{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import statsmodels.api as sm\n", "import seaborn as sns\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "from sklearn.metrics import mean_squared_error\n", "import math\n", "\n", "sns.set_style('whitegrid')\n", "\n", "matplotlib.rcParams.update({'font.size':20})\n", "\n", "def rmse(y, y_hat):\n", " return np.sqrt(mean_squared_error(y, y_hat))\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Row IDOrder IDOrder DateShip DateShip ModeCustomer IDCustomer NameSegmentCountryCity...Postal CodeRegionProduct IDCategorySub-CategoryProduct NameSalesQuantityDiscountProfit
01CA-2016-1521562016-11-082016-11-11Second ClassCG-12520Claire GuteConsumerUnited StatesHenderson...42420SouthFUR-BO-10001798FurnitureBookcasesBush Somerset Collection Bookcase261.960020.0041.9136
12CA-2016-1521562016-11-082016-11-11Second ClassCG-12520Claire GuteConsumerUnited StatesHenderson...42420SouthFUR-CH-10000454FurnitureChairsHon Deluxe Fabric Upholstered Stacking Chairs,...731.940030.00219.5820
23CA-2016-1386882016-06-122016-06-16Second ClassDV-13045Darrin Van HuffCorporateUnited StatesLos Angeles...90036WestOFF-LA-10000240Office SuppliesLabelsSelf-Adhesive Address Labels for Typewriters b...14.620020.006.8714
34US-2015-1089662015-10-112015-10-18Standard ClassSO-20335Sean O'DonnellConsumerUnited StatesFort Lauderdale...33311SouthFUR-TA-10000577FurnitureTablesBretford CR4500 Series Slim Rectangular Table957.577550.45-383.0310
45US-2015-1089662015-10-112015-10-18Standard ClassSO-20335Sean O'DonnellConsumerUnited StatesFort Lauderdale...33311SouthOFF-ST-10000760Office SuppliesStorageEldon Fold 'N Roll Cart System22.368020.202.5164
\n", "

5 rows × 21 columns

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" ], "text/plain": [ " Row ID Order ID Order Date Ship Date Ship Mode Customer ID \\\n", "0 1 CA-2016-152156 2016-11-08 2016-11-11 Second Class CG-12520 \n", "1 2 CA-2016-152156 2016-11-08 2016-11-11 Second Class CG-12520 \n", "2 3 CA-2016-138688 2016-06-12 2016-06-16 Second Class DV-13045 \n", "3 4 US-2015-108966 2015-10-11 2015-10-18 Standard Class SO-20335 \n", "4 5 US-2015-108966 2015-10-11 2015-10-18 Standard Class SO-20335 \n", "\n", " Customer Name Segment Country City ... \\\n", "0 Claire Gute Consumer United States Henderson ... \n", "1 Claire Gute Consumer United States Henderson ... \n", "2 Darrin Van Huff Corporate United States Los Angeles ... \n", "3 Sean O'Donnell Consumer United States Fort Lauderdale ... \n", "4 Sean O'Donnell Consumer United States Fort Lauderdale ... \n", "\n", " Postal Code Region Product ID Category Sub-Category \\\n", "0 42420 South FUR-BO-10001798 Furniture Bookcases \n", "1 42420 South FUR-CH-10000454 Furniture Chairs \n", "2 90036 West OFF-LA-10000240 Office Supplies Labels \n", "3 33311 South FUR-TA-10000577 Furniture Tables \n", "4 33311 South OFF-ST-10000760 Office Supplies Storage \n", "\n", " Product Name Sales Quantity \\\n", "0 Bush Somerset Collection Bookcase 261.9600 2 \n", "1 Hon Deluxe Fabric Upholstered Stacking Chairs,... 731.9400 3 \n", "2 Self-Adhesive Address Labels for Typewriters b... 14.6200 2 \n", "3 Bretford CR4500 Series Slim Rectangular Table 957.5775 5 \n", "4 Eldon Fold 'N Roll Cart System 22.3680 2 \n", "\n", " Discount Profit \n", "0 0.00 41.9136 \n", "1 0.00 219.5820 \n", "2 0.00 6.8714 \n", "3 0.45 -383.0310 \n", "4 0.20 2.5164 \n", "\n", "[5 rows x 21 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_excel(\"Sample - Superstore.xls\")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# There is a lot of data and it needs to be summarized\n", "fig, ax = plt.subplots(figsize = (20,8))\n", "\n", "x = df.set_index('Order Date')['Sales'].index\n", "y = df.set_index('Order Date')['Sales'].values\n", "\n", "df.set_index('Order Date')['Sales'].resample('D').sum().plot(ax=ax, label='All Sales')\n", "ax.legend(fontsize=20)\n", "fig.savefig('img_allsales.png')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#df[df['Category'] == 'Furniture']['Sales'].plot()\n", "furniture = df[df['Category'] == 'Furniture']\n", "office_supplies = df[df['Category'] == 'Office Supplies']\n", "technology = df[df['Category'] == 'Technology']\n", "\n", "furniture = furniture.set_index('Order Date')\n", "office_supplies = office_supplies.set_index('Order Date')\n", "technology = technology.set_index('Order Date')\n", "\n", "#plt.figure(figsize=(20,8))\n", "\n", "fig, ax = plt.subplots(figsize=(20,8))\n", "\n", "\n", "x_f = furniture['Sales'].resample('MS').sum().index\n", "y_f = furniture['Sales'].resample('MS').sum().values\n", "\n", "x_t = technology['Sales'].resample('MS').sum().index\n", "y_t = technology['Sales'].resample('MS').sum().values\n", "\n", "x_o = office_supplies['Sales'].resample('MS').sum().index\n", "y_o = office_supplies['Sales'].resample('MS').sum().values\n", "\n", "\n", "_ = sns.lineplot(x=x_f, y=y_f, ax=ax, label='Furniture')\n", "_ = sns.lineplot(x=x_t, y=y_t, ax=ax, label='Technology')\n", "_ = sns.lineplot(x=x_o, y=y_o, ax=ax, label='Office Supplies')\n", "\n", "_ = ax.legend(fontsize=20)\n", "\n", "fig.savefig('img_salesbycategory.png')\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Mean Prediction\n", "\n", "furniture = df[df['Category'] == 'Furniture']\n", "furniture = furniture.set_index('Order Date')\n", "furniture = furniture['Sales'].resample('MS').sum()\n", "\n", "pred_sales = np.mean(furniture.values)\n", "\n", "pred = pd.Series(index = pd.date_range(start='01-01-2017', periods=12, freq='MS'))\n", "\n", "for k, i in pred.iteritems():\n", " pred[k] = pred_sales\n", "\n", "title = 'Prediction Using Mean | RMSE={:,.0f}'.format(rmse(furniture['2017'], pred))\n", "\n", "fig, ax = plt.subplots(figsize=(20,8))\n", "ax.set_title(title, fontsize=25)\n", "\n", "furniture.plot(ax=ax, label='Furniture Sales')\n", "pred.plot(linestyle='--', color='#B73844', linewidth=3, ax=ax, label='Mean Forecast')\n", "ax.axvline(x=pred.index.min(), linestyle='--', color='black')\n", "ax.legend(fontsize=20)\n", "\n", "fig.savefig('img_mean_prediction.png')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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7XOBzD+4c/UqQZbNwozwW4Lpq98NlhYL7jIgou1JEpDZQAElE6quPSn/xxWXrfIWr6wKuW0+oWhqfh0h/P827fTHIY3jBqA+8u+OhqObNSG/asyG2949QOxLEcNwX5dxg6/Mu0E7GZfw8WY71BjoG94U8H3g0xDyv4C6A4nBdsEp7O8Rz6O/aU55fh6PBP8x9X2PMg6UDFtbaK621U60rOBupD23welcp3m3gPvqPnaXW2v26mXkBjQXl2HZ57JfFYK3Novg5aRPwkL+dC+z+9TzwXlP/8V/ZLLI/4rqcJOFGZQv7vcVa+6i1thElA16BAovYNopg+/6uaVMDJxpjWuO6xPhw2Q1+/udmng3S/dJ7Tv31lyr03HjPr38dpUfp8nePCtmtyQvC9PPuhjpPLcYFgpJw2RPl8aG1NiPIdH9gOPBYquh5ZAzuO+z6YO9HL1j/Qenp1eBwXFA48O9IXNfcH4AHgD7W2qttGV0yK/s6l1rXQlxg80Rc5lnpLmy9cMf6W94PEMHk4LqilfVXnvpAVSEws68lcJK19nnrRlrMsNa+RPHzOdoYc8L+qwjqW1zA7XZr7SRr7UrvB54t3g8fY3HngzGBPw4ZY/rgun9egXs9D8f9CHEQcD8uOPiBMWZKhfdYRKQaqQaSiNRX31OyULYP13VpB+6L4gIbpE5EgP0KjRpjmlBcZPY2Y8xVIZbt7t36u8V0ozirJdToLvult4fhH9lntXfBuh9b+eHK/W1fE+Ji0V9H5ivcr93Bsj02BpkGxVk25fmMKm+tJP8v7YGZF18ZY17CdXG4Dpd9sR43hPJ7wLs2oF5RhMqzj/7aMt8Q2gpc5kC0hWqnv5B54EWZv53jjSvCHIy/e9ghxpiYEIHCMllr040xl+AKaw/F1Y56KIJFs40xg722Huz99ab4uIXIfkT7N+48cZAxZmhAV5opuCymj60b0cnP/9xcZIw5JcQ6/d36gnWLi9SruK5nE40x1wY8v5Nw57FwgcbDA/5/I0xdlcQKtrM8x1JFzyP+23CjYX2Nu6ivTiP92YteHbpeuAEKJuIyib601pZnBK/KvM4leAHND7w/jDFtcF2jx+ECUg29/+/EZUqV9psNMlBDWbxgSsh6Y0E8U7obWzkFBokXWWtXlJ7BWvuRMeYT3I8tpxBBsNFa+w5hatBZa5caYz7E1TQ6jeKuw4/igqbvWGsnByyyHphljNkK/AV43Biz2Fa8wL6ISLVQAElE6qs/lO6mVE7BAjPNAv4/PMjjpfmzTwJrsYQaeSw9kkZ5/F1OqnIUs2TvdnfYuYq7QDUN8lhukGmBwnWnKM1/0ZAYdq5ijUst5zcN123pIlyB1O64OkUX4IISTwI3WGvLartfefaxtXcb7nULepEdBUFHBQzBf5x3oXiI6lDicK99hdttrV1ojHkR1/XkHmPMIsI8r8aYc3DFqkt3eVuHG1Xuov0WCr3tLGPMPFw9prMpLgbs775WenQp/3PTM8j2S6tMht3/cMX9u+AyXP5njBngbfP1MgKdgeepSLqJlred5TmWKnoe8Z8zw71XynPOjDovYPM9cKZXkH068IoxZqq1Nlg3p2Aq8zqX1b5twHxgvjHmFlxw5HDgcmPMnyoa9A2iHeXrjhys5mB5ZOC6hMUS/oeX73EBpN9VcnuBVuECSAcBeDXg/EG3O0Ms8zfgT7jP7bG4QTNERGotBZBERKInsDtP73L80rwj4P9k3GhZpZWn4K6/HcGCNtHiv3BpFnau4gu9Cl/oRMifEdY27Fy4WlcUt6tEJpl30fQMbrQc/y/0I3Bd/rrhulTFEGFR53Lyv27JYeapytc0Uv52/sFaG2zkoKrgH5WtA65bZrCaRBhjplPcbfNd4A3chWKKl82UQDkCSJ65uADSJC+r8He44bX3UtzFyG8f7j0x3lq7qJzbiZiXlfMarsbUmbhAQ6Tdmvyv3w5rbeuwc1a9ip5H/OfMcO+VihYprwqX4oZg743rivldGRmuQOVeZy8D6nNcxtv0cD+YWGtTvWLm7+Ge0/YEybKtCGvts4Tumh111to8Y8xaXJAtXL26fO82XCHzErznNMZamx9iFn9Wo7/+VreAx4KOumjd4BurcV3ZDoq0LSIiNUU1kEREosRLPfcX3D4s1HzGmN7GmH4Bo0BtoDijqX+IxUKuLwj/8NU9vCK1wdpwqTHmQ2PM9cEej4D/y3BPY0zQizivXo1/f9YEmyeK/N2+ukVQ9HcgxZ9/Rd3FvFGSBhqvT4+1dpu1dr619gpc0OBxb9ZpVA1/7ZA+YeYJ1WWsOvmLZoc7xrsYY470ih1XfoPWplM8KttRlBrJK4C/683z1tox1tonrbWfe8uD60ZU3m0vw9WMaYULJp7tPTQ/SA2oSJ6bnsaYQV6AsjL8o3RN9Iof+0cse7uM5fxtbGXCjJJnjBlmjOllKj5aXCQqeh7x70PfMIWfy3POrFJeHbRzcUGLJOAlY0ykP+JW6HX2MqDa42rdnRzBdvwBo0Jcwe8D2Rfe7ZAw8/i7T0bUndvrzpxH+B8PBni3/uBgYOZluHOh/4ePqsowFRGJGgWQRESiy591cGWwgr/GmGa4LlKrcPVc/IV1/fUSLgux3vJkTXyKu8BoSKniv14bYnFdso7HjcTm5y/qGknXsaW4LiLxuOKgwUzGfWn24bJBqtJHuG4wscANZcx7uXebYq39IWD6XbgaQ38pvYBX8HaJdzeuck0N6d/e7dEmyLDxXsDhtNLTI1Ce1zUSC73bycaYUBlfz+CyJSIq8hsJrxDwC97dy0PM5v8Ff2WIxy8M+L88Wdj+rmqnUVyAt3T3NSh+bi4MFnjxggZv4orqlh6WvlystV/gRnTrgnsPdgfeDFX3LGC5FOBn7+4fgs1jjBmKO4/8iOs65RdY+Dkax1NFzyNv4S7mO+FGGCvBC4wFK9xfY6wbpv1+724/ikcELGu5Cr3OHn+R9Eu9kdvC8ddW+9BaG3FWTi31knd7rDFmUOkHjTGHU1wcvnQWYSg/4o75c4IF/7yaa/7BMPznvZ9wo1UCXBxspcaYY3E12qAco62KiNQUBZBERKLrPlzwZhjwojdaEwDGmG64X41b44IdgaMO3Y6r63KqMeZ+/0g4xpgEY8xdwOmRNsCri/Gwd/dhY0zRaE/eRe3fcEMQZwBPBCzqrycSmHYfahuZFA9DfZcx5vLAgJkx5oyAdT/pDa1dZbz2zPLu3miMmW2MaRk4jzGmnTFmDu5Cycf+F88vetNPNsbc6HV38i/bleJCsCELqVZyH77GFcWNxRU3/n2p7b9F+C47oUT8ukboFVy2VHPgPWNMUaaHl8X1GDAK91yWNVR5eV2Fy5QIFbzwZ7RcYozpFNCuZGPMHRQfIxDZKGx+L+CyR87BZS6stdZ+GmS+R7329cCNaNU1oA1tcNkkvXDv9UoFkDz+i9/Z3m2kATv/6JKzvGO9aOQtY8ywgPV+Ya39KGC5wJpDlT6eKnoe8Yau9z9/zxhjjg9YpisuSOevc1ab3E1xhujtptRIj2FU9HX+Cy5rqwnwsTHmDwGZr4AbUdAYcy/uvZFF8ALaBxRr7Xu4wtixwAJjzNH+x4wxPYB/4X4IWOwF6Ah4/GBjzKFBsifvx53T+gNPB2bMGWNG4I65GOBFf+Fur0u0v/bR1d57rWGp5fz1sOaV+kFDRKRWUg0kEZEostb+bIyZhPtSOAXX7eAHoAFwCO68uw8Ya63dGrDc98aY83GZGzfiRnH6Gdd1qhWulkt5sk/uwo1UNAl3IZuKq63UE1dHJwuYbK0NrHOxClejY6YxZizwb2vtPWG28SAu4+My3IXzncaYX3DdhDp687yGl2lVDZ7AFWy9DXcRdJ0xZh2wCxe0+x3uC34mMMNauyRwYWvtSq+Y7P/hLhZu8pZvhPuFOB7X3SFU96louAj3Gh0GfG+M+REXuDgcl3HxLa6LW6gaHMGs8m6HGmN+An601kYckCzNqzFyKi5rrp/XTot7Xg+h+ML9GmttVDPPvDpGF1Oc6VPazbgLud8Dv3jtAvecJgK/4C4CD6Yc3dmstVuMMYsBfzD22TDtm+C1bxSwznsNC3Hvx4a4126KtTYaw52/ihsxsCkuk+e9SBay1s7zghd34o71P3l1WNpQPEqkxY1QFWg17vzVGFjmvd8vsNZ+W4l9qOh55E7cc3o68KExZg0uwNUbN7riO1T/KGxhWWtzjBtV8CPc8fikMea4CApWV/R13mmMGYX7PDoS+DvwkPf87sLVluqBOy9uxdVK+irE6tobY5ZGsl1gs7X2zLJnq1JTcMfAYOAz7/N0H+5cGofrvnx+kOWW4IKjzwEz/BOttR8bY/yjQE7H1USzuPpd/szHdyiVLWytfdIYczDuc93/XluD+0zq7s32H0pmR4qI1FrKQBIRiTJr7WJcAOBhXFcRg/uSvh54DFdg+/Mgy72Eq9nwL9zFeB/gN1ymzFXlbEM+ruvHWbhfYht768vAXfz289oZ6HrgddyX7ENxmRLhtuGz1l4OnITLnCmguFbJQuBUa+2ZXv2PKue1506vDX/BdTlo4d1PwnUbuhXoYa2dH2Ids3GBundwxVV747rPrMKNlNPXWrsp2LJR2oftuGPgLlw2zcG4i5mFuAtA/6/lpUePC+d54AHcsXQQ0C9Y98pytvMXXL2PG4BluOeoN+74eg041lr7t8psI8y2F+H2KdRjR+COx99wx3BXXMbUTbgaUv7uLeODrSMMf5e1wlDb99qwAneRehcu4Nfda8cWb7mB1tp/h1q+PKy1y3Gjy4EL+OaFm7/Usnfj6km9hHvd+uICSKtw75NBgUFub5m9uCHpv8GdU35HJQv/VvQ84nWzOhM4D9ddsp3Xng9xo379rzLtqipeMWv/MPUjiCBwUMnXeQNwNHAq7hj+GRe8GIALfnwOzAQOLSPg2xD3vEbyd0Sk7asq1toduEzgK3HnzXa4z+HvcdlWR1trfyvnOv+Oe8/8C1cn6jDcc/gfXG28ccE+76y1M3Hd217H/XjTz1vuv7gg1olB6qmJiNRKMT5ftEbpFBERkapkjJmPu4C/2Qt2iUiUeF2KPgKes9bOqNnWSE0xxiwEUr3ApoiIBFAGkoiISC1gjDnBGPOLMebVEI83wmUsAITqZiIiIhXknWcHUzySmoiIBFAASUREpHZYhRtV6kxjzPWBI/14o529jOt68hPFI8KJiEj0vAbsIEw3VRGR+kwBJBERkVrAq3/kHyXsz8AWY8wKY0wKkIYraJwGTCpPDRQREYnYncBga21GTTdERKQ2UgBJRESklrDWPowrQPsSsB1XfLk98ANwO674eTRG7xIRkVKstcu8YvEiIhKEimiLiIiIiIiIiEhY8WXPUjt8/fXXvoYNG9Z0M6IiJyeHurIvIlJxOheICOhcICKwbt06CgoK6NGjR003RURqWE18L8jMzNw+cODANmXNd8AEkBo2bEivXr1quhlRkZKSUmf2RUQqTucCEQGdC0QELrvsMjIzM1m+fHlNN0VEalhNfC9YuXLlr5HMpxpIIiIiIiIiIiISlgJIIiIiIiIiIiISlgJIIiIiIiIiIiIS1gFTA0lERERERKQuOuqoo9i+fXtNN0NEJCwFkERERERERGrQvffeS0pKSk03Q0QkrDoTQMrIyGDr1q3k5eXVdFPKlJeXpw+IA1BCQgJt27YlOTm5ppsiIiIiIiIiUq3qRAApIyODLVu20KlTJ5KSkoiJianpJoWVlZVFUlJSTTdDysHn85GVlcXGjRsBFEQSERERkag544wz2LNnD++//35NN0VEJKQ6UUR769atdOrUiUaNGtX64JEcmGJiYmjUqBGdOnVi69atNd0cEREREalDduzYwa5du2q6GSIiYdWJAFJeXp4yeqRaJCUlHRDdJEVERERERESiqU4EkABlHkm10HEmIiIiIiIi9VGdCSCJiIiIiIiIiEjVqBNFtEVERERERA5Uxx9/PNu2bavpZoiIhKUMpFpi2rRpGGOC/r344otVtt20tDSMMaxYsQKAXbt28dprr1XZ9sL5+uuvueiiixg0aBC9e/fm5JNP5vHHHyc3NzfidcyZM4cTTjihClspIiIiIhJdt956K5e+eQD9AAAgAElEQVRddllNN0NEJCxlINUi48aNY9asWftNb9KkSZVts0OHDixdupTmzZsD8OCDD/Lrr78yceLEKttmMD/99BPnnnsuM2bM4MYbbyQxMZFVq1Yxe/ZsNmzYwL333lut7RERERERERGRYgog1SKJiYm0adOmWrcZFxdXYps+n69at++3YMECevTowbXXXls0rUuXLuTl5XHLLbdw0003kZycXCNtExERERGpSmPGjGHv3r18+umnNd0UEZGQ1IXtAHLcccfx2GOPhZw2Z84cpk2bxh//+EcGDBjAww8/zJw5c7jgggt49NFHGTZsGEcccQSXXnopW7ZsAUp2YZszZw6vvfYay5cvxxhDWloas2bNYsaMGSW2GTht2bJl9O7dm8cee4zBgwczbdo0AFavXs0FF1xA3759GT58OLfddhsZGRkh9y02NpYNGzawdu3aEtPHjh3LokWLaNSoEeC62N10000MGzaMww47jGHDhnH//fdTWFgYdL2bN28uej6OPvporrnmmqJ9B9dtbvLkyfTr148hQ4Zwww03sGvXrjJeCRERERGR6MnKyiInJ6emmyEiEladzUB6fWUar65IrZFtTxrUhTMGdq6RbS9fvpwLL7yQN954g9jYWBYsWMCyZcto3Lgxc+fOZcuWLVx33XX8/e9/5//+7/9KLHv++eezfv16Nm7cyJw5c2jZsmVE28zNzWXZsmXMnz+f7OxstmzZwrRp0zj99NO5+eabycjI4IEHHuDKK6/k+eefD7qOs846i9dee41x48bRv39/Bg8ezJAhQxg0aBAHH3xw0XwzZ84kPT2dxx9/nObNm/PJJ59w9913M3DgQEaNGlVinZmZmUybNo3+/fszb948CgoKePTRR5k+fTpvvfUWcXFxXHbZZUyePJkHH3yQHTt2MHPmTO6//351mRMREREREakDfD4fMTExNd2MOqHOBpAORAsWLOCdd94pMW3s2LH7BXrCiYmJ4Q9/+AOJiYlF03w+H7Nnz6ZJkyb07NmTCRMm8Pnnn++3bOPGjUlMTCQhIaHcXekuvPBCunXrBsDDDz9M586dmTlzZtHjDz/8MMOHD2fVqlX0799/v+W7devGggUL+Oc//8mSJUt4/PHHefzxx2nTpg233357UWHsY445hiFDhtCzZ08Azj77bJ5++mmstfsFkN5++22ysrK47777iIuLA+Chhx5iyJAhvP/++wwbNoz09HRat25Np06d6Ny5M48++ih5eXnl2ncRERERERGpfX7Ztpfxc5byr4uPpE/n5jXdnANenQ0gnTGwc41lAVXUqFGjStQAAhfUKY82bdqUCB4BtG7dukQh7uTk5KgHSbp06VL0f0pKCikpKUEDRWvXrg06HaBjx47ceuut3Hrrraxbt47PPvuMF154gauvvpp///vfGGOYMmUKS5YsYf78+axfvx5rLb/99lvQLmw//vgjO3fuZNCgQSWmZ2VlsXbtWsaNG8d5553HXXfdxZw5cxg6dCgjR45kzJgxlXw2REREREREpKZ9t3E3+3ILmL8iTQGkKKizAaQDUZMmTYqyeCKVn59f4n7p4BFAgwYN9ptWmWLZpbdZersJCQkMHTqUW265Zb/5QnWLu//++xkxYgRDhgwB4KCDDuKggw5i3LhxjBw5kqVLl3LIIYdw8cUXs27dOsaPH88pp5xCnz59mD59etB1JiQk0KNHDx555JH9HmvatCngusSdffbZfPzxxyxdupSbbrqJt956iyeffLLsJ0JEREREJArGjRtXok6niERHWnoWAIu/38zt439PfJzKQFeGnr0DSEJCAnv37i26v3fvXnbs2BHVbZTuG1p6mwC//vpr2HX06NGDtWvX0rFjR7p160a3bt2IjY1l9uzZbN68OegyX3zxBXPnzt1veqNGjYiPj6dVq1b8/PPPLF26lDlz5nDNNddw8skn06JFC7Zt2xY0INazZ0/S0tJo3rx5UTtatWrFvffey+rVq9mwYQO33347bdq04eyzz+bxxx/n/vvv5+OPP4768yoiIiIiEsr111/P+eefX9PNEKlz0tIzAdi+N5dl63bWcGsOfAogHUD69evH22+/zapVq1izZg2zZs0qqu0TLY0bN2bLli2kpqaSn59Pv379+PHHH3n77bdJTU3lkUceYfXq1WHXcc4555CRkcGsWbOw1vLdd99x7bXXsn79erp37x50mWuuuYZPPvmE66+/nq+++oq0tDT+97//cdVVV9GmTRtGjx5NcnIy8fHxLF68mLS0NFatWsXll19Obm4uubm5+61z/PjxtGjRgquvvprvvvuO1atXc9111/HNN9/Qs2dPWrRoweLFi7njjjtYu3Yta9euZfHixXTt2pUWLVpE4+kUERERkTrkhf+tZ86SNTXdDBGJUFp6Foe2b0rjBnEs+nZTTTfngKcA0gHk2muv5dBDD2XGjBmcd955DBgwgAEDBkR1G6effjoFBQWMHTuWH3/8kQkTJjB16lTuvPNOTjnlFDZv3hyyy5hfmzZtmDt3Ltu3b2fSpElceOGFdOjQgblz5wbtTgcwfPhwXnjhBfbu3csVV1zB6NGjmTlzJu3bt+fFF18kMTGRdu3aMXv2bN59913GjBnDDTfcQN++fZkwYQLffffdfutMTExk7ty5JCYmMn36dKZMmUJ+fj7PPfccrVq1omnTpjz11FOkpqYyadIkJk6cSE5ODk8++SSxsXpriIiIiEix7LwC/vye5Y1VG6O+7hEjRpT5HVtEyi91ZyY92jZh1O/bsfj738gr2L92rkQupjK1cKpTSkqKr1evXqEeI9RjtVFWVhZJSUk13QypoAPteJPaS8eSiIDOBSIHijdWpXHNK9/QukkDVtxyQlTXPWLECDIzM1m+fHlU1ytSnxUW+jC3LuaCYb9jYLcWXPT8CuaedwQjTduablpYNfG9YOXKlSsHDhw4qKz5lGYhIiIiIiJShn8tTwUgIyu/UgPSiEj12LInm7wCH11aJjH8kNY0TYxn0TfBa/JKZBRAEhERERERCeOXbXtZvm4nrZs0JLegkJx8dYMRqe38I7B1btGIhvFxnPj79rz/42/k5BfUcMsOXAogiYiIiIiIhPHKl6nExcZwzpFdAdidlVfDLRKRsqTudCOwdWnhyseM69uBPdn5fLJ6e00264CmAJKIiIiIiEgIufmFvP5VGscf2paD2zQBICPKAaRJkyYxevToqK5TpL7zZyB1bO4CSMN6tKZ5owSNxlYJ8TXdABERERERkdpqScoWtu/NZcrgrsTGxgCQkR3dANLll19OSkpKVNcpUt+l7sykXXJDEhPiAEiIi2XM4e156+tNZOcVFE2XyCkDSUREREREJIR/fZlKh2aJDD+kDcmJ7vf3jKz8qG4jMzOTrKysqK5TpL5LS8+ic4tGJaaN69ORfbkFfPTT1hpq1YFNASQREREREZEg0tIz+XTNNs4c1IW42BiSkxKA6GcgjR07lksvvTSq6xSp79J2ZRbVP/IbclBLWjdpwKJvNRpbRSiAJCIiIiIiEsSrK9IAmDSoMwDJiV4ASUW0RWq1/IJCNu3K3i8DKT4uljGHd2DJT1vYlxPdTML6QAEkERERERGRUgoKfcxfkcoxPdsUXYQ29Xdhy9aFp0ht9ltGNgWFPjqXykACGNenA9l5hXyYsqUGWnZgUwCpljjuuOMwxvDyyy8HffyCCy7AGMObb75ZzS0rlpaWhjEm5N++fftqrG2V4fP5WLBgATt27KjppoiIiIhILfHJ6m1s3p3NlCO6FE1LTIijYXysMpBEarnUna6mWJeWjfZ77IjuLWmX3FDd2CpAo7DVIgkJCbz33ntMnTq1xPRdu3axbNmyGmrV/h577DH69Omz3/RGjfZ/cx4IvvrqK2bOnMmSJUtquikiIiIiUkvM+3IDrRo34Phe7UpMT05KiHoNJBGJrrT0TICgGUixsTGM7d2Bl77YQEZ2XlHXVCmbMpBqkSOPPJIvv/ySnTt3lpj+wQcf0Ldv3xpq1f6aNWtGmzZt9vuLiYmp6aZViM/nq+kmiIiIiEgtsnVPNktStjJxYGcaxJe8ZEpOjI/6KGwzZszg1FNPjeo6Reqz1PQsYmOgQ7P9A0jgRmPLLSjkgx/Uja08FECqRfr370/r1q358MMPS0xfvHgxY8eO3W/+Dz/8kAkTJtC7d29Gjx7NP//5TwoLC4seX7ZsGeeccw79+/fn8MMP55RTTuGTTz4pevy4447jmWee4dJLL6Vv374cf/zxPPLII5Xej9WrV3PRRRdxxBFHMHjwYG688cYSQTFjDH/7298YPnw4w4cPZ9u2bezevZubbrqJIUOGMHjwYC666CJ++eWXEutdsGAB48ePp0+fPowePZo33ngj4n3973//y6mnnkqfPn0YNmwYd999Nzk5OaSlpXH22WcDcPzxxzNnzpxK77+IiIiIHNheX7mR/EIfkwK6r/lVRQbSjBkzOO2006K6TpH6LC09k/bJifsFgP0GdG1Op+ZJLPp2UzW37MCmAFItEhMTw4knnsh7771XNG3nzp18+eWXnHTSSSXm/fjjj7n++us599xzefvtt7nhhht4/vnneeyxxwDYvHkzF110EQMHDuStt97itddeo0OHDsycOZPc3Nyi9fztb39j5MiRRcGZOXPmsGLFigrvQ1paGlOmTKFZs2a89NJLPPbYY/z000+cf/75FBQUFM03f/58nnjiCR555BFat27NxRdfzNatW3n66ad5+eWX6dixI1OnTiU9PR2Ad955h5tvvpmJEyeycOFCLrjgAm655RaWLl1a5r7u3LmTK6+8ksmTJ7N48WL+/Oc/88477/DUU0/RoUOHouds/vz5nH/++RXedxERERE58Pl8Pl75cgODD2rJwW2a7Pd4cmJC1Gsgbd++veh7r4hUXtrOLDoHqX/kFxMTw7g+Hfh0zXZ2ZeaGnE9KKrMGkjEmDngKMEABcB7QDFgIrPFme9xa+4ox5nbgZCAfuNpau9wY0wN4FvAB3wNXWGsLg80b1T0D1jz9PGv/+UJE83Y+ZSyHz7qmxLTv73uYtDffiWj5gy+YRs8Lzy13G0sbPXo0M2bMYPfu3TRr1oz333+fAQMG0Lp16xLz/eMf/2DKlClMnDgRgK5du7Jv3z5uvfVWLr/8cvLy8rjqqqs4//zzi7qWzZgxg+nTp7Njxw46dOgAwMiRIznrrLMAuPrqq3nppZf4+uuvGTRoUMg2XnDBBcTGlow9/uMf/2DIkCG8/PLLJCcnc++995KQ4PqSPvzww4wdO5ZPP/2UESNGAHDaaafRq1cvAD7//HO+++47li9fTpMm7kP6zjvv5IsvvuDVV1/lkksu4bnnnmP8+PFMnz4dgG7durFv3z4KCwvL3Nf09HTy8vJo3749nTp1olOnTjz99NM0atSIuLg4mjVrBkDLli1p3LhxBV41EREREakr/vfLDtbvyOSqUT2DPp6clMCGnZlR3ebEiRPJzMxk+fKoXxKJ1Etp6ZkceXCrsPOM69ORJz75hXe//43Jg7tWU8sObJEU0R4PYK0daowZATyECx49ZK39i38mY8wA4FhgCNAFeB04wpv/Fmvtf40x/wBOMcb8GmLeem/gwIG0aNGCJUuWcPrpp4fsvpaSksJ3333HvHnziqYVFhaSnZ3Nxo0b6dq1K6eeeirPPfcc1lp+/fVXUlJSAEpkAnXv3r3Eeps2bUpeXvhfVO69914OO+ywEtPatXPFBdesWUPv3r2LgkcABx98MC1atGD16tVFAaQuXYrTgX/88UcKCgo45phjSqwzJyeHtWvXAq5b3IQJE0o8PmPGjKL/w+1rr169GDNmDJdccgnt27dn6NChnHDCCYwcOTLsfoqIiIhI/fPKl6kkJ8Yz5vAOQR93NZBURFuktsrNL2RzRjZdWoQf5OnwTsl0a9WIRd9uVgApQmUGkKy1C4wxi7y73YAtwEDAGGNOwWUhXQ0MA9631vqADcaYeGNMG2/ej73lFwMnAjbYvNbabdHcuQNRTEwMJ510Eu+99x4jRozgq6++4uGHH95vvoSEBC688ELGjx+/32Pt2rVjzZo1TJ06lb59+3LUUUcxduxY8vPzufTSS0vM26BBg/2WL6uodNu2benWrVvQxxo2bBh0emFhYYmgUuB8CQkJNG/enFdffXW/5fwju8XHhz5Uy9rXmJgY/vrXv3LllVfy8ccfs3TpUq644gomTZrEHXfcEXZfRURERKT+2JWZy+Lvf2PKEV1ITIgLOo+/BpLP5ztgB5ERqcs2787C5ws+Alsgfze2x/+7lu17c2jdJPi1rBSLJAMJa22+MeY54DRgItAJeNpau9IYczNwO7AL2BGw2B5cV7cYL1AUOC05xLwhA0g5OTlFWSWl5eXlkZWVtd/0zmefSeezz4xkFwH2W8fBV13KwVddGmLuspcPxefz7TdvYWEh+fn5ZGVlMXLkSC699FLmz5/PoEGDSEpKKprfv6+/+93vWLt2LW3bti1ax3/+8x/effdd7rnnHl599VXat29foij0a6+9BkB2djZZWVklthmsHaVlZ2cDkJubG3Jfu3fvzqJFi8jIyCgKGK1du5bdu3fTpUuX/fYDXPe7Xbt2kZ2dTdeuLvJbUFDAn/70J4477jhOOukkunfvzjfffMPpp59etK1bbrmFpk2bkpCQEHZfV6xYweLFi7n++uuZOnUqU6dOZe7cuTzxxBMlakL5n5ey5OXlhTwWRcojOztbx5KI6FwgUou8mbKb3PxCBrfOD/m+zM7YRV6Bj6+//5HEEAV6yyszM5PCwkKdC0SiYNVmd01XuGcbKSl7w857WJMcCn0w94OvGXdocnU0r0y1+XtBRAEkAGvtdGPMTGAZcLS1dqP30BvAHOBNoGnAIk1xQaXCINMyQswbUsOGDYtq5pSWkpJCUlL46GJtkpWVtV97Y2NjiY+PJykpiaOOOopmzZrxxBNPcPPNN5eYNyEhgaSkJK644gouueQSevXqxYknnsj69eu55557OPbYY2nWrBlt27Zl06ZNfPXVV3Tv3p0VK1YUjbAWExNDUlJSiW0Ga0dpiYmJgMtaCvV8z5gxg3nz5nHXXXdxySWXsHv3bu655x4OPfRQjj322KKgkn8/AEaMGEG/fv2YNWsWN998M61ateLJJ5/kk08+4Y9//CNJSUlccsklXH311fTv35+hQ4fyxRdf8O677/LUU0/xww8/hN3X1q1b88orr9C4cWMmTpzIvn37WLp0KX369CEpKYmWLVsCsG7dOtq1a0fTpk2D7lvgaxDqWBQpj5SUFB1LIqJzgUgt4fP5uPrdT+nbuRknD+0Xcr4eGb/CVzvp2O1g2iUnRmXbjRo1IjMzU+cCkSj4Zs8GYDND+x1K5zK6sR3q83HwF7tYsbWQG06rHe+/mvhesHLlyojmKzNkboyZZoy5ybubiQsI/dsYM9ibdjywEvgMOMkYE2uM6QrEWmu3A6u82kkAY4BPw8wruCDOSSedRG5uLqNGjQo6z/Dhw3nggQdYuHAh48aN47bbbuPUU0/lrrvuAuDcc8/lhBNO4JprrmHChAm89NJL3HnnnTRq1IjvvvuuytreunVrnnnmGbZs2cIZZ5zBFVdcQa9evZg7d26JLmyBYmJiePTRR+nRoweXX345p512GuvXr+fpp5+mR48eAIwaNYrbbruNZ599lpNPPpnnnnuOBx54gKOPPrrMfe3evTuPPvoon332GRMmTODcc8+lffv2PPTQQwD06NGDk046iWuuuYa///3vVfbciIiIiEjt9XXqLuyWPZx1RPhaKMmJ7jttNOsgXXbZZUyePDlq6xOpz9LSs4iLjaF9BAFe142tI8vX72RLRnY1tO7AFlNWvRtjTGNgLtAeSADuA1KBR4Bc4DfgYmtthjHmDlyQKBa4xlq71BhzCG4UtwZACnCRtbYg2Lzh2pGSkuILl4F0IEXrg2UgyYHjQDvepPbSsSQioHOBSG0x87VvWfjtJpbfPIomDUN31Ph49TamP7Oc1y87ioHdWkZt+zoXiETHVfNW8dWGdD698biI5v956x5GPfQJt4//PecNPaiKW1e2GspAWjlw4MDQQ7F7IimivQ+YFOSho4PMewdwR6lpq3EjrpU5r4iIiIiISHXbm5PPwm83Ma5Ph7DBI3CjsAFkZOVHbfupqals3rxZASSRKEhLz6Jz8/Bd1wL1aNuUQ9s3ZeE3m2pFAKk2i07VNxERERERkQPUwm82kZlbENFQ3slJXhe27Oh1YZs2bRqzZs2K2vpE6rPUnZl0aVm+Hj/j+3bkqw272LgrsoGx6isFkEREREREpF6bt3wDpl1T+ndpXua8VVEDSUSiIzuvgK17csosnl3auD4dAHj7201V0aw6QwEkERERERGpt37clME3abs564guxMTElDl/cpLXhS07el3YRCQ6/BlE5c1A6taqMb07NWPRt5uroll1hgJIIiIiIiJSb73y5QYaxMdy+oBOEc3fMD6OxIRYZSCJ1EJp6S6AVN4MJHBZSN+m7ebXHfui3aw6o84EkMoaTU4kGnSciYiIiNQd2XkFvLFqI6MPa0/zRg0iXi45MSGqNZBEJDrS0jMB6Nyi/KOen+x1Y1MWUmh1IoCUkJBAVpaKXUnVy8rKIiEhoaabISIiIiJRsPj7zWRk5zN5cJdyLZeclBDVUdiuu+46ZsyYEbX1idRXqTuzSIiLoV3TxHIv27lFI/p3ba4AUhh1IoDUtm1bNm7cSGZmpjJEpEr4fD4yMzPZuHEjbdu2renmiIiIiEgUzFueSrdWjTjyoFblWi45MT6qGUjjx49n5MiRUVufSH2Vlp5Jp+ZJxMaWXc8smPF9OpKyOYOft+6NcsvqhviabkA0JCcnA7Bp0yby8mp/KmleXp6yWA5ACQkJtGvXruh4ExEREZED1y/b9rJs3U5uHG3KfbGZnJRA+r7cqLXFWsu6devo1atX1NYpUh+lpmfRpWX56x/5ndynA3e//SOLvt3E1aMOiWLL6oY6EUACF0Q6UC7sU1JS9OEgIiIiIlKDXlmRSlxsDBMHdi73ssmJCfy6IzNqbbnkkkvIzMxk7NixUVunSH20MT2T3/++XYWXb5ecyBHdW7Lo281cdXzPiEZmrE/qRBc2ERERERGRSOXmF/L6yjSOP7QtbStQKyU5KV6jsInUMpm5+Wzfm1uhEdgCje/TgZ+37sVu2ROlltUdCiCJiIiIiEi9siRlC9v35jJlcNcKLe8fhU31V0Vqj43pbmCtiozAFmj04R2IjYFF36iYdmkKIImIiIiISL0y78tUOjRLZPghbSq0fHJSAnkFPrLzCqPcMhGpqNR01620MjWQANo0bchRB7di0bebFCQuRQEkERERERGpN9LSM/lkzTbOHNSFuAqO1JSc6AbEieZIbCJSOWlRykACGNenI+t3ZPLDpoxKr6suUQBJRERERETqjfkr0gCYNKj8xbP9kpPcWETRqoN0yy23cMkll0RlXSL1VVp6Fg3jY2nTpGGl1zX6sPbEx8aw8NtNUWhZ3aEAkoiIiIiI1AsFhT7mr0jlmJ5tKlVoN9oZSKNGjeLoo4+OyrpE6qvUnZl0bpEUlZHTWjRuwLCerVn0zWZ1YwugAJKIiIiIiNQLn6zZxqbd2Uw5okul1pOc5AJIu6OUgfT111+TkpISlXWJ1Fdp6VmVHoEt0Lg+Hdm4K4tVqbuits4DnQJIIiIiIiJSL8xbvoFWjRtwfK92lVpPcqK/C1t+NJrF1VdfzX333ReVdYnUV6npmXRpWfn6R34nHtaOBnGxGo0tgAJIIiIiIiJS523dk82SlK1MHNiZBvGVuwzyZyCpiLZI7bAnO49dmXlRzUBKTkxg+CFteOe7zRQWqhsbKIAkIiIiIiL1wOsrN5Jf6GNSJbuvATRNjG4RbRGpHP8IbF2iGEACGN+3A79lZLPi1/SorvdApQCSiIiIiIjUaT6fj1e+3MDgg1pycJsmlV5fw/g4EhNiyciOThc2EakcfwCpc4vodWEDOL5XOxrGx7JIo7EBCiCJiIiIiEgd98UvO1m/I5PJUcg+8ktOTFAGkkgtkbozE4AuLaObgdSkYTzHHdqWd77bTH5BYVTXfSCKr+kGiIiIiIiIVKV5X24gOTGesb07RG2dyUkJUauBNHv2bNavXx+VdYnUR2npWTRqEEeLRglRX/f4vh1Z/P1vLFu3k6E9Wkd9/QcSZSCJiIiIiEidtSszl8Xf/8Zp/TuRmBAXtfUmJ8ZHbRS2o48+mv79+0dlXSL1UVp6Jp1bJBETExP1dY80bWnUIE7d2FAASURERERE6rA3Vm0kN7+Qs47oGtX1RjMD6fPPP2fVqlVRWZdIfZSanhX1Atp+SQ3iGNWrHYu//428et6NTQEkERERERGpk3w+H/OWp9K3czN+3zE5quuOZg2kP/3pT/z1r3+NyrpE6iN/BlJVGdenA7sy8/js5+1Vto0DgQJIIiIiIiJSJ32dugu7ZU/Us48AkpPiNQqbSC2wOzOPPdn5US+gHehY04amDeNZ9O3mKtvGgUABJBERERERqZPmLU+lUYM4JvTrGPV1+zOQfD5f1NctIpFLTXcjsFVlBlLD+DhOOKwd7/3wGzn5BVW2ndpOASQREREREalz9ubks/DbTYzr04EmDaM/+HRyUgL5hT6y8urvxaRIbZBWFECqugwkgPF9OrInO59PV9ffbmwKIImIiIiISJ2z8JtNZOYWMHlw9LuvgctAAqI2EpuIVExaehZAlRXR9hvaozXNkhLq9Whs0Q/Fi4iIiIiI1LB5X6ZySLsm9O/SvErWn5zkLqUysvNo3yyxUuv661//yi+//BKNZonUO6k7M2maGE+zRglVup0G8bGMObw9C7/ZRHZeAYkJcVW6vdpIGUgiIiIiIlKnrNmyh29SdzH5iK7ExKZ+eYYAACAASURBVMRUyTaKM5AqPxJbv3796NWrV6XXI1IfpaVnVXn3Nb9xfTqyL7eAj37aWi3bq20UQBIRERERkTrlp9/2AK7LSVVJTvICSNmVDyB9+OGHfP7555Vej0h95AJIVVdAO9CRv2tJq8YN6u1obAogiYiIiIhInbJ1Tw4AbZs2rLJtJCd6XdiiUAPpnnvu4Yknnqj0ekTqG5/PR2p6ZpXXP/KLj4tlTO/2LPlpC/ty6l/9MwWQRERERESkTtm2J4eEuBiaV2FNlGhmIIlIxaRn5pGZW1BtGUjgurFl5xWypB52Y1MRbRERERERqVO27smmTZOGVVb/CKBpUQZSdAJI+dt38O5RJ0Q0b+dTxnL4rGtKTPv+vodJe/OdiJY/+IJp9Lzw3BLTVl5/K9s++yKi5Q+beTVdTj25xLTPZ1xOhl0T0fIDHriLtsccVWLaR+PPImf7zoiWP2ruozQ79JAS0yJ97gBGvPUvEtsUd2/M3rad/06YEvHyo//3QYn7u39azf/OuyKiZRu2bsnIha+UmLb10//x1Y23RbR8sunJ0c8+VmJa6oK3+eH+v0a0fJuhRzLwwbtLTFvz9POs/ecLES1f24691J2Z3LTyZTp+vJV3I1g+GsfeEYf0pG3Thrz97SYm9O0Y0XJ1hQJIIiIiIiJSp2zbk0Ob5MqNjFaWhvFxJCbEkpFd/7qxiNQWaelZ1b7NuNgYrh