{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualizing Quantities\n", "\n", "![visualizing quantities](../images/data_visualization/visualizing_quantities.png)\n", "\n", "\n", "In this lesson you will explore how to use one of the many available Python libraries to learn how to create interesting visualizations all around the concept of quantity. Using a cleaned dataset about the birds of Minnesota, you can learn many interesting facts about local wildlife.\n", "\n", "## Observe wingspan with Matplotlib\n", "\n", "An excellent library to create both simple and sophisticated plots and charts of various kinds is Matplotlib. In general terms, the process of plotting data using these libraries includes identifying the parts of your dataframe that you want to target, performing any transforms on that data necessary, assigning its x and y axis values, deciding what kind of plot to show, and then showing the plot. Matplotlib offers a large variety of visualizations, but for this lesson, let's focus on the ones most appropriate for visualizing quantity: line charts, scatterplots, and bar plots.\n", "\n", "✅ Use the best chart to suit your data's structure and the story you want to tell.\n", "\n", "* To analyze trends over time: line\n", "* To compare values: bar, column, pie, scatterplot\n", "* To show how parts relate to a whole: pie\n", "* To show distribution of data: scatterplot, bar\n", "* To show trends: line, column\n", "* To show relationships between values: line, scatterplot, bubble\n", "\n", "If you have a dataset and need to discover how much of a given item is included, one of the first tasks you have at hand will be to inspect its values.\n", "\n", "✅ There are very good 'cheat sheets' available for Matplotlib here.\n", "\n", "## Build a line plot about bird wingspan values\n", "\n", "> Note: the data is stored in the root of this repo in the `/data` folder." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameScientificNameCategoryOrderFamilyGenusConservationStatusMinLengthMaxLengthMinBodyMassMaxBodyMassMinWingspanMaxWingspan
0Black-bellied whistling-duckDendrocygna autumnalisDucks/Geese/WaterfowlAnseriformesAnatidaeDendrocygnaLC47.056.0652.01020.076.094.0
1Fulvous whistling-duckDendrocygna bicolorDucks/Geese/WaterfowlAnseriformesAnatidaeDendrocygnaLC45.053.0712.01050.085.093.0
2Snow gooseAnser caerulescensDucks/Geese/WaterfowlAnseriformesAnatidaeAnserLC64.079.02050.04050.0135.0165.0
3Ross's gooseAnser rossiiDucks/Geese/WaterfowlAnseriformesAnatidaeAnserLC57.364.01066.01567.0113.0116.0
4Greater white-fronted gooseAnser albifronsDucks/Geese/WaterfowlAnseriformesAnatidaeAnserLC64.081.01930.03310.0130.0165.0
\n", "
" ], "text/plain": [ " Name ScientificName \\\n", "0 Black-bellied whistling-duck Dendrocygna autumnalis \n", "1 Fulvous whistling-duck Dendrocygna bicolor \n", "2 Snow goose Anser caerulescens \n", "3 Ross's goose Anser rossii \n", "4 Greater white-fronted goose Anser albifrons \n", "\n", " Category Order Family Genus \\\n", "0 Ducks/Geese/Waterfowl Anseriformes Anatidae Dendrocygna \n", "1 Ducks/Geese/Waterfowl Anseriformes Anatidae Dendrocygna \n", "2 Ducks/Geese/Waterfowl Anseriformes Anatidae Anser \n", "3 Ducks/Geese/Waterfowl Anseriformes Anatidae Anser \n", "4 Ducks/Geese/Waterfowl Anseriformes Anatidae Anser \n", "\n", " ConservationStatus MinLength MaxLength MinBodyMass MaxBodyMass \\\n", "0 LC 47.0 56.0 652.0 1020.0 \n", "1 LC 45.0 53.0 712.0 1050.0 \n", "2 LC 64.0 79.0 2050.0 4050.0 \n", "3 LC 57.3 64.0 1066.0 1567.0 \n", "4 LC 64.0 81.0 1930.0 3310.0 \n", "\n", " MinWingspan MaxWingspan \n", "0 76.0 94.0 \n", "1 85.0 93.0 \n", "2 135.0 165.0 \n", "3 113.0 116.0 \n", "4 130.0 165.0 " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "birds = pd.read_csv(\"../../data/birds.csv\")\n", "birds.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data is a mix of text and numbers.\n", "\n", "Let's start by plotting some of the numeric data using a basic line plot. Suppose you wanted a view of the maximum wingspan for these interesting birds." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "wingspan = birds[\"MaxWingspan\"]\n", "wingspan.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What do you notice immediately? There seems to be at least one outlier - that's quite a wingspan! A 2300 centimeter wingspan equals 23 meters - are there Pterodactyls roaming Minnesota? Let's investigate.\n", "\n", "While you could do a quick sort in Excel to find those outliers, which are probably typos, continue the visualization process by working from within the plot.\n", "\n", "Add labels to the x-axis to show what kind of birds are in question:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title(\"Max Wingspan in Centimeters\")\n", "plt.ylabel(\"Wingspan (CM)\")\n", "plt.xlabel(\"Birds\")\n", "plt.xticks(rotation=45)\n", "x = birds[\"Name\"]\n", "y = birds[\"MaxWingspan\"]\n", "\n", "plt.plot(x, y)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Even with the rotation of the labels set to 45 degrees, there are too many to read. Let's try a different strategy: label only those outliers and set the labels within the chart. You can use a scatter chart to make more room for the labeling:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title(\"Max Wingspan in Centimeters\")\n", "plt.ylabel(\"Wingspan (CM)\")\n", "plt.tick_params(axis=\"both\", which=\"both\", labelbottom=False, bottom=False)\n", "\n", "for i in range(len(birds)):\n", " x = birds[\"Name\"][i]\n", " y = birds[\"MaxWingspan\"][i]\n", " plt.plot(x, y, \"bo\")\n", " if birds[\"MaxWingspan\"][i] > 500:\n", " plt.text(x, y * (1 - 0.05), birds[\"Name\"][i], fontsize=12)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What's going on here? You used `tick_params` to hide the bottom labels and then created a loop over your birds dataset. Plotting the chart with small round blue dots by using `bo`, you checked for any bird with a maximum wingspan over 500 and displayed their label next to the dot if so. You offset the labels a little on the y axis (`y * (1 - 0.05)`) and used the bird name as a label." