIUNGIU/zDDuYjB03RuaDJxi06ig6zIvGkNXH0H7uPgxadRRZRuIejMErRgYQaxuuiCkKRGoPwEcannz4todI4xQAfh7W3ODxX4wcN0RyRo5kuTX6Ia/rLNr9UiPkWlJAckYOjl01rItw7Op92duvAem34HXDmslu056LtyXLd1+4JfttRqRtuKL5lkVrDwAE+pRB3LROWPpPAg4m3kHrUD/Fb66lcV4Ua1O6iDROAWDZviTYazR6xrC9RoOl+5LQ3MgKdlFEHF+8rrO2nv2X0xGXlolGVbxtOpmmiJAho4AjKcZ9uABwOPmurI6ufQsuSuG3YCVLl6euGQ+Eq25ie7YhzIlt4YVovmXR2gMU15GJTb6HlQeSFenI8DwvirWxLCKMU15zmYjjS4u515nGRelDriVFSO9Kkrv5mqeK5agO0m/gER2kfc+iIlpMimjtAfjoyKhZ94cofXjNZcF+7pKxNtY22MyBxkXpQ4aMAip6ukqWV/KWLtfCU48m2M8dL1T2NFj2QmVPm50ARItJEa09PHVk1Kj7Q1gGXnNZdHy6UfmKvAJms7pINC4sAxkyCuClI8NbxXLd0OZoU8Tn2ibUD+uGyg+2Ew3Rcq+I1h5eOW6A//nw1w1tivEvh2L9sGZYN6yZomVv0a4PYRl4zWU8+7NI0LiwDBQjowBRtQVEC/7jgWg+c9HaI5qOjGjXh7AMvO47z/4sEjQuLAOtyCiAp7aAFCU1QtSUK0c0/QXRYmTahvlLxhRYWkdGtPtFWAZesS08dZFEgsaFZSBDRiE84gl45ScpitrSxIukvyBajExyRo5kTIE1csGIdL8Iy8AztoWHLpKI0Lgofci1pBAemgC88pNo4b29TxQdEJH0F0TTuRAxF4waXZyENDxzfvHQRRIRGhelDxkyCuFhNFT3lXYt1fAvq6hNQ1cfxck0fS2Z/QkZGLL6KLYoyKYtmt6BSO0RzdctarwWIIa+CWEZeMa28NBFEhkaF6UHuZYUwiOeoI6R7dJaalX0kF1XckZOMSNGy8m0TEWuAdH0DkRqj2i+bl6xCaKdF2Fb8IzV4qGLRDyfkCGjAF7xBDx1ZNbHXpEs/9lEuRbR9A5Eaw8glq+bZ2yCSOdF2Ba8YrV46iIRzx/kWlIAr3iCG1kPJcuv35cuL0yaib811Wa5f1eSGJAlexMQkyRODiBz0fq6efnwzYlF4hmbQD58oqTwGqc8+7MWUWL9tJgzHxLSkCGjAH4rKdJ/p0QO7+VaAdhzMd1oeec65WXVwzNW4lBiBt768aju99jke/hmVzw2DX9RdhI50WJSAODstUy8tuyQ7g00Nvke5v99GZER4ahdSdpdWBgesT+lobtBPnxCKSLqyIgUWwfwmQ8Jaci1pABeKpbNg8pJlr8YLL9zNzVRV5Nq0uWlQeFBW5h+Kw/LrqO0tHbMobARoyWvgKHH0hhF9fCI/Wkb5i9Zbqu6G4RtwWuc8uzPIsXWAXzmQ0IaMmQU8GN0kmT5TweSZdUzcdMpyfJJv0mXF6b/D7FmlWtZH3tVslxurM2SvQmS5cuiEi1aDy82HU2VjAWQq/3DK/ZHtOtDPJ/w0sQasfaYZPnI9cdl1SNabB2NU8tAhowCLqX/K1l+4Va2rHou3pau5/xNefUAwJ2cJ5LlGf8+llVP2n1pX7fcWJuYpDuS5XKD9njVwws52j9y4JV7RbTrQzyf8BoXJ9Kkcykdu3pPVj2i5TaicWoZyJBRQONAaT9t06ry3Di1AqR1YupUkL/9upoJH3WwzKXdl2sFSJbLjbUJD/GVLJe7RMyrHl60CJJ295lqrxZeMQWiXR/i+YTXuOA1t4oWW0fj1DKQIaOAAS9WNatcy5ZR0pLbv38gX8Ru5TtNJct/GCxdrqVfsyqwNxKDbK+BbKXhUS+FSpbLjdbvWr+CZHmXetLlvOnXrIqkXoYSJWYe8LrOBGEOvGL0TM1T3w9sIqueYD93tDQSQNsyxMfisXU0Ti0DGTIK4JlqflKnGoqOG+OIiaXdI8nS5YX5Y1SrYg9rBzsN/jBheBUmOSNHslyuj1q0JWIAiIwIN3h9IhWoJ/M8r03DX1R03BTR8elYuPcyLXeXMmrKicazP89+ra6i48ZgRvZcGDte2vAep0RxaPu1AnhuERzwYlUcSblfbIvg2y9WU9gqflu5a1fyROLXXbH5eBpiku4gPMRX8UoDL10J0ZaIAcDNxQFlXRz0hLvKujigrIv8LZ08z6uMsz0c7DR6QcgOdhqUdVE2rItKwwP/S9anBml4URBtWzAPePbnN5tXxZvNq2Lk+uM4dvUemlYtJ3slRktyRg5ijby8xSbfRcody+tPNQ/xwZXZ3bAsKhEHEjJIR6YUoBUZBbQN84enq+GHhKerg1W2CFb0dJEsr+ztqqg+4Jkb6bt+DUvkLuE1sYkonc9DQp3nefHaDk7S8JZBtG3BPCiNcfr9wCY48VknxUYMIOZKrpYP2lfHhhEtyIgpBciQUUhYgOFAXGPHDcFziyAvbRte8JzYRJLO5ymhzuO8eG0HJ2l4yyDatmCeiDROz18znHdOy8Ub8neEErYDuZYUkJyRg6NXDG8DPHrlnuxlS57y+zzzNvFicf+GGL0hTm8JvSQTm1Y6f//lDMSl3UejKt5Wi/IXLSWAnG2vclbUSkManiiOiCk3ePG/cZqOuLRMq47TxDvSMXqXTUholCaipUxQE2TIKEDE+A/RVmQAfrl7RIopEC0lQIsgH2yLu2G0XO6219I4L6I4IsZ88YL3ODXngc9rXPBEpHlMrZBrSQEixn+IPEEG+bqhfZh/iR/WIsUUtA3zh7eRSce7jKPF30B5bXsV7bzUiogxX7zgNU4zHzzBoFVH0WFeNIasPob2c/dh0KqjyDLi+jSEaDIJgFjzmFohQ8ZKiORXFhERYwp+HtbM4PbrX4Y1t3hbeAY1Rka0KmbMaHctEfxQ45jnOU55PfB/HtbM4HFrjFMR5zE1Qq4lBew4c9NE+Q2M7iAtgKSFl/tFrb53Ec9rzs7LxbQoGANm74zHOiOTZ2nBcyUu0KcM4qZ1wm/HUnEo+W6Jtt0TpuE15kWC1zjVPvCLUviBL/daLduXDHuNRs94sNdosHRfksWzTYs4j6kRMmQUkGIikCwlQ7l1bU6cBCC2a8kcRDsvnhMtD7SuipjEO8Um7PDqvoraUtSHvy3uBv44fZN8+KWEuWNeJHiNUxENIh6INo+pFXItKcDUAAj2s3ynVKvvPdjPXdLXbenzElGfgpergnz4REkJ9nOXjLGSO04taRBZErXOz6JBhowCutevKFnezUS5IXjIlavR9x4dny6pk2JpfZP0rEeS5XdkZhnnCVOk22wY8uET5pCckSOpQyS3//B64Iu4AqLG+Vk0yLWkgGA/dzSq4oWTqZnFyhpV8TJrOR8o+ZY8kXQceCGavsmtf6UNmRtZDxXXaa6uhNRKityYHfLhE+bAs//w0J/i6XLlhXZ+XvJPAmIS76guRYEI+jhkyCgkL9+wcoux48YY9ONhnLmhL860PyEDA1cdRuTo1orqUqNOgWj6Jjzbw+N+8YoFEPENlrAdePaf1Hu5OJSkb5gfSrqD6/cfwLOMp+x63m8bVGxs5DOGiHYhsuvgydlrmXrpRGKT72H+35cRGRGO2pXkn5doiPTcIdeSApIzcnDmumGJ6zPXs2UvoyZn5BQzYkpSjxY1xjiIpm/Csz087hevWABeMQ7E8wnPWDZeucMG/nTM4PEBq44oqocXvM5LNER67pAho4D1sVcky382Ua5lyT8JkuVLTZQXRs0xDqLpm/DQkeF1vw7ES8cIxSTckSwv3B4eMQ7E8wmvWDZeucN41cML0drDC9GeO2TIKCDtvnQchKm3ZC3JJm5yYob0Nm8l/9Oa2V7NRatvsn5YM4x/ORTrhzVD3LROCPSRXs4uLaR0ZOTC635dvCWd/O78DenkebzbQzyfyIllk4Oc3GGWrIcXorWnMOZsNBFt3qAYGQU0qOyFPRfTjZbLjZPoWDMAp9KMP2g61S4vu03PQ4xD61A/qwcvixaTEh7ii9hkwwlMAci+Xs9D/yFKD16xY9V93SXLa/iXlVVPOVcnyXJfN2dZ9fBCrbmfRJs3aEVGAXUqSwdm1aroIaueUS9Jq/+qKaJdLfCMSeGxzZRXH6IYGcIc2ob5S8bIyDWoec2tnm7SD+KyrpZ9d+/XrIpkua3mfhJt3iBDRgGmLpaxAV2UZBOuIyVLfUv+SZQsVxJvQxiH5xsID12J6HjjK4MAZMcmUIwMYQ7JGTmSMSBy+w+vufX8NWmX6sUb0i5Z3mw6mipZbukYGV6xLaLNG+RaUoCpDdbGBnRReGovXDARCyE3VkJkouPTceqadfVxeOpT8Mi5w0tnh3RkCHPg1X94za2p98WK3ZATI2PJVRle90u0eYMMGQXweivn9fYBALUreuLSbeMrPHUq2q5OwdW7uei1NEbP8tfuWrJGwO/MXnXQs0h7PFwd8FWvuiWqz5ycO7xiE0TzdRO2Ba/+w6uelsG+uHTL+HzYqrplX4REi5ER7X7xglxLCuDlF+T19gEAozpIx0JEyMzGLSJFjRjg2bJlj6UHrdKez7adR/bDPL1j2Q/z8Om2cxZvCy9dG8oFQ5gDLx2ZYD/pYF+59UzrUUey/LPutWXVwwvRYmR4jXfR5g0yZBTAyy8omjUrItHx6ZLX2tK5lkTTTQD46exQLhiipPDUkZFCSSzJLCMrpLNfK9nKqTmIFiMD8BvvM3vVhUeR4GlzVqjNgVxLCuDlFwz2c0eTqt44frW4xkLTqt6KrFnRfJW8EC3XkojXuYBD0kiAT8wO8XzCa5z+ffG2ZPnu87dkr158s9uwrtOcXfF4s3lVWXXwQrQYGYDfeP9s2zmjK9Ryc73xglZkFMAztiUx3bAfN8HIcWOodXWnfFkXyfKKnq4WaskzRLzOvF1vQb5uaB/mT0YMIRtesVoeLtLbpj1c5embiLaS2yLIR7LcGjoyWswZ76KtUJMhowBesS3R8enIfGh4sGU+VDbYgv3c4WlkkHu62q4OiL+ntCHjW9aywlZ/nbkpWf7fs9LlvBFtwiaeTwJNGPiVveUF5TcNkjZ4mlYrJ6seXkrDvChvYh4zVS4qoin7kiGjAF5v5TwHW3JGDrKMGEVZD0u2n3/T0VSM2xRn1TwgPFe/eGBKStzShoNoEzbxfMLrgdbcxMpF82Dpci08s9TzQK3jVLQVajJkrIA9pB/Cjnbyb8uRFOMy9QBwOFnaR1uYs9cyUf2Tv/DxlrPYFncDk34/g+qf/IUL1y2vRcNzZxcPTC0BW1rfRrQJm3g+4fVAC/ZzR6NAL4NljQK9ZK8s88xSzwO1jlPatWTD8DIa8k0EaT4tMPUYL4x0XUrWLURKNy+axS9aWgle0vAEYQ68tk0DQJKR1WNjx43BazcfD9qG+UuW2/I4FWm3I+1aUkDGv48ky+/mPJZVD88VGV5LsnLSzVsyup6nki4P5KSVsGSb5EjD22p8FGE7LNkrnQJlWVSiLCM/Oj5d0kV+ICFD9kM/0KcM4qZ1woGEDJxMvW9VRXA5qURs1ZgRabejVVdkZs2ahaZNm6Js2bLw9/dHr169EB+vv3Xu0aNHiIiIgI+PD9zd3dGnTx/cvi29Va+08DOxk8bHXV4AKs8VGV5vRHK2PyolOj4dC/deLnH8CG+LX01p60VrT2HMuc6EbcErdqw0YklOp2bicNJdnDWRf6k0UWuMTGFS7+bizLVMXDORHqI0seqKTHR0NCIiItC0aVPk5eXhk08+QadOnXDhwgW4uT17AI8fPx5//vknNm/eDE9PT4waNQq9e/dGTIzl3R3Ng6Qj51+0QkAarzeiQBO7C0ztTigMr9QCqfdycajIRHko6Q6u338AzzLyUy88j2nrLR0MDfC5zoRtER7ii9hk4y53uasNPOfEQ4kZeOvHo7rfY5Pv4Ztd8dg0/EU0D5E3R/NCrTEygFgpZKy6IrNz50688847qFOnDl544QWsWbMGqampOHHiBAAgKysLq1atwvz589GhQwc0btwYq1evxqFDh3D48GGLt5fX6gevLYsAvzeigS2khaIGtqgmt0nc9E14xezwSlsvUnCbaMHQAJ/rTNgWvGLHeMaSFDZiCtNvpeWfGWqOkREphYxQwb5ZWc+WAMuVe7byceLECTx9+hQdO3bU/U3NmjVRpUoVxMbGGqzj8ePHyM7O1vvwQs7qhxw+/O2UZPlEE+WFSc+Sjtu586+8uJ1jJgKZj1+RLtfCS99ETsyOHHgKN330Sg0UsWOg0QCTXwmTXQcvzptYLr94g1+/l4NoAlmEZfhw0ynJ8kmbT8uqh5eUP685mhdyYmRsEdF0rIQxZAoKCjBu3DiEh4ejbt1nuRpu3boFJycneHl56f1tQEAAbt0yHLMxa9YseHp66j6BgfwCVPeYiiO5IC+OJMVE/ELSHfnqvncfPpEsz8iVZ8jIkdKWAy+fMK/28IwlGbjqqMEVogGrjsiugxeJJvrI5fR/LdSSZ4gcs0OUHkeuSI/T2GR545TXeCe9J8sg2nkJY8hERETg3Llz2Lhxo1n1TJkyBVlZWbpPWho/UTc/E2qyASaCgbU0q2oi1sbETqTCBJmIzQjxlXaHaeElpc3LJ1zdRLtr+JeVVQ+v2BbR3kBEkz4XLYaIsAzNq0n3wxbB8vohr/5Mek+WQbTzEsKQGTVqFHbs2IGoqChUrlxZd7x8+fJ48uQJMjMz9f7+9u3bKF++vMG6nJ2d4eHhoffhRYda0v7O9jWly7X8MLipZPn3A5vIbtO8NxpIls81Ua6FV7p5XoJUdSpLB/PWqijvvvKKbRHtDYTX/eKFaDFEhGWY16+BZPm3fV+QVQ+v/iyi3pNIAn28EE3HyqqGDGMMo0aNwtatW/HPP/8gKChIr7xx48ZwdHTE3r17dcfi4+ORmpqKFi1aWLq5SLglvZxvLBFkUeRoksiFV2wLT98yD0EqXrE/AJ9t3KK9gfCKKeCJSAJZhGXgNZfxnH9m9apt8Pjs1+rKroMnPw9rXuyh72CnwS/DmlulPTyQo2NlSay6/ToiIgK//vortm/fjrJly+riXjw9PeHq6gpPT08MGzYMEyZMQLly5eDh4YHRo0ejRYsWePHFFy3e3ou3pAMoz9+Qp1cgJ56Al/7LrvO3ZL3NyPEty32b4SFIdcuE+OCNrIey6+Ih3KR9szLkXrLGm5WcmAJLr8qIJJBFWAZecxnP+Wdq5EWDxz/bfh5vNpfenVkazNkZjyIx8GAMmL0zHuuGNbN4e3jA8xnGA6uuyCxfvhxZWVlo164dKlSooPts2rRJ9zcLFixA9+7d0adPH7Rp0wbly5fHli1brNJeXv5XnvEEptRCii71G6M0fMutQ/0w9qUaJfpuaayAmJO2HgC+6VPf4PG5r8tbPueJaDEyhTH3OhO2A6+5jNf8w2u3Iy/UuptPtJg4q7uWDH3eeecd3d+4uLhg6dKluHfvHnJzc7Flyxaj8TGlDS//K8/8JJW8XSXLK3pJl2sR0bcshTV8y+//ctLg8fd+PmHhlogXI0M8nwT7uUvGgMidy3jNP7x2P/FCrbv5eN13XggR7GsrTI88L1k+c8cFWfXw9Af7uknvpDK106owm4YbdtcZO16aiKa/INqbnogxMsTzR3JGjuRuPiUrDjzmH5557HggogI3D3jedx6QIaOAQyY0EQ4mynu48tQ6uGNCJybdRKxJYZqH+ODK7G74qHMYWgSXw0edw3BldjeLy3oD4u0SEu1NT7T2EM8nPFcctPNP30aVUNnbBX0bV1Y8//DMY8cDERW4eSDaShMZMgqoU0F6S3C9Sl6y6uEZj1LOzUmy3FdmIsvCfNC+OjaMaGFxd1JhRNslJFpMimjtIZ5PeMZKXL2bi4bTd2Pzyeu4dv8RNp+4hobTdyPtrvxkhKKNC9FiSXgh2nmRIaOA7g0qSpZ3rV9BVj0841G615duUzcT5aIimv6CaDEporWHeD7hGe/HI3ePaONCtFgSXoimG0WGjAIOxEu7fGIS5C3ni6gjIyI89Gh4IVrMjmjtIZ5PeMUN8lLO5jm38kC0WBKeiKQbRYaMAiypIyMXkWMlkjNyEBWfXuLBqtWjeb3h/3zmcdM6WTxFPFA6MTvmXB/RYoiI5xNecYO8+rNosRuitYcnWt2oOX3qoVfDivj29fpYN6wZPI2sQJUmVhXEszXCQ3wRm2x8hUOuu4Onau2DR3mS5Y+e5MuuixeZD55gzIZT2F/oLapNqB8W92+oqJMfSszAWz8e1f2++cQ1bD5xDZuGv2jxAGSeMTs8ro9oMUTE80nLYF9cklA8b1Vd3pzIqz+LFrshWnt4cvVurp47cFvcDXz910VERrSy+MsmrcgogFdsC0/V2n8fSxsyWQ8NL2tKYe5KypgNpxCTqP+mFpN4B6M3xCmqp7ARU5h+Kw+XqF3mwFPXhsf1ES3XCfF8Mq1HHcnyz7obThdQlEATD/zK3vIejDxjdnig1hgZgE9MEy/IkFEAL39wVq60cfHvQ2njpDBlnaUX1Txd5a+AZD54gkGrjqLDvGgMWX0M7efuw6BVR5FlxMdrCF5Kljy1dnjAqz28ro9ouU6I5xNesVq8XDCizRtqjZHhFdPECzJkFMDLH3zv4RPJclPaMIUxpVOQr0CngMdKAa8JiafWDg/2XJLOafX3hVuy6uF1fdTseydsB16xLbxcMKLNG2odp6LF6JEho4CWwdIaBHL9wdV9pZc/a/iXld2mByZcSw9lxsjwWikQLfcKL4JN3DNTS9paeF0fNfvetZjr4iRKH16xLbxcMLXKe0iW16korQXGG7WOU9Fi9MiQUYCpeBO58Sj/XJRejt1rIqN1YdLuS1v8pt4I5P6d3DcHXvoCouV+6mlCQ6hXw0qy6uF1fUSLBeAJDxcnYRlumdi4YKpcCy8XTKaJOTjzgfRqOG/UOk5Fi9EjQ0YBezm5F87cyJQsP21i2a4w93KkB+a9HHluKp45QXjoC4imB7H91A3p8rjrsuvicX1EiwUojCjB4mqH14qVOfVsOCad8+vXI1dl1cPrRerCTWkJDLkSGbxQa0400WL0aPu1Asq6OCJTIhC3rIvl98+7Otkj96nxSBlXJ3tZ9fDMCZL58AnOXs/UO3b2eiayHz6Vvb1YzsRmybcZnhMkM5EPRg5yYgEsvWrFY1u51sVZlMIuTlt9i+UFL3kDLvWY7MryXoB4uWBqV/CU3A5uadeSHJ0vW1ThPmJCiPVw8l2LjlNakVHAKBMPhjEm3CFaTMXA1AiQHyPTpob0tuB2JrYNa+Hpy+WxLU8033JtE3m2aiuYIHmsOIgWQwSIFSyuZnitWPGop7+JlABvNZcu18LNJd1Beo6O6CBvjuaFaLmf+CFtwVo6pzcZMgoo7+liVrmWwS2rSZYPCQ+S2yQEmxjgcoNQ00w8QK6ZiMXRwmtbHq/28IJXjAyvoOp7uSZciibKeSNasLha4bl9n0c9vOZEgI/LdfZfFyXL5/xXupw3/ZpVkYwlscXVGAA4niK9K+nEVdq1JCy8tpzxdOMk3pGOJbmc/q+senidm2j18ILXPeO14sBLCoAXogWLqxXRtu/zHKdayfuoie2wekhTRE1sp1jy/kSa9P87dtXyueciI8KLGTMOdhpERoRbvC28OG/C1V40tKC0IUNGAeXLSr9dVPR0lVVPhgll37syA3QBflu5eW2n41UPr2vNC14rBbyCqnlJAfCC50qKSMnoREO07fulsQ03yNcN7cP8S2S01jQx39U2sT27NKjo7YqWRVxILUN8UUmmWrGIiDb/kCGjgAITfkG54nN+Jh7SPu7OstvkU9ZJsrycm3S5lrZh/pI6DnJjLnjV429iSdq3rPxrJBKm0k9cvy8vPQUvaXhe8FxJ4fFmrlZ4bt/nUQ/P1B08eLdtiGT50NbBFmrJ/1DjLjzR5h8yZBRgSv8l6pJ0uZaEW9LunqR0aXeRkjb9I7NNABAZ0aqYEeJdxhGREa1k18GrHp7bwXmwPlZ6G+nPsVdk1iTdbrlORdG2pwP8V1LMeTNXM7yuM496Ptx0SrJ80ubTitpkLuevSbs8Lt7ItlBLnsErFkk0RJt/aPu1AjJMuHxum3AZaTlpwo97XIEfN8lEh0qUGSMDAIE+ZRA3rRMOJGTgZOp9NKriXaI3Kh718Fq54AUv4cHmQeUky18MlpfVW7Tt6cD/VlJS7uTiyt1cVPNxIyOkFOB1nbX17L+cjri0zBKN0yNXpLcXx5qI5eINr5hBXog4Tnkg2nmRIaOARoHeOJVm3OJvUlX6IaWljKO0tou7k4LbYuIVviTrFq1D/bgsCZtXD5+VC168XCsAeyRWvzrXKW/B1oi9uyfIlwwYS2DudeahI1O7vAeu3Tf+AlfXwrot5VylXem+bpZ1SYs8Ts1BtPMi15ICvNykB7eXzMFfo7x0QFr1AHlbpgHAw0R2aw8TA1tUeK1c8KKpifY0qSbPiOW5u0cKMiTUjwgKyv1frCpZ3s+EzgxveMUx8oJXDinREG13IRkyCtgeJy1Tv1WmTP3RJOnl2OMmVBMLc9XEg++qiaVWQh5HTCh0HkmWLtfC601GrdLnhGl45KLiFbtxIF56m39MgmVdS5dNxB8m3Lasa4lXDikREWl3IRkyCsh8KC0yJjchWZqJ+I+rCsTe/n0knf0620S5qIin8MrH1cXrDU2O9LmtI0IuIRERSUH54i3p4FlL5zZ68CRfsjzniWXnQ/HmMX5oY6zWDW2K8S+HYv2wZlbbXUgxMgqoGVAWMcnGV0tqV5CnUeDl4oh/HxkfcKb8vHp1lXHEnVzjb2LlbHTLqmg+2IomtoNX9panayPnDU2OMdMiyAfbJFYIbVf6XLBcQoLBKxcVr/EVHuKLWIk50dLbr/1NyDKU95CvNMwD0eYxnog0vmhFRgGhJsSUQmSKz1U20bkrynwoAkD3F6Sl87u9IE86XzRE8y2LpuxrKvbAVqXPAeD9n08We1jvT8jAyJ9PKKpHjfodoikojzKRX87SiUv/fWxihVoi6W9pIFosCU9EGl9kyCjgtAm57bNpmbLqqWXCIFKSofVfEwMzx8TAFhXRfMu8dG141SOajgMvkjNyEGsk3ig2+a7FcwmJhmgKykv2JkiWL4tKlF0XD+6byDGW+UC+ajovRIol4YVo44tcSwrIyJUeBOkyUwu0DvPDT4euGC0PD5XvFkgyEcybYGHdBF6IplPAa0XGkis7tvi2d8REoPvh5Luyzkut10f7hh+TeEfvIWKv0SC8um+JFJTN0aMxFYt1ICHDoqsy3iaUzL3KWF4RnLe+0pK9CYhJuoPWoX4WX/HSItr4IkNGAWVN6Lt4OMu7nOlZ0sJ5d/6V/9aQ/VB6p0KOjQb7iuZbFm1FRrTrwwteecjUen0AYGavOui5NEZvxdLD1QFf9apbovrM0aMRLUbGVA62Sgrc9rwxV/fnUGIG3vrxqO732OR7+GZXPDYNfxHNQywrRyHa+CLXkgK8TFj7nmXkBemaivS/oEBGO9dEFH7OY/lbMkVCNN+yaCsywX7uRo0eBzuNTa42AICfiWBNX5l5yETrP4UxdxfVZ9vOF4v1yH6Yh0+3nePRPEWIFiOT9Uh6vrsvc2epiBQ2YgrTb+VhC7dEvPmHDBkFuJtYcSnrIm9FZue5m2aVF+ZejvTANFUuMiL5ljccls61ZErXRQuvN5no+HSjRk9eAcMBAztbbAGeb9Qi9R9ALP0XXkyPPC9ZPnPHBQu15Bkp6dLnf8VGY6NEi0USbf4h15ICTE2iFbzkbe0zFsSq5Z6Ct4anJl7xn5haAhAYkXL3nL6eKVkeZyJ/Fm9OXcuULD+Zet/iy/o84LViBYjVfwDpXR7rhjWTVYdosQmHTORSOpho2Qda7lN1bn7Yc+m2ZPnfF25ZdPVLtPmHVmQUYGdCFM3BTt7lDDHx1h1qQn6+MO5O0v/T3Vk6r5MtIEIW5Eoe0isplb2ky7Xw2j7boLKXZHmjKt6y6hGN0vC9i9B/eK2kiJYVvmWw9MaEVtUta0yb0k+yReMeAIJ9pZ8JplKW8Ea0+YcMGQWkmlDclfsQmtS1lmT5h6/UlN2ml+tUkCzvVNuyyQzVSrta0hNg+5r