51CL9lZFf7tmuaAkgiIiIiIlKnbNuTQ5eWVV8TJTkxIWoZSCJSfqnpmVRdnmFoU4d0rYGt1rwYn89X022ISEpKiq+uDG2ZkpKiYTpFROcCEQF0LhCpCgPu/oDRh7dn9mm9q3Q7ox76mEPaNeGxswdWaj3WWtauXcvYsWOj1DKR+uGWBd+x6NvNfH3biTXdlKipie8FK1euXDlw4MBBZc2nDCQREREREakzcvML2bkvt0pHYPNLToyPyihsxhgKCwuj0CKR+iV1Z1a1jcAmGoVNRERERETqkO17cwBo27RqayCBG4ktGqOwLVy4kI8++igKLRKpX9LSM6t1BLb6TgEkERERqTO27cnhhvnfsDdHRW1F6qtte/wBpOrIQIpODaS//OUvPPvss5VvkEg94vP5SEvPUgCpGimAJCIiInXG0p+3MX9lGh/9tLWmmyIiNWSrF0BqUw0BpGZJCRqFTaSGbNubQ05+YbUUzBdHASQRkTAKC30cKIMNiAhsyXAXjsvW7ajhlohITdm6xw2t3Ta5GjKQkuLJyMrTdwWRGpCWngWgDKRqpACSiEgYf/jXKq6a93VNN0NEIrQlw104LvtlZw23RERqylYvkNy6SfV0Ycsv9JGVV1Dl2xKRklJ3ZgKoiHY1UgBJRCSEwkIfH6/exg+bdtd0U0QkQv4LxzVb97LDK6QrIvXLtr05tGzcgIS4qr/USU5KAIjKSGwiUj7+DKROykCqNvE13QARkdrql+172ZuTT0xGTbdERCL1W0Y2TRPj2ZOdz/J1OxnTu0NNN0lEqtnWjJxqKaANLgMJICM7j/bNKj7q2wsvvMCaNWui1SyReiEtPZPWTRrQqIHCGtVFGUgiIiF8neoyj/bk5LNPIzqJHBC2ZGQz/JA2JCXE8cUvqoMkUh9t25NdLQW0wdVAAio9EluXLl3o0EEBb5HySEvPopO6r1UrBZBEREL4JnVX0f/+EV1EpPby+Xxszcihc/MkBnZrwbJ1qoMkUh9t25ND26YVzwYqj8AMpMp45ZVXWLx4cTSaJFJvpO7MpIu6r1WrMnO9jDFxwFOAAQqA84AY4FnAB3wPXGGtLTTG3A6cDOQDV1trlxtjekQ6b5T3TUSkUr5O3UXD+Fhy8gvZkpHNQa0b13STRCSMXZl55BYU0i45kSYN4/nLB6tJ35dLi8YNarppIlJNfD4f2/bmVGMGUnRqID3++ONkZmZy7bXXRqNZInVeYaGPjbuyGH24MveqUyQZSOMBrLVDgduAh7y/W6y1x+CCSacYYwYAxwJDgMnAo97y5ZlXRKRWyM4rIGVzBsf0bAMUj+wkIrXXFm/o7nbJiQz5XSsAlq9XFpJIfZKemUdega8aayB5XdgqmYEkIuWzZU82eQU+OisDqVqVGUCy1i4ALvbudgO2AAOBj71pi4FRwDDgfWutz1q7AYg3xrQp57wiIrXCj5szyC/0/T979x7caF7eC/776i7Zki1bttq2fOmedmuaGaZnGKCHoecM2XCWDCGbZJMlnDokYZMqckhqizlJ9pzAQgEbNqRSOeyklkMClbAkSx0qCRySIhsSDlkgc+0OM9PuGfCou6fbtmTZkq27db+8+8erV+6LL7q8N0nfT1WqZjyy9DOxZL2Pnuf74F33+QHsb3YiIuOKNZ+nfo8d5+bHYLeYcPEGC0hEwyTeLCRPe7QpILmbI2yZAgtIRFqSN7DNTzADSUttxZWHQqFaMBj8cwA/C+DnAbwnFAqJzf+cAzAGwAPg1rRK+etCB7fdOewM5XIZq6ur7RzX8Eql0sD8LESD6turUoD2CaRhNwtYXYtidUrZIhJfC4iUdflaDgCQi0dwoxjDvT4bvr+6idXTgs4nOxpfC4iU81K0AAAoJLax2vxbrja7RcDNzRhWV7sfYysUCmg0GnwtIGrTpdelv/mVZBSrq7s6n0ZZRn5f0Pa+u1Ao9MvBYPA/ArgI4NY+MTeANIBs85/v/Hqjg9seym634+zZs+0e19BWV1cH5mchGlRfWHkZJzwOPPbmN2Lmu7uoWkcUf97ytYBIWf+0dQ3ADt720H1wWM34sU0z/uifrmF26TTGmjklRsTXAiLl/KgQAbCNt7wxqFl24bhrE1aXp6fnscvlQqFQ4GsBUZv+W1T6m//Yw/fDYTXrfRxF6fG+4MUXX2zrdseOsAWDwV8MBoMfaf5rAVJB6AfBYPAdza89AeBpAM8CeFcwGDQFg8EFAKZQKLQL4OUObktEZAiXw2mcmx8DAEx7HMxAIuoDsWwZ4y5r643k+ZOTEEXgX7iNjWhoyFtTtcpAAqRNbL1mIH3ta1/DU089pdCJiAZfJFXAtNs+cMUjo2snRPu/AngoGAz+M4B/BPAkgN8A8KlgMPg8ABuAr4VCoRchFYeeB/D15m0A4Lc6uC0Rke7ShQrWEgWcmx8HIAXyxllAIjK87WwJ/ltWdz+0MA6b2YSLNxNHfBcRDZKdXBkjNjNG7G0PWvTM4+y9gOTz+eD1ehU6EdHgCyeLzD/SwbGvrKFQKA/gvQf8p8cPuO0nAXzyjq9dbfe2RERGsBKRMhMelAtIbju+ky1DFEUIgrGzVIiGWTxbui0412E148H5cVxkBxLR0IjnSpjSsPsIkDax7e5VerqPL3/5y4hGoxxhI2pTJF3AmxZYdNVaOx1IRERDZSWchiAAb5yTRtj8HgeK1Tpy5e7DMYlIfbFsGX6P47avnT81gVc3M8hxxTbRUIjnyph2O46/oYKU6ED68pe/jL/5m79R6EREg61WbyCaLmHeyw4krbGARER0h5VwGqenRlureeWOBo6xERlXvSFiZ6+ME3cUkB45NYmGCPxgPaXTyYhISzu5MqY8WncgWZEtskhNpJXtbAn1hoiA13n8jUlRLCAREd1CFMVmgPZ462tyR0MsW9brWER0jES+jHpDhP+OC8c3LXhhNQu4eINjbETDYCdX1jRAGwA8TguypRpEUdT0cYmGVThZBABmIOmABSQioltEUkUk8pVDCkjsQCIyqnizwDt9RweS02bGA4FxvHCDQdpEg65QqWGvXNMhA8mKekNEoVLX9HGJhlUkVQAAdiDpgAUkIqJbrETSAICHbikgyZ9ksgOJyLjkAu+dGUgAcP7kBF7ZzCDPHDOigdYqJOuQgQSg5xwkImpPJFWEIAAzYywgaY0FJCKiW6yE07BZTAiecLe+NmK3wG23sAOJyMDkAu+dI2wAcP7UJOoNES8yB4looO3syQUk7TuQACBb7L5I/fd///f4kz/5E6WORKSqizcS+OnPPaPbBzPhVAEzHgdsFpYztMb/xYmIbnE5nMb9sx5Yzbe/PE577IjnWEAiMqpYtgRBAHyjd184Przohdkk4OJNjrERDTK5A0nzETanBUBvHUgulwtOJ7spqD88fW0XK5EMnn9dn7+rkVQRAW5g0wULSERETbV6A69sZm7LP5L5PQ6OsBEZWDxXwuSI/a7iLwCM2i24f26MQdpEA07+oEe/DqTuC0if//zn8dWvflWpIxGpai2RBwA8c31Xl8ePJAsITLDgqgcWkIiImq7G9lCqNvDgoQUkdiARGdV2pnTg+JrskVMTWImkUWTILdHAiufKsJgEeF02TR9XiQykv/qrv8I//MM/KHUkIlXpWUCq1BrYzpbYgaQTFpCIiJrkAO2DCkjTHjvi2TJX9BIZVCxbPjBAW/bIyUlU6yJe3mAOEtGg2smVMeW2w2QSNH1cj6M5wtZDBhJRvxBFEeu7BTisJlyP72ErU9T08bcyRTREYJ4b2HTBAhIRUdNKOI1xlxULE3d/ouF3O1CpN5AucMMKkRHFc6UjC0hvXvLCJAAv3GAOEtGgijcLSFpzKzDCRtQvkvkKcuUa/odzswCAZ65p24UUSUkFK3Yg6YMFJCKipsvhNM4FxiEId39yKV+YxhikTWQ41XoDu3uVI0fY3A4r7psdwws3mYNENKji2ZLm+UcAYLOY4LSaexphI+oXa4kCAOBd952Ab9Sm+RhbOCk9/jwzkHTBAhIREYB8uYarsdyBAdrA/mpwBmkTGc9OTnpeHtWBBADnT07gcjiNUpU5SESDSBphO/p1QC0ep4UjbDQU1nal/KOTvhG8/bQPz17fRaOhXcRDJFWE2STgxDF/80kdLCAREQF4dTODhgg8OD924H9vdSAxSJvIcOTn5VEdSABw/tQkKrUGLofTWhyLiDRUrTeQLFR0GWEDpE1svXQgfe9738Of//mfK3giInWsJ/IwCdII2YXTPuzuVfDadk6zx4+kCpgZc8BywNZVUh//Vyciwn6A9rnAwR1I8hvSOAtIRIYjdwZOH9N58NalCQgCcPEGx9iIBk1irwJRhC4jbIC0iY0jbDQM1hIFBLwu2CwmPLY8BQB45vqOZo8fThUxz/wj3bCAREQEYCWcwfyEE5OjB7/xdFjNGHdZsc0CEpHhxHNyB9LRBaQxlxVnT3hw8SaDtIkGjfw6oFsBydHbCNsf/uEf4ktf+pKCJyJSx3oij8VJqYBzYsyB09OjeFrDIO1IqoAAN7DphgUkIiLsB2gfxe92MAOJyIBi2RLMJgGTI7Zjb3v+1ARe2kihXGMOEtEgkbPQpnXKRem1A+nv/u7v8P3vf1/BExEpTxRF3NzNY2lypPW1C6d9uHQzqUm+YKlaRyxbxvwBG5NJGywgEdHQi+dK2EwX8eAhAdqyaY+dI2xEBrSdKWPabYfJdPcGxTudPzmJUrWBK5GMBicjIq3EmwUkXTOQihxho8GWLlSRLdVaHUgA8NiyD+VaAy+tp1R//Gi6CADsQNIRC0hENPSuhKULycM2sMn8HnYgERlRPFdqu+vgrScnAAAXb3CMjWiQxJt/n6cOGUVXm8dpQbZUgyhqt42KSGtrif0NbLLzpyZhMQl4+rr6Y2zhlFRAYgeSflhAIqKhtxJJw2wScP/swRvYZH6PHTt7ZdQ1XFVKRMeLZUvwt9l1MDFiQ9DvxsWbDNImGiTxXAlelxU2iz6XNx6HFfWGiEKF47E0uNYTBQDA4i0jbKN2C9604MUzGuQgRVLS47MDST8sIBHR0LscTiPod8NpMx95O7/HgXpDRCLPLiQiI4llyzgx1n7uyflTE3hxPYVqvaHiqYhISzu5sm7ja4CUgQSg6xwkp9MJu12/8xO14+ZuHoIAzE/cXsC5sOzDq9EMUvmKqo8fThZhNQvwH7N1ldTDAhIRDbVGQ8RKOH3s+BqwvyI8zjE2IsMoVevIFKvHbmC71fmTkyhU6nhlkzlIRIMiniu3/k7rweNoFpC63MT2rW99C1/84heVPBKR4tYTecyOOWG33P6h64VlH0QRePZ1dbuQIqkC5sadbWUekjpYQCKiobaWyCNbquHB+aPH1wC0OhxiDNImMgy5oNvJ6u7zp+QcJI6xEQ2KnVy5o9cBpY312IFE1A/WEoXb8o9kD8yNwe2wqD7GFkkVEfAy/0hPLCAR0VBbiaQBHB+gDUgZSAAYpE1kILGcVNDtpAPJN2rH6elRvMAgbaKBIIqiNMLm0XOEzQIAXW9i+93f/V388R//sZJHIlLceiJ/2wY2mcVswttOTeLpa7uqBslHUoW7xudIWywgEdFQWwln4LKZsTztPva2vlE7BIEdSERGIj8fOykgAcD5kxP4wVoSNeYgEbVNFEVUasZ7zmSKVVTqDd02sAG3jLB12YH0T//0T3jhhReUPBKRojKFKlKFKpYm7+5AAoDHln3YTBex1gzaVlqxUsfuXoUdSDpjAYmIhtrlcBpvnBuDuY1ZaqvZhMkRO+I5FpCIjELuCPR32Hlw/tQk8pU6fhjNqnEsooH0t5ejeOvvfQdFg20ai+eao6wdFpKV1ArR7jIDicjo1hJ5ADiwAwkALixPAQCeubajyuNzA5sxsIBEREOrXKvjR9EsHmxjfE3m99g5wkZkIPFsCTaLqZU/0q5HTjZzkG5yjI2oXZfDaaQLVYRT6nQYdKubLDSluR29jbARGZ1cQFo6IAMJAJYmXZgbd+JplXKQIqkiALADSWcsIBHR0HptK4dKvdFW/pHM73FwhI3IQLazJfg9dghCZxtZpj0OnPSNMEibqANyB0DEYAWknT3p77KeBSSr2QSXzcwQbRpY64kCBAFYmDi4gCMIAh5b9uH51xOqjIfLhWtmIOmLBSQiGlqdBGjL2IFEZCyxbAn+Lld3nz85gUtrSdQb6gV+Eg2SjaRcQCrqfJLbyR1IUzoWkAApB6nbEbbJyUmMj7f/foRIa2uJPGY8Djis5kNvc2HZh1y5hiubGcUfP5Iqwm4x6Zp1RiwgEdEQuxxOY8ptx+xY+xef024HEvkyqgzeJTKEeLYMfwfP4Vs9cmoSuVINq1vMQSI6jiiKCCelwpHhCki5MpxWM0btFl3P4XFauu5A+vrXv44/+qM/UvhERMpZ281j8ZAAbdnb7/FBEIBnVBhjCycLCHidHXcck7JYQCKiobUSTuNcYLyjP0R+jwOiCOzusQuJyAh66kA6JeUgvXCDOUhEx0nkKyhWpfBso42wxXNlTHcxyqo0j8OKDDOQaECtJwpY8h2dP+QdseH+2TFVCkiRVJH5RwbAAhIRDaVMsYrXd/J4cH6so++TNz1xjI1If3vlGvKVescb2GQzY04sTLhw8SZzkIiOI4+vWc2C4TqQdnIlQ4y1eJzWrjuQPvKRj+Czn/2swiciUka2VEUiX8HSMR1IgDTG9tJGCntlZTcSRlIFbmAzABaQiGgovRKRZrM7yT8CpA4kAAzSJjIA+Xno72F19/mTE/iXtSQazEEiOlK4WUA6Fxg3XAFJ7kDSm8dh6ToD6fnnn8fKyorCJyJSxkZCev4fN8IGAI+d9qHWEHFRwe7evXINqUIV84cEeJN2WEAioqEkB2g/EOisgCS/QY2zgESkO7mA1MuF4/lTk0gXqgjFckodi2ggyUWjt90ziWS+grzC3QW92MmWMd3lKKuSeulAIjKym7t5ADh2hA0A3rTohd1iwtMKjrHJY7PsQNIfC0hENJQuh9M4NTWCMae1o++bHLHDbBI4wkZkAPLmpV47kAAo+kkp0SAKJwvwjdqw7HcDADbTxuhCKlbqyJVrum9gA+QtbFWIIjsaabCsJ6QC0kIbHUAOqxlvPTmBZ64rV0CSA/znmYGkOxaQiGjoiKKIy+E0Huyw+wgAzCYBU6N2jrARGYASI2zzEy7MjTuZg0R0jI1kAQGvq9UBYJQg7Z2cVEg2RAHJaUFDBPKVut5HIVLUWqIAv8cOl629TYePLftwPb6HrYwyhWZ2IBkHC0hENHS2MiXs5Mod5x/J/B47Yjl2INHw+H+vbOEnnvpn1OoNvY9ym+1sCSO23ld3nz81gYs3k+waIDpCOFXAwsStBSRjdCDFc81RViMUkBxSV3O2i01sgUAAfr9f6SMRKWI9kW8rQFt24fQUACi2jS2cLMJlM2NixKbI/VH3WEAioqGzEpbyj7otIE17HMxAoqFy6WYCr23nsJUx1u99PFvuqftI9shJKdPlWnxPgVMRDZ5avYFouoT5CSemRu2wW0wGKiBJH+gYJQMJQFc5SF/5ylfwB3/wB0ofiUgRN3cLHRWQ7j3hhm/UptgYm7yBTRAERe6PuscCEhENncuRNGxmE87OuLv6fr+HI2w0XKLNwtF6whgjK7JYtqRIAen8KeYgER1lK1NCvSFi3uuCIAiY8zo5wnaA/Q4k4wSME/Vqr1zD7l4Zi20EaMtMJgFvP+3Ds9d3FdlyGk4VmX9kECwgEdHQWQmncXbWA7vF3NX3+90OpApVlGvMOKDhEG2G5W4kjXHBKIvlSvArsLp7YcKFEx4HXmAOEtGBws3nvhygG/C6DNSBVILZJGDSAKMtHqc0TtvNCNuTTz6Jz3zmM0ofiahncoB2Jx1IAHDhtA+7exVFtpzKHUikPxaQiGio1BsiXolk8GBgrOv7kDse4tzERkNCHl1bT+Z1Psk+URQRU2iETRAEKQfpBnOQiA4SbnYbzbcKSE7jFJCyZfhGbTCZ9B9taXUgdTHCdvnyZbz22mtKH4moZ3L3cacFpMeWlclByhSqyJVqCLADyRBYQCKioXI9vod8pd51/hEATDc7HjjGRsOgWKkjma8AADYMNMKWKVZRqTUwrUABCQDOn5zE7l4ZN3aNUyQjMoqNZAFmk4CZMen5FvA6kcxXkC/rP6q1s1c2RP4RcEsGUhcdSERGtdbsQFqc7KyAc2LMgdPTo3i6xxyk/QI2O5CMgAUkIhoqvQZoA/sdSDF2INEQiN6ygtdII2zy80+JETYAeKSVg8QxNqI7hZNFzIw5YDFLlw5yJ8BmWv8upHi2bIj8IwBwO5ojbCX9C2tESlnbzWPKbcdIFxtPL5z24dLNBErV7mMf5G5HdiAZAwtIRDRULkfScDssONlhG+6t9gtI7ECiwbeVln7P7z3hxkaiYJgRL/n5p8QIGwCc9I1gym3HxZsM0ia6UzhVaOUfAWhlkRghSDueK2PaIAUkq9kEl83MDiQaKGuJApY67D6SPbbsQ6nawEvrqa4fX36dYYi2MbCARERDZSWcxoPz4z1lJXhdVljNAmI5FpBo8MkB2o+cmkSuXEO6YIwLo1YBSaHRFUEQcP7kBF64kTBMkYzIKMLJwm0Xb/sFJH07kGr1BhJ54xSQACkHqZsMpDNnzmBpaUn5AxH1aD2R7zj/SHb+1CQsJqGnMbZIqgi33dIKqSd9sYBEREOjWKnjte0czgW6H18DpAvNabeDIdo0FKKZIgQBeOtJacRr3SBjbPHm6u5phUbYAOmNbixbbgWGEhFQqNSwu1e5LX9katQOu8WkewEpma9AFGGYETZA2sSWLXY+wvbFL34Rn/rUp1Q4EVH3CpUaYtkylnzdFZBG7RY8tDDeU5B2OFlAYMIFQdA/KJ9YQCKiIfLDaAb1hthT/pHM77FzhI2GQjRdhG/UjtPTowCMk4O0nSlhzGmFw2pW7D4faRbJOMZGtE8uEs3fMsImCALmvE7dR9jkQvKUQUK0ge47kIiMSP5ApdMA7VtdOD2FV6MZpJoLOToVSRVbXY+kPxaQiGhoXJYDtANjPd+X3+NgAYmGwlamhNlxZ2t8ZSNhjC1lsWwJJxTKP5Kdnh7F5IiNQdpEtwgn5Q1It19ABrwu3TuQ4s1RciU7EXvlcXZXQPrgBz+IT3ziEyqciKh7682/+d2OsAHAhWUfRBF49vXOu5BEUUQ4VWD+kYEcOUgYDAatAL4EYAmAHcCnAUQAfBPAtebN/jgUCv1lMBj8BICfBFAD8GQoFLoUDAZPA/gyABHAqwB+IxQKNQ66rdI/GBHRnVYiGcyOORRZ++33OHpqxyXqF5vpIu494YbTZsa0226YDqRYrqz4RaMgCHjryQlcvMkCEpFMfs7feQEX8Drx6mZGjyO1yKPkxspAsuB6vPMRtqtXr6JQMMbrK5FsTYEOpHOBMbgdFjxzbRfveWC2o+9NFaooVOrsQDKQ4zqQ3g8gEQqFHgPwBIDPAXgTgM+GQqF3NP/vL4PB4JsAPA7gPID3AfjPze//LICPNb9fAPDTR9yWiEhVK+E0HlzofXwNkApIuXIN+TJX9dLgEkUR0XQRM2PSG7fFSZdh8oHi2ZJiG9hu9cipSWymi62uC6JhF04W4bSa4Ru13fb1gNeJZL6i69/BneYIm2/UQAWkLjuQiIxoPZGHb9QGt8Pa9X1YzCa87dQknr622/GSCvlvMQtIxnFcAemvAXz8ln+vAXgYwE8Gg8F/DgaDfxYMBt0ALgD4digUEkOh0AYASzAYnGre9vvN7/0WgHcecVsiItUk9srYSBZ6DtCW+ZudD3L+AtEgSheqKFUbmB2X3rjNT7gM0YHUaIiI58qt56GSzp+ScpBeuMEcJCIA0vjIhPOuANtAsyNpM63fGFs8V1Y8C61XHocV2WKV2xxpINzczWOxh/E12WPLPmymix1/CHVQBhvp68gRtlAotAcAzSLR1wB8DNIo25+GQqEXg8Hg/wbgEwDSAG59p5UDMAZACIVC4h1f8xxy252jzlIul7G6utrmj2VspVJpYH4Won5xKSL9wRpvZBR5/pWab5gvvRJC6UR3n4rwtYCM7npCKpA29naxulqCq1HAdqaElVd/CJtZvxjFVLGGekOEWEgr/hxqiCLcdhO+/fIN3D+yp+h9H4avBWRk17ZSmB6x3PU7WstI+UPPX7mKekCfi7vXozsYs8FQz59iNo2GCLz0IKaEbQAAIABJREFUyo/gsrb/OlkoFNBoNAz1sxBd387g3Iyz59/LGZPUlffXT7+K99zrafv7XgpJ+aX5eBir6eGJbzby+4IjC0gAEAwG5wF8A8DnQ6HQfwkGg+OhUPP/k9LX/y8AfwvAfcu3uSEVlRoHfC17yG2PZLfbcfbs2eNu1hdWV1cH5mch6hf/ELkKk7CN9zz6AEbsx770Hcs6mQO+vQWH14+zZ+e6ug++FpDRRX4UA7CJt963jLPz43i4FMFXLqcwMr3Y2sqmByl3ZQMPLC/h7NkTit//2+4pYHU7q9nzk68FZFSiKGLnq+t4x9nZu35HJwMl4O+jEEYncfbski7nK303ifkpp6GeP8u5DeDFJGYWTrW6N9vx6KOPIplMGupnoeFWqtaxW7iBc6dmcfbsck/3da8oYu67u7i+Z+7od7wcegXjrhzefO6+nh6/3+jxvuDFF19s63ZHlvGCwaAfwLcB/MdQKPSl5pf/MRgMvrX5zz8O4EUAzwJ4VzAYNAWDwQUAplAotAvg5WAw+I7mbZ8A8PQRtyUiUs1KJI3labcixSMArSBuOcCTaBBFm5128kXQwoTUxq53PpC8eUmNETYAOH9qEuFksfXzEw2rVKGKfKV+4PjI1KgddotJ101s8VwZUwbKPwKkDCQAHecgPfXUU/jIRz6ixpGIuiKPrC/5eh9hEwQBjy378NzrCdTqjeO/oSmSKjL/yGCO6wP7KAAvgI8Hg8HvBYPB7wH4TQBPNf/57QA+HQqFXoRUHHoewNcB/Ebz+38LwKeCweDzAGwAvnbEbYmIVCGKohSgPa9M/hEAuO0WOK1mxLIlxe6TyGii6SJsZhMmR6Tw3IXmRaS81lcvsWbhVo0QbQA4f1LKQbp4kzlINNz2N7DdfQEnCALmvE5EUvoUlEVRykJTYrOqkjzNsOFskUs2qL/d3JX+1i/1sIHtVheWfciVarjSwfbGcLJw1wZI0tdxGUgfBvDhA/7Towfc9pMAPnnH165C2rh27G2JiNSykSwgVajinIIFJEEQ4PfYEWOINg2waKaEmXEHTCYpPNc3aoPLZsZGUt/OnO1MCYIATKm0uvvsjAduhwUXbyTxsw8FVHkMon4gdxseFmAb8Lp060DKFmuo1BqYVul1oFsep3R5lS121oH0/ve/H5lMBt/85jfVOBZRx+QPixYneu9AAoC33+ODIADPXNvFmxa8x95eFEVEUkX8d/dOK/L4pIzhSaIioqF1OSzFrJ2bH1P0fqc9DnYg0UCLpouYGdv/dF8QBCxMuLCR1LcDKZ4rYXLEDqtKQd5mk4DzJydw8WZSlfsn6hfh1HEFJKduBaSdPenvr1qF5G61OpA6HGGLRCKIxWJqHImoK2uJArwuK8ZcVkXuzztiw/2zY3jmWnvpNTt7ZZRrDW5gMxgWkIho4K2EM3BYTTjjdx9/4w74PQ7EWUCiAbaVLt4VAisVkPTNQIply6rlH8nOn5zEzd08i8Q01MLJAiZGbBg9JD8w4HUima8gX9Z+XEvOIDRcAUnOQOqwA4nIaNYTeSxOKtN9JHv7aR9e2khhr43XDLk4zQwkY2EBiYgG3kokjftnxxTvVvC77YhlyxBFUdH7JTKCWr2B7WwJc4cUkPT8vY9lS6rlH8nOn5JykF64wRwkGl7hZPHA/CNZoJlNsqlD4Hy8OUI+7TZWBpLb0RxhKzEDifrb2m4BJxUI0L7VY8s+1BoiLrbxt1UeoQ0wA8lQWEAiooFWrTfw6mZG0QBtmd/jQLFaR06HT16J1BbLldEQgZmx2y8eFyddKFUbrYs3PWjRgfSGGQ9G7RaOsdFQC6cKR46PyJ0BegRp78gFJJVfCzplNZswYjOzA4n6WqlaRzRTxKJCAdqyhxe9sFtMeLqNMTZ2IBkTC0hENNBC2zmUaw1FA7Rl8ptWjrHRINpqdhTMjt/+6f5Cs51drzG2ar2BRL6seteBxWzCm5e8bX1KSjSI6g0Rm6limwUkPTqQSrBbTHAfMl6nJ4/T2nEG0tve9jacO3dOpRMRdSaSKkAUgSWFR9gcVjPeenICz15vr4A0OWKDy2a85/gwYwGJiAaaHKCtVgcSsL9SnGiQbLYKSHePsAHAekKfAtLuXhmiCNVH2AApB+n1nXyr04FomGxliqg1xCNXaE+N2mG3mHQqIJUx7bFDEATNH/s4HocV2WJn3cmf+cxn8Ju/+ZsqnYioM2u70t94pTuQAGmM7Vp8D9uZoz+AjaQKCDBA23BYQCKigbYSTmNixKZK++t+AYkdSDR4tppv7G7dwgYAc+NOmAT9OpDkgq3aI2zAfg7SJY6x0RAKJ6Wi0MIRF3CCIGDO69RlhC2eVb8TsVsep6XjDiQiI1lLSNtWlc5AAoALp6cAAM8c04UUSRU5vmZALCAR0aESe+W+D5BdiaRxLjCmyieU083NL+xAokEUTRfhcVjgdty+vtdmMWFmzImN5ptLrckFWy06kN44NwaXzYyLN/v7dZCoG+FmUWh+4ugLuIDXpUsH0s5eGVOjxso/knkcnY+w/dzP/Rw+/OEPq3Qios6sJfIYc1ox7rIpft/3nnDDN2rDM9d2Dr1NQx6hZYC24bCARESH+rNnbuL9f3oRxUpd76N0Za9cw7X4Hh6c96py/yN2C9x2CzuQaCBF08W7xtdki5Mu3TqQ5MwxLYJzrWYTHl709n0hnagb4WQBJuHuMdY7BbxOfUbYsiXDBWjLPM7OR9gSiQTS6bRKJyLqzHqigCUVxtcAwGQS8PbTPjxzPXHoRtd4roxKvcEOJANiAYmIDhVOSfkHr+/s6X2UrlyJpCGKwLn5MdUeY9pjRzzHAhINnmi6dOiF48KEfgWk7WwJZpMA34g2F46PnJrE1dgekvmKJo9HZBThZAEzY05YzUdfLgS8TiTzFeQ13EhaqtaRLdVancBG43FYkOEWNupja4k8FhUO0L7VhdM+7O6V8dp27sD/vt8ByQ4ko2EBiYgOFW2G6F6NHfzibnQr4QwA4FxA+QBtmd/j4AgbDaRopnhX/pFsYdKF3b0K9jS8YJTFsmVMu+0wmbQJzj1/Us5BYhcSDZdwqnjs+BogjbAB+8H7WpCD7Y2bgWRFrlRFo3FwdwWRkVVqDWymilhSIf9I9thyMwfp2sE5SHKuGjuQjIcFJCI61H4BqT87kFbCaSxOuuAdUX5+WyYVkNiBRIOlUKkhXage2YEESB0KWotlS5jWIP9I9kBgHA6rCS/cYJA2DZeNZKGt/BH5Ak/LIO14s4A0ZdgOJCsaIpCvaF9kJ+pVOFVAQ4RqI2wAcGLMgdPTo3j6kCBtOcR/7pgRWtIeC0hEdKBqvdEqjFzr1w6kSFrV7iOgOcKWLR86w03Uj6Jp6bk/O35woWZxQvpUcj2hz+Ylv4YXjTaLCW9a8OIiN7HREClV69jJldsaH9kvIGnZgSS9Rhm2gOS0AACypfYLSD/+4z+ORx55RK0jEbVtvbkkQ80RNkAaY7t0M4FS9e6s1UiqgGm3HQ6rWdUzUOdYQCKiA8WyJTREwGwScDXefwWkWLaErUwJD86rW0Dyux2o1BtIFZh1QINjKyNdCM6OHdKBNKljB1KupMkGtls9cmoSr21nkeHznIaE3E200EYBaWrUDrvFpGkBSe5AMmyIdnN7ZbaDHKSPf/zj+NCHPqTWkYjatrYrPf/V7EACpAJSqdrAS+upu/5bJFXk+JpBsYBERAeSOxDetDCOSKqIQp+1YV8OS5tMzqldQGpeyHKMjQaJPL562AjbmNOKMacV68m8lsdCqVpHulCFX+OLxvMnJyCKwKU1diHRcJBD8tvJQBIEAXNep6YjbDu5MkwCMKlRmH6nPM7OC0hERrGeyMNtt2BCxQgIAHjknklYTMKBY2zhVIEB2gbFAhIRHUjuQHj8zBREEXg9ru2FYq9WwmlYTALum/Wo+jjyhSwLSDRINtMlCIKUUXCYxUkXNpLaru5uBedq3IF0bn4cNosJL9xgkDYNBzl/pJ0MJEAK0ta0AylbxuSoHWaNwvQ71epA6mCE7YknnsAHP/hBtY5E1LabiQKWfCMQBHWfX6N2Cx5aGMezdxSQavUGttIldiAZFAtIRHQgeZvK42emAfTfJraVSBr3zrhVn52WO5Di3MRGA2QrXcS0237k+u75CRc2EtoWluVCrdYjbA6rGQ8GxvHSxt1t9kSDKJwswG4xtZ0xFPA6NR5hK2HaoPlHwC0ZSB10IBWLRZTLfC9B+ltP5LGo8via7MLpKbyymUEqX2l9bTtbQq0htl3AJm2xgEREB4qmi/C6rLh3xg2rub9ykBoNEVfCGdUDtIH9AE92INEgiWaKmDkk/0i2OCF1HNQ1XFMdaxZqtR5hA4BTUyO6ZD4R6UEeH2m3AyHgdSKZr2g27h7PlY1dQGp1IHGEjfpLtd5AJFXEksoB2rILyz6IIvDc6/sdvnIxOsACkiGxgEREB4qmS5gdd8JqNuGUbxTXY3t6H6ltN3bzyJVrqgdoA1JngtdlRSzHAhINjq106djVuQsTLtQaYisvSQvbzULtCY07kADpAnl3r3LgthiiQbORLGK+g/ER+UJvU6MupJ1c2bAb2ADA7ZA7kPorP5Jos/nBkFYdSOcCY3A7LHjm+k7ra+EOMthIeywgEdGBouliK0B32T/aVx1IcoC2FgUkQBqniXGEjQaEKIrYTBcxO350kUbexLahYVdOPFuCzWLCWDOgVkvyBbKWYzpEehBFEZFkoa0NbDI5q0SL50e9IWJ3r4xpt/aF5HZZzCaM2MzsQKK+c7M5mn7Sp00HksVswttOTeLpa7sQRamjOZIqQhBwbCc06YMFJCI60Ga6iNlmgO7ytBvhZP9sYlsJpzFqt+DU1KgmjzftcSDOETYaEMl8BeVa49g3bvLFpZYFpFi2BL/Hrnqw50H2L5A5xkaDLVOsIleudbQBScvnRyJfRkMEpnUYZe2Ex2ntKAPpPe95Dx5//HEVT0R0vPVdqYC0qNEIGwA8tuxDJFXEekJ6/QinCjjhccBmYanCiPj/FSK6S65URa5Ua3UgnfFLhZjr8f4YY1uJpPHGuTHNtrP43XZ2INHA2MpIxdDZY0bYZsacsJqF1hs+LcSyZfh16jpgBxINC7ko3En+yNSoHXaLSZPnR2sbo4FH2AApB6mTDqTf/u3fxq/8yq+oeCKi460lChixmeEbtWn2mBeWpwAATze3sUVSRQZoGxgLSER0lzsvIJf9bgDAtT7IQSpV61jdyuKcRuNrgDTCtrNX1jRMmEgt8gbG40bYzCYB816XpsHSsVxJ8w1sMmkrncACEg28cFL6He9khE0QBMxptIkt3iwgGTkDCZA2sTEDifqNtIFtRNNO36VJF+bGnXjmmpSDtJkqtroayXhYQCKiu+xfQEov3kuTrr7ZxPajrSyqdVGz/CNA2ghVb4hI5NmFRP1v647n/1HmJ1xYT+bVPlJLPFvWbWzFZBIwO+7kCBsNvHCquwDbgNelyfNjJyt3IBk3AwnovAPpHe94B375l39ZxRMRHW89UdAs/0gmCAIeW/bhudcTKFXr2MoUEeiggE3aYgGJiO4ib1WStzBZmpvY+qEDaUXjAG1AykACpItbon4XzUhB1ZMjx7evL066sKHRCNteuYa9ck23DiRAynnZ1HDrHJEeNpIFjLuscDs6C6sPaNaBJHVJG78DqbMCEpHeavUGNpIFzTaw3ertp33IlWr4xx9uoyGCHUgGxgISEd0lmi7CYhJue3O27B/F1ZjxO5BWwmn4PXacGNPuIlO+oI0xSJsGgByg3077+sKEC9lSDelCRfVzyUH1fh2DcwPjLo6w0cALJwtd5Y8EvE4k8hXVF27s5MpwOyxwWM2qPk6vPA6OsFF/iaZLqDVELGkYoC17+2kfBAH46qUNAGAGkoGxgEREd4mmpZyRW0Ooz/jdiKSMv4ltJZLBuYB23UfA/gUtg7RpEGyli22NrwHabmKTn196hWgD0gXyTq6MUrWu2xmI1BZJFTvKP5LJodubKhdZ47my4QO0AakDKVeqosF8ROoTawl5A5v2xZuJERvum/XghRtJAOxAMjIWkIjoLtF0sTW+JuuHTWzpQgU3d/OaBmgDgG/UDkFgBxINhmi6hJmxNgtIzTeZWmxik8dW/Bp2F94p0MyE4RgbDap6Q5QCbDvMPwL2L/jU7tKTCkjGzj8CpAykhgjkDf7BG5FsvVlAWtI4A0l24bS0jc1sEjCj4996OhoLSER0l2imeNcGJnkT21UD5yCtRDIAgIc0LiBZzSZMjthbF7hE/apabyCeK2HumA1sMi07kLYz8gibfm8q58aln5djbDSoYtkSKvVG1yNsAFQP0t7J6Rem3wmP0wIAyJbaKyC9973vxU/8xE+oeSSiI93cLcBpNevW4ffYsg8AMDPmgMXMMoVRWfQ+ABEZS70hYjtTumuEZXHCBZvZhGsGzkFaCachCMD9gTHNH9vvsXOEjfpeLFtCQ2xvAxsAuGwW+EbtmgRpx7JljNjMGLXr99ZFqwtkIr2Em8XgbkbYpkbtsFtMqhZYRVFEPFfC1GgfFJCaIeTZYvWuru6D/Pqv/zpWV1fVPhbRodYTeSxOutrKQFTDw4te2C0m5h8ZHAtIRHSb3b0yqnXxrgtIi9mEU1MjuGbgEbaVcBr3TI223rRpye9xcISN+l40Lf0Oz7RZQAKkrIT1ZF6tI7XEciVdu48A6XluMQmqZ7wQ6SXc/N2e76KAJAgC5lTexJYr11CqNvqkA2m/gNSOQqGAYpGvLaSftUQey9Nu3R7fYTXjN//1GU0X4VDnWEAiotvI2R4HfVq27Hfj5Y2U1kdqiyiKWImk8fiZaV0e3++x40pzhI6oX21l5Od/+2/eFidcuHgzqdaRWuLZku4XjWaTgNlxbVaVE+lhI1mAIOCuMfZ2BbwuVTv04s1O337JQALaH2F797vfjUKhgEuXLql5LKID1Rsiwski3vkGv67n+LXH79H18el4HC4kottEmwWkmQPePJ6ZHkUkVUS+bLxAyM10Ebt7FTw4r/34GiC9mU3ky6jWG7o8PpES5AJyuyHagNSpEM0UUa6pu5ksli3r3oEESGNsHGGjQRVJFjDjccBuMXf1/QGVO5B2clIBaaovtrA1M5Da7EAi0lM0XUSl3sDJSX0CtKl/sIBERLfZao6wHJSBsmzgTWwrYan7R+sNbDK/xwFRlEYAifrVVrqEMacVIx3kDC1OuiCK6q7uFkURsaz+I2yA+hfIRHoKpwoIdDG+JpsbdyKRr6Cg0uYxeVmFXiG/ndjvQGIBiYxP3qa6yAISHYMFJCK6zWa6CLfdcmCOkLyJzYg5SCuRNGxmE+494dHl8f3N0RoGaVM/i6aLbQdoy+Sw3XUVN7FlizWUaw1DXDTOjbsQz5VRqqrbcUWkh41koacAWzloXq2CstyB1A8jbG6H3IFkvK5tojutJaQswyUfA6zpaCwgEdFtjrqANPImtpVwGmdnPbBZ9HlZkzsjGKRN/SyaKWG2w/DKhUnpzWZYxQJSrNl1YJQOJGB/3JdoUJSqdcSy5a42sMkCzeKTWl168VwZNoupNR5mZBazCSM2MzuQqC+sJ/KwW0zw90FxlvTFAhIR3SaaKR4anilvYrtqsAJSvSHi1c0MzgX0yT8C0Ar3jbOARH2smw6kqVE7nFZzq/1dDXJh1gibWVodFiwg0YCRf6fnJzp7DbjVfPP5oVZO2E6ujKlRu25rxjvlcVrbzkD6wAc+gJ/5mZ9R+UREB7u5W8DipAsmU388t0g/xi/fE5GmoukSzgUOzxFa9rvx0rqxNrHd2NlDvlLHA0ecW22TI3aYTQJH2Khv5cs1ZIrVAwP0jyIIAhYmXKoWkLYzzQ4kA3wyKufDMAeJBs1Gs4twvocOJN+oHTaLScUOJP23MXbC47C23YH0gQ98AKurqyqfiOhg64k8TvqYf0THYwcSEbUUK3Uk85UjOxDOTI9iM22sTWyXw2kA0LUDyWwSMDVq5wgb9a2tjHTBN9dhBxIgXXCqOcIWl3NPDHDh6HfbYTEJ3MRGAyciF5B6yEAymQQExtULmo9ny4bIQmuXx2lpOwNpd3cXqZSxPqCj4dBoiFhPFrDEAhK1gQUkImqRLyAPG2ED9oO0jbSJ7Uokg1G7BaemRnU9h99jxzYLSNSnNpsbGGfGOi8gLU66sJEsQBRFpY8FQBphG3Na4bB2t1pcSRazCTPjDnYg0cAJp4qwWUw9F2jmvE71Rtj2yn0RoC3rpAPp53/+5/Hkk0+qfCKiu21nS6jUGlicZIA2HY8FJCJqiTYvIGePuIA845eKNEbKQboSSeP+OQ/MOs9tT3sciHOEjfrUVvr4AvJhFiZcKFbr2NlT5/c/li21Nh0awZyKHRZEegknCwh4nT1noAS8LlWeH+VaHelCFVN91YHUfgGJSC9ru80NbJPsQKLjsYBERC3R1gXk4QWkBXkTm0E6kCq1Bla3ckfmNmnF77G3tkUR9ZtougiT0N2mM3kT24ZKOUixbNkQG9hk0gUyR9hosGwkCz2Nr8kCXicS+QoKFWVH3XfkUdY+KiCNOa1tj7AR6WWt+bebI2zUDhaQiKhlM12EIBy96chom9he286iUm/oGqAt87sdSBeqKFXreh+FqGOb6RKm3Q5YzZ2/NVhshu5uqJSDFM+WDDW2EvA6Ec+VUa7xuU6DI5wsYKGHAG1Za1Ohwl1IRspCa5fHYUGuVEWjoc54L5ES1hN52CwmzBjogxoyLhaQiKglmi7C38YF5Bm/G9dixuhAWolkAAAP6BigLZM7JORPSYn6yVam2NX4GiBlnggCVNnE1miIiOfKhhphC3hdEEVgK82OQxoMmUIV2VIN8xOdZ6DdKeBVZ1Oh/Ld1arR/LnI9TisaIpBXuBuLSElriTwWJlw9j6/ScGABiYhaom1eQJ7xG2cT20o4jYkRW+sTTz3Jn4pyExv1o2i6iJkuNrABgN1ixuyYU5VNbMlCBbWGaLARNul/J+Yg0aAIp3rfwCabbz0/lH096M8OJCsAIFM8PgfpQx/6EN73vvepfSSiu6wnClhigDa1iQUkImqJpkttXUCenpY2sRkhB+lKJI0HAmMQBP0/NZFH/2IM0qY+I4oiopkS5rosIAHA/IQT6yoUkOSCrLE6kNS5QCbSi1z8nVdghM03aofNYlK+AylbgiAAkyM2Re9XTR6nBQDaykH6hV/4BTzxxBNqH4noNo2GiLVEngHa1DYWkIgIQPMCMl1s6wLSKJvY8uUarsf3DBGgDUgZSAA7kKj/JPIVVGoNzB6Rf3acxYkRVUbY5M2GRupAOuFxwGwS2IFEA6PVgaRAAclkEhBQYVPhzl4ZkyN2WLrIadOL3IHUzia2cDiMra0ttY9EdJt4roxStYFFBmhTmyx6H4CIjCGZr6Dc5gXk4uQIbBYTruvcgfTqZgYNETg3r3/+EQCMu6ywmU3cxEZ9R97A2O0IGyBtYtvdK6NQqcFlU+7txXarA8k4BSSL2YQTHgc7kGhgbCQL8DgsGHNaFbm/Oa9T+RG2bBlTfbSBDZAykAAg28YI2y/+4i+iUCjg0qVLah+LqGUtkQcAjrBR2458hxcMBq0AvgRgCYAdwKcB/AjAlwGIAF4F8BuhUKgRDAY/AeAnAdQAPBkKhS4Fg8HT7d5W+R+NiDoRbYbBzrZxAWk2CbhnalT3DqQrrQBtY3QgCYKAaY+91TFB1C/k538vI2wLt2xiu/eER5FzAfsdfUa7cAx4ndhMswOJBkM4WcSCgheQAa8L345uK3Z/gNQpMW2w14Hj7Hcg6Z8ZSXSQ9VYBiR1I1J7jekDfDyARCoUeA/AEgM8B+CyAjzW/JgD46WAw+CYAjwM4D+B9AP5z8/s7uS0R6Ui+EGqngAQAy9Ojum9iW4mkMTfuhG/UOG8o/R4HR9io77Q6kHoYYWsVkBQeY4tly/CN2o7dDqm1gNfFETYaGOFUQZEAbVnA60QiX0FBwe1j8Vyp/wpIrQyk4zuQiPRwc7cAq1no6e8/DZfj3o39NYCP3/LvNQAPA/h+89+/BeCdAC4A+HYoFBJDodAGAEswGJzq8LZEpCP5ArLdDgR5E9uejpvYVpoB2kbi99hZQKK+s5Upwm4xYaKHcNrFyf0OJCXFsyVMu433xjbgdWI7W0Kl1tD7KEQ9aTRERJJFRfKPZHLQ/KZCRdZGQ8TuXsVwnYjHGbU3C0htZCAR6WE9kcf8hKuvssVIX0eOsIVCoT0ACAaDbgBfA/AxAH8YCoXE5k1yAMYAeAAkbvlW+etCB7fdOeos5XIZq6urbfxIxlcqlQbmZ6HB8eqNBOxmAVvr17HdxkYzZ1Vqef3OxVcQnNL+4i5TqiOcLOKdS05DPZ+stQK20oW2zsTXAjKK1zbi8LnMeO2113q6n1GbCSvXN7HqU26Mcz2ehtdpNtxzxVzKQRSBp198FbOe3nJj+FpAetrN11CpN2AtZxT7PaxnpA9SnrtyFbVA74WpdLGOekNEo5Duu+eK0ypgbTOG1dX6kbcrFApoNBp99/NRfwttJuEbsfD3zmCM/L7g2JTLYDA4D+AbAD4fCoX+SzAY/INb/rMbQBpAtvnPd3690cFtj2S323H27NnjbtYXVldXB+ZnocFRfuklzE3U8IY3vKGt2zum8vjd78ZQcflw9uy8yqe72/dCcQDr+NcPL+PsPT7NH/8w98Zex9+uvoaFU8sYsR/9EsvXAjKK3P+XxNK0o+ffx6WpXWRFZf9eZ/7rJt58j89wz5WUbRd4dgeOyVmcPd3baxBfC0hP/7KWBLCBt7zhFM4GpxW5z8m5EvCtKEyjkzh7dqnn+/tRNAtgHQ8sL+Ls2Zme709LXlcUFpfn2Of4xz/+cYTDYb4WkGZEUcT2V9fx+Btm+XtnMHq8L3jxxRfbut2RvWrBYNAP4NsA/mMoFPpS88svB4Mq4GjgAAAgAElEQVTBdzT/+QkATwN4FsC7gsGgKRgMLgAwhUKh3Q5vS0Q62kwXOwrQXZhwwWYx4ZpOQdpXIhkIAvDGOeONsAFS2CdRv9jKFDE71n2AtmxxYgRhBUfYavUGdvfKmDbQBjaZnBfDTWzU7+TnrJIjbL5RO2wWk2I5YTt70t/UfstAAqRNbO1kIP3UT/0UfuzHfkyDExFJdnJlFCp1BmhTR44bdvwoAC+AjweDwe8Fg8HvQRpj+1QwGHwegA3A10Kh0IuQikPPA/g6gN9ofv9vdXBbItJRNN3ZBeT+JjZ9grSvRNI45RuB26HMymGlyKvGmYNE/aJSayCeK2Omhw1ssvkJF8KpAuoN8fgbt2F3rwJR3C/MGsmJMQdMgnIZL0R6kXPLetnCeCeTSUBg3KlYASlu0G2M7fA4rG1lIIVCIdy8eVODExFJ1ppLL5Z8LCBR+47LQPowgA8f8J8eP+C2nwTwyTu+drXd2xKRfsq1OuK5ctsb2GRn/KP4wVpKpVMdThRFrEQyeKzHsRE1yBe6LCBRv4hlSxBFYG689y6fxUkXqnURW5kiAgpsdJKfRycM2IFkNZswM6bcBTKRXsLJIk54HHBYzYre75zXqViHntzVa8RA/eN4nBZE08e/J/i1X/s1FAoFvPvd79bgVETAWkLKM12aVK77kAYf49aJCLGM9MZstsMLyDN+ty6b2LazJezkyobbwAagNWoTz3KEjfqDvIGx0wLyQRYmlN3Ett0sIPkNWEAC5AtkFpCov4VTBcxPKNd9JAt4XcqNsOXKcNstcNqULXJpod0OJCKtrSfysJgERbsPafCxgERE2OzyAnJ5ehQANM9BWglLufsPzI9r+rjtcNstcFrN7ECivrHV3JY0o0AGUquAlFCo66D5PJo24AgbIK0qZwYS9btwstDK9FJSwOtEIl9BodL7h0w7uXJfjq8B7WcgEWltbbeAgNcJi5klAWoff1uICFuZLgtIfmmh4jWNc5BWIhlYTALeMOPR9HHbIQgC/B47YgzRpj6xX0DuvctnZswBi0lQrAMpli3DbBIwOWLMC8fAuBPb2RKq9cbxNyYyoHKtju1sSdEAbVnAK72nUCInLJ4r9W8ByWFBrlxDQ6FsOCKlrCXyWGSANnWIBSQiao2wzIx1dgG5MOGC3WLCtbi2HUhXImncO+NWPK9BKdMeBzuQqG9E00WMu6xw2Y6MRWyLxWxCwOvEumIFpBKmRu0wmwRF7k9pAa8LDRHYzvD5Tv0pmpYy0NQpIMmbCpUoIBlzG2M7PE4rRBHYU6ATi0gpoihiPVHASQZoU4d6f7dIRH1vM12Cb9TWcUFGj01sjYaIK5EMfurcrGaP2Sm/x4FXImm9j0HUlq1MqaMNjMdZmBxprQXvVSxXNuQGNpncYSFlyDCElPqP3C0471U+A0W+z17HPEVRRDxbxnTfdiBJ22KzxWrrnw/ysY99DOvr61odi4ZcIl/BXrmGRQZoU4fYgUREiKaLXQfonvGPapqBtJbII1eq4ZwBA7RlfrcdsWwZosh2dTK+Xp7/B1mYcGJdwQwkI3cdKNlhQaQHudi7oMJFpG/UDpvF1PPzI1+po1it9+8Im1P6vD5bPLoD6Z3vfCceffRRLY5EParWG/iHV7dQqfXv+PJ6awMbO5CoMywgEZF0AdllB8Ky341opoScRhtGrkQyAIAHAsYL0Jb5PQ4Uq3XkNN5OR9QNqYCkXJFmcWIEmWIVmULvrwmxbMnQHUgnxhwwCSwgUf8KpwqwmU3wu5Uv1JpMAgLjvW8qbIXp92sBSe5AOuZ90uXLl7G6uqrFkagHjYaI//C1K/h3X3kJf/mDsN7H6drNXal4zA4k6hQLSERDThRFRNNFzHR5ASlvYrse12aM7XI4DYfV1HpcI5I3RsWZg0QGlytVkS3VFO1Akke5eg3SLtfqSBWqqlzYKsVmMeGEx8FNbNS3wskC5rxOmFTKGZtTYFNhvLmUYtrArwVH8Tj3R9iO8uSTT+L3f//3tTgSdUkURXzymz/EN17ehNUs4Nlru3ofqWvriTzMJqHVSUvULhaQiIZctlRDvlLHXNcjbNpuYrsSSeP+2TFDrxz1N0duYlluYiNj22qGP3caoH8U+dPM9WS+p/uJN58/fgXPpgbpApkdSNSfwsliK8tLDQGvq+fnx45cQDJwN+JR9juQ2JXc7/7Tt6/iL55fxwf/1Sn8jw8F8Nzru6j36Xa9tUQBc+NO2CzGfT9NxsTfGKIhF22t8O7uDeR8cxPbVQ1ykKr1Bn4YzeLcvHHH14BbC0jsQCJjk5//3RaQD6JUB1I8Jz1//AbOQAKkC2Ql1pQT6SGcKmBBxQD4gNeJRL6CQg8byOQOpKnRPi0gtTKQtBn1J3V84fuv43PfvY73vWUeH3niXlxY9iFbquGVzYzeR+vKeiLP8TXqCgtIREOu1wJSaxObBiNsV2M5lGsNPGDgAG1gP6dhmwUkMrhoutmBpGABadRugW/Uho0eg7S3M80OJIN3HQS8TmxnS6jV+zdMlYZTtlRFulBVdYOg3N3US5E1nivBZjZh3HX4BjMjG7U3C0gaZUWS8r56aQOf+dZr+MkHZvB//OwbIQgCHr1nEgDwzLUdnU/XOVEUcXM3zwBt6goLSERDbr+A1P2n/Gf8o7iuQQeSHKB9zsAB2gAwYrfAbbe0RnCIjGorU4RJkDYHKml+wtVzB5LcwWfkDCRAukCuN8TWOCBRv5A3sM2rmIGixKbCnWwZU247BEGdnCa1WcwmjNotx25hI2P65koUH/3GK3hHcAr/53sfhLmZFzY5asd9sx48c73/cpBShSpypRqWfCwgUedYQCIacptp6ZM930j3F5BabWK7EkljzGnti5bbaY+dI2xkeJvpIk54HIpnii1OuLDeYwdSrE+6DpS4QCbSQzgp/c6qOcI23+xA6iVIe2evDF+fbmCTeRyWYzuQfu/3fg9PPvmkRieidnz3tTj+/V9exlsWJ/DH//bhu/KCLpz24aX1dE8jmnpYS0gZhUt98H6ajIcFJKIhJ29g62UDSytIW+UxtsvhDB4IjPXFp5B+j4MFJDI86fmvfIDuwuQItjJFVGrdj3XFs2VMe4zfdRBQ4AKZSA/y7+z8hHoh2r5RO2wWU08F1ni23BoN71cep/XYDKRHH30UDz30kEYnouNcvJHAv/vKi7h3xo0//cCb4bSZ77rNhWUfKvUGLt1M6nDC7q03C0iLHGGjLrCARDTktjLFnjcwLU+PAgCuqTjGVqzUcTWWM3z+kUwqIHGEjYxtK1PqOv/sKAsTLjREqcOpW7FsyfAB2gAwM+aEILADifrPRrIAt92CMad6XX4mk4DAeG+bCuO5Uv8XkBzWYzuQnnvuObz88ssanYiO8kokg1/98x9gfsKFv/iV861Nend6y9IEbBYTnu2zMbabuwUIgrrFYxpcLCARDblouvcLyP1NbOp1IP1oK4N6QzR8/pHM73EgnitBFPtzvSsNvkZDxFa6hNkeC8gHkcdM5U85uyEVkIx/0WizmOB3O3oqlhHpIZwsYH7CpXqX35zX2XWHXqXWQKpQxbTBs9CO43Een4H00Y9+FE899ZRGJ6LDXIvl8EtfuohxlxVf+dXzmBixHXpbh9WMNy968fS1/iogrSfymB1zwm65u6uK6DgsIBENsVq9ge1sqecV3maTgNPTo6qOsK2EmwHa8/1SQLKjWheRKnDrChlTIl9Bpd5QrQMJ2A/p7YY0ttIfF42BHi6QifQSThU16UAIeF1ddyDt7kmdvFND0IFE+gsnC3j/n12ExWzCV371PE608QHLhWUfXtvOYSfXP13na4kCTjJAm7rEAhLREIvnyqg3REUuIM/43aqOsF2JpOH32PtipAVA65zMQSKj2t/AqPwF5LTbDrvF1HWQdr5cQ65ca+vNuxFIBSR2IFH/EEVR6kBScQObLOB1IpGvdBU0HG9elPf9CFsbGUikr3i2hPf/2UWUqg38P7/61rY3lF047QMAPPd6/3QhrSfyfbGQhoyJBSSiIabkBeSyfxRbmZJqn7BdiWTwQJ+MrwFojd6wgERGJT//e81AO4ggCFiYcGGjyw4k+aKxH0bYAKnDYitTQq3efWg4kZZ2cmWUaw0saHARKQfNb3ZRZI03/4ZO98lrwWE8Dgty5RoaDY61G1G6UMEv/tkl7OTK+PL//Bbce8LT9vfeNzuGcZcVz/TJGFu6UEG6UMUSA7SpSywgEQ0xObNjbrz3C8jl6eYmNhVykDLFKm7s5nGuTwK0AbRGb+IM0iaDimakC7NeR1gPszjZfQFpu3k2fx+NsNUbIrZZMKY+EZY3sGnSgSQ9RjddejuDMsLmtEIUgb0+W/c+DPbKNfzy//0vuJnI409/6c14aMHb0febTQIevWcSz17f7Yvcy7VmZzA7kKhbLCARDbFoWrrYmRlTYoRN2sR2Pa78GNsrESn/qJ86kKbZgUQGF00X4bCaMO5SZwPTfLMDqZs31PGc3HXQLwWk7i+QifQgF3e1yECab3YgdZMTFs+WIQiAb7TPC0jNLV5HjbE99dRT+J3f+R2tjkQAStU6PvgXP8Crmxl87t88hEeb42idevtpH6KZEm7sdr84QivycgtmIFG3WEAiGmJbmSLGnFaM2C0939e81wWHVZ1NbCuRNADggT7qQLJbzPC6rIjlWEAiY9rKFDE77lRtA9PihAuFSh27e5WOv1cuvPbLCNtcDyM6RHoIJ6Xf1YAGHUi+UTtsFlNXBdZ4rowJlw1Wc39fsnic0vusozaxPfjggzh79qxWRxp61XoD/8tXX8Zzryfwh//TA/jv7zvR9X09dnoKAPDsdeOPsa3tFiAI0oc8RN3o71djIupJNF1ULEDX1NzEdlWFIO0rkTSWJl0Ydx2+StWI/B4HYhxhI4PaTPe+gfEoi818hW7G2GLZMlw2M0YVKG5rYbY5BswOJOoX4WQB0247HFb113ibTAIC490Fze/kSn0/vgZII2wAjsyJ/M53voPnnntOqyMNtUZDxH/42hX8tx/F8L//9H342YcCPd3fwqQL8xNOPN0HOUhriTxmPA5Nnvs0mFhAIhpi0gWkciMiy9NuVTKQ+i1AWzbtcbQCQImMZitdVCVAWyZ/urmR7LylP5Ytwe9xqNYdpTS7xQy/x97ViA6RHsKpgqYdCHNeZ1fPj51ceTAKSM0RtswRI2yf/vSn8YUvfEGrIw0tURTxyW/+EN94eRP/67uC+KW3LSlyvxdOT+GF1xOGX6awlsi3PuAh6gYLSERDTMkOJEDaxLadVXYTWzxXwlam1FfjazK/284OJDKkcq2OeK6s6PP/TgGvE4IArCe6yz3pt7XdAa+LHUjUN8LJYiubSAvdPj/iuXJrKUU/G3Men4FE2vhP376Kv3h+Hb/2r07h199xj2L3e+G0D7lyDVc2M4rdpxrWEwUs+Ti+Rt1jAYloSO2Va8gUq4peQJ5RYRPblbD0h/jcfP91IPk9DuzslVHn2l4ymFhGKmzOKhCgfxiH1YwTHkd3I2w5qQOpnwS8TkTS7EAi46vWG9jKFLGgYQdSwOtEIl9BsVJv+3saDRE7uXJrKUU/a4Vol7iFTU9f+P7r+Nx3r+PfvHUev/PEvYp2uT56zyQEAXjGwGNsmWIVyXwFS+xAoh6wgEQ0pLbS0ieBSo6wnPHLBSTlcpBWImmYBOC+WY9i96kVv8eOekNEIs8uJDKWaEZ6/qvZgQQACxMubHTYgSSKImLZEk6oOF6nhoDXia10iQVjMrxouoiGCAQ0LiABwGYHRdZ0sYpaQ8RUn29gA4BRhxyizQ4kvXz10gY+863X8J4HZvDpn3mj4iPS3hEb7p8dwzMGDtKW/x5zhI16wQIS0ZCKZqRsHiVDdANep+Kb2FYiGZzxu+Gy9UeY7q3kFeRxjrGRwUTTcgFJ3SLNwoSr4w6kbKmGUrXRdyNsc+Mu1Bpia4MckVHJz8l5DTawyeRtb+EOxtjizS2mg9CBZDYJcNstio74U/u+uRLFR7/xCn4sOIXPvvdBmE3q5Ou9/bQPL2+kkC8bs9PsZkLKJOQIG/WCBSSiIbV/AalcAUnexHYtrkwHkiiKuBJJ41wfBmgDaI3g8IKSjGarWUCeUXGEDQAWJ12I58odja3IwfP9OMIGcBMbGV84Kf2OLkxqdxE538XzQ/7wZRAykABpE1u2eHhh4Qtf+AI++clPanegIfG9UBz//i8v4y1LE/j8v30YNot6l7+PLftQrYu4dDOp2mP0Yn1XKiAtTrADibrHAhLRkIqmizCbBMU/5T+j4Ca2cLKIdKGKB+b7L0AbkEbYADBImwxnM138/9m77/i26nt//K+jLVmWLVuWlzxjW3b2IIMmhARCGS2llJYNpaxSaH/Q2wu/jttbOu7toGW07F2gZRRKeyklgUAGCYlNlp1hK962LNtalqwtSzrfP6TjON5DOudI+jwfDx4PYx/rfOz4HJ3zPu+BnAwJ5JLEjvFlpjz1zmH60kDSB5BIHySC33qHvBALKRSweIxplFJIRII5HR9mFxNASv4MJADIlE2fgaTX61FRUcHiitLDbz5oQYUmAy9885yEv+etKVNDKhLwtoyty+ZFgUqW8N8DkdpIAIkg0lSfw4cClQwiYXxPA9X5mRgY9k87qna2Go0OAEjaDCSNUgqKIhlIBP+YHL649j+bCtNnYS6T2JiAa36Sla0w2ZwkA4ngux67F0XZ8oSV8UxGIKCgy5bP6fiwxAJIeSkSQIpmIE19bfTee+9h165dLK4o9Q15gmgZcOGrq4qRGWtknkgysRBry3N420i72+ZBGYuZh0RqIgEkgkhTJocvIf1PqrVKAEBbHMrYmowOSEQC6AsyF/xaXBALBcjNkI72cSAIvuh3+BPeQBvA6JSnufRBYgKuyVa2IhMLoc2UkgwkgveMdi+rE9gYxeq5BZDMLj8yJEJkSJOvB+JkVDLxtFPY/vCHP+Dll19mb0FpoKErWkq2riKHtX1uqtbAMOji5bVfl81DJrARC0YCSASRpkwOf0L6n5yZxLbwMrbGXicWF6ogjnOWFJvyVVJSwkbwjsnhi2sD/amoFWJkSkXoiTXunA3zsB8qmSgpU+x1c7xBJggu9A75Rptas0mnVqBvjiVs2iQrZZ2OSi4iU9hY1tBph1QkwHIde60QNlVpAAD7eVbG5vKPwOoOoow00CYWKHnvygiCmLdIhMaAMzEZCDq1HHKxcMGT2MIRGidMTqxg8U0/EfJVMlLCRvDKsH8ErkCIlRI2iqJQmqtA95wykAJJ1/+IUaxWoM9BAkgEf7kDIdg9QZTkJD6APJ5OLYfVHZx1U32LK5Ay5WsAk4FEAkhsqu+0YVVpNqQi9h5ILC5UQa0QY1+rjbV9zgZTSl5BMpCIBSIBJIJIQ1ZPAMFwBMUJKGGL1yS2NrMb3mAYK0qSs/8Rg2QgEXzT74gGNNkoYQOiZWxzKmFz+ZM2gKRTy2Fy+BCO0FwvhSAm1Rs7Fks4yUCKnnP6HLM7H6RcAEkuhjsQQoScH1gx7B/BKdMw1lXksrpfgYDCF6o02N9mBU3z59+aCSCVkQASsUAkgEQQaciU4BvIaq0SpwcXFkBiGmgvT9IG2gxtpgw2TwAj4QjXSyEIANHyNQAJ6YE2mdJcBYz22QdVzEmcgaRTyzESpnnZ+4IggDMBJC56IDEBpN5Zlnmah/0pM4ENAFQyEWgacAWm7oNExM/h7iFEaGADi/2PGJuqNBgY9qPdEp+pxPHQFSslJ020iYUiASSCSENnbiATFEDKz8TgcGBBk9iajA5kSkWo1CT3k5J8lQw0DVjdJAuJ4AeTM7HH/3ilOQoEw5FZlXJGItHgS7JNYGMwfWVIHySCr5jgTQknAaTZHx+eQAieYDjpmulPRyWPTgGbqg/Sq6++it/85jdsLiml1XfYIRZSWFWqZn3fTB8kPk1j67J6kJcpTZmm9AR3SACJINJQogNINfkLn8TWZHRiaXEWBCyOGU4E5kZ4wEkyEgh+MDl8EAoo1m7MynKiQWAmfX46Q94gRsJ0UmcgASCT2Aje6rV7kSERQq1I/Ejz8fKUUkiEglkdHxZX9KFLSpWwxcbIT9UHqaSkBIWFhWwuKaU1dNqwXJfNyUCGkhwFynIV2MejRtrdNi/KSfYREQckgEQQaajP4YNSKoJKlpinEMwktvk20g6EwmjuH8bykuRuoA1g9EaY9EEi+KLf4UeBSgYhS8FZplSmdxZ9kAZiWUrJmoHETLYz2kkGEsFPvXYvSnIUoCj2H84IBBSKZzmp0BwLIKVUCZs8es017Ju8hO3NN9/EBx98wOaSUpYvGEaT0Yl1HJSvMTZVaXCww86bFgZdNg/KSf8jIg5IAIkg0lC/w4/CLFnCLiCLs5lJbPPLQGrud2EkTGNFkvc/AgBt7EaY9EQh+KLP4WOt/xEQ7bUkFFDotntm3NYcC7Qm6+humVgIjVJKJrERvNU75OWkfI2hm3UAKfqeqU3SYPJkZspAeuqpp/DGG2+wuaSUdaRnCKEIzXkAyR0IobHXwdkaGJ5ACGZXAOVJ3haC4AcSQCKINGRy+hLa/4SZxNZmnl8GUtNoA+3kz0DKzZBCKKBm1f+FINhgcvpQmMXeCG+RUIDibDl6ZpGVMziagZScASRg9jfIBME2mqbRa/dxMoGNoVPL0TeLErbRYHIK9UDKmqEHEhE/9Z12CCjgnDL2+x8xzl2UC4oCL8rYzkxgIyVsxMKRABJBpCGTI7EBJACozp//JLbGXic0SsloOUgyi/aakZISNoIXIhEaA04/aw20GWW5CvTYZs5AYo6TPGXyZh1EA0ikBxLBP1Z3EL6RMEpzuHtv1akV0XUEw9NuZ3EHIBJQyJaz36spUc5kIJEpbIlW32HDkqIsZMq4+/vJVkiwvDgL+3kRQIq+/5ISNiIeSACJINKMfyQMqzuI4gSXsNQsYBJbk9GB5bpsTno0JIJWJSMZSAQvWN0BjIRpVkvYgGgfpO5Z9EAadPmRmyGBRJS8lyc6tQJ9Dh8iEZrrpRDEWXpjgU2uS9gAoM8x/fnAPBxAXqY06QdpjKWUMT2QSAZSIgVCYRztdXBavsbYWKXB0R4H3AFug4ZdJAOJiKPkvUIjCGJe+mPTwBKdgcBMYmudYxaSOxBCm8WdEuVrjPxM6Wg6PkFwycQc/yyWsAHRAJLDOzJjQNk87E/a/kcMnVqOkTA92gSYIPiCaWTPhwBS7wxlnmaXP6UaaAPRjORMqWjKHkhEfDQZnQiGIljPgwDSpmoNQhEa9R02TtfRbfNAo5RwmpFFpA4SQCKINGOKNXdNeAmbdn6T2E70OUHTSIkG2ox8lQyDpIk2wQNsHf/jMU89Z5rENjgcQEGSN82dbYYFQbBtNIDEaQ+k6L5n6hNmcUUzkFKNSi6ecgrb22+/jUcffZTlFaUeJliztpz7ANLqUjVkYgE+beW2jK3T6kEZKV8j4oQEkAgizYzeQCY4A4GZxNZqnlsGEjOtIqUykFRSOLwj8I9M3/OBIBLtTACJ3SwfJuOhZ8YAkj+pG2gDZwJIpJE2wTe9dh80SinkEiFna8hTSiERCmbsExYNICX3uWAymbKpM5A0Gg3Uau6aPqeK+k47agsyoc6QcL0UyMRCrC3P4bwPUrfNS8rXiLghASSCSDMmhx8UBeRnJfbJnkBAoTpfidY5ZiA1GZ0ozpYjN4mb6I7HlORYSEkLwTGTww+FRDg6DYgtpbEAEjMJZjKhcARWdyDpS9iKs2eXYUEQbOuxe1HCYQNtIHptUDzDpMKRcAQ2TzDlStgAJgNp8gDSyy+/jHfffZflFaWWUDiCw91DvOh/xDivWoNWs5uzXpgn+pwYGPajrkDFyf6J1EMCSASRZkwOH/KUUkhFiX8CWa3NnPMktkajAytLUqd8DTgzkpw00ia4ZnL4UJglY71BfaZMjJwMybQZSDZPEBE6mrGXzOQSITRKCZnERvBO75CX0/I1hm6GAJLVHX3Yok3yc8FkVDLxlFPYXn75ZfzjH/9geUWp5YRpGN5gmFcBpI1VGgDAPo7K2H63w4BshRjXrCvhZP9E6hHNZiO9Xr8ewG8NBsMWvV6/GsB7AFpjX37KYDC8qdfrfwbgSwBCAO4zGAwNer2+CsDLAGgAJwDcYzAYIpNtG9efiiCIKZmcPtb6n1TnK/HOESOc3hFkKWbOeLC5AzAO+XDThjIWVsce5oZ4kDTSJjjWz+LxP15pjgI9ds+UXx+INfjOT4GylWK1gmQgEbwSCkfQ7/SPZgNySaeW46NTg1N+ncnWzUuhTGSGSi5Ccz9pop0oDZ3R/kd8CiDVFaiQmyHB/jYrrlqjY3XfB9pt2Hvagh9dWgsVaaBNxMmMGUh6vf4BAM8DYK7oVgN42GAwbIn992YsqHQ+gPUArgXwRGzbhwH8l8FgOA8ABeCKabYlCIIFfQ4film6gRydxDbLPkhNfU4AwPIUaqANnLkhJhlIBNf6HH7Wjv/xogGkqbNymOMj2XsgATNnWBCJFQpH8Mt/ncKjO0+Dpmmul8ML/U4/whGa8xI2INpI2+oOwhecvC8gM7U02ctZJxPNQCIBpERp6LSjUpMBLY8eRAgEFL5QpcG+Niur5yOapvG7HS3IV0nxzS+Us7ZfIvXNpoStHcDXxvz/GgBf0uv1e/V6/Qt6vT4TwCYAHxoMBtpgMPQAEOn1+rzYtnti3/cBgG3TbEsQRILRNA2Tw8daA925TmJr6nWCooBlKdRAGwCyFWJIhAIyiY3gVCAUhtUdQGGCG+hPpSxXAZPDj5FwZNKvD8ayDpK9hA2IBpD6HD5EIiR4wbZQOIL/eKsRL+zrxKM7W/HIztaZvykN9PBgAhtjpkmF5ti5IFV7ILkDIXJuSIBwhEZDp51X2UeMTVW5MLsCaDXPrS/oQnx0ahBHexy4b1sNZGLuGhCZ24UAACAASURBVOcTqWfGEjaDwfCOXq8vH/OpBgDPGwyGw3q9/icAfgbAAcA2ZhsXgCwAlMFgoMd9TjXFtpbp1hEIBNDc3DzTcpOC3+9PmZ+FSC5Ofxj+kQgE/mFW/gYjNA2ZiEJ9SzdWqaYuXWHsbxmATiVGb0fqXfCr5QK09pox9tdOzgUEm0zD0afelG+Ik787ccCFcITG3kMnUKSamEp/qsMOAQWYeztgE7DboyneRH4ngqEIDhw9gRzFzN0CyLkgPsIRGr/71Iy9XR58a3UO+oZH8MePW+Fz2vC1JamV2TpXDaeHAQDBIROam6e95E64UKxc9bPG0xjRTQxoneocAgBYjZ1w9if3uWA8v9MBmgYOHz8J5bhpeF6vF5FIhJwL5qnDHsCwP4QSKf/OpwWI9r16e99JXLk48Q9JwxEa//OeEcUqMZZluHn3+yBmxufrgln1QBrnXYPB4GA+BvAnAP8EkDlmm0xEg0qRST43PMW205JKpairq5vHcvmnubk5ZX4WIrmc6HMC6MYqfTnq6gpY2WdNgR3WEdGMf/M0TaPjHSM212hT8vjQ5Q7BTwnO+tnIuYBg01C7FUAv1tRVoi7W1JNNw1IbsN8CsboQdTUTE4/DJxuRl+nD0iWLWV9bvA1QZqDeBplGh7qymcdyk3PBwo2EI7jvjWPY2+XBDy+txV3nL0I4QuN7rx/Bc4cGUFVWjGvWlnK9TM78q6cFQoENm1YvhUjI7QydnGI/8IEJVKYGdXUTex7SLcehVrixfGnynwvGO+7pBQ7ZUVBSiZJx/ah2796NlpYWci6Yp4P7OwH04aublnFWqj2VOgAVe2xocwlZ+fd957AR3Y4RPH79KixdUpTw/RHxx8V1weHDh2e13XzeQXbo9fp1sY8vBHAYwH4AF+v1eoFery8FIDAYDFYAR/V6/ZbYtpcC+HSabQmCSDCTI9qTg8031mptJlpnUcJmcvphdQexIsX6HzHyVVLSA4ngVL8j+vfHVRPtstwMAED3FH2QBocDKEiRnidMiQ6ZxMaOkXAE975xFO8f78ePL4sGjwBAKKDwyDUrsbkmDz/6+3G839TP8Uq502OPlq9zHTwCos2xJULBlMeH2RXgVQ+beGIaGU/WB0mhUEAu51fgI5k0dNqhU8t5FzxibKrS4GCHbcoy7ngJhMJ4+KPTWFqswmVLCxO6LyI9zedd5DsAHtXr9bsBbATwK4PBcBjR4NABAO8AuCe27Q8A/Fyv1x8AIAHw9jTbEgSRYEwAia0eSEC0kbbZFYDTO33TyKbeaCLiipLUDCBpM2WjjUEJggvM8V+Yxc2NmTZTColIgN4pA0j+lGmaWzwaQCKNtBNtJBzB9/56FP8+PoD/+lId7ty86KyvS0VCPHPjGqwpU+O+N49il8HM0Uq51Wv38mICGxBtKlw8TaN5sysAbQr0QpuMSh4t/hj2hSZ87cknn8Trr7/O9pJSAk3zt/8RY2OVBt5gGEd7Ziy8WZDX63vQ5/Dh/otrIUjycnCCn2ZVwmYwGLoAbIh9fATAFybZ5kEAD4773GlEJ67NuC3BLzRN49GdrbhsWSH0BZkzfwORFExOP6QiAXIyJKztsyY/1kjb7MLa8qnf2BuNToiFFOoKU/PvLV8lgysQgicQQoZ0PtXDBLEwJqcfuRkSzpppCgQUSnMU6LZN3g/N7ArgnPKZy72SgUIiQm6GhASQEiwYiuB7rx/BjpOD+OmXF+O2TRWTbieXCPHCLWtx3bMH8Z3XDuOVW9fz+kYzEYxDXmyry+d6GaOmm1RodQWwSJPB8orYMV0G0ltvvQWv14tf/OIXbC8r6bVb3LB5gljP4+P63EW5EFDAvjZrws4/7kAIf/qkDRsqc7C5mv1SdSI9cJ/HSvCS2RXAYx+34pm97VwvhYijPocPxdlyUBR7TySqtEoAwOlB17TbNRkdqC1QQSpKzUkRzGQpZroMQbAtOoGR29T+0hwFeuwTbxoDoTDsniDyU6hshZnERiRGMBTBPX+NBo8evHzq4BFDJRPjz7euQ1G2HLe9/HmsJ2B68ARCsLqDE3rucEmnlqNvkhI2mqZhcQWQl6IZSFnyWADJN31WNjE39Z12AMD6ilyOVzK1LLkYy3XZ2NeauCb2L+7rhM0TxAOX1LJ6rU+kFxJAIibVYYk+Id5jsJBRoynE5PChkMXyNSDab0khEU7bBykSoXHc6MRyXeInU3AlP1aaQ/ogEVwxOXycla8xSnMU6LF5QNNnv68w5Z35KVLCBiBWokN6ICVCIBTG3X85jI9ODeIXVyzBLRunDx4xNEopXrttPVRyMW5+sQFtLI7U5hKT6cOvAJICVncQvmD4rM87vCMIhiNp0ANpYgkbMX8NnXZoM6Uoy+XP3/hkNlVp0Gh0TpqBtlB2TxDP7e3ARYvzsbo0NbJ5CX4iASRiUh3W6EWVzRPE8TR6Spfq+h1+FGWxm4EgEFCo1irRap46A6nD6oErEErZBtrAmQwkEkAiuEDTNG8ykDzBMGye4FmfN7uix0Uq9T3RqRXoG/JNCJYRCxMIhXH3a0ews9mMX16xBDefWz6n7y/KluO129dDQFG48fn6KXtypRLmZyxR86e5MNNovs9x9u/f4o4Gk7WZqXMuGEspY3ogkQykeKFpGvUd0f5HfM+62VStQTgSXW+8PbW7De5gCPdfrI/7axPEWCSAREyq0+KBRCgARSFtG06mmpFwBIMuPyc3kNX5mTg9TQZSkzHaUHB5SepmIDHNgUkjbYILw/4QPMEw59NpmKfDPeNu2gdTMANJp5YjEIqM3hATC+cfCeOuVw/j4xYzfvXVpbhpjsEjRoUmA6/etg7eYAg3vlAPc4oH9pnjjV8ZSNFzUe+4PkjMe2ReigaQhAIKmVIRnCSAFDe9dh8Ghv1YX8nf8jXGqtJsyMXCuJex9Tt9+POBbnxtlW609yhBJAoJIBGT6rB6UJmXgVUl2djVQgJIqWDA6QdNg5MbyGqtEhZXAA5vcNKvNxmdUEiEqNam7pteplQEuVhIMpAITvQ7YxPYWC5hHW80gGQbH0CKHhepFkACyCS2ePGPhHHXa4exy2DB/165DDduKFvQ69UVqvDyretgcQVw0wsNU74/pYLeIS/kYiFyWRygMROdOnouGH98jGYjpmgACQBUcvGkJUy7d+/Gn//8Zw5WlNwOdtoAgNcNtBlSkRDrK3Owr80a19d9bGcraJrGfduq4/q6BDEZEkAiJtVhcWNRnhJb9Vo0Gp2wkMa/SY8Z4c1FBhLzNKR1in4TjUYHlhZlQZjC40YpikK+SopBciwRHODy+B+LuWmcLANJIhRArRBzsayEmOoGmZg7/0gYd756GLsNFvzma8tw/frSuLzu6lI1nr3pHHRaPbjlpc/hCaRmX5peuw+lOQpelffkKaWQCAUT+oQxgya0KRRMHk8lF2PYl5p/a1xo6LQjJ0OC6tjQFr7bVKVBu8Uz+mBnodotbrx1qBc3rC/jVZYhkbpIAImYIBiKoHfIh8q8DGyt1QIA9p5O3MQAgh0mJ3MDyf5FWXX+1JPYRsIRnDQNp3QDbYZWJSMZSAQn+hzRvzu2e6CNJxMLUaCSoXtcBpJ52A+tSsqrG9yFYrI9+0gAaUH8I2Hc8cohfNpqwe+uWo5r18UneMTYVK3Bn65fheN9TtzxyiH4R8Izf1OSMQ55UZLDn/5HQLQ/YrTR/NnHh8UVgFwsRIYkNSeyAoBKJpo0A+n3v/89XnzxRQ5WlNwaOu1YW65OmvePjVUaAMC+1vhkIT384WnIxEJ894KquLweQcyEBJCICXrsXoQjNCo0GVhcqEJeppT0QUoBJuYGkoMMhOJsOTKmmMRmGHAhGIpgeUnqNtBm5JMAEsGRfocPIgHFi74ipTmKCY2LB13+lCpfA4AMqQhqhZhMYlsAXzCM2/98CPvarPjtVctx9dqShOzn4iUFeOjry/FZuw3fe/0oRsKRhOyHCzRNo8fuHc2I4xPdJAEksyuQcsHk8aIZSBMDSP/617+wZ88eDlaUvPqdPvTYvVhXwf/+R4zagkxolBLsj0MZW5PRgfeP9+P28yqhUXL//k6kBxJAIibosERv8ivzlBAIKGzV52HvaQtCKXRBlY5MDh9yMiSQidl/qkdRFKryMyfNQGqMNdBekQYZSPmZUgwO+8lUJoJ1JocP+SoZL8pES3MV6LZ7zvrc4HBgdFJhKtGpFaSEbZ58wTBuf+Vz7G+34qGvr8DV5yQmeMT42modfv6VJfjo1CAeeLsJkUhqnKftniC8wTBKeVjaolPL0Te+hG3Yn9L9jwBAJRPD5SclbPHQ0BmdZpYM/Y8YFEVhY5UG+9psC74efGiHAWqFGHecVxGn1RHEzEgAiZig0xq9sK/QZAAAtuq1GPaHcKTHweWyiAWKjvDm7gl/tVY5aQ+kpl4nshViXl7cxlu+Sgb/SATD5MKRAHC42473m/pZ2ZfJ6ed8AhujNEeBweHAWaVCg8N+aDNTKwMJYDIsSAbSXHmDIdz68uf4rN2GP3xjBb6+RsfKfr/5hXL85xdr8O7RPjz43smUCPYzU8742BtFp1bA6g7CFzxzLrC4Ail5LhhLJRdNmoFEzF19px2ZUhHqClVcL2VONlVpYHUHYJjkwepsfdZmxaetVtyztQqZstTpH0jwHwkgERN0WDzQKCXIkkdPRhurNRAJKFLGluRMDj+n/U9q8iefxNZodGC5Ljul09UZ2liGRaqPjCZm58H/O4X73jw62uA6kbgOII/FTGJjyti8wRBc/lDKlbABZ0p0UiEQwRYmeFTfacPDV6/A11azEzxi3LO1CndursQrB7rx+w8NrO47EZiG9XzrgQScmVTY5zgTZLW4ArwotU0klUwMVyCEcIpkuXGpvsOGc8rVvMiunYuF9kGiaRq/3WFAYZZswRMpCWKuSACJmKDD6kal5swkA5VMjHPK1djVQgJIySx6A8ndBWR1bBLb6TF9kHzBMFrN7rQoXwOAgtgN8uAwmcSW7oxDXhzvc2IkTOO5TzsSuq9whMbgsB+FPMlAYjIhmEbazPGQqiVsgVAEVnfqjoiPJ08ghFte+hwNnXY8cs1KXLmK3eAREC0v+dGltbhuXQme2NWOp/e0s76GeGICtSU87YEEnMmS8gXDcAVCqR9Aij2gdY/LRpbL5ZBKU/tnjyerO4B2iwfrK5On/xGjKFuOyrwM7JtnH6QPTw2isdeB+7ZVc9KagkhvJIBETNBp9aAyL+Osz11Qq0XLgIuVJ+VE/A37R+AKhDgtYakZDSCdSdc9aXIiHKGxXJf6DbQBjGZYkEbaxPYTAwCifRteb+iBzZ24oKLVHcBImOY0gDxWWSyAxGRGMMdDqmYgAUAfee+ckScQwrde+hyHuux49NpVuGJlMWdroSgKv/rqMnx5eSF+80EL/lrfw9laFso45EVuhgQZUhHXS5mAaezN9Akzu6LngtTvgRT9txg/ie2DDz7As88+y8WSktLnsf5H65Ko/9FY51VpUN9hRyA0t8mP4QiNh3YYUJmXgatYztAkCIAEkIhxnL4RWN3B0f5HjK16LQBgt8HCxbKIBWICf1zeQBZlyZAhEaJtTB+kRqMTQHo00AbOlLANukgAKd3tODmA2oJM/M+VSxEIRfDS/q6E7YsJXhRl8SNAk5MhQYZEOEkAKfVuGotjASTSB2l67kAIt7zUgMM9Q3js2lX4yooirpcEoYDCw1evxFZ9Hn7yj+P4v0YT10ualx67Fzoe9j8CgDylFBKhYPT4sLiigfR0yUBykj5IC1LfaYdcLMSy4uS8htxYpYFvJIyjc+wx+/cjRrSZ3bj/i3qIhORWnmAf+asjzjJ2AttYVVolirPladUHiaZpHO4eSolJLP2O6A1aIYc9UCabxNbY60CBSgZtCmYeTEYhESFTJoKZlLClNbPLj0PdQ7h0aSGqtJm4ZEkB/nygCy5/Ym4mmOOfLxlIFEWhNDdjNIDEHA+peB5gsj7JJLbJBUJhHO0Zwi0vNuBIjwN/vHYVLudB8IghEQnw5A1rsLY8B//x5jF80jLI9ZLmrNfu4+2QCoGAQnGsTxgAmGMBpJRvoh1reDw+A+mXv/wlnnrqKS6WlJTqO+1YU6aGOEmDKBsW5UIooLB/DmVsgVAYj+5sxXJdFi5ZWpDA1RHE1JLziCMShpnANr6EjaIobK3Nw/4265xTLZPVh6cGcdVTn+Gxj1u5XsqCMRkIXE9hqtEqz+qB1GR0YHmaZB8x8lUyUsKW5nacHARNY/Ti7+4tVXD5Q3jtYGLKZPiQgTheWY4C3bbo+83gsB9ysRCZPCyxWahMmRjZCjHJQEL0oUyHxY2/HzHiZ/88gSse34elP9uBK5/8DI1GB/503Sp8aXkh18ucQC4R4oVvnoO6QhW+89oRHGi3cb2kWQuFIzA5fChR8+fYH083NoAUe2/UpmA24lgqeayEzXd2D6SPP/4YBw8e5GJJScfpHUHLwHDSlq8B0UDiCl0WPp1DI+2/HOxBn8OHBy6uTYvhMwQ/pd7VGrEgHRYPhAJq0maLF9Rq8drBHjR02nFedR4Hq2PXjpPRHiWPfdyKxUUqXLwkeSP9JocPYiGFPCW3F2U1+Zn422EjhjxBCCgKXTYvvnFOCadrYlu+SkoCSGlux4kBVGoyUJMfzfRcpsvC5po8vLCvA9/aWB73hpgmpw8ZEuFo3w0+KM1V4BODGZEIjUFXAAVZspS9GB57g5xObO4AGo0OHOtx4JjRicZex2jJjkISLTu5dVMFVpVkY3WZmtdZJ5kyMf586zpc/cwB3Pry56jOV07YZsJf77i/5/FfH//nrlFKcWGtFhfUaeP2u+h3+hGK0KON6/lIp5bjo1PRzC6zKwChgEKOQsLxqhJrqgwkYvY+77KDpqN9BJPZpioNHt/VBqdvZHT69VTcgRAe39WGjVW52FStYWmFBDERf64mCV7osLpRmqOARDQxOe3cSg0kIgF2tVhSPoAUCkewq8WMLy0rhHHIi/948xjevWfjaCPoZGNy+FCQJYOA4zGnVbGL7tODLgTDEQDAijRpoM3Iz5ShPtb4kUg/Q54gDnTY8O3NlWcFTO7ZsgjXPHsQbx3qxc3nlsd1n8wERj4FaEpzFAiGIhh0+TE47E/pprm6bAXaLO6ZN0xi/pEwTpqcONbrxLFeB471DqHXHg2aCajow4NLlxZgZUk2VpZmo1qbmXRjt3MyJHjttvX4zQfNGB4zPYumz5S5jy94H/OlSb529mdOmYZHAykrS7Jx0eJ8bKvLR02+ct7Hbu8QfyewMXRqBazuIHzBMCyuADRKCefXKonG9EAaJj2Q5q2hyw6JUIAVJcl9DbmpOg9//KQNB9ptM5akvfBpJ+yeIO6/uJal1RHE5EgAiThLh8UzoYE2Qy4R4tzKXOw2mPHfly9meWXsOtw9hCHvCL60vBCrSrNx+Z/2485XDuGf92xClmL6JwR8ZHL4UZTFfQo7E4BrNbtHn0QvS7MSNq1KBrPLP+HmgUgPO5sHEY7QEy4U11Xk4JwyNZ7Z04Hr1pXGtaeDyeFHIY/K1wCM9mTpsXlhHvan9CRGnVqOPactoGmaV0G8+YpEaHRYPaOBosZeJ5r7hxGK9QsszJJhZUk2blxfhhUl2VhWnMXLCWDzUZAlw6PXrkrIa9M0DcOgCztPDeKjZjMe2mHAQzsMKMmRY1tdPi6qy8faipw5nRuMsSAeX3sgAWMnFXphdgV4nYkWL5lSESgKZwUiibmp77BhZUl20o+wX1mSDYVEiP1t1mkDSHZPEM992oFLlkQD8QTBpdR4RyfiIhKh0WXzYFPV1GmRW/V5ePC9U+iyelA+RaApFexsHoREKMDmmjwopSI8feNqXPfcQfx/bxzFi7esTbonp30OHy/SfIuyZFBKRWgddKHf6UeFJmPGlN1Uk6+SYiRMY8hLnjymo+0nBlCcLZ8wNYaiKNyztQrfevlz/POYCV9fE7/RvP1OH5YWq+L2evFQlhu9oe22ezE4HEjJCWwMnVoO30gYdk8QuRyXES/UA2834oMTA3DFbnwzJEIs12Xjjs2V0eyikmzkp2AzdDZQFIXaAhVqC1T47gXVMA/78XGLGTtPDeKv9T14aX8XMmUibNFrsa1Oiy167Yzvn71DXggobgdozIQJIPUO+WB2BXgzLTKRBAIKSqloQgZSbm4uJJLULt+LB3cghBOmYdy9ZRHXS1kwiUiADZW5MzbSfnJXG7zBEP7z4hqWVkYQUyMBJGKUyemDfyQyYQLbWBfU5uPB905hl8GMb2kqWFwde2iaxkenBnHuolwoY09NzynPwc+/shQ/fvc4HtphwA8vTZ700XCExuCwnxcXkBRFoSrWSLvD6saGylyul8Q65uaK9EFKP+5ACJ+2WnHjhrJJM1G26PNQV6jCk7vbcOWq4rgEqv0jYVjdQV5kII5VlC2HUEDhZJ8TvpFwSgcdimPlQ8YhX1IHkMwuP946ZMR51RpcvrwIK0uzsShPmXQPVJKFViXDdetKcd26UviCYexrs2LnqUF83DKI9xpNEAkorKvIwba6aKlbae7ELKMeuxeFWXJeT6nSjTk+LK4AVpakR1aySiae0APpnXfeQXNzM0crSh5HuocQjtBJ3UB7rI1VGnzSYkafwzfpsJs+hw+vHOzGVat1qNImZysNIrXw9x2FYB0zgW2qEjYg2vi0Mi8DuwwWtpbFunaLB102L7Ytzj/r89evL8X160vx9J52vNdo4mh1c2dxBRCK0LyZwFStVeJYrwODw4GULluZCpNpQQJI6eeTFjOC4QguXTZ5mno0C2kROiwefBhr4r9QA87o3xnfStjEQgGKsmVo6BoCEL1ZTlVMhkWyN9I+1uMAANx7YTWuXluCmvzk62OUrOQSIS5anI/ffn05Gn68DX+/+wu4c3MlrO4AfvGvU9j80C5c/MhePLSjBUd7hhCJlRP22r28Ll8DgDylFBKhAN1WD2yeAOfDPtiikosnTGEjZqe+0waRgMKaMjXXS4kLpvJj/xTT2B7beRqggfsuItlHBD+QABIxqsMSDSAtypu+NG2rXouDHTZ4g6n5xrezOdrEcluddsLXHrx8Cc4pU+P+txtx0uRke2nz0sezEd41+ZnwjYQBACvSrP8RgNH+DubhAMcrmb36Dhts7uRZL19tP9GPvEwp1pROfdF76dJCVGgy8MTutrj0yTKNHv/8C9CU5ijQMjAMAMhP4SbaxaMBJC/HK1mYY70OiAQUlhan33mbTwQCCqtL1Xjgklp8+P3zsef+LfjplxcjJ0OCp/d04MonP8O6//0YP3ynCe0WD0py+PHePxWBgEKxWo5GowM0DeSlcDB5LJVMNCED6Uc/+hEefvhhjlaUPBo67VhanAWFJDUKaWrylcjLlOLTScrY2sxuvH3YiJvOLZs0O4kguEACSMSoDosbSqkIeTNcyG/VaxEMRXCg3cbSytj10alBLC1WoXCSkg+JSIAnb1yNbLkEd75yGHZPkIMVzg1zA8mXNx5m/LFQQGFJUfrdiGiTLAPJHQjhhufrcfUzB2AlQaR584+EsavFgi8uzp92wpBQQOE75y/Cib5h7J3iaeRcjAaQeVbCBgClORmjU6pSuYRNJRMjSy4e/bdIVkd7HKgrVCV909pUU5abgds2VeD1OzfgyH9dhMeuXYkNlTl4v6kfTt8IqrRTtyXgC51ajiZj9KFcKk9kHCuagXR2AOnAgQNobGzkaEXJwT8SRmOvkxd9PeOFoihsqtLgszbraPYg4w8fGiAXC1Oi3xOROkgAiRjVYY1OYJtpSszaCjUyJEJ80mJmaWXssboDONIzhIvqpp6EoM2U4Zmb1sDiDuCevxxBKDaOnq+YAFIhTxpTMpPYavIzIZek342IVCSEWiHGoCs5Akgn+pwIRWi0Wzy4+YWG0el5xNzsOW2BbySMS5cWzrjtV1cVozBLhid2tS14v/2xErYCnhz/Y5WN6dmSygEkIHqDnMwlbOEIjSajA6tK06/sOJlkKcS4YmUxHr9+NQ7/9CL8456NuPnccq6XNSOdWo5AKHotNdNDzFShkolHm9ETs3e0x4FgOIL1lakTQAKiZWw2TxAtA67RzzX2OvDBiQHcsbkyqfvnEamHBJCIUR0WDypnKF8DojfAG6s02G2wpNwo8k9azKBpYNviieVrY60oycavr1yGAx02/M+/+d3w0OTwQSUTIVPGj2lnhVky5GRIcE6K1K7PR75KhsEkKWE7Hnsq/Mg1K9BmduOWlxrgCZCL3rnacWIAWXLxrC56JSIB7txciYZOOz7vsi9ovyaHDxqllJdZI0xvFpVMlPLB5GgAKXlL2FrNLniCYTI+OolIRIKkGXPONNIG0ikDaeIUNmJmDZ12UBSwpiy1AkgbY32Q9rWd6TH70A4DcjIkuP28Sq6WRRCTIgEkAkA0JdTk9KFSM7tU5621WvQ5fGg1uxO8MnbtPDWIoiwZFhfOPPL6qjU6fGtjOV7a34W3DxtZWN38mJx+3vQ/AqKpuu/e/QXcf4me66VwRquSwZwkJWyNRgeKs+W4cpUOf7xuFZqMTtzxyiH4Y32siJkFQxF81DyIixbnz3oa0rVrS5GTIcGTC8xCih7//MzuYQJIqZ59BADF2QoYh3xJ+9CFaaC9apr+XQQxX0yjeSDNMpACIYQjyXlO4Ep9pw11BSpkyfnxUDReCrJkqNIqsa8t2h5kf5sV+9qs+O7WqtGJ0ATBFySARAAAumwe0DRQMYsMJCA6bhoAdqVQGZt/JIxPW63Ytjh/xjI+xo8vq8O5lbn48bvH0djrSPAK58fk8PEqgAREezaoeJIRxYX8TGnyZCD1ObE81uz8kqUF+P03luNAhw13/+UIgiF+l2/yxWftVrj8IVyyZOrS2PHkEiFu21SBXQbLghr2mxw+XvY/AjA6djwdAkg6tRze893mNgAAIABJREFUYBhD3uTMODja40C2QozySUbFE8RCMQGkbIUYUhH/M6biQRULgLjHlLHpdDrk5+dP9S1pLxiK4EjPUMqVrzE2VWnQ0GmDfySM321vQXG2HDdsKOV6WQQxAQkgEQDOTGCr1MwugFSYJUddoSql+iDtb7PCNxLGRYtn/+YtFgrwxA2rkaeU4tuvHoaZh31togGk1L9BSyb5Khks7gDvnzw6vEF027xYNmZa3pWrdPjVV5fikxYzvv/WMd7/DHyw4+QAMiRCbKrWzOn7btxQhkypCE/ubp/XfmmahsnhQyFPj3+VTAyNUpoW5yddkk9iO9brwMqS7Fk/XCGIuWBK2PLSqM+LShbNKhk7ie21117D7373O66WxHvH+5zwj0RSqoH2WJuqNPCPRPDrfzej0ejEfduq0yagSiQXEkAiAEQnsAFAxSwDSACwVZ+HQ91DE8aQJqudzYNQSkVYX5E7p+/LyZDg2ZvXwOEL4u7X+JWV4Q2GMOQd4V0GUrrLV0kRjtBwBvhdBna8L5r5skJ3dt+TG9aX4SeX1eH9pn788J2mCVNDiDPCERofnhzEBXX5c+5FkiUX46Zzy/Dv4/2j5+i5GPaF4A2GeTOBcTIvfPMcfP+iGq6XkXDMDXJfEjbSdvlHcNrsIv2PiITJU0ohEQpGp5SmAyYDiQymmL36zmh519ry1AwgbViUC6GAwp8PdKNaq8TXVuu4XhJBTIoEkAgA0QlsBSoZMuZQZ7u1VotwhMa+OIya5lokQmNnsxnn6/MgEc39sFhSlIWHvr4Ch7qH8PP3TiZghfNjckQzovh8A5mOtLGSHbuX3wEkZqzy0uKsCV+7Y3Ml7r2wGn87bMQv/nUqaXu7JNrnXXbYPME5la+NdeumCkiEAjy9Z+5ZSMzYeD4HkFeUZKOQpyV28VQ8moGUfAGk40YnaJr0PyISRyCgsLhINTqlNR0wZfxjH8Led999+PWvf83VknivodOOaq0yZSeSKaUirIoF6n/wRT2EApLxSfAT6cpFAJj9BLaxVpVkI0suxq4WMy5bNvNoaj5rNDpgcQVwUd38a88vX1GEk6ZhPL2nHUuKsnD9eu7rlk1JcAOZjpieL1YPv6eZNRkdqNBkTNms8r5t1fAEQnh+XycypELcf3Etyyvkv+0nBiAVCUb7xs2VRinFdetK8drBbty7rWZOweB+Z/T4L8xK/RIxvsuSi6GSiZKyhO1orL/fSh3JQCIS5407N6TVDbNKHith8525Djh27Bi83uQ7R7AhHKFxqGsIV6ws4nopCXXLxnIsylPi4iWkFxbBXyQDiQBN0+iwuOccQBIJBdhck4ddBkvSl7DsbB6EUEDN+yaPcf/FemyuycPP/u8EDi1w/HY8MAEkcgPJL5V5GaAooGMoyPVSptVkPNNAezIUReEnX6rDdetK8cSudjyxwIlhqSYSobH9xAA21+TNKbtzvDs2R0f4Pre3Y07fxxz/JAORH4rViqTMQDra40BlXgayFOk7+IBIPJlYOOsplalgsgwkYmqnTMNwB0JYXzm3NhPJ5svLi/Dbry8n/eYIXkufMzUxJbsniGF/CBUa5Zy/d6s+D1Z3ACdNwwlYGXt2njJjXXkOshWSBb2OUEDhT9euQnG2HHe9dmQ0A4ArJqcfAio9phwlE5VMjGqtEs0W/jVdZ5hdfvQ7/Vg2SfnaWBRF4VdfXYqvrizCQzsMeHl/J0sr5L9GowMDw35cunR+5WuM4mw5rlxVjDc+74HVPfvpfSanH2IhBU2KpvsnG51annQBJJqmcax3iPQ/Iog4Y3ogDZMeSLPC9D9al6L9jwgimZAAEoEOa2wC2xwzkABgc00eKArYZUjeaWw9Ni8Mgy5sm8P0telkKcR49uZz4AuGcNerh+Ef4a7PjcnhQ75KllZP9ZLF6lI1WiwB3mbvHY/1P1oxixtHoYDC77+xAl9cnI8H3zuFtw71Jnp5SWH7iQGIBBQurF34ueWuLYsQCEXw0hwCdCaHDwVZMgjSqCyEz6IBJG9S9QszDvlgdQdH+3IQBBEfmVIRKAoY9vO7lJ0v6jvtKMtVoIBk1BME58hdJTE63WfRPDKQNEopluuykzqAtLN5EACwrU4bt9esyc/Ew9esRKPRiZ+8e4KzGwaTw0f6H/HU6lI13MEIOqxzn67FhkajEwIKWFKkmtX2IqEAf7p+Fc6r1uCH7zThX02mBK+Q32iaxvaTA/hClSYupT+L8pS4bGkhXvmse9YlDyaHLy0aVCcLnVoBTzCcVFOXjsX6H5EG2gQRXwIBBaVUdFYGUk1NDcrLy7lbFE9FIjQ+77JjfQXJPiIIPiABJAIdVg8kQsHolJi5ukCvxbFeB2xzKK3gk49ODaImX4my3LlnYE3n4iUFuPfCarxzxIiXP+uK62vPFgkg8dfqsugT/SPdDo5XMrnjRgeqtZlQSGbfu0cqEuLZm87BmjI17nvjGD6OBWfTUXO/C90274LL18b6zpZFcAVCePVA96y2Nzn8pP8Rj+iScBLb0R4HpCIB9AXpMx2LINiikonPeiDw7LPP4uc//zmHK+KnVrMbDu8I1lWkdv8jgkgWJIBEoMPiQVmuYt7TL7bW5oGmgb2tljivLPGc3hE0dNmxbQHT16Zz74XV2FaXj1+934zP2q0J2cdUIhEaJqcfRdkk3ZePKjVKKCUCHOkZ4nopE9A0jSajE8umaaA9FblEiBduWYu6QhW+85cj+KyN3b97vth+oh8CCrgoTqWxALC0OAvn1+ThxX2d8AWnL40NR2gMDJPjn0/OBJCSZ8rSsd4hLNdlkTJogkgAlVx81hQ2YnJM/yOSgUQQ/ECuCIh5TWAba2lRFjRKCXa1JF8AafdpM8IROq43eWMJBBQeuWYFKjQZuOcvR9BrZ+/GweYJIhiKkAwEnhIIKNTmSXG4m38BJJPTD5sniBXzCCAB0aeqr9y6DhW5Gbj9lUO8/BkTbfvJAawtz4l7A+t7tlbB5gnizc97pt3O4gogHKFJCRuP6LIVAJInAykYiuCEaZg00CaIBFHJzi5hu/POO/Gzn/2MwxXxU32nHUVZstEgPEEQ3CIBpDQXCkfQY/fOawIbQyCgcH6NFntOWxDmaUPgqXx0ahAapRQrdIm7QM6UifHsTWsQitD49quHZ8wciBdmAhy5geSvujwZWs1u3vVEaYr1PVm2gONCnSHBq7evgzZTilteasCJPme8lsd77RY3Tg+6cUkcy9cY6ypysLZcjWf3diAYiky5XZ8jevyTADJ/qOQiZEpFSRNAau4fRjAUIf2PCCJBVPKzS9hOnz6Nrq4u7hbEQzRNo6HTjnUVOWS0PUHwBAkgpTnjkA8jYXpBGUgAcEGtFk7fCI71Jk+mQTAUwR6DBdvqtAmfUlSZp8Qfr12F5oFhPPBOEytNtU2xG0hSwsJfdXnR7BSmUS1fNBqdEAsp1BUurO+JNlOG125fj0ypCDe/2IA2sytOK+S37ScGACAhASQAuHtrFUxOP/5xrG/KbZjjv5Ac/7xBURSKY5PYksHRWHktyUAiiMRQycRnZSAlE8OAi5Xep51WDyyuANZXkv5HBMEXJICU5jqtHgDAogUGkDZVayAUUPikJXmmsdV32uAKhBLW/2i8rbVa/OcX9Xiv0YRn93YkfH99Dj8AkoHAZzUaGSgKOMKzEq/jfQ7UFqggFQkX/Fo6tQJ/uWMDBBSFG56vR48tOW6eF2L7iQGsLMlOWPbflpo8LC5U4end7VNmfTIZiKSJPr/o1IqkyUA61utAvkqKQjI2myASIksuxrA/+XogmYf9uPzxffjK4/tH7yMSpaHTDiCafUsQBD+QAFKaa7dER4gvpIQNiL4JrilTJ1UfpJ2nBiETC7CpWsPaPu/esggXL8nHHz46nfCn0CaHDwqJEFnyhY8QJxIjQyKAPj+TV420I5H5N9CeSoUmA6/dvg6BUAQ3vHAQA05/3F6bb4xDXhzvcyYs+wiIZrLcs7UKHVbPaLbTeCaHH5lSEVQycvzziU4tR9+Qj5Us1IU62uvAypJsUjZCEAmikovgDoQQCk9djsxHL+zrRCgcgTcYwjeePgDDQOKyi+s77dAopajUxHdSMkEQ80cCSGmuw+pBtkKMnAzJgl9rq16LU/3DSXFzSNM0djabcV51HmTihWdZzBZFUfjvy5cAAB7+8HRC92Vy+FCULScX/zy3ukyNYz0ORHjSP6zb7oXLH5p3A+2p1Bao8Mqt6zDkGcENzx+ElYXUdy6Mlq8tSVwACYiWx1VqMvDErrZJgxEmh4+Ur/GQTi2HKxDi/eQluyeIbpuX9D8iiARiAvzuQPR8sHLlStTW1nK5pBk5vEG8drAbX15ehL/ddS6EAuCaZw+gyZiYUvyGTjvWk/5HBMErJICU5jotnrhF9S+o1QIA9pzmfxlbc78LfQ4fLmKpfG2s4mw5vrWxHO8e60toY2EmgETw2+pSNVyBEFrNbq6XAgCjF4HLiuPf92S5Lhsv3rIWfQ4fbn6hAU5vcvZ+mM72EwOoLchEeYKflgoFFO7asgin+oex+/TEzE+Tkxz/fMRMEerleR8kpp8h6X9EEImjimWIMwHlRx99FD/60Y+4XNKMXv6sC55gGHdvXYQqbSb+9u0vIFMmwvXP1Y+Wm8WLcciLPoePlK8RBM+QAFKa67C6F1y+xqjJV6IoS5YUfZA+OjUIior2JeLC3VuqkC0X49cfNCeslMHk9KOI9K7gvdWl0Rs0vpSxNRmdkIoEqMmPz3lhvHUVOXjmpnPQZnbj5pcaEt4/gU3mYT8O9wzh0qWFrOzvqyuLUZQlw5O72iZ8zeTwkwmMPKRTKwCA932QjvU4IKCA5XHORCQI4gyVTAQAZ01i4zN3IISX9ndhW10+agtUAIDSXAXe+va50KqkuPnFeuyd5IHGfNV3RANS6ytJAIkg+IQEkNKYOxDC4HBgwRPYGBRFYUutFvtardOOl+aDnc2DWFWSjbxMKSf7z5KL8b0LqrG/zYY9cXyzZQRCYVhcAZKBkAQqNBlQK8S8aaTdZHRgSZEKImHi3h7Or8nD49evQtugC198ZA/+5/1TcCbpJJqxdpwaBE0nbvraeBKRAHdursTnXUNnPfn1j4Rh9wRRTErYeIfJQOL7JLajvQ7oC1RQSERcL4UgUtaZDKTo+9+NN96IBx54gMslTev1+h44fSO4e+uisz5fmCXHW98+FxUaJW7/8yHsODl5b765aui0I0suRo12YRNhCYKILxJASmNdcZrANtZWvRaeYBiHuuKbxhpP/U4fjvc5cdFidm7ypnLjhjKU5ijw63+3TDlJab6YPlQkgMR/FEVhdamaFxlI4QiNE33DWK5LfNnKF5cUYNf9W/C1VTo8v68TW3+/G3+p7477scCmHScGUKnJSFj21mSuWVuK3AwJnhiThWRykAlsfJUlF0MpFaHPwd8MpEiExrFeB1aVkvI1gkgkpgcSk4FkNBoxODjI5ZKm5B8J47lPO/CFRblYPUlvNI1Sijfu2IAlxSrc/Zcj+MfRvgXvs6HLjrXlORAISP8jguCTWQWQ9Hr9er1evzv2cZVer9+n1+s/1ev1T+n1ekHs8z/T6/UNer3+M71ev26u2xLsi9cEtrE2VuVCIhRgl4G/ZWwfN0fXdtFibsrXGBKRAA9coodh0IV3jhjj+tp9ozeQJAMhGawuU6Pd4oHDG+R0HW1mN3wjYawoYadsRZspw2+/vhzvfXcTqvKU+Mm7J/ClP36Kz9qsrOw/noY8QRzosOGSpQWsNvuUS4S4dVMF9py2jPZU648FkEkJG/9QFAWdWs7rErYOqxsuf4j0PyKIBFPJYyVsPG+qDwBvHzbC7Argu1urptwmSyHGq7etx9pyNb7/1jH8tb5n3vszD/vRafVgAylfIwjemTGApNfrHwDwPADmTvRhAP9lMBjOA0ABuEKv168GcD6A9QCuBfDEPLYlWNZh8YCigLJcRdxeUyERYX1lDq/7IH10ahDluQosymMvS2AqX1pWiBUl2fjDhwb4guG4va7JEb2BLCYZCEmBedJ/tCcxU0xmqzGBDbSns7Q4C29+ewOevGE13IEQrn++Hne+cmg0SzIZfNQ8iHCEZq18baybzi1DplSEp3a3AzgTQCbHPz/xPYDEnIdWkQASQSTUaAkbz3sghcIRPL2nHStLsnHuotxpt1VKRXj5W+uwpSYPP373OJ7/tGNe+6yPlWWTBtoEwT+zyUBqB/C1Mf+/BsCe2McfANgGYBOADw0GA20wGHoAiPR6fd4ctyVY1mn1QKeWx32M/Va9Fu0WD3ps/Ovx4A6EcKDdhm11+bwYCUpRFH5yWR0GhwN4Yd/83mQnw5SwFJAm2klhhS4bAor7RtrHjU4opaK4TWacC4qicNmyQuz8j/Nx/8V67Guz4qJH9uDX/27m/cU1EC1fK86WY1kx+02HVTIxbv5CGf59oh/tFvfo8Z+fxU2PN2J6xdlyXvdAOtrrQKZUxIuHLASRypQSESjqTA8kvnqvyQTjkA/3bK2a1bWzTCzEMzedg8uWFeBX7zfjsZ2tcx4Y09Bph1IqwuJC1XyXTRBEgszYHdFgMLyj1+vLx3yKMhgMzFnABSALgAqAbcw2zOfnsu20nYQDgQCam5tnWm5S8Pv9vPhZTvVaoZUJ476WUnH0jfCNvU24vJZfE1z2dbsRDEdQncGPfwMAyARwbokCT+xqxZrsALLlCw/oneqyQC0ToqP19MIXSCTM2HNBuVqCT5v7cFkJdw3o61sHUKkWwWBo4WwNAHBBAbDyimK8fNSOZ/d24M2Gbty8So0vVmVCyMNeCJ5gBHtOm/FlvQotLdz87jblhfG8gMJv/nkYAoqCWk6Of74Sj7jg8ofweeMJKCXR8z1frgsA4GDrAKpyxJyfBwgiHWSIBegymdHcHEF1dTXC4TBvzgUAEKFpPLLdiPJsMYpgQ3Pz7Huc3r1SjqBXiUd2nkZP/yBuW5Mz64e3e1tMqNWI0XraMN+lE0RS49N1wXjzGa8x9u4mE4ADwHDs4/Gfn8u205JKpairq5vHcvmnubmZ85+Fpmn0v96NTbVFcV9LHYCKT+1odgjwAM/+zZ47fgzZCjGu2rwyoVOm5uqXuSW4+NG9+KAX+MUVC/+deQ+4UKoRcP53Rkxv7LlgoyGMvx8xokZfy0mQJBiKoMvRhW9tLOfN383GNdGsqJ+/dxJ/PGDFR11B/PeXF8+YQs+2/2s0IRTpwg3nL0FdOXfp9tcZKbx2sBsVmgyUajJ58+9InG1NqB/PH7JDkVeCuqLoQxY+XBcAgDcYQrejE3dvKUVdnZ7r5RBEysvO6IdIHj1fP/fcc7w5FzC2nxhAj7MTj127EksWF8/5+5+to/HgeyfxyoFuyJRZ+OUVS2dsim33BNHt6MDV6ytRVzd1zyWCSGVcnAsOHz48q+3mcwd9VK/Xb4l9fCmATwHsB3CxXq8X6PX6UgACg8FgneO2BIvMrgA8wXBcJ7CNtUWfh8/abXHt67NQoXAEu1rMuECv5VXwCACqtEpcu7YEf63vQUesuflCmBw+MoEpyawuy4YnGIZhwMXJ/g0DLgTDESzT8StrcJkuC3+761w8fv0qDPtGcN1zB/HtVw/xqkR2+4l+aJTSSSfTsOnOzZUAgFazG0WkfJW3dOpo38E+HvZBOm50IhyhSQNtgmCJSibmbZk2TdN4cncbynIV+NKywnm9hkBA4edfWYK7zl+Ev9T34D//1ohQePpM64ZY/yPSQJsg+Gk+d9E/APBzvV5/AIAEwNsGg+EwosGhAwDeAXDPPLYlWJSICWxjbdVrEQhFcLDDNvPGLDncPYQh7wi2Lc7neimTum9bDSQiAX63fWHpujRNkwBSEmKCD1z1QWrqiyaCrtDx78aRoih8eXkRPv7B+fjBRTXYe9qKbQ/vwa8/aIaL4wtvXzCMXS0WXLwkn/PyuqJsOb62unj0Y4KfdOrovw0fG2kf642eB0gAiSDYoZKLRqewXXXVVbj33ns5XtEZ+9qsaDI6cdf5ixb04JWiKPzw0lrcf7Eefz/ah+/+9SgCoakfMDd02iEVCVgf6EEQxOzMqoTNYDB0AdgQ+/g0olPUxm/zIIAHx31u1tsS7OqwRKcbVSYoA2ldRQ7kYiF2GczYWqtNyD7mamfzICRCATbX8LNne16mFN/evAiP7DyNQ112nDPPUhinbwTeYJjcQCaZ0hwFcjMkONIzhBs3lLG+/6ZeJ9QK8ejNLR/JxEJ878JqXL22BL/d3oJn9nTgncN9uP/iGnx9TQknAZy9rRb4RsK4dOn8ns7G213nL8K7R/tQpSUNkPkqWyFGhkTIywDS0R5H9FykJA3YCYINKpkYPfZoRq3NZoPXy5/s2id2tSFfJR19MLFQ92ytglwsxC/+dQp3vnIYT9+4BnLJxL6fDV02rC5VQyLiV7UAQRBR5MhMU51WD+RiIQpUiSlzkImF2FilwSct5jlPXkgEmqbx0alBnLsoF0rpfFp/seOOzRXIy5Tif//dPO/f25kR3qSEJZlQFIVVperREdpsa+pzYpkumxfTCWeSr5Lh4atX4p/3bERZrgL//zvH8ZXH93GS8bj9xACy5GKs50mqfWWeEnsf2IpvrNFxvRRiChRFoVjNz0lsx3odWFVKnvoTBFtUcjEvp7Ad7rbjYIcdd5xXCakoftOab91Ugd9etQx7Wy345ksNE7KIh/0jOGUa5s17KkEQE5EAUprqsLhRrsmYsZHdQmytzYNxyDdaLseldosHXTYvb8vXGAqJCP9xUQ2O9Diw/cTAvF6j3+EHABRm8TeThJjcmjI1Oq0e2D1BVvfrC4ZxetCFFTzrfzSTFSXZePuuc/HYtSsx5Ani2mcP4juvHWbtxjwYimBn8yAuWpwPMY/6qhVmyXnX5404m06t4F0GUr/Th4FhPylfIwgWRXsghbhexgRP7GqHWiHG9etL4/7a16wtxWPXrsKR7iHc+Hw9HN4z1zyHu4YQoaOVDARB8BO5wkxTHVZPwsrXGFv00dK1XS2WhO5nNj46NQgA2FbHj3K66XxjjQ7VWiV+u70FwdDcR7qbnNGbElLClnxWx578H+lmtw/Sqf5o49xlxckVQAKi2RxXrCzGxz/Ygu9vq8FugwVfeXw/DnfPftTwfH3WboXLH8IlSwoSvi8iteh4mIF0LJb9uIrjZvAEkU5UchHcgdCMjaXZdNLkxCctZty6sQIKSWKy9r+yoghP3bgGzf0uXPvsQVhcAQBAfacdYiGFVSXkPEQQfEUCSGkoGIqg1+7FIk1iA0jF2XLo8zOxy2BO6H5mY2fzIJYWq5IiK0ckFOBHl9Wiy+bF6w09c/7+PocPEpEAuRmSBKyOSKTlumyIBBTrjbSbjE4A0YyeZCWXCHHvtmr8+97zoJKJcN1z9Xi/qT+h+9xxcgAZEiE2VWsSuh8i9ejUcgz7Q7yavnS01wGJUIC6wkyul0IQaUMlEwMA3IEQLrzwQmzYsIHjFQFP7W6HUirCzeeWJ3Q/Fy3Ox4u3rEW3zYurnzkAk8OH+k4bVuiyJ+2NRBAEP5AAUhrqsXsQoYGKBGcgAcDWWi0+77JzOinJ6g7gSM8QttXxu3xtrK16LTZU5uCxj1vnfINhcvhRlCVLaHkikRhyiRB1hSpOAkjaTCnyE9QTjU0Vmgz8/e6NWF6chXv+egRP7W5PSB+2cITGhycHcUFdPmRicqFLzI1OrQAA9PGojO1YjwNLilVx7XdCEMT0VPJoAGnYF8JPf/pTfOc73+F0PR0WN94/3o8bN5QhSyFO+P42VWvw6m3rYHUF8I2nD+C40UnK1wiC50gAKQ21MxPYNImf0rNVn4eRMI39bdaE72sq0Ube0ScdyYKiKPzkssWwe4J4enf7nL7X5PCR8rUktro0G429TlbT2ZuMDizXJW/20Xg5GRK8dvt6XL6iCL/d3oIfv3scI3H+fTZ02mHzBEn5GjEvzLRDvvRBGglH0NTnIP2PCIJlKlm0RIwv2YjP7OmARCjAbZsqWNvnOeU5eP3ODfAGQwhFaKyvzGVt3wRBzB0JIKWhzv/X3p1HR13f+x9/zWQmmYRkkhASlmwQli8ga5CqoCwVtFrXVlvt4kJVtHaxtd7e29P7q72nt7fX1tZa69JFaW2rVnvtrb0uiAIqqFRICOuXJYFskAUy2feZ3x8zoYgwZJl9no9zPMbJd76fd/Dkw8x73p/3u9GbQApFBVJxYabSHLaw9kFat7tOE9IdmjneGbYYhmN2XrqunjdBv32nQkeaB/8mgwRSdCsuzFRnb7/2Hm0NyXqtXb0qb2zXnChroH02DnuCfv7Zebp7+WQ9s6VKq9b8I6CVkK/tOqokm1XLjOyA3RPxIzdjIIEUGX2QzKOt6up10/8ICLF/ViD16rLLLtMdd9wRtlhqXZ36n5Jq3bAwX9lpSSFde1Zuup6/8wJ97eNTdAEJJCCikUCKQ+UNbRqTmnTi3HUw2ROsWjI1W+vN+qAcIzmbrt5+vb2/UStmjo2K8eSn+tYlhjwe6cG1+wZ1fV+/W3UtXSSQolix7w1cqI6x7axpkcejmEsgSZLVatF9l07Xf396tjYfPKbrH/f2WBgpt9ujV3ce1ZJp2RqVFJwGo4hto0clKtmeEDEVSCVVvgbaVCABITXwWrylq1ednZ3q7u4OWyy/eqtcHo90+5KisKw/JSdN37zEUKKNt6dAJOM3NA6VNwR/AtvJlk/PUX1rt3YfaQnZmgM2HWhUZ29/VPU/Oln+6BTdvKhQf9lWrd21Z//zq2vtltsjTUiP/l428SovM1nZaUkhm8RWVu194xhLR9hO9dmFBVpz60LVNHXqml9u0s6a5hHdb3u1S0dbunTZLI6vYXgsFovyMpMjpgdSaaVLWaMSTxytAxAazmTfEbbOvrDG0djWrWf/Ualr5uee6NEGAKdDAilFf/2ZAAAgAElEQVQOVTS2qyjIE9hOtnSa94jH+r2hn8a2bk+dUpNsOq8oehvyfWX5VDkddv3o1b1nvXaguoIKpOhlsVhUXJChbb6R2sFWVt2svMxkjY7xqX0XTc3WC3ctks1q0WeeeFdv7Kkb9r1e3XlUNqtFF0+PzsQ0IkNeZrKqXZFxhK2kqknzCzKislIXiGYnjrCFuQfSU5sq1N3n1l3LJoc1DgCRjwRSnGnu6NWx9p6QViBlpyVpTl661puh7YPkdnu0bk+9lhrZUT1VJj3Frq8sn6K39jXo7f3+/wxJIMWG4oJMVR7vUGNb8EvZy2pcmhvD1UcnM8al6a93L9bk7FTd/vsP9LvNh4Z8D4/Ho1d2HtWiKWNCMqEGsSsvMyUijrA1d/SqvKGdBtpAGKQm2mSxeHsghUtzZ69+v/mwLp81XpOzgz9gB0B0I4EUZw42tkkKzQS2ky0zclRS2aSm9p6Qrbm92qWG1m6tjNLjaye7aVGh8jKT9cOX98rtPnMvqZoTCSSOsEWzBYW+PkhBPsZ2vL1HVcc7NTsG+x+dSY7ToedWn6+PT8/R9/62S//x0m71+/mdOtWeI62qPN7B8TWMWF5mslwdvQFt7j4c233HWGmgDYSe1WpRWpJNLV19uuKKK7R06dKQx/CH9w6rtbuP6iMAg0ICKc5UNIRuAtvJPj49R26P9NZZKmgCad2eOiVYLTExJSnJlqD7LjW050iLXiypOeN1ta5OZabYlZJIY99oNis3XfYEi7YGuZH2Dl8voFhsoO1PSqJNT3zxXN2yaKKe3FShu/6wVZ09/YN67qs7j8hqkVbOjP7ENMJroM9ITQAau49ESaVLFkv87QNApHAm29XS2atvfetbWrVqVUjX7uzp12/fqdAyI1uzctkDAJwdCaQ4U97YJpvVooLRoW2QNyc3XVmjEkPaB2nd7notnJipjJTY6O1y5ZwJmp2brgfXmurqPf2b3VoXE9higcOeoJkT0lVyOLh9kMp8k5fi8UVjgtWi+686R9+7cqZe31OnG371rupbu876vFd3HdXCiaM1JjW0I44Re3J9Daurj4c3gVRa1aSpOalKC8FkVgAf5XTYw9YD6dl/VOp4e4/uXj4lLOsDiD4kkOJMeUO7CkanyJ4Q2v/1VqtFS6dla+O+hiEdFxmuymMdMutatXJm7BwzsVot+rfLp6u2uUtPbTp02mtqXZ0an04CKRYUF2SorMal3n530NYoq2lWUfaoE2OE49GtiyfpV188V/vq2nTtLzdrf13rGa892NCmfXVt+gTH1xAAAxPPwlmB5PF4VFrlov8REEbOZJtaOvu0bNky3XzzzSFbt6fPrV+9Va6PTRqthROjd9gMgNAigRRnKhrbNSmEE9hOtmx6jpo6ek/0Wwimdb4JSytm5AR9rVBaNHmMPj49R4+uP6Djp+knVevqVC79j2JCcUGmunrd2nOkJWhrlFW7NCcOq49OtXLmWD23+nz19Lv1qcc2a9OBxtNe9+rOo5KkS88hgYSRyxqVKIfdquqm8E1iO3ysQ00dvfQ/AsIoXBVIL5ZU60hzF9VHAIaEBFIccbs9qmhsD+kEtpMtnZotq0XaEIJjbK/vrtO0sakqzArPzxpM/3bZdLX39OnhN/Z/6PHWrl61dPVxhC1GBLuRdl1Ll+paujUnTiawnc2cvAy9+OVFGp/u0M1PbtHzH1R95JpXdx7V3PwMfscQEBaLJeyT2EqqvPsLFUhA+Az0QAqlfrdHj204qFm5Ti2ZOiakawOIbiSQ4kiNq1PdfW4VhWlEZ3qKXQsKM/WmGdwEUnNHr7YcOq4VMTB97XSmjk3TZxfm6w/vHdahxvYTjx9p9vZv4c1tbJiQkaxxToe2VganYq+s2ttAe24+FUgD8jJT9MJdi3R+UZbue6FMD6415fF4j9xWHe/Qjppmpq8hoPIyk8OaQCqtdCklMUHTxqaFLQYg3jkddjWHOIH08o4jOnSsQ3cvmyKLxRLStQFENxJIcaTCl2wI1xE2Sbpk5jjtrGnRTU9u0a7a5qCssWFfvfrdHq2I4SlJ31gxTfYEq378mnnisYE+GiSQYkdxYUbQKpDKql1KsFo0czwJpJM5HXY9detCffbcfP3izQO657lSdff167Vd3uNrn+D4GgLIm0AK3xG2kiqX5uSlK8HKG0ggXJzJNrX39MsT/Bahkry9z365/oAmZ4/iSDaAIWPWdxwpb2iTpLAdYZOkWxZPlMUiPbL+gD758Du6et4E3bvSUEFW4KbCvb67TmNSkzQvho/m5Dgdun1JkR5+Y7++VNmk4oJM1foSSLkkkGJGcUGmXt5xVPUtXcpxBra3VVl1s6bmpCo5MSGg940F9gSrfvTp2SrIStGPXzN1xNWljt4+TR+XpolhTMAj9uRmpKipo1edvcFrln8mXb392l3botuXFIV8bQD/NDDI4sprPqWWptP34AukN/fWa+/RVj14/VxZSR4DGCIqkOJIRWO70pJsyg7j+Gl7glW3XVSkjfct193LJ+u1XUd18U836P6/7VJjW/eI79/T59ZGs0ErZuTE/F+Kdywp0pjURP3Xy3vk8Xh0xNUlm9Wi7DTGi8eKgca22yoDW4Xk8Xi8DbTzqD46E4vForuXT9HDN85XaZVLO2tadNms8eEOCzFmYBJbfVtfyNfeVdusPreH/kdAmDmTvQmk62/6km688cagruXxePTI+gPKzUjWVfMmBHUtALGJBFIcKW9s16TsURFx1jk92a77Lp2ujfct1/Xn5uvp9w5r6QPr9dC6fWrrHv4L6fcrjqm1uy9m+x+dLDXJpntWTNM/DjVp7e461bo6Ndbp4ChCDJmV61RiglXbAtwHqbqpU00dvTTQHoSr5k7QH28/T0unZeu6c/PCHQ5izEAC6Whb6Ccwlfj2lfkkkICwcjq8B0LqjreoszO4PdHeKz+ukkqX7lxaJHsCbwMBDB07Rxwpb2hXUYQdvxjrdOiH187W2m8s0VIjWw+t26+lD6zXmk0V6ukbekn/ut11ctitWjwlPiZK3LAwX0XZo/Tfr+zV4eMdHF+LMUm2BM3KdWprgPsgDTTQpgJpcBZOHK3frfoYv18IuCk5qRqVmKA3DraFfO2SKpdyM5IDfjwWwNAMVCCt/sJ1uvPOO4O61qMbDmhMapKuPzc/qOsAiF0kkOJEV2+/alydYZvAdjaTs1P16OcX6K93L9a0sWm6/6XdWvHTjfrf0hq53YPrKujxeLRuT70unJIdN31dbAlW/esnpqu8sV1bDzdpQgZvBGJNcUGmdtQ0DyuheiZlNS4lJlhljGPyEhBOaQ67vnThJL19uF07a4IzWOJMSitdHF8DIkC6L4HUP8jXu8O1vcqlt/c36vaLJslhj4/XyQACjwRSnIiECWyDMS8/Q3+6/Tz9btXHNCrJpq8/W6orfvGONu5rODFO+0x2H2lRjatTl8Tw9LXTWTlzrD42cbQkJrDFouLCTPX0uQM6tbCsqlnTx6cpycYLSCDcbltSpNREq376+r6QrVnf2qUaV6fmF5BAAsJtoAKpL8gJpF+uPyCnw6bPn18Y1HUAxDYSSHGivMGbQArnBLbBslgsWjotW//31Qv18xvmqbW7Vzc/uUWf+/X72l515l4w63bXy2KRlk/PCWG04WexWPSdT86QxaKIrTDD8BWfaKQdmD5IbrdHO2uaOb4GRAinw67rZ2Xozb31AT+ueialvv2ECiQg/AZ6IAWzAmlfXavW7q7TLYsnKTWJIdwAho8EUpyoaPT2V4j0CqSTWa0WXT0vV298c5nuv3Km9tW16upfbtKX/7hV5Q0f7Rexbk+d5udnxOUUsnn5GdrwrWW6hokaMWdcukO5GckBm8RWcaxdrd19NNAGIshV050ak5qkn7xmhmS90iqXbFaLZuWSSAbCbVSiTVaL1OcO3FH1Uz224aBSEhN066KJQVsDQHwggRQnyhvaNT7doZTE6PvUIdFm1S2LJ2njvyzX1y+eqo1mg1b+7C1958Udqm/pkiQdae7UjppmrYiz42snK8waJRsTNWLS/IIMbQtQZUJZtbfygAokIHI47FZ9ZflkvVt+TJsONAZ9vZJKl2aMd9IHBYgAVqtFaQ67Zi29Stdcc03A7195rEN/216rz59XoMxRiQG/P4D4wrvNOHGwsT0qjq/5k5pk0zdWTtPGf1muL55fqOc/qNKSH6/XA6/u1YslNZIUd/2PEB+KCzJ1pLlLR5pHPt63rLpZyfYETeG4IxBRbjyvQLkZyXrgNfOsPf9Got/tUVm1i/5HQARxJttUtPgKXXvttQG/9+NvHVSCxaLbLioK+L0BxB8SSHHA4/GooqFNRWNi4w3jmNQk3X/VOXrjm8t06Tnj9OiGg3rgVVMTs1I0mTfFiEHFhb4+SIdH3geprLpZ50xwUq0GRJgkW4K+dvEUba9yad2e+qCts7++Ve09/fQ/AiKI02FXfX2DmpoC2wetrqVLL3xQrevOzdNYJ5N6AYwc7yDiwLH2HrV09UVV/6PBKMhK0c9vmK+/f/VCXTZrnO5cOlkWiyXcYQEBN3O8U0k264j7IPX1e6e50f8IiEyfLs7TpDGj9OBaU+4gNdQdaKA939egH0D4OR12rf3Ft3XPPfcE5H5dvf16+r3Duu7xzer3eHTnkskBuS8ARF9DHAxZNE1gG45Zuel67AsLwh0GEDSJNqvm5KWPOIG0v75NXb1u+h8BEcqWYNU9K6bq68+W6u87juiquYEfjFBS6VJGil0Ts1ICfm8Aw+NMtgVkCltzZ6/+8N5hPbWpQo1tPZpfkKEfXjtbBfy+AwgQEkhxYGACG8e7gOhVXJCpJzdVqKu3f9iNb3dUN0uigTYQya6cM0GPbTioh17fp8tnjQv4cdPSKpfm5WdQsQtEEKfDPqIpbPUtXfrtpgr98b1KtXX3aZmRrbuWTtbHJo3mdx1AQJFAigPlDe1KtFk1ISM53KEAGKb5BZnqfatcu2qbtaBw9LDusb3apTSHTROzYrMaEYgFVqtF31w5TXc8vVX/s61Gn1mYH7B7t3b1al99qy6bPS5g9wQwcs5k+7AqkA41tuuJt8r1l63V6nO7dcWcCVq9tEjnTOCDIgDBQQIpDhxsaNfErBQlWPkEAohWxYXevkXbDruGnUAqq27W7Nx0WdkLgIi2cuZYzc3P0M/f2K+r509Qkm14VYen2lHdLI+H/kdApHE6vAmkwQ5g3FnTrMc3HtTLO47IlmDV9efm6Y4lRSrkAyIAQUYCKQ5UNLZpak5auMMAMAI5aQ7lZSYPuw9Sd1+/9h5t0ZcuZIwvEOksFovuu8TQF377vp55v1K3LJ4UkPuWVHkbaM+jkT4QUZzJNqXNv1xXX5B9xms8Ho/eKz+uxzYe1Fv7GpSWZNPqpZN16+KJykljwhqA0CCBFGKdPf0hXa+v363K4x265BzK1YFot6AwU++VH5PH4xlyT4O9R1rV2++h/xEQJRZPydL5RaP1yPqD+szCfKUkjvwlW0mlS0VjRik9xR6ACAEEitNh16gZS3TB8o8eWXW7PXp9T50e23BQpVUujUlN0rc/MV2fP79ATge/ywBCK7CdGeHXsbZuzf2PtdpS3RGyNauaOtXb71HRGEpagWhXXJCpupZu1bg6h/zcshoaaAPRxGKx6L5LDTW2det3mw+P+H4ej0elVU2aV0D1ERBpnMl29bU06FB17YnHevrcev6DKq382Uatfnqrjrf36AfXzNI7316uu5ZNJnkEICyoQAqhjJRE5aQl6fkdLt28MjRrDkxgK2ICGxD1in19S7ZVupSXObSRvGVVLo0elahcmukDUWNB4WgtN7L1+MaDI642qG7q9I71zieBBEQap8Omxr8/qAc3J+nGK1fo2S1V+s3b5apt7tKM8U49fOP8oExlBIChYhcKoQSrRbcsmqid9V0nxmkHW3lDuyRRgQTEgOnj0+SwW7Xt8ND7IO2oadacvHTG+QJR5t5LDDV39uo3b1eM6D4D/Y9ooA1EHmeyNznc2N6nRT96U//x993KH52iNbcu1Mtfu1BXzZ1A8ghARGAnCrHPLMxXss2ipzaN7IXgYB1saFdmil2ZoxJDsh6A4LEnWDUnL0MlQ2yk3dHTp311rZqTy/E1INrMyk3X5bPH6bdvl+t4e8+w71Na6VKSzSpjHEM1gEiTmeJ9nd7S3a+FE0frL3ct0nOrL9AyI4cPfgBEFBJIIeZ02LVySppeKqtVfUtX0NeraGzj+BoQQxYUZmpXbYu6egffkH93bYvcHmkOk5eAqPTNldPU2duvxzYcGPY9SqqaNCcvXXaqGICIMy7doalj0zRtTJJ+fdO5WlBIpSCAyMSriDC4aka6+twe/eH9yqCvVd7QrkkcXwNiRnFBpvrcHpUN4Rjs9moaaAPRbEpOmq6dn6ffv3tYdcP48Kmnz61dtS2aR/8jIGJljUqUw8ZbMwCRjV0qDHKddl08PUd/fO/wkKoIhqq1q1f1rd0qyiaBBMSK+b4JStuGcIytrNqlcU6HcpyOYIUFIMjuWTFVbo9Hv3hz/5Cfu+dIi3r63PQ/AiLYvffeq1tuuSXcYQCAXySQwmTV4kk61t6jv22vPfvFw3SosUOSVDSGI2xArBiTmqTCrJQhNdLeUd1M9REQ5fJHp+izC/P17JYqVR3vGNJzB/qmUYEERK4rr7xSy5cvD3cYAOAXCaQwuWByloyxaXrynQp5PJ6grFHe2CZJVCABMaa4IFPbKl2D2juaO3tV3thOAgmIAV/9+FQlWC16aN3QqpBKq1wa60zS+HSqEIFIZZqmKipCM2QHAIaLBFKYWCwWrbpwovYebdW75ceCssbBhnZZLVJhVkpQ7g8gPIoLM9XY1q3qps6zXrurZqD/EZUHQLQb63TopgsK9WJJtQ7Utw76eSVVLs3Lz2CaExDBVq9erfvvvz/cYQCAXySQwujqebkaPSpRT206FJT7VzS2Ky8zRUm2hKDcH0B4FPv6IG0dxDG2gQbas3OpQAJiwV3LpijZnqCfvr5vUNcfb+/R4WMd9D8CAAAjZhvuEw3DKJE0MAaoQtITkn4uqU/SWtM0v28YhlXSo5LmSuqWdJtpmgcMwzj/1GtH8DNELYc9QZ8/r0CPrD+gw8faVZgV2KNm5Q1tTGADYpAxNk0piQnaVtmka+bn+r12R41LBaNTlDkqMUTRAQim0aMS9aWLivTwG/u1s6ZZs86SHC6tov8RAAAIjGFVIBmG4ZAk0zSX+f65VdLjkj4n6UJJ5xmGUSzpGkkO0zQvkPSvkh703eJ018alL5xfKJvVojWbDwX0vh6PRxWN7fQ/AmKQLcGquXkZg5rEtr2KBtpArLntoklKT7brwbXmWa8trXTJahH7AAAAGLHhHmGbKynFMIy1hmG8aRjGEklJpmkeNE3TI+k1SRfLmyB6VZJM03xP0rmGYTjPcG1cGut06JOzx+v5D6rV2tUbsPvWtXSro6dfRdlMYANi0YLCTO050qqOnr4zXnOsrVs1rk7eOAIxxumw686lk7XebNDWw8f9XltS5ZIxzqmUxGEXnQMAAEgafgKpQ9JPJF0q6U5JT/keG9AqKV2SU/885iZJ/b7HWk5zbdxadeEktXX36c8fVAfsnuUNvglsHGEDYlJxYYb63R6VVTef8ZoyGmgDMevmRYUak5qkH79mnnEio9vtUamvgTaAyPbd735Xq1evDncYAODXcD+O2ifpgK+CaJ9hGM2SRp/0/TRJLkkpvq8HWOVNHqWd5lq/uru7tWfPnmGGG1m6uro+9LPYJc3MSdKvN+zTeZmdSrCOfErKpr3eHF2/64j27GkY8f0ABN6pe8FQjOrqlyS9+oGp9O7TN8d9Y3uTLJLsbUe1Z0/9cMMEEGTD3Quum5mqx7cc0zNvbtP8CR+duFrp6lFrV5/G2Tpj5jUUEKtyc3OVlZXF7yqAEb1HCLbhJpBWSZot6cuGYUyQN1HUbhjGZEnl8lYmfV9SnqQrJf3Z1zh7h2maLYZh9JzmWr+SkpI0Y8aMYYYbWfbs2fORn+UrfRn68h+3qVajdcmMcSNe4/kDu5Vsb9KFxbNkDUBCCkDgnW4vGIqiNxpV3Wk/4z2ObvmHJuekasGcc4a9BoDgG+5eUDS1Xy/t26jn9nTqxo8Xy2L58N/3Oz+oklSty8+boalj005/EwARobS0VBUVFfrUpz4V7lAAhNlI3yMMx9atWwd13XCPsP1WUoZhGO9Iek7ehNJtkv4oaYu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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Naive Method\n", "\n", "furniture = df[df['Category'] == 'Furniture']\n", "furniture = furniture.set_index('Order Date')\n", "furniture = furniture['Sales'].resample('MS').sum()\n", "\n", "pred_sales = furniture.values[-1]\n", "\n", "pred = pd.Series(index = pd.date_range(start='01-01-2017', periods=12, freq='MS'))\n", "\n", "for k, i in pred.iteritems():\n", " pred[k] = pred_sales\n", "\n", "title = 'Prediction Using the Naive Method | RMSE={:,.0f}'.format(rmse(furniture['2017'], pred))\n", " \n", "fig, ax = plt.subplots(figsize=(20,8))\n", "ax.set_title(title, fontsize=25)\n", "\n", "furniture.plot(ax=ax, label='Furniture Sales')\n", "pred.plot(linestyle='--', color='#B73844', linewidth=3, ax=ax, label='Mean Forecast')\n", "ax.axvline(x=pred.index.min(), linestyle='--', color='black')\n", "ax.legend(fontsize=15)\n", "fig.savefig('img_naive_prediction.png')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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8luCylI7G/JpW6LqabA+x3P98jzDG9AixTZJ3e5IxJiJIwPOI19dam2tM8ds9GoqzG/2zVoX6jK/AnYeqMwtsobX2LABvSF8D4HJcdkpT3HlpTogg6BGstbuNMf8EzsUF6PyF1y/CZV+9X5HOefV4UoAUL6Oxl3fsq3GvXz3gU2NMR2vt7iCHmGqtfbMibQIYYz7EDfctbz8Dh7HdhctUvAQXwAmsFbQal2XmDzwGPXeW6MvZwK24IbQXWWv/F7D6r8aYxbiaXv1x563HvD6levdD9XmXMeZFXKDoUg5l2N3vHWs7cLa1dp+3PA94zRizAlcL63ZjzAeVlLklInJcUABJRKT2uvsY//ENFphpFPB7qOmuA/mzE5ICloWaeSyzPJ3y+L/5r8pZzBK927K+ufdfIDUMsi4/yLJAFbmQzvFu48u5vb8ob06J5WNw377fjBu6dAKuTtGNQJ4xZgZwv7W2rL77VeQx+gsPl/a6lXnBKUcINdzG/3ltR9lTkkfh3sMln//yvr5lfsattfnGmBwOvTerlRcc24/LnFmCy8y5GJhvjDk7WJZWCB/ggjxXcCiAFDj72tH27yAugLrEGPMULjPpeVzQ61oqt6hzPyowC1sgL2h/qTfk9Arce2s3Lgj9LnC6t+k+a23J808wV3i3X5QIHvnbyzTGPI+brfNqvABSOfmzyjoGae8PAcGjwPa+NcbMxb03rga+qkB7IiLHNQWQREQkUOAF1qnW2lCZBiUF1p5IxNWzKKkidW/8/QgWtKks/kycRqVudejCuaKZOxXlzwhrXupWFGeD+Pt1WCaZdxH9BvCGMSYZV9j4LNzwI/9wmgjvtrL5X7fEUrapyte0NKGCeWEJdlQS//N9t7X2xSpuq+Rn/AheBlBF6mtVGWvtSmPM7bghfAOAl3GF5MvjE9xwvKHeMLaDuFkMV5V1TjTG3IyrN7XRWhts2Ku/fz7gD8aYK3EBmWAZjkfNWntCJRxjHjCv5HJjTG/v1yOGqYbgD2StKWUbf7bsCSXaigBi/fW/gvCX4wgcSlfe9i7m8MCTiIiUQTWQRESkmPdtrb/gdrdQ2xljTjXG9DTG+IMYWzmUJdErxG4hjxfEWu+2s1fsOlgfbjPGfGmMua8Cxw3kv7jo4tXMCNZGJIcez7pg21Qi/7CvDoG1V0Low6G/4cXDxYwxDY0xfYw3/shau8ta+6G19k7gRA7VqBlTif0O5L+g7F7KNqGGWlWVQu82VGCjdXV1pApY77a0z2o7Y8xpxphyD2cK2pC7gN/i3Q31GTfUoC8nrbXv4moaAVxrjPl1Offbixv2GY0bxnUJrlh0qcWzPYVAV+DscnyO4VAAOFjQvdoZY1oaY243xowrZbOLvdsFpWwTyJ/1Vtp70B84Lw7UG2PewWXIfVjKfv5gVuBw7Yq0p4xIEZEKUABJRERKmuvd3uUFUA5jjGmEGyK1DLgHioc8+Gdjuz3EcW+uQB/+hRsmE4cbYlCyD5G4IVln44Z/+BV5t+UZOrYIN6wuGrgzxDajcBchPlzx2Kr0T9xwukhcDY/S3OHdplprVwUsn4IbIvP7kjt4hcf9F3xRx9bVkD7xbs8INrW2lxEVbHr0quSvKxOsP22BvtXbnUrlr0MzyhgTKnPtDVy9l/IEP8riD8bc4tXzKakin/Hqcgew1/v9RWNMeQvbf+Dd/ppDQ6LK8xx+hguCxAPPlrah95qd7d09ItMnTGJw2VrPebPqHcYYMxg3yUEuR85SF8o/vNvhxpgjArZelpF/9r7AoNT3uPPz2caYI4Zoeq/lrd7dwNfG396Nwd6nxhh/faeS7YmISBkUQBIRkZKewgVvBgHvGGP8dW0wxnTAXeg0wwU7Amcvm4z7tvgSY8w0Y0yst0+MMWYKcFl5O+AVep7u3Z1ujCmeQcobvvUH3IV/FvCngF39tVnKrP3h1e540rs7xRhzR2DAzMtW8B97hrV2bcljVCavPxO9uw8YY6Z6FzrFjDEtjDEpuCLUPuDuEod5x1t+oTHmAWNMTMC+7YGHvbufV9FjWI6bZS0SVxi4eOpsr/05lD68rSr4p3i/zhgzMKA/XXB9rcg05DXN+7isr8bAF8aY4kwkLxvtZeAc3HviyeCHqJBncMGYPrg6Qw29tiK84WKhiu6HjbV2J4cCsi0pI6gT4FPcsKizcc/hUmvt+nK0txc3oxjAWGPMfGNMPy9IArgAuDFmKC5o3Ah431r733L2q0pZa9M4FFSZGRiY9PrsD6w9Z609rLi7MaaZMebkIMHjPwMbccH+eSXfp7jz7FDc34/HA/Z7DRcArgd8bIzpHLBfR9x5rA0uYzVwRrWp3rH6AW+X+BvWEfc3rCmwiUMzzomISDnUmDRjERGpGay1640xI3EXp1cBlxtjVuEutE/C/e34GRjmXZz59/vBGHMDLuPhAeBmY8x63NCpprgLsopkn0zBDYkZCcwxxqThhnl0wdXRyQVGWWsDawAtA04FJhhjhgGfWGsfJ7RncTUwbscFw35njNkItOXQ0KaP8DKtqsGfgBbAJOBB3Cxqm4B9uKDdibjsqhxgrLX2sG/PrbVLjTGP4GYlmgY86O1fD+iEe+02AOOr8DHcjHuNugE/GGNW44b1nIK7IP8eN8StMOQRKtfzuOnSWwCLvP6Ay0jKxAUqSxuuU2NZawuMMZfgsv964p5vi3t/nMSh+k7jrLXHnEFnrf3ROzd8ghsGeZn3fLbFZerNwdXaqqoMt6NirX3DGHMNMASXlfKutfafZeyTaYz5EjfNPFQgg8ta+6IxJhr3OTzf+9ntncPA1fnxD//9EBhbyuEeMsbcVM6mn7DWzi97szLdhssCPQPYYoxZgwt0+esFzQQeDbLfXbgvEiAgC9Ram+cV5P4rh96na3GZWr/A1cfLBcZYa78P2G+vMeZSXKZdP2CNMWYd7jzSDReo3gicH1jM26t/dTXwNu5v2K+NMam49+UvvP22ABeGmuVTRESCUwaSiIgcwbsI6Ya7uF6PC+R0Bjbjvuk91Vr7nyD7vYsrWPse7iK2O/AjLlOmQtkJ1tpC3BCyK4G/4y6Gu+Oyjt4Eega5WLoPN8zmZ1yAoGsZbfistXfgCuTOxhXL9dd3+QtwibX2ivJOAX6svP78zuvD73F1PZK8+wnAt7gLt87W2qB1Qay1U3GBus+BA7iAWitccO0hoEfJzIFKfgy7ce+BKbg6U51wGWF/AU4D/LMwlWf2psroTzouW+2PQBouuNUIeB33flodeu+az1q7EVcH5n5gMe61PhX3OfkIONNa+4dKbG+B194MXHZId9xrORm4vLLaqQK34qZxB3jVy2Qsy/verS/g93Kx1j6PO28+gpvlKw93TjoJV5D8TdwU8yPLOL90AQaW86dFRfpYSt/X4845L+LO391wXwL8Axe0v8ErAl6RY67BBY8mA8txmUOnANtxn83u1tqPg+y3yNtuOi743dH7WYHLqDzVWrspyH4f496b/s/9yd5+33t96GmtTa3IYxAREYjw+Sp0/hcRERE5asaYD3GBhoe9YJcc54wxXwFnAh2ttZvD2xs5Ft7Q37ettfXC3RcREal8ykASERGRSmGMOdcYs9EY80GI9fWAs7y731Vbx0SkupxFLc/qExGR0BRAEhERkcqyDDc05QpjzH1eHRigeMap/4er5bQGzX4kUqcYY0YBtxC8PpKIiNQBCiCJiIhIpfDqH/lnknsGyDDGLPEK2KYDF3u3I621BWHqpohUjX8AfSupkLeIiNRACiCJiIhIpbHWTsfNmPQurshyV9z06as4VLx2Zfh6KCJVwVq7U59tEZG6TUW0RURERERERESkVNFlb1IzLF++3BcXFxfublSKAwcOUFcei4gcPZ0LRAR0LhARR+cCEYHwnAtycnJ29+nTJ7ms7WpNACkuLo6uXbuGuxuVIjU1tc48FhE5ejoXiAjoXCAijs4FIgLhORcsXbp0S3m2Uw0kEREREREREREplQJIIiIiIiIiIiJSKgWQRERERERERESkVAogiYiIiIiIiIhIqRRAEhERERERERGRUtWaWdjKkpWVxc6dOykoKAh3V8pUUFBAampquLshNVxMTAzNmzcnMTEx3F0RERERERGR41ydCCBlZWWRkZFBmzZtSEhIICIiItxdKlVubi4JCQnh7obUYD6fj9zcXLZt2wagIJKIiIiIiIiEVZ0YwrZz507atGlDvXr1anzwSKQ8IiIiqFevHm3atGHnzp3h7o6IiIiIiIgc5+pEAKmgoEAZPVInJSQk1IphmSIiIiIiIlK31YkAEqDMI6mT9L4WERERERGRmqDOBJBERERERERERKRqKIAkIiIiIiIiIiKlUgCphhgzZgzGmKA/77zzTpW1m56ejjGGJUuWALBv3z4++uijKmuvNMuXL+fmm2+mb9++nHrqqVx44YW88sor5Ofnl/sYKSkpnHvuuVXYSxEREREREZHjT3S4OyCHDB8+nIkTJx6xvEGDBlXWZqtWrVi0aBGNGzcG4Nlnn2XLli1cfvnlVdZmMGvWrOHaa69l7NixPPDAA8THx7Ns2TKmTp3K1q1befLJJ6u1PyIiIiIiIiJyiAJINUh8fDzJycnV2mZUVNRhbfp8vmpt32/27Nl07tyZ8ePHFy9r164dBQUFPPLIIzz44IMkJiaGpW8iIiIiIiIixzsNYatFhg4dyssvvxxyWUpKCmPGjOE3v/kNvXv3Zvr06aSkpHDjjTfy0ksvMWjQIPr168dtt91GRkYGcPgQtpSUFD766CO++eYbjDGkp6czceJExo4de1ibgcsWL17Mqaeeyssvv0z//v0ZM2YMAGvXruXGG2+kR48eDB48mEmTJpGVlRXysUVGRrJ161Y2bNhw2PJhw4Yxd+5c6tWrB7ghdg8++CCDBg2iW7duDBo0iGnTplFUVBT0uDt27Ch+Ps444wzGjRtX/NjBDZsbNWoUPXv2ZMCAAdx///3s27evjFdCRERERERE5PhSZzOQPl6azgdL0sLS9si+7fh1n7Zhafubb77hpptu4tNPPyUyMpLZs2ezePFi6tevz8yZM8nIyODee+/lhRde4Iknnjhs3xtuuIHNmzezbds2UlJSaNKkSbnazM/PZ/HixXz44Yfk5eWRkZHBmDFjuOyyy3j44YfJysri6aef5q677uKtt94Keowrr7ySjz76iOHDh9OrVy/69+/PgAED6Nu3L506dSrebsKECWRmZvLKK6/QuHFjvv76a/7v//6PPn36cM455xx2zJycHMaMGUOvXr2YNWsWBw8e5KWXXuK6665jzpw5REVFcfvttzNq1CieffZZ9uzZw4QJE5g2bZqGzImIiIiIiNQBPp+PiIiIcHejTqizAaTaaPbs2Xz++eeHLRs2bNgRgZ7SREREcPfddxMfH1+8zOfzMXXqVBo0aECXLl246KKL+M9//nPEvvXr1yc+Pp6YmJgKD6W76aab6NChAwDTp0+nbdu2TJgwoXj99OnTGTx4MMuWLaNXr15H7N+hQwdmz57N66+/zoIFC3jllVd45ZVXSE5OZvLkycWFsX/5y18yYMAAunTpAsDo0aN57bXXsNYeEUCaN28eubm5PPXUU0RFRQHw3HPPMWDAAP72t78xaNAgMjMzadasGW3atKFt27a89NJLFBQUVOixi4iIiIiISM2zcVc2I1IW8d4tp9G9beNwd6fWq7MBpF/3aRu2LKCjdc455xxWAwhcUKcikpOTDwseATRr1uywQtyJiYmVHiRp165d8e+pqamkpqYGDRRt2LAh6HKA1q1b8+ijj/Loo4+yadMm/v3vf/P2229zzz338Mknn2CM4aqrrmLBggV8+OGHbN68GWstP/74Y9AhbKtXr2bv3r307dv3sOW5ubls2LCB4cOHc/311zNlyhRSUlIYOHAgQ4YM4YILLjjGZ0NERERERETCbeW2n/g5/yAfLklXAKkS1NkAUm3UoEGD4iye8iosLDzsfsngEUBsbOwRy46lWHbJNku2GxMTw8CBA3nkkUeO2C7UsLhp06Zx1llnMWDAAAA6duxIx44dGT58OEOGDGHRokWcdNJJ3HLLLWzatIkRI0Zw8cUX0717d6677rqgx4yJiaGPBNcvAAAgAElEQVRz5868+OKLR6xr2LAh4IbEjR49moULF7Jo0SIefPBB5syZw4wZM8p+IkRERERERKTGSs/MBWD+DzuYPOIXREepDPSx0LNXi8TExJCdnV18Pzs7mz179lRqGyXHhpZsE2DLli2lHqNz585s2LCB1q1b06FDBzp06EBkZCRTp05lx44dQff53//+x8yZM49YXq9ePaKjo2natCnr169n0aJFpKSkMG7cOC688EKSkpLYtWtX0IBYly5dSE9Pp3HjxsX9aNq0KU8++SRr165l69atTJ48meTkZEaPHs0rr7zCtGnTWLhwYaU/ryIiIiIiIlK90jNzANidnc/iTXvD3JvaTwGkWqRnz57MmzePZcuWsW7dOiZOnFhc26ey1K9fn4yMDNLS0igsLKRnz56sXr2aefPmkZaWxosvvsjatWtLPcY111xDVlYWEydOxFrLypUrGT9+PJs3b+aEE04Ius+4ceP4+uuvue+++/juu+9IT0/nv//9L7/97W9JTk7m/PPPJzExkejoaObPn096ejrLli3jjjvuID8/n/z8/COOOWLECJKSkrjnnntYuXIla9eu5d5772XFihV06dKFpKQk5s+fz2OPPcaGDRvYsGED8+fPp3379iQlJVXG0ykiIiIidcjb/91MyoJ14e6GiJRTemYuJ7dsSP3YKOZ+vz3c3an1FECqRcaPH8/JJ5/M2LFjuf766+nduze9e/eu1DYuu+wyDh48yLBhw1i9ejUXXXQRV199Nb/73e+4+OKL2bFjR8ghY37JycnMnDmT3bt3M3LkSG666SZatWrFzJkzgw6nAxg8eDBvv/022dnZ3HnnnZx//vlMmDCBli1b8s477xAfH0+LFi2YOnUqf/3rX7ngggu4//776dGjBxdddBErV6484pjx8fHMnDmT+Ph4rrvuOq666ioKCwv585//TNOmTWnYsCGvvvoqaWlpjBw5kssvv5wDBw4wY8YMIiP10RARERGRQ/IKDvLMF5ZPl20Ld1dEpJzS9ubQuXkDzvlFC+b/8CMFB4+snSvlF3EstXCqU2pqqq9r166h1hFqXU2Um5tLQkJCuLshtURte39L+em1FRHQuUCktvh0WTrj3l9BswaxLHnk3Eo/vs4FIpWrqMiHeXQ+Nw46kT4dkrj5rSXMvL4fQ0zzcHetVOE4FyxdunRpnz59+pa1ndIsREREREREyvDeN2kAZOUWHtOENCJSPTL251Fw0Ee7JgkMPqkZDeOjmbsieE1eKR8FkEREREREREqxcVc232zaS7MGceQfLOJAoYbBiNR0/hnY2ibVIy46il/9oiV/W/0jBwoPhrlntZcCSCIiIiIiIqV4/9s0oiIjuOa09gD8lFsQ5h6JSFnS9roZ2NolufIxw3u0Yn9eIV+v3R3ObtVqCiCJiIiIiIiEkF9YxMffpXP2yc3plNwAgCwFkERqPH8GUuvGLoA0qHMzGteL0Wxsx0ABJBERERERkRAWpGawOzufq/q3JzEhBoCsPAWQRGq6tL05tEiMIz4mCoCYqEguOKUlX67OIK9Aw9iOhgJIIiIiIiIiIbz3bRqtGsUz+KRkEuOjAVdIW0RqtvTMXNom1Tts2fDurfk5/yD/XLMzTL2q3RRAEhERERERCSI9M4d/rdvFFX3bERUZoQwkkVokfV9Ocf0jvwEdm9CsQSxzv9dsbEdDASQREREREZEgPliSDsDIvm0BSIz3AkiqgSRSoxUeLGL7vrwjMpCioyK54JRWLFiTwc8HlElYUQogiYiIiIiIlHCwyMeHS9L4ZZfk4ovQhv4hbHm68BSpyX7MyuNgkY+2JTKQAIZ3b0VeQRFfpmaEoWe1mwJINcTEiRMxxoT8GTp0aLX1ZcmSJRhjSE9Pr7Y2RURERERqkq/X7mLHT3lc1a9d8bL4mCjioiOVgSRSw6XtdTOwtWtS74h1/U5oQovEOA1jOwrR4e6AOA8//DD33nsvADt27OCKK67g5Zdfpnv37gBERUWFs3siIiIiIseVWd9upWn9WM7u2uKw5YkJMaqBJFLDpWfmAATNQIqMjGDYqa14939bycorKB6aKmVTBlIN0bBhQ5KTk0lOTqZJkyYANGrU6IhlIiIiIiJStXbuz2NB6k4u79OW2OjDL5kS46M1C5tIDZeWmUtkBLRqdGQACdxsbPkHi/j7Kg1jqwgFkGqRoUOHMm3aNM477zxOO+00Vq1aRX5+Pk899RSDBg2id+/eXHPNNSxfvrx4n5SUFG688UZeeuklBg0aRL9+/bjtttvIyDj0QVmzZg3XXHMNPXr0YPjw4axatSocD09EREREpEb4eOk2Cot8jAwYvuanDCSRmi89M4eWifFHBID9erdvTJvGCcz9fns196x20xC2Wua9995jxowZxMXF0bVrV8aPH09aWhrPP/88TZs2Zd68