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Filter your data\n", "\n", "Both the Bald Eagle and the Prairie Falcon, while probably very large birds, appear to be mislabeled, with an extra 0 added to their maximum wingspan. It's unlikely that you'll meet a Bald Eagle with a 25 meter wingspan, but if so, please let us know! Let's create a new dataframe without those two outliers:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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1794dZ8+exfz58xEREeEUCAWicePGaN++Pd577z2cPXvWfv2mTZuq9V6cOHHC6e+IiAhcffXVAFBtCvGCBQtw8eJF+99vvPEGKisrceuttwK41KPg2GNx4cIFzJ8/X4Nnpa/p06dDCIHhw4c7vWay77//3t7bMHToUNhsNjz33HPVtqusrMTp06dVP369evUAwK/7qpWRkQGr1YqcnJxqvUtCCKdjol69em6HdocOHYojR464Lex4/vx5nDt3zmc71Bx7RAB7dojsRowY4XObgQMHYtasWbjllluQmZmJkpISzJs3D61atcLOnTvt25WUlGDcuHHo3bs3JkyYAACYO3cu8vPzMXLkSGzZssXncJbcW7Nt27ZqazldccUVaNiwIbZt24YOHTp4HHbzxz/+8Q+kp6fjhhtuwIMPPohTp05h7ty5aN++vdPJ/C9/+QtOnjyJPn36IDU1FQcPHsTrr7+Ojh072osbyi5cuIC+ffti6NCh2Lt3L+bPn48bb7wRd9xxBwApeGvQoAFGjBiBiRMnwmKx4P333w94uCYYunfvjnnz5uGRRx5B27ZtMXz4cLRu3RpnzpxBQUEB/vOf/+D5558HICXbjhkzBjNmzMCOHTvQv39/1K5dG/v27cOyZcvw6quves0Xc6djx46wWq146aWXUFZWhqioKPTp0wdJSUmaP9eWLVvi+eefx9SpU3HgwAHceeediImJwf79+7Fy5UqMHj0af/3rXwEAnTt3xkcffYTHH38c1157LaKjo3H77bdj+PDhWLp0KcaOHYv8/HzccMMNsNls2LNnD5YuXYq1a9f6TLZXc+wRAWCdHaqZHKeee+Nu6vnbb78tWrduLaKiokTbtm3FwoULxfTp04XjxykjI0PExMSIAwcOON1XnurtWBPHm8aNGwsAYsGCBdVuu+OOOwQAMW7cuGq3eZp6/vLLL1fbFoCYPn2603UffvihaNu2rYiKihLt27cX//nPf8TgwYNF27Zt7dssX75c9O/fXyQlJYnIyEjRtGlTMWbMGFFUVGTfRn6dN23aJEaPHi0aNGggoqOjxX333SdOnDjh9Jhbt24V119/vbjssstE48aNxZNPPinWrl1bbVp1z549xVVXXeXzOXviaeq567EgT9N2N6Xbne+//15kZmaKxo0bi9q1a4sGDRqIvn37infffVfYbDanbRcsWCA6d+4sLrvsMhETEyM6dOggnnzySXH06FGndroee0JUn04uhBBvvfWWuPzyy4XVanVqs6ep58uWLXO6v6fXQD6uS0tLna5fsWKFuPHGG0W9evVEvXr1RNu2bcX48ePF3r177ducPXtWZGZmivr161crW3DhwgXx0ksviauuukpERUWJBg0aiM6dO4ucnByn0gwAxPjx46u9BkqOPSJHFiHC4KcTEYVcx44dkZiYqGq676JFi/Dggw/i22+/VTQ1nohID8zZISInFy9erLZWWEFBAX788UenpQeIiMIFc3aIyMmRI0fQr18/3H///WjcuDH27NmDN998E8nJyRg7dmyom0dEpBqDHSJy0qBBA3Tu3Bn//ve/UVpainr16mHgwIF48cUXkZCQEOrmERGpxpwdIiIiMjXm7BAREZGpMdghIiIiU2PODqS1Wo4ePYqYmJigll4nIiIi/wkhcObMGTRu3NhroVYGOwCOHj3qc00bIiIiMqbCwkKkpqZ6vJ3BDoCYmBgA0osVGxsb4tYQERGREuXl5UhLS7Ofxz1hsINLq/PGxsYy2CEiIgozvlJQmKBMREREpsZgh4iIiEyNwQ4RERGZGoMdIiIiMjUGO0RERGRqDHaIiIjI1BjsEBERkakx2CEiIiJTY7BDREREpsYKykQUEJsN2LwZKCoCUlKAHj0AqzXUrSIiuiSkPTtvvPEGrr76avsyDd26dcOaNWvst//5558YP348EhISEB0djcGDB+PYsWNO+zh06BAGDhyIunXrIikpCZMnT0ZlZWWwnwpRjZSXBzRvDvTuDWRmSv82by5dT0RkFCENdlJTU/Hiiy/i+++/x3fffYc+ffogPT0du3fvBgA89thj+OSTT7Bs2TJs2rQJR48eRUZGhv3+NpsNAwcOxIULF/Dll1/i3XffxaJFizBt2rRQPSWiGiMvDxgyBDh82Pn6I0ek6xnwEJFRWIQQItSNcBQfH4+XX34ZQ4YMQWJiInJzczFkyBAAwJ49e3DllVdi27ZtuP7667FmzRoMGjQIR48eRaNGjQAAb775JqZMmYLS0lJERkYqeszy8nLExcWhrKyMC4ESKWCzST04roGOzGIBUlOB/fs5pEVE+lF6/jZMgrLNZsOHH36Ic+fOoVu3bvj+++9x8eJF9OvXz75N27Zt0bRpU2zbtg0AsG3bNnTo0MEe6ADAgAEDUF5ebu8dcqeiogLl5eVOFyJSbvNmz4EOAAgBFBZK2xERhVrIg51du3YhOjoaUVFRGDt2LFauXIl27dqhuLgYkZGRqF+/vtP2jRo1QnFxMQCguLjYKdCRb5dv82TGjBmIi4uzX9LS0rR9UkQmV1Sk7XZERHoKebDTpk0b7NixA19//TXGjRuHESNG4Oeff9b1MadOnYqysjL7pbCwUNfHIzKblBRttyMi0lPIp55HRkaiVatWAIDOnTvj22+/xauvvophw4bhwoULOH36tFPvzrFjx5CcnAwASE5OxjfffOO0P3m2lryNO1FRUYiKitL4mRDVHD16SDk5R45IQ1au5JydHj2C3zYiIlch79lxVVVVhYqKCnTu3Bm1a9fGhg0b7Lft3bsXhw4dQrdu3QAA3bp1w65du1BSUmLfZt26dYiNjUW7du2C3naimsJqBV59Vfq/xeJ8m/z3nDlMTiYiYwhpz87UqVNx6623omnTpjhz5gxyc3NRUFCAtWvXIi4uDg8//DAef/xxxMfHIzY2Fo8++ii6deuG66+/HgDQv39/tGvXDsOHD8fMmTNRXFyM7OxsjB8/nj03RDrLyACWLwcmTXJOVk5NlQIdhyoRREQhFdJgp6SkBA888ACKiooQFxeHq6++GmvXrsXNN98MAJg9ezYiIiIwePBgVFRUYMCAAZg/f779/larFatXr8a4cePQrVs31KtXDyNGjMCzzz4bqqdEVKNkZADp6aygTETGZrg6O6HAOjtEREThJ+zq7BARERHpgcEOERERmRqDHSIiIjI1BjtERERkagx2iIiIyNQY7BAREZGpMdghIiIiU2OwQ0RERKbGYIeIiIhMjcEOERERmRqDHSIiIjI1BjtERERkagx2iIiIyNQY7BAREZGpMdghIiIiU2OwQ0RERKbGYIeIiIhMjcEOERERmRqDHSIiIjI1BjtERERkagx2iIiIyNQY7BAREZGpMdghIiIiU2OwQ0RERKbGYIeIiIhMjcEOERERmRqDHSIiIjI1BjtERERkagx2iIiIyNQY7BAREZGpMdghIiIiU2OwQ0RERKbGYIeIiIhMjcEOERERmRqDHSIiIjI1BjtERERkagx2iIiIyNQY7BAREZGpMdghIiIiU2OwQ0RERKbGYIeIiIhMjcEOERERmRqDHSIiIjI1BjtERERkagx2iIiIyNQY7BAREZGp1Qp1A2oymw3YvBkoKgJSUoAePQCrNdStIiIiMpeQ9uzMmDED1157LWJiYpCUlIQ777wTe/fuddqmV69esFgsTpexY8c6bXPo0CEMHDgQdevWRVJSEiZPnozKyspgPhXV8vKA5s2B3r2BzEzp3+bNpeuJiIhIOyENdjZt2oTx48fjq6++wrp163Dx4kX0798f586dc9pu1KhRKCoqsl9mzpxpv81ms2HgwIG4cOECvvzyS7z77rtYtGgRpk2bFuyno1heHjBkCHD4sPP1R45I1zPgISIi0o5FCCFC3QhZaWkpkpKSsGnTJtx0000ApJ6djh07Ys6cOW7vs2bNGgwaNAhHjx5Fo0aNAABvvvkmpkyZgtLSUkRGRvp83PLycsTFxaGsrAyxsbGaPR93bDapB8c10JFZLEBqKrB/P4e0iIiIvFF6/jZUgnJZWRkAID4+3un6xYsXo2HDhmjfvj2mTp2KP/74w37btm3b0KFDB3ugAwADBgxAeXk5du/e7fZxKioqUF5e7nQJls2bPQc6ACAEUFgobUdERESBM0yCclVVFbKysnDDDTegffv29uszMzPRrFkzNG7cGDt37sSUKVOwd+9e5P1vrKe4uNgp0AFg/7u4uNjtY82YMQM5OTk6PRPvioq03Y6IiIi8M0ywM378ePz000/YsmWL0/WjR4+2/79Dhw5ISUlB37598fvvv6Nly5Z+PdbUqVPx+OOP2/8uLy9HWlqafw1XKSVF2+2IiIjIO0MMY02YMAGrV69Gfn4+UlNTvW7btWtXAMBvv/0GAEhOTsaxY8ectpH/Tk5OdruPqKgoxMbGOl2CpUcPKSfHYnF/u8UCpKVJ2xEZlc0GFBQAS5ZI/9psoW4REZFnIQ12hBCYMGECVq5ciY0bN6JFixY+77Njxw4AQMr/uj66deuGXbt2oaSkxL7NunXrEBsbi3bt2unS7kBYrcCrr0r/dw145L/nzGFyMhkXyyYQUbgJabAzfvx4fPDBB8jNzUVMTAyKi4tRXFyM8+fPAwB+//13PPfcc/j+++9x4MAB/Oc//8EDDzyAm266CVdffTUAoH///mjXrh2GDx+OH3/8EWvXrkV2djbGjx+PqKioUD49jzIygOXLgSZNnK9PTZWuz8gITbuIfGHZBCIKRyGdem7xMJazcOFCjBw5EoWFhbj//vvx008/4dy5c0hLS8Ndd92F7Oxsp6GngwcPYty4cSgoKEC9evUwYsQIvPjii6hVS1lKUjCnnjtiBWUKJyybQERGo/T8bag6O6ESimCHgQ6Fm4ICacjKl/x8oFcvvVtDRKT8/G2Y2Vg1SV4eMGmS8y/k1FQpl4dDWGRULJtAROHKELOxahLmPFC4YtkEIgpXDHaCyGaTenTcDRzK12VlcRovGRPLJhBRuGKwE0RcKoLCGcsmEFG4YrATRMx5oHDHsglEFI6YoBxEzHkgM8jIANLTOZuQiMIHg50gknMejhxxn7cj1ylhzgMZndWq//RylmcgIq1wGCuImPNApAyXpCAiLTHYCTLmPBB5x/IMRKQ1VlAGKygTGQWXpCAiNVhB2eCCkfNAFG7UlGfg54eIlGKwQ6bF3rPww/IMRKQHBjtkSlx/LDyxPAMR6YEJymQ6THANPptNWhV9yRLpX3+XPOGSFESkBwY7ZCpcfyz4tJwmzvIMRKQHBjtkKlx/LLj06EVjeQYi0hpzdshUmOAaPL560SwWqRctPV19TwyXpCAiLTHYIVNhgmvw6D1NnOUZiEgrHMYiU2GCa/CwF42IwgWDHTIVJrgGD3vRiChcMNgh02GCa3CwF42IwgVzdsiUmOCqP7kXbcgQKbBxTFRmLxoRGQmDHTItJrjqT+5Fc1etes4c9qIRkTEw2CGigLAXjYiMjsEOEQWMvWhEZGRMUCYiIiJTY7BDREREpsZgh4iIiEyNwQ4RERGZGoMdIiIiMjUGO0RERGRqDHaIiIjI1BjsEBERkamxqGCI2WysPEtERKQnBjshlJfnfk2hV1/lmkJERERa4TBWiOTlSatFOwY6AHDkiHR9Xl5o2kVERGQ2DHZCwGaTenSEqH6bfF1WlrQdERERBYbBTghs3ly9R8eREEBhobQdERERBYbBTggUFWm7HREREXnGYCcEUlK03Y6IiIg8Y7ATAj16SLOuLBb3t1ssQFqatB0REREFhsFOCFit0vRyoHrAI/89Zw7r7RAREWmBwU6IZGQAy5cDTZo4X5+aKl3POjtERETaYFHBEMrIANLTWUGZiIhITwx2QsxqBXr1CnUriIiIzIvBDhFpiuu9EZHRMNghU+IJNzS43hsRGVFIE5RnzJiBa6+9FjExMUhKSsKdd96JvXv3Om3z559/Yvz48UhISEB0dDQGDx6MY8eOOW1z6NAhDBw4EHXr1kVSUhImT56MysrKYD4VMpC8PKB5c6B3byAzU/q3eXOuN6Y3rvdGREYV0mBn06ZNGD9+PL766iusW7cOFy9eRP/+/XHu3Dn7No899hg++eQTLFu2DJs2bcLRo0eR4fAT0WazYeDAgbhw4QK+/PJLvPvuu1i0aBGmTZsWiqdEIcYTbmhwvTciMjKLEO6+nkKjtLQUSUlJ2LRpE2666SaUlZUhMTERubm5GDJkCABgz549uPLKK7Ft2zZcf/31WLNmDQYNGoSjR4+iUaNGAIA333wTU6ZMQWlpKSIjI30+bnl5OeLi4lBWVobY2FhdnyPpx2aTenA8rTtmsUhDKvv3c0hLawUFUg+aL/n5TMgnIu0oPX8bqs5OWVkZACA+Ph4A8P333+PixYvo16+ffZu2bduiadOm2LZtGwBg27Zt6NChgz3QAYABAwagvLwcu3fvdvs4FRUVKC8vd7pQ+OMCq6HD9d6IyMgME+xUVVUhKysLN9xwA9q3bw8AKC4uRmRkJOrXr++0baNGjVBcXGzfxjHQkW+Xb3NnxowZiIuLs1/S0tI0fjYUCjzhhg7XeyMiI/Mr2Ll48SIKCwuxd+9enDx5UpOGjB8/Hj/99BM+/PBDTfbnzdSpU1FWVma/FBYW6v6YpD+ecEOH670RkZEpDnbOnDmDN954Az179kRsbCyaN2+OK6+8EomJiWjWrBlGjRqFb7/91q9GTJgwAatXr0Z+fj5SU1Pt1ycnJ+PChQs4ffq00/bHjh1DcnKyfRvX2Vny3/I2rqKiohAbG+t0ofDHE27ocL03IjIyRcHOrFmz0Lx5cyxcuBD9+vXDxx9/jB07duDXX3/Ftm3bMH36dFRWVqJ///645ZZbsG/fPkUPLoTAhAkTsHLlSmzcuBEtWrRwur1z586oXbs2NmzYYL9u7969OHToELp16wYA6NatG3bt2oWSkhL7NuvWrUNsbCzatWunqB1kDjzhhhbXeyMio1I0G+vee+9FdnY2rrrqKq/bVVRUYOHChYiMjMRDDz3k88EfeeQR5ObmYtWqVWjTpo39+ri4OFx22WUAgHHjxuHTTz/FokWLEBsbi0cffRQA8OWXXwKQpp537NgRjRs3xsyZM1FcXIzhw4fjL3/5C/7xj3/4bAPA2Vhm466wXVqaFOjwhKs/FnQkomBRev4O6dRzi4fxhoULF2LkyJEApKKCTzzxBJYsWYKKigoMGDAA8+fPdxqiOnjwIMaNG4eCggLUq1cPI0aMwIsvvohatZQViGawYz484RIRmV9YBDtGwWCHiIgo/Cg9fyteG0vJsBQAvPPOO0p3SURERKQ7xcHOokWL0KxZM3Tq1AnsDCIiIqJwoTjYGTduHJYsWYL9+/fjwQcfxP3332+vdExERERkVIrr7MybNw9FRUV48skn8cknnyAtLQ1Dhw7F2rVr2dNDREREhuV3gvLBgwexaNEivPfee6isrMTu3bsRHR2tdfuCggnKRERE4UfzBGVXERERsFgsEELAZrP5u5saidOiiYiIgkfV2lgVFRVYsmQJbr75ZlxxxRXYtWsX5s6di0OHDoVtr06w5eUBzZsDvXsDmZnSv82bS9cTERGR9hT37DzyyCP48MMPkZaWhoceeghLlixBw4YN9Wyb6eTlAUOGAK4Dh0eOSNezpD7VZOzxJCK9KM7ZiYiIQNOmTdGpUyePlY8BIC8MuyiCkbNjs0k9OI5LGDiyWKQ1hPbv5xc81TzulvhITZXWOuMPACLyRPOcnQceeMBrkEPebd7sOdABpN6ewkJpu169gtYsopBjjycR6U1VUUHyX1GRttsRmYHNJvXouOtfFkLq8czKAtLT2eNJRP5TnKBss9mwc+dOnD9/vtptf/zxB3bu3ImqqipNG2cmKSnabkcUKjYbUFAALFki/RvIZEw1PZ5ERP5SHOy8//77eOihhxAZGVnttsjISDz00EPIzc3VtHFm0qOHlIPgaSTQYgHS0qTtiIxK69mE7PEkomBQHOy8/fbb+Otf/wqrm77kWrVq4cknn8SCBQs0bZyZWK1SsiVQPeCR/54zh131ZFxybo1rT4ycW+NPwKO0J3PfPvX7JiKSKQ529u7di+uvv97j7ddeey1++eUXTRplVhkZUrJlkybO16emMgmTjM1Xbg0g5daoHdLq0aP658Gdt94KbLiMiGo2xcHOuXPnUF5e7vH2M2fO4I8//tCkUWaWkQEcOADk5wO5udK/+/cz0CFj0yu3xmoFRo/2vd3hw8zbISL/KZ6N1bp1a3z55Ze4+uqr3d6+ZcsWtG7dWrOGmZnVyunlFF70zK1R+rXBvB0i8pfinp3MzExkZ2dj586d1W778ccfMW3aNGRmZmraOCIyBj1nE3KmIhHpTXEF5YsXL6J///7YsmUL+vXrh7Zt2wIA9uzZg/Xr1+OGG27AunXrULt2bV0brAeuek7knVwB/MgR93k7gVQA13PfRGRuSs/fint2ateujc8//xwvvPACioqKsGDBAvzrX/9CUVERXnjhBXz++edhGegQkW96zibkTEUi0pvinh0zY88OkTLu1rBKS5OCkUCT7PXcNxGZk9Lzt6JgRwhh6nWxGOwQKafn6uRc+ZyI1NB0IdCrrroK06ZNQ0ZGhtsKyrJ9+/Zh1qxZaNasGZ566in1rSYiw9NzNiFnKhKRHhQFO6+//jqmTJmCRx55BDfffDO6dOmCxo0bo06dOjh16hR+/vlnbNmyBbt378aECRMwbtw4vdtNRH6Q17UqKJD+7tVLumjde8IeGiIyElU5O1u2bMFHH32EzZs34+DBgzh//jwaNmyITp06YcCAAbjvvvvQoEEDPdurCw5jUU2QlycV8Dtxwvn6hARgwQLt8mLc5d6kpkpJyMy9ISItaZqzY3YMdsjs8vKAwYO9b7NihTZJxkOGVJ9CLqf8cVkUItISgx0VGOyQmdlsQLNmUh0bb1JTpaVM/B1ukuvleFpWwlu9HA57EZE/NK+zQ0ThafNm34EOEPj6U/6un5WXJwVJvXsDmZnSv82b+7eKOhGRO4rXxiL/yL9YjxwBSkuBxERplWf+cqVgUbOmVCDrT/mzfpanYa8jR6TrAxn2Ym8REckY7OjIXaKmjAmbFCxq1pQKZP0ptWtc2WzS58PdQLoQ0rBXVhaQnq4+SGGSNBE54jCWTuRfrJ669Q8flm5nVz3prUcPqTfRl9RUadtAHic1tfqSDzKLRaqILD+Gv8Nevnj67Mm9RfzMEdU8fvXsVFVV4bfffkNJSQmqqqqcbrvppps0aVg48/aL1ZW/v1yJlLJagdde8z0b69VXAzsO5TWuhgyRAhvH49/dGlf+DHv5omdvERGFL9XBzldffYXMzEwcPHgQrhO5LBYLbDabZo0LV75+scocf7myaizpKSNDmlqud52djAwpz8bdEJLrGldqh72UUNNbxM8cUc2hOtgZO3YsunTpgv/7v/9DSkqKqdfM8pfaJM9AkkKJlMrIkHo09K6gLD+Or+RgedjryBH3PTHyVHU1Q2t69BYRUfhTHezs27cPy5cvR6tWrfRojymoTfIMJCmUSA2rFejbV7qopWZ2k5I1rtQOeymhR2+RN5zxRRQeVCcod+3aFb/99psebTEN+RerL64Jm0RGpVctHHnYyzWBOjXVv2nnapOkA8H6QEThQ3UF5ZUrVyI7OxuTJ09Ghw4dULt2bafbr776ak0bGAx6VFD2VD/EkcXC8vlkfMFYAkLLHhK5vYD73iIt2stlMYiMQbflIiIiqncGWSwWCCHCNkFZr+UivNXZSUurnrBJZDSBLAERSu4+e1p95sL1NSEyI92CnYMHD3q9vVmzZmp2Zwh6ro3FCsoUzgoKpOEZX/LzjTe7Sa98mnB+TYjMRun5W3WCcjgGM6GkJFGTyKjCeXaTXp+9cH5NiGoqv5eL+Pnnn3Ho0CFcuHDB6fo77rgj4EYRUeC06NkI9uymcMDXhCj8qA52/vvf/+Kuu+7Crl277Lk6AOz1dsIxZ4fIbLRaG0qPWjjhjq8JUfhRPfV80qRJaNGiBUpKSlC3bl3s3r0bX3zxBbp06YICuVIZEYWMlmtDybVwgOrTuf2thaMHm03KpVmyRPr3wgXnv7X8DRYurwkRORAqJSQkiB9//FEIIURsbKzYs2ePEEKIDRs2iI4dO6rdnSGUlZUJAKKsrCzUTSEKSGWlEKmpQkh9DtUvFosQaWnSdmqsWFF9v2lp0vWh5q5tERHOf6emat9WI78mRDWF0vO36mEsm82GmJgYAEDDhg1x9OhRtGnTBs2aNcPevXs1DsWISA291oZSugREsHmqd+OyPrG9V0vL+jdGfU2IqDrVwU779u3x448/okWLFujatStmzpyJyMhILFiwAJdffrkebSQihfScKWS0mYXeVjh3pdeK50Z7TYjIPdXBTnZ2Ns6dOwcAePbZZzFo0CD06NEDCQkJ+OijjzRvIBEpp3QG0LFjUrAQzr0QvnqxXNWEFc+5VheRe6oTlAcMGICM//UDt2rVCnv27MHx48dRUlKCPn36qNrXF198gdtvvx2NGzeGxWLBxx9/7HT7yJEjYbFYnC633HKL0zYnT57Efffdh9jYWNSvXx8PP/wwzp49q/ZpEZmCr7WhZI89Fv7rOPlbx8as9W+4VheRZ6qDHUeFhYUoLCxEfHy8feq5GufOncM111yDefPmedzmlltuQVFRkf2yZMkSp9vvu+8+7N69G+vWrcPq1avxxRdfYPTo0arbQmQG8kwhJUM7hw+rn51lJP7WsTFj/RstZ+ARmZHq5SIqKyuRk5OD1157zd6DEh0djUcffRTTp0+vtjCo4oZYLFi5ciXuvPNO+3UjR47E6dOnq/X4yH755Re0a9cO3377Lbp06QIA+Oyzz3Dbbbfh8OHDaNy4saLH1nO5CKJgs9mApCTg5Enf2ypdx8mIwyM2G5CcDBw/rmx7s65ZxbW6qCZTev5W3bPz6KOPYsGCBZg5cya2b9+O7du3Y+bMmXj77bcxceLEgBrtTkFBAZKSktCmTRuMGzcOJ06csN+2bds21K9f3x7oAEC/fv0QERGBr7/+2uM+KyoqUF5e7nQhMovNm5UFOoBzHosnRh0esVqB+fOVbWvm+jdqZuAR1VSqg53c3FwsWrQIY8aMwdVXX42rr74aY8aMwdtvv43c3FxNG3fLLbfgvffew4YNG/DSSy9h06ZNuPXWW+1VmouLi5GUlOR0n1q1aiE+Ph7FxcUe9ztjxgzExcXZL2lpaZq2myiU/MlJ8XQfow+P3H03MHmy7+1SU7Wddm4kXKuLyDfVwU5UVBSaN29e7foWLVogMjJSizbZ3XPPPbjjjjvQoUMH3HnnnVi9ejW+/fbbgCs1T506FWVlZfZLYWGhNg0mMgB/clJ+/rl6pWFvU7vl67KytK1O7I+ZM4Fly4DEROfrExOl9uXnS0M4Zgx0AK7VRaSE6mBnwoQJeO6551BRUWG/rqKiAi+88AImTJigaeNcXX755WjYsCF+++03AEBycjJKSkqctqmsrMTJkyeRnJzscT9RUVGIjY11utAlrqX3Q30yI3V69ACaNFF3n+efrz48FU7DI0OGSD0X+flAbq70b1ERMHu2NM3cbENXjnzNwLNYgLQ0rtVFNZvqOjvbt2/Hhg0bkJqaimuuuQYA8OOPP+LChQvo27evfVo6AORp3Md9+PBhnDhxAin/+4nSrVs3nD59Gt9//z06d+4MANi4cSOqqqrQtWtXTR+7ptBqAUkKHasVeO01YPBg9fd1rDTs8HvGK6MMj9TUAn/yDLwhQ6TAxrEnzsy5SkRqqA526tevj8Eu36L+5rycPXvW3ksDAPv378eOHTsQHx+P+Ph45OTkYPDgwUhOTsbvv/+OJ598Eq1atcKAAQMAAFdeeSVuueUWjBo1Cm+++SYuXryICRMm4J577lE8E4su8VR6X49S+6SvjAxgxQpg9GjAIaffJ8dKwwsXKrtPuAyPGHFGmVYyMqTPp7sfKnPm8HNLpHrquZYKCgrQu3fvatePGDECb7zxBu68805s374dp0+fRuPGjdG/f38899xzaNSokX3bkydPYsKECfjkk08QERGBwYMH47XXXkN0dLTidnDqOaevmpU8JFlQIK0XFR8vzdT6xz9833f9emDkSCnYdfctYYRjQmkAU1N6LM0c0BG5o/T8rTrYOX/+PIQQqFu3LgDg4MGDWLlyJdq1a4f+/fsH1uoQYbAjnQzdxJ3V5OfXzKECM1myRJpC7ktuLhAVJfXqAe6HR0LZ26c0gPHUY2mE50BEgdGtzk56ejree+89AMDp06dx3XXX4Z///CfS09Pxxhtv+N9iCilOX6051MzekYdHXBOeQz2VW+mU+HCZUUZE+lId7Pzwww/o8b+0/uXLlyM5ORkHDx7Ee++9h9dee03zBlJwcPpqzaF29k5GBnDggPNMp1BO5VYTwITTjDIi0o/qBOU//vgDMTExAIDPP/8cGRkZiIiIwPXXX4+DBw9q3kAKDvkE6Cs/g9NX9RWMnAt/Zu8YaaaTmgCGPZZEBPjRs9OqVSt8/PHHKCwsxNq1a+15OiUlJTU238UM5BMgUP0XP6evBoeWyzL4qpVk1OEpJdQEMOyxJCLAj2Bn2rRp+Otf/4rmzZuja9eu6NatGwCpl6dTp06aN5CCJ5xPgOFOy2UZlAZNRhuecuQtWFMTwLDgHhEBfk49Ly4uRlFREa655hpEREjx0jfffIPY2Fi0bdtW80bqjbOxnHH6anBpOe3fDDOPfM2yWrYMGDrU+z7S0i69XvJrAhhvRhkRBUa3qedmxGCHQkmraf9mqJXkK1j76CPg8ce95+wAUkAkBzjyfl0DqLQ0FtwjCndKz9+qE5TvuusuWNz0CVssFtSpUwetWrVCZmYm2rRpo3bXRDWSVkm0ahJ3jZJs7MjXLCuLBRg/Higt9b2vhg2d/87IANLT2WNJVFOpztmJi4vDxo0b8cMPP8BiscBisWD79u3YuHEjKisr8dFHH+Gaa67B1q1b9WgvkelolUQbrjOP5PycZ57xHawpCXQA989RnlF2773mXxyUiJyp7tlJTk5GZmYm5s6da8/XqaqqwqRJkxATE4MPP/wQY8eOxZQpU7BlyxbNG0xkNlpN+w/HmUfuhpe0oOdzZE4bUfhRnbOTmJiIrVu34oorrnC6/tdff0X37t1x/Phx7Nq1Cz169MDp06e1bKtumLNDoaZFEq2cs2PktawcecrP8SUxETh+PDTPsaassUUULnRbLqKyshJ79uypdv2ePXtg+9/80Dp16rjN6yEi97SY9h9OtZK85ed4Ik8Tnz//0t+utwP6PUctywMQUXCpDnaGDx+Ohx9+GLNnz8aWLVuwZcsWzJ49Gw8//DAeeOABAMCmTZtw1VVXad5YIjPTou5NuNRK8pVM7coxkBkyJPjPkWtsEYU31cNYNpsNL774IubOnYtjx44BABo1aoRHH30UU6ZMgdVqxaFDhxAREYHU1FRdGq01DmOR2WiZV6JHjorSlddl7qaJBzN3RqvyAESkLd2mnlutVjz99NN4+umnUV5eDgDVHqBp06Zqd0tEGtJqLSu9clSUJhBnZwN9+7oPZIK5Xle4znQjIonqYMcRe0GIzMtTArGcoxLIkJHSGWjPPHMpyJF7co4ckaagJyZKQ1nBmA0VjjPdiOgS1Tk7x44dw/Dhw9G4cWPUqlULVqvV6UJE4U/vHBW1ydSO633dfz/w2GPSv4EslqoG19giCm+qe3ZGjhyJQ4cO4e9//ztSUlI464pIY4HkomiVxxKMasxyMrW7YTLH/BxfU9QPH/bd0xTo6yIHZ0OGSIGNu/IARpnpRkRuCJWio6PF9u3b1d7N0MrKygQAUVZWFuqmUA23YoUQqalCSKdT6ZKaKl2v531d5eY678fTJTdX/b5dVVYKkZ8v7Ss/X/rb8TbX5+TuYrEIkZbmfF+Zlq+Lu32lpfm3LyIKnNLzt+rZWO3atcPixYvRqVMnfaKvEOBsLDKCQFYs13q1c6Wzj2bPBho10m82lNJ2yFxnQ+mxCjwrKBMZh26rnn/++ef45z//iX/9619o3rx5oO00BAY7FGqBrFiux