+surh9aBuG+Yv6aO22QlbMP0gXvAyYHmuWPFgWo86kuWfda9toZY8I6KD9KqEtXb5mEvPBtJ6Yb0aWlYvrG2Y9Hxn6fmHDBkFPDCxLPnIhDy2Fp75SbxNJI0sZyJAmZDH2WvSUuumynmTnJEj6aO2VZ0U0fSDeMHLgBVtt4hoMTLrY6Vj2dbHXrFMQzhz2oQr57RMDTNeRMenS5ZbOkaGDBkFmHrXMZV5VctJE8J6x6/KTxrJa5WIkCbDxJb42ya2DWvhlXxSrTlc1HpevHZRlcZurOj4dCzce7lEDx/RYmTSTMyHaSb6l6jck0hDAwB3LLypQ06MjCWhYF8FVDCxo8LUjgstpraYBpSVnw/Ew0V6RcbLxIoNIQ9+OVz4JJ8U7c2cF2o9L+DZLqrRG+L00i+UZBcVr3qu3s1FryJ6NN5lHBEZ0QqBPvJivqp4l8GlW8ZFOS19v6p4S7e7qo32H9Fio0SLkSFDRgH/mtAoMJWJWktZE8aH3G3cANA0qBy2xF03Wt64WjnZdRHGyTAhxHY7W96KTPMg6fvxYrA8YSueCq8iURrnFR2fjlPXMtGoirdVY4d47aLKfPgEZ4vsojt7PRPZD58qStbXc0kMMosIat5/8BSvLjmIU593klWHqZidAgvvmvR0MzG3utrmI8/UyvtVC69UamP0DLm3rRGjR64lBZhalky9J68zZZswiIpOLlKsj0mRLP/FRn3ComFK68PSyegA8XRSePF+uyCDu3si2oUoqufq3Vw0nL4bg1cfw4K/EzBw1VE0nL4baXet614wdxdVzyUxxeKItAaIXKLj043OM5kPn8p2M90xYeBn5Mgz8HmRekf63l6799BCLeGLqfUWjcayKzKixeiRIaMAHzdp94KPTNXRl2sFSJZ3riN/p1GiiQ5zOV06FxMhjwBPaddReRPlWnjFyAD/e8OPmtgOq4c0RdTEdlg3rJmit3IReXuVYQXTt1YpUzAt6jYBnj3weyyV/8AXDV4GSJSJYM1/LkqXa2kY6CVZbmkXgyk9p5NXLRu7wQtTGmaVvCybekG0WDYyZBQQWl56r351f3l7+fs1qyJZ3rdJoOw2OTtI30IXE+WEPGqWL2tW+f/gEyNTGBF0Unix6Wgq8o24I/ILgM3H02TVEx2fLrn7yVaVj3kZIOVMvJSVc5e323Fgi2qS5W+bKOeNk4n5ztR8KSq1yntIlteuKF3OG9Fi2WzzrlqJ9ib2zr9kYqVFC8+tayEmjKcQf7kPWMIS8IqRUSsbj0mnevj1iPT2Wi2i7arghSkHgtyYz+71pfWnuteX1i3RMvuvi5Llc/4rXc6b7vWk2939BXnnJRo8V3J5IFouMzJkFNA2zB+eRoLFPF0dZAc48Zxk/Uy4s0zttiHkYWqlpGhMhzGC/dzRwoix0iLYRxWrKuYg8zKaRLRdFbyoYeLNvHqAvBeXYD93NK1q+Bo0reotux+eMOHKOaZASoIHdSp7SpbXsvDKBS+STYQQJGZYPoRApBg9MmQUsmNU62LKo95lHLFjVGvZdfCcZHnlfyKk4bUaBwDfv90YbYoYvW1C/fD9241L1DY10d+E2/Wt5lVl1dM2zF9SIdhWlY95ruj9OLipwX744+CmsutoHCg9VzWtatldk6K5PHjRsab0/GINBXeRYvQ0jPF6BxKT7OxseHp6IisrCx4e/KzxAwkZOJl6v8RbOhtO323Qh+9dxhFx0+RtfQSeuakGrz5mtHz9sGY2O2mLxgtf7kKWgd1Jnq4OOP15Z8X1iZLMUDSCJv9pcAVMAyBldjfZ9aTdfYAeSw+apZMiIv1/OIxYA66EFsE+2DDiRcX1mdsPq03+02jZFQX3ixeDVh01un1fbnJOERHtOlsCuc9vMmSsBM9JlvcDljCMWh+MonHhehZ6LI3R297pYKdBZEQ4aleSdh0YwtyXDtHIevC0mCBem1A/LO7f0CpvwxuPXMXkreeKHZ/9Wl28KXMFjSeiXR9eHEm6i34ri+/c2zT8RTQPUWdsHRky/4+ohowWHpMsPWAti9oejKKy+XgaYpLuIDzEV9FOvucF0Vb0Rq4/jmNX76Fp1XL4fmATazdHuOvDi2VRiTiQkIHWoX42mwRTLmTI/D+iGzI8oQcsQRAEoRbkPr9tU6+ZMEjrUD8yYAiCIIjnCtq1RBAEQRCEzUKGDEEQBEEQNgsZMgRBEARB2CxkyBAEQRAEYbOQIUMQBEEQhM1ChgxBEARBEDYLGTIEQRAEQdgsZMgQBEEQBGGzkCFDEARBEITNonplX20GhuzsbCu3hCAIgiAIuWif26YyKanekPn3338BAIGBlHSOIAiCIGyNf//9F56enkbLVZ80sqCgADdu3EDZsmWh0Wi41ZudnY3AwECkpaWZlYySVz0itonqoXqoHqqH6qF6SgpjDP/++y8qVqwIOzvjkTCqX5Gxs7ND5cqVS61+Dw8PLjePVz0866J6qB6qh+qheqgeS9ZTFKmVGC0U7EsQBEEQhM1ChgxBEARBEDYLGTIlxNnZGZ9//jmcnZ2FqEfENlE9VA/VQ/VQPVRPaaP6YF+CIAiCINQLrcgQBEEQBGGzkCFDEARBEITNQoYMQRAEQRA2CxkyBEEQBEHYLGTIEARBEARhFvn5+bhx44ZV/rfqlX1FR7tpjGf6BGuTkZGB+Ph4AEBYWBj8/Pys3CLCUiQmJiIpKQlt2rSBq6srGGOq6ttq48mTJ0hJSUFISAgcHOhxoCUzMxOrVq3CxYsXAQB16tTB0KFDZanMPq+cO3cOjRo1Qn5+vsX/N22/VoCxDNoajQbOzs5wcnKSXde6devw7bffIiEhAQBQo0YNTJo0CQMHDixR28x5gBw7dgwbNmzA5cuXdW1566230KRJE0VtyM3NxejRo7F+/XpdZ7a3t8egQYOwePFilClTRtlJqZg7d+4AAHx9fRV/9+nTp6hZsyZ27NiBWrVq8W5aibh79y769euHf/75BxqNBgkJCQgODsbQoUPh7e2NefPmWbuJitm5cyfc3d3RqlUrAMDSpUuxcuVK1K5dG0uXLoW3t7dV23ft2jUAKFEKlgcPHmD06NFYu3YtAODy5csIDg7G6NGjUalSJUyePJlrW02RlpYGjUajO5ejR4/i119/Re3atTFixAjJ706YMAEzZsyAm5sbJkyYIPm38+fPN9mW48ePo3PnznB1dUWzZs0APJsjHz58iN27d6NRo0Yyz0oMevfuLftvt2zZUuL/c/r0aasZMmSCK8DLy0vSOKhcuTLeeecdfP7555IJrubPn4+pU6di1KhRCA8PBwAcPHgQI0eOxJ07dzB+/HjZbTL2ABk2bJisB8hHH32EuXPnwt3dHcHBwQCA6OhoLFy4EBMnTsScOXNkt2XChAmIjo5GZGSk3nmNGTMGH374IZYvXy67Ll7GFQBs3rzZYF2vv/66onrMfUvLzMzEp59+ik2bNuH+/fsAAG9vb7z55puYOXMmvLy8ZNXj6OiIR48eKWq7MSIjIw0e12g0cHFxQfXq1REUFGSynvHjx8PBwQGpqal6xlW/fv0wYcIEyX64aNEi2e0dM2aM0TJTD7HCyHmgTZo0Sdf/z549iw8//BATJkxAVFQUJkyYgNWrV8v6X9nZ2bocNH/99Rfy8vJ0Zfb29ujWrZvsdhcUFGDmzJmYN28ecnJyAABly5bFhx9+iE8//VRy3inMlClTcPr0aezbtw+vvPKK7njHjh3xxRdfKDJkjh8/jt9++w2pqal48uSJXpncB+Nbb72FESNGYODAgbh16xZefvll1KlTB7/88gtu3bqFadOmGf1uXFwcnj59qvvZGHJf7MaPH48ePXpg5cqVulWqvLw8vPvuuxg3bhz2799vso4zZ86gbt26sLOzw5kzZyT/tn79+rLaVVIKz0+MMWzduhWenp66ufTEiRPIzMxUZPAIByNks3btWla5cmX22WefscjISBYZGck+++wzFhgYyFasWMFmzpzJvLy82FdffSVZT7Vq1djatWuLHV+zZg2rVq2aojYNHDiQde7cmaWlpTF3d3eWlJTEGGNs586drHbt2pLfXbNmDXNxcWGLFy9mT5480R1/8uQJW7hwIXNxcTHYTmP4+PiwqKioYsf/+ecf5uvrK7ueSZMmMY1Gw8qWLcteeOEF9sILLzB3d3dmZ2fHPvroI9n15OfnszfeeINpNBoWFhbGevbsyXr27Mlq1KjB7OzsWL9+/VhBQYGsuo4dO8bKlSvHKlWqxF577TX22muvscqVKzMfHx924sQJk9+/e/cuq1GjBnNzc2MjRoxgCxYsYAsWLGDDhw9nbm5urGbNmuzevXuyz+2rr75igwcPZk+fPpX9HUNoNBpmZ2fHNBqN3kd7zM7OjrVp08Zk2wICAtipU6cYY0yvHyYlJTE3NzfJ71arVk3WJygoSLKedu3ayfq0b99e1rVxc3NjKSkpjDHGPv/8c9anTx/GGGMnTpxgAQEBsur4448/WIMGDXS/u7u7F7vOmzdvllUXY4xNnjyZ+fn5sWXLlrHTp0+z06dPs6VLlzI/Pz/2ySefyK6nSpUqLDY2Vtcm7f1KSEhgZcuWlV3Phg0bmKOjI+vevTtzcnJi3bt3ZzVq1GCenp7snXfekV2Pl5cXu3TpEmOMsYULF7KWLVsyxhjbtWuXyfvOGxcXF3bx4sVix8+fP89cXV1l1aHRaNjt27d1PxcdY4XHl1zy8vLYt99+y5o2bcoCAgKYt7e33kcOH330EXv33XdZXl6eXr0jRoxgEydOlN0WQ5w6dUrR+fCEDBkFdOjQgW3atKnY8U2bNrEOHTowxhhbt24dCwsLk6zH2dmZJSQkFDt++fJl5uzsrKhN5jxAmjZtyubPn2+0fN68eaxp06ay2+Lq6souXLhQ7Pi5c+dYmTJlZNXB07iaP38+K1euHPvjjz+KlW3fvp2VK1eOLViwQFZdrVq1Yu+8846e4fD06VM2ePBg1rp1a5PfHzt2LKtbty67detWsbKbN2+yevXqsXHjxslqC2OM9erVi5UtW5ZVqFCBderUSWdcaT9y2bNnD2vevDnbs2cPy87OZtnZ2WzPnj2sRYsW7M8//2QHDx5kderUYUOHDpWsx93dnV2+fFn3s7Yfag1AW8Tb25udP3+eMcZYeHg4W7FiBWOMsZSUFNkPtFdffZWtWrVK93vha8MYY3PmzGFdunSR3aYKFSqw7du3Fzu+bds2VrFiRdn1uLq66tpRuE2nTp1iHh4esuupV68eW7JkiV49BQUFbPjw4WzatGmy6ylsNL766qts9uzZjDHGrl69ylxcXGTXwwN/f3+2a9euYsd37tzJ/P39ZdVx5coV3UvSlStXJD9ymTp1KqtQoQKbO3cuc3FxYTNmzGDDhg1jPj4+bOHChbLq8PX11RmMhbl06ZLJcao1nI19Nm3aRIaMLeDi4qKbrAtz+fJl3cSWnJxscpKrU6eOwVWbGTNmsLp16ypqkzkPkDJlyuhNqkVJSkqSbYAw9szQ69u3L3v48KHu2IMHD1jfvn3ZSy+9JKsOnsZVvXr19B4iRfnxxx9ZvXr1ZNVl7lta1apV2c6dO42W//e//2VVq1aV1RbGGHvnnXckP3KpU6cOi4mJKXb84MGDuhW9v//+mwUGBkrW06VLF/bZZ58xxp71w+TkZJafn8/69u2rW8lQwuPHj9mlS5fMXnFKSEhgO3fuZA8ePGCMMdkrcIw9e6B27tyZTZ8+nTk6OrJr164xxp6tEoSGhsqqo1q1anoPjqKGzJkzZ5ifn5/sNjk7O7P4+Phixy9duqTogd+6dWu2aNEiXZuSk5MZY4yNGjWKde7cWXY9ZcqU0Rkg5cqVY2fOnGGMMXbhwgVWvnx52fU0a9aMffzxx2z//v3MxcVF93IWGxvLKlWqJLuehw8fsm+++YZ16dKFNW7cmDVs2FDvI4fRo0ezypUrs40bN7LU1FSWmprKNmzYwCpXrszGjh0ruy28CQ4OZjt27GCMPbtniYmJjLFnK1j9+/eXVYeXlxfbtm1bsePbtm1jXl5ekt81tnpb0hUmnpAho4DQ0FD28ccfFzv+8ccfsxo1ajDGnhkQpt6Mfv/9d2Zvb6+bJKdPn846d+7MHBwc2JYtWxS1yZwHSNmyZQ0+nLVcunRJ0TLz2bNnWcWKFZmPjw/r0KED69ChA/Px8WGVKlVi586dk1UHT+PKxcWFXb161Wj5lStXZE/+5r6lOTk5sbS0NKPlaWlpilfjeODi4sLOnj1b7PiZM2d01+bKlSsmjbWzZ88yf39/9sorrzAnJyf2+uuvs1q1arGAgADdhCuH3NxcNnToUGZvb8/s7e11fWHUqFFs1qxZsuu5c+cO69Chg25y1dYzZMgQNmHCBFl1XL16lXXr1o3Vr1+f/fjjj7rj48aNY6NHj5ZVh7Ozs+5Bz9iz+aHwSmNycjJzcnKSVRdjzx74hv73qFGjWPPmzWXXc+DAAebu7s5GjhzJXFxc2NixY9nLL7/M3Nzc2PHjx2XXU6lSJZ3xUq9ePfbrr78yxhg7dOiQopWdqKgo5uXlxezs7NiQIUN0x6dMmaJohfGtt95ivr6+bOTIkezzzz9nX3zxhd5HDo8fP2ZjxoxhTk5OzM7OjtnZ2TFnZ2c2btw49ujRI9ltKcy6detYy5YtWYUKFXSrMAsWLDBoVBijTJkyuvmsfPnyOpd2UlKS7Gs9fvx45uPjw+bNm8cOHDjADhw4wObOnct8fX3Z+PHjJb9ramVJ6QoTT8iQUcD27duZk5MTq1+/Phs2bBgbNmwYe+GFF5izs7POfbFs2TKTHYIxxo4fP84GDBjAGjVqxBo1asQGDBjATp48qbhN5jxA2rZtqzOCDPHpp5+ytm3bKmpPbm4u++GHH9iECRPYhAkT2MqVK3Vvw3LgaVx5e3uz06dPGy0/c+aMybcQLea+pVWsWJEdOHDAaPn+/ftZhQoVZLWlMOnp6boJKT09XfH3w8PD2SuvvKL33fT0dPbKK6/oXGZ///23zlCXIjMzk82cOZP17duXdenShX366afsxo0bitozZswY1rhxY3bgwAHm5uamM0C2bdumF2tiCnNix3hSoUIF9vfffxst37Vrl6KVi3379jE3NzdWq1YtNnToUDZ06FBWq1Yt5u7uzvbv36+obYmJiezdd99lTZs2ZbVq1WIDBgzQGSVy6d+/P5s3bx5jjLHp06czPz8/9u6777KqVasqMkAYexarUTQWKyUlRRdrIgcPDw928OBBRf/XGLm5uezMmTPszJkzLDc3t8T1LFu2jPn6+rKZM2fqufRWr17N2rVrJ7ueGjVqsMOHDzPGno1brWG/ceNG2at6+fn5bM6cOaxixYq61ZSKFSuyOXPm6MXN2BpkyCgkOTmZffzxx7pYhMmTJ+u9cVmDkj5A/vjjD2Zvb88mTZqkF7tx8+ZNNnHiRObg4GAwvqQ04Wlcde3alY0cOdJo+XvvvSc7PsHct7QhQ4awNm3asMePHxcre/ToEWvbtq3em6gpcnJy2JAhQ5i9vb1uQnJwcGBDhw5VNOleunSJhYWFMScnJxYSEsJCQkKYk5MTq1mzps6FsXXrVrZu3TrZdZoDryBUc2LHtFy9elXyI4d+/fqxV1991Wh5t27d2BtvvCGrLi3Xrl1jn3zyCevduzfr3bs3+/TTT9n169cV1cGLu3fv6v53fn4+mzVrFnv11VfZhAkTFAWv86JWrVqSLy/WoFatWmzr1q2MMf2+ePbsWebj4yO7no8//lgXkrBx40bm4ODAqlevzpycnAx6CkyRlZXFsrKyZP/95cuX2ZtvvmnwO5mZmax///6Sq+mlCRkyVuCll15iq1evVtSJSotFixbpHs7a6Hc7Ozvm5OTEvvvuO8X1Xbp0iUVEROhcSxEREZIrLEXhaVzFxMQwR0dH1rdvX3bkyBGWlZXFMjMzWWxsLHv99deZo6Oj4re3kr6lpaWlsYCAAFalShU2Z84ctn37drZt2zY2a9YsFhgYyPz9/Vlqaqrs+kaMGMGCg4PZX3/9pZuQ/vzzTxYSEiJpvBkiPz+f/fe//2ULFy5kCxcuZDt37mT5+fkmv2cq+K/wRy68glB5BB9r3VLGPnI4efIkc3Z2Zq+//jo7evQoy8zMZJmZmezIkSOsd+/ezNnZWdaut9IgMTGRffrpp6x///66VY+//vpLthuYJ9pdacY+cvnrr7/YK6+8YpaLIycnh3322WesRYsWLCQkpMRt0eLi4qJrT+G+ePnyZbMCmWNjY9m8efNYZGRkietQwvDhw9mkSZOMln/00UeK5x5ekCCeQjIzM3H06FGkp6ejoKBAr2zQoEGy6hg7dix+++03ZGVloVu3bnj77bfRtWtXODo6lqhNjx49wpkzZwy2qUePHia/n5aWht9//11PnK9Pnz4IDAxU1I7//Oc/ePPNN9GkSRO0aNECAHD48GEcO3YMGzduRJ8+fWTVs3jxYkycOBF5eXk6DYSsrCw4ODjgm2++wdixY2W3aevWrRgxYgTu3bund9zb2xsrVqyQ3aasrCzk5+ejXLlyesfv3bsHBwcHnU6IFMnJyYiIiMDu3bv1FJ1ffvllLFmyBNWrV5d5Vs+E9H7//Xe0a9dO73hUVBTeeOMNZGRkyK6rpNjZ2UGj0cDUFKLRaGSLZLVp0wZ9+/bF6NGjUbZsWZw5cwZBQUEYPXo0EhISsHPnTln1dO3aFY0bN8aMGTN09VStWhVvvvkmCgoK8Pvvv5us4/Tp03q/P336FHFxcZg/fz6++uor2bob27dvx7vvvmuwD/7444/o1auXrHoAoHr16nj77bcxYMAAhIaGyv5eUaKjo9GlSxeEh4dj//79uHjxIoKDgzF79mwcP35c8voYEwY1hJxxAQALFy7U+117rXfu3IlJkybJ1rXJyMjAG2+8gf3796NMmTLF5tSi98AQ/fv3R3R0NAYOHIgKFSoU059RMv8AQO3atTFr1iz07NkTZcuWxenTpxEcHIzFixdj9erVOHnypKx6Hj16BBcXF0X/2xC///67Ud0fqbaEhYXh559/RtOmTQ2WnzhxAm+99ZZO1d2iWMV8slEiIyNZ2bJlmUajYZ6enszLy0v3kbuPX0t+fj7btWsXGzx4MPPw8GDe3t5s+PDhbN++fYrq+e9//8v8/PyMRpLL4dGjRywnJ0fR/zVEcHAwmzp1arHj06ZNY8HBwYrqSktLY/Pnz2fvv/8+e//999mCBQsUrVgUJjc3l23ZsoXNmTOHzZkzh23dulWxz/uVV15hS5cuLXZ8+fLlirbPMsbYvXv32JEjR9iRI0fY3bt3FX1XC4+t7lr27NnDpkyZwoYNG8aGDBmi95FCbvCfkrdjXkGovIKPDbFjx44SxY4V7oNbtmxhOTk5LC0tjQ0fPlx2PfPnz2dNmjRhGo2GNWnShH333Xfs5s2bCs+AsRdffFEX21J4leDIkSMmdwmZWqniuYNlyZIlinbhvfTSSyw0NJTNnj2brV69mq1Zs0bvIwdPT09ucTaMMbZy5UpWqVIltnHjRubm5sY2bNjAZs6cqftZLmXLlmWDBg1iu3fvlrViaoiFCxcyd3d3NmrUKObk5MTee+891rFjR+bp6WlSh6jwypIh5GwKKC3IkFFAaGgoGzt2rFmBX4Z4+PAh++2339gLL7ygePBXr16dffDBBwb1SUyhDep0cHBgdnZ2rHnz5gb1beTi6upqVB/HWh2cF97e3gYNh4sXL8pyVeTl5bHTp08bDHzOzc1lp0+fVjQ58djqzhhjX3zxBbOzs2PNmjVjPXv2ZL169dL7WAMeQaiM8Qk+NkRCQoJiY9EYJRURi4+PZ9OmTWOhoaHMwcGBvfzyy4rEK93c3HRbrgsbMikpKSZ3z+3bt0/2x1ySkpIUxUa5urrqYqNKSrVq1QyOdXP4+eefWfXq1XUvmZUqVdLbCSeHLVu2sNdff525urqy8uXLs7Fjx7Jjx44pqiMsLEy3s6zwfZ86dSqLiIiQ/G5AQADbu3ev0fI9e/bIForkDRkyCjC1Nbgk3Lx5ky1YsIA1btyYaTQaRVsoGXtmpZf0DXPIkCGsfPny7Ouvv2bz589nYWFhiqLoi9KlSxf2008/FTv+008/sU6dOimq67fffmOvvfYaq1OnDqtTpw577bXXFCmgann69Cn75ptvWMOGDZmbmxtzc3NjDRs2ZN9++63eNlhTlClTxuDD9MyZM7KMtNWrV7PGjRsb3Bnw9OlT1rhxY7Z+/XrZ7eGx1Z2xZ9s4eQTybt++3eAnMjKS7d69W/fQtBRXr141qhkjN1BXG3uk/WRmZrKLFy+yfv36sRdeeIFLO3moocbGxrIGDRooqqdSpUo6/aDCD7QtW7YoXj0tTebMmaNIX6lhw4a6YPGSsn79evb6669zf2Fl7NlLi5JdWIbIzs5mP/30E3v55ZeZvb09Cw0NZV9++aWs77q6uupWVfz8/HRG3+XLl02+kPXt21fy5aZHjx7s9ddfl3kWfCFDRgGvvfaaQWVfpWRlZbGffvqJdezYkTk4OLAaNWqwL7/8skQGyZAhQxRb9loqV66sJ9J2+fJlZm9vX2KthOXLlzM/Pz8WERHB1q9fz9avX88iIiKYv78/W758ud4Dzhg80wo8ePCAhYeHMzs7O9apUyc2duxYNnbsWNapUydmZ2fHWrdurbeiIUW7du3YqFGjih3/4IMPWKtWrUx+v1WrVpLLyJs2bZKlEFwYc7e6M/ZMxMxcVwtj/FId2NnZGZzo79y5o+hBzaMeQy4UjUbDqlSpwg4dOiS7LVKYY8gcOXKEjR07lpUvX56VKVOG9evXT/Z3P/zwQ9aqVSt28+ZNVrZsWZaQkMAOHjzIgoODZeutaLl//z6bO3euTpJi/vz5LDMzU1EdDRo00BOua9CgAStfvjyzt7fXKSrLYdeuXaxly5YsKiqK3blzp5gxKrctZcuWZe7u7qxu3bolEtUrzKpVq0rNkD9//rwiIzYoKEgn89G4cWP2/fffM8aeXTdT4RHawPU+ffqwI0eO6ALXDx8+bPXAdQr2VcCqVaswffp0DBkyBPXq1SsWSCYnsBYAXF1d4e3tjX79+mHAgAElSoSo5cGDB+jbty/8/PwMtkkqyZ69vT2uX7+O8uXL6465ubnh/PnzqFatmuK2yE1YJxX8uWDBAsycORNr165F9+7d9coiIyMxZMgQTJ06FePGjTP5fz7//HOsWbMGf/zxR7HEbKdPn0aPHj0wZMgQfPHFFybriomJQceOHdG0aVO89NJLAIC9e/fi2LFj2L17N1q3bi35fX9/fxw9etTodU1JSUGzZs0sEqRbmI8//hju7u6YOnWqWfXs3bsXn376Kb766itdxuCjR49i6tSp+Oyzz+Dp6Yn33nsPzZs3x6pVq4zWY2dnh1u3bsHf31/v+I0bNxASEoKHDx/Kao+dnR1u374NPz8/veNXr15F7dq1kZuba7KO6OjoYnX6+fmhevXqumSC5qI0Y/Dly5fxyy+/YMOGDUhJSUGHDh0wYMAA9O7dG+7u7rL/75MnTxAREYE1a9YgPz8fDg4OyM/Px1tvvYU1a9bA3t5eVj28MkV/+eWXer9rr3W7du1Qs2ZN2eelnYOKBugyxmQHnRdtS1E+//xz2e0BgNDQUCQnJ6NSpUpo27Yt2rZti3bt2ikK7i/Mo0ePEBkZiV9//RU7d+5EQEAA+vfvj9mzZ5v87rvvvovAwEB8/vnnWLp0KSZNmoTw8HAcP34cvXv3lhybALBjxw4MHToUd+/e1Tvu4+ODH3/8UfYzkDdkyChA6kGtZGfG33//jZdeekn2g1+KVatWYeTIkXBxcYGPj4/eANZoNEhOTjb6XXt7e9y6dUtvsvfw8MDp06dlZTwuDerXr49x48Zh6NChBstXrVqFhQsXmswoCzyLsv/666+N7kzavHkzPv30U11WbFOcOnUK33zzDU6fPg1XV1fUr18fU6ZMkbV7xM3NDbGxsUYz3Z45cwYtWrSQ9YDVkpCQgKioKIO71aSyBRdm7NixWLduHerXr4/69esXM4TlZIkGgLp16+KHH35Ay5Yt9Y7HxMRgxIgROH/+PPbs2YOhQ4ciNTW12Pe1GbDHjx+PGTNm6D2U8/PzsX//fly5ckUyuzHwvwzYCxcuxPDhw1GmTBm9eo4cOQJ7e3vExMTIOi9zMbWzKTMzE9HR0bLnDjs7OzRt2hRvvfUW3nzzTQQEBJjVvtTUVJw7dw45OTlo2LCh4p1QrVu3RvXq1Q1mik5OTpaVKZonRY3PorRt29ZCLdHn+vXr2LdvH/bv34/o6GgkJCSgQoUKaNeuHX7++WdZdezatQu//vortm3bBgcHB7z++usYMGAA2rRpI7sdBQUFKCgo0N2rjRs34tChQwgNDcV7770HJycno9+dPn06Jk6cCI1Gg507dyIxMRGMMdSoUQOdOnXSG2uWhgwZG6d8+fIYM2YMJk+erNgwsrOzg6enp57xk5mZCQ8PD7265GxZ5IWrqyvi4+NRpUoVg+VXr15FzZo1Zb2Zu7i4ICEhweg28rS0NISGhuLRo0dmtVkODRo0wMiRIzFy5EiD5cuWLcMPP/yAU6dOyapv5cqVeP/99+Hr64vy5csXM2Dlbuls37690TKNRoN//vlHVj2urq44duwY6tatq3f87NmzaNasGR4+fIirV6+iVq1aePDgQbHvaw3nq1evonLlynorAk5OTqhWrRqmT5+O5s2byzqf6OhotGjRQm9i1tYzceJEWQ/stWvXwtfXF926dQMAfPTRR/jhhx9Qu3ZtbNiwAVWrVjVZx5AhQ0z+DQCsXr1a1t8lJCSYte2aN66uroiLiyu2anLhwgU0adLE4L3WUhrbuHlw7NgxFBQUFOtrWiPY3BX0AwcOYMOGDfjll1/AGENeXp6s75YpUwbdu3fHgAEDzJLrKCn29va4efNmsdVSEeCzPkqYpFGjRti7dy+8vb3RsGHDYkufhZH7EAKeLRH369evRKs7cidPJezduxcLFizAxYsXAQC1atXCuHHj0LFjR1nfd3V1RWZmplFDJjs7W7aWgoeHB9LT040aMrdu3ULZsmVl1QU8e6Pftm2b7tzq1KmDHj16yFqGf+utt/DZZ5+hZcuWBt1c06ZNw0cffSS7LTNnzsRXX32Fjz/+WPZ3DBEVFWXW97U0btwYkyZNwrp163QrfBkZGfjoo490uhNSRmVKSgqAZ4bI1q1b4eXlVaJ2aM9nyJAhWLRokaL7W5Svv/4ay5cvBwDExsZiyZIl+O6777Bjxw6MHz8eW7ZsMVkH7zGmNWJOnDih64e1a9eW7cLRkp+fjzVr1mDv3r0GV/TkGrAeHh5ITU0tZsikpaWZvPZeXl6S8yCgzCWkJTMzE6tWrdIbp0OHDtVpUpkiIiICH330UTFD5vr165gzZw6OHDkiuy0AsHv3buzbtw/79u1DXFwcatWqhbZt2+L3339XtJpy+/Zts/qzlvv37+tdn9q1a2PIkCHFNLKKIvKaB63IKGD69OmS5VLL+V9++SVef/111KlTh6sPdvz48fDz88Mnn3wi+zulxbJlyzB27Fi8/vrreoJ4v//+OxYsWICIiAiTdXTr1g1VqlTRPUCKMnLkSKSmpuKvv/4yWVe/fv2Ql5eH//znPwbL+/TpA3t7e/z2228m60pMTES3bt1w7do1hIWFAQDi4+MRGBiIP//8EyEhIZLff/r0KTp16oSDBw+iY8eOuon/0qVL2LNnD8LDw/H333/Lfsvy8PDAqVOnEBwcLOvvS5v4+Hj07NkTKSkpOmMlLS0NwcHB2L59O2rUqIFt27bh33//xcCBA/W+O2HCBMyYMQNubm4YP3685MPNlKtLrkidHCOkTJkyuHTpEqpUqYKPP/4YN2/exLp163D+/Hm0a9fO4vFMAJCeno5+/fohOjpaZ+xlZmaiffv22LhxY7GYIGOMGjUKa9asQbdu3QyKvi1YsEBWPWPGjMHWrVsxd+5cnVsxJiYGkyZNQp8+ffDdd98Z/a4pN1Bh5LqEeMTsuLu748yZM8XGVkpKCurXr49///1XdruB/8X7fPjhhxgxYkSJjfTCPHr0qJiYnZxVq/3796NHjx7w8PDQrSydOHECmZmZ+OOPPyQNK2NxZyJAhowCGjZsqPf706dPkZKSAgcHB4SEhJhcSdH6t4cNG4b+/ftzsa7HjBmDdevW4YUXXihRjMOmTZsQGRmJJ0+e4KWXXjLq+pBD5cqVMXnyZIwaNUrv+NKlS/H111/j+vXrJus4dOgQ2rVrh169emHixImoWbMmGGO4ePEi5s2bh+3btyMqKgrh4eEm67pw4QKaN2+OOnXqYMKECXp1LViwABcuXMDhw4dRp04dk3V17doVjDH88ssvujeXu3fv4u2334adnR3+/PNPk3U8ffoUCxYswK+//oqEhASdf/mtt97CuHHjJP3TRRk2bBiaNm1aovvVu3dvrFmzBh4eHiYf/HIe+FoKCgqwe/duXcxRWFgYXn75ZZOrhYVXYcx1dfF05fj7+2PXrl1o2LAhGjZsiAkTJmDgwIFISkrCCy+8gJycHFn/iyf9+vVDcnIy1q1bh1q1agF41s8HDx6M6tWrY8OGDbLq8fX1xbp169C1a1ez2vPkyRNMmjQJ33//vc5F4ujoiPfffx+zZ8+Gs7OzWfUrhUfMjo+PD3bs2KF7GdNy6NAhdOvWDffv31fUpu+++w779+/H/v374ezsrAv2bdeuHWrUqCG7ntzcXHz88cf47bffigXbApC1alWvXj20aNECy5cv160k5+fn44MPPsChQ4dw9uxZo981FIpgCEuGImghQ8ZMsrOz8c477+C1114r9qZZlAMHDmD16tX4/fffUVBQgNdffx3Dhg0zueNFCnMm/uXLlyMiIgKhoaFwdXXF2bNnMWHCBHz77bclaou7uztOnTpVLBo/ISEBDRs2lD3x80orADxbERo2bBguXryoG4CMMdSsWROrVq0qNlkZw83NDYcPH0a9evX0jp8+fRrh4eEWf6jNmjUL8+fPR7du3RTvVivsdjH14C8N96OtMGDAAFy6dAkNGzbEhg0bkJqaCh8fH0RGRmLKlCk4f/68xdvk6emJPXv2FJOJP3r0KDp16oTMzExZ9VSsWBH79u1T9CAtSn5+PmJiYlCvXj04OzsjKSkJABASEiI78DM3NxcTJ07Ue5lavHhxid/6zYnZ0dK/f3/cvHkT27dv17mjMjMz0atXL/j7+8tawTXG2bNnER0djX/++Qc7duyAv78/rl27Juu7ERERiIqKwowZMzBw4EAsXboU169fx4oVKzB79mwMGDDAZB2urq44deqUblVZS3x8PBo0aCAZe2hnZ4fvvvvOpItu8ODBss6HK5bc661Wzpw5o0i0KScnh/3000+sTZs2TKPR6CS1SyI1bg61a9fW04xYv369WYql/fv3Z998802x499++60ijQvG+KQVKMzJkyfZpk2b2KZNm1hcXJzi73t7e+sExApz8OBBRekpHjx4wLZv386+/fZb9u2337LIyEjF2i+MPVMfNfYpSWI7Huzbt491795dl0X71VdfZfv377dKW3hw//59FhERwXr06MH++9//6o5PmzaNzZgxwyptcnd3N9h/T548qUgBd+7cueyDDz6QrclkDGdnZ7M0UsaPH8/c3NzYiBEj2JgxY5ifn59ZitL+/v5s165dxY7v3LmT+fv7y6rj2rVrLDg4mHl6erJ27dqxdu3aMS8vLxYWFlbiNCkFBQXsxIkTbN68eax79+7My8uL2dvbswYNGsiuIzAwkEVFRTHGmE77hzHG1q1bJztNSsuWLXWZuAuzdetWk2KsGo3GbDG/0oIMGQ4cOHCAeXl5lei7CQkJ7JNPPmGBgYHM0dGRvfrqq5xbZxwXFxeWkpKi+z0/P585OTmVWMZ9xowZzNPTk3Xt2pXNmDGDzZgxg3Xr1o15eXmxGTNm6LIrL1y4kNMZKCMjI6PEGccHDhzI6tSpww4fPswKCgpYQUEBi42NZXXr1mWDBw+WVcf27dsN5sXy8/OzWAbb0mL9+vXMwcGBvfHGG7p73LdvX+bo6Mh++eUXazePC9nZ2WzFihWsadOmXPIIlYQePXqwNm3asOvXr+uOXbt2jbVt21aRAdCrVy/m6enJgoKCWPfu3dlrr72m95FL48aN2Z49exSdQ2GqVavGfvvtN93vx48fZw4ODuzp06clqm/06NGscuXKbOPGjSw1NZWlpqayDRs2sMqVK7OxY8fKricnJ4etWLGCffDBB+zDDz9ka9euVaQEXpju3bszb29vZm9vzxo1asQmTJjAtm/fzu7fv6+oHjc3N50qdaVKldiRI0cYY4wlJyczNzc3WXVs3LiRValShX377bfswIED7MCBA+zbb79l1apVYxs3bpTMWG9MZFIEyLWkAK3WhRbGGG7evIn169ejbdu2+PXXX0tUb25uLn755RdMmTIFmZmZJn2dcgMaAekYB0PBW4WzsypFrvaMKX2bvLw8LFiwABs2bMDly5fh5OSEGjVqYMiQIRgxYoRJH21hMjMz8emnn2LTpk0637afn59OWE/uEnhmZibeeecd/PHHH3q+9x49emDNmjUml1u1sT89evTAhx9+qBffMG/ePOzYsQPR0dF48cUXZZ+bFlYok7ZSbt++jYkTJ+p2rxSdDuTuFqlVqxZGjBiB8ePH6x2fP38+Vq5cqdshYYvs378fq1atwn/+8x9UrFgRvXv3Rp8+fYxmAS5N0tLS0KNHD5w/f14vqLpu3bqIjIxE5cqVZdXDy6W4c+dOTJkyBTNmzEDjxo3h5uamV24qANXR0RFXr15FxYoVdccKB1krRbSYHQCYNGkS2rZti9atW8veOWWI+vXrY/HixWjbti06duyIBg0aYO7cuVi0aBHmzJkjKwbRVLyaNpu9oZ1ixsQqRYAMGQUUfVBro9E7dOiAKVOmKA7e3b9/P3766Sf85z//gZ2dHd544w0MGzbM5MNMbkAjID0h2dnZYcSIEXoP86VLl+Ltt9/WG3ByRdG03LlzB8CzgEKlPHz4EC+//DJiY2PRsWNH3QP/4sWL2LNnD7p06YLIyEikpKTgwIEDeOedd4zWde/ePbRo0QLXr1/HgAED9IyHX3/9FTVr1sTBgwdx5swZHD582GBcSUFBAb799ludD79KlSoYPHgwNBoNatWqJVuds2vXrggMDMSKFSsMlr/33ntIS0uTtRtLy7p16/Dtt98iISEBAFCjRg1MmjTJZKxWYbp06YLU1FSMGjXK4O6Vnj17yqrH2dkZ58+fL3Y9EhMTUbduXYto9fDk1q1bWLNmDVatWoXs7Gy88cYb+P7773H69GnUrl3bqm1jjGHPnj24dOkSgGdGpFx5A94UfjAW7jvGHoZFKS1RzgcPHpQoZkfL+vXrsWLFCiQnJyM2NhZVq1bFggULEBwcLHtM8GbBggWwt7fHmDFjsGfPHrz66qtgjOHp06eYP38+xo4da7KOq1evyv5/cnSSRIF0ZBSg1bowhxs3bmDNmjVYs2YNEhMT0bJlSyxatAhvvPFGsbcZY/AKwGzTpg3i4+P1jrVs2VJvtUTuW76hlQ9vb2+8+eabmDlzpuwth7Nnz0ZaWhri4uKMphUYP348/vOf/5jUUJk+fTqcnJyQlJRUTAF1+vTp6NSpEwYOHIjdu3cXW23T8tVXX+GLL75Ax44d4erqir/++guenp746aefZJ2PlsOHD2POnDlGyyMiIhSpjs6fPx9Tp07FqFGjdDu4Dh48iJEjR+LOnTvFVkaMcfDgQRw4cAANGjSQ/b8NERgYiL179xYzZPbs2WNUO0ZUXn31Vezfvx/dunXDd999h1deeQX29vb4/vvvrd00AM/G5Msvv4yXX37Z7LoyMjJ0c0BYWJjiIFtzdYgYY3jppZf0Uj48ePAAr776qt4uPiXaWsCzVZ2igflyWb58OaZNm4Zx48Zh5syZOmPM29sb3333XYkMmdzcXERHRyM1NbXYtmmpwPzCFB7THTt2xKVLl3DixAn4+vrKVge2JeNECbQiYwbZ2dn4559/EBYWpnvbl6JLly7Ys2cPfH19MWjQIAwdOrRY9Lg1KelKiqmVj8DAQBw6dAje3t4m65KTVqBfv34YMmSIybwg1apVw4oVK9C5c2eD5Tt37kTXrl3x+eefG9XuCQ0NxcSJE/Hee+8BePZg7tatGx4+fKhIhNDV1RWXLl0yOpEoUSwGnq0Ofvnllxg0aJDe8bVr1+KLL76QbXTXrl0bv/zySzFpAaUsX75cl1qisJ7ImjVrsHDhQt31swUcHBwwZswYvP/++3oquo6OjkKsyOzdu9eokJ1cAzs3NxejR4/GunXrdHXY29tj0KBBWLx4scXk5k1pamlRoq11/Phx/PbbbwaNBjlyArVr18bXX3+NXr166bnaz507h3bt2unmSbnExcWha9euePDgAXJzc1GuXDncuXMHZcqUgb+/v6SbXQ6m8nVFRkbKrstauZLMxhqBObZK37592eLFixljz3afhIaGMkdHR+bg4MB+//13k99/9dVX2bZt21heXh7Xdm3evJn17duXNW/eXHGm1vv377MPPviA+fj46DL8+vj4sIiICNnBaGPHjmV169Zlt27dKlZ28+ZNVq9ePTZu3DhZdTk7O0vuDEhNTZUdaOnk5MTS0tKMlqelpTF7e3uTdRRtj7Ozs2S9hqhXrx776aefjJavWrWK1atXT3Z9zs7Oul0Lhbl8+TJzdnaWXc+uXbtYp06d9IK+S8qWLVtYeHg4K1euHCtXrhwLDw9n27ZtM7teSxMbG8veffddVrZsWdasWTO2ePFilpGRwRwcHNj58+et2rYvvviC2dnZsWbNmrGePXuyXr166X3kMmLECBYcHMz++usvXWboP//8k4WEhLCRI0cqahOP7Ne82LBhA3N0dGTdu3dnTk5OrHv37qxGjRrM09OTvfPOO7LqcHFxYVeuXGGMPdsllpSUxBh7NrZcXFwUt6lt27Zs+PDhLD8/X1dfamoqa9OmDfvPf/6juL6imMqgXnRzgbGPtQLYeUCGjAICAgLYqVOnGGOM/fLLL6x69eosNzeXLVu2TNE2Op4sXLiQubu7s1GjRjEnJyf23nvvsY4dOzJPT0/2ySefSH737t27rEaNGrrtjwsWLGALFixgw4cPZ25ubqxmzZrs3r17JttQtWpVtnPnTqPl//3vf2VvT/fz82PHjx83Wn706FHm6+srq66KFSuyAwcOGC3fv38/q1ChgmQddnZ2LD09Xe+Yu7u74i2n8+fPZ+XKlWN//vlnsbIdO3YwHx8fNm/ePNn11alTh3311VfFjs+YMYPVrVtX8rteXl7M29tb93FycmJ2dnbM3d1d77iSbeVqJCcnh61atYqFh4czR0dHZmdnx7777juWnZ1ttTaVL1+erVu3zux6fHx8dFt5C/PPP//IHl+MMXbs2DFWrlw5VqlSJd2Op8qVKzMfHx924sQJRW16+vQp+/vvv9n333+vu8bXr19n//77r+w66tWrx5YsWcIY+58RUlBQwIYPH86mTZsmq45atWrpDPDChsyiRYtkvRwWxdPTk126dEn384ULFxhjjB0+fJiFhYUprq8opgyZ5wEyZBTg4uKiezsfOHAg+/jjjxljjF29elX29jfehIWFsV9//ZUxpj/opk6dyiIiIiS/y2slRc7Kh9xVgjfeeIP17t3baHnv3r1Z3759ZdU1ZMgQ1qZNG/b48eNiZY8ePWJt27ZlQ4YMkaxDo9Gwrl276m1NdXBwYJ06dVK0XTU/P5+9/vrrTKPRsJo1a7LXXnuN9erVi4WFhTE7OzvWu3dvlp+fL+u8GGPs999/Z/b29qxz585s+vTpbPr06axz587MwcGBbdmyRfK7a9askf1RyvHjx9n69evZ+vXr2cmTJxV/X1QuXbrEJk2axMqXL89cXFwsKpNQmHLlyrHExESz63F1ddU9UAtz7tw5RVpSrVq1Yu+8847edumnT5+ywYMHs9atW8uu58qVK6xmzZqsTJkyzN7eXjePjRkzhr333nuy6ylTpoxudbFcuXLszJkzjDHGLly4wMqXLy/53S+//JLl5uaylStXskqVKrGNGzcyNzc3tmHDBjZz5kzdz0rx9fVlly9fZowxFhoaqnvpu3jxolm6XVrIkCFDRhGhoaFs06ZNLCcnh/n5+bG9e/cyxp51JB8fH6u0ydXVVbcM6ufnp1sxunz5MitXrpzkd3mtpPBY+dBy/vx55u7uzpo3b842bdrETp8+zU6dOsU2bNjAmjVrxtzd3dm5c+dk1ZWWlsYCAgJYlSpV2Jw5c9j27dvZtm3b2KxZs1hgYCDz9/fX6TIY45133pH1kcumTZtYz549Wa1atVitWrVYz549SzQ5MvbMaBgwYABr1KgRa9SoERswYIDVjIfbt2+z9u3bM41Go1vN0Wg0rEOHDsVWtGyZvLw8tnXrVqsZMh999BGbPn262fV06NCB9e3blz18+FB37MGDB6xv377spZdekl2Pi4sLu3jxYrHj58+fZ66urrLr6dmzJ3v77bfZ48eP9V7IoqKiWPXq1WXXU6lSJZ3xUq9ePd1L3qFDh5iHh4fkdwvrpPz888+sevXqOrdLpUqV2I8//ii7HYV5+eWXdVpK7777LmvWrBn7+eefWefOnVmzZs1Mfr+oxk/RT/v27RUZMmoTrmSMDBlFLF26lDk4ODAvLy/2wgsv6N6gFy1axNq1a2eVNgUFBekeXo0bN2bff/89Y+xZ7IMp1wCvlRQeKx+FiY2NZbVr19b5be3s7JhGo2G1atUyqK4rRVJSEnvllVd0dWjr7Ny5s8EYk9IiLy+PzZ49m7Vs2ZI1adKEffTRRyVS9NXGM5j6yMWYyNWdO3cUTY5vvPEGa9Kkid5b/vnz51mTJk3Ym2++KbseQpoxY8YwLy8v1qZNGzZq1Cg2fvx4vY9czp49yypWrMh8fHxYhw4dWIcOHZiPjw+rVKmS7BcFxvgo6TL2bPVE634pbMikpKQoMoj69++vc9FOnz6d+fn5sXfffZdVrVrV5MqpIeXa3Nxcs0Xgjh07xv755x/G2DODv3Pnzqxs2bKsUaNGuhdPKXi+TBkSrnzjjTdsXriSDBmFHDt2jG3ZskXPb7tjxw528OBBq7Rn2LBhujQDS5YsYa6urqxjx47My8uLDR06VPK7vFZS5Kx8lETaOy4uTpdWwNyVhnv37rEjR46wI0eOsLt375pVV0mYPn06s7OzY506dWI9e/ZkLi4uiow7LYWNO6mPkvoMTdTXr19XFNjo4eHBjh49Wuz4kSNHmKenp+x6CGm0kvmGPu3bt1dUV25uLvvhhx/YhAkT2IQJE9jKlSsVG9e8lHS9vLx0gdSFDZkDBw4oMoju3r2rUz3Oz89ns2bNYq+++iqbMGGCyXg/jUajqtVDQ9SsWZPNnz+/2PF58+axmjVrWqFFfKDt1zZOQUEBCgoKdDoMGzduxKFDhxAaGor33ntPMqPy0KFDkZSUhL///rvY3z1+/BidO3dGcHCwrC2dKSkp+OCDD7B79249pdmXX34ZS5YskSUcN2HCBMyYMQNubm6YMGGC5N/KEemTq4CsJMNzSeG1jTs6Olr3M2MMXbt2xY8//ohKlSrp/Z0pTRqtbs748eMxY8YMuLu768ry8/Oxf/9+XLlyBXFxcbLaVbZsWYN6NHFxcWjbti2ys7Nl1UPYFryUdPv16wdPT0/88MMPKFu2LM6cOQM/Pz/07NkTVapUsUjyUpGzO/NCbcKVWsiQUQBjDL///juioqIMajhY4oHIk2vXrqFJkyZwdnZGREQEatasCcYYLl68iGXLluHx48c4fvy4IkGz+/fv65Rmq1evjnLlysn+bvv27bF161Z4eXmZldVbi1wFZEtMks7OzkhMTNS7li4uLkhMTJQtK2+IkqaU0KqmXr16FZUrV4a9vb2uzMnJCdWqVcP06dPRvHlzWfX17NkTmZmZ2LBhg05uXqsr5O3tja1btypqHyFNYmIikpKS0KZNG7i6uuqUdKWIjIxEly5d4OjoaFJbRKmeiLlKuteuXUPnzp3BGENCQgKaNGmChIQE+Pr6Yv/+/ZKy+NnZ2bpUCKYMZqmUCaWV3TkoKEjy3pirI6OE6tWrY9KkScV0nb7//nvMmzdPN3fbGmTIKGDs2LFYsWIF2rdvj4CAgGKd0xIPREMcOHAAK1asQFJSEn7//XdUqlQJ69evR1BQEFq1aiX5XR4rKYRpDEmxa988zZFiNyc3FvDMeNyyZYsssUIpDOUASk1NRb169RTlACKkuXv3Lt544w1ERUVBo9EgISEBwcHBGDp0KLy9vTFv3jyj3y2cK0dqFVBOagEtQ4cOxcKFC4ulZ9EK7ilRwM7Ly8PGjRtx5swZ5OTkoFGjRhgwYABcXV0lv2dvb4+bN2/qzsuQ0cBkpEworVxCCxcu1Pv96dOniIuLw86dOzFp0iRMnjyZ6/+TQk3ClYUhQ0YB5cqVw88//4yuXbtauyk6/vOf/2DgwIEYMGAA1q9fjwsXLiA4OBhLlizBX3/9JTt3jzkrKYRp7Ozs0KVLF72l9j/++AMdOnTQS02hdFXPXEOmMMyM5JPa7+/du1eXINKaOYDUyqBBg5Ceno4ff/wRtWrV0t37Xbt2YcKECTh//rxF21PYiCjMnTt3UL58eZ27qTSJjo5GeHg4HBwc9FyvRWGMoV27dkbLjZ1LabF06VIcP37c4i/AW7duxbx58/TG6aRJk6yWQ4oHZMgoICgoCP/9739Rs2ZNazdFR8OGDTF+/HgMGjRI76EWFxeHLl264NatW9ZuIoHSc3PxWNUxJ/nkw4cPsXfvXnTv3h0AMGXKFDx+/FhX7uDggOnTp8PFxaXE7SP+R/ny5bFr1y688MILeuM9OTkZ9evXR05OjuT3ed2v7OxsMMbg7e2NhIQEvZXG/Px8/PHHH5g8eTJu3Lgh+9wSEhKMuu2nTZsm+d2pU6fi888/18vZVJjU1FQMGzYMf//9t9E6LJ3dOTk5GQ0aNKD4MQ5Q0kgFfPHFF/jyyy/x008/mVzutBTx8fFo06ZNseOenp7IzMy0fIMIg/B66yoawPzo0SOMHDmyWMJRuSs75iafXLt2Lf7880/dg3HJkiWoU6eObnxcunQJFSpUkJ3EkpAmNzfXYPzJvXv3ZAXWyrlf5cuXNxls7+XlBY1GA41Ggxo1ahQr12g0svMoAcDKlSvx/vvvw9fXF+XLl9dbFdRoNCYNmbVr12LHjh1Yv3496tatq1e2YsUKTJo0Sde/jVHUeCptfv/9d6utfJ84cUK3IlOnTh2zc61ZGzJkFPDGG29gw4YN8Pf3R7Vq1eDo6KhXrjRDKw/Kly+PxMREVKtWTe/4wYMHubgbCLEoGoj49ttvm1Xf4sWLsXz5cr3kkz169ECdOnXwxRdfmDRAfvnlF3z00Ud6x3799Vdd3/v555+xdOlSMmQ40bp1a6xbtw4zZswA8OwhX1BQgG+++UbSbaJF7v0yZchERUWBMYYOHTrgP//5j94D2cnJCVWrVtUFfcth5syZ+Oqrr0xmtDfGuXPnMGrUKDRp0gSff/45Pv74Y1y7dg1Dhw7FsWPHMHfuXIwYMaJEdZtLw4YN9Qwzxhhu3bqFjIwMLFu2zKJtSU9Px5tvvol9+/bBy8sLAJCZmYn27dtj48aNirOfiwIZMgoYPHgwTpw4gbfffttgsK81GD58OMaOHYuffvoJGo0GN27cQGxsLD788EOTbzGE7cHbn37z5k1d0F9hWrZsiZs3b5r8fmJiIurVq6f73cXFRS+QtFmzZoiIiODTWALffPMNXnrpJRw/fhxPnjzBRx99hPPnz+PevXuIiYkx+X1e90u7vT8lJQWBgYGKJAQMcf/+ffTt27fE3/fw8MC6devQp08fvPfee9i0aRNSUlLQrFkznDlzxmjWeUvQs2dPvWeFnZ0d/Pz80K5dO4uHKYwePRr//vsvzp8/j1q1agEALly4gMGDB2PMmDHYsGGDRdvDDctJ1tg+ZcqUkRSQswYFBQW6PCBa5VoXFxc2derUEinHEs8X5iSfZOyZRL1WkdUQFy9eVJSNmzBNZmYmmzlzJuvbty/r0qUL+/TTT9nVq1fZ8OHDTX63NO4Xj+zXQ4cOZcuXL1f0HUPcunWLdezYkWk0Gubu7s727dtndp0lhbcKNw/UKlxJKzIKCAwMlNQhsAYajQaffvopJk2ahMTEROTk5KB27dpYsWIFgoKCKNiXkOTLL79Ev379sH//fl0MQUxMDPbu3YvffvvN5PcrV66Mc+fOISwszGD5mTNnaOs1Zzw9PfHpp5/qHTt9+jRWrVqFH374QfK7vO/X8ePH0blzZ7i6uqJZs2YAnsVdffXVV9i9ezcaNWokq57q1atj6tSpiI2NRf369Yu57ceMGWOyjg0bNmDUqFFo0KABLl68iFWrVqFTp0744IMPMGvWLIsHnGvjiIzBZGwJ501BQUGxaws8EzG0dIwQV6xtSdkSO3bsYJ07d9ZlV7Umjx49YpMnT2aNGzdmLVu2ZFu3bmWMMfbTTz+xihUrssDAQDZ79mzrNpKwCY4fP87eeuutEiWfHDNmDKtdu7Ze8kEtDx48YLVr12Zjxozh3WSiCHIzIPO+X7yyX1erVs3oJygoyOT3e/fuzdzc3NiiRYv0jsfExLAaNWqwGjVqsEOHDsluDw/27dun+0RFRTFXV1f2yy+/6B239IpRjx49WJs2bXRpHBhj7Nq1a6xt27asV69eFm0LT2j7tQK8vb3x4MED5OXloUyZMsUsW0tKV3/88cdYsWIFOnbsiEOHDiEjIwNDhgzB4cOH8cknn6Bv3756aq0EURrcvn0bDRo0gJOTE0aNGqXbwRIfH48lS5YgLy8PcXFxCAgIsHJL1c3p06fRqFEjk2/3vO+Xq6sr4uLiisV6XLhwAU2aNMGDBw8UncedO3cAAL6+voq+Fx4ejjVr1iA0NLRY2cOHDzF58mQsX74cT548UVQvT3hqPpUUQ8KVaWlpqFu3rk0LV5JrSQHfffedtZugY/PmzVi3bh169OiBc+fOoX79+sjLy8Pp06eFCEImxMaYAmphNBqNSUGzgIAAHDp0CO+//z4mT55cTB162bJlZMQIBO/75eHhgdTU1GKGTFpaWjG1X2NkZmbi008/xaZNm3D//n0Az14a33zzTXz11VcmUwYAz9TNjQUcu7q6YuHChejTp4+s9qiZwMBAnDx5Env27MGlS5cAqEO4klZkbBQnJyekpKTokgW6urri6NGjejsSCMIY27dvN1oWGxuLRYsWoaCgQFESuXv37iExMREAqUPzxlQC1MzMTERHRyuKt+Bxv8aMGYOtW7di7ty5epL3kyZNQp8+fUy+/N27dw8tWrTQ5eUqvJPm119/RWBgIA4dOmR2Cg0RsOaKzD///INRo0bh8OHDxeI8s7Ky0LJlS3z//fdo3bq1xdvGA1qRKSGPHj0qtkxpyUDg/Px8vYzVDg4OehmMCUIKQ3Lk8fHxmDx5Mv744w8MGDAA06dPV1RnuXLldAGfBF9MrUp4enrqaQHJgcf9mjt3LjQaDQYNGoS8vDwwxuDk5KTLfm2K6dOnw8nJCUlJScVWgqZPn45OnTph+vTpWLBggVntFAVrrZZ/9913GD58uMFnlKenJ9577z3Mnz/fZg0ZWpFRQG5uLj7++GP89ttvuHv3brFyS0afF83dYyhvD2B7GbkJy3Pjxg18/vnnWLt2LTp37oxZs2YVU0clCClKmv26WrVqWLFiBTp37mywfOfOnRg5ciSuXLnCq6kWo+gqmjXn6KpVq2Lnzp26Fa+iXLp0CZ06dUJqamqpt6U0oBUZBXz00UeIiorC8uXLMXDgQCxduhTXr1/HihUrZL198KRoKnlzFV6J54+srCx8/fXXWLx4MRo0aIC9e/fa7BsZYVmGDh0q6+9MZb++efMm6tSpY7S8bt26NishwVuF2xxu375tcNu1FgcHB2RkZFiwRXwhQ0YBf/zxB9atW4d27dphyJAhaN26NapXr46qVavil19+wYABAyzWFktnTCXUxTfffIM5c+agfPny2LBhg01nviUsz5o1a1C1alU0bNgQ5izq+/r64sqVK0Z3y6SkpNhsrJVIc3SlSpVw7tw5VK9e3WD5mTNnUKFCBQu3ih/kWlKAu7s7Lly4gCpVqqBy5crYsmULmjVrhpSUFNSrV89k5lmCEAU7Ozu4urqiY8eOktv0yTVJGCIiIgIbNmxA1apVMWTIELz99tslMjiGDh2KpKQk/P3333oxfwDw+PFjdO7cGcHBwSZXdghpRo8ejX379uHYsWPFhAEfPnyIZs2aoX379li0aJGVWmgeZMgooH79+li8eDHatm2Ljh07okGDBpg7dy4WLVqEb775BteuXbN2EwlCFu+8846swEOR3ioJsXj8+DG2bNmCn376CYcOHUK3bt0wbNgwdOrUSXZQ67Vr19CkSRM4OzsjIiICNWvWBGMMFy9exLJly/D48WMcP35cp3lClIzbt2+jUaNGsLe3x6hRo3TKzpcuXcLSpUuRn5+PkydP2qxUAhkyCliwYAHs7e0xZswY7NmzB6+++ioYY3j69Cnmz5+PsWPHWruJBEEQFufq1atYs2YN1q1bh7y8PJw/f172LsqUlBR88MEH2L17dzFdmyVLlhh1hxDKuHr1Kt5//33s2rVL7zp37twZS5cuRVBQkJVbWHLIkDGDq1ev4sSJE6hevTrq169v7eYQBEFYhbS0NKxevRpr1qzBkydPcOnSJcVyEPfv30dCQgIA0iEqTe7fv4/ExEQwxhAaGqoKjR4yZGQQGxuLu3fvonv37rpj69atw+eff47c3Fz06tULixcv1m2FJgiCUDuFXUsHDx5E9+7dMWTIELzyyitGVXYJojSg3iaD6dOn4/z587rfz549i2HDhqFjx46YMmUK/vjjD8yaNcuKLSQIgrAcH3zwASpUqIDZs2eje/fuSEtLw+bNm9G1a1cyYgiLQysyMqhQoQL++OMPNGnSBADw6aefIjo6GgcPHgTwLO/R559/jgsXLlizmQRBEBbBzs4OVapUQcOGDSUDe2nXG2EJSEdGBvfv39eL5o6OjkaXLl10vzdt2hRpaWnWaBpBEITFGTRoECWnJYSBDBkZBAQEICUlBYGBgXjy5AlOnjyJL7/8Ulf+77//SqomEgRBqIk1a9ZYuwkEoYOcmTLo2rUrJk+ejAMHDmDKlCkoU6aMnpT7mTNnEBISYsUWEgRBEMTzCa3IyGDGjBno3bs32rZtC3d3d6xdu1ZPhfKnn35Cp06drNhCgiAIgng+oWBfBWRlZcHd3b2YpPu9e/fg7u5eTGKbIAiCIIjShQwZgiAIgiBsFoqRIQiCIAjCZiFDhiAIgiAIm4UMGYIgCIIgbBYyZAiCIAiCsFnIkCEIgiAIwmYhQ4YgCIIgCJuFDBmCILhQUFCAb775BtWrV4ezszOqVKmCr776CsCzjPEdOnSAq6srfHx8MGLECOTk5Oi++84776BXr174+uuvERAQAC8vL0yfPh15eXmYNGkSypUrh8qVK2P16tW671y5cgUajQYbN25Ey5Yt4eLigrp16yI6Olr3N/n5+Rg2bBiCgoLg6uqKsLAwLFy4UK/d2v89d+5cVKhQAT4+PoiIiMDTp08BANOnT0fdunWLnW+DBg0wdepUrteQIAjlkCFDEAQXpkyZgtmzZ2Pq1Km4cOECfv31VwQEBCA3NxedO3eGt7c3jh07hs2bN2PPnj0YNWqU3vf/+ecf3LhxA/v378f8+fPx+eefo3v37vD29saRI0cwcuRIvPfee7h27Zre9yZNmoQPP/wQcXFxaNGiBV599VXcvXsXwDPjqnLlyti8eTMuXLiAadOm4ZNPPsFvv/2mV0dUVBSSkpIQFRWFtWvXYs2aNbp8QkOHDsXFixdx7Ngx3d/HxcXhzJkzGDJkSClcSYIgFMEIgiDMJDs7mzk7O7OVK1cWK/vhhx+Yt7c3y8nJ0R37888/mZ2dHbt16xZjjLHBgwezqlWrsvz8fN3fhIWFsdatW+t+z8vLY25ubmzDhg2MMcZSUlIYADZ79mzd3zx9+pRVrlyZzZkzx2hbIyIiWJ8+fXS/a/93Xl6e7ljfvn1Zv379dL936dKFvf/++7rfR48ezdq1ayd9UQiCsAi0IkMQhNlcvHgRjx8/xksvvWSw7IUXXoCbm5vuWHh4OAoKChAfH687VqdOHdjZ/W9KCggIQL169XS/29vbw8fHB+np6Xr1t2jRQvezg4MDmjRpgosXL+qOLV26FI0bN4afnx/c3d3xww8/IDU1Va+OOnXq6KUeqVChgt7/GT58ODZs2IBHjx7hyZMn+PXXXzF06FBZ14YgiNKFkkYSBGE2rq6uZtfh6Oio97tGozF4rKCgQHadGzduxMSJEzFv3jy0aNECZcuWxbfffosjR46Y/N+F/8+rr74KZ2dnbN26FU5OTnj69Clef/112e0gCKL0oBUZgiDMJjQ0FK6urti7d2+xslq1auH06dPIzc3VHYuJiYGdnR3CwsLM/t+HDx/W/ZyXl4cTJ06gVq1auv/TsmVLfPDBB2jYsCGqV6+OpKQkxf/DwcEBgwcPxurVq/+vnftVUSUMwDD+CovINGFQjANOsFlE0MswqIhYBGVABIMm/8RJmiwWQYvZInMNhrHYTSIM6CXMtsM5aY/osjvw/G7g/eLD9zGj9XqtWq32lngD8DpuZAC8LJFIaDQaaTgcKh6Pq1wuKwgCnc9nNRoNTadTtVotzWYzBUGgXq+nZrOpdDr98vZyuZRt28rlclosFno8Hn+efWzb1mazked5sixL2+1Wx+NRlmU9vdNut/8JJAC/AyED4C3G47E+Pj40mUx0vV6VyWTU7XZlGIY8z1O/31ehUJBhGKpUKprP52/ZdV1XruvqdDopm81qv9/LNE1JUqfTke/7qlarisViqtfrchxHh8Ph6R3btlUqlXS/31UsFt9ydgCvi4VhGP70IQDgWZfLRZZlyfd95fP5b98Lw1C2bctxHA0Gg2/fA/B/uJEBgC8EQaDdbqfb7ca/Y4BfhpABgC+kUimZpqnVaqVkMvnTxwHwF56WAABAZPH5NQAAiCxCBgAARBYhAwAAIouQAQAAkUXIAACAyCJkAABAZBEyAAAgsggZAAAQWYQMAACIrE90Gws82mPIvwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "phones_df.plot.scatter(x='company', y='Price')\n", + "plt.xticks(rotation=90)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "На графике можно проследить зависимость цены от компании производителя" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "phones_df.boxplot(column='Price', by='Rating')\n", + "plt.xticks(rotation=90)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "По графику можно сказать, рейтинг (насколько телефон понравился пользователям) не зависит напрямую от цены" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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9QCZPnoxLly4hKkp82dCECROUfzdv3hzOzs54+eWXcfXqVTRs2BBlZWUoLi7Gt99+i169egEAwsPD4eTkhIiICPTu3Vur/n18fJQj6nl6eqKkpES0fNu2bfD29kZxcTEuXbqEd999F7a2tvjqq6+0XkdLS0s0bNhQ+drZ2RlpaWmiMi1atBDdU9axY0fk5+fjxo0bcHd317ovfQUHB+ODDz5Qvs7Ly2OCRVppWc9G4/JWbrZql7nbab4fy8P+33sxdSlraM9z308zdiJ98fh9vHjmiugFMWXKFOzZswcRERGoV6+exrLll+IlJiYCeJSgAECTJk2UZRwdHeHg4IDr16+rbMPT0xMARCMTmpmZQaFQQKFQqKzj6uoKhUIBb29vDB06FNOmTcPSpUvx4MEDLdcSMDER32grkUg0jjioipGRUZU6xcWqL8HSh5mZGaytrUUTkTa6etWGrZqbym0tTdDZ01Ft3QaOMnTxdIRxpctyjSUSdPF0RH0HqxqVNbTnue+nGTuRvnj8Pl5Mroiec4IgYMqUKdi1axcOHTqE+vXrV1un/OxSeVLl7+8PQJwoZWVlISMjQ+2Znl69esHOzg6LFi2qcezGxsYoKSlRe+lhTZ0/fx73799Xvj558iRkMpnyrJGjo6NoEIy8vDwkJydr3b6pqSkAoLS01EARE1W1e3KnKglW+WiB1VkZ4At/hYNonr/CASsDfPUqa2jPc99PM3YiffH4fXx4WSDRc27y5MnYsmULfv31V9SqVQt37twBAMjlclhYWODq1avYsmUL+vXrB3t7e1y4cAHvv/8+unTpAh8fHwBAo0aN8Morr+C9997D+vXrYW1tjeDgYDRu3Fg5Ml5lMpkMP/zwA4YPH47+/ftj6tSp8PT0RH5+Pvbt2wfgUfJUUWZmJu7cuYOSkhJcvHgRK1asQPfu3Q1+Rufhw4cYN24cZs2ahZSUFMyZMwdTpkyBkdGj35NeeuklhIWFYeDAgbCxscHs2bOrxKqJu7s7JBIJ9uzZg379+sHCwgIymcyg60Dkam+JmNm9cDQhHeeuZ6OVm63GM1YVyS1NsGlcOyRnFCAlswAe9lZqf43WpayhPc99P83YifTF4/fxYXJF9Jxbu3YtgEcPCq4oNDQUY8aMgampKQ4cOIDly5ejoKAArq6ueO211zBr1ixR+U2bNuH9999H//79YWRkhK5du2Lfvn1VLsOraMiQITh+/DgWLVqEUaNGISsrC3K5HG3atMHWrVsxYMAAUfkePXoAeJR0OTs7o1+/fvjyyy8NsBXEXn75ZXh6eqJLly4oKipCQECAaJj14OBgJCcnY8CAAZDL5Zg/f75OZ67q1q2LuXPnYubMmRg7dixGjRqFsLAwg68HEQB09nTUOqmqrL6D9l+YdClraM9z308zdiJ98fg1PImg680KRERUI3l5eZDL5cjNzeX9V0RERM8JXf5/854rIiIiIiIiA2ByRUREREREZABMroiIiIiIiAyAyRUREREREZEBMLkiIiIiIiIyACZXREREREREBsDkioiIiIiIyACYXBERERERERkAkysiIiIiIiIDYHJFRERERERkAEyuiIiIiIiIDIDJFRERERERkQEwuSIiIiIiIjIAJldEREREREQGwOTqKYiMjIREIkFOTs7TDuW5NWbMGAwePFhjGW7nZ9vT3j+ff/45WrZs+VT6JiIiohfTU0+ubt26hcDAQNjb28PCwgLNmzfHmTNnlMsFQcDs2bPh7OwMCwsL9OjRAwkJCaI2srKyMGLECFhbW8PGxgbjxo1Dfn6+qMyFCxfQuXNnmJubw9XVFYsXL36s63XixAkYGxujf//+BmtTIpEoJ6lUCjc3N3zwwQcoKirSqR0PDw8sX75cNC8sLAw2NjYGi/VxW7FiBcLCwpSvu3XrhmnTpundbkpKCsaNG4f69evDwsICDRs2xJw5c/Dw4UNlmcjISLzyyitwdnaGlZUVWrZsiZ9++qnativuv/Jp69atAIB//vkHEokEJ0+eFNXp0KEDzM3N8eDBA+W8Bw8ewNzcHCEhISr7KU9aKk+zZs2qySYRUXXsqBMTE4OhQ4eiTp06MDc3h6enJ8aPH4/4+Hi94zCE6dOn4+DBg087DHqOJaXnIyIuDckZBU87FCIiekZIn2bn2dnZ8Pf3R/fu3bF37144OjoiISEBtra2yjKLFy/Gt99+i40bN6J+/fr47LPP0Lt3b1y+fBnm5uYAgBEjRiA1NRX79+9HcXExxo4diwkTJmDLli0AgLy8PPTq1Qs9evTAd999h4sXLyIoKAg2NjaYMGHCY1m3kJAQvPvuuwgJCcHt27fh4uJikHZDQ0PRp08fFBcX4/z58xg7diysrKwwf/58g7Svr9LSUkgkEhgZPd68XS6XP5Z2//nnH5SVlWHdunVQKBS4dOkSxo8fj4KCAixZsgQAcPz4cfj4+GDGjBmoU6cO9uzZg1GjRkEul2PAgAEa2y/ff+XKE9rGjRvDyckJkZGR6NChAwDg3r17OHfuHOrUqYOTJ0+iW7duAB4l7kVFRXjppZc09hUXFwdra2vla5lMpuvmqLE9e/bgtddeQ+/evfHTTz+hYcOGSEtLw44dO/DZZ59h27Ztj63vhw8fwtTUtNpyMpnsiW4TenHkFD7E1PBYHElIV87r4umIlQG+kFuaPMXIiIjoqROeohkzZgidOnVSu7ysrExwcnISvv76a+W8nJwcwczMTAgPDxcEQRAuX74sABBOnz6tLLN3715BIpEIt27dEgRBENasWSPY2toKRUVFor69vLzU9h0RESEAEPbt2ye0bNlSMDc3F7p37y7cvXtX+OOPP4TGjRsLtWrVEgICAoSCggJR3Xv37gkymUz4559/hOHDhwtffvmlyrYPHDggtG7dWrCwsBA6duwo/PPPPxq3FwBh165donnjxo0T+vXrp3ydmJgoDBo0SKhdu7ZgZWUltGnTRti/f79yedeuXQUAoqk8norTnDlzBEEQhAcPHggffvih4OLiIlhaWgrt2rUTIiIilO2FhoYKcrlc+PXXXwVvb2/B2NhYOHz4sCCVSoXU1FRRrO+9957a/f3hhx8K/fv3V75etmyZAEDYu3evcl7Dhg2F77//XhAEQRg9erTwyiuvKP+uHH9ycnKNt3NlixcvFurXr6+xTL9+/YSxY8dqLKNq/1UUEBAg9O7dW/n6jz/+EJo2bSq88847yv0hCIIwe/Zswd3dXW075eudnZ1dZVl0dLTQo0cPwd7eXrC2tha6dOkinD17Vrm8rKxMmDNnjuDq6iqYmpoKzs7OwrvvvisIgupjR5WCggLBwcFBGDx4sMrl5XFps3+qO54FQRDc3d2FefPmCSNHjhRq1aoljB49WhAEQVi/fr1Qr149wcLCQhg8eLCwdOlSQS6XK+vNmTNHaNGihfJ1+TH19ddfC05OToKdnZ0wadIk4eHDh8oyt2/fFvr16yeYm5sLHh4ewk8//SS4u7sLy5YtU7muleXm5goAhNzcXK3K07Np5A+nhAYzfxfcZ+xRTg1m/i6M/OHU0w6NiIgeA13+fz/VywJ3796NNm3aYOjQoahduzZ8fX3x/fffK5cnJyfjzp076NGjh3KeXC5H+/btceLECQCPfsW3sbFBmzZtlGV69OgBIyMjnDp1SlmmS5cuol+ze/fujbi4OGRnZ2uM8fPPP8eqVatw/Phx3LhxA8OGDcPy5cuxZcsW/P777/jrr7+wcuVKUZ3t27ejcePG8PLyQmBgIDZs2ABBEKq0/emnn2Lp0qU4c+YMpFIpgoKCdNh6QHx8PA4dOoT27dsr5+Xn56Nfv344ePAgYmJi0KdPHwwcOBDXr18HAPz888+oV68e5s2bh9TUVKSmpsLPzw/Lly+HtbW1ct706dMBAFOmTMGJEyewdetWXLhwAUOHDkWfPn1El2YWFhZi0aJF+OGHH/D333+jTZs2aNCgAX788UdlmeLiYvz0009q17Fr166IiopCaWkpAODw4cNwcHBAZGQkgEeXj169elV59qaiFStWoGPHjhg/frwyfldXV4Nt59zcXNjZ2eldBgAmT54MBwcHtGvXrspx0b17d0RFRaGkpAQAEBERgW7duqFr166IiIhQlouIiED37t11Wody9+7dw+jRoxEVFYWTJ0/C09MT/fr1w7179wAAO3fuxLJly7Bu3TokJCTgl19+QfPmzQGoPnZU+fPPP5GRkYGPP/5Y5fLKl59q2j/VHc/llixZghYtWiAmJgafffYZjh07hokTJ+K9995DbGwsevbsiS+//LLa7RMREYGrV68iIiICGzduRFhYmOjy01GjRuH27duIjIzEzp07sX79eqSlpaltr6ioCHl5eaKJnm9J6fk4kpCO0kqf6aWCgCMJ6bxEkIjov+6xp3oamJmZCWZmZkJwcLBw7tw5Yd26dYK5ubkQFhYmCIIgHDt2TAAg3L59W1Rv6NChwrBhwwRBEIQvv/xSaNSoUZW2HR0dhTVr1giCIAg9e/YUJkyYIFr+999/CwCEy5cvq4yt4q/q5RYuXCgAEK5evaqc9/bbb4vONgiCIPj5+QnLly8XBEEQiouLBQcHB9HZHlVt//777wIA4f79+6o3lvDozIe5ublgZWUlmJmZCQCEAQMGiH5ZV6Vp06bCypUrla9V/dJefgaqomvXrgnGxsbKM4DlXn75ZSE4OFhZD4AQGxsrKrNo0SLB29tb+Xrnzp2CTCYT8vPzVcaYnZ0tGBkZCadPnxbKysoEOzs7YeHChUL79u0FQRCEzZs3C3Xr1lWWr3jmShAenVV57733RG3WdDtXlJCQIFhbWwvr169XW2bbtm2CqampcOnSJY1tzZs3T4iKihLOnTsnfPXVV4KZmZmwYsUKUV8AhOPHjwuCIAht27YVtm/fLty+fVswMzMT7t+/LxQWFgpmZmbCxo0b1fZTvt5WVlaiKSMjo0rZ0tJSoVatWsJvv/0mCIIgLF26VGjUqJHaY0qbszSLFi0SAAhZWVkay9V0/6g6niufJRs+fLjoTKggCMKIESOqPXPl7u4ulJSUKOcNHTpUGD58uCAIgnDlypUqZ8nL95m6bTJnzpwqZ/vAM1fPtUP/3BWdsao8Hfrn7tMOkYiIDOy5OXNVVlaGVq1aYcGCBfD19cWECRMwfvx4fPfdd08zLBEfHx/l33Xq1IGlpSUaNGggmlfxl+u4uDhER0cjICAAACCVSjF8+HCVgw9UbNvZ2RkANP4KDgDLli1DbGwszp8/jz179iA+Ph4jR45ULs/Pz8f06dPh7e0NGxsbyGQyXLlypcov/dq4ePEiSktL0ahRI+X9KTKZDIcPH8bVq1eV5UxNTUXrAjwazS8xMVE5QENYWBiGDRsGKysrlX3Z2NigRYsWiIyMxMWLF2FqaooJEyYgJiYG+fn5OHz4MLp27arzOgA1287Ao7Nlffr0wdChQzF+/HiVZSIiIjB27Fh8//33aNq0qcb2PvvsM/j7+8PX1xczZszAxx9/jK+//lq5XKFQoF69eoiMjEReXh5iYmLQtWtXODs7w83NDSdOnFDeb6XNmaujR48iNjZWOdna2uLu3bsYP348PD09IZfLYW1tjfz8fOXxMXToUNy/fx8NGjTA+PHjsWvXLuWZNG0JKs7SaqJp/2h7PFc8cw08eh+2a9dONK/ya1WaNm0KY2NjUTzlscTFxUEqlaJVq1bK5QqFQnSPaGXBwcHIzc1VTjdu3Kg2Bnq2udtZalzuYa/6M46IiP4bnuqAFs7OzmjSpIlonre3N3bu3AkAcHJyAgDcvXtX+aWr/HX5EMpOTk5VviiXlJQgKytLWd/JyQl3794VlSl/XV5GHROTf29Olkgkotfl88rKypSvQ0JCUFJSIhrAQhAEmJmZYdWqVaKBGCq3DUDUlipOTk5QKBQAAC8vL9y7dw8BAQH44osvoFAoMH36dOzfvx9LliyBQqGAhYUFXn/9ddFod9rKz8+HsbExzp49K/rCCYgHR7CwsFDGX6527doYOHAgQkNDUb9+fezdu1d5iZ863bp1Q2RkJMzMzNC1a1fY2dnB29sbUVFROHz4MD788EOd1wGo2Xa+ffs2unfvDj8/P6xfv15lmcOHD2PgwIFYtmwZRo0apXNc7du3x/z581FUVAQzMzMAj7ZBREQEfHx84Onpidq1awOA8tJAQRCgUChElz2qU79+/SqX4I0ePRqZmZlYsWIF3N3dYWZmho4dOyqPD1dXV8TFxeHAgQPYv38/Jk2ahK+//hqHDx+ucuyr06hRIwCPBgfp2LFjteU17R9tj2d1Sbuuqnt/68rMzEy5b+nF0MBRhi6ejjiWmCG6NNBYIoG/wgH1HZhcERH9lz3VM1f+/v6Ii4sTzYuPj4e7uzuAR18OnZycRMMl5+Xl4dSpU8ovbR07dkROTg7Onj2rLHPo0CGUlZUp70Xq2LEjjhw5guLiYmWZ/fv3w8vLS+OvzroqKSnBpk2bsHTpUtEZg/Pnz8PFxQXh4eEG66tcedJz//59AMCxY8cwZswYDBkyBM2bN4eTkxNSUlJEdUxNTZX3Nmma5+vri9LSUqSlpUGhUIim6pJSAHjrrbewbds2rF+/Hg0bNoS/v7/G8uX3XR08eFB5b1W3bt0QHh6O+Ph4lfdbaYq/pm7duoVu3bqhdevWCA0NVTnyYWRkJPr3749FixbVeMTJ8rNJFb98d+/eHcePH8f+/ftF69ulSxdERkYiMjKyxvdbAY+Oj6lTp6Jfv35o2rQpzMzMkJGRISpjYWGBgQMH4ttvv0VkZCROnDiBixcvAtBuO/fq1QsODg5qH3egy3OttDmeVfHy8sLp06dF8yq/1pWXlxdKSkoQExOjnJeYmFjtfZv04lkZ4At/hYNonr/CASsDfJ9SRERE9Kx4qsnV+++/j5MnT2LBggVITEzEli1bsH79ekyePBnAo1+Np02bhi+++AK7d+/GxYsXMWrUKLi4uCgfIOvt7Y0+ffpg/PjxiI6OxrFjxzBlyhS88cYbyrNHb775JkxNTTFu3Dj8/fff2LZtG1asWIEPPvjAoOuzZ88eZGdnY9y4cWjWrJloeu2119Q+l0gXOTk5uHPnDm7fvo3Dhw9j3rx5aNSoEby9vQEAnp6e+Pnnn5VJ3Ztvvlnll3cPDw8cOXIEt27dUn6x9vDwQH5+Pg4ePIiMjAwUFhaiUaNGGDFiBEaNGoWff/4ZycnJiI6OxsKFC/H7779XG2vv3r1hbW2NL774AmPHjq22fJcuXXDv3j3s2bNHlFz99NNPcHZ2Vp4RUcXDwwOnTp1CSkoKMjIyany2oTyxcnNzw5IlS5Ceno47d+7gzp07yjIRERHo378/pk6ditdee025PCsrS1lm165daNy4sfL1b7/9hh9++AGXLl1CYmIi1q5diwULFuDdd98V9d+9e3cUFBRgw4YNossgu3btilOnTiE6Olqv5MrT0xM//vgjrly5glOnTmHEiBGwsLBQLg8LC0NISAguXbqEpKQkbN68GRYWFsofPFQdO5VZWVnhhx9+wO+//45BgwbhwIEDSElJwZkzZ/Dxxx9j4sSJOsVb3fGsyrvvvos//vgD33zzDRISErBu3Trs3bu3yhlWXTRu3Bg9evTAhAkTEB0djZiYGEyYMEHlmVt6scktTbBpXDtETO+G0LFtETG9GzaNa8dh2ImI6OkOaCEIgvDbb78JzZo1E8zMzITGjRtXGTigrKxM+Oyzz4Q6deoIZmZmwssvvyzExcWJymRmZgoBAQGCTCYTrK2thbFjxwr37t0TlTl//rzQqVMnwczMTKhbt67w1VdfaYxL1XDWqgZ9qHhT/IABA0TDold06tQpAYBw/vx5lW3HxMQohxBXBxVuiJdIJIKzs7MwfPhw0QAbycnJQvfu3QULCwvB1dVVWLVqVZXBHk6cOCH4+PgoB8UoN3HiRMHe3l40FPvDhw+F2bNnCx4eHoKJiYng7OwsDBkyRLhw4YLabVLRZ599JhgbG1cZlESdFi1aCE5OTsrXmZmZgkQiEd544w1RucoDWsTFxQkdOnQQLCwsqgzFrst2Lh+gQ9VUsW9Vy7t27VqlnXJ79+4VWrZsKchkMsHKykpo0aKF8N133wmlpaVVYnB3dxcAVBnK3sPDQ+UAL5VpGor93LlzQps2bQRzc3PB09NT2LFjh2iQil27dgnt27cXrK2tBSsrK6FDhw6iASfUHTuqnD59Wnj11VcFR0dHwczMTFAoFMKECROEhIQEtXFW3j/aHM/qBtlYv369ULduXeVQ7F988YXo2FI3FHtF7733nmi/3r59W+jbt69gZmYmuLu7C1u2bBFq164tfPfddxq3RTkOxU5ERPT80eX/t0QQdLz7nEgH48aNQ3p6Onbv3v20Q6H/uPHjx+Off/7B0aNHDdbmzZs34erqigMHDuDll1+utnxeXh7kcjlyc3NFD3gmIiKiZ5cu/7+f6oAW9OLKzc3FxYsXsWXLFiZW9FQsWbIEPXv2hJWVFfbu3YuNGzdizZo1erV56NAh5Ofno3nz5khNTcXHH38MDw8PdOnSxUBRExER0fOMyRU9Fq+88gqio6MxceJE9OzZ82mHQ/9B0dHRWLx4Me7du4cGDRrg22+/xVtvvaVXm8XFxfjkk0+QlJSEWrVqwc/PDz/99JPWIykSERHRi42XBRIRPSG8LJCIiOj5o8v/76c6WiAREREREdGLgskVERERERGRATC5IiIiIiIiMgAmV0RERERERAbA5IqIiIiIiMgAmFwREREREREZAJMrIiIiIiIiA2ByRUREREREZABMroiIiIiIiAyAyRUREREREZEBMLkiIiIiIiIyACZXRPTMSklJgUQiQWxsrNZ1Pv/8c7Rs2VLvvj08PLB8+XLla4lEgl9++UXvdv/LDselYcXBeBxNSFfOS0rPR0RcGpIzCqqtr0tZIlWeh2NI3xifh3UkepFJn3YARKSfI0eO4Ouvv8bZs2eRmpqKXbt2YfDgwcrlxcXFmDVrFv744w8kJSVBLpejR48e+Oqrr+Di4qIsFx8fj48++gjHjh3Dw4cP4ePjg/nz56N79+4a+09MTMSCBQtw4MAB3L17Fw4ODmjcuDGCgoIwfPhwSKWPPmYkEomyjrGxMVxcXPD6669j4cKFMDMzU9m2q6srUlNT4eDgoMcWqpnTp0/DyspK5bKUlBTUr18fMTExBknkXnTXMgswePUxZBcWK+fJLaTwqmON6JQs5bwuno5YGeALuaWJqH5O4UNMDY/FkQpJmbqyRKo8D8eQvjE+D+tI9F/AM1dEz7mCggK0aNECq1evVrm8sLAQ586dw2effYZz587h559/RlxcHAYNGiQqN2DAAJSUlODQoUM4e/YsWrRogQEDBuDOnTtq+46OjkarVq1w5coVrF69GpcuXUJkZCTeeustrF27Fn///beofGhoKFJTU5GcnIw1a9bgxx9/xBdffKG2fWNjYzg5OSkTtCfJ0dERlpaWT7zfF1HlxAoAcu+XiBIrADiWmIF3w2Oq1J8aHotjiRlalSVS5Xk4hvSN8XlYR6L/AiZXRM+5vn374osvvsCQIUNULpfL5di/fz+GDRsGLy8vdOjQAatWrcLZs2dx/fp1AEBGRgYSEhIwc+ZM+Pj4wNPTE1999RUKCwtx6dIlle0KgoAxY8agUaNGOHbsGAYOHAhPT094enoiICAAUVFR8PHxEdWxsbGBk5MTXF1dMWDAALzyyis4d+6c2nWrfFlgZGQkJBIJDh48iDZt2sDS0hJ+fn6Ii4urUnfdunVwdXWFpaUlhg0bhtzcXOWybt26Ydq0aaLygwcPxpgxY5SvK18WWFH9+vUBAL6+vpBIJOjWrZvKckVFRcjLyxNN/zWH49KqJFbqlAoCjiSkiy5nSkrPx5GEdJQKQrVliVR5Ho4hfWN8HtaR6L+CyRXRf1Bubi4kEglsbGwAAPb29vDy8sKmTZtQUFCAkpISrFu3DrVr10br1q1VthEbG4srV65g+vTpMDJS/VFS8VLAyuLj43Ho0CG0b99e5/g//fRTLF26FGfOnIFUKkVQUJBoeWJiIrZv347ffvsN+/btQ0xMDCZNmqRzP+pER0cDAA4cOIDU1FT8/PPPKsstXLgQcrlcObm6uhoshudF7M0cneukZP77RfBaVqHWZYlUeR6OIX1jfB7Wkei/gskV0X/MgwcPMGPGDAQEBMDa2hrAoyTowIEDiImJQa1atWBubo5vvvkG+/btg62trcp24uPjAQBeXl7KeWlpaZDJZMppzZo1ojoBAQGQyWQwNzeHl5cXmjZtiuDgYJ3X4csvv0TXrl3RpEkTzJw5E8ePH8eDBw9E67hp0ya0bNkSXbp0wcqVK7F161aNlzjqwtHREcCjpNTJyQl2dnYqywUHByM3N1c53bhxwyD9P09a1rPRuY6H/b/3urnbab40s2JZIlWeh2NI3xifh3Uk+q9gckX0H1JcXIxhw4ZBEASsXbtWOV8QBEyePBm1a9fG0aNHER0djcGDB2PgwIFITU3Vun17e3vExsYiNjYWNjY2ePjwoWj5smXLEBsbi/Pnz2PPnj2Ij4/HyJEjdV6PipcbOjs7A3iU2JVzc3ND3bp1la87duyIsrIylZcPPk5mZmawtrYWTf81Xb1qw1bLm+mNJRJ08XREfYd/vwg2cJShi6cjjCudBVVVlkiV5+EY0jfG52Edif4rmFwR/UeUJ1bXrl3D/v37RV/0Dx06hD179mDr1q3w9/dHq1atsGbNGlhYWGDjxo0q2/P09AQAUcJibGwMhUIBhUKhchAKJycnKBQKeHl5oX///pg7dy62bduGxMREndbFxOTfL+vllx6WlZVpXd/IyAhCpXsTiou1uy+IdLd7cqcqCZbcQop2HuIzfv4KB6wM8K1Sf2WAL/wVDlqVJVLleTiG9I3xeVhHov8CDsVO9B9QnlglJCQgIiIC9vb2ouWFhY+u169875SRkZHapMXX1xeNGzfGkiVLMGzYMLX3XWlibGwMALh//77OdTW5fv06bt++rRxq/uTJkzAyMlJewujo6Cg6I1daWopLly5VO+x8OVNTU2U9qp6rvSViZvfC0YR0nLuejVZutujs+ejSyuSMAqRkFsDD3krtr+tySxNsGtdOq7JEqjwPx5C+MT4P60j0X8Dkiug5l5+fLzrzk5ycjNjYWNjZ2cHNzQ3FxcV4/fXXce7cOezZswelpaXKe4/s7OxgamqKjh07wtbWFqNHj8bs2bNhYWGB77//HsnJyejfv7/KfiUSCUJDQ9GzZ0/4+/sjODgY3t7eKC4uxpEjR5Cenq5Mnsrl5OTgzp07KCsrQ0JCAubNm4dGjRrB29vboNvE3Nwco0ePxpIlS5CXl4epU6di2LBhcHJyAgC89NJL+OCDD/D777+jYcOG+Oabb5CTk6N1+7Vr14aFhQX27duHevXqwdzcHHK53KDr8CLq7OmoTKrK1XfQ/gugLmWJVHkejiF9Y3we1pHoRcbLAomec2fOnIGvry98fR9d+vHBBx/A19cXs2fPBgDcunULu3fvxs2bN9GyZUs4Ozsrp+PHjwMAHBwcsG/fPuTn5+Oll15CmzZtEBUVhV9//RUtWrRQ23eHDh1w9uxZeHl5YfLkyWjSpAn8/PwQHh6OZcuW4Z133hGVHzt2LJydnVGvXj0EBASgadOm2Lt3r8GfY6VQKPDqq6+iX79+6NWrF3x8fESDawQFBWH06NEYNWoUunbtigYNGmh91goApFIpvv32W6xbtw4uLi545ZVXDBo/ERERPZ8kQuUbD4iI6LHIy8uDXC5Hbm7uf3JwCyIioueRLv+/eeaKiIiIiIjIAJhcERERERERGQCTKyIiIiIiIgNgckVERERERGQATK6IiIiIiIgMgMkVERERERGRATC5IiIiIiIiMgAmV0RERERERAbA5IqIiIiIiMgAmFwREREREREZAJMrIiIiIiIiA2ByRUREREREZABMroiIiIiIiAyAyRUREREREZEBSJ92AEREREREpFlSej6uZRXCw94K9R2snnh9Q3vW4jEUnrkiIpWOHDmCgQMHwsXFBRKJBL/88kuVMvn5+ZgyZQrq1asHCwsLNGnSBN999121befl5eGzzz5D06ZNYWFhAXt7e7Rt2xaLFy9Gdna2sly3bt0gkUiUU506dTB06FBcu3ZNY/sV65mbm6NRo0ZYuHAhBEGoUvbEiRMwNjZG//79qyxLSUmBRCKBsbExbt26JVqWmpoKqVQKiUSClJSUateZiIioJnIKH2JUSDReWnoYY0NPo/uSSIwKiUZuYfETqW9oz1o8hsbkiohUKigoQIsWLbB69Wq1ZT744APs27cPmzdvxpUrVzBt2jRMmTIFu3fvVlsnKysLHTp0QGhoKKZPn45Tp07h3Llz+PLLLxETE4MtW7aIyo8fPx6pqam4ffs2fv31V9y4cQOBgYHVxl9eLy4uDsHBwZg9e7bKxC8kJATvvvsujhw5gtu3b6tsq27duti0aZNo3saNG1G3bt1q4yAiItLH1PBYHEvMEM07lpiBd8Njnkh9Q3vW4jE0JldEpFLfvn3xxRdfYMiQIWrLHD9+HKNHj0a3bt3g4eGBCRMmoEWLFoiOjlZb55NPPsH169cRHR2NsWPHwsfHB+7u7ujVqxfCw8MxadIkUXlLS0s4OTnB2dkZHTp0wJQpU3Du3Llq4y+v5+7uruxn//79ojL5+fnYtm0b3nnnHfTv3x9hYWEq2xo9ejRCQ0NF80JDQzF69GiNMRQVFSEvL080ERERaSspPR9HEtJRWunKi1JBwJGEdCRnFDzW+ob2rMXzODC5IqIa8/Pzw+7du3Hr1i0IgoCIiAjEx8ejV69eKsuXlZVh27ZtCAwMhIuLi8oyEolEbX9ZWVnYvn072rdvr3WMgiDg6NGj+Oeff2Bqaipatn37djRu3BheXl4IDAzEhg0bVF46OGjQIGRnZyMqKgoAEBUVhezsbAwcOFBj3wsXLoRcLldOrq6uWsdNRER0LatQ4/KUTM3JiL71De1Zi+dxYHJFRDW2cuVKNGnSBPXq1YOpqSn69OmD1atXo0uXLirLp6enIycnB15eXqL5rVu3hkwmg0wmQ0BAgGjZmjVrIJPJYGVlBXt7e8TFxWHDhg3VxlZez8zMDF26dEFZWRmmTp0qKhMSEqK8xLBPnz7Izc3F4cOHq7RlYmKiTL4AYMOGDQgMDISJiYnGGIKDg5Gbm6ucbty4UW3cRERE5dztLDUu97DXPBCEvvUN7VmL53FgckVENbZy5UqcPHkSu3fvxtmzZ7F06VJMnjwZBw4c0KmdXbt2ITY2Fr1798b9+/dFy0aMGIHY2FicP38eUVFRUCgU6NWrF+7du6exzfJ6x44dQ9++ffHpp5/Cz89PuTwuLg7R0dHKZE4qlWL48OEICQlR2V5QUBB27NiBO3fuYMeOHQgKCqp2vczMzGBtbS2aiIiItNXAUYYuno4wrnRVh7FEgi6ejtWOsqdvfUN71uJ5HJhcEVGN3L9/H5988gm++eYbDBw4ED4+PpgyZQqGDx+OJUuWqKzj6OgIGxsbxMXFiea7ublBoVCgVq1aVerI5XIoFAooFAr4+/sjJCQECQkJ2LZtm8b4yuu1bdsW27dvx6pVq0RJX0hICEpKSuDi4gKpVAqpVIq1a9di586dyM3NrdJe8+bN0bhxYwQEBMDb2xvNmjXTZjMRERHpZWWAL/wVDqJ5/goHrAzwfSL1De1Zi8fQ+JwrIqqR4uJiFBcXw8hI/BuNsbExysrKVNYxMjLCsGHDsHnzZsyePVvtfVeaGBsbA0CVM1yayGQyvPfee5g+fTpiYmJQWlqKTZs2YenSpVXuDxs8eDDCw8MxceLEKu0EBQVh0qRJWLt2rc5xExER1YTc0gSbxrVDckYBUjILdH4ulL71De1Zi8fQmFwRkUr5+flITExUvk5OTkZsbCzs7Ozg5uYGa2trdO3aFR999BEsLCzg7u6Ow4cPY9OmTfjmm2/UtrtgwQJERkaiXbt2mDdvHtq0aQMrKytcuHABJ06cqHJGqLCwEHfu3AEA3L17F/Pnz4e5ubnaQTPUefvttzF//nzs3LkTUqkU2dnZGDduHORyuajca6+9hpCQEJXJ1fjx4zF06FDY2Njo1DcREZG+6jvol4ToW9/QnrV4DIXJFRGpdObMGXTv3l35+oMPPgDwaFjy8iHLt27diuDgYIwYMQJZWVlwd3fHl19+qTIxKWdvb4/o6GgsWrQIX3/9NZKTk2FkZARPT08MHz4c06ZNE5X//vvv8f333wMAbG1t4ePjgz/++KPKoBjVsbOzw6hRo/D555+jfv366NGjR5XECniUXC1evBgXLlyoco+UVCqFg4NDlTpEREREACARVI07TEREBpeXlwe5XI7c3FwObkFERPSc0OX/Nwe0ICIiIiIiMgAmV0RERERERAbA5IqIiIiIiMgAmFwREREREREZAJMrIiIiIiIiA2ByRUREREREZABMroiIiIiIiAyAyRUREREREZEBMLkiIiIiIiIyACZXREREREREBsDkioiIiIiIyACYXBERERERERkAkysiIiIiIiIDYHJFRERERERkANKnHQARERGRNpLS83EtqxAe9lao72D1tMMhIqqCZ66ISKWFCxeibdu2qFWrFmrXro3BgwcjLi5OZVlBENC3b19IJBL88ssv1badmJiIoKAguLm5wczMDHXr1sXLL7+Mn376CSUlJcpyEolEOUmlUri5ueGDDz5AUVGRxvYr1rO2tkbbtm3x66+/ql1PY2NjfP3111WWhYWFQSKRwNvbu8qyHTt2QCKRwMPDo9r1JSL95BQ+xKiQaLy09DDGhp5G9yWRGBUSjdzC4qcdGhGRCJMrIlLp8OHDmDx5Mk6ePIn9+/ejuLgYvXr1QkFBQZWyy5cvh0Qi0ard6OhotGrVCleuXMHq1atx6dIlREZG4q233sLatWvx999/i8qHhoYiNTUVycnJWLNmDX788Ud88cUX1fZTXu/MmTPw9/fH66+/josXL1Ypt2HDBnz88cfYsGGDynasrKyQlpaGEydOiOaHhITAzc1Nq3UmIv1MDY/FscQM0bxjiRl4NzzmKUVERKQaLwskIpX27dsneh0WFobatWvj7Nmz6NKli3J+bGwsli5dijNnzsDZ2Vljm4IgYMyYMWjUqBGOHTsGI6N/f9/x9PREQEAABEEQ1bGxsYGTkxMAwNXVFa+88grOnTtXbfzl9ZycnDB//nysWLECERERaN68ubLM4cOHcf/+fcybNw+bNm3C8ePH4efnJ2pHKpXizTffxIYNG9CxY0cAwM2bNxEZGYn3338f4eHhamMoKioSnWXLy8urNm4iEktKz8eRhPQq80sFAUcS0pGcUcBLBInomcEzV0SkldzcXACAnZ2dcl5hYSHefPNNrF69WpkAaRIbG4srV65g+vTposSqIk1nwOLj43Ho0CG0b99e67hLSkoQEhICADA1NRUtCwkJQUBAAExMTBAQEKAsV1lQUBC2b9+OwsJCAI8SzT59+qBOnToa+164cCHkcrlycnV11TpuInrkWlahxuUpmVXPphMRPS1MroioWmVlZZg2bRr8/f3RrFkz5fz3338ffn5+eOWVV7RqJz4+HgDg5eWlnJeWlgaZTKac1qxZI6oTEBAAmUwGc3NzeHl5oWnTpggODq62r/J6ZmZmeP/99+Hh4YFhw4Ypl+fl5eF///sfAgMDAQCBgYHYvn078vPzq7Tl6+uLBg0a4H//+x8EQUBYWBiCgoKqjSE4OBi5ubnK6caNG9XWISIxdztLjcs97HnWioieHUyuiKhakydPxqVLl7B161blvN27d+PQoUNYvny5Xm3b29sjNjYWsbGxsLGxwcOHD0XLly1bhtjYWJw/fx579uxBfHw8Ro4cWW275fX27t2LJk2a4IcffhCddQsPD0fDhg3RokULAEDLli3h7u6Obdu2qWwvKCgIoaGhOHz4MAoKCtCvX79qYzAzM4O1tbVoIiLdNHCUoYunI4wrndU2lkjQxdORlwQS0TOFyRURaTRlyhTs2bMHERERqFevnnL+oUOHcPXqVdjY2EAqlUIqfXQL52uvvYZu3bqpbMvT0xMARKMOGhsbQ6FQQKFQKNuoyMnJCQqFAl5eXujfvz/mzp2Lbdu2ITExUWPc5fV69eqF0NBQDB8+HGlpacrlISEh+Pvvv5WxS6VSXL58We3AFiNGjMDJkyfx+eefY+TIkSpjJaLHY2WAL/wVDqJ5/goHrAzwfUoRERGpxm8HRKSSIAh49913sWvXLkRGRqJ+/fqi5TNnzsRbb70lmte8eXMsW7YMAwcOVNmmr68vGjdujCVLlmDYsGFq77vSxNjYGABw//59reu0a9cOrVu3xpdffokVK1bg4sWLOHPmDCIjI0Vns7KystCtWzf8888/aNy4sagNOzs7DBo0CNu3b8d3332nc9xEVHNySxNsGtcOyRkFSMks4HOuiOiZxeSKiFSaPHkytmzZgl9//RW1atXCnTt3AAByuRwWFhbKkfgqc3Nzq5KIlZNIJAgNDUXPnj3h7++P4OBgeHt7o7i4GEeOHEF6eroyeSqXk5ODO3fuoKysDAkJCZg3bx4aNWqk8tlTmkybNg1DhgzBxx9/jJCQELRr10406mG5tm3bIiQkRO1zr9asWQN7e3ud+iYiw6jvwKSKiJ5tvCyQiFRau3YtcnNz0a1bNzg7OysndfckaatDhw44e/YsvLy8MHnyZDRp0gR+fn4IDw/HsmXL8M4774jKjx07Fs7OzqhXrx4CAgLQtGlT7N27V+fL8vr06YP69evjyy+/xObNm/Haa6+pLPfaa69h06ZNKC6u+nBSCwsLJlZERESklkSo/FAZIiJ6LPLy8iCXy5Gbm8vBLYiIiJ4Tuvz/5pkrIiIiIiIiA2ByRUREREREZABMroiIiIiIiAyAyRUREREREZEBMLkiIiIiIiIyACZXREREREREBsDkioiIiIiIyACYXBERERERERkAkysiIiIiIiIDYHJFRERERERkAEyuiIiIiIiIDIDJFRERERERkQEwuSIiIiIiIjIAJldE9ER4eHhg+fLlytcSiQS//PLLU4uHiIiIyNCYXBGRWmPGjMHgwYOrzI+MjIREIkFOTk6N205NTUXfvn1rHtz/27lzJ1566SXY2trCwsICXl5eCAoKQkxMjKjc6tWr4e3trSyzadOmKm3t2LEDjRs3hrm5OZo3b44//vgDAJCSkgKJRKJxCgsL03tdXnRJ6fmIiEtDckbB0w6FiIjosZA+7QCI6L/JyclJ7zZmzJiBpUuXYurUqZg7dy7c3d2Rnp6OvXv3Ijg4GPv27QMArF27FsHBwfj+++/Rtm1bREdHY/z48bC1tcXAgQMBAMePH0dAQAAWLlyIAQMGYMuWLRg8eDDOnTsHb29vpKamKvtdsmQJ9u3bhwMHDijnyeVyvdfnRZVT+BBTw2NxJCFdOa+LpyNWBvhCbmnyFCMjIiIyLJ65IiKDiIqKQufOnWFhYQFXV1dMnToVBQXqz1BUvizw4sWLeOmll2BhYQF7e3tMmDAB+fn5auufPHkSixcvxjfffINvvvkGnTt3hpubG1q3bo1Zs2Zh7969yrI//vgj3n77bQwfPhwNGjTAG2+8gQkTJmDRokXKMitWrECfPn3w0UcfwdvbG/Pnz0erVq2watUqGBsbw8nJSTnJZDJIpVLRPAsLC/024AtsangsjiVmiOYdS8zAu+ExamoQERE9n5hcEZHerl69ij59+uC1117DhQsXsG3bNkRFRWHKlCla1S8oKEDv3r1ha2uL06dPY8eOHThw4IDG+uHh4ZDJZJg0aZLK5RKJRPl3UVERzM3NRcstLCwQHR2N4uJiAMCJEyfQo0cPUZnevXvjxIkTWq2DKkVFRcjLyxNN/zVJ6fk4kpCOUkEQzS8VBBxJSOclgkRE9EJhckVEGu3ZswcymUw0Vb5XauHChRgxYgSmTZsGT09P+Pn54dtvv8WmTZvw4MGDavvYsmULHjx4gE2bNqFZs2Z46aWXsGrVKvz444+4e/euyjrx8fFo0KABpNJ/r27+5ptvRHHm5uYCeJQk/fDDDzh79iwEQcCZM2fwww8/oLi4GBkZj86o3LlzB3Xq1BH1UadOHdy5c0en7VXRwoULIZfLlZOrq2uN23peXcsq1Lg8JZPJFRERvTiYXBGRRt27d0dsbKxo+uGHH0Rlzp8/j7CwMFFi07t3b5SVlSE5ObnaPq5cuYIWLVrAyspKOc/f3x9lZWWIi4vTOtagoCDExsZi3bp1KCgogPD/Z0s+++wz9O3bFx06dICJiQleeeUVjB49GgBgZPT4PgaDg4ORm5urnG7cuPHY+npWudtZalzuYW+lcTkREdHzpMYDWjx48AAXLlxAWloaysrKRMsGDRqkd2BE9GywsrKCQqEQzbt586bodX5+Pt5++21MnTq1Sn03N7fHEpenpyeioqJQXFwME5NHgyLY2NjAxsamSnwWFhbYsGED1q1bh7t378LZ2Rnr169HrVq14OjoCODRABuVz5LdvXtXr4E3zMzMYGZmVuP6L4IGjjJ08XTEscQM0aWBxhIJ/BUOqO/A5IqIiF4cNUqu9u3bh1GjRikvp6lIIpGgtLRU78CI6PnRqlUrXL58uUoSpi1vb2+EhYWhoKBAefbq2LFjMDIygpeXl8o6AQEBWLlyJdasWYP33ntPq35MTExQr149AMDWrVsxYMAA5Zmrjh074uDBg5g2bZqy/P79+9GxY8carRP9a2WAL94NjxGNFuivcMDKAN+nGBUREZHh1Si5evfddzF06FDMnj27yj0KRPTfM2PGDHTo0AFTpkzBW2+9BSsrK1y+fBn79+/HqlWrqq0/YsQIzJkzB6NHj8bnn3+O9PR0vPvuuxg5cqTaz5iOHTviww8/xIcffohr167h1VdfhaurK1JTUxESEgKJRKJMnOLj4xEdHY327dsjOzsb33zzDS5duoSNGzcq23vvvffQtWtXLF26FP3798fWrVtx5swZrF+/3jAb6T9MbmmCTePaITmjACmZBfCwt+IZKyIieiHV6GaDu3fv4oMPPmBiRUQAAB8fHxw+fBjx8fHo3LkzfH19MXv2bLi4uGhV39LSEn/++SeysrLQtm1bvP7663j55ZerTcyWLFmCLVu2ICYmBgMGDICnpyeGDh2KsrIynDhxAtbW1gCA0tJSLF26FC1atEDPnj3x4MEDHD9+HB4eHsq2/Pz8sGXLFqxfvx4tWrTA//73P/zyyy9o1qxZjbcLidV3sEJ3r9pMrIiI6IUlEYRK4+NqISgoCP7+/hg3btzjiImI6IWUl5cHuVyO3NxcZeJHREREzzZd/n/XKLkqLCzE0KFD4ejoiObNmytvJi+n6qZ2IqL/OiZXREREzx9d/n/X6J6r8PBw/PXXXzA3N0dkZKToYZ0SiYTJFRERERER/efUKLn69NNPMXfuXMycOfOxPiOGiIiIiIjoeVGjzOjhw4cYPnw4EysiIiIiIqL/V6PsaPTo0di2bZuhYyEiIiIiInpu1eiywNLSUixevBh//vknfHx8qgxo8c033xgkOCIiIiIioudFjZKrixcvwtfXFwBw6dIl0bKKg1sQERERERH9V9QouYqIiDB0HERERERERM81jkhBRERERERkADU6cwUAZ86cwfbt23H9+nU8fPhQtOznn3/WOzAiIiIiIqLnSY3OXG3duhV+fn64cuUKdu3aheLiYvz99984dOgQ5HK5oWMkIiIiIiJ65tUouVqwYAGWLVuG3377DaamplixYgX++ecfDBs2DG5uboaOkYiIiIiI6JlXo+Tq6tWr6N+/PwDA1NQUBQUFkEgkeP/997F+/XqDBkhERERERPQ8qFFyZWtri3v37gEA6tatqxyOPScnB4WFhYaLjoiIiIiI6DlRowEtunTpgv3796N58+YYOnQo3nvvPRw6dAj79+/HSy+9ZOgYiYiIiIiInnk1OnO1atUqvPHGGwCATz/9FB988AHu3r2L1157DWvWrDFogET0dBw5cgQDBw6Ei4sLJBIJfvnlF5Xlrly5gkGDBkEul8PKygpt27bF9evXNbadl5eHzz77DE2bNoWFhQXs7e3Rtm1bLF68GNnZ2cpy3bp1g0QiUU516tTB0KFDce3aNY3tV6xnbm6ORo0aYeHChRAEoUrZEydOwNjYWHmpc0UpKSmQSCQwNjbGrVu3RMtSU1MhlUohkUiQkpKiMR6i501Sej4i4tKQnFFg8HYOx6VhxcF4HE1Ir3Eb2sRX03q6elL96EPbGHXdN7r0V9GqgwkIWH8CayISa7SttK2jS9v67Ed997e29Q21f54Vhn6fPCvvuxqdubKzs1P+bWRkhJkzZ+LBgwdYvXo1fH19cefOHYMFSERPR0FBAVq0aIGgoCC8+uqrKstcvXoVnTp1wrhx4zB37lxYW1vj77//hrm5udp2s7Ky0KlTJ+Tl5WH+/Plo3bo15HI54uLiEBoaii1btmDy5MnK8uPHj8e8efMgCAKuXbuGadOmITAwEEePHtUYf3m9oqIiHDp0CBMmTICNjQ3eeecdUbmQkBC8++67CAkJwe3bt+Hi4lKlrbp162LTpk0IDg5Wztu4cSPq1q1bbSJJ9DzJKXyIqeGxOFLhy1sXT0esDPCF3NJEr3baedgi7u495N4vUc6ztTTB7smd4GpvqVUbHRvYQyIBjl/NVBufqnp+De0hCMCJJPX1dFXT+J4kbWNs62GL+Lv5yL1frJynad/o0l/F9T+emI43f4hWLjuRlIXFf8apLFuT9nUtp66stvtR3/eLtvWvZRZg8OpjyC7Ub/88Kwz1OfO42tOXRFD1U64aRUVF+Pzzz7F//36Ympri448/xuDBgxEaGopZs2bB2NgYkydPxowZMx5nzET0hEkkEuzatQuDBw8WzX/jjTdgYmKCH3/8Ueu2Jk6ciM2bNyM+Pl5lIiMIAiQSCYBHZ6BatmyJ5cuXK5dv3rwZb7/9NgoK1P8ypape69at4e7uLnoOX35+PpydnXHmzBnMmTMHPj4++OSTT5TLU1JSUL9+fcyaNQvbtm1DfHy8cpmXlxeGDx+O+fPnIzk5GR4eHtWue15eHuRyOXJzc2FtbV1teaInbVRINI4lZqC0wlcDY4kE/goHbBrXTq921LG1NEHM7F41bqNyfDWtp6sn1Y8+dNkPqqjbN7r0V3H9PWb+rrF+ddtK2+NTl+NYn/2o7/tF2/q+8/4SJVbldN0/zwpDfc48rvZU0eX/t06XBc6ePRtr166Fh4cHUlJSMHToUEyYMAHLli3D0qVLkZyczMSK6D+irKwMv//+Oxo1aoTevXujdu3aaN++vdrLB8vrbNu2DYGBgSoTKwDKxEqVrKwsbN++He3bt9c6TkEQcPToUfzzzz8wNTUVLdu+fTsaN24MLy8vBAYGYsOGDSovHRw0aBCys7MRFRUFAIiKikJ2djYGDhyose+ioiLk5eWJJqJnVVJ6Po4kpFf5klkqCDiSkK71pTbq2lEnu7C4ymVOurRRMb6a1tPVk+pHH7ruB1VU7Rtd+ytf/3m7/662DU3bStvjU5fjWJ/9qO/7Rdv6h+PSVCZWgG7751lhqM+Zx9WeIeiUXO3YsQObNm3C//73P/z1118oLS1FSUkJzp8/jzfeeAPGxsaPK04iesakpaUhPz8fX331Ffr06YO//voLQ4YMwauvvorDhw+rrJOeno6cnBx4eXmJ5rdu3RoymQwymQwBAQGiZWvWrIFMJoOVlRXs7e0RFxeHDRs2VBtfeT0zMzN06dIFZWVlmDp1qqhMSEgIAgMDAQB9+vRBbm6uythNTEyUyRcAbNiwAYGBgTAx0Xy5wcKFCyGXy5WTq6trtXETPS3XsjSP9puSqd2XlOraUeXc9WzR65q0kZJZUON6unpS/eijJjGqUnnf1LS/40kZWvepaltpe3zqchzrsx/1fb9oWz/2Zo7Gctrun2eFoT5nHld7hqBTcnXz5k20bt0aANCsWTOYmZnh/fff1/hLMxG9mMrKygAAr7zyCt5//320bNkSM2fOxIABA/Ddd9/p1NauXbsQGxuL3r174/79+6JlI0aMQGxsLM6fP4+oqCgoFAr06tVL+TgIdcrrHTt2DH379sWnn34KPz8/5fK4uDhER0crkzmpVIrhw4cjJCREZXtBQUHYsWMH7ty5gx07diAoKKja9QoODkZubq5yunHjRrV1iJ4WdzvN92542FsZpB1VWrnZ6t2Gh71Vjevp6kn1o4+axKhK5X1T0/78Gjho3aeqbaXt8anLcazPftT3/aJt/Zb1bDSW03b/PCsM9TnzuNozBJ2Sq9LSUtFlNVKpFDKZzOBBEdGzz8HBAVKpFE2aNBHN9/b2VjvIg6OjI2xsbBAXFyea7+bmBoVCgVq1alWpI5fLoVAooFAo4O/vj5CQECQkJGDbtm0a4yuv17ZtW2zfvh2rVq3CgQMHlMtDQkJQUlICFxcXSKVSSKVSrF27Fjt37kRubm6V9po3b47GjRsjICAA3t7eaNasmcb+AcDMzAzW1taiiehZ1cBRhi6ejjCu9IOpsUSCLp6OqO+g3ZcUde2oY2tpgs6ejjVuo2J8Na2nqyfVjz503Q+qqNo3uvZXvv6zBzWttg1N20rb41OX41if/ajv+0Xb+l29asNWzaAMuuyfZ4WhPmceV3uGoFNyJQgCxowZg1dffRWvvvoqHjx4gIkTJypfl09E9OIzNTVF27ZtqyRK8fHxcHd3V1nHyMgIw4YNw+bNm3H79u0a9Vt++XHlM1yayGQyvPfee5g+fToEQUBJSQk2bdqEpUuXIjY2VjmdP38eLi4uCA8PV9lOUFAQIiMjtTprRfQ8WhngC3+F+AyDv8IBKwN89W6nnYcd5BbiQYrLRzzTto2ODezh19BeY3yq6vk1tEfHBprr6aqm8T1J2sbYzsMWcgvxF3hN+0aX/iqu/7bxHTTWr25baXt86nIc67Mf9X2/aFt/9+ROVRKsmuyfZ4WhPmceV3v60mm0wLFjx2pVLjQ0tMYBEdGzIT8/H4mJiQAAX19ffPPNN+jevTvs7Ozg5uYG4NHlfMOHD8fq1avRvXt37Nu3D9OmTUNkZCQ6dVL9oZ+ZmQk/Pz8UFBRg3rx5aNOmDaysrHDhwgXMnDkTzZo1w86dOwE8GvWvUaNGmDdvHgDg7t27mD9/Pn7//XfExsZWuXernKrRArOyslCvXj1s2rRJeQlgWloa5HK5qO6MGTNw6NAhnD59WjlaYExMDFq2bImSkhLk5OTAxsYGUqkUsbGx8PX15WiB9MJJzihASmYBPOyt9PrlV1U7RxPSce56Nlq52Wr1q7uqNrSJr6b1DLGOj6MffWgbo677Rpf+KloTkYijCeno7OmIvs2ddd5W2m5fXfaDPvtR3/2tbX1D7Z9nhaHfJ4/zfafL/2+dkisi+u+IjIxE9+7dq8wfPXo0wsLClK83bNiAhQsX4ubNm/Dy8sLcuXPxyiuvaGw7NzcXixYtwq5du5CcnAwjIyN4enrilVdewbRp05TP0uvWrZtogAlbW1v4+Phgzpw5KmMrpyq5Ah4NAx8VFYX69esrRzusLDo6Gu3bt8f58+dhbW0tSq4qY3JFRET04mNyRUT0DGJyRURE9Px5bM+5IiIiIiIiItWYXBERERERERkAkysiIiIiIiIDYHJFRERERERkAEyuiIiIiIiIDIDJFRERERERkQEwuSIiIiIiIjIAJldEREREREQGwOSKiIiIiIjIAJhcERERERERGQCTKyIiIiIiIgNgckVERERERGQATK6IiIiIiIgMgMkVERERERGRATC5IiIiIiIiMgAmV0RUY2vXroWPjw+sra1hbW2Njh07Yu/evdXWy8vLw2effYamTZvCwsIC9vb2aNu2LRYvXozs7GxluW7dukEikSinOnXqYOjQobh27ZrG9ivWMzc3R6NGjbBw4UIIglCl7IkTJ2BsbIz+/ftXWZaSkgKJRAJjY2PcunVLtCw1NRVSqRQSiQQpKSnVrvPjtupgAl5aEoEOC/ZjyOpj+GLP3whYfwJ9lx/BmohEHI5Lw4qD8Zi+LRYB60+I5k3YeAZ9lh/GF3suq2w7KT0fEXFpSM4owKqDCcr6qpYTERH9l0kEVd82iIi08Ntvv8HY2Bienp4QBAEbN27E119/jZiYGDRt2lRlnaysLHTq1Al5eXmYP38+WrduDblcjri4OISGhqJTp06YPHkygEdJUqNGjTBv3jwIgoBr165h2rRpMDExwdGjR9XGVbFeUVERDh06hAkTJuDbb7/FO++8Iyr71ltvQSaTISQkBHFxcXBxcVEuS0lJQf369eHq6op33nkHwcHBymVfffUV1q5di+vXryM5ORkeHh7Vbq+8vDzI5XLk5ubC2tq62vLaOJ6Yjjd/iDZIW+VCRrXBy03qIKfwIaaGx+JIQrrasj71rHHhZp7ydRdPR6wM8IXc0sSgMRERET0tuvz/5pkrIqqxgQMHol+/fvD09ESjRo3w5ZdfQiaT4eTJk2rrfPLJJ7h+/Tqio6MxduxY+Pj4wN3dHb169UJ4eDgmTZokKm9paQknJyc4OzujQ4cOmDJlCs6dO1dtbOX13N3dlf3s379fVCY/Px/btm3DO++8g/79+yMsLExlW6NHj0ZoaKhoXmhoKEaPHl1tHI+boRMrABi36QwAYGp4LI4lZmgsWzGxAoBjiRl4NzzG4DERERE9D5hcEZFBlJaWYuvWrSgoKEDHjh1VlikrK8O2bdsQGBgoOkNUkUQiUdtHVlYWtm/fjvbt22sdlyAIOHr0KP755x+YmpqKlm3fvh2NGzeGl5cXAgMDsWHDBpWXDg4aNAjZ2dmIiooCAERFRSE7OxsDBw7U2HdRURHy8vJEkyGtOphg0PYq+mjHeRxJSEepjhc3lAoCjiSk8xJBIiL6T2JyRUR6uXjxImQyGczMzDBx4kTs2rULTZo0UVk2PT0dOTk58PLyEs1v3bo1ZDIZZDIZAgICRMvWrFkDmUwGKysr2NvbIy4uDhs2bKg2rvJ6ZmZm6NKlC8rKyjB16lRRmZCQEAQGBgIA+vTpg9zcXBw+fLhKWyYmJsrkCwA2bNiAwMBAmJhovvRt4cKFkMvlysnV1bXauHVx7Krms0r6OJGkX9spmUyuiIjov4fJFRHpxcvLC7GxsTh16hTeeecdjB49Gpcvqx4YQZ1du3YhNjYWvXv3xv3790XLRowYgdjYWJw/fx5RUVFQKBTo1asX7t27p7HN8nrHjh1D37598emnn8LPz0+5PC4uDtHR0cpkTiqVYvjw4QgJCVHZXlBQEHbs2IE7d+5gx44dCAoKqna9goODkZubq5xu3LhRbR1d+Dd0MGh7FXVsoF/bHvZWBoqEiIjo+SF92gEQ0fPN1NQUCoUCwKMzUKdPn8aKFSuwbt26KmUdHR1hY2ODuLg40Xw3NzcAQK1atZCTkyNaJpfLle0rFAqEhITA2dkZ27Ztw1tvvaU2ror1tm/fDoVCgQ4dOqBHjx4AHp21KikpEV2eKAgCzMzMsGrVKsjlclF7zZs3R+PGjREQEABvb280a9YMsbGxGreNmZkZzMzMNJbRx5SXPbFkf/xjafvroS1wN68IxxIzdLo00Fgigb/CAfUdmFwREdF/D89cEZFBlZWVoaioSOUyIyMjDBs2DJs3b8bt27dr1L6xsTEAVDnDpYlMJsN7772H6dOnQxAElJSUYNOmTVi6dCliY2OV0/nz5+Hi4oLw8HCV7QQFBSEyMlKrs1ZPyrbxHQzeZsioNgCAlQG+8FdoPoPlU088apK/wgErA3wNHhMREdHzgGeuiKjGgoOD0bdvX7i5ueHevXvYsmULIiMj8eeff6qts2DBAkRGRqJdu3aYN28e2rRpAysrK1y4cAEnTpxAs2bNROULCwtx584dAMDdu3cxf/58mJubo1evXjrF+vbbb2P+/PnYuXMnpFIpsrOzMW7cuCpnqF577TWEhIRg4sSJVdoYP348hg4dChsbG536fpzaN7RHylf9sSYiEf87exOFD4vhLLdEa3dbXEnNQ1bBQwxs4YLm9eQ4dz0bN7Pu42Z2ITp7OirnXbmdh5TMAnRSOGLWgH/vl5NbmmDTuHZIzihASmYBPOytsPdiKo4mpKOzpyMmdX90ZrDicp6xIiKi/zImV0RUY2lpaRg1ahRSU1Mhl8vh4+ODP//8Ez179lRbx97eHtHR0Vi0aBG+/vprJCcnw8jICJ6enhg+fDimTZsmKv/999/j+++/BwDY2trCx8cHf/zxR5VBMapjZ2eHUaNG4fPPP0f9+vXRo0ePKokV8Ci5Wrx4MS5cuFDlWRZSqRQODo/vPid9TOquUCY76nT2dNRqXmX1Hf5NmlT1U3E5ERHRfxkfIkxE9IQ8jocIExER0ePFhwgTERERERE9YUyuiIiIiIiIDIDJFRERERERkQEwuSIiIiIiIjIAJldEREREREQGwOSKiIiIiIjIAJhcERERERERGQCTKyIiIiIiIgNgckVERERERGQATK6IiIiIiIgMgMkVERERERGRATC5IiIiIiIiMgAmV0RERERERAbA5IqIiIiIiMgAmFwREREREREZgPRpB0BEz6YjR47g66+/xtmzZ5Gamopdu3Zh8ODByuXFxcWYNWsW/vjjDyQlJUEul6NHjx746quv4OLiorHtO3fuYOHChfj9999x8+ZNyOVyKBQKBAYGYvTo0bC0tAQAeHh44Nq1awAAIyMj1KlTB3379sWSJUtga2urtv2K9SwsLNCwYUO89957eOutt6qUDQ8PR2BgICZOnIjVq1eLlkVGRqJ79+6wsbFBamoqzM3NlctOnz6Ndu3aAQAEQdC4vqS7bdHXcSI5E/4NHTC0javacofj0hB7Mwet3GzR2dNRWXf/lbtwt7NEVy9HlApAWt4D3Ml7ICoHAEnp+biWVQgPeyvUd7Cq0mZdGwtcyyrE0fh0XEnNQ2dPR0zqrlBbV1VsUokE6fkP4SAzRX8fF2VZVeuoqs1XV0Xh8p081LOxxPdj2qK+gxU+3BaLY1cz4CK3wNC2rujQwB6CIGi1Lh72VohOyqzS94SNp3H2Rjbautvhu5Ft1Maoap6q/ZCUno9VhxKQlFGAXk2clNutPHaFowzzhzRHfQcrJKXn41RyJgAJOjSwV7k9ddlmSen5+HB7LOLv3IOT3AKfv9IUnT0dVcY5b/ffOJ6UgU4KR8wa0AQAsOpgAo5dzVC7v8u3tbEE+OTni7ib9wBedWphz3tddDqu1B2XlX24LRanUjLRsYEDvh7aQuPxqw1121vb95065evobG0BR2szeNhb4Xpmgcr3qKZ+dF0vdeVVHdPqymp7bKmi6hhSFV9a7gPcuVf9/lZH2/VRdZyrmqeOLmW1VTnOpPR8fLgtFimZBWjfwF65PjVt71kiEfitgIhU2Lt3L44dO4bWrVvj1VdfrZJc5ebm4vXXX8f48ePRokULZGdn47333kNpaSnOnDmjtt2kpCT4+/vDxsYGc+fORfPmzWFmZoaLFy9i/fr1ePvttzFo0CAAj5KkcePGYfz48SgtLUV8fDwmTJiADh064Mcff1TbR8V6hYWF2LFjB2bOnIk//vgDffv2FZXt0aMH2rZti3Xr1uH27duiBKo8uXJ1dcWiRYsQEBCgXDZx4kTs3bsX169f1zq5ysvLg1wuR25uLqytrbWq819z8WYOhqw5jpKyf7ep1EiC3ZP90aSuXDnvWmYBBq8+huzCYuU8azMp8h+WoKya3WFraYLN49pj0b44HElIV85v426LxLR85Nwv1lD7keYu1rh4O0/5uounI1YG+EJuaaIytoqaONdC/N38KuvY3MUaMTdzlfNcbS1wI/t+tbGo0tbDFvF385Grxbpoy1gCCIBo+xpLAEtTKe4VlSjn2ViYoE4tU8SlFWjVrqWJEQqLy0TzOjawx3eBrSG3NAGg7rgAfOra4NyNHFG9u3n3kZRRWG2/ViYSFBRr996tvL81qWdjgZs5/+43bfeFraUJdk/uBFd7S+W8XWdv4P0dF6qUXTi4Gfb+fVd0/FY8BtXJKXyIST+dw/GrmaL5zV1q4cqdqsdk5fedOtUd8+VqmUlR+LAEpRU2e8V+cgofYmp4rNbrpa58Z4UdvtwbV6W8Z20ZEtLyRWXf6doAIzdEV3tsqYrjr0upmLD5XJV+Qka1wctN6qiMr5yq/a3O5hPJmPXr5SrzFY5WSEz/932m6jPM2lwKQEDeg9Jq+1a1H3WJUxVV28BCCtwvqVr2qyHN8EZ7d53b0+bY15cu/7+ZXBFRtSQSSZXkSpXysznXrl2Dm5ubyjJ9+vTB33//jX/++QdWVlV/bRIEARKJBMCjJGnatGmYNm2acvkXX3yB8PBw/P3332rjUFXP3t4eo0ePxjfffKOcl5ycjKZNmyI1NRW9e/fG1KlT8eabbyqXlydXs2bNwsmTJ7F//34AwP379+Hs7IypU6di/vz5TK4MSPHJH6IvOeWkRhIkLuinfO07769qv8hpIjWSQBCAUgP9CzSWSOCvcMCmce30jo0e6eLpiE3jHp0dVndcvGhsLU0QM7uX8rXHzN/VljWWSETHb8VjUJ1RIdEqv+irU/l9p44h3o+JC/phVEg0jiVmaL1e6spr+77WtWzlODTtn5Sv+quMr6LK+1sdTf3UlKq+1e1HbeNUpbptUFnKV/11bk+bY19fuvz/5j1XRGQwubm5kEgksLGxUbk8MzMTf/31FyZPnqwysQKgTKxUuXXrFn777Te0b99e65jKysqwc+dOZGdnw9TUVLQsNDQU/fv3h1wuR2BgIEJCQlS2MXLkSBw9ehTXr18HAOzcuRMeHh5o1aqVxr6LioqQl5cnmki9bdHX1X6BLikTsOPMDQCPLlnRN3kpKRMMllgBj5K0Iwnp2Hb6OhMrAzmSkI7kjAKNx8WLJruwGEf/P/n5cFusxrKVj9/yYzA5Q/UZw6T0fJ0SK0D8vlPHUO/H1YcScSQhXev1Kl8fVeW1pWvZinHM263+Bz4A+Gj7eZXxVVRxf6szYeNprWPUReW+Ne1HbeJURd0+0mTijxqufNGwzzUd+08akysiMogHDx5gxowZCAgIUPurTmJiIgRBgJeXl2i+g4MDZDIZZDIZZsyYIVo2Y8YMyGQyWFhYoF69epBIJKKzT+qU1zMzM8Prr78OW1tb0T1XZWVlCAsLQ2BgIADgjTfeQFRUFJKTk6u0Vbt2bfTt2xdhYWEAgA0bNiAoKKjaGBYuXAi5XK6cXF11v4fhv+REcqbG5ceuZgAAYm/mPIFoauZEkuZ1IN2kZBZUe1y8aM5dzwYAnEqp2XqnZKr+gnktq/pLJVUpf9+pY6j3Y1Si5i/vlderpuujr/I4jidp3i4nkjUvL1e+v9U5e0Pzcn1U7Lu6/VhdnKrUZB+dvpZV4/bUHftPGpMrItJbcXExhg0bBkEQsHbtWp3rR0dHIzY2Fk2bNkVRUZFo2UcffYTY2FhcuHABBw8eBAD0798fpaWlqpqqUu/QoUNo3749li1bBoVCoVy+f/9+FBQUoF+/R5e8ODg4oGfPntiwYYPK9oKCghAWFoakpCScOHECI0aMqHa9goODkZubq5xu3ND8C/B/Xcf69hqX+zd0AAC0rGfzBKKpmY4NNK8D6cbD3qra4+JF08rt0WA97T1qtt4e9qqvCnC3q9k9M+XvO3UM9X7spNA8cELl9arp+uirPA6/Bpq3S8f6mpeXK9/f6rR21bxcHxX7rm4/VhenKjXZR23d7Wrcnrpj/0ljckVEeilPrK5du4b9+/drvBZZoVBAIpEgLk58o3GDBg2gUChgYWFRpY6DgwMUCgU8PT3x0ksvYfny5Th+/DgiIiI0xlVer3PnztixYwemTp2Ky5f/vSE4JCQEWVlZsLCwgFQqhVQqxR9//IGNGzeirKysSnt9+/bF/fv3MW7cOAwcOBD29tV/8TEzM4O1tbVoIvWGt3OD1Ej1ZaFSI4lyBK+uXrVhq+eNy1IjCYw1XIKqK2OJBF08HTG8rZvesdEjXTwdUd/BSuNx8aKxtTRRjs62dHhLjWUrH7/lx6C6kdMaOMrQRceR3yq+79Qx1Ptx8ksKdPF01Hq9ytdHVXlt6Vq2YhyzBzXVWP7rYS1UxldRxf2tzvrRbbWOUReV+9a0H7WJUxV1+0gTTaMGatrnmo79J43JFRHVWHlilZCQgAMHDlSbcNjb26Nnz55YtWoVCgpqdvre2NgYwKNBJbTl6uqK4cOHIzg4GMCje79+/fVXbN26FbGxscopJiYG2dnZ+Ouvv6q0IZVKMWrUKERGRmp1SSDVzO7J/lW+SJePJiYu16nKFwFrMym0+Q7+aPQrf/grxL8st3W3hY2Fdl8Sm7uIE2V/hQNWBviqja2iJs61VK6jbz3xqGxudlV/bNBWOw9byLVcF20ZS1Bl+xpLHo0AV5GNhQm86si0btfSpOpXkY4N7JXbE1B3XACtXG2q1GvoqN0XLCsT7b/wVd7fmtSzEe83bfdF+ahsFX2rJsH6akizKsdvxWNQnZUBvvBrWPVz2qeutVbvO3WqO+bL1TKTwrjSZq/Yz8oAX53WS1352f29VZb3rC2rUnbb+A5aHVuq4ggZpToRKJ+vKr5yqva3Ol8NaaZyvqLSsa7qM8zaXAprc2Ot+la1H3WJUxVV28BSqvq9p249q2tPm2P/SeJogUSkUn5+PhITEwEAvr6++Oabb9C9e3fY2dnBzc0NxcXFeP3113Hu3Dns2bMHderUUda1s7OrMnhEuatXr8Lf3x+2trb4/PPP4ePjAyMjI5w