eVx77bV89tlndOzYEYDFixdTv359Zs6cSUZGBvfeey8vvPACTzzxBD/99BNjx47ltNNO4+OPP2bz5s08+uijYX6UIiIiIiLh4fP5eP/brfTv2IROyQ2OWJ8YH8O+nPww9ExEyit9by5tg9Q/8ouIiGB491a8vmgT+3LyaVwvthp7V3uVGUAyxkQBrwIGOAhcDzQC/gKs8zZ7xVr7vjFmMnAhUAjcY639xhjTGXgT8AE/AHdaa4uCbVupj2z5e7DsnUo9ZLn1ugZ6XlUlhx46dCj9+/cHYMuWLcyfP5+5c+fSpUsXAO666y6WLl3KzJkzmTJlCuD+CE6dOpUGDRrQpUsXLrroIv7zn/8AMG/ePAoKCnjiiSeoX78+nTt3JiMjo3hfEREREZHjyX837mHznhx+e06XoOsTE2LYujenmnslIhWRnpnDaZ2alrrN8O6t+dPXG/nrDz8yqn/7aupZ7VaeDKQRANbagcaYs4DncMGj56y1v/dvZIzpDZwJDADaAR8D/bztH7HWfmWM+SNwsTFmS4htpQzt2h1Ko129ejUAI0eOPGyb/Px88vMPfSvSrFkzGjQ49O1JYmIiBQUu7XbdunV07NiR+vXrF6/v2bNnlfRdRERERKSme//bNBLjo7nglFZB17saSBrCJlJT5RcWsSMrj3ZJoTOQAE5pk0iHpvWY+/0OBZDKqcwAkrV2tjFmrne3A5AB9AGMMeZiXBbSPcAg4G/WWh+w1RgTbYxJ9rZd6O0/H/gVYINta63dVWmPrOdVVZYFFE5xcXHFv8fEuGrxs2bNIj4+/rDtYmNjg/7u5/P5AJe65/+95HFFRERERI4n+3Lymf/Dj1zVrx3xMcFnQfbXQPL5fERERFRzD0WkLDt+ysXnCz4DWyD/MLZXvtrA7uwDNGsQV+r2Us4aSNbaQmPMn4FLgcuBNsBr1tqlxpiHgcnAPmBPwG77cUPdIrxAUeCyxBDbhgwgHThwgNTU1KDrCgoKyM3NLc9DqRF8Pl+p/c3LywNcJlHgdkVFRRQWFhYv82cjbd++ndNOO614u6lTp3LiiScyatQoCgoKjmgvcFmnTp345JNPyMjIIDExEYDvvvuuuB+16XmtqwoKCkK+96V2y8vL02srIjoXiNQgn6X+RH5hEf2bFYb8XOZl7aPgoI/lP6wmPkSB3qOhc4FI5Vi2w13DFu3fRWpqdqnbdmtwgCIfzPz7coafnFgd3StTTT4XlLuItrX2OmPMBGAxcIa1dpu36lMgBfgMaBiwS0NcUKkoyLKsENuG5C8aHUxqaioJCaVHF2uS3NzcUvvrzyaKjY09bLvIyEiio6OLlxljGDZsGI8//jiTJk2iY8eOfPzxx3z00Ue88cYbJCQkEBMTQ0RExGHHCVx28cUX8+qrrzJp0iTuvfdeMjIy+OMf/1jcj9r0vNZVMTExId/7UrulpqbqtRURnQtEagifz8c9f/0XPdo24sKBoUs6dM7aAt/tpXWHTrRIjA+5XUXpXCBSOVbs3wrsYGDPk2lbxjC2k30+Ov1vH0t2FnH/pTXj8xeOc8HSpUvLtV2ZIXNjzBhjzIPe3RxcQOgTY0x/b9nZwFLg38B5xphIY0x7INJauxtY5tVOArgA+Fcp20oFPf7445x55pk89NBDDB8+nK+//pqUlBROP/30cu3foEED/vznP1NYWMgVV1zBlClTuPnmm6u41yIiIiIiNcvytH3YjP1c2a/0WiiJ8a7cg+ogidRM6Zm5REVG0LIcAV43jK0132zeS0ZWXjX0rnYrTwbSJ8BMY8zXQAyu3lEa8KIxJh/4EbjFWptljPkX8F9cYOpOb/97gVeNMbFAKvCRtfZgiG0FaNu2LdbaI5b/4x//OGJZ/fr1mTRpEpMmTQp6rLvvvpu777671GUdOnTg9ddfP2yb0aNHH03XRURERERqpVnfpFEvNoqLerYudbvEBC+AlKcAkkhNlJaZQ+vG8URHlW+I6YgerfjDgnV8vnIH1w/sWMW9q93KU0T7Z2BkkFVnBNn2MeCxEsvW4mZcK3NbERERERGR6pZ9oJC/fL+d4d1b0SCu9EukxHi3Piu3sDq6JiIVlJ6ZS9vGpQ9dC9S5eUNObtmQv6zYrgBSGSqv6puIiIiIiEgt9JcV28nJP1iuqbyVgSRSs6XtzaFdk4rV8h3RozXfbd3Htn2aRKo0CiCJiIiIiMhxbdY3WzEtGtKrXeMyt1UNJJGaK6/gIDv3HyizeHZJw7u3AmDe99urolt1hgJIIiIiIiJy3Fq9PYsV6T9xZb92RERElLl9YoI3hC1PQ9hEahp/BlFFM5A6NK3PqW0aMff7HVXRrTpDASQRERERETluvf/tVmKjI7msd5tybR8XHUV8TKQykERqoPRMF0CqaAYSuCyk79N/Ysuenyu7W3WGAkgiIiIiInJcyis4yKfLtnF+t5Y0rhdb7v0S42NUA0mkBkrPzAGgbVLFMpAALvSGsSkLKTQFkERERERE5Lg0/4cdZOUVMqp/uwrtl5gQo1nYRGqgtL25xERF0KJhfIX3bZtUj17tGyuAVAoFkERERERE5Lg065s0OjStx2kdm1Zov8T4aGUgidRA6Zk5tGmcQGRk2fXMghnRvTWpO7JYvzO7kntWNyiAJCIiIiIix52Nu7JZvGkvV/ZrV+GLTZeBpACSSE2TlplLuyYVr3/kd2H3VkREwFzNxhaUAkgiIiIiInLceX9JGlGREVzep22F93U1kDSETaSm2ZaZc1T1j/xaJMbT74QmzP1+Bz6frxJ7VjcogFRDjBkzBmNM0J933nmnXMdISUnh3HPPBSA9PR1jDEuWLDliu8WLF4dsy/+zePHiSn18ZTn33HNJSUkJub60vq5du7Yae1q5vvrqK9avXx/uboiIiIgcV/ILi/h4aTpnn9yc5kdRKyUxIVoZSCI1TE5+Ibuz849qBrZAI7q3Yv3ObGzG/krqWd0RHe4OyCHDhw9n4sSJRyxv0KBBpbbTq1cvFi1aVHz/7rvvpk2bNoe13ahRo0ptszJMmjSJX/3qV0csT0pKCkNvjl1GRga33norb731Fp07dw53d0RERESOGwtSM9idnc9V/dsf1f7+Wdh8Ph8REUdXa0VEKte2zFzg6GZgC3T+Ka2YPGcVc1fs4OSWiZXRtTpDAaQaJD4+nuTk5CpvJzY29rB2YmJiqq3tY9GgQYMa38eKUEqkiIiISHjM+jaNVo3iGXzS0f1vmZgQQ8FBH3kFRSTERlVy70TkaKRl5gAcUw0kgOSGcZzeqSlzv9/Ovb86SUHiABrCVosMHTqUl19+ucxllSUlJYUxY8bwm9/8ht69ezN9+nQAvvzySy666CJOPfVUzj//fF5//XWKioqAQ0PnvvjiCy699FJ69OjBxRdfzJdffll83AMHDjBlyhQGDBhA//79mTFjRqX0d/v27YwbN47TTz+dXr16cccdd5CWlla8fujQoUybNo3zzjuP0047jVWrVpGfn89TTz3FoEGD6N27N9dccw3Lly8/7LgLFy7kiiuuoEePHgwdOpTXXnuteN2aNWu4+eab6du3L6eccgrnnXces2fPLl6/fPlyRo0aRc+ePRkwYAD3338/+/btA+DMM88E4Nprrw2aeSYiIiIilS89M4ev1+3iir7tiDrKmZoS42MANBObSA2SXkkZSADDu7dm854cVm3POuZj1SV1OgNp3WtvseH1t8u1bduLh3HKxHGHLfvhqemkf/Z5ufbvdOMYutx0bYX7WNN988033HTTTXz66adERkaycOFC7rvvPh555BH69+/PunXrmDJlCrm5udx1113F+z399NNMnjyZli1b8txzzzFhwgT+9a9/Ua9ePX73u9/x73//m+eee45mzZrxzDPPsHXr1mPqZ3Z2NldddRWdOnXitddew+fzMW3aNK655hrmzp1Lw4YNAXjvvfeYMWMGcXFxdO3alfHjx5OWlsbzzz9P06ZNmTdvHtdeey2fffYZHTt2ZNmyZdx2223ceuutPP3006xfv54HHniAxMREhg8fzg033MCQIUP44IMP8Pl8zJw5k0ceeYRBgwaRlJTE7bffzqhRo3j22WfZs2cPEyZMYNq0aTz55JN8+umnXHrppaSkpHD66acf0+MXERERkfL5cEk6ACP7Vrx4tl9igruMysotoEVixWsoiUjlS8/MJS46kuQGccd8rPO7teTR2T/wl++3c0qbmlfeJVzqdACptpk9ezaff354wGrYsGE88cQTYeoRREREcPfddxMf7/4wPvDAA1x11VVcfvnlALRv356ff/6ZRx99lDvuuKN4vxtvvJHBgwcD8Nvf/pZLLrmE9evXc+KJJzJnzhwef/xxBg4cCMAzzzzDWWedVWZfHnnkER577LHDlk2aNIlLL72Uzz77jKysLJ577jkaN24MwB/+8AeGDh3KnDlzGD16NOCykPr37w/Ali1bmD9/PnPnzqVLly4A3HXXXSxdupSZM2cyZcoU3n77bfr27cs999wDQMeOHZk8eTJRUVHk5uYyduxYxowZQ0KCi3LfeuutfPjhh2zevJno6GgyMzNp1qwZbdq0oW3btrz00ksUFLhvqpo0aQK4elP+AJeIiIiIVJ2DRT4+XJLGL7skH1OhXWUgidQ8aXvdDGyVMeQsqX4sg7o0Y+6KHUw8/2QNY/MogFSDnHPOOYwfP/6wZfXr1w9Tb5zk5OTi4BFAamoqK1euZNasWcXLioqKyMvLY9u2bcUfrI4dOxav9wdHCgoK2LhxIwUFBZxyyinF65OSkmjfvuwChuPGjePss88+bFnTpk0BWLduHSeeeGJx8AhcgKZTp06HzdLWrl274t9Xr14NwMiRIw87Zn5+Pvn5+QCsXbu2OBDmd8kllxT/fvXVVzN79mxSU1PZvHkza9asAeDgwYM0btyY66+/nilTppCSksLAgQMZMmQIF1xwQZmPVUREREQq39frdrH9pzweHf6LYzpOYoILIP2kmdhEaoz0zNxjnoEt0PDurbnvwxUsS9tH7/a1c+KmylanA0hdbrr2mIaVnTJx3BHD2qpSgwYN6NChQ4X2KSwsrKLeOIHBI3AFt2+66SZGjBhxxLYtWrRg586dxduVFDhLRckC0sG2L6lp06Yhn5+4uOBpikVFRYcdO3A7//JZs2Yd8ThjY2MBiI4O/RHZuXMnV155JS1atGDIkCGcddZZNG/enF//+tfF20yYMIHRo0ezcOFCFi1axIMPPsicOXMqre6TiIiIiJTfrG+20rR+LGd3bXFMx0mM9w9hq9r/xUWk/NIyc+jRrvKGm/2qWwtiP4lk7oodCiB5VES7FomJiSE7O7v4fnZ2Nnv27KnWPnTu3JnNmzfToUOH4p+1a9cWF9guy4knnkhsbCzLli0rXpadnc3mzZuPuV8bN24sLlANsHfvXjZt2kSnTp2C7uMftrZnz57DHs+bb77JggULAOjUqRM//PDDYftNnz6dO+64g7///e/8/PPPvPvuu9x6660MHTqUzMxMwAXItm7dyuTJk0lOTmb06NG88sorTJs2jYULF7Jnzx6lQYqIiIhUo53781iQupPL+7QlNvrYLoP8GUgawiZSM+zPK2BfTkGlZiAlxscw+KRkPl+5g6IizaANCiDVKj179mTevHksW7aMdevWMXHiRKKiqnfa0Ntvv5158+YxY8YMNm/ezFdffcWkSZOIj48vztopTf369Rk1ahTPP/88//jHP1i/fj0PPfQQeXl5x9Sviy66iCZNmjB+/HhWr17NqlWrGD9+PImJiVx44YVB9+nQoQPDhg3j0UcfZeHChWzdupXp06cza9as4qDTDTfcwLfffsvLL7/Mli1b+OKLL3jrrbcYOnQoSUlJZGdn88UXX7Bt2zYWLFjA5MmTATcMLikpifnz5/PYY4+xYcMGNmzYwPz582nfvj1JSUnFwxOttcWBJxERERGpGh8v3UZhkY+R/dqVvXEZGsYfKqItIuHnn4GtXSUGkABG9GjFj1l5LNmi6zWo40PY6prx48czadIkxo4dS8OGDbnhhhsOy0iqDoMHD+bpp59mxowZvPDCCzRp0oRLLrmEcePKP9RvwoQJxMfH8/DDD3PgwAGuuOIKunfvfkz9iouL4/XXX+epp55i9OjRREVFcfrpp/Puu++SmJgYcr/HH3+c3//+9zz00EPs37+fTp06HTYrWrdu3UhJSeGFF17g5ZdfpmXLlowbN47LL78cn8/HypUrefzxx8nJyaF9+/bccccdzJgxg5UrVzJ48GBeffVVnnnmGUaOHElRURH9+vVjxowZREZG0qBBA8aMGcOzzz7L4sWLeemll47pORARERGR4Hw+H+9/u5X+HZvQKbnBMR8vLjqK+JhIsvI0hE2kJvAHkNomJVTqcc/u2oK46Ejmfr+d/h2bVOqxa6OIkrVoaqrU1FRf165dQ60j1LqaKDc3t3jWLpGy1Lb3t5SfXlsRAZ0LRKrDfzfs4apX/8dzI3twWe+2lXLM/k98ydCTm/PUr4/ti1A/nQtEjt4bizYxZe5qvnv0XJrUL3tkTEXc/s5Svt28l/89eDbRUVU/iCsc54KlS5cu7dOnT9+yttMQNhERERERqdNmfbuVxPhohp3aqtKOmZgQoxpIIjVEemYu9WKjSKpX9uRMFTWiR2t2Z+ezeNPeSj92baMAkoiIiIiI1Fn7cvKZ/8OPXNqrDfExlVc/NDE+WrOwidQQ6Zk5tE1KqJKJioaY5tSLjWLu99sr/di1jQJIIiIiIiJSZ326bBv5hUVc2a99pR5XGUgiNUdaZm6lF9D2S4iN4pyuLZj/w48UHCyqkjZqCwWQRERERESkTvL5fMz6Jo0ebRvxi9ahJ1Y5GonxMZqFTaSG8GcgVZXh3VuxL6eAf6/fXWVt1AZ1JoBUW4qBi1SE3tciIiIiR2952j5sxv5Kzz4CSEyI1ixsIjXATzkF7M8rpF2TqslAAjjTJNMwLpq53++osjZqgzoRQIqJiSE3Nzfc3RCpdLm5ucTEVH4hOBEREZHjwaxv0qgXG8VFPVtX+rH9GUj6wk8kvNIycwCqNAMpLjqKc7u14ItVP3Kg8GCVtVPT1YkAUvPmzdm2bRs5OTk6gUud4PP5yMnJYdu2bTRv3jzc3RERERGpdbIPFPKX77czvHsrGsRFV/rxExNiKCzykVtw/F5MitQE6cUBpKrLQAIY0b01+/MK+dfa43cYW+WfScMgMdGNZ96+fTsFBTV/HHJBQYGySqRMMTExtGjRovj9LSIiIiLl95cV28nJP8io/pU/fA1cBhJAVm4h9WLrxGWVSK2UnulGI1VVEW2/gZ2b0Sghhrnfb+ecX7So0rZqqjpzpktMTKw1F9qpqal07do13N0QEREREamzZn2bxkktGtCrXeMqOX5igruUysoroGWj+CppQ0TKlrY3h4bx0TSqV7VJGrHRkVxwSkv+smI7eQUHiY+JqtL2aqI6MYRNRERERETEb13Gflak7WNUv/ZERERUSRuHMpBq/ggIkbosPTO3yoev+Q3v3pqf8w/yzzU7q6W9mkYBJBERERERqVPW/LgfcENOqkpighdAylMASSScXACp6gpoBzrtxCY0rR973M7GpgCSiIiIiIjUKTv3HwCgecO4KmsjMd4bwpZbWGVtiEjpfD4faZk5VV7/yC86KpILTm3JgjUZ/Hzg+PvsK4AkIiIiIiJ1yq79B4iJiqBxFdZEUQaSSPhl5hSQk3+w2jKQwA1jyysoYsFxOIxNASQREREREalTdu7PI7lBXJXVPwJoWJyBpACSSLik7c0BoF2T6slAAuh3QhOaN4xj3vfbq63NmqLOzMImIiIiIiICLgMpObFqZ0aLi44iPiaSrLzjbxiLSE2RnpkLUK0ZSFGREdxzzkn8mJVXbW3WFAogiYiIiIhInbJr/4FqyUhIjI9RBpJIGKVlugyk6gwgAVw9oH21tldTaAibiIiIiIjUKTv3HyC5Cgto+yUmxKgGkkgYpWfm0LheDA3jq67emRyiAJKIiIiIiNQZ+YVF7P05v0pnYPNLjI/WLGwiYZS2N7faZmATBZBERERERKQO2Z19AIDmDau2BhIoA0kk3NIzc6p9+NrxTAEkERERqTN27T/A/R+uIPuAMgJEjle79vsDSNWRgaQaSCLh4vP5SM/MVQCpGimAJCIiInXGovW7+HBpOv9cszPcXRGRMNnpBZCqowZSo4QYzcImEia7sg9woLCoWgrmi6MAkohIKYqKfPh8vnB3Q0TKKSPLXTgu3rQnzD0RkXDZud9Nrd08sTqKaEeTlVug/xVEwiA9Mxeo/hnYjmcKIImIlOLu95bx21nLw90NESmnjCx34bh4494w90REwmWnF0hu1qB6hrAVFvnILThY5W2JyOHS9uYAqIh2NVIASUQkhKIiHwvX7mLV9p/C3RURKSf/heO6ndns8QrpisjxZVf2AZrUjyUmquovdRIT3NThmolNpPr5M5DaKAOp2iiAJCISwsbd2WQfKCy+IPRx318AACAASURBVBWRmu/HrDwaxkcD8M0mZSGJHI92Zh2olgLa4DKQAM3EJhIG6Zk5NGsQS73Y6HB35bihAJKISAjL01zm0f4DhfysGZ1EaoWMrDwGn5RMQkwU/9uoOkgix6Nd+/OqpYA2uBpIgGZiEwmD9Mxc2mj4WrVSAElEJIQVafuKf/fP6CIiNZfP52Nn1gHaNk6gT4ckFisDSeS4tGv/AZo3jK+WtpSBJBI+aXtzaKfha9WqzFwvY0wU8CpggIPA9UAE8CbgA34A7rTWFhljJgMXAoXAPdbab4wxncu7bSU/NhGRY7I8bR9x0ZEcKCwiIyuPjs3qh7tLIlKKfTkF5B8sokViPA3iovn939eS+XM+SfVjw901EakmPp+PXdkHqjEDSTWQRMKhqMjHtn25nH9Kq3B35bhSngykEQDW2oHAJOA57+cRa+0vccGki40xvYEzgQHAKOAlb/+KbCsiUiPkFRwkdUcWv+ySDBya2UlEaq4Mb+ruFonxDDixKQDfbFYWksjxJDOngIKDvmqsgeQNYVMGkki1ytifR8FBH22VgVStygwgWWtnA7d4dzsAGUAfYKG3bD5wDjAI+Ju11met3QpEG2OSK7itiEiNsHpHFoVFPs7r1gJAhbRFaoEM73PaIjGOHu0aERcdyeKNCiCJHE92eoHk5onVE0Bq6A1h+ylHASSR6uSfga1dE9VAqk7lKldurS00xvwZuBS4HBhurfV5q/cDjYBEILBapX95RAW23RWqDwcOHCA1NbU83a3x8vLy6sxjEamr/pbqCmi3ZB9xURGkbt5OanLlBpF0LhCpXMvX7Qdg/850NuZmcHKzWBambiO1c0SYe1Y6nQtEKs9323MAyNnzI6ne3/KqFhcdwaZtGaSmHtswNp0LRMrvmw3ub37+3u2kpu4Oc28qV00+F5R7vjtr7XXGmAnAYiAwT6whsA/I8n4vubyoAtuGFBcXR9euXcvb3RotNTW1zjwWkbrqTyuW0TIxnl/2PZVW/9xNQUz9Sv/c6lwgUrkW7FgH7OL0Xt2Ij4liyLYo/rBgHa1P6Ewjr05JTaRzgUjlWZ2TDvxIv1NNtdUubFxvGzH1Eo/5c6xzgUj5/X27+5v/yz6nEB8TFe7uVKpwnAuWLl1aru3KHMJmjBljjHnQu5uDCwgtMcac5S27APgX8G/gPGNMpDGmPRBprd0NLKvAtiIiNcLytH30aNcIgOaJ8aqBJFILZGQdoHG9mOJ/JAd0bIrPB99qNjaR44Z/1tTqqoEEbiY21UASqV7pmTk0bxhX54JHNV15imh/AvQyxnwNfAHcA9wJ/M4Y818gFvjIWrsUFxz6/+zdeXBjiX0f+O/DDRAACYIEeIA32eieo7tnRpqe0fR4FFuyJcuxkoqdTRRfaztOKt5aZ+0qp9Zrl7XrrGsr9tquxNfGx9rZjR1bciTZ8aFZ3TMjTY80M82enulGHyRBgAdA4r7Pt388PJBsXgAJ4D0A30/VVM+gH4FHiQDxfvj9vr9vAPiL2jEA8DNNHEtEpLh4toi1SBZXpoYASIG8YRaQiFRvO5mHe9/q7qemh2DQanBjNXLCVxFRL9lJFTBg0GLA2PCgxbnZzSwgEXVaIJpj/pECTn1l9fl8GQD/+Ii/eumIYz8J4JOP3Hav0WOJiNRgOShlJlyVC0g2I76QLEAURQiCurNUiPpZOJk/EJxr0mtxdWoIN9iBRNQ3wqk8RjvYfQRIm9h208WOPiZRvwvGs3h62qH0afSdRjqQiIj6ynIgDkEAnpyURtjcdhNypQpShfOFYxJRe4WSBbjtpgO3XZsfxu2NBFLsDiDqC+FUAS6b6fQDW4gdSESdVa5UsRnPY8rBDqROYwGJiOgRy4E4Fket9dW8ckcDx9iI1KtSFbGTLmDskQLSc/NOVEXgW/6YQmdGRJ20kypg1N7pDiQ9kjkWkIg6ZTuZR6UqwuMwn34wtRQLSERE+4iiWAvQHqrfJnc0hJIFpU6LiE4RyRRQqYpwP3Lh+PS0A3qtgBsrHGMj6gc7qUJHA7QBwG7WIZkvQxTFjj4uUb8KRHMAwAwkBbCARES0TzCWQyRTPKaAxA4kIrUK1wq8rkc6kMwGLS57hvD6CoO0iXpdtlhGulBWIANJj0pVRLZY6ejjEvWrYCwLAOxAUgALSERE+ywH4wCAp/YVkORPMtmBRKRecoH30QwkALg2N4x3NhLIMMeMqKfVC8kKZCABYA4SUYcEYzkIAjA+yAJSp7GARES0z3IgDoNOA++YrX7bgFEHm1HHDiQiFZMLvI+OsAHAtXknKlURbzIHiain7aTlAlLnO5AAIJljkZr6w42VCD7+m68q9sFMIJbFuN0Eg47ljE7j/+JERPvcDMTxxIQdeu3Bl0eX3YhwigUkIrUKJfMQBGDEevjC8ZkZB7QaATdWOcZG1MvkDqSOj7CZdQDYgUT945X7u1gOJvCNh8r8Xg3GcvBwA5siWEAiIqopV6p4ZyNxIP9I5rabOMJGpGLhVB7OAeOh4i8AWI06PDE5yCBtoh4nf9CjXAcSC0jUH9YiGQDAqw92FXn8YDQLzzDH15TAAhIRUc29UBr5UhVXjy0gsQOJSK22E/kjx9dkz80PYzkYR44ht0Q9K5wqQKcR4LAYOvq4zECifqNkAalYrmI7mWcHkkJYQCIiqpEDtI8qILnsRoSTBa7oJVKpULJwZIC27Lk5J0oVEW+vMweJqFftpAoYtRmh0QgdfVy7qTbCxgwk6gOiKMK/m4VJr8GDcBpbiVxHH38rkUNVBKa4gU0RLCAREdUsB+IYsugxPXz4Ew23zYRipYp4lp8uEqlROJU/sYD0vlkHNALw+gpzkIh6VbhWQOo0G0fYqI9EM0WkCmV875UJAMCr9zvbhRSMSQUrdiApgwUkIqKam4E4rniGIAiHP7mUL0xDDNImUp1SpYrddPHEETabSY/HJwbx+ipzkIh6VTiZ73j+EQAYdBqY9VqOsFFfWItkAQDf9fgYRqyGjo+xBaLS408xA0kRLCAREQHIFMq4F0odGaAN7K0GZ5A2kfrspKTn5UkdSABwbW4YNwNx5EvMQSLqRdII28mvA+1iN+s4wkZ9YW1Xyj+aGxnAC4sjeO3BLqrVzkU8BGM5aDUCxk75nU/twQISERGA2xsJVEXg6tTgkX9f70BikDaR6sjPy5M6kADg2rwTxXIVNwPxTpwWEXVQqVJFNFtUZIQNkDaxsQOJ+oE/koFGkEbIri+OYDddxN3tVMcePxjLYnzQBN0RW1ep/fi/OhER9gK0r3iO7kCS35CGWUAiUh25M9B1SufBs7PDEATgxgrH2Ih6TSRdhChCkRE2QNrExgIS9YO1SBYehwUGnQYvLo0CAF59sNOxxw/Ecphi/pFiWEAiIgKwHEhgatgMp/XoN54mvRZDFj22WUAiUp1wSu5AOrmANGjR49KYHTdWGaRN1Gvk1wHFCkgmjrBRf/BHMphxSgWcsUETFl1WvNLBIO1gLAsPN7AphgUkIiLsBWifxG0zMQOJSIVCyTy0GgHOAcOpx16bH8Zb6zEUysxBIuolchaaS6FcFHYgUT8QRRGruxnMOgfqt11fHMEbq9GO5AvmSxWEkgVMHbExmTqDBSQi6nvhVB4b8RyuHhOgLXPZjRxhI1Kh7UQBLpsRGs3hDYqPujbnRL5Uxa1gogNnRkSdEq4VkBTNQMqxgES9LZ4tIZkv1zuQAODFpREUylW85Y+1/fE34zkAYAeSglhAIqK+dysgXUget4FN5razA4lIjcKpfMNdB8/ODQMAbqxwjI2ol4Rrv59HjxlFbze7WYdkvgxR7Nw2KqJOW4vsbWCTXZt3QqcR8MqD9o+xBWJSAYkdSMphAYmI+t5yMA6tRsATE0dvYJO57UbspAuodHBVKRGdLpTMw91g18HwgAFetw03VhmkTdRLwqk8HBY9DDplLm/sJj0qVRHZIsdjqXf5I1kAwMy+ETarUYenpx14tQM5SMGY9PjsQFIOC0hE1PduBuLwum0wG7QnHue2m1Cpiohk2IVEpCahZAFjg43nnlybH8ab/hhKlWobz4qIOmknVVBsfA2QMpAAMAeJetrqbgaCAEwNHyzgXF8awe3NBGKZYlsfPxDNQa8V4D5l6yq1DwtIRNTXqlURy4H4qeNrwN6K8DDH2IhUI1+qIJErnbqBbb9rc05kixW8s8EcJKJeEU4V6r+nlWA31QpI3MRGPcwfyWBi0Ayj7uCHrteXRiCKwGsP29uFFIxlMTlkbijzkNqDBSQi6mtrkQyS+TKuTp08vgag3uEQYpA2kWrIBd1mVndfm5dzkDjGRtQrdlKFpl4HWm2QHUjUB9Yi2QP5R7LLk4OwmXRtH2MLxnLwOJh/pCQWkIiory0H4wBOD9AGpAwkAAzSJlKRUEoq6DbTgTRiNWLRZcXrDNIm6gmiKEojbHYlR9h0AMBNbNTT/JHMgQ1sMp1Wg+fnnXjl/m5bg+SDseyh8TnqLBaQiKivLQcSsBi0WHLZTj12xGqEILADiUhN5OdjMwUkALg2N4xvrUVRZg4SUcNEUUSxrL7nTCJXQrFSVWwDG7BvhI0dSNSjEtkSYtkSZp2HO5AA4MWlEWzEc1irBW23Wq5YwW66yA4khbGARER97WYgjicnB6FtYJZar9XAOWBEOMUCEpFayB2B7iY7D67NO5EpVvDuZrIdp0XUkz53cxPP/vIXkFPZprFwqjbK2mQhuZXqIdrMQKIetRbJAMCRHUgAcH1pFADw6v2dtjw+N7CpAwtIRNS3CuUK3ttM4moD42syt93IETYiFQkn8zDoNPX8kUY9N1fLQVrlGBtRo24G4ohnSwjE2tNhcFZnyUJrNZuJI2zU2+QC0uwRGUgAMOu0YHLIjFfalIMUjOUAgB1ICmMBiYj61t2tFIqVakP5RzK33cQRNiIV2U7m4bYbIQjNbWRx2U2YGxlgkDZRE+QOgKDKCkg7aen3spIFJL1WA4tByxE26ln+SBaCAEwPH13AEQQBLy6N4BsPI20ZD5cL18xAUhYLSETUt5oJ0JaxA4lIXULJPNxnXN19bW4Yb6xFUam2L/CTqJesR+UCUk7hMzlI7kAaVbCABEg5SBxho161Fslg3G6CSa899pjrSyNIFcq4tZFo+eMHYzkYdRpFs86IBSQi6mM3A3GM2oyYGGz84tNlMyGSKaDE4F0iVQgnC3A38Rze77l5J1L5Mu5sMQeJ6DSiKCIQlQpHqisgpQow67WwGnWKnofdrGMHEvWstd0MZo4J0Ja9sDACQQBebcMYWyCahcdhbrrjmFqLBSQi6lvLgTiueIaa+kXktpsgisBuml1IRGpwrg6keSkH6fUV5iARnSaSKSJXksKz1TbCFk4V4DrDKGur2U16JJiBRD3KH8liduTk/CHHgAFPTAy2pYAUjOWYf6QCLCARUV9K5Ep4uJPB1anBpr5O3vTEMTYi5aULZWSKlaY3sMnGB82YHrbgxipzkIhOI4+v6bWC6jqQdlJ5VYy12M16diBRT0rmS4hkipg9pQMJkMbY3lqPIV1o7ThnMJblBjYVYAGJiPrSO0FpNruZ/CNA6kACwCBtIhWQn4fuc6zuvjY3jG+uRVFlDhLRiQK1AtIVz5DqCkhyB5LS7CYdM5CoJ61HpOf/aSNsAPDi4gjKVRE3Wtjdmy6UEcuWMHVMgDd1DgtIRNSX5ADty57mCkjyG9QwC0hEipMLSOe5cLw270Q8W4IvlGrVaRH1JLlo9PyCE9FMEZkWdxecx06yANcZR1lbiR1I1KtWdzMAcOoIGwA8PeOAUafBKy0cY5PHZtmBpDwWkIioL90MxDE/OoBBs76pr3MOGKHVCBxhI1IBefPSeTuQALT0k1KiXhSIZjFiNWDJbQMAbMTV0YWUK1aQKpQV38AGyFvYShBFdjRSb/FHpALSdAMdQCa9Fs/ODePVB60rIMkB/lPMQFIcC0hE1HdEUcTNQBxXm+w+AgCtRsCo1cgRNiIVaMUI29SwBZNDZuYgEZ1iPZqFx2GpdwCoJUh7JyUVklVRQDLrUBWBTLGi9KkQtdRaJAu33QiLobFNhy8ujeBBOI2tRGsKzexAUg8WkIio72wl8thJFZrOP5K57UaEUuxAov7x17e28JHf+BrKlarSp3LAdjKPAcP5V3dfmx/GjdUouwaIThCIZTE9vL+ApI4OpHCqNsqqhgKSSepqTnITG/UYfyTTUIC27PriKAC0bBtbIJqDxaDF8IChJfdHZ8cCEhH1neWAlH901gKSy25iBhL1lTdWI7i7ncJWQl0/9+Fk4VzdR7Ln5qRMl/vhdAvOiqj3lCtVbMbzmBo2Y9RqhFGnUVEBSfpARy0ZSACYg0Q9Z3U321QB6eKYDSNWQ8vG2OQNbIIgtOT+6OxYQCKivnMzGIdBq8GlcduZvt5t5wgb9ZfNWuHIH1HHyIoslMy3pIB0bZ45SEQn2UrkUamKmHJYIAgCJh1mjrAdYa8DST0B40TnlS6UsZsuYKaBAG2ZRiPghcURvPZgtyVbTgOxHPOPVIIFJCLqO8uBOC5N2GHUac/09W6bCbFsCYUyMw6oP2zWwnLXo+q4YJSFUnm4W7C6e3rYgjG7Ca8zB4noSIHac18O0PU4LCrqQMpDqxHgVMFoi90sjdNyhI16iRyg3UwHEgBcXxzBbrrYki2ncgcSKY8FJCLqK5WqiHeCCVz1DJ75PuSOhzA3sVGfkEfX/NGMwmeyRxRFhFo0wiYIgpSDtMIcJKKjBGrdRlP1ApJZPQWkZAEjVgM0GuVHW+odSBxhox4idx83W0B6cak1OUiJbAmpfBkediCpAgtIRNRXHoTTyBQrZ84/AgBXreOBY2zUD3LFCqKZIgBgXUUjbIlcCcVyFa4WFJAA4NqcE7vpAlZ21VMkI1KL9WgWWo2A8UHp+eZxmBHNFJEpKD+qtZMuqCL/CNiXgcQOJOoha7UOpBlncwWcsUETFl1WvHLOHKS9AjY7kNSABSQi6ivnDdAG9jqQQuxAoj6wuW8Fr5pG2OTnXytG2ADguXoOEsfYiB4ViOYwPmiCTitdOsidABtx5buQwsmCKvKPAMBmqo2w5ZUvrBG1ytpuBqM2IwbOsPH0+uII3liNIF86e+yD3O3IDiR1YAGJiPrKzWAcNpMOc0224e63V0BiBxL1vq249HN+ccyG9UhWNSNe8vOvFSNsADA3MoBRmxE3VhmkTfSoQCxbzz8CUM8iUUOQdjhVgEslBSS9VgOLQcsOJOopa5EsZpvsPpK9uDSCfKmKt/yxMz++/DrDEG11YAGJiPrKciCOq1ND58pKcFj00GsFhFIsIFHvkwO0n5t3IlUoI55Vx4VRvYDUotEVQRBwbW4Yr69EVFMkI1KLQDR74OJtr4CkbAdSuVJFJKOeAhIg5SAxA4l6iT+SaTr/SHZt3gmdRjjXGFswloPNqKuH1JOyWEAior6RK1ZwdzuFK56zj68B0oWmy2ZiiDb1hc1EDoIAPDsnjXj5VTLGFq6t7na1aIQNkN7ohpKFemAoEQHZYhm76eKB/JFRqxFGnUbxAlI0U4QoQjUjbIC0iS2Z4wgb9YZssYxQsoDZkbMVkKxGHZ6aHjpXkHYgmoVn2AJBUD4on1hAIqI+8u5mApWqeK78I5nbbuQIG/WFzXgOI1YjFl1WAOrJQdpO5DFo1sOk17bsPp+rFck4xka0Ry4STe0bYRMEAZMOs+IjbHIheVQlIdoAO5Cot8gfqDQboL3f9cVR3N5MIFZbyNGsYCxX73ok5bGARER946YcoO0ZPPd9ue0mFpCoL2wl8pgYMtfHV9Yj6thSFkrmMdai/CPZossK54CBQdpE+wSi8gakgxeQHodF8Q6kcG2UvJWdiOdlN7OARL3DX/udf9YRNgC4vjQCUQRee9h8F5IoigjEssw/UpETBwm9Xq8ewB8CmAVgBPBvAQQB/BWA+7XDfsfn8/2Z1+v9RQAfA1AG8K99Pt8bXq93EcAfARAB3Abwkz6fr3rUsa3+xoiIHrUcTGBi0NSStd9uu+lc7bhE3WIjnsPFMRvMBi1cNqNqOpBCqULLLxoFQcCzc8O4scoCEpFMfs4/egHncZhxeyOhxCnVyaPk6spA0uFBmCNs1BvWWtCBdMUzCJtJh1fv7+J7Lk809bWxbAnZYoUdSCpyWgfSDwCI+Hy+FwF8FMBvAngawK/5fL4P1v75M6/X+zSAlwBcA/BPAPxW7et/DcDP175eAPDxE44lImqr5UAcV6fPP74GSAWkVKGMTIFvEql3iaKIzXgO44PSG7cZp0U1+UDhZL5lG9j2e27eiY14rt51QdTvAtEczHotRqyGA7d7HGZEM0VFfw/u1EbYRqwqKiCxA4l6iD+SwYjVAJtJf+b70Gk1eH7eiVfu7za9pEL+XcwCknqcVkD6FIBf2PffZQDPAPiY1+v9mtfr/QOv12sDcB3Ayz6fT/T5fOsAdF6vd7R27FdrX/u3AD50wrFERG0TSRewHs2eO0Bb5q51Psj5C0S9KJ4tIV+qYmJIeuM2NWxRRQdStSoinCrUn4etdG1eykF6fYU5SEQApPGRYfOhAFtPrSNpI67cGFs4VWh5Ftp52U16JHMlbnOknrC6m8HMOcbXZC8ujWAjnmv6Q6ijMthIWSeOsPl8vjQA1IpEnwbw85BG2X7f5/O96fV6/xcAvwggDmD/O60UgEEAgs/nEx+5zX7MsTsnnUuhUMCdO3ca/LbULZ/P98z3QtQt3ghKv7CGqomWPP/ytTfMb7zjQ37sbJ+K8LWA1O5BRCqQVtO7uHMnD0s1i+1EHsu334VBq1yMYixXRqUqQszGW/4cqooibEYNXn57BU8MpFt638fhawGp2f2tGFwDukM/o+WElD/0jVv3UPEoc3H3cHMHgwao6vmTS8ZRFYG33nkPFn1zr5N8LSC1ebCdwJVx87l/Lsc1Ulfep165je+5aG/4697ySfmlmXAAd+L9E9+s5teCEwtIAOD1eqcAfAbAb/t8vj/xer1DPl/t/0np9v8A4HMAbPu+zAapqFQ94rbkMceeyGg04tKlS6cd1hXu3LnTM98LUbf4u+A9aIRtfM8HLmPAeOpL36n0zhTw8hZMDjcuXZo8033wtYDULvheCMAGnn18CZemhvBMPoj/92YMA66Z+lY2JUi5K+u4vDSLS5fGWn7/zy9kcWc72bHnJ18LSK1EUcTOn/rxwUsTh35GnZ488DebEKxOXLo0q8j55b8cxdSoWVXPn6XUOvBmFOPT8/XuzUbxtYDUJF+qYDe7givzE7h0aelc93VRFDH55V08SGub+hkv+N7BkCWF9115/FyP322UeC148803GzruxDKe1+t1A3gZwL/x+Xx/WLv5816v99nav38HgDcBvAbgu7xer8br9U4D0Ph8vl0Ab3u93g/Wjv0ogFdOOJaIqG2Wg3EsuWwtKR4BqAdxywGeRL1os9ZpJ18ETQ9LbexK5wPJm5faMcIGANfmnQhEc/Xvn6hfxbIlZIqVI8dHRq1GGHUaRTexhVMFjKoo/wiQMpAAMAeJup48sj47cv4RNkEQ8OLSCL7+MIJypXr6F9QEYznmH6nMaX1gPwfAAeAXvF7vV7xe71cA/DSA36j9+wsA/q3P53sTUnHoGwD+AsBP1r7+ZwD8r16v9xsADAA+fcKxRERtIYqiFKA91Zr8IwCwGXUw67UIJfMtu08itdmM52DQauAckMJzp2sXkfJaX6WEaoXbdoRoA8C1OSkH6cYqc5Cov+1tYDt8AScIAiYdZgRjyhSURVHKQmvFZtVWstfChpM5Ltmg7ra6K/2unz3HBrb9ri+NIJUv41YT2xsD0eyhDZCkrNMykH4KwE8d8VcfOOLYTwL45CO33YO0ce3UY4mI2mU9mkUsW8KVFhaQBEGA225EiCHa1MM2E3mMD5mg0UjhuSNWAywGLdajynbmbCfyEARgtE2ruy+N22Ez6XBjJYp/+JSnLY9B1A3kbsPjAmw9DotiHUjJXBnFchWuNr0OnJXdLF1eJXPsQKLuJn9YNDN8/g4kAHhhYQSCALx6fxdPTztOPV4URQRjOXz7RVdLHr9V8ju7SN69h3x4F9P/6HuVPp2O658kKiLqWzcDUszalanBlt6vy25iBxL1tM14DuODe5/uC4KA6WEL1qPKdiCFU3k4B4zQtynIW6sRcG1uGDdWo225f6JuEYidVkAyK1ZA2klLv3/bVUg+q3oHEkfYqMutRbJwWPQYtOhbcn+OAQOemBjEq/cbS6/ZSRdQKFcV2cAmiiLy4R2kHqwe+rvA5/4Gb/3sL+K9X/stVPL990Fya8JAiIhUbDmQgEmvwQW37fSDm+C2m/BO8NQdAERdayuew3MLzgO3TQ9bsKaCEbZ25R/Jrs058YU7YYSS+baNyhGpXSCaxfCAAdZj8gM9DjOimSIyhXLLMgYbJWcQqq6AJGcgsQOJupw/ksGMszXdR7IXFkfw+6+sIF0oH/u6IpOL0+3OQCrG4kitrCFd+0f+93I6A/uFRXzgj3/nwPG2+VnpX6pVZPwB2L2LbT0/tWEBiYh63nIwjicmBlvereC2GfGFZAGiKEIQhJbeN5HSypUqtpN5TD6yRWh62IKv3d9R9Oe+E0Wda/NSDtLrKxF8/OrZNi0SdbtANHdk/pHMU8sm2YjnWv4hzWnCtRFyl01dBV6bqTbClmcGEnW3td0snq1lArbKi0sj+N2vPsSNlQi+45L7xGPlEVpPizOQ8uEdrP7nP0fqoVQoKsaO/zA4veaHWKlA0Grrt9mW5jH8zFVY52ehtajr9acTOMJGRD2tVKni9kaipQHaMrfdhFypglSBbxKp94RSBVRFYHzw4MXjjNOCfKlav3hTQic6kB4bt8Nq1HGMjfpaIJY9cXxE7gxQIkh7Ry4gtfm1oFl6rQYDBi07kKir5UsVbCZymGlRgLbsmRkHjDoNLoSY0QAAIABJREFUXmlgjO2sHUjVUgmpByvY/LsvwPdbv4dqsXjg70VRhP/PP4vomzdPLB7prAOwX7yAUjJ14PaBKQ+e/c1fwWM//ZMYmOq/nER2IBFRT/Ntp1AoV1saoC2T37SGk/l65gFRr9iqrbCfGDr46dp0rZ19PZpVZLSrVKkikim0vetAp9XgfbMO3FjhJjbqT5WqiI1YDt/95Pixx+wVkDqfgxRO5WHUaWDr8OhcI+xmPTOQqKsFY1mIIjDb4hE2k16LZ+eG8dqDxgpIzgEDLIajn+OiKCK/HUbq4SpSD1eRrv2Z8QcgVir148a/89thX1rYOwfXKHQDFpQzUuFbYzTCOj8D2/wsrLV/bPOzMI6OcMLgCOp7xSUiaiE5QLtdHUiA1A2x6Ops6z5Ru23UC0iHR9gAwB/J4v2zrW1tb8RuugBRREeKV9fmnPiKbwc7qYLqclaI2m0rkUO5Kp64QnvUaoRRp1GogFSAy25U5QWe3aRHMsfuZOpea7tScaXVHUiANMb2y39zF9uJPMYGj/9dHoxl4TmmA/Ktf/NJRN+6iXL69EzG1IOVAwUkQRBw8X/6VzDYbbDOz8E87oag4WBWo1hAIqKethyIY3jA0JYAvr0CEjexUe/ZSkg/1+OPvLmbHDJDI0gdSEoI1YJz2z3CBuzlIL2xGsXHLh/fhUHUiwJRqSg0fcIImyAImHSYFRlhCyfb34l4Vnazjh1I1NXkZRlzI63tQAKA64ujAO7i1Qe7+L5nDo6AVUslZPxBpB6uYv6Vr2I+H8WWt4zxD7104LhKNnti8cg8PgbrwixsC3OwLcwd+nvPx76rJd9LP2IBiYiOFUkXcD+cxnPzztMPVqnlYBxXPINt+YTSVetIkC9oiXrJZjwHu0kH2yPjmQadBuODZqwrtIlNLth2ogPpyclBWAxa3FiNsIBEfSdQKwpNDZ/8AYzHYVGkA2knXcDiqLXjj9sIu0mPUIofLlH3WotkMGjWY8hiaPl9XxyzYXRAh7feeA8vpmpbz1b9SK+sHRg/e752fOzW7UMFJOvCHCLfeht6m22vULQ4D+vCHGzzM9ANtL7wRRIWkIjoWH/w6ir+49dW8M4nvwtmg/b0L1CZdKGM++E0PvbkRFvuf8Cog82oYwcS9aTNeO7Q+JpsxmlRrAMpXHu+dSI4V6/V4JkZB15nDhL1oUA0C41weIz1UR6HGbc3Eh06qz3hZB4fWFDnB1x2sx73w2mlT4PozPyRLGZbML4miiLK6Qz0tr1ir0Yj4Id33sLi33wJbzdwH+mHq4dum/vE92PuE98P46hTlWOsvYwFJCI6ViAm5R883EnjiclBpU+nabeCcYgicGWqfefushsR5qeM1IM24/ljLxynhy34wp1Qh89Isp3MQ6sRMDLQmUyi5+ad+JXP+xDNFDE80PpPYonUKhDNYnzQDL325GwQj8OMaKaITKGMgQ4FWudLFSTz5XonsNrYTTokuIWNuthaJIOnphwNHy+KIorRGFIP15BeXUN6pdZZtOKHdW4az//+fzhw/ORji8A3v3TkfZnG3KhMePCXuxp878eu4bFve+rwMa6R5r4hahkWkIjoWJu1EN17oVRXFpCWA9Inolc8rQ/QlrntJo6wUU/aTOTw1PTRz51ppwW76SLShTKsHd6AFEoW4LIZodF05hPHa3NyDlIEH3mCY2zUPwKx3Knja4A0wgZIwfsX3J1ZKLGTkn7vqjcDSY9UvoRqVezYaxVRqxTLVWzEcviHTx2/or4YT2D7S1+TNp/Vxs9KieSRx6ZX/RCr1QNB1VevPYE3/tQC4/QMvM9ckjagLczCOjsD3YAFn3k7iM/92TL+x4++BKtKR1X7FQtIRHSsvQJSd7ZhLwfimHFa4Ghj14DbbsI316Jtu38iJWSLZcSzpRM7kACpQ+HSuL2Tp4ZQMg9XB/KPZJc9QzDpNXh9JcoCEvWV9WgWH7wweupx8pKKYCzbsQJSuFZAUut2RLtJj6oIZIrlQzlyRGoXiGVRFYHZIQNSD1eReriKsW9/CRrdXpxFKZXCe7/y7xu6P41Wh2IsDqNzb3Pr7NWL+Ocf/2lMDJnxn3702cPnUAvxnzxlhJY6jwUkIjpSqVKtZ/vcD6UUPpuzWQ7G275m3GU3IpwsQBRFzmBTz9iMS8/9iaGjCzUzw1I4pT/S+QJSOFloy1rh4xh0Gjw97cCNVRaKqX/kSxXspAqYOmEDm2yvgNS5IO2d2ui4agtIZukSK5lnAYnUTxRF5MM7UjfRg1U8fPsOfv6de7C8GsNrtUBr+4UFWGdn6l9jmRiHxmhEtbDXha+1mGGdm5G6ieZqHUXzszA6hw+9RxYEAdcXR/BfvrmOfKkCk/5g1mowloXLZjx0OymPBSQiOlIomUdVBLQaAffC3VdACiXz2ErkcXWqfeNrAOC2mVCsVBHLlpiPQj1jKyFdCE4MHtOB5NzrQOq0UCqPZ+faWxh+1HPzTvz6F+4hkS1h0MKLQep9wdoGtukGCkijViOMOk1HC0hyB1InwvTPwl4rGiVzJXZQkGr5fvsPEL91G6mVNZRTB6cNHh1eSz1YPVBAErRazH3i+6A1m2Cdn4N1fgZmt+vAmNppri+O4I++voa3/DF8YPFgplEwlqsXp0ldWEAioiPJHQhPTw/hW/4YssUyLIbuecm4GYgDAK60u4BUG6UJJfMsIFHPkMdXjxthGzTrMWjWwx/NdPK0kC9VEM+W4O7wReO1uWGIIvDGWhQffszd0ccmUoK8ZbGRDCRBEDDpMNeLTp2wkypAIwDODoXpN8tu3isgESmhWi4j4w8g9XAV6YercL7/aTjfdzCMOv7Ou4gt3z7xfkxjbtgW5qC3Hx5PXfqJHznXOT634IROI+CVB7uHCkiBWBZPTzce4k2d0z1Xg0TUUXIHwksXRvHNtRgehjN40tM9QdrLgTh0GgGPT7R3vEa+kA0l8x0f5SFql414HoIAjA0enzU047RgPdq5jgNgX3BuBzOQAKkQbdBp8PpKhAUk6gty/siUo7FxUY/D0tkOpGQBTqsRWpUGVNc7kPJlhc+Eep0oiijs7CL1YKWWV7SG9MNVpNfWIZb3fv6qpfKhApJtfhaxm+8AAHQ2K2wLc7DNz+LTIQEBixO//bMfh9460LZztxp1eGp6CK892D1we7lSxVY8D88VdiCpEQtIRHSkjbhcQHLhV1++h3uhVHcVkIJxXBy3tX12Wu5ACnMTG/WQrXgOLpvxxPXdU8MWvLuR6OBZoZ7L5u5wAcmk1+KqZwhvrcc6+rhESglEszDqNA1nDHkcZtzu4OtBOJWHS6X5R8C+DCR2IFEb+T/1Wdz/vT8+NH52lNTK6qHbPB//boy+cA3WhTmYXKP1nKIv/sqX8eTkYFuLR7Lri6P4jS/eQyxTrC+92U7mUa6KDRewqbNYQCKiI23Gc3BY9Lg4boNe2105SNWqiFuBBL736kTbH0t+cy1f2BL1gs1EDuPH5B/JZoYt+PztbVSqYse6AEK1Qm2nR9gAYH50AF+4E+r44xIpIRDLYmrY0vByCI/DjGim2LFx93CqoO4CUr0DiQUkal61XEZmPSiFWtf+0ZnNuPK//dyB47QW84nFI9OYC7b5OdgW5zD0xGOH/t5+YRG4sHjgtlKlimAsh79/uf3voQHg+tIIfv0L9/D1hxF87LK06VTuZvSwgKRKLCAR0ZE243lMDJmh12owP2LFg9Dpn26oxcpuBqlCue0B2oDUmeCw6BFKsYBEvWMrfvpI5vSwBeWqiM14rqFNTa2wXSvUjnW4AwmQLpB308Ujt8UQ9Zr1aA5TTQTYyhd6G7EcltyHs1JabSdVaPuI+nnYTHIHEkfY6HhitYpcKIz0wzWkV9aQWqmNn/kDEEsHi496m+3Qxl/bwhwAQDdggW1xHtaFOWkMbWEO1oW5M3UQbcRyqFTFjm07veIZhM2kw6sPduoFpEATGWzUeSwgEdGR9l8ULrmtWA7GFT6jxskB2p0oIAHSOE2II2zUI0RRxEY8h++45DrxOHkT23o027ECUjiZh0GnwaC585vQ5AvkYCyHRZe1449P1CmiKCIYzeLZ2cYDbOVtScEOFJAqVRG76QJcts4Xkhul02owYNCyA4kA1HKKIlEYhx0HtpRl/AG8+okfb+g+SqkUCjsRmFx7YdO2xXm89Jn/DJN7tOFuwdOsRqTlGHMj7R9fA6TnyvPzTrxyf7deIAvGchAEnNoJTcpgAYmIjrQRz+FabVX2ksuG/3Zrq2s2sS0H4rAadZgf7cxFnstuQpgjbNQjopkiCuXqqW/c5PXe69EsXujEiUEaFXXbjS17o9yMvQvkLAtI1NMSuRJShXJTheH9z492i2QKqIqAS4FR1mbYzXpmIPWhYiKJ9Mpa/Z9U7c9SMoUX//yPMDA1WT/WMjUJQac7EHYtM7lHa51E8/WuIsPwwaKuRqeDeezkD3ua5d+VCkgzzs4UkADgxaURvPxeCP5IFrMjAwjEshizm2DQHZ/DSMpR/5UgEXVcKl9CKl+ur/C+4JYulh6E07js6UxXz3ksB+N4cnKwY7ksbpsR97a7JyOK6CRbCakYKj//jzM+aIZeK8Af6dzq7lCyALdCXQf7O5CIetl6bXykmfyRUasRRp2mI8+P+jZGFWcgAVIOEjuQet/m57+IxJ17SK9KhaLCbvTYY9MrawcKSBqdDo7Lj0MURdjmZ2Gt/WNbmIPepswHFWuRLAYMWoxYDR17zOtLowCAVx7sYnZkAMFYjgHaKsYCEhEd8ugFpNyOfj+k/gJSvlTBna0kfuz6fMce0203YSdd6GiYMFG7yBsYJ4ZOLtRoNQKmHJZ6VkEnhFJ5XBpTJvdE2konsIBEPS8QlX7Gp5voQBIEAZMOc0eeH+FaAanRDXFKsZt1zEDqAdVyBdlAEKkHK7DOzcC2ePD9pf9Tn0Xi3bun3o/WYkYpefjDxmd/61dbdq6t4I9kMOMc6Gin76zTgskhM169v4MffG4GG7G9KQhSHxaQiOiQvQtIqYA067R0zSa297aSKFXEjuUfAdJGqEpVRCSj7kwGokZsPfL8P8nUsAX+aKbdp1QXThbw0gVlLho1GgETQ+aOjOgQKSkQO1uArcdh6cjzYycpdyCp+/et3aSvB/+T+omiiMJOBKmHq/u2n60gvbYXaD3/w//0UAHJNj97oICkMRhgnZ2WuokWZmudRXMtzSlqJ38ke+oSjVYTBAEvLo3gr9/ZQr5UwVYiB0+HshWpeSwgEdEhm7ULyMnaBaSutontfhdsYlvucIA2IGUgAdLFrdrf0BKdZjMhBVU7B05vX59xWvD2eqwDZwWkC2WkC2W4FdjAJvM4zPUCO1GvWo9mMWTRw2ZqLqze4zDj3Y1Em85qT7i29VT9HUj6rvjgrd9tf/Gr8P/FXyL9cPXIDqH9Ug9WD93m/uB1mMbcUqFoYRaWiXEI2u7c1FmuVLEezeIjT4x1/LFfWBzBf/lmAJ9/dxtVcS9XjdSHBSQiOmQznoNOIxx4c7bktta3m6nZciAOt92IscHOXWTKF7ShZB5PTA527HGJ2mEjnsPEoKmhT0qnhy1I5suIZ4sYsrQ3L0EOqncrGJzrGbLgS76wYo9P1AmBaPZM+SMehxmRTLHtCzd2UgXYTDqY9Oq+SLebOMKmtGq5jGxwA6kHa0g/XAW0Giz9+A8dOKaYTCH29q0T70cOtB5+6vKhvxv9wDWMfuBaS89bKZvxPMpVEbMdDNCWvbA4AkEA/vSNdQBgBpKKsYBERIdsxvNw200H8nwuuLtjE9tyMIErHc5pki9oQ7W2eqJuthXPNTS+BhzcxNbuApL8/FIqRBuQLpB3UgXkSxXVX7wSnVUwlsNjZxhhkUO3N2K5enZiO4RTBdUHaANSB1IqX0K1KkLDfMS2EqtV5Da36xvP5O1nGX/gwIYzo3P4UAHJtjBX/3fdgAXW2sYzaQPanKKB1p22FpE3sHW+eDM8YMDjE3a8viKFkLMDSb3UexVIRIrZjOfq42uybtjEFs8Wsbqbwfc94+no445YjRAEqQOJqNttxvN4YXGkoWOna28y/ZFs218X5LEVdwe7Cx/lqWXCbMRzWBjtjwsK6i+VqoiNWA7f+bi76a+VL/iCHSkgqX9c3G7SoyoCmWK56XFAOpooigBwoEM27Q/gGz/yr1DJn/4erBCJohiLw+DY+31lW5rH07/yS7AtzME05uqKnKJ28dcKSLMjne9AAoDri6O4vZGEViNgXMHf9XQyFpCI6JDNRA7PTDsO3Ca/Gbyn4k1sy0Epe+GpDuYfAYBeq4FzwFi/wCXqVqVKFeFUHpOnbGCT7e9AarfthDzCptybyskh6fsNxlhAot4USuZRrFTPPMIGoO1B2jupAp6aVuf7kP3sZukyK5lnAeksirF4vaMo9XAN6ZVVpFf9eOH/+Y8wj7nqx5nH3KgUi8fej8k1Cuv8LGyLUjeRxnCwW1ZnNsN1/bm2fR/dZHU3C7Neq1iH34tLI/jdrz7E+KAJOq1GkXOg07GAREQHVKoithP5QyMsM8MWGLQa3A+pNxByORCHIABPeDqfQ+S2GznCRl0vlMyjKja2gQ0ALAYdRqxGrEfaX0AKJQsYMGhhNSr31qVTF8hESgnUisHTZ9iANGo1wqjTIBhrX9C8KIoIp/IYtXbBCFutaJTMlQ51ddNBifd8SN5/KG1AqxWNirGjczfTq2sHCkhaowEDnkmUUimpULQwC+vcrLQFbX4Weqsy3TTdyB/JYMZpUawL65kZB4w6DfOPVI4FJCI6YDddQKkiHrqA1Gk1mB8dwP2wejexLQfiWBi11t+0dZLbbuIIG3W9zbj0MzzexMXOjNMCfzTTrlOqC6XyinYfAdLzXKcRsNHGC2QiJQVqP9tTZyggCYKASYe5rQWkVKGMfKkKl4Jh+o2ym/cKSARUyxVkgxvQWSwwuQ6OSd/+P34NqfsrDd1Pem0do88/e+C25//v34LOwiLdea1FMlhytW/89DQmvRY//eELHV2EQ81jAYmIDpBXVB/1admS29axld3NEkURy8E4XrrgOv3gNnDbjbgVbP/6YqJ22krIz//G37zNDFtwYzXarlOqCyfzil80ajUCJobae4FMpKT1aBaCAEw08Rqwn8dhaWuHXrjW6dstGUiANMLWT0RRRCESRfrhKlIPVqWuooerSK/5US2WsPjjP4TFH/vBA19jW5g/VEDSmkywzs3UOomkP23zczCOOg89JotH51epighEc/jQY83nn7XSv3hpQdHHp9OxgEREB2zWCkjjR7x5vOCy4q+WN5EplDGg4BjJUTbiOeymi7g61fnxNUB6MxvJFFCqVKHn3DZ1KbmAPD7Y+JvxqWELPnNzA4VyBUZd+zaThZLqyD3xOMwcYaOeFYxmMW43nfm57HGY8e5G+z5M2UlJBaTRrtjCVstA6oMOpOjNd7D9pa9JRaOHqyglkscem3q4eug25/ueQrVchm1hVtp+Nj8H87gbgobvpzplM55DsVLFnJMjf3QydV0BEpHitmojLEdloCzt28R2pcNB1adZDkhvWJU6L7fdBFGURgCbufgmUpOteB6DZn1TBeIZpwWiKK3unm9TsLQoiggllR9hA6QL5K/4dpQ+DaK2CMSy8JxhfE02OWRGJFNEtliGxdD6ywx5WYVSIb/N2OtA6v4CUjmTRcYfQHptHWK5DM/3fvTA36fuP8T6pz576v0YR0egt9sP3T75se/E5Me+s2XnS83z17IMZ1hAolOwgEREB2zEc7AZdUfmCMmb2O6rsYAUjMOg1eDi2OE3Jp3gro3WhJIsIFH32oznGg7Qlslhu/5otm0FpGSujEK5qoqLxskhC8KpAvKlCkz69nVcESlhPZrF9cXRM3+9HDS/EcvV3zO0ktyB1A0jbDaT3IHUHSNsoiiiGIsjvbaOzNr6gT8LO7v140yu0UMFJOvC3IH/1lossM3PwrowJ3UVLc7DOj8Lw6Ay79HodGsRKctwdoQB1nQyFpCI6ICTLiDVvIltORDHpQk7DDpl2p3lzggGaVM320zkMdFkeOW0U3qzKW9vaodQretALR1IgPRa2a6CGZES8qUKQsnCmTawyTy17UnBNhWQwqkCDDpNfTxMzXRaDQYMWtV1IInVKiAIBzZtpf0B3PjnP4VS6vT3d/nwDsqZLHQDez8n9qUFLP2LH5HGzxbnYR5zK7bJi87GH8nAqNPA3QXFWVKW+l99iaijNhO5Y8Mz5U1s91RWQKpURdzeSOAfPeNR7BzkcN8wC0jUxTbjObxvxtHU14xajTDrtfX293aQC7Nq2MxS77BgAYl6jJyBNjV89i7aqdrzo105YTupAkatxq4pTtjNesUykKrlMjLrQaRX/Mj415H2Sx1FGX8Q3/bpP4ZpdG8Tmsk1cmLxSNBqYZmahHV2GgOz06iWD3ZV6W1WLPzIP2vb90Ltt7qbxYzTAo2mO55bpBwWkIjogM14Hlc8x4+nLblteMuvrk1sKztpZIoVXD7hvNvNOWCEViMgVNsQQ9RtMoUyErnSkQH6JxEEAdPDlrYWkLYTtQ4kFXwyKufDcBMb9Zr1Whfh1Dk6kEasRhh0mrY9P8Ip5bcxNsNu0nesA2n3jTeRvPegHmSdXgtALB392Jm19QMFJJ3ZDNOYC6VkCtYZqUg0MDNVLxhZJseh0fGysZf5IxnMjTD/iE7HVwIiqssVK4hmiidmoKhxE9vNQBwAcMWjzAY2QFrvPWo1coSNutZWQrrgm2wyAwmQLjjbOcIWlnNPVHDh6LYZodMI3MRGPScoF5AcZy8gaTQCPEPm9hWQkgXMj3bPRa7drGtpBlI5k0VqZQ2mESfM4wfXrd/9jd9BetXf0P1kN7bgfP/B2z7wR78Dvd3WNd1d1DrVqgh/NIu/d9Gl9KlQF1DH1R8RqYJ8AXncCBuwF6Stpk1st4IJWI06xcdJ3HYjtllAoi61UdvAeJYQ+BmnBa892IUoim25+Aglpe1wagit1mk1GB8ysQOJek4gloNBpzl3WP2kw9y+EbZ0Ac/NO9ty3+1gN+nP9L6gWq4gGwgiJXcT1f7MbW4DAJb+5Y9i4Yf/6YGvsS7MHSogmcZcsM3PYmB2BtaZqXpn0VFh1gy47l/byTyK5SpmnAzQptOxgEREdZu1C8iJEy4gL7ilIs29UEpFBaQ4npi0Q6vw3LbLbsJ6G8d4iNppK356Afk408MW5EoV7KQLbdmOFErm65sO1WCyjR0WREoJRLPwOMznzkDxOCx4uVboaKVCuYJ4toRRFWxjbJTdrMe9cGO5kTvfeAO7n/osXtuNIuNfR7V4/Ohb+uHqodtcL1yD3maFbXFeCrOen4Xexpw2Ot3abm0Dm7N7uvtIOSwgEVHdZv0C8vgC0rS8iS2c7tRpnahYruLOVgr//QuzSp8K3HYjvrkWVfo0iM5kM56DRjjbpjN5E9t6JNumAlJBFRvYZB6HBa/c31H6NIhaaj2aPdf4mszjMCOSKSJbLMNiaN2lxo48ytpFBaRBs77hEbb0qh+Zb3zzxGMErRYDM1MwjR0eNZr4yIcw8ZEPnek8qb+t1T78nGUGEjWABSQiqtuI5yAIJ286UtsmtrvbSRQrVUUDtGVumwnxbAn5UkUVozZEzdiI5+GymaDXapr+2pla6O56NIv3zQ63+tQQTuaxsC/wVWkehxnhVAGFcgVGHZ/r1BsC0Syenm5uC+NR6psKY7n62HsrqCkLrVF2kw6pfAnVqnhqZ5dtYe7Af5tco7AtzsG6MAdb7Z+BmSlo9Pp2njL1IX8kA4NOg3EVfVBD6sUCEhHVbcZzcDdwAXnBbcObKtnEthxMAAAuKxigLZM7JHZShXNtsSFSwlYid6bxNUDKPBEEtGUTW7UqIpwqqGqEzeOwQBSBrXien9hST0hkS0jmy5gabj4D7VEex96mwlYWkOQOpFFr91zk2s16VEUgUyzDZjq58GO/eAHDP/D9WHzhedjmZ6G3t+5/O6KTrEUymB62nHt8lfpD8x8zElHP2mzwAvKC24qNeA6ZQus2i5zVciCO4QFD/RNPJcmfinITG3WjzXgO42fYwAYARp0WE4Pmtmxii2aLKFdFlY2wSf87MQeJekUgdv4NbLKp+vOjta8H3dmBJBWNErnj84xkhkE7bN/+IoavPsniEXWUP5LFLAO0qUEsIBFR3WY839AF5KJLemOjhhykW8E4LnsGVbF2Vh79CyULCp8JUXNEUcRmIo/JMxaQAGBq2Ax/GwpIckFWXR1I7blAJlKKXPxtRffsiNUIg07T8gLrTjIPQQCcA4aW3u+JRBGIrwP3Pg+8+uvAf/0J4HdfBL70vzf05XazNOzRaA4SUadVqyLWIhkGaFPDOMJGRABqF5DxHD78mPvUY/dvYruq4Ca2TKGMB+E0PvrEuGLnsJ/bJheQ2IFE3SWSKaJYrmLihPyz08wMD+CLd8MtPCtJuFaQVVMH0pjdBK1GYAcS9Yx6B1ILCkgajQBPGzYV7qQLcA4YoTtDTtupRBFIh4Dwe0D4bu3PO8DOXaC478My+yTgugSMPdHQ3codSMn86R1IREoIpwrIl6qY4Tg2NYgFJCICAEQzRRQavICccQ7AoNPggcIdSLc3EqiKwJUp5fOPAGDIoodBq0EoxQISdRd5A+NZR9gAaRPbbrrQ8s1L2/UOJPUUkHRaDcbsJnYgUc9Yj2ZhN+kwaG5NQPOkw9z6EbZkAaOt2MCWjUrFofB7UoFI/vfcvmzHgVGpUHT1n0l/uh4DRr2AubkPzey1/z2TDYywESlhLZIBAI6wUcNOfIfn9Xr1AP4QwCwAI4B/C+A9AH8EQARwG8BP+ny+qtfr/UUAHwNQBvCvfT7fG16vd7HRY1v/rRFRMzbj0kXaRAMXkFqNgIVRq+Kb2G7VA7SV38AGAIIgwGU31jsmiLqF/Pw/zwjb9L6GrcGQAAAgAElEQVRNbBfH7C05L2Cvo68lF44t5HGYsRFnBxL1hkA0h+kWXkB6HBa8vLndsvsDpE4JVzOvA4V0rUBU6yaS/0nvOy/joFQgeuwf1ApFl4DRS4B1tCXnvNeBxBE2Uid/vYDEDiRqzGkfEf4AgIjP5/tBr9frBPA2gJsAft7n833F6/X+LoCPe71eP4CXAFwDMAXgLwC8H8CvNXEsESlIvhBqpIAEAEsuq+Kb2JaDcUwOmTFiVc+Fpdtu4ggbdZ16B9I5RtjqBaRIqwtIBYxYDaduh+w0j8OCrz/cVfo0iFoiEMvC28KNaR6HGZFMsaUdieFUHhfHjjjHShmIrgCh21KxKPQeEH4XiK3tHaMzA66LwOJ3HCwU2SeANmYo7mUgsQOJ1Gl1Nwu9VjjX73/qL6e9on8KwKf3/XcZwDMAvlr7778F8J0AfABe9vl8IoB1r9er83q9o80c6/P5dlryHRHRmcgXkI12IFxwW/GXy5tIF8qwGpWZhl2uBWiridtuhG9b2c4somZtJXIw6jQYPkc47YxzrwOplcLJPFw29b2x9TjM2E7mUSxXYdCpq7hF1IxqVUQwmsOHLp2egdgoOWh+I5bDUgsKU9WqiN10AbPGFPDgi0Do3Vqx6F1gxwdUap2/ghZwLgITTwFXfwBwPyaNnw3NAJrOP0/l90fMQCK18kcymBq2tCdbjHrSiVd9Pp8vDQBer9cGqZD08wB+tVb8AYAUgEEAdgCRfV8q3y40ceyJBaRCoYA7d+408C2pXz6f75nvhXrH7ZUIjFoBW/4H2G7g0zhzSWp5/cKNd+Ad7fzFXSJfQSCaw4dmzap6PunLWWzFsw2dE18LSC3urocxYtHi7t2757ofq0GD5QcbuDPSujFOfzgOh1mruueKNp+CKAKvvHkbE/bz5cbwtYCUtJspo1ipQl9ItOznsJKQOnG/fuseyp7mR+OEUhbG5ApM8YcwJh5CG72Pb+rvY/itNPCWdEzJNILC0CIKi9+HwuAC8kMLKNpnIWr3dSWLAEJ5IORrwXd1Nma9gLWNEO7cqZx6LF8LqNN8G1GMDOj4c6cyan4tOLVtwOv1TgH4DIDf9vl8f+L1ev/dvr+2AYgDSNb+/dHbq00ceyKj0YhLly6ddlhXuHPnTs98L9Q7Cm+9hcnhMh577LGGjjeNZvBLXw6haBnBpUtTbT67w77iCwPw48PPLOHSwkjHH/84F0MP8bk7dzE9v4SBUzqz+FpAapH6UhSzLtO5fx5nR3eRFFv7+zrxXzfwvoUR1T1XYoZd4LUdmJwTuLR4vtcgvhaQkr65FgWwjvc/No9LXldL7tM5mQf+dhMaqxOXLs0ef2ClJI2f1UfP3pNG0faPn+kHkHVcwF9X3o8rz3wAj199HnA/Dr1lGHoA1paccfs4LJvQWewNPcf5WkCdJIoitv/Uj5cem+DPncoo8Vrw5ptvNnTcaSHabgAvA/gffD7fF2s3v+31ej/o8/m+AuCjAL4M4AGAf+f1en8VgAeAxufz7Xq93oaPbfYbJKLW2ojnmgrQnR62wKDT4L5CQdq3ggkIAvDkpPpG2AAp7HNOodE+omZtJXL4tqXzh8bODA/gzlayBWckKVeq2E0X4FLRBjbZlEPqquAmNup2gdrY6dRw60K0R6xGGHQaBGO1oPlqFYivAeFHQq137wHV2niXoJHGz8avHho/++aDCH7uD9/Ap596Hpgdbtl5doLdrGcGEqnSTqqAbLHCAG1qymlXNz8HwAHgF7xe7y/UbvspAP/e6/UaANwB8Gmfz1fxer2vAPgGAA2An6wd+zMAfq/BY4lIQZvxHP5eE5887m1iS7fxrI53KxjH/MgAbKbWrBxuFXnVeCiZx9wIfyGT+hXLVYRTBYyfYwObbGrYgpff20alKkKrOX8w7W66CFHcK8yqydigCRpByngh6mZybtl5tjDWiSKQ3IQmfAc/bfk7XLmzDQRDUk5RaV+xdWhaCrFe+rBUJHJdAkYuAPqji8VhlW5jbITdpGcGEqnSWkR6Ts7y/So14bQMpJ+CVDB61EtHHPtJAJ985LZ7jR5LRMoplCsIpwoNb2CTXXBb8a21zm9iE0URy8EEXjzn2Eg7yBe63MRG3SKUzEMUgcmh83f5zDgtKFVEbCVy8DjO380gP4/GVNiBpNdqMD5o3uuwIOpSgWgOY3YTTHptc1+Y2d3XTfRerbvoDlBIAAD+JYBoeRgYvQI88yO17WePAaNewNhcsHY4JeWqqTFQ/zR2sw6bcb4nIPVZi0h5prPO1nUfUu/jfAURIZSQ3phNNHkBecFtw+dudn4T23Yyj51UQXUb2ADUR23CydaFCBO1k7yBsdkC8lGmh/c2sbWigLRdKyC5VVhAAoBJBwtI1P0CsSymhk94/hfSwM7dRzaf3QUy+/bfmB1Scejy90uFotFL+KU3RHzWl8ObP/Thc5/jTqoAm1EHs6HJIpcK2E163M1zOyupjz+SgU4jtKb7kPoGC0hEhI0zXkAuuaToyvuhFJ6adrT8vI6zHJBy9y9PDXXsMRtlM+pg1mvZgURdY6u2LWl8sIUFpEgWH1g4993Vx1ZcKhxhA6RV5a8/jJx+IJGKBaJZPD/vBKoVKdA6dHtfoPW7tUDr2lJl/QDgughc+Mje6JnrEmB1A49scB1efYDIWz5ki2VYDOe75NhJFbpyfA1gBhKp19puFh6HGTqtRulToS7CAhIRYStxxgKSW2pBvx9Kd7aAFExApxHw2Li9Y4/ZKEEQ4LYbEUqxA4m6w14B+fxdPuODJug0Qj1T5bxCyQK0GgHOAXVeOHqGzNhO5lGqVKHnG3DqFqIIpMNA+F2Ut27jZ7L/H15cDwO/vAaUax9+CBpgeAEYvwJc/YRULHI/DgzNAJrGftY9Duk9xUYsV3+/cFbhVL57C0gmHVKFMqpVEZoWZMMRtcpaJIMZBmhTk1hAIqL6CMv4YHMXkNPDFhh1GtwPd7Y1+1YwjovjtubzGjrEZTexA4m6xmY8hyGL/twdAgCg02rgcZjhb1kBKY9Rq7Elgdzt4HFYUBWB7US+pRusiFqmmKllE71b6yp6V+oqykqdczoA36YZgmh+DLj8IalIJOcU6c/XleipbypsRQGpgMse9XUdN8Ju1ks1u2IZdpUt/qD+JYoi/JEs3t9lWw1JeSwgERE24nmMWA1NF2SU2MRWrYq4FUzg71+Z6NhjNsttN+GdYFzp0yBqyFYij4kWjK/Jpp0D9bXg5xVKFVS5gU0md1hIGTIsIJGCqhUguiqNn8mjZ+H3pNvq42cWYPQi4P3ueqHo62k3PvEnD/Fn3/0c3PPOlp7SVO35EYyd7/VAFEWEkwW4urYDSSoaJXMlFpBINSKZItKFMmYYoE1NYgGJiLAZz505QPeC24o3VqMtPqPjrUUySOXLuKLCAG2Z22bEF5IFiKIIQVBn5wSRbDPemo1psulhcz2n7LzCSXV39uzvsCDqmHT4YKB16F1gxweUaz+HggYYngfcTwCX/7u9riLH3KHxs5XX/QCA6TZcRI5YjTDoNOd+fmSKFeRKle4dYTNLl1vJXBno3LQ/tVGpUsUX74Tw7RfdMOi6c3zZX9/AxhE2ag4LSESEzXgOC6PWM33tktuGz97cRCpfgq0Dn6zdCkrrgdXcyu62m5ArVZAqsF2d1G8znsOzc61rYZ8ZHkAiV0IiW8Kg5Xw//6FkHu+bVe8V19igCRqBBSRqk2IW2LlzMNA69C6Q3d07ZsAFuB8D3vej0p+ux6QuI0NjBaFALAuDVgO3rfWbDjUaAZ6h828qrIfpd2sBSe5AyjNIuxdUqyJ+9tO38Jm3N/BL/+AJ/OBzM0qf0pms7kqdgexAomaxgETU50RRxGY8h+tLI2f6enkT24NwZ4K0bwbiMOk19cdVI3ljVDiZZwGJVC2VLyGZL5+5A/EocsfQejSLJy1n7xQslCuIZUttubBtFYNOgzG76dwjOtTnqhVp05lcIJLziqIrqI+f6czStjPvRwDX47Vi0eOAdfRcDx2IZjHpMLct3HnSYT738yNcW0rhUvFrwUns5r0RNupuoijik3/1Lj7z9gb0WgGv3d/t2gKSP5KBViO0tAOZ+gMLSER9LpkvI1OsYPLMI2yd3cR2KxjHExODql456rZLb3JDyQIWXecLDiVqp62E9Ml+swH6J5E/zfRHM3jyHKOm4aR00ehu4bm1g3SBzA4kaoAoAokgsHNX6igK35H+3Lm3N34GAXAuSGNnl//x3vYzxyygaf3iiEA0V8/yagePw4KXN7fPdR87cgFJxXloJ9nrQCorfCZ0Xv/ny/fwn77hx0982zwS2RL+9vYWKlVRtYseTrIWyWJyyNy1I3ikHBaQiPrcZn2F99neQE7VNrHdC7V/E1upUsW7m0n8gMo/7dkrIHETG6mb/Pw/awH5KPs7kM4jnJKeP/LzSa08DktHc+CoC4gikNmpFYn2FYt27gKF5N5xtgnAdRF4/49J3UVNjp+1QiCWxWXPeNvu3+MwI5IpIlssn3nTo9yBNGrt0gJSPQOJHUjd7P/66kP85pcf4J+8fwr/80cv4r/d2sKffSuAdzYSuDql3liF4/gjGY6v0ZmwgETU585bQKpvYgu3fxPbvVAKhXIVl1UcoA3s5TRss4BEKrcZr3UgtbCAZDXqMGI1YD1yvgLSdqLWgaTyrgOPw4y/XM6jXKmqujOS2iQXO1wkCr/3/7P35uFtnXXa/619sSxbtix5kZc4tuUl+9o26ZIutKWU0oUW6EIXaIHCTGFeeGeYeV+Y+Q3D0gGGYV9KS1soMDB9hwJt2kK6JG2TZnMW2/IaW7Jsrda+S+f3x9Gx5NiJbW3nHPn5XFcvp8mJ9STROTrPfe7vfQMhV+YYRU3aUXRXRijSdQMKdvO9fJE4PKF4UYPqGXfT9FwYnfrcHLl2fwRSkRDVeWaqsYVKlhaQSAYSb3nuyBS++uIQbtrUgK/cuhECgQCXradbCw+OOHgnIFEUhQlnEB/Y0sT2Ugg8hAhIBMIaJyMg5f6Uv1RNbEyA9mYOB2gDQIVMjEqZeH4Eh0DgKjPeMIQCujmwkDTXKPN2IDEOPi5nIAH0BjmZojDj5XZjHCFPYqHFo2f2IcBvzRwjraQFou73ZUQiXS9QUQdwsJHTnD5Hm4uYgZLdVJirgOTwRVFXKeNtq6lYJIRKJqZb2Ai844V+K774/GlcZazDt+/cMj+uVquSoa9RjYOjTnz66k6WV7k65kJx+CMJtGlJAxth9RABiUBY40x76Cd72orcN5ClamI7ZfGgSiHhheVWp5aRETYC55n2hFGvlhfcOdNao8S75+by+h42nrgOsjfIREAqA7IDre0DgO3MEoHWcqDOCLRfuXD0rMrASaHoQpjd9AOkliK+b5vTDqR8grQdgSi0PG1gY1DLxcSBxEMODNnx2d+cxM7WGvzw7u2L8oL2dmjx5KFzeY1ossE5VxAA0MaD+2kC9+DPO51AIBQFqyeMhmp5Xg0s80Ha9gC2FTFI+6TZi02GKl48hdSr5URAInAe+vwvfIBuS20F/tBvRSyRyjmg0+6LQqfmvuvAsGCDXMvuYgirI+hc3HzmGALijNghAGra6cazEgRalxpG1GmuKV6ItlYlg1QszCto3u6LooXnG121QkIykHjG4XEXPvHsMXQ3VOJn9++AQrr4nN/bqcWP3xjHkQk3rjLqWFhlbkymBaTWWuJAIqweIiARCGucGW847wamTp0KADBi8xdNQArHkhi2+XF1d3tRvn+h0avlJFiXwHlmvBFsKsJIaEuNEimKdjity9Eib/NFOB+gDQANVQoIBCBNbFwmHqaFIdvAQldR0J45RqmlxaHt92eEohIHWpeaKXcIlTIxqhTFc/kJhQIYqvNrKrT7I9jRxm5eVL6o5RLiQOIRpy1ePPSLo2iuUeLpB3fPN+mdz862GkjFQhwadfJKQJpwhiAQFFc8JpQvREAiENY4Vk8Eu9tr8voemSa24gVpD8x4kUxRnM8/YtCr5bD7I6AoivMOCsLaJJWiMOOJ4Ia+wos0zJjppCuYl4BkrM8tM6WUSMVC6CvlmPYQAYl1kglgbiKdUTSYcRW5xwAqRR8jltPCUOd7aGcRIxap+LP5KxRmdwjNNcqif0Y1aRQ5j7DFEinMheLQcTwLbTnUCvF8aQGB24zY/Ljv54dRrZTg2Yd2o6ZCesFj5RIRdrRq8OaIs4QrzJ9JVxCNVQrIxPx3UhJKDxGQCIQ1TCKZwqwvkneFt0goQIdOhZEiNrH1m9MB2jxputCrZYgnKcyF4he9+SAQ2MIVjCGWTOXcwHgxmEwVcx5B2nZfFJd31hVqSUXFkMcGmZADqRTgNadbzwYzodaOYSDJlBcI6FEzfR+w4ba0ULQBqFlXFuNnhcA8F8b6uuKPsBg0Srxsnc3p9zoD9L9nHe8zkCQYivjZXgZhGczuEO554jDEIiGefWg36lfg0N/bqcU3XjLB4Y/y5n16zhXK+eEOgUAEJAJhDWP3R5FMUQXZQHbpK/HOuGv5A3PklMUDvVrGi5EWAPPrtPkiREAicJJMA2PhBSRdpQwysRCTrtxElWA0AX80saKbdy5g0ChwdDK/0HDCElAUELAtbj5zDAGxrAcWagMdZt1+Vbr9rAfQGst6/CxfKIqC2R3CVV3FF2kNGgVcwVhOQcN2Py0g6XiyMb8QJAOJ+9h9EdzzxGFE4in85pFLVtxQtrdDi2/AhLfGnLhlS1ORV1kYJl1B3LSxge1lEHgKEZAIhDVMITeQnXoVnj8xDV8kfsFZ8Xw4ZfEWJaulWOjV9M2uzRdBT4Oa5dUQCIthzv98M9CWQiAQoKVGiakcHUjMppE5j7iOQaPEC6dmkEimCt5ot2YIubNEosGMuyicJcxV1NHi0NZ76DE0XS+g6wbkVeytm6c4/FFEE6mShFMzQfPTc2F06lc3lmpPl1HoeHItuBBquRj+aAKpFJVXaQmhOHhCMdz7xBE4/FH88mO70V2/8vu2vsYqVCslODjCDwHJE4rBE4qjjQRoE3KECEgEwhqGyexoqs5/A9mpSzex2QLY3lrYsEtvOI5xZxC3beP+BzMDk9dg90WXOZJAYAerl96Y5TvCeiFaa3MXkGbTa9PzJPfEoFEgmaIw64vAoCGul4uyKND6LP01YMscI6uihaLeD2QcRboeoELL3rrLDDPTwFaC9ytzTlhyEJAc5TLCppDQhrpYoigP2Qi5E4gm8NEn38WEK4in7t+JrassgxEJBbhsfS0OjTp5kXt5Lu0MbuV5syGBPYiARCCsYZhAx4aqQoyw0U1so3Z/wQWk0xY6/4hPDiRdlgOJQOAiVk8YcokQ1cribGaaa5R4a8yV0w213c+4DvgiIGU2yERASpNKAZ5ztFBkO3vxQOv116QDrXtowaiyAeD4JozvMOJuKVqYmtMOpFxywuy+KAQCQKviuYCUFo184eK4tAm5EYkn8fDTR3Fm2osf3r0Nl3XkJlLv6dDiz6dnMe4MYn2dqsCrLCyTriAAkAwkQs4QAYlAWMPMeMOoUkhQIcv/UtCsUUIuKU4TW7/FAwDYZODPmIJMLIJGKYHNTwQkAjeZ8YbRWK0o2tPS1holQrEknIHYqt0DjPDKlxG2pqwRnTVJ0JURiGxnMllF8WD6gKUCrfuAmnYSaM0SZjf9Xi2F4KlVySAVC2HJ4fyw+6OoUUoh4floqFpB32f5wgmgsM/YCDkST6bwmedO4K0xF75912a8p68+5+91eQedJXZo1Ml5AemcMwSBgH7IQyDkAhGQCIQ1jNUTLliArjDdxDZsK3zLyCmLB221SlQr+RVGrVfLYSMjbASOMu3Jv4HxYrSm8xWm3KEcBKQolFIRVAUQt0tBY3oMOJcNMq+IR+jxs+zRM9vZheNnihpaHNp2b6b5TNcNSMnTbi5hdoegq5RBLim+gCcUCmCoVuR0fjj8Ed6PrwH0CBsA+CIkSJsLpFIUvvC7U3hlwIZ/uaUPt2415PX9WmqVaK5R4M0RJ+67tK0wiywS51xBNKjlJTn3CeUJP+7MCARCUaA3kIUbEenUVeLtscI3sZ2yeLGzrabg37fY6NTy+QBQAoFrzHjCMBqL18DEPN2ccgdXPdZq80WgV8s5nyXBIBOLoFfLchrR4SSxEOAaARymdJi1iRaO5iYy42ciGVBnzBo/S7uKVHoyfsYDzHOhkjoQmjSKnM4PPlWjXwxmbM1LmthYh6IofPmFs3j+xDQ+f72xYILP3o46/LHfyvkyhXOu4PwDHgIhF4iARCCsYayeMHa2Fc5LXYwmNrs/ghlvhFfjawz6ShmGZwvvyCIQ8iWaSMLujxbMgbgUBo0CAgEw6cot94Rvtd0GjZJ/DqRYEHAOLyEUnQNA0ccIxUDN+vT42e1psSg9fiYit5F8xewu7Of/chg0SrxsnV3177P7o+jQrS54m4tUKTIZSAR2+ebLw3j67Uk8ckU7PnXV+oJ9370dWjx3ZAqnpr3Ytsog7lIy6Qrh+j4928sg8BjyyU8grFEC0QS84XhBN5BdRWhiO2WmA7Q3N/MnQJtBr5bDEYgimaIgIrW9BA5h89KjlY0FCNC/EHKJCPVqeU5NbDZ/BJt5FJoP0ILZ8am55Q9kg2gAcJoWC0WeKWSEIglQ2wE0bgE2f4h2F9X10EKRmF/jw4SLE0+mMOMNo6WmdM2mBo0CrmAM4VgSCunKRmdSKQoOf3S+lILPzIdoRxIsr2Rt8+PXx/C9A6P48K5m/P2N3QV1uV62vhYCAXBwxMlZAckbjsMdjKGNOJAIeUAEJAJhjTLjoZ+UN1QVboStS88ISIVrYuu3eCAUAH2N6oJ8v1KiV8uQTFFwBaPQ8aSOnLA2sHrp87+YDiQAaKlRYmqVDiSKomDzRVBfwGtTKTBoFPjTqRl2BeN4mBaGbAN0PpEjLRp5pzLHiKSAtgsw7AC23kO3oNV1AzXrABFph1oLWD1hpCjAUMIRNgMTNO8JrdhR5AnHkUhRqON5AxsAqORMiDZxILHFc0em8NUXh/C+TQ341w9sLPiItKZCig2NVTg46sTfXNNZ0O9dKJjPYzLCRsgHIiARCGsUq5fO5ilkiK5Boyh4E1u/xYsufSWUUv5drpgKcnoch1+bYUJ5Y/UwAlJx35ctNUq8PuxY1e/xRRKIxFO8G2FrqlYikaLFr2ILc0ilAM85OsDaNpBpQHOPZTKKxHJA2wm07Abq7qPdRHXddBsaGT1b0zCuwOYSNLAxMG1v5rnwigUke7rFtBwcSCKhAJUyMQnRZokX+q344vOnsc9Yh2/duaVoIv+eDi2eODiOYDRRkIbjQjPhopsx27SkgY2QO9x7ZxMIhJKQ2UAWbqPDNLGN2AuT+0NRFE5ZPLi+N/dqVTbRpwUkmy+CDU38y3AilC8zaQG5oYgjbADQWquE3R9d1dgKEzzPnD98gXFYWOYK124JAAi60gLR2UzzmX0IiAfTBwho95CuF9hwWybMuqYdEJKWHcJizG7687+ltnSbyOas82Ol2NMtpuXyAEatkMAXJiNspeY1kx2f/c1J7GyrwQ/u3g6puHgB15d3avGj18dwZMKNfd26or1Orkw66c+N1hriQCLkDhGQCIQ1itUThkgoKPhT/i5dJd4qUBOb2R2GJxTHpmZ+ii/69FNTW/ommEDgCtOeMGoqpCsWdXKFaXkyz4XmR1yXY5b3AlIIu9bl0BoZj9DjZ/aBhWJRwJY5RllLi0Pb7suEWeu6ASnZDBBWjnkuBIlIgPoSnmNalQxSsXBVTWx2PyMg8d+BBACVcuJAYoOvvTiEddoKPPHRHUX/zNveqoFMLMTBUScnBaRzrhDq1fKi/z0QyhsiIBEIa5RpTxj1annBq0Y79ZX47xPT8Ibj860judJv8QAA78J0GbQqGQQC2oFEIHAJqydc0PyzC8HkLEy6Vi4gMYKrnmdjK4zraFmHxfz42cC8WNRuPgEEzAvHz+qMwPpraMGIEYtUOqDAuR2EtceUO4TGakVJs7qEQgEM1YpVOZAcaQGprkwEJNqBRASkUjIXjGFo1o/PX29EZYHagS+GXCLCzrYaHBxxFv21cmHSFURrCZ2HhPKECEgEwhrF6gkXJf+kU6cCAIza/djemsNT+CxOWTyQioUw1vOzwlciEqK2Qjaf40AgcIUZT6Qk4ystaQfSaprYGMGVb2MrcokIukrZQodFyJ3lJmLyigYXjp9p2hBTt0G29S5aKNJvIONnhKJicYfmz81S0qRZnYBk90dQIRVxMksmF9RyCaY9K//zE/LnyDk3AOTmCs2RvZ1afO3FIdj9Ec59jp1zBXFNt57tZRB4TnlckQkEwqqxeiLY0lx4Z0+miS2Qt4DUb/ait0ENSYFdUqVEr5aRETYC57B6wrh0fW3RX0ejlKBSJsaUK7j8wWnsvgjUcjG/LPbxCOA04R75W2g/Nwk846bFosBs5hhFTXr87N5MTlFdNyBTwTI4iJ6eHvbWT1hTmOfCuL6x9KPhBo0SrwzMLn9gGrs/Ol9GUQ6oFWIMzhAHUik5MuGGTCzEJkPp3u97O7QAgEOjTty61VCy110OfyQOZyCGVhKgTcgTIiARCGuQVIrCrDeCxo2FD9A1aBRQSER5N7ElUxTOWL344HbufPjmgl4tJyNsBE7hi8ThjyZKMsImEAjQUqvE5KocSFHu5h+lUoB3ihaHsl1FrlGASuJvAEQhAVQ9wPp9tEjEiEUqPRk/I7BOIJqAOxhDc02RmwKXwKBRwBmIrThU3+GPls34GkA7kEgGUmk5POHC1pZqyMSleyDR26CGRinBwREXpwSkSRf9ObyulmTmEfKDCEgEwhrEGYwilkyhqQgjbIVqYhu1BxCKJbG5CC6pUqJXy3DK4mV7GQTCPDMeWtAsetV8mpYaJUy2lV8PbP4I+wISRQEBe7rxbBBwDNJf7YNALHpHj/8AACAASURBVEsc17TR2US97wd0vfjpiBLfPBrH2YffV9J8GQJhpZjTYm6zpvQuBCZoftoTQodu+dF0hz+K3kZ1sZdVMtQKCQLRBFIpCkJyfSg6vkgcA1YfPn11Z0lfVygU4LIOLQ6NOkFRFAQceXDACEitREAi5AkRkAiENYi1yBvITp0Kh8byCxBkArQ38TRAm0FXKYcrGEU8meL1KB6hfLCmMziKkYG2FC21Svxl0I5kilqRqGL3RXFJu6oEK0sTcmfaz+yDgD3947A7c4yylnYSbflI2lWUbj+TLdwEK4OTiCTPwO6PoKGq9A4PAmE5GAGJjQwkRkAyz4VXJCDZfRFcZawr9rJKhlouBkUB/mgi75IRwvIcm5xDigIuKWH+EcPeDi3+dGoGY47Ait7rpeBcepSchGgT8oUISATCGiSzgSySgFSAJrZTFg8qZWK0a/n9pESvloOiAGcgSjaUBE5g9Rb3/D+flholYskUbL7Isq+ZSlGw+yPFaWCLBgCHKUsoSn/NzimSqQFdD+0oquuhf6zrBVQr28Qa0q4Oy1yYnO8ETmJOh1g3syIgZc6P5QhGEwjGkpwLIc4Hdfp+yFeAllrC8hwed0MiEmBri6bkr83kIB0ccXJHQHIGUVcpK5tQegJ7kHcQgbAGKbaA1KXPv4ntlMWLDU1VvLd5MxvhWS9xJBC4gdUThkgoKNnGrLWGFoEnXaFlrzlzoRjiSSq/EbZElBaKFriKBgDPVOYYsQKoMwLrr86IRLpuQN2UV04R47CwzIWws630T70JhOUwu0OokIqgUZZewKhTySAVCRc2FV4Ah58unyi3DCQAJAepRByZcGGToZqVQobmGiVaa5U4OOrE/XvWlfz1l2LSFUIbcR8RCgARkAiENci0JwyVTAy1vDiXAKaJbTjHJrZoIonBGR8e3MuND918YDbCpImNwBVmPBHUq+Uly+hhRmXM7tCyzW+z6cD5FTmQsgOt7WfpUOusQGsAgFACaLsAw05g231poagHqG4FhIXfVDSlBTKLm1R1E7iJ2R1Cc42SlVwWoVCAJo1iRQ4ke1pA0pWTgKSg77l84QTLKyl/wrEkTlm8+PgV7aytYW+HFv9z0sqZCINzriCu7CqfkVACexABiUBYg8x4ImiokhftBrKpmmliyy1Ie3DGj3iSwmae5x8BgC69Ebb7SRMbgRtMe8Ilyz8C6KwlkVCASXdw2WPtaaF1UXV3yE27iLLFovMDratb6Xyi3venXUV9QO16QFQ6p4VcIoJWJcO0hwhIBG5inguxGqJrWLGARH9m6ooxzsoSxIFUOo5PzSGRorCLhfwjhr0dWvzy8BT6zR7sYNmRGowmYPdH0cbzWAgCNyACEoGwBrF6w0XNP2Ga2EbtgeUPXoJT8wHaVYVcFivUVsggEgpg8xEBicANrN4wtjaXLhNCLBKiqVqBqRW4chxzPvQKzqFt2gUMjWREI781c5BCQ4tDywRas8VKN8gEQqmhKApmdxh7O9hzIRg0CrwyYFv2uHkxuYwykKqyMpAIxeXwhBtCAbCjtfT5RwyXrq+FQAAcHHWyLiBlGtjICBshf4iARCCsQayeMPoaiyvOdOpVODSaWxNbv9kLrUo6Pw7CZ+isGRkZYSNwglSKwqw3gsaNpT23WmuVmHJlOZBSKcAzmc4nSo+e2Qdwh2MEd8qSwH4AIimdU7TuCkDfSwtF+j6gsj6vnKJiY9AocGbay/YyCIRFOAMxhONJtNSw99lq0CjpdcSSF82mcQSiEAsFqC6jsOmMA4mMsBWbw+Mu9DVWoVLO3vunWinFpqYqHBp14rFru1hbBwBMpj9/21h0HxLKByIgEQhrjEg8CWcghqYij7B06Svx38dza2I7ZfFgk6GalYyGYqBTy4kDicAJnIEo4kmqdCNsFAX4Z3C1+DTcrn7g/z1Hu4ocQ0A8K0g3PX72umAX9jtq8bVPfqjk42eFwqBRYv/ZWaRSFO9LAAjlhTkdXs1GAxsDEzQ/7QldtJ3K7ouirlJWVueQSs5kIBEHUjGJJpI4Yfbg3kta2V4K9nRo8ZM3xhGIJqBisf3sHHEgEQoIEZAIhDXGjJcWMopd4c00sY3Y/Kuy7gaiCYw6ArhpU0OxllZy9JWyefswgcAmVub8L0YjYNCZdhQNZtrPHINAxIsH0oekRnQQ6nuB7fcDdd3prKKe+fGzX/7iXUzHI/RIGk8xaBSIJynY/VHUV5XP+A2B/5jd3BGQzHPhiwtI/khZBWgDtCO5UiYmGUhF5pTFi1gihd0s5h8x7O3U4gevjeHwuAvX9OhZW8ekKwitSsqqI4tQPhABiUBYY1jT4a7FFpA6dZkmttUISGemvaAolEWANoNeLceRc262l0EgFOb8j3gB+xAtDmWLRUFH5hh5Nd14tuEOQNeDw0EdPrE/hGc+/l5saLrw+KzNF0U9z0Nzsx0WREAicIl5AUnDpoBEv/ZyOWEOf3T+XCon1AoJaWErMofHXQCAnSznDgHAthYN5BIh3hxxsiogTTiDrIbnE8oLIiARCGuM+Q1kMRwIWTBNbCP21TWx9ZvLJ0CbQa+WwROKIxJPQi4pfHU4gbBSMgLSCoSNRBRwDtP5RLYzGXeRz5I5RlJBu4W6rqcFI10P/VWlX5BTpLJ6Mbf/IKbcoWUEpAj6GtU5//m4ALPptcyFsZ39CQoCYR6zOwytSnbR7KFiU6eSQSoSwjJ3cVeuwx/F1hb2ApCLRaWcOJCKzeEJN7rrK6GpkLK9FMglIuxsq8k5E7RQTLpCuKyjltU1EMoHIiARCGsMqycCgQDQVxX3Kb9QKECnXoUR2+qa2E5ZvGiqVqBWxW8XQjZMJbnDH2V1dIBAsHoiUEpFC3PJKArwTKUbz85mvrpGgVT6SblICmiNQOtlGZFI1wNUNQNC4bKv25J+319slDORTMEZiM6fL3ylqXplDgsCodRMuUNoZjFAG6DvDZqWaSqMJ1NwBWNlN8IGMA4kIiAVi0QyhWOTc7hju4HtpcxzeacW//bnIdh8EehZ+Hw7M+3FrC+Cnnp+P5whcAciIBEIawyrJ4w6lQwycfGfQHbqKvHmiGP5A7Pot3iwpbl8xtcAzN8w2HwRIiARWGXO5cB7KsYgePdnGbHIPghEfZmDqlvoxrPu92Xaz/IMtK6US1BTIcWU+8ICkisYQ4qiHXt8RiEVQauSLuuwIBBKjXkuhG0ccPUYlhGQnAG6tVTH82vBUqjlEkx7iLhcLM5YfQjFktjFgfwjhj0dWgDAwREnbmdB2PrGfhOqlRLctau55K9NKE9WJCAZjcbdAL5uMpmuMhqN2wC8AGAk/cs/NJlMvzEajV8CcBOABIDHTCbTEaPR2AHgKQAUgDMAHjWZTKmlji3on4pAIFwQqzdc9Pwjhk69Cr8/boE3FEeVcvnNpysQhWUuzInmjELCbIhtvijLKyGsGRIxevyMcROlxaJv+6bpX/8zAHkVoN8AbLorIxTpegB5cZ5SttQoMeUOXvDXZ9MB3/pKfjuQAKBJoyQOJAKnSCRTmPFG5t2AbGLQKPDKgO2Cv+7w05+VdWXkRGZQK8QYnCEOpGJxZILOP+KSgNRTr0ZthRSHRksvIL095sIbww78w43dUJMAbUKBWFZAMhqNXwBwLwDmrm8bgG+ZTKZvZh2zDcCVAHYDaAbwewA7AXwLwD+ZTKbXjEbjjwDcYjQaJy9wLIFAKAHTnnDJbKzzTWz2lTWxnZr2AgA2lVGANpDZENt8EZZXQig7KArwWtIC0Vk6r8g+QItHzPiZUALUGYHWPfjPszKoWjbhwVtvAtSNC3KKik1LjRInzHMX/HXm/GDD4l9oDBoFBqy+5Q8kFIVEMoWvvjiESrkYf3tNJwQlfJ9zlRlvBMkUxfoIG0AHaTsDMYRjySXzmOw+xoHE/2vB+ajlEpKBVESOTLjRrq2AjkMPIoRCAS7r0OLgqBMURZXsekRRFL6xfwh6tQwfvaytJK9JWBusxIE0BuA2AM+k/387AKPRaLwFtAvpMQB7AbxsMpkoAFNGo1FsNBrr0se+nv59LwJ4DwDTUseaTKbVzbkQCIRVQ1EUrJ4wrunWleT1VtvEdsrshUAAbCyjAG0AqFZKIBUJYfMTAYmQB2EPPW5mO5N2FjHjZ97MMVUttJuo6wZA30f/V9sBiCSIJpL41rsv4bOGLqCqqeTLb61V4k+nZxBPpiARLc5NsqVdB3wfYQMyDotUioJQSMSLUpJIpvC53/bjD/1WAECKAj53XRfLq2KfKQ40sDFkNxV2pO8TsrGnrwXlmoEUiCbItaEIJFMUjky48d6NDWwvZRF7O2rxQr8VI/YAuvSL3/PF4JUBG05MefDV2zaSAhdCQVlWQDKZTL83Go1tWT91BMDPTCbTMaPR+I8AvgTAA8CVdYwfQBUAQVooyv459QWOvaiAFI1GMTg4uNxyeUEkEimbPwuBX3gjSUTiKQgjvpK8B1MUBblYgMNDk9iqvvDoCsOhoVkY1BKYx0eWPZZvaBRCjJjtyP5rJ9cCwpIk45D5JyHzjkHmGYXcOwaZdwySUGbkIylRIVrdgUjztYhWrZ//LyVVLfxeLtBh2ACsPvqptyA8x8r7ThL1I5mi8MbRM2hUL7bSD4y7IRQAdvM4XDzfWIkjXsQSKbx94gxqlMs/qyPXgsKQTFH4xpt2vHEuiAe21WDaF8d//mUEYa8Lt/WVl7N1tRwZph1xsTkrBgfZfWabSI+rvtU/jLhhsaA1MEE7FZ2WCXhn+H0tOJ+I1wOKAo6dPgvVEu4rci3InXF3FL5IAs0y7v0d1oN2BP/u4Fnc2lv8h6TJFIWvvGBBk1qCjRUBzv19EJaHy9eCXEK0nzeZTB7mxwC+C+B/AGTLqZWgRaXUEj/nu8CxF0Umk6GnpyeH5XKPwcHBsvmzEPjFmWkvgElsNbahp6e+JK/ZVe+GMy5e9j1PURTGf2/BFV26sjw/DLVziAiEC/5s5FqwxmHGz85vP3OOAKn0iINQAmi7gPVXZnKK9L0QqZugFAiwGi/B3JgTgBnbe9rRkw71LCU+mQs45IBE04CerrpFv54824+6yjA29PWWfG2FZlZgBw67INca0NO6fGgxuRbkTzyZwmO/Pok3zgXx9zd24xNXrkcyReEzzx3HT4/OoqO1CXftbGF7mazxx6khiIQu7N22AeIlHIClpKYpArxohaBSi56exZmH1NBpaJQBbNrA/2vB+ZwOmoGjbtQ3ty9ZqkGuBbnzzqEJANP4wN6NaCpR1udK6QGw7nUXRv2ikvz7/v6YBZOeOL73ka3Y0NdY9NcjFB42rgXHjh1b0XG5CEj7jUbjZ9LB19cAOAbgEIBvGI3GfwdgACA0mUxOo9F4wmg0XmUymV4DcCOAAwBGlzo2h3UQCIRVYk03f5Tyg3WlTWxWbwTOQAybyyz/iEGvlsE062d7GQS2CDgyjWeOQfrr+e1nVc2Arhfoup4Ot9b10uNnYmlBljDjoZ/6lypE/3xaaysAAJMXaGKz+aKoL5PME2ZExzIXwvYVCEiE/IgnU/jbX5/An0/P4ovv7cbDV6wHAIiEAnz7ri0IRI/hH/77NFQyCW7axL3xllIw5Q6jsVrOungE0OHYUpHwgk2Fdn+UUxk2hYQJMiY5SIXnyIQbBo2Cc+IRw94OLX5/3HLBMe5CEU0k8a1XhrGhSY33blib1ztCcclFQPokgO8ZjcYYgFkAD5tMJp/RaHwTwNsAhAAeTR/7dwB+ajQapQAGAfzOZDIlL3AsgUAoMoyA1FhduhuzrhU2sZ0y00bEzc3lKSDpKuV4c5ho5WVP2AM4hjJiEfNfKOvfXqGhnUSb7qRbz/Qb0u1nxbW1M+d/QxU7GzNdpQxSsRDmCwpIkSWfyPORpnkBiTSxFZt4MoXP/OoEXjo7i3+6qQcfu7x9wa/LxCL8+J7tuO/nh/HYb05AKRNhn7E0OYBcwuwOcaKBDaBDhZs0igueH3Z/FLoyyEJbCrWC3nr5wgmWV1JeUBSdf3SlcbG7lSvs6dDimXcmcWLKU9SWuOcOT2HaE8a/3baR5GwRisKKBCSTyXQOwCXpHx8HcNkSx3wZwJfP+7lh0I1ryx5L4BYUReE/Xh3Bezc2wFhfmrA3QvGxeiOQiYWoqSiMo2ElMGGBw3Y/dl4kSLvf4oVEJEBPQ3m+3/RqOfzRBILRBCpkuWj3BE4RC6aFovPEIr81c4xURQtD3e+l3UR13fRXla6k7WcMVm8EtRVS1sI0hUIBWmqUmHQtnYdm90exo6083DpKqRi1FVIiIBWZWCKFzzx3HPvP2vB/3teLh/auW/I4hVSEJ+7fiQ//5B188tljePrB3Zyq+S4FlrkQru3Rs72MeQwXEZCc/ijWaytKvKLSQBxIxWHMEYArGMNuDp/Xl66vhVAAHBx1Fu36E4gm8N2/juKS9hpc0Vn6UXXC2oDsYghLYvdH8Z2/jMA8F8K37tzC9nIIBWLaE0ZTtaKklcYdOjrUd9h2cQHplMWD7no1ZOLybIpgmqXs/ijWEQGJPyRigGskLRANZL7OTQJId0SI5XRO0boraMFI1wvouumRNA7Vh1s9YdbG