2rnvqoxA9K+HHN29KgkvHixlJujVG6utPYVYI5V4InIO90qKA8bNgwFBQVo2bIlYmJiEB8f73Qhz+QFD5cskf5lATKSqcmR0fK+nnhLIJa5Hr9aVxLOy5OSoNVwnA2lx+tCROFJdYLynDlzdGiG+XFNHfImkDouetWA8ZRA7NqjIxNCCoyysoD09MB6S9Sum+VusVTWxiEimepgZ8SIEXq0w9T0rFdC5qC0PktSktQr6JgvolcNGJsNiI8HXnzxUl2b0lJp2rcnWszS8mfdLKD6bKhg1cZhDg+R8SkKdsrLy+1jYXLVZE+Y8+LMV70SrX4JU3hTUmQvPh4YObJ67+CsWcoK9KmpAeOpJ1Jemd2XQHpL1K6b5W4pCUB54cJAauOwx5YoPCjK2WnQoAFKSkoAAPXr10eDBg2qXeTryRnzBkgJX0X2hABOnHC/4vawYZeScrVYCdzb6t5KR7E99ZYoyVtTGig98oj3xVL1XgWeq6AThQ9FPTsbN260Jx9v3LiRhQRVYN4AKeUpRyYh4VKw40ruHfzwQ2DpUmmIyfG+DRsC8+Yp72VQUjnZagWqqtT3lijtBVE6rHT33b6HypQWLlSLPbZE4UXx1PP9+/ejRYsWercnJPSces7Vkkmt5culXovSUnX3y88Hjh+vfl81wypq6tp4qiTsLgdNTb0bX9Pe/Z1Kr2VeDT/XRMag+dTzli1bokWLFnjooYfwwQcf4LCaQfUarLTU+5cq19QhR3l5wNCh6gMdAFi1yv191QyrKO1hzMqSFuF01KSJtHBnRYXzEJXadbb0GH6SV0i/917p30B7W9hjSxReFAc7GzduxIgRI/Df//4Xo0aNQrNmzdC6dWuMGTMGH374IY4dO6ZnO8NSXp6UT+Grng7X1CHA/1lIssWLA1+4U+kQUno6cOCA1HORmwvk5EjXT58OZGY6L9DpT96aPPzkGlClphpj9iJXQScKL6orKAPAn3/+iS+//BIFBQUoKCjAN998g4sXL6Jt27bYvXu3Hu3UlR7DWL6qtwJSgPPhh8pnuJC5qV0aQWaxSLk5SnqDfA2r+DOE5GuIatIkZYnNjtWPHdtjxGndegy1EZF6ulVQBoA6deqgT58+yM7ORk5ODiZOnIjo6Gjs2bPH7wabjZLpszabdJIiAvwb8pADivvu0+Yx1A4hKRmiWrxYWdvc9YJoPfykFb1nehGRtlQFOxcuXMAXX3yBnJwc9O7dG/Xr18fYsWNx6tQpzJ07F/v379ernWGHY/qklj9DHvKwTnq6do/hbQjpo4+kej/y1PGCAt9DVHJBQm+TOMMxb83oQ21EdIniCsp9+vTB119/jRYtWqBnz54YM2YMcnNzkcJBabfUVMQlApQVwWvSBFi0CCgpcR7Wsdm0LaCXkSEFUI5DSMePV5/arnQ5vPvuu9QT4s4994RnL4i718koQ21EdIninJ3atWsjJSUFd955J3r16oWePXsiISFB7/YFhZ45O95WjQb0q7Zq1FwH8k7OfwGUT+sGpPf7hRekBGFXvu6rpl3+Jk/n5wOffgq8/LL72y2W4PWG8LNBZB6Kz99CobNnz4o1a9aIKVOmiOuuu05ERkaK9u3bi/Hjx4tly5aJkpISpbsynLKyMgFAlJWVabrfFSuEsFiki3SaqH6Rb1+xQtvHTU11fpzUVG0fg/Tj7v1LS/P8/rnbXul9lais9L5/bxeLRXr8igrv+5C3q6z0v51K8LNBZC5Kz99+zcYCgDNnzmDLli3Iz89HQUEBfvzxR7Ru3Ro//fSTf+FZCOlZVDAvD5g4Uerh8UTLmRtqireRcSntffDV45KTAzz9dHAK6LlyPObi40NfhI+fDSLz0XU2FgDUq1cP8fHxiI+PR4MGDVCrVi388ssv/u7OtDIygHff9b6NVutjqS3eRsalZBaSr7o8Fgvw738H3halSfSu+TuOibqhTtjnZ4OoZlOcoFxVVYXvvvsOBQUFyM/Px9atW3Hu3Dk0adIEvXv3xrx589Dbn59/NcD/1lD1KdAvejXF21jCPvwF6/1Wmmy/dKkUlLnrjQp1ET5+NohqNsXBTv369XHu3DkkJyejd+/emD17Nnr16oWWLVvq2T5TCNYXfah/PVNwBev9VjJLLDXVex0cpfvQa/o5PxtENZviYOfll19G7969ccUVV+jZHlMK1hd9qH89k75c83iUFqQM9P2WC+gNGeJ58U9fBfS87QOQ/v7nP/WbFcXPBlHN5neCspnomaAs83dKsRosYW9eeXlSzonjUExEBFBV5fk+Wr/f7tqQliYFOkqP3bw8YPRo4MSJ6rclJAALFuiTJMzPBpE56Z6gTOoEo9oqS9ibkxwou+ac+Ap0AG3f74wM58U/8/Ol4EDtsesu0JGvHzxY2ersavGzQVSzsWcHwenZkQWjoJkWv8DJGJQsKOuOXsUqA2GzAc2aeS/DAEhtP3BAn8CDnw0ic1F6/lacs0PakKcU6yk9HYiLk+qjANLjBWMRRVam1Z6SBWXdWbQI6NtX8+ao5nhMHDvmO9ABpOf7+utAo0baH0eh+mwQUWgx2DEZd79cFy3S/1e+u8c1Yu9CuPF3dpDScgd6cndMKPXYY5f+r9VxFKrPBhGFHnN2TMRTbseRI9L1euRChPJxawJ/ZwcFa1aRzSb1ksiroMtF+TwdE/5wdxx5elxPasIxqvY1IapRdF+4wotNmzaJQYMGiZSUFAFArFy50un2qqoq8fe//10kJyeLOnXqiL59+4pff/3VaZsTJ06IzMxMERMTI+Li4sRDDz0kzpw5o6odeq2NFUy+1i/Sa+2hUD1uTSG/vt7WV3O9WK1CLFumf9s8rTO1dKkQCQn+raXl7ZKYKMQHHwiRk6NufauacIxyzS+qqZSev0Pas3Pu3Dlcc801mDdvntvbZ86ciddeew1vvvkmvv76a9SrVw8DBgzAn3/+ad/mvvvuw+7du7Fu3TqsXr0aX3zxBUaPHh2spxA0vn61qakQq6VQPW5N4W0WkSc2GzB0qLreCi17SoYO9TzjKhClpcD990sru6vpoTH7MVoTeq2IAhak4MsnuPTsVFVVieTkZPHyyy/brzt9+rSIiooSS5YsEUII8fPPPwsA4ttvv7Vvs2bNGmGxWMSRI0cUP7bRe3aU/GrLzVX26zg3t/r+KyuFyM+XbsvPV/cLN5DHJeV8rWweSG+Fu303bChEVpb74yGQVdD1vHh6zmY+RmtCrxWRN2HRs+PN/v37UVxcjH79+tmvi4uLQ9euXbFt2zYAwLZt21C/fn106dLFvk2/fv0QERGBr7/+2uO+KyoqUF5e7nQxKqW/2vytEJuXJ01t7t0byMyU/m3eXPmvQVamDQ7XGjezZ3vfXmlvhafj6/hxaTq2u+PB3xlirv75TyA7W7q88krg+/P0nM18jJq914pIK4YNdoqLiwEAjRo1crq+UaNG9tuKi4uRlJTkdHutWrUQHx9v38adGTNmIC4uzn5JS0vTuPXaULNSs7wkhaehDotFqifiuCSFFt3f/jwu+cdxJXSXj4VH3mZz+Vo1XeZ6PGixfpTFAjRtCjz3nHTJyvJ+HKnh2j4zH6Nc84tIGcMGO3qaOnUqysrK7JfCwsJQN8ktpb/aCgrUV4hVE0h5w8q0oaFFb4XSHhrX40GLHhAhgLvvvhRA+ZOb5MmxY865R2Y+Rs3ca0WkJcMGO8nJyQCAY8eOOV1/7Ngx+23JyckocSkoUllZiZMnT9q3cScqKgqxsbFOF61pMQ1U6a8xORlVzZIUWnZ/B2MpDHLmq7cCkE7ex497vl3Nr33H40HJYys1adKlz4an40gNq1Wq0eM6JGvWY9TMvVZEmgpSDpFP8JCg/Morr9ivKysrc5ug/N1339m3Wbt2bcgTlD0lfC5dqm4/+fnqkjPlhGUlCcd6JG0GkuhM6q1Y4XtKuuNx4UrN8eV6PMiP7fr4aqbIy5fZs52PGfk4+uADabq5P/t0bI/az0a48fZeeHv/icxA6fk7pMHOmTNnxPbt28X27dsFADFr1iyxfft2cfDgQSGEEC+++KKoX7++WLVqldi5c6dIT08XLVq0EOfPn7fv45ZbbhGdOnUSX3/9tdiyZYto3bq1uPfee1W1Q8tgx9cJaPJk5fuqrBSiSZPAZqJ4ovREl5/vz6tAwbJ0qVRXx5/jwp8aPo7Hg7ugPi1Nuj4ry7/gxHWWoacTuevF39fALLy9F0RmFhbBTn5+vgBQ7TJixAghxKWigo0aNRJRUVGib9++Yu/evU77OHHihLj33ntFdHS0iI2NFQ8++GDIigoqnZKrpuBbTo66k4XS4MTXia4mnCDMIJCgtbJS+fHl6Xjw1FPiT6+R/DiuvRHuTuQNGggxcqTU+zN7NgN3IczZa0XkS1gEO0ahVbCj9As+MVHZF1FlpRDZ2epOFmqGndj9fYnj0Mns2dK/4XDC8Hc4Uk3dHn+OBzW9kkoCKzkwi4933jY1VXkvUjjW0SEi78K+zk44UprwWVqqrP5J8+bA88+ra4OaWRdmTdpUy7HW0P33Swmu99+vvuZQKPgzG8fXulWu+fr+HA9WK/Daa8q3dyRE9eT4VauAZ54BTp503vbIEWkmlRKckURUc3HVcw2p+TL1FhjJJyMh1D1+aqr6WRcZGUB6unRiKSqSnkOPHuE5Ddcfvl7rw4el240a/MmzcY4ccf8cLBbn48JXbR2LRQp28vKkldMDOR4yMoAVK4DRo/1bPkL+jCgpk2C1AlVVyl4DIqp5GOxoqEcPoGFD79N9ZZ4CI6WF3tw5f176Baz2pCwXq6tplL7WQkjbpacbLwiUa8gMGSKd1B2fi7saMkpKDhw+LG1/772Bt08OpgsKpAsA1K8P/PWvvu8rf0aU1AOSp68reQ2IqObhMJaGrFZg/nzf23mrexFIKf6TJ7nwnxpqXuvDh4EXXtC3PUq51nBKT1c+HBmKirtWK9C3r/Jqya61YZS2JSuLQ7JE5B57djR2993A5MnAyy+7v91i8f4rM5CTjBDS/rOy1PdC2GzqhrLUbm9Eal/r6dOB9u1De+LMy5N6mRyDtNRUqXfnwAHf74kRKu6q7Y1S2pb0dGmNrXA/LolIB0FKmDY0PVY9X7ZMmnXlOBtESd0Lf6fsBjLNVsmq6r6297ZKtlH581qHcjq+pxpOamZLGankgNLaMEZqMxEZi9Lzt0UIf7JDzKW8vBxxcXEoKyvTdOkIf3o/bDZpBpCnhFOlsrOl2Su+Hs9Tgq78C9t1CEBJ8rTc02D0oQP5tVY7bJifH/wcJyVtTUsD9u9X/p4D7ntVgjnso/QzYqQ2E5FxKD5/ByX0Mjg9enYCobRqrK+Lt94ZIXwXQXT9xay0aGI41elRsuSCEeq1aF3xOhwr7oZjm4lIX6yzE8a0WBARkHqH3CUsywmuzzyjbjFQf1fJNgJPC7PKr3VqqvJ9haJei9L8olWrlG2XkSHl+OTnA7m50r/79xu7dyQc20xExsBhLOg3jBUouYt/wwb1xQVlco0ReXjDXYKrL7m50jTkJUuk1aTVCMWQjytvSb3yiVIOhoYOrV64Tub6WgZTQYFU5NCXxEQpMGJSLhHVBErP3+zZMTC5/s0zz3ifquuNY++Mr8q5nsg9Gf70aGg5hdkfnp6za6+XPD36rbek19n1tQ51vRa5hpMvSqpzK+GpJ4yIKBwx2DE4uXdHTgr2J+ABgHXrgFGj1CU9u9Y7kav1qmlDKEv0K6m86zrUZtQlNKxWaQkLJQINMB2Xz8jMDI9lM4iIvOEwFow7jOVu+MVqDc6v7EBmY8n3D9WQj0zp0I+7oTYj1hEK5PkopXZ2HhFRKHEYK8x5Gn6RA53oaH0f31NPhpKE3lAP+cgCqRYsDyHee6/0b6gDHUBZz1oga0D50xNGRBQOGOwYkJLFGqOi3OeWBCo72/csF8dZMVlZUlKso1AP+ciMUC1YS3LlYcDz+y6vj+YPJetmua5GTkQUDhjsGJCSk86JE1LicqDT02Vyfs4zzyjryZB7PmbPlnpGjDgd2FdPiGtOUjiQe9bi493fHsj6aKFYN4uIKBi4NpYBKT2ZtG7tvB5SUpJ0fUkJ8PPPyqerBzrsZNRV061WKRi7++7qtxllqM0f6elSz587chK7P+ujma0njIhIxmDHgPbtU7ZdSornQOPZZ5U/XmqqdNI3Qm+MlvLygLFj3d8WHw8sWBCez1nNcJOaILR7d2lIsrTU/e1y0nk49YRpzYiJ60TkG4Mdg8nLk1bX9sbXScdmk07kvsTHA0uXBpaAa9Qv/7w8YPBgz7efOOH5NqM+J5kew03yzD9vgQ4Qnj1hWlFSnJKIjIk5OwYgF3BbvNhzT4QrbyedzZulonm+3HGHNOS1ebN/M2yMWo/FZgMmTvS93aRJ1Z+3UZ+TI62Hm5QUmzRK0nmoeHqNDh+Wgupnn+UsNSIjY50dhLbOjj/LN+TkANOmeb7dn2UdlPxCdezx2LdPSmZ2V49FCKmNrVuHpmdEaT0awLkmTbjUmJFXQD9yxP2MPTU1jpSspp6YKN0eGRlIq8OXktcIYC8PUSiwzk4Y8Hf5htatvd/uTwKpp0VDZa49HtOne6/HMn166HpG1AzfyNuGU40Zb1PQ1Q43KVnctbQU+PJL1c00DaUL4B4+7P9MOCLSF4OdEPFVS8cbedaVJ/4s6+DthO5vUCbzFUgFynUdJ1+vjyM5MAy3GjNaLWvB6ea+qX3uRgmKiegSBjshovTXojsjR3oPHJQUn3PH3Qk9kKDMcb+APicBdzk2I0Z4rkPjyDHJO9gnfS0W2nQs7uhvjSNON/dNzXM3WlBMRBIGOyESyElTSU+Jr+JzStsWSFDmSI+TgKcep6NHpeJ6vrz66qWhHjXT/QOlZRJ0oMtaKOkFTEio2dPN/ekprck