+fRrTp0/HiBEjsHTpUgDiIdUFQcCNGzfw8ccf4/Lly7hy5YraZE7VaIGXL19Gs2bNEB0djaioKCxevBi3bt2qMoDG8OHDUVZWhh07dihHC8zOzoaNjQ0ePnyIvLw82NvbQyKR4JdffsGQIUM4WuBjsOPMDRy7mlHt83aOJqTj3PVs0fNYdpy5gT//vgN3O0t0a1wbJWUCMu4V4Xbu/SrPbUnOKEBKZoHoWSkV26xna4mUzAIcS8jA37dzRc89UlVXVWwmRkZIu1dU5TlXqtZRVZuvrzmGS7dzRc+5+mjHeRxNSEdduQVe///nXAHQal087K1wJiWrSt8TfzyD09eyRM/QURWjqnmq9kNyRgFWH0pAYnq+6DlX5bFXfM5VckYBTiVlQgA0PudK222WnFGA6dtj8U9qnug5V6ri/GLPZUQlpoueUbQmIhFHE9LV7u/ybS01kuDTny8iNfe+6DlX2h5X6o7Lyj7acR4nkjKqPOequmNQHXXbW9v3nTrl6+git4BDrUfPubqZXajyPaqpH13XS115Vce0urLaHluqqDqGVMWn7f5WR9v1UXWcq5qnji5ltVU5zuSMAkzfFoukjPwaPeeqpsd+TXEodiLSW3liUdno0aMRFhaGlJQU1K9fX2XdiIgIdOvWTW3bqampWLBggfIhwmZmZmjSpAmGDh2KSZMmqXyIMAA4Ojqibdu2+PLLL9GyZUu17atKroBHw8AbGRnh5s2b6Ny5c5WHBgPA9u3bMXLkSNy6dQuXLl0SJVeVMbkiIiJ68TG5IiJ6BjG5IiIiev7wOVdERERERERPGJMrIiIiIiIiA2ByRUREREREZABMroiIiIiIiAyAyRUREREREZEBMLkiIiIiIiIyACZXREREREREBsDkioiIiIiIyACYXBERERERERkAkysiIiIiIiIDYHJFRERERERkAEyuiIiIiIiIDIDJFRERERERkQEwuSIiIiIiIjIA6dMOgIiIDONwXBpib+aglZstOns6YtXBBBy7moGmLnL4ezrAw94K1zMLRGWS0vOx6lACkjIK4OkoQ4kASAB0aGiHO7lFyC54CG/nWnC0NoeHvRWikzJxIjkTno610KSuNdLyHuDXmFvILnyIgS3qoqmLNWJv5uDH4ynIKiyGq40F5g1uhtibOfguIhH3SwTIzYyxa0onnErOxKK9/yDvfgnqWJuhY0P7R3HUroUTSRnIvPcQbTxs8eNbHZCUno9X1xxDzv0SyEyMUM/eEhYmUqTmFiK7sBjNXeQY2sYV+6/cxYEracptMs7PA9eyCxGdlImCh6Vo4GCFV1rWxbGrGXhYXIqrGQUoKxPgamsBuZUpZKYmuHwnF3n3i9Ging2COjdAWt4DLPzjCvIelEBmagwXWwt0UjjixxPJKCoFjAFM69kIjrXMcDo5C3+n5qKTwhFvtnfDngu3EXElDQ9KSjGwRV1M6q5Q7quv9l7BndwHqO8gw7C2rnCxMcePJ67hano+XmpcB7MGNEFSej5eWnpYuT6HPuyKPRdSsfdCKvIfFqN3U2fMGtAEAPDhtlicSslExwYO+HpoCwDAtujr+CX2FmqZS9Ging1KBAFSiQQHLqcho+CBqP7LX0fgWnYh6sot8PngZvCwt8KPx1MQGZ8Gz9q1MLOfN+o7WOHVVVG4cvcemjpb43+T/AFA5byk9HzsuZCK7IKHeMm7tvJ4673sMIrLAEupBJe/6KeM80RyJvwbOmBoG1ccjkvDL7G3IIEEQ1rVRWdPRwBAv2WHkZhRgEa1ZdjzXheVdcupiqnye6Q8zmtZhfCwt0J9Byud5gGA79w/kX2/BHYWUpyb01un+upir0zVuqhbH1XzVFFVrvNXB3Er9wFcbSxweMZLauvq0qY+662v8mO6vr0V9n/YTW08+ir/rO3s6ah8j+tLVZzzdv+N40kZ6KRwVL5vtaXtcaGu78dhwsbTOHsjG23d7fDdyDaPrZ8nTSIIgvC0gyCi51NpaSk+//xzbN68GXfu3IGLiwvGjBmDWbNmQSKRqK338OFDrFixAuHh4YiLi4NUKoWHhwcGDhyISZMmwcXFBQAwZswYbNy4UVnPzs4Obdu2xeLFi+Hj46O2/Yr1pFIp6tWrh6FDh2LevHkwNzcXlb158yYaNGiARo0a4dKlS1XaKl+PEydOoEOHDsr5RUVFcHFxQVZWFiIiItCtW7dqt1deXh7kcjlyc3NhbW1dbXltXcsswODVx5BdWKxTPQkA/gN48kyNgYelTzuKx8u5lhlS7xUZrD1TYwkellY9Wisfw1IjCYa3dsFPp29VKWsuleBByb+l5RYm8KojQ3RKtnKeX0N7CAJwIilT47wuno4wRhkiEv6dV87OUoqswhKN9VvWk+PS7TyUlP0bj9RIgt2T/dGkrlw5b8X+OCw7mFilj7f8PbAz5pboPW9tLgUgIO/BvweXraUJdk/uBFd7S+U8VZ8XUgD/RvyvUR1cMW+w+s9aTW2q2r6+bja4cCMHFXelqvXW19xfLyL0xPUq812szXE774HydRdPR6wM8IXc0qRG/RxPTMebP0RXmb9tfAe0b2hfozZzCh9iangsjiSkK+c1dpLhnzv5VcqGjGqDl5vU0dieqn2j6rhQ17e+20iVzSeSMevXy1XmfzWkGd5o726wfgxJl//fvCyQiGps0aJFWLt2LVatWoUrV65g0aJFWLx4MVauXKm2TlFREXr27IkFCxZgzJgxOHLkCC5evIhvv/0WGRkZVer26dMHqampSE1NxcGDByGVSjFgwIBqYyuvl5SUhGXLlmHdunWYM2dOlXJhYWEYNmwY8vLycOrUKZVtubq6IjQ0VDRv165dkMlk1cbxJNQksQKYWD0tL3piBcCgiRUAlYkVUPUYLikTVCZWAESJFQDk3i8WffEHgONXM0VJkLp5xxIzVCZWAESJlbr6sTdzRYlVeeyDVh8TzVOVWAHAD8dSqrzn8x6UiBIrAMguLMag1VGieao+L1QlVgCw6eQNNUvEVLWpavvGXBcnVoDq9daXqsQKgCixAh7tx3fDY2rcj6rECgCGf3+yxm1ODY/FscQM0TxViRUAjNt0ptr2VO0bVceFur713UaqqEqsAGDmrqo/cD6PmFwRUY0dP34cr7zyCvr37w8PDw+8/vrr6NWrF6KjVf/DAYBly5YhKioKhw4dwtSpU9G6dWu4ubmha9eu+O6777BgwQJReTMzMzg5OcHJyQktW7bEzJkzcePGDaSnp6vpQVzP1dUVgwcPRo8ePbB//35RGUEQEBoaipEjR+LNN99ESEiIyrZGjx6NrVu34v79+8p5GzZswOjRozXGUFRUhLy8PNFkaIfj0mqUWBFRzZU+pot+SsoE7DjzKKF5dVXVL781kV1YjKP/fyaiJp8XXRcd0rjcEJ9BFddbXy9/HaF12VJBwJGEdCRnFOjcz6qDCRqXr4lQnRhrkpSejyMJ6TodX1/sUZ2oAJr3TcXjQlPf+mwjVSZsPK1x+cQfq08Yn3VMroioxvz8/HDw4EHEx8cDAM6fP4+oqCj07dtXbZ3w8HD07NkTvr6+KpdrupwwPz8fmzdvhkKhgL299pdcXLp0CcePH4epqalofkREBAoLC9GjRw8EBgZi69atKCio+g+kdevW8PDwwM6dOwEA169fx5EjRzBy5EiN/S5cuBByuVw5uboa/t6C2Js5Bm+TiJ6eY1cfnTm4cveewdo8d/3RGaSafF7cyLmvcbmhPoPK11tf17ILda6Tkql74lBdvBUTF21dy9I99qhE9f1Ut2/Kjwtt+q7JNlLl7I1sjctPX8sySD9PE5MrIqqxmTNn4o033kDjxo1hYmICX19fTJs2DSNGjFBbJz4+Hl5eXqJ5Q4YMgUwmg0wmg5+fn2jZnj17lMtq1aqF3bt3Y9u2bTAy0vzxVV7P3NwczZs3R1paGj766CNRmZCQELzxxhswNjZGs2bN0KBBA+zYsUNle0FBQdiwYQOAR5cS9uvXD46Omm8KDg4ORm5urnK6ccMwv8xW1LKejcHbJKKnx7+hAwDAu04tg7XZys0WQM0+L1xtLDQuN9RnUPl668vd1rL6QpV42Os+aEN18VY3aIQq7na6x95Job6f6vZN+XGhTd812UaqtHa11bi8rbudQfp5mphcEVGNbd++HT/99BO2bNmCc+fOYePGjViyZIloEAptrFmzBrGxsQgKCkJhofjXs+7duyM2NhaxsbGIjo5G79690bdvX1y7dk1jm+X1Tp06hdGjR2Ps2LF47bXXlMtzcnLw888/IzAwUDkvMDBQ7aWBgYGBOHHiBJKSkhAWFoagoKBq18vMzAzW1taiydC6etWGrQFvNCai6hlrOMOuD6mRRDl63s9TOhmkTVtLE+UX/Zp8XlQ3aqAhPoMqrre+Dn7UXeuyxhIJung61mhEvCkve2pcXpNRAxs4yh4NlqLD8aVp1EBN+6bicaGpb322kSrrR7fVuPxFGDWQyRUR1dhHH32kPHvVvHlzjBw5Eu+//z4WLlyoto6npyfi4uJE85ydnaFQKGBnV/UXKysrKygUCigUCrRt2xY//PADCgoK8P3332uMrbxeixYtsGHDBpw6dUqUOG3ZsgUPHjxA+/btIZVKIZVKMWPGDERFRSkvc6zI3t4eAwYMwLhx4/DgwQONlz4+absnd6rRl5vH8/WQqmNm/LQjePxcapkZtD1TY9VHa+W5UiMJRnVQ/SXdXCouLbcwQTsP8a/ofg3t0bGBfbXz/BUO6OWt+oyBnaX4KTeq6vvWk0NqJI6nfNS8ij7q1UhlH+M7eVR5z1ubS2FtLj64ykeFq0jV54W6Tw9127IyVW2q2r6t3GxQeVeqWm99je/koXK+i7V4tFh/hQNWBqi+RF0b28Z30Gm+NlYG+MJfIT4r1sRJ9VnMkFHVJyKq9o2q40Jd3/puI1W+GtJMp/nPGz7niohqrLCwsMrlecbGxigrK1NbJyAgALNmzUJMTIza+640kUgkMDIyEg0uUR0jIyN88skn+OCDD/Dmm2/CwsICISEh+PDDDzFmzBhR2UmTJmHDhg346quvqrQTFBSEfv36YcaMGTA2fna+IbvaWyJmdi8cTUjHuevZyueYrIlIxNGEdNFzrm5mF4rKJGcUYPWhBCSm58Ozdi2U/v8IZh0b2uNO3gNk5T9EExdrONQyg4e9Fc6kZOHY1Qw0ql0L3i7WyLhXhF9ibiKr4NFzrprXk+Pc9Wz8dDwFGf//nKsvXm2Oc9ezsS4iEYX//5yrX97tjFNJmVi09wpy75fAydoMfgoHZRwnkzKRca9I+Zyr5IwCvLo6Ctn//5wrV3srWJgY407ufWQWPkRzFzmGt3PDn3/fET3n6q1O9ZGSWSB6ztWQVvVwNCEdxSVluJqRj9JSAa52lpBbmqCWmQkup+Yh9/5D5XOuMu4VYcHvl5H7oAS1TI3h/P/Pudp8IhkP/v85V+/3agQHmRnOXsvGxVs56KRwxIgO7vj9wm0cupKG+8UloudcHU1Ix8LfryA1977yOVd1bS2w+cQ1JKTdUz7nKjmjAN2XRCrXJ2J6N+y5cBt7L6TiXpH4OVcf7TiPE0kZoudc7ThzA7tibkJmJkVLV1sUl5XBxMgIBy7fRXq++DlXPZdGIjmzQPScq59OXsOhf+6KnnP1+ppj+Ds1T/TMJVXzkjMKsOfCbWTl//ucq+SMAvT+JhIPKz3naseZGzh2NUP53KOjCenYde4mUOk5VwNWHEF8Wr7oOVeV6wLAvME+KmOq/B4pjzMls0D0TB9t5wFAq7l/IqvSc660ra8q9oomv+SJyS95qlyXTwc0Vbk+quZp83kBPBq84kbOfZ2fc6WpzZqst74+HdAUnw5oqjymKz7nSt1+rIn2De2R8lV/5WetIZ5zJbc0waZx7VTG+cWey4hKTNfpOVea9o0ufRvSG+3d8UZ7d0z88QxOX8vic66IiMqNGTMGBw4cwLp169C0aVPExMRgwoQJCAoKwqJFi1TWefDgAXr06IHLly9jzpw56Ny5M2xtbREfH4/Zs2ejpKQEZ8+eVbZ/9+5d5TDo2dnZWLVqFdauXYtDhw6pfbbUmDFjkJOTg19++UU5r6SkBB4eHpg2bRp69OgBX19fXLlyBY0bNxbVXbt2LebNm4cbN25AKpVCIpFg165dGDx4MARBQGZmJqytrWFqaoqcnBzY2to+9edcERER0eOjy/9vnrkiohpbuXIlPvvsM0yaNAlpaWlwcXHB22+/jdmzZ6utY25ujoMHD2L58uUIDQ1FcHAwysrKUL9+ffTt2xfvv/++qPy+ffvg7OwMAKhVqxYaN26MHTt2aJXMVCSVSjFlyhQsXrwYcXFxaNKkSZXECng0uMaUKVPwxx9/YNCgQaJlEokEDg6GuemaiIiIXjw8c0VE9ITwzBUREdHzR5f/3xzQgoiIiIiIyACYXBERERERERkAkysiIiIiIiIDYHJFRERERERkAEyuiIiIiIiIDIDJFRERERERkQEwuSIiIiIiIjIAJldEREREREQGwOSKiIiIiIjIAJhcERERERERGQCTKyIiIiIiIgNgckVERERERGQATK6IiIiIiIgMgMkVERERERGRAUifdgBERKS/pPR8XMsqRFreA9zJe4BWbra4nX0fJ5Iz4d/QAVdu5+F4UgaKS8pQ8LAUCkcZOja0x/4rdxGXmofiUgGOtczQoaE9bC1NYWtpgos3c5GWXwSnWuYwNzOGf0MHfHsgHjdyHsAIQF1bc/Ru4ozfLtxC2r2HMDUGGjjWwsAWLjiWkI4Lt3PRsp4N3urcABFxaQg7fk0Zr18DOwASJGXcQ0b+Q7jILfDFkGYoFQBjiQS/xNxCUkY+2rjZwr+RI4wlwOe//o3buffRzEWO/03yBwB8uC0Wp1Iy0bGBA97p1hCnkjOxaO8/yLtfAldbC4QGtRNtF2drczham8PD3gr1HayU8RyOS0PszRy0crNFWZmg/LuzpyMAYNXBBBz45y4aOsow5SVP1Hewwrzdf+N4UgY6KRwxa0AT0X6o3L4qFfss70dV/VUHE3DsagY6ezpiUndFtcdAxbqH49IQEZcOB5kp+vu4aIxJl9j1qbst+rryuBzaxlWnfvTtX591fJJtGrqPJxGjPh5XfM/6etOLSSIIgvC0gyCi59etW7cwY8YM7N27F4WFhVAoFAgNDUWbNm3U1nn48CFWrFiB8PBwxMXFQSqVwsPDAwMHDsSkSZPg4uICABgzZgw2btyorGdnZ4e2bdti8eLF8PHxUdt+xXpSqRT16tXD0KFDMW/ePJibm4vK3rx5Ew0aNECjRo1w6dKlKm1JJBIAwIkTJ9ChQwfl/KKiIri4uCArKwsRERHo1q1btdsqLy8Pcrkcubm5sLa2rra8NnIKH2JqeCyOJKQbpL3/ki6ejvi4txdGbjiF7MJilWWsTI1Q8LBMq/aaONXC5Tv3RO2vDPCF3NJEVO5aZgEGrz4m6lNuYQKvOjJEp2Qr5/nUs8aFm3lV+tk2vgPaN7RXvlZ1DLRxt0X83XvIe1AiqtvOwxbfj2oriklVfXWxV6ZL3Ys3czBkzXGUlP37tUNqJMHuyf5oUleusR99+9dnHfXtWx/69vEkYtTH44rvWV9vev7o8v+blwUSUY1lZ2fD398fJiYm2Lt3Ly5fvoylS5fC1tZWbZ2ioiL07NkTCxYswJgxY3DkyBFcvHgR3377LTIyMrBy5UpR+T59+iA1NRWpqak4ePAgpFIpBgwYUG1s5fWSkpKwbNkyrFu3DnPmzKlSLiwsDMOGDUNeXh5OnTqlsi1XV1eEhoaK5u3atQsymazaOB63qeGxOJaY8bTDeC4dS8zA4DXH1CZWALROrACIEqvy9t8Nj6lSrnJiBQC594tFiRUAlYkVAAz//qTotapj4My17CqJFQBEp2RXiUlVfXWxV6ZL3cqJFQCUlAkYtPpYtf3o278+66hv3/rQt48nEaM+Hld8z/p604uNyRUR1diiRYuUiUe7du1Qv3599OrVCw0bNlRbZ9myZYiKisKhQ4cwdepUtG7dGm5ubujatSu+++47LFiwQFTezMwMTk5OcHJyQsuWLTFz5kzcuHED6emaz9SU13N1dcXgwYPRo0cP7N+/X1RGEASEhoZi5MiRePPNNxESEqKyrdGjR2Pr1q24f/++ct6GDRswevRojTEUFRUhLy9PNBlSUno+jiSko5QXINRIqSBU+bJv6PaPJKQjOaNAOe9wXJrGZE5bayISAdTsGKgYk7r6qmKvTJe626Kvq93WJWUCdpy5oXX8uvavzzrq27c+9O3jScSoj8cV37O+3vTiY3JFRDW2e/dutGnTBkOHDkXt2rXh6+uL77//XmOd8PBw9OzZE76+viqXl1+Gp0p+fj42b94MhUIBe3t7teUqu3TpEo4fPw5TU1PR/IiICBQWFqJHjx4IDAzE1q1bUVBQ9R9v69at4eHhgZ07dwIArl+/jiNHjmDkyJEa+124cCHkcrlycnU1zP0l5a5lFRq0PXo8UjL/PaZib+YYpM2j/3+5U02PgfKYqqtfMfbKdKl7IjlTY9ljV3U/+6pt//qso75960PfPp5EjPp4XPE96+tNLz4mV0RUY0lJSVi7di08PT3x559/4p133sHUqVNF90lVFh8fDy8vL9G8IUOGQCaTQSaTwc/PT7Rsz549ymW1atXC7t27sW3bNhgZaf74Kq9nbm6O5s2bIy0tDR999JGoTEhICN544w0YGxujWbNmaNCgAXbs2KGyvaCgIGzYsAHAo0sJ+/XrB0dHR40xBAcHIzc3VznduKH7r/OauNtZGrQ9ejw87P+9kb5lPRuDtFk+AEZNj4HymKqrXzH2ynSp27G+5h9D/Bs6aFyuT//6rKO+fetD3z6eRIz6eFzxPevrTS8+JldEVGNlZWVo1aoVFixYAF9fX0yYMAHjx4/Hd999p1M7a9asQWxsLIKCglBYKP7VsXv37oiNjUVsbCyio6PRu3dv9O3bF9euXVPTmrjeqVOnMHr0aIwdOxavvfaacnlOTg5+/vlnBAYGKucFBgaqvTQwMDAQJ06cQFJSEsLCwhAUFFTtepmZmcHa2lo0GVIDRxm6eDrCWMPZPlLPWCKB1OjxbTtjiQRdPB1Fo5R19aoNWwPcUF8+amBNjoGKMamrryr2ynSpO7ydm9ptLTWS1GjUQG3712cd9e1bH/r28SRi1Mfjiu9ZX2968TG5IqIac3Z2RpMmTUTzvL29cf36dbV1PD09ERcXV6UdhUIBOzu7KuWtrKygUCigUCjQtm1b/PDDDygoKKj28sPyei1atMCGDRtw6tQpUeK0ZcsWPHjwAO3bt4dUKoVUKsWMGTMQFRWF+Pj4Ku3Z29tjwIABGDduHB48eIC+fftq7P9JWRngC3+F7r/6E+CvcMDuyf4akx2Zqfb/Jps41arS/sqAqpe/7p7cqUqfcgsTtPMQDwTTop7qEfS2je8geq3qGGjrbgtr86pPW2nnYVslJlX11cVemS51d0/2r5JglY8WWFPa9q/POurbtz707eNJxKiPxxXfs77e9GLjc66IqMb8/f2rJErx8fFwd3dXWycgIACzZs1CTEyM2vuuNJFIJDAyMhINLlEdIyMjfPLJJ/jggw/w5ptvwsLCAiEhIfjwww8xZswYUdlJkyZhw4YN+Oqrr6q0ExQUhH79+mHGjBkwNjbWOfbHQW5pgk3j2iE5owApmQXIuFeE27n30crNFndyH+DY1Qz4N3RA3J17iEpMR2mpgHtFJVA4yuCncMD+y3fxT2qu8jlXHcufc2Vlios3c3H33gM4WZvD3PTRc65WHUzAtez7/z7nqqkzfr9wG3fzimBS4TlXJ65mIPZmDlrWs8GErg1x6EoaQo+nKOP2a2gHCBKkZOQjLb8ILnILfPlqc5SUCZAaSfBrzC0kpuejjbsd/D0dIDWSYO6vf+NmTqHoOVcf7TiPE0kZ6NjAAZO6K3AqKROL9l5B7v8/5ypsXHvRdnGRW8ChlpnouTcxs3vhaEI6zl3PRiu3RwlO+d/ll9+tiUjE/st30KDCc66+2HMZUYnpoudcle8HTc/VcbW3rNJneT+q6q+JSMTRhHS1z7mqfAxUrHs0IR0Hr6RpfM6Vpvq6Hn+a6japK0fign7YceaG8rjU9zlX2vavzzrq2/fT7ONJxKiPxxXfs77e9GLjc66IqMZOnz4NPz8/zJ07F8OGDUN0dDTGjx+P9evXY8SIESrrPHjwAD169MDly5cxZ84cdO7cGba2toiPj8fs2bNRUlKCs2fPAnj0vKq7d+8qh0HPzs7GqlWrsHbtWhw6dEjts6XGjBmDnJwc/PLLL8p5JSUl8PDwwLRp09CjRw/4+vriypUraNy4saju2rVrMW/ePNy4cQNSqRQSiQS7du3C4MGDIQgCMjMzYW1tDVNTU+Tk5MD2/9q796iqysT/458DBw7I5YB4RQEx8BY63kgTMl35Q11+Kye/6viTWRZlaqBS00ypmS1JSZtm+bMmmxqg6WsqsMxvZpdZpklSFJYeqrHQSRTLUEpuXjLh7N8f5hmPICgeOKLv11p7rdrPZT9nP2t1+PTss5/gYLfucwUAAFoW+1wBaBWxsbHatGmT1q9fr5iYGKWlpWnVqlWXDFaS5OPjo23btumxxx5TVlaW4uPj1bdvX6WmpiouLs4pEEnSe++9p65du6pr164aNmyYdu3apdzc3MsKMxcym81KSUnRypUr9de//lX9+vWrF6ykcy/XOHbsmN555516ZSaTSR06dKj31kEAAACJlSsAaDWsXAEA0PawcgUAAAAArYxwBQAAAAAuQLgCAAAAABcgXAEAAACACxCuAAAAAMAFCFcAAAAA4AKEKwAAAABwAcIVAAAAALgA4QoAAAAAXIBwBQAAAAAuQLgCAAAAABcgXAEAAACACxCuAAAAAMAFCFcAAAAA4AKEKwDNlp6ertjYWAUEBKhTp06aOHGiiouLm2xXXV2txYsX6+abb5avr69CQkIUGxurlStXqqKiwlFv1KhRMplMjqNz586aPHmyDh061Gj/F7bz8fFRr169lJ6eLsMw6tUtKCiQp6enJkyYUK/s4MGDMplM8vT01Pfff+9U9sMPP8hsNstkMungwYNNfuaWll1Yqgf+sUt/yLFp9bb92lBYquzCUj21+V96Yft+fbivXB8UH1P2rlL9v237tHN/uQ6Un9AHxcf04b5j+qD4mEp+POnUZ17xMUddAADQNLO7BwCg7crLy1NycrJiY2NVW1urhQsXKiEhQXv37pWfn1+DbY4fP674+HhVV1crLS1NQ4YMkdVqVXFxsbKysrRu3TolJyc76s+cOVNLly6VYRg6dOiQUlNTlZiYqJ07dzY6tvPtzpw5o+3bt+vBBx9UUFCQ5syZ41QvIyNDc+fOVUZGho4cOaLQ0NB6fXXr1k2vvfaaFixY4Dj3j3/8Q926dVNpaemV3DKX+/K7Sk3860eqq58bm2VkdEf9aWxv/T7zU1WcOus4H9zOS5uT4xUW0s41FwIA4DpkMhr6X7kA0Azl5eXq1KmT8vLyNHLkyAbrzJ49W2vXrtW+ffsaDDKGYchkMkk6twI1cOBArVq1ylG+du1azZo1SydPnqzX9ryG2g0ZMkQRERF64403HOdOnDihrl276rPPPtOSJUs0YMAALVy40FF+8OBBRUZG6oknnlB2drb27dvnKOvdu7emTp2qtLQ0lZSUqEePHk3dHlVXV8tqtaqqqkqBgYFN1r8cUQvfUa3ddf8Z9zSZZDKpwT6D23lpz5MJLrsWAABtwZV8f/NYIACXqaqqkiS1b9++wXK73a7s7GwlJiY2GKwkOYJVQ44fP66cnBwNGzbsssdkGIZ27typb775Rt7e3k5lOTk56tOnj3r37q3ExERlZmY2+OjgXXfdpYqKCuXn50uS8vPzVVFRoTvvvLPRa585c0bV1dVOhytlF5a6NFhJUp1hXLLPilNneUQQAIBGEK4AuITdbldqaqri4uIUExPTYJ3y8nJVVlaqd+/eTueHDBkif39/+fv7a9q0aU5lL774ovz9/eXn56eQkBAVFxcrMzOzyfGcb2exWDRy5EjZ7XbNmzfPqU5GRoYSExMlSePGjVNVVZXy8vLq9eXl5eUIX5KUmZmpxMREeXl5NTqG9PR0Wa1WxxEWFtbkuK9EQclPLu3vcuwurWi6EgAANyjCFQCXSE5O1ldffaUNGzZccdtNmzbJZrNp7NixOn36tFPZ9OnTZbPZVFRUpPz8fEVFRSkhIUE1NTWN9nm+3UcffaTx48dr0aJFGjFihKO8uLhYhYWFjjBnNps1depUZWRkNNhfUlKScnNzVVZWptzcXCUlJTX5uRYsWKCqqirHcfjw4SbbXIlbI0Nc2t/lGBwe3OrXBACgreCFFgCuWkpKirZs2aIPP/xQ3bt3v2S9jh07KigoqN4bBcPDwyVJAQEBqqysdCqzWq2KioqSJEVFRSkjI0Ndu3ZVdna2HnjggUte68J2OTk5ioqK0vDhwzVmzBhJ51atamtrnR5PNAxDFotFL7zwgqxWq1N//fv3V58+fTRt2jT17dtXMTExstlsjd4Xi8Uii8XSaJ2rMfWWcC36369a9TdXt0V3dNm1AAC43rByBaDZDMNQSkqKNm3apO3btysyMrLR+h4eHpoyZYrWrl2rI0eONOuanp6eklRvhasx/v7+mj9/vh599FEZhqHa2lq99tpreu6552Sz2RxHUVGRQkNDtX79+gb7SUpK0o4dOy5r1aq1bE6Ok+elf6Z2xeKiOmhzcpyC2zk/8nj+bYEAAODSWLkC0GzJyclat26d3nzzTQUEBKisrEzSuVUjX1/fBtssX75cO3bs0C233KKlS5dq6NCh8vPz0xdffKGCgoJ6v9c6deqUo9+jR48qLS1NPj4+Ski4srfWzZo1S2lpadq4caPMZrMqKip0//3311uhmjRpkjIyMjR79ux6fcycOVOTJ09WUFDQFV27JfXrZtW36ROU+9lh/fNfZQry9VJEBz919LfI08Okfx2pVgd/b/0mLEi1dkM/1pzRkarTGhwerO7B7XTwp5Mye5hUazfUI8RPkR3OvUJ/z5MJ2rm/XLtLKzQ4PJgVKwAALgOvYgfQbJd6s19WVpbuvffeS7arqqrSihUrtGnTJpWUlMjDw0PR0dG6++67lZqa6njb4KhRo5xeMBEcHKwBAwZoyZIlGj169CX7b+hV7NK518Dn5+crMjJSdrtdb7/9dr22hYWFGjZsmIqKihQYGKjIyEjt2bNHAwcOrFfXZrNp0KBBbn0VOwAAaFlX8v1NuAKAVkK4AgCg7WGfKwAAAABoZYQrAAAAAHABwhUAAAAAuADhCgAAAABcgHAFAAAAAC5AuAIAAAAAFyBcAQAAAIALEK4AAAAAwAUIVwAAAADgAoQrAAAAAHABwhUAAAAAuADhCgAAAABcgHAFAAAAAC5AuAIAAAAAFyBcAQAAAIALmN09AADXh2eeeUYLFizQ/PnztWrVqkbrVldX69lnn9Ubb7yhAwcOqF27durZs6cmT56smTNnKjg4WJI0atQo5eXlOdp16tRJI0eO1J///GdFRERcsv8L21ksFoWHh+u+++7T448/LpPJ5FS3oKBA8fHxGjdunN5++22nsoMHDyoyMlIeHh4qLS1Vt27dHGU//PCDwsLCVFdXp5KSEvXo0eNyblOLGb5sq8pqfpEkBVg8ZbcbOnnWLklqZzYpLrqjvvy+UmXV5+p4eUh3D+ym7ytPq+DAcUc/Qb5mVf9cK39vT50+W6ezdslTkrfZQz5eHqo8XSvj17o9O7TTkIj22v7NUVWcPKsugRbNHdNLJklpb/1LJ8/a5Ws26am7Y1RW/bNe3vGtTp61y2rx1Kr/O1g9Qvz0xBtf6IsjVRrYPUj/88BwxziyC0tVUPKT4m7qoMlDwyRJB8pP6NDxU/I0mVRnGOoR4qf/+figPj7wo+KjOuqJ/+onSfpDtk2fHvxJt/bsoGcn/8apbY8QP0V28JMk5RUfk+27Sg0OD9Zt0R1bamouqaExwXW4vwDcwWQYhtF0NQC4tF27dmnKlCkKDAzU6NGjGw1Xx48fV3x8vKqrq5WWlqYhQ4bIarWquLhYWVlZio+PV3JysqRzIalXr15aunSpDMPQoUOHlJqaKi8vL+3cufOS17iw3ZkzZ7R9+3Y9+OCDWr16tebMmeNU94EHHpC/v78yMjJUXFys0NBQR9n5cBUWFqY5c+ZowYIFjrJnnnlGa9asUWlp6WWHq+rqalmtVlVVVSkwMLDJ+pfjDxt2a6PtB5f0dS2YOSJCWZ+Uqtb+n68mT5P0m7Ag7S6tbFafvTv7q/joCce/D40I1r+PnVDl6bOOc8HtvLQ5OV5hIe2aPfbLVXnqF81bb9OH+8sd50ZGd9Tz0wbJ2s6rxa9/veP+AnC1K/n+5rFAAFflxIkTmj59ul555RXHilNjFi5cqNLSUhUWFuq+++7TgAEDFBERoYSEBK1fv14PPfSQU/127dqpS5cu6tq1q4YPH66UlBTt3r27yeucbxcREeG4ztatW+uNPTs7W3PmzNGECRP06quvNtjXjBkzlJWV5XQuKytLM2bMaHIcLe16ClaS9MrHh5yClSTVGWp2sJLkFKwk6bNDFU7BSpIqTp3VXX/Nb/Y1rsS89TZ99O8fnc599O8fNXf9nla5/vWO+wvAnQhXAK5KcnKyJkyYoDFjxjRZ1263Kzs7W4mJiU4rRBe6+LG9Cx0/flw5OTkaNmzYZY/PMAzt3LlT33zzjby9vZ3KcnJy1KdPH/Xu3VuJiYnKzMxUQ4v5d911lyoqKpSff+6P7/z8fFVUVOjOO+9s9NpnzpxRdXW10+FKw5dtbboSLlvFqbPaecFqR0s4UH5CH+4vV51xcYA09OH+cpX8eLJFr3+94/4CcDfCFYBm27Bhg3bv3q309PTLql9eXq7Kykr17t3b6fyQIUPk7+8vf39/TZs2zansxRdflL+/v/z8/BQSEqLi4mJlZmY2ea3z7SwWi0aOHCm73a558+Y51cnIyFBiYqIkady4caqqqnL6jdd5Xl5ejvAlSZmZmUpMTJSXV+OPGKWnp8tqtTqOsLCwJsd9JY7++hsruM7u0ooW7f/Q8VONlh/8iT/+rwb3F4C7Ea4ANMvhw4c1f/58vf766/Lx8bmqvjZt2iSbzaaxY8fq9OnTTmXTp0+XzWZTUVGR8vPzFRUVpYSEBNXU1DTa5/l2H330kcaPH69FixZpxIgRjvLi4mIVFhY6wpzZbNbUqVOVkZHRYH9JSUnKzc1VWVmZcnNzlZSU1OTnWrBggaqqqhzH4cOHm2xzJToHeDddCVdkcHjTj7ZejYj2jf+mq0cIL164GtxfAO5GuALQLJ9//rmOHTumwYMHy2w2y2w2Ky8vT6tXr5bZbFZdXV29Nh07dlRQUJCKi4udzoeHhysqKkoBAQH12litVkVFRSkqKkpxcXHKyMjQ/v37lZ2d3ej4zreLjY1VTk6OXnjhBb3//vuO8oyMDNXW1io0NNQx/jVr1mjjxo2qqqqq11///v3Vp08fTZs2TX379lVMTEyT98hisSgwMNDpcKVPFv0fl/Z3owtu59Xibw3s2dFfI6M7yvOix189TSaNjO7IW+2uEvcXgLsRrgA0yx133KEvv/xSNpvNcQwdOtSxYuTp6VmvjYeHh6ZMmaK1a9fqyJEjzbru+X4vXuFqjL+/v+bPn69HH31UhmGotrZWr732mp577jmn8RcVFSk0NFTr169vsJ+kpCTt2LHjslatWsvUod2artSGzIzvIbPHxX8YS4PDg5rdZ+/O/k7/HhsRrCBf50c6z78tsDU8P22Q4qI6OJ2Li+qg56cNapXrX++4vwDciX2uADRLQEBAvdWb87+LamxVZ/ny5dqxY4duueUWLV26VEOHDpWfn5+++OILFRQU1Gt76tQplZWVSZKOHj2qtLQ0+fj4KCEh4YrGO2vWLKWlpWnjxo0ym82qqKjQ/fffL6vV6lRv0qRJysjI0OzZs+v1MXPmTE2ePFlBQUFXdO2WtOK/B2rFfw/UiOXv60j1GUlSoMVTdRftc3Vbr04q+q7CaZ+riYO66/vKU/r42//scxXsa1bVZexzZZIU+es+Vx98c1THL9rn6um3/qUTv+5ztXRifx2pOq1XdnyrExftc/Xk/34p23eVTvtcLfqvm5X72WF99O2PTvtclfx4Ugd/Oimzh0m19nP7XL3+ySHl/7vcaZ+rP+YWqeDAj077XJ1ve+GeRzv3l2t3aUWr73Nlbeel1+6/pcEx4epxfwG4E/tcAXCZUaNGaeDAgU1uIlxVVaUVK1Zo06ZNKikpkYeHh6Kjo3X33XcrNTVV7du3d/R34QsmgoODNWDAAC1ZskSjR4++4nHMnj1b+fn5ioyMlN1ur7dpsCQVFhZq2LBhKioqUmBgoCIjI7Vnzx4NHDiwXl2bzaZBgwa5dZ8rAADQsq7k+5twBQCthHAFAEDbwybCAAAAANDKCFcAAAAA4AKEKwAAAABwAcIVAAAAALgA4QoAAAAAXIBwBQAAAAAuQLgCAAAAABcgXAEAAACACxCuAAAAAMAFzO4eAADcKAzDkHRup3cAANA2nP/ePv893hjCFQC0kpqaGklSWFiYm0cCAACuVE1NjaxWa6N1TMblRDAAwFWz2+06cuSIAgICZDKZ3D2c61Z1dbXCwsJ0+PBhBQYGuns4uAjzc+1ibq5tzI/7GIahmpoahYaGysOj8V9VsXIFAK3Ew8ND3bt3d/cwbhiBgYH8AXINY36uXczNtY35cY+mVqzO44UWAAAAAOAChCsAAAAAcAHCFQDgumKxWLRkyRJZLBZ3DwUNYH6uXczNtY35aRt4oQUAAAAAuAArVwAAAADgAoQrAAAAAHABwhUAAAAAuADhCgAAAABcgHAFAGhz0tPTFRsbq4CAAHXq1EkTJ05UcXGxU52ff/5ZycnJCgkJkb+/vyZNmqSjR4+6acQ3tmeeeUYmk0mpqamOc8yPe33//fdKTExUSEiIfH191b9/f3322WeOcsMw9OSTT6pr167y9fXVmDFjtH//fjeO+MZQV1enxYsXKzIyUr6+vrrpppuUlpamC98/x9xc2whXAIA2Jy8vT8nJyfrkk0+0detWnT17VgkJCTp58qSjzsMPP6y33npLubm5ysvL05EjR3TPPfe4cdQ3pl27dulvf/ubBgwY4HSe+XGfiooKxcXFycvLS++++6727t2r5557TsHBwY46K1eu1OrVq/XSSy/p008/lZ+fn8aOHauff/7ZjSO//q1YsUJr1qzRCy+8oK+//lorVqzQypUr9fzzzzvqMDfXOAMAgDbu2LFjhiQjLy/PMAzDqKysNLy8vIzc3FxHna+//tqQZBQUFLhrmDecmpoaIzo62ti6datx++23G/PnzzcMg/lxt8cee8yIj4+/ZLndbje6dOliPPvss45zlZWVhsViMdavX98aQ7xhTZgwwUhKSnI6d8899xjTp083DIO5aQtYuQIAtHlVVVWSpPbt20uSPv/8c509e1Zjxoxx1OnTp4/Cw8NVUFDgljHeiJKTkzVhwgSneZCYH3fbvHmzhg4dqsmTJ6tTp04aNGiQXnnlFUd5SUmJysrKnObHarVq2LBhzE8LGzFihLZt26Z9+/ZJkoqKipSfn6/x48dLYm7aArO7BwAAwNWw2+1KTU1VXFycYmJiJEllZWXy9vZWUFCQU93OnTurrKzMDaO88WzYsEG7d+/Wrl276pUxP+514MABrVmzRo888ogWLlyoXbt2ad68efL29taMGTMcc9C5c2endsxPy3v88cdVXV2tPn36yNPTU3V1dVq2bJmmT58uScxNG0C4AgC0acnJyfrqq6+Un5/v7qHgV4cPH9b8+fO1detW+fj4uHs4uIjdbtfQoUO1fPlySdKgQYP01Vdf6aWXXtKMGTPcPLobW05Ojl5//XWtW7dON998s2w2m1JTUxUaGsrctBE8FggAaLNSUlK0ZcsWffDBB+revbvjfJcuXfTLL7+osrLSqf7Ro0fVpUuXVh7ljefzzz/XsWPHNHjwYJnNZpnNZuXl5Wn16tUym83q3Lkz8+NGXbt2Vb9+/ZzO9e3bV6WlpZLkmIOL397I/LS8P/7xj3r88cf1u9/9Tv3799fvf/97Pfzww0pPT5fE3LQFhCsAQJtjGIZSUlK0adMmbd++XZGRkU7lQ4YMkZeXl7Zt2+Y4V1xcrNLSUt16662tPdwbzh133KEvv/xSNpvNcQwdOlTTp093/DPz4z5xcXH1ti7Yt2+fIiIiJEmRkZHq0qWL0/xUV1fr008/ZX5a2KlTp+Th4fznuaenp+x2uyTmpi3gsUAAQJuTnJysdevW6c0331RAQIDjtwZWq1W+vr6yWq26//779cgjj6h9+/YKDAzU3Llzdeutt2r48OFuHv31LyAgwPH7t/P8/PwUEhLiOM/8uM/DDz+sESNGaPny5ZoyZYoKCwv18ssv6+WXX5Ykx55kTz/9tKKjoxUZGanFixcrNDRUEydOdO/gr3N33nmnli1bpvDwcN18883as2eP/vKXvygpKUkSc9MmuPt1hQAAXClJDR5ZWVmOOqdPnzYeeughIzg42GjXrp3x29/+1vjhhx/cN+gb3IWvYjcM5sfd3nrrLSMmJsawWCxGnz59jJdfftmp3G63G4sXLzY6d+5sWCwW44477jCKi4vdNNobR3V1tTF//nwjPDzc8PHxMXr27GksWrTIOHPmjKMOc3NtMxnGBVs+AwAAAACahd9cAQAAAIALEK4AAAAAwAUIVwAAAADgAoQrAAAAAHABwhUAAAAAuADhCgAAAABcgHAFAAAAAC5AuAIAAAAAFyBcAQAANFOPHj20atUqdw8DwDWCcAUAACDp3nvvlclkkslkkre3t6KiorR06VLV1tZess2uXbv04IMPtuIoAVzLzO4eAAAAwLVi3LhxysrK0pkzZ/TOO+8oOTlZXl5eWrBggVO9X375Rd7e3urYsaObRgrgWsTKFQAAwK8sFou6dOmiiIgIzZkzR2PGjNHmzZt17733auLEiVq2bJlCQ0PVu3dvSfUfC6ysrNSsWbPUuXNn+fj4KCYmRlu2bHGU5+fn67bbbpOvr6/CwsI0b948nTx5srU/JoAWwsoVAADAJfj6+uqnn36SJG3btk2BgYHaunVrg3XtdrvGjx+vmpoarV27VjfddJP27t0rT09PSdK3336rcePG6emnn1ZmZqbKy8uVkpKilJQUZWVltdpnAtByCFcAAAAXMQxD27Zt0z//+U/NnTtX5eXl8vPz09///nd5e3s32Ob9999XYWGhvv76a/Xq1UuS1LNnT0d5enq6pk+frtTUVElSdHS0Vq9erdtvv11r1qyRj49Pi38uAC2LxwIBAAB+tWXLFvn7+8vHx0fjx4/X1KlT9dRTT0mS+vfvf8lgJUk2m03du3d3BKuLFRUV6dVXX5W/v7/jGDt2rOx2u0pKSlri4wBoZaxcAQAA/Gr06NFas2aNvL29FRoaKrP5P38q+fn5NdrW19e30fITJ05o1qxZmjdvXr2y8PDw5g0YwDWFcAUAAPArPz8/RUVFNavtgAED9N1332nfvn0Nrl4NHjxYe/fubXb/AK59PBYIAADgArfffrtGjhypSZMmaevWrSopKdG7776r9957T5L02GOP6eOPP1ZKSopsNpv279+vN998UykpKW4eOQBXIVwBAAC4yMaNGxUbG6tp06apX79++tOf/qS6ujpJ51a28vLytG/fPt12220aNGiQnnzySYWGhrp51ABcxWQYhuHuQQAAAABAW8fKFQAAAAC4AOEKAAAAAFyAcAUAAAAALkC4AgAAAAAXIFwBAAAAgAsQrgAAAADABQhXAAAAAOAChCsAAAAAcAHCFQAAAAC4AOEKAAAAAFyAcAUAAAAALvD/AcbRmo5EF0DKAAAAAElFTkSuQmCC", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rich_df.plot.scatter(x='Age', y='Networth')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "По графику можно понять, что основная часть миллиардеров - это люди старше сорока лет (зависимость состояния от возраста)" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "country_counts = rich_df['Country'].value_counts()\n", + "plt.figure(figsize=(10, 6))\n", + "country_counts.plot(kind='bar')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "По графику можно увидеть сколько миллиардеров проживают в разных странах и сделать вывод о зависимости шанса становления миллиардеровм от страны проживания." + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 153, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "country_counts = rich_df['Industry'].value_counts()\n", + "plt.figure(figsize=(10, 6))\n", + "country_counts.plot(kind='bar')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "На графике можно проследить зависимость индустрии от кол-ва миллиардеров" ] }, { @@ -231,7 +553,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 154, "metadata": {}, "outputs": [ { @@ -240,12 +562,7 @@ "text": [ "Series([], dtype: int64)\n", "--------------\n", - "Android_version 442\n", - "Inbuilt_memory 19\n", - "fast_charging 82\n", - "Screen_resolution 2\n", - "Processor 28\n", - "dtype: int64\n", + "Series([], dtype: int64)\n", "--------------\n", "Series([], dtype: int64)\n" ] @@ -268,7 +585,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 155, "metadata": {}, "outputs": [ { @@ -277,6 +594,19 @@ "text": [ "Series([], dtype: int64)\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\pasha\\AppData\\Local\\Temp\\ipykernel_6832\\3049087464.py:4: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n", + "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n", + "\n", + "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n", + "\n", + "\n", + " phones_df[column].fillna(mode, inplace=True)\n" + ] } ], "source": [ @@ -300,18 +630,18 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 156, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "18729 13110 2810 2809\n", - "18729\n", + "18712 13098 2807 2807\n", + "18712\n", "\n", - " 1359 951 204 204\n", - "1359\n", + " 1282 897 193 192\n", + "1282\n", "\n", " 2565 1795 385 385\n", "2565\n" @@ -349,7 +679,7 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 157, "metadata": {}, "outputs": [ { @@ -358,15 +688,15 @@ "text": [ "oversampling:\n", "old_type\n", - "Old 13196\n", - "Normal 13196\n", - "New 13196\n", + "Old 13190\n", + "Normal 13190\n", + "New 13190\n", "Name: count, dtype: int64\n", "undersampling:\n", "old_type\n", - "Old 2285\n", - "Normal 2285\n", - "New 2285\n", + "Old 2274\n", + "Normal 2274\n", + "New 2274\n", "Name: count, dtype: int64\n" ] } @@ -395,7 +725,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 158, "metadata": {}, "outputs": [ { @@ -404,15 +734,15 @@ "text": [ "oversampling:\n", "rating_type\n", - "bad 838\n", - "normal 838\n", - "good 838\n", + "bad 784\n", + "normal 784\n", + "good 784\n", "Name: count, dtype: int64\n", "undersampling:\n", "rating_type\n", - "bad 93\n", - "normal 93\n", - "good 93\n", + "bad 91\n", + "normal 91\n", + "good 91\n", "Name: count, dtype: int64\n" ] } @@ -439,7 +769,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -448,21 +778,31 @@ "text": [ "oversampling:\n", "age_type\n", + "young 1535\n", "grown 1535\n", "old 1535\n", - "young 0\n", "Name: count, dtype: int64\n", "undersampling:\n", "age_type\n", - "grown 1030\n", - "old 1030\n", - "young 0\n", + "young 14\n", + "grown 14\n", + "old 14\n", "Name: count, dtype: int64\n" ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "rich_df['age_type'] = pd.cut(rich_df['Age'], bins=[0, 20, 60, 100], \n", + "rich_df['age_type'] = pd.cut(rich_df['Age'], bins=[0, 30, 60, 100], \n", " labels=[\"young\", \"grown\", \"old\"])\n", "\n", "y = rich_df['age_type']\n", @@ -478,7 +818,12 @@ "print(pd.Series(y_resampled).value_counts())\n", "\n", "print(\"undersampling:\")\n", - "print(pd.Series(y_resampled_under).value_counts())" + "print(pd.Series(y_resampled_under).value_counts())\n", + "\n", + "y_resampled.value_counts().plot(kind='bar')\n", + "plt.show()\n", + "y_resampled_under.value_counts().plot(kind='bar')\n", + "plt.show()\n" ] } ],