1xhaapSYci/eNEYTSbiDMejLaGzFoFFg2kMEpGIRS6Tw6K+O45UBG758cy/u37O0eMSglkvwiwd34c4fv42HnnoXzz18CTY0lVfj54UIRhNwBmKccvgxTYXnQ1EUHP4o6srUgVSlSAtIYSIgFZLDE24AwO51tSyv5MJUKSTYZKjGwRFH0Zohf35wAq5gDD+9obuk9/qEtQXZxRCWZNxBPyF+3eQgVaNlhNUTRkMJx9cAOm9JKRVhxBa44DGpFIXTFi/ev6V8g/706WwXmy+CdWX6ZJXXUBTgm6ZDrOcDrQcA53BWoLUYqO0EGrcCW+7OiEWaNkDIfeHT6gmz/t5rqVHi8LgLFEUtuLm1++jabn2ZZCAB9BjbEMk9KwrRRBKP/vI4Xh20419u6cN9l7at6PdpVTI8+9BufPBHb+O+nx/Bbx+5dP4hRznDOH24JSAp4QzEEI4lochqI/OE4oglU2sgA4mMsBWSIxNu6CplaK3lznt8KfZ2aPHD18fgi8Tn3wuFwh2M4advjOO6Xj22tZSHm5fATYiARFiScSe92XcFYzg97S3bXJq1xowngstLbGkVCgXo1KkwYr/wRmrcGYQ/mijbAG0g40Cy+SIsr4SAiJd2Ep0vFkW9mWPmA63fM998htrOggValxqKomD1hLGHhfa1bFpqlAjGknAFY9CqMg4Du58+L8op98SgUeIvg/ZFYhkhP6KJJD717HH8ZciO/++WPty7QvGIobFagWc/RotI9/zsMP7rE5dySlgpBkzuWLOGO+HCTND8tCeEDl1mdN0RoMVkXWX5XAuyUcmZDCTiQCoUFEXh8Lgbu9bVcP5au7dTi+8dGMXhcTeu6y3sSOkPXxtFIJbA5683FvT7EgjnQwQkwpJMOIKQioSIp1I4YLITAakMiCdTsPkjrIywdOor8frwhZvYTlnoAO1NzeU7TqBLOysYpwWhBCTjgGt0sVDkncocI1PTQtHGO2iRSNdHO4sU5XXN80USCMaSrLfTME+Hp9yhBQKSrQwdSAaNAtFECo5A+TZKlZpIPIlPPnsMB0wO/OsHNuCeSxZXwK+EddoKPPPQLtz147dxzxOH8V+PXDp/jS5HphgBiUNCGSMgmefCCwQk5jOyrkwFJJFQgEqZGF4iIBUMszuMWV8Eu9u5O77GsLWlGgqJCAdHHAUVkGa8Yfzi7UncttUwnz1KIBQLIiARlmTcGUR7XQWUUhEODNnx2LXFmdUllI5ZbwQUBVY2kJ06FX53zAJPKIZq5WIHxymLF0qpCJ268v3Qq5SJoZCIiAOpGFAU4DVngqwZscg5DCRj9DFCMZ1T1LwL2HF/2lXUB1QZOJVTVCxmvOkGthKPsJ7PvIDkCi2w2DPnRbkJSAA9PkQEpPyJxJP4xLPH8JrJgX+7dSM+srslr+/X06DGUw/uwj0/O4x7nziC3zxyyZKfT+WAeS4EhUSE2hIWaCyHQUNfC84P0p53I5apgAQAaoWEhGgXkHcmXADA6QBtBplYhN3tNTg4WthW3u+8OgKKovDYtZ0F/b4EwlIQAYmwJOOOAPoaq9BdX4lvvjJMBxqW8Yf5WoCp8GbDgcQ8DRmxB5YM0u63eLChsQqiMs7aEggE0KtlsPmJAylnKAoI2BeGWTNNaLGsEUl1E+0q6riWFol0vbR4xNPxs0LA5vmfDbNpZBwRDDZfFFKREBplYTMh2CR7g0zyKPIjEk/i4WeO4Y1hB75220Z8aFd+4hHDthYNfnLvDjz41Lu4/8l38cuP7S7LlkyzO4yWGiWnxnvqVDJIRUJY5hZeC+zpz8hydoSpFRL4wiQDqVAcmXCjpkKKTp7kme3t0OJf/zSIGW8YDVX5fyaPOQL47VEz7ru0jVMuQ0L5Un6fkoS8iSVSMM+FcfPmRuzr1uGbrwzjjWEHbt9uYHtphDywepkNZOlvyjr1F25iiydTOGv14b4cRxH4hE4tJw6klRJyp8WhgYyzyD4AhOcyxyhraXFoy0fo1jNdL1DXXXbjZ4Vg2kO/7xoLcLOaD3KJCPVqOSZd520afRHo1DJObXDzhXF7Tl+gqpywMiLxJD7+9FEcHHXiG7dvwp07mwv6/fd2avHdj2zFp355HB9/+ih+fv9OyCXcD8VfDZa5EJpruJN/BND5iE0axSIHksMfhUIiQoW0vP4NslHLxcSBVECOTLixs03Dm88PJovw4IgTH9yR//XsWy8PQy4R4dNXd+T9vQiElUAEJMIiptwhJFMU1mkr0NugRl2lDAdMdiIg8Rwrs4FkwYHQVK1AxQWa2EyzfsQSKWxaAzlberV8Pu+JkCbqBxymtFCUJRgFZjPHyNR0LlHvLbRIpOsB6noAVR176+YZM54wxEIBJ5ykLTXK+VBfBps/UlbjawBQIRNDo5QsclgQVk44RotHh8ac+Prtm3BnATZbS3F9Xz0ev2MTPvfbfnzmuRP4wd3bIBEJi/JapYaiKEy5Q7iEg/kwhiUEJLs/WnZi8vmoFZJF10BCbsx4w5hyh/DRy9rYXsqK6a6vhFYlxaHR/AWkUxYP/nR6Bn9zTeeCXEECoZgQAYmwiHEHvclvr1NBKBRgn7EOL52ZRSKZgrhMbqjWIlZPGDUVUlaerAoEAnToKzFsW9zE1p8WVDYbyjdAm0FfKYPNF1mbrUzZgdb2gcxXT1agtVhBO4nWX02LRIxYpG5cEzlFxcTqCUOvlnNiTLSlVok3RxaG6tt8UXTp+TF+sBoMGuWiDTJhZYRjSXzs6Xfx1pgLj9+xGXcU+SHWbdsM8EcS+NIfzuILvzuFb35wM4QcOF/yxR2MIRRLooWDoy0GjQKvDNgW/JzdFynr/CMAUMsl8EfICFshODLhBsCP/CMGgUCAPR1aHBx15X0/+Ph+EzRKCT5++boCrpBAuDhEQCIsYsIZBEC3lADAPqMOvz1qwfEpD3bx6AJNWIjVE2ZlfI2hU6dasontlNmLaqWEkze3hUavliMST8EXSaBKUT5ZLwugKMBnXSgS2QYAp2lhoHVtJ2DYCWy7LyMUVbcCwvIdWzifY5NuzHqjuGlTQ9Ffy+qNsN7AxtBSo4TNF0UknpwXtG2+CPambf3lhEGjWFI4J1ycUCyBh546incmXPjmBzfjtm2lcUB/9LI2+CNx/PvLw6iUi/HP7+/jvdhvTguYXMxGMWiUcAZiCMeSUKRH1hz+KHoa1CyvrLioFWL4SAtbQTg84UalTMy798zeDi3+56QVJpsf3fW5rf2tUSfeHHHin27qQaW8TO8pCZyECEiERYw7gtCqpPMb3D2dWoiFAhww2YmAxGOsnsh8AxIbdOmXbmLrt3iwyVDN+5v0laBT009V7b5IeQhIEV86m+gsLRIxolEka0xvPtD66kzzmbYTEJf3E+aV8OU/DGBo1oetLdVFHy21esLY0cqNIGfmOmR2h9Cpr0QoloA/kii7ETaAFpD+OmRfm67DHAnFEnjwqXdxZMKNb925GbduLe34/KP7OuCLJPCTN8ZRKRfj89d3l/T1Cw0TWM+1DCQg01Q47QmhI93C6vBHcUVXeX8+qOUS+KMJJFMUJ1yhfObwuAs72jS8+3vMzkHKRUCiKApf329CQ5Uc96yBDFECtyACEmER484A2rWZUQK1XIIdbRocGLLjf9/A7xuptYzVE8al69nLQOhMN7EN2wLzQmQ4lsSIPYDrevWsrauU1Kc3yDZfdP7vgxckE/T4mf0sLRDZBugfZ4+fSStpF1HfrZnmM30voOCGaME1LHMhnJ72AgB++uY4vnRzX9FeK5miYPNF0MARBxLjhJh00QKSzUe3LunV5bdpNGiUiCZScAZinMif4jrBaAIPPPUujp5z49t3bcEtW5pKvgaBQIB/uLEb/kgc3z8whkq5BJ+4cn3J11EomKydZg0XHUj0Nck8F0aHrhLhWBL+aKLszxV1+gFSIJJAVRk1T5YaZyCKMUewIEHUpaaxWoH2ugocHHXiY5e3r/r3vzxgQ7/Zg6/fvrHsQv8J3IcISIRFTDiDuLZn4Yb+6m4d/u3PQ+kxKG5sQggrxxeJwx9NsDrC0jUvIPnnBaSzVi+SKQqbDOUfoA1g3mHB2Sa2WAhwjQCOYXrkzGECnMOAawxIpe32AhHtIGraQY+f6TfQYlF1C8kpWgUvnaFDwnevq8FzR6bw6X0dqC1SAKYzEEU8SXHm2t2aFpAYZwRzPpSrAwkApj3hst8U50swmsADT76Lo5Nu/MeHtuL9mxtZW4tAIMC/fmAj/JEEvvbiENRyCT6yu4W19eSDZS6E2gopKmTcu+U3pEUtJifM7qevBeWfgUT/W/gicSIg5cG76fwjvk5HXN6hxW+PWhBNJCETr1wESqYoPL7fQockWAAAIABJREFUhPa6CtxeovFeAiEb7n2aEFjFG47DGYjN5x8x7DPSAtJrJgdvb6LWMlYPfXPG5gaysUqOCqkIo/ZME1u/hXZgrIUAbSAzwmbzsywghdxpcciUJRYNA94sR5FACGjWAXVGoOv6dE5RL/3/ZPwsb/afnUV3fSW+cusGXPftN/DkoXP4X9cbi/Ja08z5X8UNgaamQooKqWgJAan83ldNaQHJMhfCljXQNJkrgWgCDzx5BMenPPjOh7biZhbFIwaRUIBv3bkFwWgC//j/TkMlF7MqauXKlDsEAwfzjwCgTiWDVCScbyp0+Gk3YrmLrYwDyRuOg3/eGe5weMINhUSEjU38vIfc06HFL96exIkpz6paEv/7uAWj9gB+ePc2Um5EYAUiIBEWkN3Alk2HToWmagUOmOxrRkCiKArHpzzY2lzN+yaWGQ+9QWtgMUR7qSa2frMH9Wo5dGXoPFgKpVSMSrkY9vTITlGhKMBrWSwSOYeBkDNznFhOO4qadwJb7wHqugCtEahdT4SiImH3R3B0cg6PXdOFDl0lbuirxy/ePodHrmwvShAmc/5zxYEkEAjQUlsxLyAx50M5XgcY1ydpYluaaCKJAasPX/nTIE6YPfjPD20tSaj8SpGKhfjB3dvx0SeP4HO/OQmVTISru/k1cm12h7GZo+KlUChAk0aR5UBKXwsqy+9akI06fZ33RUiQdj4cnnBje6sGEp6KKJesr4VIKMChUeeKBaRoIon/eHUEmwxVuGFDfZFXSCAsDRGQCAtgGtja6xY6kAQCAfZ11+G/j0+v2mrJV14esOGRZ47hb6/pxGev62J7OXnBOBDYbmHq0qlwwJRpYjtl8WDTGnEfMejV8sKOsDFCERNg7RhKu4tGgHgwc5y8mnYPGW+kv2qNtFhU1QII+XnzxVf2n7WBojB/8/epqzrw4plZPPvOFD55VeGzVrjgQDyf1holRuy0mGzzRaCQiFDJwRGbfKmUS1CtlMw7LNYyFEVhwhnESbMH/WYPTpo9GJjxIZ6kIBEJ8N0Pb8V7N3JHPGJQSEV44qM78JGfHsYnnz2Opx7YxWqe4GpIJFOwesJ4H4dEufMxZAtI6c9GXRm6EbNRK9IjbOEEyyvhL95QHEOzPnz2Wv7en6vlEmw2VOHNESf+7j0rcyD/8p0pTHvC+Prtm0gxA4E1yu9ujZAX444gRELBkmGLV3fr8Ow7Uzgy4cblnXUsrK607D9LZ5R85y8j6G1U4/o+/ir9Vk8YEpEAdUXKWFkpXfpK/NcxC+aCMQgFApxzhXgZfpgPerUsdwEp4s0EWM+3ng0AUW/mGHUToO0Ctt1Lf2XEogotySjiCPvPzKJdW4EuPe303GiowhVddXji4Dge2NNW8EBMqzeMCqloPneDC7TUKvFXkx2pFAWbP4r6KnnZ3gxnb5DXEq5AFP0WD05OeXDS4kW/2QNvurpcKaXHTh7cuw5bm6uxrVXDaddJpVyCXzy4C3f++G08+NS76NSrFh2z6N173vv5/F8//+2uVclwTbcOV/foCvZ3MeONIJGi5oPruYhBo8ArAzYAtANJJBSgJquptRwhDqT8efecGxRF5wjymb0dWnzvwCi84fiy7byBaALfOzCKPR212NupLdEKCYTFcOduksAJxp0BtNQoIRUvdiRc2q6FVCzEgSFH2QtIiWQKB4bsuGljAyxzIXzuNyfx/KN75oOg+YbVE0Z9lZz1UbyO9E33sM2PWDIFANi8RgK0GfSVchxOBz9ekGScdhDZBwDbmYxY5DVnjpGp6UyijbenW8/66BY0xdr6++Qbc8EY3h534ZEr2hcIJo9etR53/eQd/PaoGfdd2lbQ12TKD7gk0LTUKBFLpGDzR2DzRco6NNdQrcSoI7D8gTwmEk/irNWLk2YvTpo9OGmeg9lNi2ZCAf3w4MYN9djSXI0tLdXo1FXyrna7pkKKZx/aja+9OAhfJOMcoSgq8+Pzfk/WLy3xawt/ZsDqmxdStjRX47pePa7t0aNLr8r53DXPcbeBjcGgUcIZiCEcS8Lhj0KrkrJ+r1JsmAwkX5gISLly5JwbUpGQs+OZK2VvZx3+86+jeHvMtexI2hNvTsAdjOHz15NGbAK7EAGJsIBxR3BRgDaDQirCpe21eM1kx/+9ubfEKystxybnMBeK46ZNDdjaUo2bv3sIDz99FP/z6F5eNmZYPRE0VrE/vsIIcCP2wPyT6I1rbIRNp5bD7o/Qmwdm/CzbVWQ7S+cUMa1nQjHtJGreDex4INN6VmUgjiIe8uqgDckUtehGcde6Guxo1eDHr4/jw7taCprpYPVE0MCh8TWAFpAAYMoVgt0XKesmRoNGgdeHHaAoilMiXq6kUhTG06NoJ81z6Dd7MTjjQyJFCyINVXJsaa7GPbtbsbm5GhubqjjZAJYL9VVy/MeHthble1MUBZPNj1cHbHhl0I7H95vw+H4TmmsUuLZHj+t69Ni5rmZV1wZLWsRr4bgDCQCmPSHY/VFOO9EKRaVMDIEAC4RIwuo4PO7CluZq3lfYb2muhlIqwqFR50UFJHcwhp++OY4b+upJIQOBdcrjE51QEFIpCudcQeztuLAtcp+xDl9+YQDnnEG0XUBoKgdeHbRBKhLiiq46qGRi/OiebfjwT9/B3/z6BH5+/07ePTmd9oQ5YfNtrJJDJRNjxObHjDeCddqKZS27ZUPEB9gHcYX3dTQKjiDxxHfQZTsLxDOh4lAbAH0v0Hkd7SrS9wG1nYC4vO38a4mXzsyiqVqxqDVGIBDg0X0deOCpd/E/J624Y3vhqnlnvGFsaFIX7PsVgtZaekM76Q7B5ouWZQMbg0GjQDiehDsYQy3LY8T58oXf9ePFM7Pwpze+FVIRNhmq8fEr2ml3UXM19GUYhl4KBAIBuuvV6K5X49NXd8Lui+AvQ3a8OmDDrw5P4clD51ApF+Mqow7X9uhwlVG37OeneS4EoYDdAo3lYAQk81wYdn+UM22RxUQoFEAlExMHUo4EogmcsfrwqSJkBpYaqViIS9prcWjUedHjfnBgFKFYAv/rev5mPhHKByIgEeaxesOIxFOLGtiyubpbjy+/MIADJjse0K4r4epKB0VReGXAhkvX10KVfmq6o60G//z+Dfji86fx+H4T/v5G/thHkykKNl+EEzeQAoEAHToVhm0BjDsDq6ot5Q3JOOAapZ1EtrOZnCLvFADgMgAbRArE432ItlwLjXFPegStB1Bo2F07oagEogm8OeLEPZe0LulEucpYh54GNX7w2ihu3dpUEKE6Ek/CGYhxwoGYTWO1AiKhAGenvQjHk2UtOjSlx4csc2FeC0h2fwS/PWrB5Z1a3LypEVtaqrG+TsW7Byp8QaeW48O7WvDhXS0Ix5I4OOrEqwM2/GXIhhf6rRALBdi1rgbX9tCjbi21i11GU+4QGqoUnG6pMmSdHw5/FFua14YrWS2XkAykHDk+OYdkisIuDjwYLQR7OrT465Ad057wkmU3054wnn5nErdvM6BDx88oDUJ5QQQkwjxMA9uFRtgAOvi0va4CB0wOPLCnPAWkMUcQ51whPHR5+4Kf/8juFpyxevGj18fQ16jGzZsbWVrh6nD4o0ikKM40MHXqVPjjqRmE40l+j61QFOCzZtrP7FnjZ8kYfYxQTDuImncCO+4HdH04nWjEzc9M4amrd0GfckHT08PqH4NQOv46ZEcsmcKNG5e2qdMupPX49K9O4OWzs7ixAI1Us146sJ1rI2wSkRCN1XIcOTcHgN4slyuMw8Iyx9069ZVwcsoDAPjbazqxo608Nm58QSEV4bpePa7r1SOVonDS4sGrAza8OmjDv/xxAP/yxwEY9ZW4tleHa3v02GyohlAogNkd4vT4GgDUqWSQioSYdAbhCkZZL/soFWqFhLSw5cjhCRfEQgG2t5bHQzdm8uPQiBN37lxcLPOdV4cBCniM543QhPKBCEiEecYdtIC0vu7io2n7jDo8884kQrEElNLyewu9OkiHWF7bo1v0a1++uQ/Ds358/nf9aK+rQF8j95+UTXOswrtLX4lw3AIA2MyX/KP0+NnC9rOzQMSTOUbdRGcTdVyTySnSdgLihTfD1e4QADPsviiWKPLhJIfHXejQqXjtnuACL52ZQV2lDNtbLnzTe+OGBqzTDuP7r43ihg31eWfmWOfPf+4JNC01Srw15gIA6Ms4RLtpXkAKsbyS/Dhp9kAsFGBDE0+u22WKUCjAthYNtrVo8IUbujHpCuLVQXrU7Uevj+P7B8agVclwbY8OY44gru/Ts73kiyIUCtCkUaDf4gFFAXVlLCZno5aLiQMpR45MuLGhqaps9iBdehXqKmV4c3SxgDRqD+B3xyx4YM+6Jd1JBAIblMeZRygI444AVDIx6pa5kd9n1OGJgxN4e8yFa3q4fWOSC68M2LChSY2GJUY+pGIhfnDPNrz/u4fw8NPH8MJn9qKmgtv5NMwGkisfPEz9sUgo4J4AF4/QDiL7IC0S2QcBxyDgmcocI62kc4r6bk2PnvXS/7/C8TNdOuvF5otgIw8EpEA0gbt/dhittUr85pFLoSUiUk5E4kkcGHLgtm1NF20YEgkF+OSV6/GF35/CGyNOXNmVX+PlvIDMsRE2AGipqcCh0bSAVMabRrVcgiqFZP7fgq+cmPKgp0HN+9DacqO1tgIP7V2Hh/augzcUx2vDdrwyYMOfTs3AH02gQ8f9DxqDRoEj6XbScm5kzEatkMDs5reozAaReBL9Zi8e2NPG9lIKhkAgwN4OLd4YdiCVohbcI3zzZRMUElFZ5D0RygciIBHmGXfSDWzLPfHeuU6DCqkIfx2yl52A5AxEcXxqDo9dc2GbqK5Sjh/fux0f/PHbePSXx/HMQ7sg5nC+ACMgNXAkmJJpYuvSV0IhZWkjkowDrjFaHMoWi9zjAJWijxFK6PYzwy5g20czYlF1S17tZzKxCBqlBDZ/BHy4BJ+Z9iKRojDmCOK+J47guYcvWTvB5wXk9WEHwvEkbtyw/FjaB7Y24duvDuP7B0bzFpBm0iNs9Rw5/7NpzcpsKWcBCaA3yJY5/gpIyRSFUxYPbi9guDuh8FQpJbhlSxNu2dKEWCKFgRkfuuu5n5li0Cjw5gj92bvcQ8xyQS2XzIfRE1bOiSkPYskUdreX1xjt3g4tnj8xjaFZP3ob6dKLfrMHL56ZxWPXdhIHOIFTcH/3QigZ444gdrQt76KQiUXY06HFa6byqSVm+OuQHRQFXNu7eHwtm83N1fjqrRvxd//Vj6/8eRBfurmvRCtcPVZPGGq5GJVybmz6G6rkqKmQYkcpZtdTKcBzLkskGqJ/7BwGUmnruEAI1KynQ6w33E5/1fUCNe2AqDh/Z3q1HDZfFHy4BJ+2eAEA375rM/73707j/ieP4NmHdpdNLXep2H9mFlUKyYpueqViIR6+oh3//MIA3j3nxs488masnjC0KhknXSNMNotaLmZPTC4RBo1iPmeQj4zY/QjGkqQ+mkdIxULe/HsxQdrAWnIgkRa2XDgy4YZAAGxvLS8BaU86B+ngqGNeQHp8vwk1FVJ87LxMVgKBbcgOgACAtoRavWG0axeHty3Fvm4dXh6wYcQemHeUlAOvDtjQWCVHb8Pylde3bzfgjNWLJw+dQ19jVUFrtwuJ1RvhTP4RQFt1n//UZdAUcvSPogD/TCafiBk9c5iAeJZFvLqFFoc6r6O/6npol5GktO4HnVoOuy8C4OJ5Y1yg3+JBU7UCt241QCER49FfHcfHnz6Kn9+/k5OiBBeJJVJ4ZdCG6/vqV9yG9KGdLfjuX0fxgwOjePKBXTm/Nn3+c9PdwwhI5e4+AoCmaiXeHHHy9qELE6C99SL5XQRCrjBB88AacyBFE0imKNJkuAoOT7jQU68uOyd0fZUcHToVDo668PAV63Fo1ImDo0783/f1zjdCEwhcgbwjCQCAc64gKApYt0yANsNVRnqs4sCQvWwEpEg8iTdHnPjgDsOKb/C/+N4eDM348cXnT6NTp+Jkw47VE+aUgATQmQ05E/XTApHt7ML2s+xAa1U9LQ5tfyDtKOoB6oyAjBvvVX2lDMOzfraXsSJOT3uxKR12fsOGevz7Bzfhc7/tx6d+eRw/umc7pGLujm9yhbfGnPBHErihb+n2taVQSEV4aO86PL7fhLNWb855YVZPGB113MxAYWrH14KAZNAoEIolMReKcz43bylOTHlQrZSgbYmqeAIhXxgBqVopgUy8Nh5MqNMCSCCSQJWyvMSQYhFLpHB8ag4f3tXC9lKKwt4OLX797hQi8SS+8dIQmqoVuPuS8vyzEvgNEZAIADINbO3alW3sG6oU6GlQ469DdjxyZXkEux0adSIcT+K63pXnOklEQnz/7m24+bsH8cgzx/CHz+yBrpJbmyGrJ4ytLdwTtpYlmQBco+c1n51ZHGit61kYaK3rAZTctjbr1XI4AlEkUxTbS7konlAMk64Q7spqBbl1qwGhWBL/+PwZfPa3J/GfH9pKnp4uw/6zs6iQirC3U7uq33fPJa340Wtj+MFrY/j+R7at+nUpioLVE8blq3zdUqGWS6BVyTjrkCokhqwmNj4KSCfNHmxpruale4rAfZgRtro1lPOiltNbMF8kTgSkFXJ62otIPIXd67h9j5crezu0eOqtc/jqnwfRb/Hi8Ts2rRlBlcAviIBEAEA3sAHAuhUKSACwz1iHH78xDl8kDjVH8nXy4dVBG1QyMXavq13V76upkOIn923H7T98C5969jh+9fFLOOPKCMUSmAvFOedAWgBFAf7ZjFBkO0v/2DEMJKP0MQIRoO0EmnYA2+4D9BsKEmjNFnq1DMkUBW80yfZSLsrpaTr/aLNhoQB59+5WhKJJfOXPg1BKRPj67Zsu2iy2lkmmKLx81oare/SrHvmrUkhw76Wt+OHrYxh3BNC+SieRL5xAKJbkTAPjUjzx0R3zzYTlDLNBnp4LY5OBX4K+PxLHsN2PGzeu3EFHIKyGOpUMUpFwTVwLGBgHkjccx8rCIwiHJ+jWznxyAbnMJetrIRIK8Iu3J9GpU+G2bdyMxiAQiIBEAEA3sNWr5asKxt3XrcMPXhvDwREn3rtx+WYhLpNKUXh10I4rjXU5iT99jVV4/I7N+MxzJ/DPL5zFV27dWIRVrh6rh25g4swGMuIDHENpN1GWqyg8lzmmsoF2E7Xvy7iK6oyAuHxuLHXpkR13iNsC0ql0gPaGpsXjUx+/oh2BaALf+csIKmRifOnmXuJOWIJ3z7nhCsZWNb6WzYN71+GJgxP40etj+MYdm1f1e5naeC4LyFwc+y0GTfMOJP41sZ22eEFRJP+IUDyEQgF6G9VlE4mwEpgHr74ICdJeKUcm3OjUqcq2kUwlE2NrczWOTs7h795jJO5uAmchAhIBAD3C1r7C/COGrc3VqFJIcGDIznsBqd/igcMfxXU9Kx9fO5+bNzfirNWHH70+hr7GKnxkN/tzy1a2NpCxEOA0pVvP0qHW9kHAZ8kcI1XR42Y976cdRfpeWizi+PhZIWAyX5xBblf4nrJ4sE5bccGwyseu7UQwmsDPDk6gQibC56/vLvEKuc9LZ2YhEwvnc+NWi1Ylw4d3teDZdybxt9d2rUoMnvHS539DVfmPiHGdKoUEarkYlrnQ8gdzjBNmOl9uC8+cUwR+8euHL1lTG2a1Ij3CFub2fQBXSKYoHD03h1u2NLK9lKJy/542rK9T4fq+3PcjBEKxIQISARRFYdwRwPtXeVEWi4S4oqsOB0wOpFIUr0dYXh20QSQU5LzJY/j89UYMzPjwpT+cQZdehR0s22wZAaloG8hELJ1TNJB2Fg3SP3ZPAEjn+4ikgNYItF6WDrTuBXTdQFULIOTGqF+paa+rgEAAjM/F2F7KRTll8WLXRbIGBAIB/vGmHgRjSXz/wBiUUjEe3ddRwhVym1SKwktnZnFFV92q3J3n8/Er2vHsO5P46Rvj+PL7+1b8+5jznzMOxDVOk0bJSwfSiSkP2usqSE4LoaistVZP4kBaHQNWHwLRBHa3ry5mgm+8b1Mj3repvEUyAv8hAhIB7mAMvkgC67Srb+rZZ6zDC/1WnLX6sNGQW0sQF3h1wI5dbTWoVuYXbioSCvDdD23FLd8/iE88exwvfGYPGqrY27xZvREIBQVoOUolgblzWW6iAdpd5BoBUumnZwIRUNsB1G8ENt2VEYs06wARudRko5ZL0KlTYdARYXspF8Tuj2DGG8HGJcbXshEIBPjXD2xAOJbA4/tNqJCKcP+edSVaJbfpt3gw64vgCxuMeX2fpmoFbt3ahF+/O4VPX90B7Qrt+1ZvBBKRYMXHE4qLQaPAlItfDiSKonDSPIcruvJ7uEIgEBbCZCD5wkRAWglM/tGuMs0/IhD4BNnVETDuTDewrXKEDQCu6KqDQAAcMNl5KyBNuUIw2fz4P+/rLcj3q1JK8JP7duDW7x/CJ545ht88cilrT9asnjD0ajkkohU6fSgKCNjoXKL5jKKzgHMYSGSJHZo2Whwy3phpPtN2llVOUbHZ1qLBH/unOeveO53OP1pJRo1IKMC/f3AzQrEkvvzCAJQyMe7cQWJBXzozC7FQgGu687eif+Kq9fjdcQuePDSx4lFBqyeM+io5J99faxGDRoG3Rp2gKIo3eWGWuTCcgRi2rpGsKgKhVFTKxBAIAF+EjLCthMMTbrTWKlFPRrIJBNYhAhJhvoHt/2fvvqPjKs99j39nNKPerWJLsmTLZcvdljHGBRd6CZBGD4QWanoO6ecmJ/fc5KQSEgiEXhMIIeRAigGDCxgXXGS5SNtFsqrVLI16n7l/jGQbsGWVqdLvsxYLMXpn71fYszX7madMGUYGUlJ0GHMz4lln1vDV86d5ems+sbagGoALZqR47JjTU2P4zbXzuev5Hfzgtb386uq5frlhqHS0n77/UWeLu+zs48Gi9voTa2ImuINDk1ecKD1LMiBs6H9X5KNyMxN46cMyiupamJoSeI1Dd5c3YrXArLTYQa23hVj5/Q0LuOPZ7Xz31XwiQ0PGdBq2y+Vizb4qlk5N8kjpz5TkaC6bPYHnPijhrpVTBjX5stLR7tcMSPmojIRIWrt6aWzvHnG2q6/k9fU/UgNtEc+yWi1Eh9mUgTQITqeLD4/Uc9FM9QUSCQQKIAlFda2EhliPT4kZqvOMFH77zgGOtXQG5WSEt/dXMz01mqxxQ8/AGsjFs8bztfOn8eA7B5mdHsutfijrqXS0My89GmoPQM0+d6Coep/764YjJxbao9xNrGdccWLyWeqsMdHQ2l9ys9yf6O8scQRkAGlPuYNpKTFEhg7+10SYLYTHbjqLm5/aytdfyiPCHsL5I2hMH8wKjjZTcqyNu1dO8dgx71k1hX/uOcrzm0sG1Wuq0tExYA8r8a2MkyaxBUsAaVepgzCbFWN84F2jRIJdbLhdPZAG4WBNC462bs6ePLr7H4kECwWQhKLaVrLGRQ57+sXqnGQeWHuAjQdr+cyCDA/vzrsa27rZdqSeu1Zke+X4Xzt/Gvsqm/jvfxZgjI9h6ZQkr5wHOKn8bB/U7MdVvY+HWraQc7ACDvQ1a7ZY3X2K0hbA/C+cmHwWnzVmG1r7S3ZSNNGhVnaWNnDNosAq93K5XOSXN7I6Z+hZeRGhITx5yyJufHwr97y4k2duWcTSqV78ex+g1uw9itUCF3rwE9PZ6XGsnJ7MU+8Xc9uyyUSEnr40ttfpoqqpg7R4pfsHihMBpDZmn6G3WKDIK2tgbkbc4MugRWTQYiPsmsI2CP39jxbrAxGRgKAAklBU28LUlOGXJM1OiyMpOpR1hcEXQFp/oIZep8ujN3kns1otPHDtPD7zhw+478WdvP7l5UxMjBz5gbta3U2sa/a5A0Z9QSPajh1f4oxKpd6Zgjn5OmbNX+oOFiUZYNcNZSCwWi3kJIexo6TB31v5hMrGDo61djFvmH3NYsPtPHfb2Vz32BbueG47z9++mIVZY6sEZs2+KhZNSvR4A+v7Vk/lmj9u5uUPSwdsVl7b3Emv06UStgCSEe++9gfLJLauHid7K5v44pIsf29FZFSKDVcJ22BsLa4nLS78eBBeRPxLHymNcT29Tkrr24Y1ga2f1Wph5fQUNhyopdfp8uDuvO/t/dUkRYcxL8N7DUJjwu08dtNCepwu7np+B+1dvYN/srMX6g7Cvr/Dup/CSzfCg/Php+nwxHnw+ldg5/PQ3Q45l8MlP4cvvgH3F7Hv+m3c3P09Ks/+Icy/HibMU/AowMxIDudgTQuNAfYGMr+v78mcEbwuEqJCef6Os0mJCeOWp7ext6LRU9sLeIdrWzhQ3cIls8d7/NhnT05k0aQEHttYRFeP87TrKhzuIEX66Xqgic/FRtiICbMFTQCp4GgTXT1O9T8S8ZLYCJWwnYnL5WJbcT1nT04MmuEDIqOdMpDGuPKGdrp7XcOawHay83JSeHVnOXllDSzMCo4U064eJxvMWi6fO8HrU4qyk6P53XULuO3ZD/n2q/n87rr5n/xF2FLzyYbWtYUnpp9ZrJA4xR0Imn9DX5+imRA/6ZTlZ5XFRwFUwhLAZiS7s1PyyhysDKAx2bvLG7GHWJgxYWR9T1JiwnnhjsVc8+hmbn5qG3+565yA7PfkaWv2VgF4JYAEcO/qqdz69If8Pa/itNPuKvsCSBP0+g8YFouF9IQIyhva/L2VQdlV6s6OnK8JbCJeERtuD9oMJLOqmaToUK/3Pi2ua6W2uZPF2ep/JBIoFEAa44rrWgGYMsIA0vJpSYRYLbxbWBM0AaStxcdo7uzhAh81+V2dk8J/XGTw0Ju7eS26jM+mN55oaF29H9rqTiyOTnUHiBbdcaKpdbIB9sFnE1Q43IEnZSAErulJ4VgssLOkIaACSHsqHOSMjyXMdvoeO4OVkRDJi186h6sf3cyNT2zllbuWkjnOA2WcAWzN3irmT4z3WvnYqunJzJwQy6NPr4c1AAAgAElEQVTrD/O53IxT9q872ugOIJ12CqP4RUZCZNAEkPLKHKTGhjFBY7NFvCIuwk5TR/D1QKpp6uCKh94nOTqMF+5YzOQkzw6hOdm2YvdkYA2EEAkcCiCNcYdrWwBGVMIG7l+CC7MSWFdYy/0X53hia163dn814XYry6d5qcFvTyccOwQ1Be6MopoC7q3Zzz3hJVh3uGAHYI+ElBlgXPrR6WdRI99TpaOdyNAQ4iJGPkJcvCMq1IqRGsPO0sDpg+R0uhtoXzEvzWPHnJwUxQt3uHsi3fjkFl65aynjR+lNaXlDG3sqGvnupd67DlosFu5bPZX7/rSTNXuruHzuhE+sqXR0EBNmIzZcr/9AkpEQwdaiY7hcroAvx9hV5mD+xPiA36dIsIqNsNHS2UNPrxNbEDWqf/L9Ynp6nbR19XD1o5t58Y7FXpvUuLW4nqToMLK9GKQSkaFRAGmMK6prJT7STmLUyEcKrzZS+PmaQqoaOwL+5tDlcrG2oIZzpyUTbh9hlkVvDzQU9wWJCo8Hizh2CFx9/Y6sNhg3FUvaAppzruF77/eQPn0h37/xMq9NP6t0tJMWH6E3/wEuNyuBN/IqcTpdXi+lHIyS+jaaO3qG3UD7dHLGx/LcbWdzw+NbufGJLbx81xKPN5gOBMfL12Z5p3yt3yWzx5OdFMXD6w5x2Zzxn3idVzraVb4WgDISImju7KGpvYe4yMAN7tW3dlFyrI3rz87091ZERq3+AH9LZw/xkSN/H+4LjrYuXthSwqfmpvHV86dy4xNbufaxzTx329nM9UI/0W3F9SxW/yORgBI84W7xiuLaVo9F9c/rG/m94UCNR47nTQVHm6lwtHPhUMrXnE5oKAFzDbz3G/jbnfDocvhpGjx0FvzlZlj/M6jKh6RpsPwb8Lkn4Z7N8P2jcN9WuPoZYi/+ARlLr+Hx/Rb2Hm322s/YH0CSwJabmUBzZw8Ha1r8vRUA8sv7Gmine/6N4NyMeJ66ZREVjnZufnIbjW3B2fthIGv2VpEzPoZJXv60NMRq4e5VU9h/tIn1B2o/8f3KRr3+A1H/FKGyAC9jyytT/yMRb4vtyxBvag+eMrZnPjhCa1cv966ewtSUGF65aykx4TZueHzr8XIzTylvaKPC0a7yNZEAowDSGFdU1zLi8rV+01OjSYsL593CwA8gvb2/GovF3ZfolFpq4PA62Pww/O998Ph58D8T4cG58Odr4Z3/giObIHo8LL4LPv0I3Lkevl8JX90F170I5/8nzPm8u9G17aOfLN27airxEXZ+9u8CXC7vTK6rbOwgLcAzwQRyM903aIFSxpZf3kiYzcr0VM9cFz7u7MmJ/PGmszhU08LNT2873odtNKhp6mBHaQOXzv5kSZk3fHp+Omlx4fxh3aFPfK/S0eG1HkwyfBkJ7v5fgT6JLa/UgdUCcz2ciSgiJ8SGuwtBgmUSW0tnD09vOsIFM1LJGR8LQOa4SP5y1xJSYsO4+amtbDzFBxrDtbXIHZBanK0AkkggUQnbGNbS2UN1U+eIJ7D1s1gsrMpJ4X93VdDV4yTUFrjxybUF1SyYGE9yWC9U7Dhp8tneTza0jkp29yla8AX3v/sbWocP/411XISdr5w3jZ/8Yz8bDtSyyjhNIGuYOnt6qW3uVAZCEJicFEVCpJ2dJQ0BUS6SX+5gVlqsV/sxrJyezEM3LOAbL+dx0QMbuGXpJL583rSg79f15v5qXC7vTV/7uFCblTtXZPPjN/YfH3MM0NHdS31rF+kqYQs4/RlIgd5Ie1eZA2N8LJGhepso4i0nMpCCI4D0562lNLZ3c+/qKR95fEJcBH+5awk3PbmNO57dzu9vWMDFHijj3lZcT1yEneljYHqrSDDRO4Mx7IiHJrCdbLWRwp+2lrL9SD1Lp3qpOfVwOHuhvhhq9tFcupt7azayJLoKfloO9GUA2SMhOccrDa1P5QvnZPHMB0f42b8KOXda8iknKQ1XVaN7ApsCSIHPYrGQm5kQEBlIvU4XeyuauHbRqUfDe9JFs8az7v5V/PrNAzzxfjGv7qzgWxdN57pFmR59LfjSm3uryE6K8lr21qlcuyiT3797iIfXHeLsyWcD7vJV0Os/EMVF2IkOs1HhCNwMJKfTRV6Zw6ON9EXkk/p7IAVDBlJHdy+Pv1fE0injyM1M+MT3k6LDeOlL53DLM9u498Wd/PrqeXx6QfqIzrntSD2LJiUGRH9IETlhUAEkwzAWAz83TXOVYRhTgWdw33XvBe4zTdNpGMaPgMuBHuDrpmluG8paD/9cMgiemsB2smVTxxEaYmWdWeO/AFJLrTuTqGZ/X2bRPndz6x73G/YorEy3pGKbsAAyb3KXmKXMhITJXmtofSqhNivfvsTgy3/axas7y7nmLM/dtFccv4FUBkIwyM1K4J3CGhxtXX5tpHmopoX27l7mTfRN2UpKTDg///xcblqSxU/e2M8PXtvL85tL+D+fmhlYAehBaGjtYnPRMe5ake3TZp8RoSHctnwyv3zTZG9FI7PT4zjaF0BWCVvgsVgsZCREBHQJW1FdC80dPep/JOJlsRF9JWxB0APprzvKqWnu5LfXzj/tmrhIO8/fvpg7nv2Qb/wlj7auXm5YPLzM6pqmDorrWrlxmM8XEe85492yYRjfBp4A+u9EfwP80DTNcwELcJVhGLnASmAxcB3w8DDWio8V1bZisUDWuEiPHTMy1Mbi7ETf9EHqbIby7bDzOVjzPXj2SvjlVPjVVHj+0/Dm9+HgW+5Ss7Nug6sehjvXc2fG69we8whRN/0JVn0HZlwB46b4NHjU7/I5E5g3MZ5fv2XS3tXrseNWOtw3kOnKQAgKC/r6IO0qdfh1H7u92EB7ILPT43j5rnP4w425tHT2cMMTW7nzue3HsySDwdsF1fQ6XT4rXzvZTUuyiAmz8cj6w8CJALJe/4Ep0ANI/dehBQogiXjV8RK2AM9A6ul18uiGw8yfGM+SKeMGXBsdZuOZW89m1fRkvv/aHp54r2hY59za15BbDbRFAs9gMpAOA58Fnu/774XAhr6v/w1cBJjAW6ZpuoBSwzBshmEkD2WtaZqe67omg1Jc10pGQsTIx9h/zGojhZ/8Yz+lx9rI9ERwqrsd6g64s4hq9kNNgfufxtITa+yR7r5E0y+GlFl9WUWzIDr5I4dq6exhY/Hb3LwkKyBGglosFn5w2Qyu+eNmnny/iC+fN80jx+0vYRmvJtpBYV5GPFaLu5H2aRu7+8Ce8kaiw2wem8w4FBaLhcvmTOC8nBSefL+Yh9cd4sIHNnDbssncd97U46n+gerNvVWkx0cwJ933TYdjw+3cvDSLP6w/zOHaluOv/9S4MJ/vRc4sPT7i+M1RINpV5iAmzMaUZN+VYoqMRdGhNiyWwO+B9EZ+JeUN7fzoilmDeu8cbg/hjzedxddf3sV//7OA1s5evnr+1CG9795WXE90mI2ZE2JHsnUR8YIzBpBM03zVMIxJJz1k6Qv+ADQDcUAscOykNf2PD2XtgAGkzs5OCgoKzrTdoNDR0REQP8v+sjpSwkM8vpdMu/sX4Usb87kiZwg3U84eQpvLCGs8TFhjEWFNRYQ1FhHaUo7F5QTAZbXRGTOJzrgcOjMvozMum864KXRHTQDLSRlEnUBZHVD3kVO8X9JCV6+TaVGB8WcAEAMsmRjJw+sOsjC+k/iIkQf09h+pJSE8hKKDB0a+QfGak68FkxJCea+ggssmOv22n60Hq8hOsGGahX7bA8B542H+Vek8s6uexzYW8fK2Em5ekMBFU2MCsj9Sa5eTDQdq+JQRS2Ghf/7fLU/u5Qmrhf/53x1YLRYSIvT6D1T27maaO3r4cPdeokPd1/tAeV8AsOVgFVMT7X6/DoiMBVF2K0cqaygocP/uD6RrAYDT5eKBNeVMireTxjEKCgYf/L53fgRdbdE8sPYApUeruX1h4qCDSBsLK8lJsnPwgDncrYsEtUC7FpxsOE20T767iQEcQFPf1x9/fChrBxQWFsaMGTOGsd3AU1BQ4PefxeVycfTPJSzPSfP4XmYAk9+rp8Bh5dunOrbTCY4jfZlE/RlFhe4sI2ffpzAWKyROgYz5kHIDpORAykwsidmEh9gZbl7N43vyiI+087kV8706ZWqo/u+4iVz82438uwx+ctXI/zzaNjeTmWT1+98zGdjJ14JlZi9/21nOdCPHL0GSrh4nRxxHuHXZpID5e7NsoTsr6r/e2MfvNtfx9pEu/s+nZp4xhd7XXt9dSY/zCDeunMWMSf5Lt7++3MILW0qYnBRFZlJMwPw5ykct7DnKE9vriUyeyIw094csgfC+AKCtq4cSRzH3rspkxgzD39sRGfXio45iizhxvQ6Ua0G/NXurKG0s5sHr5jNr5tCbYj82w8WP39jHc5tLCI+O4/9eNfuMTbHrW7socRRxzeJsZsyYOtytiwQ1f1wLduzYMah1wwkg7TIMY5VpmuuBS4F1wCHgF4Zh/ArIAKymadYZhjHotcPYh4xATXMnrV29Hp3AdrJVRjJ/2lpKe0MVEQ2FUL3vlA2tAYjPdDexnn6R+98pM2DcNLB7tvyqp9fJusIazjNSAip4BDA1JZrrFk3kT1tLuWXpJLJHWDpQ6WhnWorKD4JJblY8z28pwaxqZmaa71O2zapmunqdzMnwfQnWQOZkxPHK3Uv4556j/OxfhVz/+BYunpXKDy6b6ZkSWQ9Ys/coSdFhp5xM40t3rsjmhS0lHKxp4VI/9GKSwclIcP+9rWhoZ1ZaYL3e9pQ30ut0qYG2iI/EhtsDtgeSy+XiD+sPkTUuksvnTBjWMaxWC/915SwiQ208uuEw7V29/OLzcwd8H76tr8T3nGz1PxIJRMMJIH0LeNwwjFCgAPiraZq9hmG8B2zG3Zj7vmGsFR/y+AS2rjaoLTw++eyr5bu4N2QvEQ82nVgTlQyps+CsW/sCRTPdfYvCfBPo2FHSQENbNxfMTPXJ+Ybq6xdM57VdFfxijcmjNy0c9nFcLheVjnZWTk8+82IJGP3Bh52lDX4JIOVXuBNB52UE3o2jxWLhU3PTuGBGKo9vLOIP6w+zrnADty6fxJdXTyXGj/2R2rt6WVdYy2dz0/1eXpcWH8Fnc9P5y/Zy0tRAO2BlJLj/bAKxkXZemfs6oACSiG/ERtgCdgrb+4fqyC9v5GefnTOiD14tFgvfvTSHmHAbv3zTpK2rlwevn0+Y7dQtG7YV1xNms/p8oIeIDM6gAkimaR4Bzun7+gDuKWofX/Nj4Mcfe2zQa8W3imrd042yh5qB5OyFhiPujKKa/X2ZRfugvgjoa3dliyAuOYfXXAuJzJjDpeeff8qG1r62tqCa0BArKwI0sJIcE8ZdK6bwwNoDbD9Sz1nDLIVpbO+mratXN5BBJjMxknFRoewsbeAL52T5/Pz5ZY0kRNqP39wGonB7CF85fxrXLJrIz9cU8scNRby6o4L7L57O5xdO9EsAZ+PBWtq7e7l09vA+nfW0u1dO4bVdFUxVBmLAio+0ExUaEpABpF2lDve1KFoN2EV8ITbcTml9m7+3cUoPrztEamwYn80deunaqdy3eioR9hB+8o/93PncDh79wkIiQj8ZRNp25Bi5mQmE2gKrWkBE3IaTgSSjQHFdKxH2EMbHnqZMzOWC1jp3yVl/6Vl1X7+i4+VnFkjMdk88m3O1O7sodRYkTMJqDeHfz26nsKqJSyav9PvEM5fLxdv7q1kyZRzRYYH71/5LKybzwtYSfvqvAl69Z+mw/r+dGOGtCWzBxGKxsCAz4fgIbV/Lr2hkTka831+rg5EaG85vrpnPF5dM4if/2M93Xt3Dc5tL+M9PzeScbN/2R1qzt4q4CDuLAyTVPjs5mo3fXk2yAgABy2KxkJ4QQXlD4N005pU5AubvsshYEBthD8gpbDtK6tlSVM8PL59x2kyh4bht+WSiwkL47t/28MWnt/HkF8/6SBZxU0c3+yub+Or5nplKLCKeF7h30uJVRbUtTEqKwooLGkqg9oC7iXWd2fe1Ce0NJ54QmeQOFPWXn6XOhOQcCD19BtPqnGTWFlRzuLaFqSkxp13nC4drWzlyrI3bz8326z7OJDLUxjcvnM73/raHNXuruHQYNedHHR0ATIgL3EwSObWFWQmsLaimvrWLxKhQn523vauXA9XNXDAjxWfn9IR5E+P5691LeH13JT//dyHXPbaFS2eP5weXzzjeZ8abunqcrC2o5uJZ47EHUF81vfYDX0ZCZMBlIB1tbKeqqUPlayI+5O6BFHglbA+vO0xCpJ0bFmd6/NjXLsokItTGN1/O4wtPbOXZ284mPtL9nmfHkQacLjh7sgLZIoFKAaSxoqcTjh3uCxId4MbyjRi2o/DTio82tI4cB0kGzLzK/e+UGe6souih31iuMtzPWVdY6/cA0tv7qwGC4gb56oUZPPV+MT9fU8j5M1KHnMJb2ej+81QJW/DJzXTfuO0safBpr679R92Nc+ekB1ZD38GwWCxcNT+di2aO57GNRTy64TBbi+t5/OaFLMzy7hvQDw7X0dzRwyWz1LBahiYjIYLtRwY/DtsX8vqyHxf4uRm8yFgSG2GjpbOHnl5nwAx42VfZyLuFNXzrwulEhnrnVvHKeWlE2EO478WdXPfYFp6/fTHJMWFsLa7HHmJhwURdh0QClQJIo01HE9Qd7MskMt0Bo1rT3bfI1Xt8WY4rie6YaZBzMSRPdweLkqZDlOfKP9LjIzBSY1hn1vClFf7N/FlbUM3s9Nig+GTeFmLle5flcNsz2/nztlK+uHTSkJ5f4Wgn1GZlnA8zWMQz5mbEY7Na2Fnq2wBSfnkj4M7oCVYRoSF87YJpXDk/jVuf3sb1j2/lgWvmc/lc7/UmenNfFVGhISyfluS1c8jolJEQQVNHD00d3cT6sQn8yXaVOQgNsTJjgn8/8BEZS/pf/y2dPcezcPztkfWHiQ6zcfOSSV49z4UzU3nqlkV86bntXPPHzbx4x2K2Fh9jXkb8KXsjiUhgUAApWHW1Qk1hX2+ife7eRHUHoPnoiTVWO4yb4s4gmv3ZviDRNA67JnD+77fzwMp5TF6Q4dVtrs5J4cn3i2ju6PbbpKS6lk52ljbwtSCqp15tpHBOdiIPvnOQz+SmD+kGo9LRQVpcOFY/T4SSoYsIDWHGhFh2ljacebEH5Zc3khITRurpeqIFkclJUfzt3mXc+dx27vvTTkrrc7h7ZbbHezv1Ol28ta+a82akEm7XG10Zmv4Sy4qGdmInBEYAKa/Uwaz0WI/2OxGRgcVGuF//Te2BEUAqqm3hn3uOcteKKcRFev/atHxaEs/ffja3Pv0hVz+6meqmDu7084fOIjIwBZACnbPXPeHs41PPGo5wfOqZPdLdjyh7lTuLKGk6JBuQMAlCPnnxP7SvCoDsJO9P6VltJPPohsNsOlTHJX6aUvRuYQ0ul/uTjmBhsVj4wWUzueKh93l0/WG+fUnOoJ9b6WhX+VoQy82M5y/by32azp5f7mBuRvBmH31cYlQoL9yxmPv/ms/P1xRSWt/KT66a7dE+RduK6znW2qXyNRmW/mmH5Q3tzJgQ6+fdQHevk/wKB9ef7fl+JyJyerHh7luxpo7AaKT9xw1FhIZYuX35ZJ+d86xJifz5znO46cmt9DhdLPbxMAwRGRoFkAJJS82JAFF/sKi2EHrcTZGxWCFxCkyYC/OudzeyTp0F8ZPAOvgbo+K6VgAmJ5++Aban5GYlEBNuY11hrd8CSGv3V5MWF87MAHiTPhRzMuK4an4aT75fzE1LsgZdflfpaGfZVJXUBKvcrASe3VxCYVUzs33Qk6i5o5uiulaumu+ZMb2BItwewoPXziczMYKH1x2mvKGdP9yY67FMyDf3VRFms7LKSPbI8WRsSY/vDyAFxiQ2s6qZjm6n+h+J+NiJDCT/B5AqHe38bVc5N5ydSXKMbyd5zk6P45W7l/B6XiVLFEASCWgKIPmBpacDKnZA9f6+QNFe99dtdScWRaW4A0SL7vjo1DP7yDNLimpbSIoO80nfBXuIlRXTklln1uByuXw+Iryju5f3DtZx9VkZQTGe/OP+4yKDf++p4tdvHeBXV8874/qeXifVTR3KQApiuX03cDtLG3wSQNpb0YTLBXMzgq+B9plYrRbuvziHzMRIvv/aXq5+dDNP3bJoxK8Pp9PFmr1VrJieTFSYfo3K0CVGhRJhDwmYSWy7yvoaaAdxHzSRYNT/XjwQMpAe21iEy4Xf+pZOTYnhmxcZfjm3iAye3vn6UkcTPHclRmUenyg/My6BlFnujKLUWRDlvQySotpWsn2QfdRvdU4K/9xzlP1Hm5iV5tub1E2H6mjv7uWCGcFTvnayiYmRfHFpFk+8X8xtyyYzM23gLKrq5k6cLkiLC/5eNmNVRkIEyTFh7Cxp8HoDS3CXrwGjqoTt465dlElafAT3vrCTTz+8iaduWTSi4NzucgdVTR18e7be6MrwWCwWMhIiqAiQAFJeqYNxUaHHS+tExDdiI/pK2Np7/LqPupZOXvqwlE8vSD/eo01E5FQCY17kWGELh6xl1M26Ha55Hr6yE75XDneug6sehiX3QvZKrwaPwF3Clp3kuwDSyunuEo91hTU+O2e/tQXVRIfZWJzt3XHe3vTl1dOIDbfzP2sKz7i20uG+GVEGUvCyWCzkZsazs2+ktrfllzeSkRBB4iif2nfutGT+es9SbFYL1/xxM+8UVA/7WGv2VmGzWjg/JzgD0xIYMhIiKHcERgnbrrIGFmTGB2WmrkgwO17C5ucMpKc3FdPZ4+SeVVP8ug8RCXwKIPmSLRQu/n/Uzb4DZl7pnpBm9e20k8a2bo61dvk0Ayk5Joy5GXGsM2t9dk5wl5msLahhpZEc1FNl4iLtfHn1VDYeqOW9gwP/P1QAaXTIzUygtL6NupZOr58rv8LBvFGcfXQyY3wMf79vGVOSo/nSc9t59oMjQz6Gy+Xi33urWDo1yScTamT0ykiIDIgStsa2bopqW5mv8jURn4sOtWGx+LcHUmN7N899UMJlsycwJdn7A3ZEJLgpgDTGHK5rAXwzge1kq4wUdpU20NDa5bNz7i53UNvcyYVBWr52spuXZpGREMFP/1WI0+k67bqK4wEklbAFs4VZfX2QShq8ep761i7K6tuZMwr7H51OSmw4L991DuflpPCj1/fxkzf20zvAa+rjCo42U1rfxqWzNX1NRiYjIQJHWzfNfs482N1XxqoG2iK+Z7VaiAmz0dThvxK2F7aU0NzZo+wjERkUBZDGmOJa301gO9l5OSk4XbDxDBk0nrS2oJoQq2VUTEkKs4Vw/8UGBUebeG1XxWnXVTraSYi0Exmq9mbBbHZ6HPYQCztKvRtA2lPRCIzOBtoDiQy18cebzuKWpZN4alMx97ywg/au3kE9d83eo1gtcOHM4A9Mi3/19xnpD/z7y65SBxbL2LsOiASK2Ai73zKQ2rt6efL9YlYZyT4Z3CEiwU8BpDGmqK4Fm9VCZqJvG+TNTY9jXFSoT/sgrd1fw6JJCcRHjo7eLlfMTWNOehy/fsuko/vUN7uVDk1gGw3C7SHMTItjV4l3+yDl901eGotvGkOsFn585Sx+dMVM3i6o5rrHNlPT3HHG563ZV8WiSYkkRft2xLGMPul9DavL6/0bQMora2BaSjQxPpjMKiKfFBtu91sPpJc+LKW+tYv7Vk/1y/lFJPgogDTGFNW2kpkYiT3Et3/0VquFldOT2XCgdkjlIsNVeqwNs7qZC2eOnjITq9XC9y7LobKxg6c3HTnlmkpHOxPiFEAaDXIz48mvcNDd6/TaOfIrGslOjjo+RngsunXZZB676SwOVLfwmYc/4GB182nXHq5t4UB1C5eofE08oH/imT8zkFwuF3llDvU/EvGj2AibX6awdfU4eWxjEWdPTmTRpOAdNiMivqUA0hhTXNfKZB9OYDvZqpwUGtq6j/db8Ka1fROWLpiR4vVz+dLSKUmcl5PCH9Ydov4U/aQqHe2kq//RqJCbmUBHt5OCo01eO0d+uYO5YzD76OMunJnKy3edQ1evk88+8gGbDtWdct2avVUAXDxLASQZuXFRoYTbrZQ3+G8SW8mxNhrautX/SMSP/JWB9Nquco42dij7SESGRAGkMcTpdFFc1+rTCWwnWzktGasF1vugjO3t/dVMT40ma5x/flZv+t6lObR29fC7dw5+5PHmjm6aOnpUwjZKeLuRdnVTB9VNncwdIxPYzmRuRjyv3buUCXHhfPGpbbyyvewTa9bsrWLexHi9xsQjLBaL3yex7SpzX1+UgSTiP/7ogdTrdPHI+sPMTo9lxbQkn55bRIKbAkhjSIWjnc4eJ9l+GtEZF2lnYVYC75reDSA1tnWz7Ug9F4yC6WunMi01hmsXTeSFLSUcqWs9/vjRRnf/Ft3cjg5p8RGMjw1nR6l3Mvbyy90NtOdNVAZSv4yESP56z1LOyR7H/X/N59dvmbhc7pLbsvo29lQ0avqaeFRGQoRfA0h5pQ4iQ0OYnhrjtz2IjHWx4XYafRxA+teeoxw51sZ9q6ZisVh8em4RCW4KII0hxX3BBn+VsAFcNHM8eyuauPmpbeyrbPTKOdYfqKHX6eKCUTwl6RsXTMceYuWXb5rHH+vvo6EA0uiRmxXvtQyk/HIHIVYLMycogHSy2HA7T9+6iGvPmsjv3z3E11/Oo7Onlzf3ucvXLlH5mniQO4DkvxK2XWUO5mbEEWLVDaSIv8RG2Gjt6qXHiz0PT+ZyuXh43SGmJEepJFtEhkwBpDGkqLYFwG8lbAC3LJvEDy+fQX65g8t/9z5fe2kXpcc8++b57f3VJEWHMX8Ul+akxIbzpRXZ/HPPUXb2jXqv7AsgpSuANGrkZiZQ4WinpunM08GGKr+8kWkp0USEhnj82MHOHmLlfz43h/svNvjfvEpuemIbf8+rIGd8DJP8GICX0Sc9PpKGtm7au9sCgwQAAB9RSURBVH1z43iyju5e9lc2qf+RiJ/1D7Jo7vBNI+13C2sorGrm3lVTsSp4LCJDpADSGFJc10pMmI1kP46ftodYuePcbDbcv5r7Vk/hzX1VnP+b9fz49X3UtXSO+PhdPU42mLVcMCNl1P9SvHNFNknRofzsXwW4XC6OOjqwWS0kx2i8+GjRf2PXHyT0FJfL5W6gnaHso9OxWCzct3oqv7t+AXllDvZWNHHp7An+3paMMv2T2GpafD+BaV9lIz1Ol/ofifhZbIQ7gOSLRtoul4uH1h0iPT6CK+enef18IjL6KIA0hhTVtTI5OSogap3jIuzcf3EOG+5fzdVnTeT5LSWs/MU6frv2AC2dw38jvbX4GM2dPaO2/9HJosNsfP2C6Xx4pIG39ldT6WgnNTZcpQijyOz0WEJDrOz0cB+k8oZ2Gtq61UB7EK6cl8aLX1rMyunJfP6sDH9vR0aZ/gBSVYvvJzDt6ruuLFAAScSvYsNtADS1ez+QvKWonl2lDu5emY09RLeBIjJ0unKMIUW1rWQHWPlFamw4P/3MHN76xgpWGsn8du1BVv5iHc9sKqarZ+gp/Wv3VxNut7Js6tiYKHHdoolkJ0fx838XUlLfpvK1USbMFsLs9Fh2eLgPUn8DbWUgDc6iSYk8e9vZen2Jx01NiSYqNIR3Drf4/Ny7yhykx0eQEhvu83OLyAm+zED6w/pDJEWHcfVZE71+LhEZnRRAGiM6unupcLT7bQLbmUxJjuYPNy7k7/ctY3pqDD9+Yz8X/GYD/5tXgdPpGtQxXC4XawtqWD41ecz0dbGFWPnuJTkU1bWyo6SBtHjdCIw2uZkJ7KloHFZA9XTyKxyEhlgxxmvykog/xYTbuX35ZN4raWVvhXcGS5xOXqlD5WsiASCuP4Dk5Ulsu8scvHewji+dO5lw+9h4nywinqcA0hgRCBPYBmP+xHj+9KXFPHvb2USF2fjaS3l86vfvs+FA7fFx2qez/2gTFY52LhrF09dO5cKZqZw9KRHQBLbRKDcrga4ep0enFuaXNZIzIYYwm95AivjbHSuyiQ618pu3D/jsnDXNHVQ42lmQqQCSiL/5KgPp4XWHiA23ceM5WV49j4iMbgogjRFFte4Akj8nsA2WxWJh5fRk/vmV5Tx43XyaO7v54lPbuOHxrewuO30vmLX7a7BYYHVOig93638Wi4XvXz4Di4WAzTCT4cs93kjbM32QnE4XeysaVb4mEiBiw+1cPTuedwtrPF6uejp5fdcTZSCJ+J8veiAdqG7mrf3V3LJsMtFhNq+dR0RGPwWQxojiOnd/hUDPQDqZ1WrhqvnpvPPNVfz4ipkcqG7mqoc3ce+LOyiq/WS/iLUF1SyYGD8mp5DNnxjP+v9Yxac1UWPUGR8XTnp8hMcmsRUfa6W5s0cNtEUCyJU5sSRFh/GrN02fnC+vzIHNamF2ugLJIv4WFWrDavFuBtIj6w8TGRrCrUsnee0cIjI2KIA0RhTVtjIhLpzI0OD71CHUZuWWZZPZ8O3VfO38aWwwa7nwgY18/7U91DR1AHC0sZ09FY1cMMbK106WNS4KmyZqjEoLMuPZ6aHMhPxyd+aBMpBEAke43cqXV09hc9ExNh2q8/r5dpU6mDEhVn1QRAKA1WohJtzutR5IpcfaeH13JTcuziQhKtQr5xCRsUN3m2PE4brWoChfG0h0mI1vXDidDd9ezU3nZPHK9jJW/HIdv1hTyGu7KgDGXP8jGRtyMxM42tjB0cb2ER8rv7yRCHsIU1XuKBJQrl+cSXp8BL940zxjz7+R6HW6yC93qP+RSACJjbDR1OGdErZHNx4mxGLhjnOzvXJ8ERlbFEAaA1wuF8W1LWQnjY4bxqToMH585Sze+eYqLp41nj+sP8wv1phMGhfJFN0UyyiUm9XXB6lk5H2Q8ssbmZUWq2w1kQATZgvhq+dPZXeZg7UFNV47z8GaZlq7etX/SCSAxHopA6m6qYO/bi/n82dlkBqrSb0iMnK6gxgDjrV20dTRE1T9jwYjc1wkD163gH98ZTmXzh7P3SunYLFY/L0tEY+bOSGWMJt1xH2Qenrd09zU/0gkMH0uN4PJSVH8+i0Tp9M7WUj9DbQX9DXoFxH/iw23e7QHUkd3L89vKeHzj35Ar8vF3SumeOzYIjK2BV9DHBmyYJrANhyz0+N45AsL/b0NEa8JtVmZmxE34gDSwZoWOrqd6n8kEqBsIVa+fsE0vvZSHv/Yc5Qr53l+MMKuUgfxkXYmjYv0+LFFZHhiI2wcqWsb8XEa27t5YUsJT28qpq6liwWZ8fz0M3PI1OtdRDxEAaQxoH8Cm8q7RIJXbmYCT20qpqO7d9iNb/eUNwJqoC0SyK6Ym8Yj6w/z27cPcNns8R4vN80rczB/YrwydkUCyEgzkGqaOnhyUzEvbimlpbOHVUYy96ycwtmTE/VaFxGPUgBpDCiqbSXUZiUtPsLfWxGRYVqQmUD3xiL2VTayMCtxWMfYXe4gJtzGpHGjMxtRZDSwWi1888Lp3Pn8Dv62s4JrFk302LGbO7o5UNPMpXPGe+yYIjJysRHD64F0pK6VP24s4tUd5fQ4nXxqbhp3rcxmVpo+KBIR71AAaQw4XNvKpHGRhFj1CYRIsMrNcvct2lniGHYAKb+8kTnpcVh1LRAJaBfOTGXexHgefOcgVy1II8w2vKzDj9tT3ojLpf5HIoEmNtxOa1cvvYPsfba3opFHNxzmX3uOYguxcvVZGdy5IpssfUAkIl6mANIYUFzXwrSUGH9vQ0RGICUmnIyEiGH3Qers6aWwqonbl2uMr0igs1gs3H+RwRee3Mqft5Zyy7LJHjnurjJ3A+35aqQvElBiI9y3ZK1dztOucblcbCmq55ENh9l4oJaYMBt3rZzCrcsmkRKjCWsi4hsKIPlYe1evT8/X0+uktL6Ni2YpXV0k2C3MSmBL0TFcLteQexoUHm2mu9el/kciQWLZ1HGck53IQ+sOc82iiUSGjvwt265SB9lJUcRF2j2wQxHxlNhw92uy5RQBJKfTxdsF1Tyy/jB5ZQ6SosP4ziU53HhO5vHniYj4imc7M8qAjrV0Mu8nb7GtfORTFgarrKGd7l4X2UlKaRUJdrmZCVQ3dVLhaB/yc/Mr1EBbJJhYLBbuv9igrqWTZz8oGfHxXC4XeWUNzM9U9pFIoImNcAeCWrtPBJC6epy8sr2MCx/YwF3P76C+tYv//vRs3v/Oau5ZNUXBIxHxC2Ug+VB8ZCgpMWG8ssfBFy/0zTn7J7BlawKbSNDL7etbsrPUQUbC0Eby5pc5SIwKJV3N9EWCxsKsRFYbyTy64fCIsw3KG9rdY70nKoAkEmhiw923ZC1dTtq6enhpWxlPvFdEZWMHMybE8rvrF3hlKqOIyFDpKuRDIVYLtyydxN6ajuPjtL2tqLYVQBlIIqNAzoQYwu1WdpYMvQ/SnopG5mbEaZyvSJD51kUGje3dPPFe8YiO09//SA20RQJPfwbS3/c3svR/3uUn/9jPxMRInrl1Ef/66nKunJem4JGIBARdiXzsmkUTibBZeHrTyN4IDtbh2lYSIu0kRIX65Hwi4j32ECtzM+LZNcRG2m1dPRyobmZuusrXRILN7PQ4LpszniffK6K+tWvYx8krdRBms2KM11ANkUCTEOl+n76tvI1FkxJ59Z6lvHzXElYZKfrgR0QCigJIPhYbbufCqTG8kV9JTVOH189XXNei8jWRUWRhVgL7Kpvo6B58Q/79lU04XTBXk5dEgtI3L5xOe3cvj6w/NOxj7CprYG5GHHZlMYgEnPFx4Tx0wwIevTKDx28+i4VZyhQUkcCkdxF+cOWMOHqcLl7YWur1cxXVtjJZ5Wsio0ZuZgI9Thf5QyiD3V2uBtoiwWxqSgyfWZDBc5tLqB7Gh09dPU72VTYxX/2PRALWp+amkZWgigERCWwKIPlBeqyd83NSeHFLyZCyCIaquaObmuZOspMVQBIZLRb0TVDaOYQytvxyB+Njw0mJDffWtkTEy75+wTScLhe/f/fgkJ9bcLSJrh6n+h+JiIjIiCiA5Ce3LZvMsdYuXt9d6bVzHKlrAyA7SSVsIqNFUnQYWeMih9RIe095o7KPRILcxMRIrl00kZe2lVFW3zak5/b3TVMGkoiIiIyEAkh+smTKOIzUGJ56vxiXy+WVcxTVtQAoA0lklMnNTGBnqWNQ147G9m6K6loVQBIZBb5y3jRCrBZ+u3ZoWUh5ZQ5SY8OYEKcsRBERERk+BZD8xGKxcNvySRRWNbO56JhXznG4thWrBbLGRXrl+CLiH7lZCdS1dFLe0H7Gtfsq+vsfKfNAJNilxoZz85IsXttVzqGa5kE/b1eZg/kT4zXNSUREREZEASQ/ump+OolRoTy96YhXjl9c10pGQiRhthCvHF9E/CO3rw/SjkGUsfU30J6TrgwkkdHgnlVTibCH8Ju3DwxqfX1rFyXH2tT/SEREREbMNtwnGoaxC+gfA1QM/BF4EOgB3jJN878Mw7ACfwDmAZ3AHaZpHjIM45yPrx3BzxC0wu0h3Lg4k4fWHaLkWCtZ4zxbalZU26IJbCKjkJEaQ2RoCDtLG/j0gvQB1+6pcJCZGElClCa7iIwGiVGh3H5uNr975yB7KxqZfYbgcF6Z+h+JiIiIZwwrA8kwjHAA0zRX9f1zK/AocAOwHFhsGEYu8Gkg3DTNJcB3gV/3HeJUa8ekL5yThc1q4ZkPjnj0uC6Xi+K6VvU/EhmFbCFW5mXED2oS2+4yNdAWGW3uOHcycRF2fv2Weca1eaUOrBZ0HRAREZERG24J2zwg0jCMtwzDeNcwjBVAmGmah03TdAFvAufjDhCtATBNcwtwlmEYsadZOyalxoZz+ZwJvLK9nOaObo8dt7qpk7auXrKTNYFNZDRamJVAwdFm2rp6TrvmWEsnFY523TiKjDKx4XbuXjmFdWYtO0rqB1y7q8yBMT6WyNBhJ52LiIiIAMMPILUBvwIuBu4Gnu57rF8zEAfEcqLMDaC377GmU6wds25bPpmWzh7+sr3cY8csqu2bwKYSNpFRKTcrnl6ni/zyxtOuyVcDbZFR64tLs0iKDuOXb5qnncjodLrI62ugLSIiIjJSw/046gBwqC+D6IBhGI1A4knfjwEcQGTf1/2suINHMadYO6DOzk4KCgqGud3A0tHR8ZGfxQ7MTAnj8fUHWJzQToh15FNSNhW6Y3S9jqMUFNSO+Hgi4nkfvxYMRVRHLwBrtpvEdZ66Oe47uxuwAPaWKgoKaoa7TRHxsuFeCz4/M5pHtx3jz+/uZEHaJyeuljq6aO7oYbytfdS8hxIZzUbyvkBERo9AvhYMN4B0GzAHuNcwjDTcgaJWwzCmAEW4M5P+C8gArgD+0tc4e49pmk2GYXSdYu2AwsLCmDFjxjC3G1gKCgo+8bN8uSeee1/cSSWJXDRj/IjP8cqh/UTYG1ieOxurBwJSIuJ5p7oWDEX2O3WUt9tPe4yqbR8yJSWahXNnDfscIuJ9w70WZE/r5Y0DG3i5oJ3rz8vFYvno7/u928uAci5bPINpqTGnPoiIBIyRvi8QkdHBH9eCHTt2DGrdcEvYngTiDcN4H3gZd0DpDuBFYBuwyzTNrcBrQIdhGB8ADwDf6Hv+3adYO6ZdNDOV9PgIntpU7JHjFdW5J7ApeCQyei3ITGBnqeOU5Ssul4vd5Y3MPcOEJhEJXmG2EL56/lR2lzfy9v7qT3x/V5mDmDAbU9QPUURERDxgWBlIpml24Z6i9nHnfGydE3ew6OPP3/LxtWOdLcTKzUuy+Nm/C9lX2cistJHd9BXXtTJHN44io9rCrARe3VlOybE2Jn2s31l1Uye1zZ1qoC0yyn0uN4NHNxTxm7cPcMGM1I98cJRX6mDexHh9mCQiIiIeMdwMJPGC6xZlEmEP4elNR0Z0nM6eXsrq29RAW2SUy81yN8bdWdrwie/tLne3lpujBtoio5otxMo3LpxOYVUzb+RXHn+8rauHwqomFmTqGiAiIiKeoQBSAImLtPP5hRm8nldJbXPnsI9TeqwNpwuylbIuMqpNS4khOszGjpJPBpD2lDdis1qYlRbrh52JiC99as4EcsbH8Nu1B+npdQLua4DThSawiYiIiMcogBRgblk2ia5eJ3/aWjrsYxTVtQKQnawMJJHRLMRqYf7EeHaWfnKQ5e5yB9NTYwi3h/hhZyLiS1arhW9dZFBc18qrO8sByCtzXxcUQBIRERFPUQApwExJjma1kczzW0ro7Okd1jGKat0BpMkqYRMZ9XIz4zGrmmjp7Dn+mMvlYk9Fo/ofiYwhF8xIYd7EeB5ce5DOnl52lTrITIxkXHSYv7cmIiIio4QCSAHo1mWTqWvp5B+7jw7r+UW1LSTHhBETbvfwzkQk0ORmJeB0QX7ZiSyksvp2HG3dzFX/I5Exw2KxcP9FBpWNHfxpayl5ZQ71PxIRERGPUgApAJ07LYmpKdE8tan4lOO5z6S4rlUNtEXGiAUTE4CPNtLub6CtDCSRsWXZ1HGck53IA28foKqpQ+VrIiIi4lEKIAUgi8XCbcsms6+yiW3F9UN+flFdq/ofiYwRcZF2pqZEf6SR9p6KRkJtVqanxvhxZyLiaxaLhfsvNmjqcJe0LshM8POOREREZDRRAClAfWZBOvGRdp7edGRIz3O0dVHf2kV2kiawiYwVuZnx7CpzHM9Y3F3mYMaEWEJtusSLjDULsxI5LyeFcLuVGRMURBYRERHP0d1FgIoIDeGGszN5a38VZfVtg36eJrCJjD25mQk42ropqmvF6XSxt6KReSpfExmzfn31PP5y1xLCbJrCKCIiIp6jAFIAu2lJFhaLhWc/ODLo52gCm8jYszCrrw9SSQNFdS20dvUyJ10BJJGxKiEqVE30RURExOMUQApgE+IiuGzOBF7+sOwjI7oHUlTbgs1qYWJipJd3JyKBYkpyNLHhNnaWOsgvbwRgnprnioiIiIiIBymAFOBuWzaJ5s4e/rq9bFDri+tayRwXiT1Ef7QiY4XVamF+ZgI7SxrIL28kMjSEKcnqgyYiIiIiIp6jKEOAW5CZwILMeJ754AhOp+uM64tqW8lW+ZrImJObGc+BmmY2HapjdlocIVaLv7ckIiIiIiKjiAJIQeC2ZZM5cqyNdWbNgOt6nS6Kj7WSrcwDkTEnNzMBlwsO1rQwVw20RURERETEwxRACgKXzB7PhLhwntpUPOC6Skc7XT1OZSCJjEHzM+Ox9CUdzVEASUREREREPEwBpCBgD7Fy05IsNh06RmFV02nXFdVpApvIWBUbbmd6SgwA8zR9SUREREREPEwBpCBx/aJMwu1Wnn7/yGnXFNW2AKiETWSMWjJlHCkxYWSN0xRGERERERHxLAWQgkRCVCifzc3gtbwKjrV0nnJNcV0rMeE2kqJDfbw7EQkE37kkh398ZTkWixpoi4iIiIiIZymAFERuXTqJrh4nf95Wesrv909g082jyNgUERpCSmy4v7chIiIiIiKjkAJIQWRaagwrpifz3OYSunqcn/h+UW2LytdERERERERExOMUQAoyty6bRE1zJ//ac/Qjj7d39VLZ2KEJbCIiIiIiIiLicQogBZmV05LJTo7iqU3FuFyu448X909gS1YASUREREREREQ8SwGkIGO1Wrh12WTyyxvZWdpw/PGiur4JbEkqYRMRERERERERz1IAKQh9Ljed2HAbT71/5PhjxbV9GUgqYRMRERERERERD1MAKQhFhtq4fnEm/957lPKGNgCK6lpJiwsnIjTEz7sTERERERERkdFGAaQgdfOSSVgsFp7fXAJoApuIiIiIiIiIeI8CSEEqPT6CS2aN58/bSmnt7KGorpVsNdAWERERERERES9QACmI3bZ8Ek0dPTy2sYjmjh71PxIRERERERERr1AAKYjlZiYwLyOORzccBlAJm4iIiIiIiIh4hQJIQcxisXDb8sl09jgByFYGkoiIiIiIiIh4gQJIQe7S2RNIiQkj1GYlLT7C39sRERERERERkVHI5u8NyMiE2qz856dmUljVRIjV4u/tiIiIiIiIiMgopADSKHDFvDSumJfm722IiIiIiIiIyCilEjYRERERERERERmQAkgiIiIiIiIiIjIgBZBERERERERERGRACiCJiIiIiIiIiMiAFEASEREREREREZEBKYAkIiIiIiIiIiIDUgBJREREREREREQGpACSiIiIiIiIiIgMSAEkEREREREREREZkAJIIiIiIiIiIiIyIAWQRERERERERERkQAogiYiIiIiIiIjIgBRAEhERERERERGRASmAJCIiIiIiIiIiA1IASUREREREREREBqQAkoiIiIiIiIiIDEgBJBERERERERERGZACSCIiIiIiIiIiMiCLy+Xy9x4GZceOHbVAib/3ISIiIiIiIiIyimQtXLgw+UyLgiaAJCIiIiIiIiIi/qESNhERERERERERGZACSCIiIiIiIiIiMiAFkEREREREREREZEAKIImIiIiIiIiIyIAUQBIRERERERERkQHZ/L2B0cIwDDvwFDAJCAP+G9gPPAO4gL3AfaZpOvvWTwX+bprm7I8dZwXwommaE322eRHxmJFeCwzDSAQO9K0DeM00zQd9+COIiAd44FoQBTwCTAZCga+YprnNtz+FiIyUB64FvwXm9x1uPOAwTfMcH/4IIuIBHrgWZALPAxagHrjBNM023/4UykDypC8Ax0zTPBe4FHgI+A3ww77HLMBVAIZh3AS8BCSdfADDMCYC3wLsPty3iHjWSK8FucCfTdNc1fePgkciwWmk14L7gb19a78EGD7cu4h4zoiuBaZpft00zVXAhUAj7uuBiASfkb4v+AbwsmmaK4B9wO0+3PtxCiB5zivAf5703z3AQmBD33//G7ig7+sGYOXJTzYMIxx4FLjXu9sUES8b0bWgb22uYRgbDMN4xTCMCd7crIh4zUivBRcDXYZhvNl3nDe9t1UR8aKRXgv6fQV4yzTNPd7YpIh43UivBXlAQt/XsUC3d7Y5MAWQPMQ0zRbTNJsNw4gB/gr8ELCYpunqW9IMxPWt/Ydpmq0fO8RDwK9M06zw2aZFxOM8cC0oBH5kmuZK4O/A7320dRHxIA9cC5KABNM0LwbeAH7lo62LiAd54FqAYRihwF3oOiAStDxwLSgHvmwYxj7cGUyv+GjrH6EAkgf1laCtA543TfNPgPOkb8cAjtM8Lw04F/iRYRjrgUTDMF7y8nZFxEuGey3o827fcwFeAxZ4ZZMi4nUjvBYcA17v+/oN4CyvbFJEvG6E1wJwZyVsNE2z0UtbFBEfGOG14JfALaZpzgK+BjzntY0OQAEkDzEMIxV4C/iOaZpP9T28yzCMVX1fXwq8d6rnmqZZaZqm0d/zBKg3TfM6b+9ZRDxvJNeCPk8An+v7+nxghzf2KSLe5YFrwfvAZX1f9/c7EJEg44FrAbgDSP/2zg5FxBc8cC1owN0HDaCSE+VsPqUpbJ7zfdx/iP9pGEZ/bePXgN/1pZ0W4E5VE5HRbaTXgu8CTxmGcS/QCtzhzc2KiNeM9FrwU+AJwzA24+5zcLM3NysiXuOJewQDP2UbiIjHjPRa8BXgIcMwQnA33L7Pm5s9HYvL5TrzKhERERERERERGbNUwiYiIiIiIiIiIgNSAElERERERERERAakAJKIiIiIiIiIiAxIASQRERERERERERmQAkgiIiIiIiIiIjIgm783ICIiIuJrhmFMBn4FjAPswG7gO6ZpNp/heVWmaY4fxvmOAKWAEwgHdgDfMk2zY4DnfNk0zYeGei4RERERb1AGkoiIiIwphmFEAK8DvzBNc5VpmsuArcCfvXzqi/rOdw5QCfy/M6z/oZf3IyIiIjJoykASERGRseZyYINpmv+/nfsJsSkM4zj+nUwZFqMoiUhT41mIpSKJhYQmm1mwNpmwsCAiKQsliVL+xEJKSVhMysJCY2ExFpIF8yyYkA2DDY2IsTjvZJqmc8kUdb+fzTk959zzvvcuf/c5z8BYITOvRMTOiOgAjlB1Js0BuoATwFLgOTAdICIWAhepuom+ADuAacBt4D1wJzNP1OzhFPAM2BsR3cBuoKVc6wZ6gdkRcQ7YA1wAOqn+/Ducmf1/+RtIkiT9ETuQJElSs+mgCoMmGgIWlfN7mbkKWAm0la6hg8DMcv0kcCYz15Xz46U+j6rTqC48IjNHqMIngCXA5sxcCySwITOPAR8ycxfQAwxn5hpgC3D2D7+vJEnSXzNAkiRJzeYNsHiSeifVnCKoghyoOo8eAmTmK+B1qS8DDkVEP1XH0txSH8rMr402EBHtwNi8pbfAlYi4DCynmsk03jJgU1nrFtAaEXMarSFJkjSVDJAkSVKz6QPWR8SKsUJE9ADvMvNFKf0ox0GqLiQiYj6wYFz9QOka6gVuTvhcI/uB6xExCzgKbKXqNBrh16tsY8dB4FpZayNwA/j4m+tIkiRNCWcgSZKkppKZnyKiCzhdOnlagSfAtknu7YuI1RExALwEhsulfcD5iGgDZlDNKWrkbkR8p5qV9Lg84xvwAHgEfKYKhuaX+59GxFVgO3ApIu4D7cC5zPzdoEqSJGlKtIyOjv7rPUiSJEmSJOk/5itskiRJkiRJqmWAJEmSJEmSpFoGSJIkSZIkSaplgCRJkiRJkqRaBkiSJEmSJEmqZYAkSZIkSZKkWgZIkiRJkiRJqmWAJEmSJEmSpFo/AXrzExkaiHEAAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Linear Trend\n", "# Prior Year\n", "# All Years\n", "\n", "# Seasonal Naive Method\n", "\n", "import matplotlib.dates as mdates \n", "\n", "furniture = df[df['Category'] == 'Furniture']\n", "furniture = furniture.set_index('Order Date')\n", "furniture = furniture['Sales'].resample('MS').sum()\n", "\n", "x = mdates.date2num(furniture['2014':'2016'].index)\n", "\n", "a = furniture['2014':'2016'].values\n", "z = np.polyfit(x, a, 1)\n", "p = np.poly1d(z)\n", "#plt.plot(x, p(x))\n", "\n", "trend = pd.Series(index=furniture['2014':'2016'].index, data=p(x))\n", "\n", "\n", "\n", "# Prediction \n", "index = pd.date_range(start='01-01-2017', periods=12, freq='MS')\n", "\n", "x = mdates.date2num(index)\n", "pred = pd.Series(data=p(x), index=index)\n", "\n", "title = 'Prediction Using Full Trend | RMSE={:,.0f}'.format(rmse(furniture['2017'], pred))\n", "\n", "fig, ax = plt.subplots(figsize=(20,8))\n", "ax.set_title(title, fontsize=25)\n", "\n", "furniture.plot(ax=ax, label='Furniture Sales')\n", "trend.plot(ax=ax, label='Trend')\n", "pred.plot(linestyle='--', color='#B73844', linewidth=3, ax=ax, label='Full Trend Forecast')\n", "ax.legend(fontsize=15)\n", "fig.savefig('img_full_trend_forecast.png')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Trend on Monthly Mean\n", "\n", "furniture = df[df['Category'] == 'Furniture']\n", "furniture = furniture.set_index('Order Date')\n", "furniture = furniture['Sales'].resample('MS').sum()\n", "\n", "pred_sales = furniture.values[-1]\n", "\n", "furniture = pd.DataFrame(furniture)\n", "furniture['Month'] = furniture.index.month\n", "furniture.head()\n", "s = furniture.groupby('Month')['Sales'].mean()\n", "\n", "x = s.index\n", "y = s.values\n", "f = np.polyfit(x,y,1)\n", "p = np.poly1d(f)\n", "\n", "pred = pd.Series(data = p(x), index = pd.date_range(start='01-01-2017', periods=12, freq='MS'))\n", "\n", "title = 'Prediction Using Trend on Monthly Mean | RMSE={:,.0f}'.format(rmse(furniture['2017']['Sales'], pred))\n", " \n", "fig, ax = plt.subplots(figsize=(20,8))\n", "ax.set_title(title, fontsize=25)\n", "\n", "furniture.plot(ax=ax, label='Furniture Sales')\n", "pred.plot(linestyle='--', color='#B73844', linewidth=3, ax=ax, label='Linear Trend on Monthly Mean')\n", "ax.legend(fontsize=15)\n", "fig.savefig('img_mean_monthly_linear_trend_forecast.png')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Polynomial Trend Forecast\n", "# Prior Year\n", "# All Years\n", "\n", "# Seasonal Naive Method\n", "\n", "import matplotlib.dates as mdates \n", "\n", "furniture = df[df['Category'] == 'Furniture']\n", "furniture = furniture.set_index('Order Date')\n", "furniture = furniture['Sales'].resample('MS').sum()\n", "\n", "x = mdates.date2num(furniture.index)\n", "\n", "a = furniture.values\n", "z = np.polyfit(x, a, 5)\n", "p = np.poly1d(z)\n", "\n", "trend = pd.Series(index=furniture.index, data=p(x))\n", "\n", "# Prediction \n", "index = pd.date_range(start='01-01-2017', periods=12, freq='MS')\n", "\n", "x = mdates.date2num(index)\n", "pred = pd.Series(data=p(x), index=index)\n", "\n", "title = 'Prediction Using Polynomial Trend | RMSE={:,.0f}'.format(rmse(furniture['2017'], pred))\n", "\n", "fig, ax = plt.subplots(figsize=(20,8))\n", "ax.set_title(title, fontsize=25)\n", "\n", "furniture.plot(ax=ax, label='Furniture Sales')\n", "pred.plot(linestyle='--', color='#B73844', linewidth=3, ax=ax, label='Mean Monthly Polynomial Trend')\n", "ax.legend(fontsize=15)\n", "fig.savefig('img_mean_monthly_polynomial_trend_forecast.png')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Seasonal Naive Method\n", "\n", "furniture = df[df['Category'] == 'Furniture']\n", "furniture = furniture.set_index('Order Date')\n", "furniture = furniture['Sales'].resample('MS').sum()\n", "\n", "pred_sales = furniture.values[-1]\n", "\n", "pred = pd.Series(index = pd.date_range(start='01-01-2017', periods=12, freq='MS'))\n", "\n", "\n", "furniture = pd.DataFrame(furniture)\n", "furniture['Month'] = furniture.index.month\n", "furniture.head()\n", "s = furniture.groupby('Month')['Sales'].mean()\n", "s.index = pred.index\n", "\n", "for k, i in pred.iteritems():\n", " pred[k] = s[k]\n", "\n", "title = 'Prediction Using the Seasonal Naive Method | RMSE={:,.0f}'.format(rmse(furniture['2017']['Sales'], pred))\n", " \n", "fig, ax = plt.subplots(figsize=(20,8))\n", "ax.set_title(title, fontsize=25)\n", "\n", "furniture.plot(ax=ax, label='Furniture Sales')\n", "#pred.plot(style='b--', ax=ax, label='Naive Seasonal Forecast')\n", "pred.plot(linestyle='--', color='#B73844', linewidth=3, ax=ax, label='Seasonal Naive Forecast')\n", "ax.legend(fontsize=15)\n", "fig.savefig('img_seasonal_naive_forecast.png')\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ARIMA Model\n", "\n", "furniture = df[df['Category'] == 'Furniture']\n", "furniture = furniture.set_index('Order Date')\n", "furniture = furniture['Sales'].resample('MS').sum()\n", "\n", "fit1 = sm.tsa.statespace.SARIMAX(furniture, \n", " order=(1, 1, 1),\n", " seasonal_order=(1,1,0,12), \n", " enforce_stationarity=False,\n", " enforce_invertibility=False).fit()\n", "\n", "index = pd.date_range(start='2018', periods=12, freq='MS')\n", "\n", "\n", "pred = fit1.predict(start='2017-01-01', end='2017-12-01', dynamic=True)\n", "\n", "title = 'Prediction Using ARIMA | RMSE={:,.0f}'.format(rmse(furniture['2017'], pred))\n", " \n", "fig, ax = plt.subplots(figsize=(20,8))\n", "ax.set_title(title, fontsize=25)\n", "\n", "furniture.plot(ax=ax, label='Furniture Sales')\n", "pred.plot(style='b--', ax=ax, label='ARIMA Forecast')\n", "pred.plot(linestyle='--', color='#B73844', linewidth=3, ax=ax, label='ARIMA Forecast')\n", "ax.legend(fontsize=15)\n", "fig.savefig('img_arima_forecast.png')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Holt Winters\n", "from statsmodels.tsa.holtwinters import ExponentialSmoothing\n", "from statsmodels.tsa.api import Holt, SimpleExpSmoothing\n", "\n", "furniture = df[df['Category'] == 'Furniture']\n", "furniture = furniture.set_index('Order Date')\n", "furniture = furniture['Sales'].resample('MS').sum()\n", "\n", "fit2 = Holt(np.asarray(furniture)).fit(smoothing_level = 0.3,smoothing_slope = 0.1)\n", "\n", "#plt.plot(fit2.forecast(10))\n", "\n", "fit1 = ExponentialSmoothing(furniture ,seasonal_periods=12 ,trend='add', seasonal='add',).fit()\n", "\n", "index = pd.date_range(start='2017', periods=12, freq='MS')\n", "data = fit1.forecast(12).values\n", "pred = pd.Series(index=index, data=data)\n", "\n", "\n", "\n", "furniture = df[df['Category'] == 'Furniture']\n", "furniture = furniture.set_index('Order Date')\n", "furniture = furniture['Sales'].resample('MS').sum()\n", "\n", "\n", "title = 'Prediction Using Holt Winters | RMSE={:,.0f}'.format(rmse(furniture['2017'], pred))\n", " \n", "fig, ax = plt.subplots(figsize=(20,8))\n", "ax.set_title(title, fontsize=25)\n", "\n", "furniture.plot(ax=ax, label='Furniture Sales')\n", "#pred.plot(style='b--', ax=ax, label='Holt Winters Prediction')\n", "pred.plot(linestyle='--', color='#B73844', linewidth=3, ax=ax, label='Holt Winters Prediction')\n", "ax.legend(fontsize=15)\n", "fig.savefig('img_holt_winters_forecast.png')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ARIMA(0, 0, 0)x(0, 0, 0, 12)12 - AIC:1056.7150862281565\n", "ARIMA(0, 0, 0)x(0, 0, 1, 12)12 - AIC:1466.9610577217322\n", "ARIMA(0, 0, 0)x(0, 1, 0, 12)12 - AIC:691.3931482484253\n", "ARIMA(0, 0, 0)x(1, 0, 0, 12)12 - AIC:711.2492842040824\n", "ARIMA(0, 0, 0)x(1, 0, 1, 12)12 - AIC:1574.711856308896\n", "ARIMA(0, 0, 0)x(1, 1, 0, 12)12 - AIC:475.92673489624383\n", "ARIMA(0, 0, 1)x(0, 0, 0, 12)12 - AIC:1015.7594088766147\n", "ARIMA(0, 0, 1)x(0, 0, 1, 12)12 - AIC:5357.395646255874\n", "ARIMA(0, 0, 1)x(0, 1, 0, 12)12 - AIC:674.6304760632347\n", "ARIMA(0, 0, 1)x(1, 0, 0, 12)12 - AIC:779.6594254270542\n", "ARIMA(0, 0, 1)x(1, 0, 1, 12)12 - AIC:15355827.6267757\n", "ARIMA(0, 0, 1)x(1, 1, 0, 12)12 - AIC:476.78163414148753\n", "ARIMA(0, 1, 0)x(0, 0, 0, 12)12 - AIC:984.8655318416035\n", "ARIMA(0, 1, 0)x(0, 0, 1, 12)12 - AIC:1253.9681302367949\n", "ARIMA(0, 1, 0)x(0, 1, 0, 12)12 - AIC:695.1954904555535\n", "ARIMA(0, 1, 0)x(1, 0, 0, 12)12 - AIC:714.9998830715462\n", "ARIMA(0, 1, 0)x(1, 0, 1, 12)12 - AIC:1267.45140823629\n", "ARIMA(0, 1, 0)x(1, 1, 0, 12)12 - AIC:465.69545058897455\n", "ARIMA(0, 1, 1)x(0, 0, 0, 12)12 - AIC:951.7793999338526\n", "ARIMA(0, 1, 1)x(0, 0, 1, 12)12 - AIC:4015.112931295994\n", "ARIMA(0, 1, 1)x(0, 1, 0, 12)12 - AIC:661.9233286800262\n", "ARIMA(0, 1, 1)x(1, 0, 0, 12)12 - AIC:722.8537157562655\n", "ARIMA(0, 1, 1)x(1, 0, 1, 12)12 - AIC:3221.7610170644243\n", "ARIMA(0, 1, 1)x(1, 1, 0, 12)12 - AIC:456.76590120880064\n", "ARIMA(1, 0, 0)x(0, 0, 0, 12)12 - AIC:1004.4816979471111\n", "ARIMA(1, 0, 0)x(0, 0, 1, 12)12 - AIC:4029.1127005853123\n", "ARIMA(1, 0, 0)x(0, 1, 0, 12)12 - AIC:693.3745609205154\n", "ARIMA(1, 0, 0)x(1, 0, 0, 12)12 - AIC:692.6310815982955\n", "ARIMA(1, 0, 0)x(1, 0, 1, 12)12 - AIC:1288.972370746136\n", "ARIMA(1, 0, 0)x(1, 1, 0, 12)12 - AIC:457.45737142990026\n", "ARIMA(1, 0, 1)x(0, 0, 0, 12)12 - AIC:972.0249334783354\n", "ARIMA(1, 0, 1)x(0, 0, 1, 12)12 - AIC:4798.32673308274\n", "ARIMA(1, 0, 1)x(0, 1, 0, 12)12 - AIC:676.2929443169887\n", "ARIMA(1, 0, 1)x(1, 0, 0, 12)12 - AIC:691.5147186644808\n", "ARIMA(1, 0, 1)x(1, 0, 1, 12)12 - AIC:10571.79663733227\n", "ARIMA(1, 0, 1)x(1, 1, 0, 12)12 - AIC:461.25506448673417\n", "ARIMA(1, 1, 0)x(0, 0, 0, 12)12 - AIC:978.8821919709102\n", "ARIMA(1, 1, 0)x(0, 0, 1, 12)12 - AIC:3509.0974019614832\n", "ARIMA(1, 1, 0)x(0, 1, 0, 12)12 - AIC:688.968184582855\n", "ARIMA(1, 1, 0)x(1, 0, 0, 12)12 - AIC:689.4352318768509\n", "ARIMA(1, 1, 0)x(1, 0, 1, 12)12 - AIC:3196.3304722598277\n", "ARIMA(1, 1, 0)x(1, 1, 0, 12)12 - AIC:444.1590804588896\n", "ARIMA(1, 1, 1)x(0, 0, 0, 12)12 - AIC:951.9842334429748\n", "ARIMA(1, 1, 1)x(0, 0, 1, 12)12 - AIC:3423.773416614111\n", "ARIMA(1, 1, 1)x(0, 1, 0, 12)12 - AIC:663.7583996681227\n", "ARIMA(1, 1, 1)x(1, 0, 0, 12)12 - AIC:703.625451657872\n", "ARIMA(1, 1, 1)x(1, 0, 1, 12)12 - AIC:15985172.835145904\n", "ARIMA(1, 1, 1)x(1, 1, 0, 12)12 - AIC:439.17230991499673\n" ] } ], "source": [ "# Tune Arima\n", "\n", "from itertools import product\n", "\n", "p = d = q = range(0,2)\n", "pdq = list(product(p,d,q))\n", "seasonal_pdq = [(x[0], x[1], x[2], 12) for x in list(product(p,d,q))]\n", "\n", "for p1 in pdq:\n", " for p2 in seasonal_pdq:\n", " try:\n", " mod = sm.tsa.statespace.SARIMAX(furniture,\n", " order=p1,\n", " seasonal_order=p2,\n", " enforce_stationarity=False,\n", " enforce_invertibility=False)\n", " results = mod.fit()\n", " print('ARIMA{}x{}12 - AIC:{}'.format(p1, p2, results.aic))\n", " \n", " except:\n", " continue\n", " " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Decompose a timeseries\n", "decomposition = sm.tsa.seasonal_decompose(furniture, model='additive')\n", "fig = decomposition.plot()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 2 }