9YURGxGAnRAI5aSrtKUlPB+rUUb9/x7Zp/aWtZc+Itxwbi0U6SSckVL89IQFYseJSD4jS6f5aVFv2FKDpPdTnidwL6K3n7sQJ/5egcORvb5YWvWCBcOwpVaom94QRGRHr7ISI/GvR314TJYXjlE5Bd3X8+KX/a/2lrdX+lC6psX699HdBAVBVJfV0JSdL/8onTU/ViF0FWmNGSYDmT+XjQKWnSwGgp9pDWrTL3xo1RqltI/eUTpzo/TPFwotEBiVIlJWVCQCirKwsqI+7dKkQ0mnO/0turuf95+b6t8+0NCEqK6V9VFYKkZoqhMUSWDstFuf9uqqsFCI/X2pzfr7n7dQ+N/n1WbFCeh6Ot6WmCpGTo2w/OTlq393q8vOVPVZ+fuCPZaR2rVjh/vixWKTLihXa3k9PlZWej5lQtouoplJ6/uYwVgi5rhbuD289Jf72orjm1owa5bmeCyDV1MnNlf51txK7r+nQ/uSwqEms9TZ05Gv4SuZrur8SRp35pGe7/J3Sb9RSAFarVONqxQqpB8dRTS+8SGRkHMYKoUBOakq6y3v0kKYm+zOUtWqVlOTrreChu/Wl2rd3P+zgae0tT4X85BwWTycPeRjQV2G97t2Bli29nzSV0GL4zagzn/Rsl7/reOm1/pdWMjKkYT0jLytCRJewZyeE/D2pKS0cZ7UCr73m32O8/bZUBt/bCcddjoea6dCB/HpXWljvyy8Dm02mVWIy4HtWj5aPZZR2+dtrZNReMEeBzoQjouBhsBNCSk4yCQm+u8u9zVbJyJC63N3NSvLmzBnf28iJq67BiNKTQKCF/JQU1gv0ZCiEdotfWq3Sa+KtR0mvhTa9HSNaVmR25W+vkVF7wYgoTAUph8jQQpWgLMSlJEzXREzHZEdvybueEm9dkyQrK4VYv16I7Gwhrrsu8MRox0t2trKkYldqk4zdcXxe2dnS/x3boTT51tMlK0vdc/LGU8KtfJk8WbvHcn1cJceIu+3S0gJLuPWV4O4pcd3f+6lpl5qEeCIyJqXnbwY7IrTBjhD+n2T8na0SaADg6eLuBOpNoLOA3L1u8fHSbBnX2WT+PietZkYpaUcgJ29PlBwjjif+9euli5ZBgJKAXsv7uQYyFRXOfy9bpiz484bBEpExMNhRIdTBjhDqvzx9nTy9/fLVajq52iDL1dKlQlit/j0HX70kCQmX2uHPFH/Hx9bixKY0sFu/Xv2+PVFyjCQkBH7iVyKQgF7N/dxt7+0Y8+fYVdpTRkT6Y7CjghGCHbXWrw+sZ8LTr2YtAh4lPRS+ghV5X+5OIEp7a+T7q+3JcjzxaXViUzpkFx+v3UnT3x48verF+Bs0Kr2fkmMq0GPXiLV/iGoyBjsqhFuws2KFdFJU8gXuLd/F3Ylcq4u34R8lwYrVKg03uKPmJJ6WJsQHH6hru9xzoOWJTU2btTpp+ltUUumJ30gCHa5UcuwG0ptKRPpQev5mnR2Dsdm81+7wVJfGE2+zVVxrhSQlSSuqe6pdo4a7WVDyc9uwwfd0cJsNaNhQ+b49KSwESkuVbZudDfTte2mKdfPm7l8HIdQvoeCrLpAred+A/7VcAl1/LZR1bNTSasFawPPxZfTaPxT+fH3/k/8Y7BiIr3WAvNWlcaV0jR55mrjs1VelYCpQridad8/NF08nHbUn8cREZQUIn3nm0hdLQYH/JzZPX1hKX1t53y+8ALz1lv/rQqkNsNwJl9W7tWznvn2BPUa4vGZkLEZZB860gtTTZGhGGMbylW+gNvckkKGQyZO1Hf7wN5fC3+EEd/vxlaPk+lplZSnbt+swoa8ZYmqGID29vmre20Bzs4K9Tpe/tJxh6On1NeraZhT+mAvmP+bsqBDqYEfJyTshQXnuieNMJHeP5S3ZU4vcB/nELtfAUXtyV5ooqnY/K1ZIr42v10vJvt2d2JTOEFOaXB7I6+P6WrlLsk5I0K+OTbBpOcMwVLV/qGZiLlhgGOyoEOpgR+kvxpEjlW3nafqykplFWv1CTkhwH1goOdGomQLs6THc7UdpzRmlM73crQ6v5H5Ll2pzYlbTg+AuyPW3jo1RaT3D0PX15YrnpAf2GAaGwY4KoQ521ExL9veXpdJu0kBm8GhxUVuxVz4BufYeue5H6a8nNb0u/gaJaWnSTDNPgYbS/XibaaeUHlWTQ0lJnR2lr7Hj6+tr5mI4v2YUWlpUkq/JlJ6/uTaWAShNuD15Ehg1Svq/mjWM1Cy4Gaq1hrKzvS8a6onVCkybBpSUeF98VOlMmoICZY+bleW8f7UzxBo29LyuV06Osv1o8V6pWbg1HLh7Pn/8cenv2bPdfw7ckV9feQakp+MnJye8XzMKLa4DFyRBCr4MLdQ9O5WV6urmqP01rqabVK/qyr56VPQej1b66yk7W9l2OTn+vcauv9LcDS8xN0Q/So+DhATn9yLUxy+ZFz/vgWHPThixWqWeFyVSUtT/GlczZdbbCthaC3RFbTWU/irq1at6b4s7b73lvHK4PM1bbXvcrRCv5yrkNZ3S46BfP+n1VVNbh8gf/LwHB4Mdg3j6aSAhwfPtFguQlnapbo67k6QnartJMzLcD7Fo/WFLTZUeRw7SbDZpGGnJEulfx2AiUHIw4imAk1/fXr2A0aN97+/wYecTnOMXli+JiVLtG2/P0dN74Pqa+UvP19rIfB0HsqVLpeEr1tahYND7804w9jDW9OnTBQCnS5s2bey3nz9/XjzyyCMiPj5e1KtXT2RkZIji4mLVjxPqYSyZXrUW/O0mdR1i8ZRUq/YSHy8lArvW4tF7cUWls48CSRj0NkPM3cXXc9Rjde2avpClmrIFga5BR6SGHp93szPFbKzp06eLq666ShQVFdkvpaWl9tvHjh0r0tLSxIYNG8R3330nrr/+etG9e3fVj2OUYEcI/WbHaDXNOJD1tDw9ltogL5AvBF9F/4QIfCqoPEMsOtr/10QvLF4m8TSF3PWyfj3zKYiMzDTBzjXXXOP2ttOnT4vatWuLZQ6rRf7yyy8CgNi2bZuqxzFSsCOEftG9r0BK6eO66/Fx3a+7Ojvugja1CaBa9Ep4mq4u70eLhEE1VaODdcJksu0lanrvzFaPiMhMTBPs1K1bV6SkpIgWLVqIzMxMcfDgQSGEEBs2bBAAxKlTp5zu07RpUzFr1iyv+/3zzz9FWVmZ/VJYWGioYEdPngKaQIMIT7OKfAVPanpRtOqVULKfQE5w/lah1nsohMXLLlH7WpitHhGRWZhi1fOuXbti0aJFaNOmDYqKipCTk4MePXrgp59+QnFxMSIjI1G/fn2n+zRq1AjFxcVe9ztjxgzkKC1mYjKuC38CnldSP3JEul5Jgpy7/QLur3NcKPPnn5W1+8gR4KmnqrcRkK5Tugq5r5pD8n7275eet7uF+ebMubQwq+OCn927S38vWuTfCtzekly1WA05GMm24bJqs5JFUhMTpfcUkN7v9HRjPrdwec3JO76POgtS8KWJU6dOidjYWPHvf/9bLF68WERGRlbb5tprrxVPPvmk1/3U5J4dV8Ee2li2TIjERPW9HrNna9MrofYXvZqesIgI9c9LSdu1SijWu2fHiInP3noXlSwvEer2e+NrOJbChxE/O+HCFMNY7nTp0kU89dRTAQ1juTJazk4wBXNow5/V1OVgS+kiqL5KqmtRmt3fVdx9PcdAlvlQQs/iZUZMfFZyAvGVcG/UvBy168IZmRlnIKl5Tkb87IQTUwY7Z86cEQ0aNBCvvvqqPUF5+fLl9tv37NkjgPBPUA6mYK3LsnSpf0GA/GHXKijzdz/yl9cHHwjRsKF2gY58ycmR9j17tvRvfr4QFRXa97rpkWxrxMRnNSeQigrfvY2pqdLMLCOckNVMnTd64GDGHg01z8mIn51wY4pg54knnhAFBQVi//79YuvWraJfv36iYcOGoqSkRAghTT1v2rSp2Lhxo/juu+9Et27dRLdu3VQ/Tk0OdoLRs1NZ6V+A4DpTTIteCSXLYchLBcgCmW7v6xIR4fkXutLXTO17o3WyrdESn9WeQNQu9RHKE7La5HcjJJs7/lBwDOblul3u3p9w7dFQ20tjtM9OODJFsDNs2DCRkpIiIiMjRZMmTcSwYcPEb7/9Zr9dLirYoEEDUbduXXHXXXeJoqIi1Y9Tk4OdYKzLovZkMmmS+1/PWtYK8tUGeV9aD1npcfGn103LoQOjrdqs9gQyaJD619xbDaj166U11rKzqxfPDNZzc33NQzVU5O2Hgutq9Fp/7wSbkkDUtaCq0T474cgUwU6w1ORgRwj964go/UDLl8REz19yWvRKLF3qPZlY/qL1NYxklEuof/UZ7depmhOIP8Ornk7InvJoEhK066VQ+1mSSzaEYqhIix8KoT621VATiMqvv9E+O+GIC4GSYnqvy6J0bS5ZaannhRUdF0H94ANg9mxgxgwgPl7Z+k55ecDQoUBVledthJAWd5w/378p5MGUmHhpvbRQUbruWLDaqfR4S0oCHnnE/8eRj5PNm6XjavBg4MSJ6tudOCHdlpfn/2PJ1HyWEhOB48el8hGux7FcVkKLNrnjrcSDGuG05piath45Ih0TBQXSd5cnwf7smBmDHQKgfiV1NdSuCA54/+KwWoGTJ6W6O489Btx/P9C7N9C8ufcvb/kLWKnff1e+bajcd1/oa3EYbdVmpcEXIAUDgTpyBJg40fd2kyYFvuBqjx7eT46O7r1X+ny4Czjk67Ky9FkE1tdq8Uqp/aEUSmraKr/+OTnSd5k7XPFcWwx2yM5qlb5MU1KkYGPzZm2+CNWsCC7z9sUhF0FU+2tV7Rdwy5bKtw2V9PRQt0BipFWblQZfJSXaPF5pqXTs+XL4MPD664F9pqxW5QF7ixbej3fHnimtrVoV2P217tGw2aRelCVLpH/1CPB8BdlqxcdzxXNNBWlYzdBqes6OTO+x/RUrqhdAc3fxlphYWel9VXFviY1q8h3knB0l7fV2adBAiNjYwPbhz+sUKkaqmeIrv8ufWVju3gOlNaC0+kz5+gyobZdWya+Os67i4gJ7XbWcjRXMnCWtJzSE44y0YGOCsgoMdoJX2KqyUohhw/z/klO6WrW7hD41Jze5DUofL9iXcJ2aG2zegi9/1zBzfQ/8CZoCff+UfF6Dmfzqb2V0T5fJky/tO5AAOhQF+1as0KYWVzjOSAsFBjsq1PRgJxSFrdx9Ocq/uj19uVVWKu9pcfdrVUmNHatVapvjfQLt3dH64tpG8p+/v8QdZ1hVVgrRpIn2JzJfJ3lfPVe+iiVq9bn2pzK6r0tqqtSuQHplQlmwT21vn7cLZ2J5x2BHhZoe7IRq+qO7L3NvX25qfkF7W2fK23pIS5e6v4/WX+b8AjQOf4pGrl9ffR9avo9KT/LuPkOe1sxydwm0ZyOQqfu+LsOGBdYrE8pp3VoMkcoX1tjxjsGOCjU92DFKYStfXc5ZWcra6VoB2d3jqK3Vs2KFENHR+n2x8wswtORigPXq+ff6r1jhX26Wu/cxkKEXb2tmufucBJo7pMfSKUouSnplQvm9pqQXWemFP2y8Y50dUkzplEk9p4F6q8shX7d4sbJ9TZzofaqmP9PsMzKAjz9W9vjBEE5TcsOB1Qr07Qs8+aSy7R1ff3l2YHm5+sfdt8/57wsXgLFjvX8OPE0X91brx51A6/9s3qzN1H1/COF7Jlkov9e8zQhUwwh1tJQKxoy3gAQp+DK0mt6zo/eSEUoSDJV2+yYmev+1FBt7ae0drcfitfy1Bkj7SkhQtz8mLepL7Wy/QJOc5dwUIdQltrpbqNbfdvjqCfVEbTVnPS5ZWd7fS72XwvHFXS+ymhxAb8/PSNw9z4YN3acFaI3DWCrU9GBHCP2WjFCae6D0izMry3vOja/HCZS310k+cXhrW2KiczDmK4dIy/eClPGVtOz4Ba5Fboa8pIOaoNd16CXQduTkqH+djDJT0dewnp5L4Sjh+GNv+nQhLrtM3bFhdL6OXceZdXpgsKMCgx2J1qthK809qKyUVkNWc2JQ8itWry80b6+TP1+u7vaXkFC9hyGQ94LU8XaMOQbRSvPIvF0++EB9r4zrSTDQXha1vTtGStp37B1T+l7q9Vny1outdtaar+cVapWVQqxdqyx403P2qNLzt0UIIUI5jGYE5eXliIuLQ1lZGWJjY0PdnJCy2aRx8KIiaSy7Rw//SpXbbNLyDZ4quFosUrXRWbOkkva+KhvL2+/fL7VHbueRI9L9S0uV3U8r3l6nvDwp/8jxOaWlSVV7PeUFudsfoM17Qf5Zvhy4++7q18s5GB99JK2tFWjeyuzZ0jGsVGqqlHPmeCwUFEhLpgQiPx/o1cv9bY7HZ1ISMGKEsqrRwbJ+vfRvQYH0r/xZKSmRPjvduwNffun9sxTod5+7z31qqpS7Y7NJa/KpsWKFcasn5+UBo0crzw9LTJReVz2+vxSfv/WLt8IHe3a0p+XUS/ni7peYEVYN9jT91yiVhEk9JTVaAi2iJ+eMqK3J4m7ISYt6UJ5mJfkzNT/YF18zJRs2lHrh8vOl+kPr1wuRnS1d1q+Xeh4CqbLsrRcbUDdTLzbW2D24WpdZCBSHsVRgsKM9rZMXPXWzh3rafDBL0VPwaB2sexvWVPtYno7lQHNo3J2MtF7+wAiXiAjl75mSYXAly3eouXzwQYAHr478KaApX/RKtubUcwopradznjjhfpqp0sdxneKrBX8XJCXjKyrSbl85Od4XSPU0BOuJp2P+6aeBhAT/2piYKB23jlOGvZWDCGdVVcq2k0/TY8dKZS88Tad+4QXlwzlKuB4rRiKnDvhj8eLQTkdnzg7Mm7OjVf6NPy5ckL7Q1X6Re5ObC9x7r/N1NhvQrJnvD6C7PIdAKM1J0jpXiIJDaQ5MYqKUs+PpWzQtTToGgEsnimPHpJNjRIT0mXz4Yd85a4CyY0oOwAP5VpfzTOLjA88DMhv5tZFzaS5cABo2BM6c0W7/v/8u5RcdOSJ9fyYmSgGQEXL2liwBMjP9v//s2cCjj2r7PJizo4IZh7FCObyi1xi/pzHfQBYH9ZcRcoVIP0prtCxbpnz2nZrqxp4e03EGo6ecsEAXolRbsbwmXRzf12XLAl/d3fUyebKyWYBaH+tK8wu1GN7V+nkwZ0cFswU7oVjpV7ZsmT5fMN6Kf4UibyfUuUKkP6VlBJRMbQ50qnZ0tFTfJz9fCkJck6NdTyC+FgFVcomJ0f6zbJaL1kvHxMRIgY6S/Cgtv7/dHbtNmkg/IN0FP4Hk7MgXrc9DDHZUMFOwE8qVfpculVbk1vJLQMkHIxS9LOzZqRmU1mjx9utYixME4H1Gj6eeJKUFK/29NGwoxEsv6bf/mnAZOlQKTpX2hjtO1vB03Cm5PifHv+KsWtRY0vI8xGBHBTMFO6E6CQfyAfA2ZVZJ8a9QlIU3Qil6Co5AywjoUYZB6TEXjGnjTZooW/YkOtp9ocylS7WdzRRul7Q0afq7mvvcdJNUjdndEg2DBlXv1YuJkYIqf44Fx0Ba/ixkZamrBO3posV5SOn5u5Z2aUIUSnIy8ooVyrbXcraJPGvDX0uXSglrcsEy4FIxMCVJefKie0OGSEmcQly6TS4AN2eOtklxoXhMCg2r1XOxPSW0/Kx5I4S0OObrr19KAs3IANLTL01U+Pln4PnntX3co0cvHf+unwXZ9OnA3/8u/d910sTmzdrOZgo3hYWXiiEq9cUX0sXV8ePA6tXVrz9zRvqe9YcQ0vs6enT1oonR0dL3//nzl67zdAy4E6zPBgAg8Lgq/IV7z44/v95CMaTj7heDlr0fwSwLH8rHpPASrJ4dx4unJFC92mKxSL0z/nwWjLCgaKgv2dmhb0Mgl+nTL639peZ+wezZ4dRzhPfUc7VTTfWYEu3vdESL5VKtEa2EYrp9KKf4k/EpLY+gJbl30fXztWwZMGyY8u8Ltdavv9RLq/SzoMVSF/6IigIqKoL/uO6sX2+8JTjUsFqlOjoTJihfPkWrJSSUnr85jBXG1Bb90mt4xZ8CglYr8OGH2q/9EuiQQ7g8JoUPqxV47TVg8ODgPaYQ0uc9K0saxrJapR9GatdnUqukpHotLF969JB+gCmpNaQlIwQ68o/PXr2kYaLp00PdIv/YbMA996i7z333BfdHISsoh7HNm9V9QThWbdWS/GUlB1NK2GxSMS5f2xQUSD1HnqqXEoWDjAwpn65OneA9phBSPsjmzdJnZ+JE/R/T3x8+s2Zp3xYj+NvfPAcwrj8+W7cOWrMMIT09uI/HYCeMqUnuSkwEfvtNn1V05WRdQF3A4639eXlSheLevaUhst69pb+5BAOFq/R0/5dzCERRUWBl/mURPs4WCQnSDx9/JCYq2y7MsgwQFQU884wU6KamOt/m+uNT6yV2jCw11f9jxV8MdsKYmg9HaalUglwvGRnSB1fNui6e2s81p8iMtAg4/JGSos2sF19rSp04Aaxa5d++lbZv/nwpvyU+3r/HCba33pJ61TIypOVq8vOlZW/y86W8Sccfn/70kIerV18Nfl4jg50wJn84lNJ7mp/8gfb1ZWSxSGsGuYvsveUhyddlZXFIi8JPUKfZwvlzFoxeAzlHyJ/PptL2NWkC9O0rBREWi/EDg8OHLy1gLOf23Xuv9K/ryd6xh9ysYmKkXi49Rhh8YbATxtR+OILxhWe1ev8y8pUk7SsPyTEPgcjoHPPOjh1Tfr9AT+Kun7MePfRfTTuQz6avXg3XH0ieepLdDbWFOiBSE+TKz8tXPqNRpaZKM/5cf4THxEi5S6dOhSbQARjshL2MjEtF+Tzx1pOiZ7vcfRn5SpJW+sUQ7F/JRGq55p099pjvrvuYGODll9VPDXfdr+vnTJ4RFgz+fDa95f15+oHkbmjo/HmpZzk7W7q88kpg0+y1GC5T+yMzI0Ma7gzHgGfUKCnVwPV9OXVKyl0KZUkOTj03gbvvlr4Q7r67+m2hrObrWr1VSd0NpV8MNSmZj8KPp/pXnoZ45M/pokXqpkTL91uy5FLdEk+fM3lG2OjR+lYs9vezKf9Acq3Sm5oqfX+5+4HkruxD377SBZBel0BMmuT/dHB5Wrk/PzIjI4F//Su45Qq0IM8oM2I5DhYVRHgXFXSUl1f9iyItzfMXhRHZbNKv4SNHPP8iS02VfjmwcB8ZkXwMexuOtVqdAx/Hz6maInv+fL7loTV5iQKrFZg7V5sAKC0t8IKlWhbp9LdgYUyMFHimp/v+PnLHU1FHtfLy9A1OY2OBBx+UemBKSwPfX35+8IMcxefvwIs1h79wXy7CUaCLFhrB5MneS4xHRgqRkSEtnheOz4/MTemSDLNne14l3dsis4C0qKaWx39lpRCvvBL4sgFGWyZFyWvpeImJkZY8cF1M1dvq8cOG6btkTGWl9F5nZwsxZIi2yzzIbXS3GrrS1wwI7cLHXPVcBTMFO+FO/mJR+iFLSDDeFyzVbErXesrN9bwPXydYpce8mh8/ga5RZdTPoqfXUv47J8f36+NrDbxg/sh015aICHXvla9gzN1jyCvTu3sd5VXRQ4HBjgoMdoxB/hUWyC8UolBT2rPjaxHEQBeZdXd/TwuEqmm3t1/3oTzpeaPFgr1G6jV3bUtFhfRvVpYQiYnVn+fSperb7u75GnHhYy4EqoJZcnbCXSALAjKPh4zCV96ZmsV4/c1f8ZQg7S2XREmukS96LDSslZqyYK/ez9Nor6PS8zeDHTDYMQp/V0+XhSI5jsgdOdgAnAMOrRJXvfEVtHgLSPLytJkBxM8iBYvS8zfr7JBhBDqdnLV3yCj8rTOlhUAKc8rT0wNdw4ufRTIaBjtkGGqXv3DF2jtkJErWQ9JDoIU5MzKkas85OdWL6sXFKds3P4tkNBzGAoexjMTfbnTm7BBJlOa+KRlqcs3P6N4daNlSm3wkIi1wGIvCkr/d6KFYRZfIiNSuM+WN6+KVkZHql3UgMgIGO2Q43rrRXSUkhG4VXSIj8medKTVCmY9E5C8OY4HDWEYmd6MfOSIFQKWlUvJl06ZAnz7Sr03+iiSqTu/lY4w2BZlqJk49V4HBDhGZEQMSMjul52+uek5EZFJGXH2aKBSYs0NERESmZppgZ968eWjevDnq1KmDrl274ptvvgl1k4iIiMgATBHsfPTRR3j88ccxffp0/PDDD7jmmmswYMAAlJSUhLppREREFGKmCHZmzZqFUaNG4cEHH0S7du3w5ptvom7dunjnnXdC3TQiIiIKsbAPdi5cuIDvv/8e/fr1s18XERGBfv36Ydu2bW7vU1FRgfLycqcLERERmVPYBzvHjx+HzWZDo0aNnK5v1KgRiouL3d5nxowZiIuLs1/S0tKC0VQiIiIKgbAPdvwxdepUlJWV2S+FhYWhbhIRERHpJOzr7DRs2BBWqxXHjh1zuv7YsWNITk52e5+oqChERUUFo3lEREQUYmEf7ERGRqJz587YsGED7rzzTgBAVVUVNmzYgAkTJijah1xEmrk7RERE4UM+b/taDCLsgx0AePzxxzFixAh06dIF1113HebMmYNz587hwQcfVHT/M2fOAABzd4iIiMLQmTNnEBcX5/F2UwQ7w4YNQ2lpKaZNm4bi4mJ07NgRn332WbWkZU8aN26MwsJCxMTEwOK6TDAREREZkhACZ86cQePGjb1ux4VAiYiIyNRq5GwsIiIiqjkY7BAREZGpMdghIiIiU2OwQ0Rh78CBA7BYLNixY4fq+/bq1QtZWVmat4mIjIPBDhEZ3siRI2GxWOyXhIQE3HLLLdi5cycAqWxEUVER2rdvH+KWEpERMdghorBwyy23oKioCEVFRdiwYQNq1aqFQYMGAQCsViuSk5NRq5b7ahpCCFRWVgazuURkIAx2iCgsREVFITk5GcnJyejYsSOeeuopFBYWorS0tNowVkFBASwWC9asWYPOnTsjKioKW7Zswblz5/DAAw8gOjoaKSkp+Oc//1ntcebPn4/WrVujTp06aNSoEYYMGRLkZ0pEWjNFUUEiqlnOnj2LDz74AK1atUJCQgLOnTvndrunnnoKr7zyCi6//HI0aNAAkydPxqZNm7Bq1SokJSXhb3/7G3744Qd07NgRAPDdd99h4sSJeP/999G9e3ecPHkSmzdvDuIzIyI9MNghorCwevVqREdHAwDOnTuHlJQUrF69GhERnjuon332Wdx8880ApADp7bffxgcffIC+ffsCAN59912kpqbatz906BDq1auHQYMGISYmBs2aNUOnTp10fFZEFAwcxiKisNC7d2/s2LEDO3bswDfffIMBAwbg1ltvxcGDBz3ep0uXLvb///7777hw4QK6du1qvy4+Ph5t2rSx/33zzTejWbNmuPzyyzF8+HAsXrwYf/zxhz5PiIiChsEOEYWFevXqoVWrVmjVqhWuvfZa/Pvf/8a5c+fw1ltveb2PGjExMfjhhx+wZMkSpKSkYNq0abjmmmtw+vTpAFtPRKHEYIeIwpLFYkFERATOnz+vaPuWLVuidu3a+Prrr+3XnTp1Cr/++qvTdrVq1UK/fv0wc+ZM7Ny5EwcOHMDGjRs1bTsRBRdzdogoLFRUVKC4uBiAFKTMnTsXZ8+exe23367o/tHR0Xj44YcxefJkJCQkICkpCU8//bRTzs/q1avx3//+FzfddBMaNGiATz/9FFVVVU5DXUQUfhjsEFFY+Oyzz5CSkgJAGm5q27Ytli1bhl69euHAgQOK9vHyyy/bA6SYmBg88cQTKCsrs99ev3595OXl4ZlnnsGff/6J1q1bY8mSJbjqqqv0eEpEFCQWIYQIdSOIiIiI9MKcHSIiIjI1BjtERERkagx2iIiIyNQY7BAREZGpMdghIiIiU2OwQ0RERKbGYIeIiIhMjcEOERERmRqDHSIiIjI1BjtERERkagx2iIiIyNQY7BAREZGp/X/yg026Jczi/AAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title(\"Max Wingspan in Centimeters\")\n", "plt.ylabel(\"Wingspan (CM)\")\n", "plt.xlabel(\"Birds\")\n", "plt.tick_params(axis=\"both\", which=\"both\", labelbottom=False, bottom=False)\n", "for i in range(len(birds)):\n", " x = birds[\"Name\"][i]\n", " y = birds[\"MaxWingspan\"][i]\n", " if birds[\"Name\"][i] not in [\"Bald eagle\", \"Prairie falcon\"]:\n", " plt.plot(x, y, \"bo\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By filtering out outliers, your data is now more cohesive and understandable.\n", "\n", "Now that we have a cleaner dataset at least in terms of wingspan, let's discover more about these birds.\n", "\n", "While line and scatter plots can display information about data values and their distributions, we want to think about the values inherent in this dataset. You could create visualizations to answer the following questions about quantity:\n", "\n", "> How many categories of birds are there, and what are their numbers? How many birds are extinct, endangered, rare, or common? How many are there of the various genus and orders in Linnaeus's terminology?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explore bar charts\n", "\n", "Bar charts are practical when you need to show groupings of data. Let's explore the categories of birds that exist in this dataset to see which is the most common by number.\n", "\n", "In the notebook file, create a basic bar chart\n", "\n", "✅ Note, you can either filter out the two outlier birds we identified in the previous section, edit the typo in their wingspan, or leave them in for these exercises which do not depend on wingspan values.\n", "\n", "If you want to create a bar chart, you can select the data you want to focus on. Bar charts can be created from raw data:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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dOtWk8icmJsLe3h4JCQm8BUZERFRJmOP6/UxtgBISEgAATk5OetPXrl2LH3/8Ee7u7ujRowc+/PBDWFlZAQCOHj2KBg0aSMEPAISEhODtt9/GpUuX0LhxYxw9ehSdOnXSyzMkJAQTJ04EAGRkZOD06dOYNm2aNF8mk6FTp044evSo0fKmp6cjPT1dep+YmFiyDSciIoNycnKQkZFR3sWgSk6pVEIul5fqOkocAOXk5GDixIlo06YN6tevL03v378/fHx84OnpifPnz2PKlCmIiorCpk2bAABxcXF6wQ8A6X1cXFyhaRITE5GamorHjx8jOzvbYJqrV68aLfPcuXPx8ccfl3STiYioEBkZGYiOjkZOTk55F4WeAw4ODnB3dy+1cfpKHACNHTsWFy9exKFDh/Smv/nmm9L/DRo0gIeHBzp27IgbN26gZs2aJS+pGUybNg1hYWHSe103OiIiejaiKCI2NhZyuRxeXl4lHpyOSBRFPH36VGrT6+HhUSrrKVEANG7cOGzduhUHDx4scgCiFi1aAACuX7+OmjVrwt3dvUBvrfj4eACAu7u79Fc3LW8aOzs7aLVayOVyyOVyg2l0eRiiVquhVqtN20giIjJZVlYWnj59Ck9PT6nJA1FJabVaAMC9e/fg5uZWKrfDihWii6KIcePGYfPmzdi3bx+qV69e5DKRkZEA/hfBtWrVChcuXNDrrbV7927Y2dnB399fSrN37169fHbv3o1WrVoBAFQqFZo2baqXJicnB3v37pXSEBFR2cnOzgaQe34mMgddIJ2ZmVkq+RerBmjs2LFYt24dfvvtN9ja2kptduzt7aHVanHjxg2sW7cO3bp1g7OzM86fP493330X7dq1Q8OGDQEAnTt3hr+/PwYNGoR58+YhLi4O06dPx9ixY6XamdGjR+Obb77B+++/j+HDh2Pfvn34+eefsW3bNqksYWFhGDJkCIKCgtC8eXMsXLgQKSkpGDZsmLn2DRERFROfq0jmUurHklgMAAy+Vq1aJYqiKMbExIjt2rUTnZycRLVaLdaqVUucPHmymJCQoJfPrVu3xK5du4parVZ0cXER33vvPTEzM1Mvzf79+8XAwEBRpVKJNWrUkNaR1+LFi0Vvb29RpVKJzZs3F48dO1aczRETEhJEAAXKR0RExZOamipevnxZTE1NLe+i0HOisGPKHNfvZxoHqLLjOEBEROaRlpaG6OhoVK9eHRqNpryLQ8+Bwo6pch8HiIiIqDC+U7cVnciMbn0WWmp5FzXQb2UjCAI2b96Mnj17lndRygX7KRIRkcUaOnSowWdWArntXgVBwNChQwEAmzZtwuzZs4uVvyAI2LJlixlKWnIzZ85EYGBguZahImIAREREFs3Lywvr169HamqqNC0tLQ3r1q2Dt7e3NM3JyQm2trblUUQqBQyAiIjIojVp0gReXl7SEwuA3Noeb29vNG7cWJoWHBwsPZIJAHx9fTFnzhwMHz4ctra28Pb2xrJly4q17uXLl6NevXrQaDSoW7cuvv32W2nerVu3IAgCNm3ahA4dOsDKygqNGjUq8Min77//Hl5eXrCyskKvXr2wYMECODg4AADCw8Px8ccf49y5cxAEAYIgIDw8XFr2wYMH6NWrF6ysrODn54fff/+9WOWvzBgAERGRxRs+fDhWrVolvV+5cqVJw6rMnz8fQUFBOHv2LMaMGYO3334bUVFRJq1z7dq1mDFjBj799FNcuXIFc+bMwYcffojVq1frpfvggw8wadIkREZGonbt2ujXrx+ysrIAAIcPH8bo0aMxYcIEREZG4qWXXsKnn34qLdu3b1+89957CAgIQGxsLGJjY9G3b19p/scff4w+ffrg/Pnz6NatGwYMGIBHjx6ZVP7KjgEQERFZvIEDB+LQoUO4ffs2bt++jcOHD2PgwIFFLtetWzeMGTMGtWrVwpQpU+Di4oL9+/ebtM6PPvoI8+fPR+/evVG9enX07t0b7777Lv773//qpZs0aRJCQ0NRu3ZtfPzxx7h9+zauX78OAFi8eDG6du2KSZMmoXbt2hgzZgy6du0qLavVamFjYwOFQgF3d3e4u7tLoywDuW2g+vXrh1q1amHOnDlITk4u8LSG5xV7gRERkcVzdXVFaGgowsPDIYoiQkND4eLiUuRyukF+gdwGz+7u7npPOjAmJSUFN27cwIgRIzBq1ChpelZWFuzt7Y2uQ/dUhXv37qFu3bqIiopCr1699NI3b94cW7duLbIM+fO2traGnZ2dSeV/HjAAIiIiQu5tsHHjxgEAlixZYtIySqVS770gCMjJySlyueTkZAC57Xd0z8zUyf/cq7zr0I2ObMo6TFHS8j8PGAAREREB6NKlCzIyMiAIAkJCQkp1XVWqVIGnpydu3ryJAQMGlDifOnXq4OTJk3rT8r9XqVTSs9rofxgAERERIbfm5cqVK9L/5hIdHS09GFzHz88PH3/8McaPHw97e3t06dIF6enpOHXqFB4/foywsDCT8n7nnXfQrl07LFiwAD169MC+ffuwY8cOvedo+fr6SmWoVq0abG1tpWdvWjIGQEREVGpKc2Tm0lAaj0UyFMz89ddfGDlyJKysrPDFF19g8uTJsLa2RoMGDfS62helTZs2WLp0KT7++GNMnz4dISEhePfdd/HNN99IaV599VWpK/2TJ0+watUqaXBHS8ZngfFZYEREz4zPAqs4Ro0ahatXr+Kvv/4q76I8Ez4LjIiIiIz68ssv8dJLL8Ha2ho7duzA6tWr9QZUJMMYABEREVViJ06cwLx585CUlIQaNWpg0aJFGDlyZHkXq8JjAERERFSJ/fzzz+VdhEqJI0ETERGRxWEARERERBaHARARERFZHAZAREREZHEYABEREZHFYQBEREREFofd4ImIqPTMtC/j9SWU7fqeI8HBwQgMDMTChQvLuyhlgjVARERksYYOHQpBEDB69OgC88aOHQtBEMz63Kzg4OBiPeurNEREREAQBDx58qRcy1HeGAAREZFF8/Lywvr165GamipNS0tLw7p16+Dt7V2OJaPSxACIiIgsWpMmTeDl5YVNmzZJ0zZt2gRvb280btxYmrZz5060bdsWDg4OcHZ2Rvfu3XHjxg1p/g8//AAbGxtcu3ZNmjZmzBjUrVsXT58+Nakshw4dwgsvvACtVgsvLy+MHz8eKSkp0nxfX1/MmTMHw4cPh62tLby9vbFs2TK9PI4cOYLAwEBoNBoEBQVhy5YtEAQBkZGRuHXrFjp06AAAcHR0LFDDlZOTg/fffx9OTk5wd3fHzJkzTSp3ZcQAiIiILN7w4cOxatUq6f3KlSsxbNgwvTQpKSkICwvDqVOnsHfvXshkMvTq1Qs5OTkAgMGDB6Nbt24YMGAAsrKysG3bNixfvhxr166FlZVVkWW4ceMGunTpgldffRXnz5/Hhg0bcOjQIYwbN04v3fz58xEUFISzZ89izJgxePvttxEVFQUg9ynpPXr0QIMGDXDmzBnMnj0bU6ZMkZb18vLCr7/+CgCIiopCbGwsvv76a2n+6tWrYW1tjePHj2PevHmYNWsWdu/eXcy9WTkwACIiIos3cOBAHDp0CLdv38bt27dx+PBhDBw4UC/Nq6++it69e6NWrVoIDAzEypUrceHCBVy+fFlK89///hexsbEYP348RowYgZkzZ6Jp06YmlWHu3LkYMGAAJk6cCD8/P7Ru3RqLFi3CDz/8gLS0NCldt27dMGbMGNSqVQtTpkyBi4sL9u/fDwBYt24dBEHA999/D39/f3Tt2hWTJ0+WlpXL5XBycgIAuLm5wd3dHfb2/2uo3rBhQ3z00Ufw8/PD4MGDERQUhL179xZ/h1YC7AVGREQWz9XVFaGhoQgPD4coiggNDYWLi4temmvXrmHGjBk4fvw4Hjx4INX8xMTEoH79+gBybyutWLECISEhaN26NaZOnWpyGc6dO4fz589j7dq10jRRFJGTk4Po6GjUq1cPQG6QoiMIAtzd3XHv3j0AubU6DRs2hEajkdI0b97c5DLkzRsAPDw8pLyfNwyAiIiIkHsbTHe7acmSJQXm9+jRAz4+Pvj+++/h6emJnJwc1K9fHxkZGXrpDh48CLlcjtjYWKSkpMDW1tak9ScnJ+Ott97C+PHjC8zL2xhbqVTqzRMEQQrGnlVp5l3R8BYYERERgC5duiAjIwOZmZkICQnRm/fw4UNERUVh+vTp6NixI+rVq4fHjx8XyOPIkSP4/PPP8ccff8DGxqZA+53CNGnSBJcvX0atWrUKvFQqlUl51KlTBxcuXEB6ero07eTJk3ppdHllZ2ebXLbnEQMgIiIi5LaPuXLlCi5fvgy5XK43z9HREc7Ozli2bBmuX7+Offv2ISwsTC9NUlISBg0ahPHjx6Nr165Yu3YtNmzYgF9++UUv3f379xEZGan3io+Px5QpU3DkyBGMGzcOkZGRuHbtGn777bdiBVH9+/dHTk4O3nzzTVy5cgV//vknvvzySwC5tTkA4OPjA0EQsHXrVty/fx/Jyckl2V2VHm+BERFR6alkIzPb2dkZnC6TybB+/XqMHz8e9evXR506dbBo0SIEBwdLaSZMmABra2vMmTMHANCgQQPMmTMHb731Flq1aoWqVasCyG2ovG7dOr38Z8+ejenTp+PAgQP44IMP8MILL0AURdSsWRN9+/YtVvn/+OMPvP322wgMDESDBg0wY8YM9O/fX2oXVLVqVXz88ceYOnUqhg0bhsGDByM8PLwYe+n5IIiiKJZ3IcpLYmIi7O3tkZCQYPSgJyKioqWlpSE6OhrVq1fXa4BL5W/t2rUYNmwYEhISoNVqy7s4JivsmDLH9Zs1QERERM+RH374ATVq1EDVqlVx7tw5TJkyBX369KlUwU9ZYABERET0HImLi8OMGTMQFxcHDw8PvP766/j000/Lu1gVDgMgIiKi58j777+P999/v7yLUeGxFxgRERFZHAZAREREZHEYABEREZHFYQBEREREFocBEBEREVkcBkBERERkcdgNnoiISk2D1Q3KdH0XhlwotbyDg4MRGBiIhQsXlto6ikMQBGzevBk9e/Ys76JUSqwBIiIiizV06FAIgoDRo0cXmDd27FgIgoChQ4cCADZt2oTZs2cXK39BEKSXQqGAt7c3wsLC9J7WXlaCg4MhCAI+++yzAvNCQ0MhCAJmzpxZ5uUqLwyAiIjIonl5eWH9+vVITU2VpqWlpWHdunXw9vaWpjk5OcHW1rbY+a9atQqxsbGIjo7Gt99+izVr1uCTTz4xS9mLy8vLq8CDT+/evYu9e/fCw8OjXMpUXhgAERGRRWvSpAm8vLywadMmadqmTZvg7e2Nxo0bS9OCg4MxceJE6b2vry/mzJmD4cOHw9bWFt7e3li2bFmB/B0cHODu7g4vLy90794dr7zyCs6cOaOX5rvvvkPNmjWhUqlQp04drFmzRm/+tWvX0K5dO2g0Gvj7+2P37t1681988UWMGzdOb9r9+/ehUqmwd+9eaVr37t3x4MEDHD58WJq2evVqdO7cGW5ubnrLr1mzBkFBQbC1tYW7uzv69++Pe/fuSfMfP36MAQMGwNXVFVqtFn5+fli1ahUAICMjA+PGjYOHhwc0Gg18fHwwd+7cAvumPDEAMtH8vt3LuwhERFRKhg8fLl28AWDlypUYNmxYkcvNnz8fQUFBOHv2LMaMGYO3334bUVFRRtP//fff2LdvH1q0aCFN27x5MyZMmID33nsPFy9exFtvvYVhw4Zh//79AICcnBz07t0bKpUKx48fx9KlSzFlyhS9fEeOHIl169bp3Vr78ccfUbVqVbz44ovSNJVKhQEDBuhta3h4OIYPH16grJmZmZg9ezbOnTuHLVu24NatW9LtQAD48MMPcfnyZezYsQNXrlzBd999BxcXFwDAokWL8Pvvv+Pnn39GVFQU1q5dC19f3yL3Z1liAERERBZv4MCBOHToEG7fvo3bt2/j8OHDGDhwYJHLdevWDWPGjEGtWrUwZcoUuLi4SIGLTr9+/WBjYwONRoM6deogICAA06ZNk+Z/+eWXGDp0KMaMGYPatWsjLCwMvXv3xpdffgkA2LNnD65evYoffvgBjRo1Qrt27TBnzhy9dfTu3RsA8Ntvv0nTwsPDpTZOeQ0fPhw///wzUlJScPDgQSQkJKB794I/8ocPH46uXbuiRo0aaNmyJRYtWoQdO3YgOTkZABATE4PGjRsjKCgIvr6+6NSpE3r06CHN8/PzQ9u2beHj44O2bduiX79+Re7PssQAiIiILJ6rqytCQ0MRHh6OVatWITQ0VKrNKEzDhg2l/wVBgLu7u95tIgD46quvEBkZiXPnzmHr1q34+++/MWjQIGn+lStX0KZNG71l2rRpgytXrkjzvby84OnpKc1v1aqVXnqNRoNBgwZh5cqVAIAzZ87g4sWLejU2Oo0aNYKfnx9++eUXrFy5EoMGDYJCUbBT+OnTp9GjRw94e3vD1tYW7du3B5Ab3ADA22+/jfXr1yMwMBDvv/8+jhw5Ii07dOhQREZGok6dOhg/fjx27dplfCeWE3aDN5HGMay8i0BERKVo+PDhUjuaJUuWmLSMUqnUey8IAnJycvSmubu7o1atWgCAOnXqICkpCf369cMnn3wiTTeHkSNHIjAwEP/88w9WrVqFF198ET4+PgbTDh8+HEuWLMHly5dx4sSJAvNTUlIQEhKCkJAQrF27Fq6uroiJiUFISAgyMjIAAF27dsXt27exfft27N69Gx07dsTYsWPx5ZdfokmTJoiOjsaOHTuwZ88e9OnTB506dcIvv/xitu19VqwBIiIiAtClSxdkZGQgMzMTISEhpbYeuVwOAFKvs3r16uk1SgaAw4cPw9/fX5p/584dxMbGSvOPHTtWIN8GDRogKCgI33//PdatW2ewXY9O//79ceHCBdSvX19aT15Xr17Fw4cP8dlnn+GFF15A3bp1C9RsAbk1Z0OGDMGPP/6IhQsX6jUCt7OzQ9++ffH9999jw4YN+PXXX/Ho0aPCdk2ZYg0QERERcgMT3W0nXZBiDk+ePEFcXBxycnJw7do1zJo1C7Vr10a9evUAAJMnT0afPn3QuHFjdOrUCX/88Qc2bdqEPXv2AAA6deqE2rVrY8iQIfjiiy+QmJiIDz74wOC6Ro4ciXHjxsHa2hq9evUyWiZHR0fExsYWqMHS8fb2hkqlwuLFizF69GhcvHixwBhIM2bMQNOmTREQEID09HRs3bpV2qYFCxbAw8MDjRs3hkwmw8aNG+Hu7g4HB4fi7r5SwwDIRC9GjAVwpbyLQURUqZTmyMylwc7Ozux56nqT6doI6Rox69rd9OzZE19//TW+/PJLTJgwAdWrV8eqVasQHBwMAJDJZNi8eTNGjBiB5s2bw9fXF4sWLUKXLl0KrKtfv36YOHEi+vXrB41GU2i5CgtGXF1dER4ejv/85z9YtGgRmjRpgi+//BIvv/yylEalUmHatGm4desWtFotXnjhBaxfvx4AYGtri3nz5uHatWuQy+Vo1qwZtm/fDpms4tx4EkRRFMu7EOUlMTER9vb2SEhIKPKgv1K3HupdZQBERGRIWloaoqOjUb169SIvvFR6bt26hZo1a+LkyZNo0qRJeRfnmRR2TBXn+m0Ma4CIiIgquczMTDx8+BDTp09Hy5YtK33wUxYqTl0UERERlcjhw4fh4eGBkydPYunSpeVdnEqBNUBERESVXHBwMCy4RUuJsAaIiIiILA4DICIiIrI4DICIiIjI4jAAIiIiIovDAIiIiIgsTrECoLlz56JZs2awtbWFm5sbevbsiaioKL00aWlpGDt2LJydnWFjY4NXX30V8fHxemliYmIQGhoKKysruLm5YfLkycjKytJLExERgSZNmkCtVqNWrVoIDw8vUJ4lS5bA19cXGo0GLVq0MPhANyIiIqL8itUN/sCBAxg7diyaNWuGrKws/Oc//0Hnzp1x+fJlWFtbAwDeffddbNu2DRs3boS9vT3GjRuH3r17Sw96y87ORmhoKNzd3XHkyBHExsZi8ODBUCqVmDNnDgAgOjoaoaGhGD16NNauXYu9e/di5MiR8PDwkB5Qt2HDBoSFhWHp0qVo0aIFFi5ciJCQEERFRcHNzc2c+4iIiEroSt16Zbo+Sx6xPzg4GIGBgVi4cGF5F6VSKFYN0M6dOzF06FAEBASgUaNGCA8PR0xMDE6fPg0ASEhIwIoVK7BgwQK8+OKLaNq0KVatWoUjR45IT67dtWsXLl++jB9//BGBgYHo2rUrZs+ejSVLliAjIwMAsHTpUlSvXh3z589HvXr1MG7cOLz22mv46quvpLIsWLAAo0aNwrBhw+Dv74+lS5fCysoKK1euNFr+9PR0JCYm6r2IiMhyDR06FIIgYPTo0QXmjR07FoIgYOjQoWZbX3BwMARBkF5VqlTB66+/jtu3b5ttHaaaOXMmBEEw+EyxL774AoIgSM8jex49UxughIQEAICTkxMA4PTp08jMzESnTp2kNHXr1oW3tzeOHj0KADh69CgaNGiAKlWqSGlCQkKQmJiIS5cuSWny5qFLo8sjIyMDp0+f1ksjk8nQqVMnKY0hc+fOhb29vfTy8vJ6ls0nIqLngJeXF9avX4/U1FRpWlpaGtatWwdvb2+zr2/UqFGIjY3Fv//+i99++w137tzBwIEDzb4eU3h4eGD//v34559/9KavXLmyVLa9IilxAJSTk4OJEyeiTZs2qF+/PgAgLi4OKpWqwBNmq1Spgri4OClN3uBHN183r7A0iYmJSE1NxYMHD5CdnW0wjS4PQ6ZNm4aEhATpdefOneJvOBERPVeaNGkCLy8vbNq0SZq2adMmeHt7o3HjxtK0nTt3om3btnBwcICzszO6d++OGzduSPN/+OEH2NjY4Nq1a9K0MWPGoG7dunj69Kk0zcrKCu7u7vDw8EDLli0xbtw4nDlzRq9MBw4cQPPmzaFWq+Hh4YGpU6fqtZVNSUnB4MGDYWNjAw8PD8yfP19v+VmzZknX5rwCAwPx4YcfSu/d3NzQuXNnrF69Wpp25MgRPHjwAKGhoXrLnjx5Ei+99BJcXFxgb2+P9u3b65VbFEXMnDkT3t7eUKvV8PT0xPjx46X53377Lfz8/KDRaFClShW89tprBcpXlkocAI0dOxYXL17E+vXrzVmeUqVWq2FnZ6f3IiIiGj58OFatWiW9X7lyJYYNG6aXJiUlBWFhYTh16hT27t0LmUyGXr16IScnBwAwePBgdOvWDQMGDEBWVha2bduG5cuXY+3atbCysjK43kePHuHnn39GixYtpGl3795Ft27d0KxZM5w7dw7fffcdVqxYgU8++URKM3nyZBw4cAC//fYbdu3ahYiICL1gZPjw4bhy5QpOnjwpTTt79izOnz9fYLuGDx+u19Fo5cqVGDBgAFQqlV66pKQkDBkyBIcOHcKxY8fg5+eHbt26ISkpCQDw66+/4quvvsJ///tfXLt2DVu2bEGDBg0AAKdOncL48eMxa9YsREVFYefOnWjXrp3xD6QMlOhZYOPGjcPWrVtx8OBBVKtWTZru7u6OjIwMPHnyRK8WKD4+Hu7u7lKa/L21dL3E8qbJ33MsPj4ednZ20Gq1kMvlkMvlBtPo8iAiIjLVwIEDMW3aNKktzuHDh7F+/XpERERIaV599VW9ZVauXAlXV1dcvnxZqm3573//i4YNG2L8+PHYtGkTZs6ciaZNm+ot9+2332L58uUQRRFPnz5F7dq18eeff+rN9/LywjfffANBEFC3bl38+++/mDJlCmbMmIGnT59ixYoV+PHHH9GxY0cAwOrVq/Wux9WqVUNISAhWrVqFZs2aAQBWrVqF9u3bo0aNGnrl6d69O0aPHo2DBw+iadOm+Pnnn3Ho0KECbWpffPFFvffLli2Dg4MDDhw4gO7duyMmJgbu7u7o1KkTlEolvL290bx5cwC5vb+tra3RvXt32NrawsfHR692rTwUqwZIFEWMGzcOmzdvxr59+1C9enW9+U2bNoVSqcTevXulaVFRUYiJiUGrVq0AAK1atcKFCxdw7949Kc3u3bthZ2cHf39/KU3ePHRpdHmoVCo0bdpUL01OTg727t0rpSEiIjKVq6srQkNDER4ejlWrViE0NBQuLi56aa5du4Z+/fqhRo0asLOzg6+vL4Dci7uOo6MjVqxYge+++w41a9bE1KlTC6xrwIABiIyMxLlz53Do0CHUqlULnTt3lmpSrly5glatWkEQBGmZNm3aIDk5Gf/88w9u3LiBjIwMvVojJycn1KlTR289o0aNwk8//YS0tDRkZGRg3bp1GD58eIHyKJVKDBw4EKtWrcLGjRtRu3ZtNGzYsEC6+Ph4jBo1Cn5+frC3t4ednR2Sk5Ol7X/99deRmpqKGjVqYNSoUdi8ebN02+6ll16Cj48PatSogUGDBmHt2rV6twXLQ7FqgMaOHYt169bht99+g62trdText7eHlqtFvb29hgxYgTCwsLg5OQEOzs7vPPOO2jVqhVatmwJAOjcuTP8/f0xaNAgzJs3D3FxcZg+fTrGjh0LtVoNABg9ejS++eYbvP/++xg+fDj27duHn3/+Gdu2bZPKEhYWhiFDhiAoKAjNmzfHwoULkZKSUqBqj4iIyBTDhw/HuHHjAOSOM5dfjx494OPjg++//x6enp7IyclB/fr1pR7MOgcPHoRcLkdsbCxSUlJga2urN9/e3h61atUCANSqVQsrVqyAh4cHNmzYgJEjR5pte3r06AG1Wo3NmzdDpVIhMzPTaLub4cOHo0WLFrh48aLBIAkAhgwZgocPH+Lrr7+Gj48P1Go1WrVqJW2/l5cXoqKisGfPHuzevRtjxozBF198gQMHDsDW1hZnzpxBREQEdu3ahRkzZmDmzJk4efJkgXbDZaVYNUDfffcdEhISEBwcDA8PD+m1YcMGKc1XX32F7t2749VXX0W7du3g7u6u17BMLpdj69atkMvlaNWqFQYOHIjBgwdj1qxZUprq1atj27Zt2L17Nxo1aoT58+dj+fLl0hhAANC3b198+eWXmDFjBgIDAxEZGYmdO3cWaBhNRERkii5duiAjIwOZmZl61xsAePjwIaKiojB9+nR07NgR9erVw+PHjwvkceTIEXz++ef4448/YGNjIwVUhZHL5QAg9UKrV68ejh49ClEUpTSHDx+Gra0tqlWrhpo1a0KpVOL48ePS/MePH+Pvv//Wy1ehUGDIkCFYtWoVVq1ahTfeeANardZgGQICAhAQEICLFy+if//+BtMcPnwY48ePR7du3RAQEAC1Wo0HDx7opdFqtejRowcWLVqEiIgIHD16FBcuXJDK06lTJ8ybNw/nz5/HrVu3sG/fviL3T2kpVg1Q3g/DGI1GgyVLlhiMnnV8fHywffv2QvMJDg7G2bNnC00zbtw4kw4uIiKiosjlcly5ckX6Py9HR0c4Oztj2bJl8PDwQExMTIHbW0lJSRg0aBDGjx+Prl27olq1amjWrBl69OihV/Py9OlT6Q5KfHw8Zs+eDY1Gg86dOwPI7Tm2cOFCvPPOOxg3bhyioqLw0UcfISwsDDKZDDY2NhgxYgQmT54MZ2dnuLm54YMPPoBMVrBOY+TIkahXL3cwSt2AxMbs27cPmZmZRmtk/Pz8sGbNGgQFBSExMRGTJ0/WC6jCw8ORnZ2NFi1awMrKCj/++CO0Wi18fHywdetW3Lx5E+3atYOjoyO2b9+OnJycArftylKJGkETERGZorKNzGysd7BMJsP69esxfvx41K9fH3Xq1MGiRYv0BgqcMGECrK2tpacaNGjQAHPmzMFbb72FVq1aoWrVqgCA77//Ht9//z2A3MCqYcOG2L59uxQMVK1aFdu3b8fkyZPRqFEjODk5YcSIEZg+fbq0ri+++ALJycno0aMHbG1t8d5770lj8+Xl5+eH1q1b49GjR3pthgzRPdHBmBUrVuDNN9+Uhg2YM2cOJk2aJM13cHDAZ599hrCwMGRnZ6NBgwb4448/4OzsDAcHB6lReFpaGvz8/PDTTz8hICCg0HWWJkE0pVrnOZWYmAh7e3skJCQU2SX+St16le6LTERUVtLS0hAdHY3q1atDo9GUd3Ho/4miCD8/P4wZMwZhYWHlXZxiKeyYKs712xjWABERET2H7t+/j/Xr1yMuLo4dhAxgAERERPQccnNzg4uLC5YtWwZHR8fyLk6FwwCIiIjoOWTBLVxM8kwPQyUiIiKqjBgAERERkcVhAEREREQWhwEQERERWRwGQERERGRxGAARERGRxWE3eCIiKjVLRpftwy7HLn2x1PIODg5GYGAgFi5cWGrrAIChQ4fiyZMn2LJlS6mux9KxBoiIiCzW0KFDIQgCRo8eXWDe2LFjIQgChg4dCgDYtGkTZs+ebXLeLVu2LJDv0qVLIQgCwsPDC5TjhRdeAAB8/fXXBeaT+TEAIiIii+bl5YX169cjNTVVmpaWloZ169bB29tbmubk5ARbW1uT8+3QoQMiIiL0pu3fvx9eXl4FpkdERODFF3Nrr+zt7Y0+kZ3MhwEQERFZNN3TzTdt2iRN27RpE7y9vdG4cWNpWnBwMCZOnCi99/X1xZw5czB8+HDY2trC29sby5Ytk+Z36NABUVFRiIuLk6YdOHAAU6dO1QuAoqOjcfv2bXTo0AFAbm1Qz5499dY7fvx4vP/++3BycoK7uztmzpyptw1Xr15F27ZtodFo4O/vjz179kAQBOk2WkZGBsaNGwcPDw9oNBr4+Phg7ty50vKCIOC7775D165dodVqUaNGDfzyyy9665gyZQpq164NKysr1KhRAx9++CEyMzOl+TNnzkRgYCDWrFkDX19f2Nvb44033kBSUlLRH0I5YABEREQWb/jw4Vi1apX0fuXKlSY9QHT+/PkICgrC2bNnMWbMGLz99tuIiooCALRp0wZKpRL79+8HAFy+fBmpqakYMWIEHj58iOjoaAC5tUIajQatWrUyup7Vq1fD2toax48fx7x58zBr1izs3r0bAJCdnY2ePXvCysoKx48fx7Jly/DBBx/oLb9o0SL8/vvv+PnnnxEVFYW1a9fC19dXL82HH36IV199FefOncOAAQPwxhtv4MqVK9J8W1tbhIeH4/Lly/j666/x/fff46uvvtLL48aNG9iyZQu2bt2KrVu34sCBA/jss8+K3I/lgQEQERFZvIEDB+LQoUO4ffs2bt++jcOHD2PgwIFFLtetWzeMGTMGtWrVwpQpU+Di4iIFPNbW1mjevLlU2xMREYG2bdtCrVajdevWetNbtWoFtVptdD0NGzbERx99BD8/PwwePBhBQUHYu3cvAGD37t24ceMGfvjhBzRq1Aht27bFp59+qrd8TEwM/Pz80LZtW/j4+KBt27bo16+fXprXX38dI0eORO3atTF79mwEBQVh8eLF0vzp06ejdevW8PX1RY8ePTBp0iT8/PPPennk5OQgPDwc9evXxwsvvIBBgwZJ5axoGAAREZHFc3V1RWhoKMLDw7Fq1SqEhobCxcWlyOUaNmwo/S8IAtzd3XHv3j1pWnBwsF6gExwcDABo37693nTd7S9T1gMAHh4e0nqioqLg5eUFd3d3aX7z5s310g8dOhSRkZGoU6cOxo8fj127dhVYR/4aqFatWunVAG3YsAFt2rSBu7s7bGxsMH36dMTExOgt4+vrq9dOKm85KxoGQERERMi9DRYeHo7Vq1dj+PDhJi2jVCr13guCgJycHOl9hw4d8Pfff+Pu3buIiIhA+/btAfwvALpx4wbu3LkjNYAu6XqK0qRJE0RHR2P27NlITU1Fnz598Nprr5m8/NGjRzFgwAB069YNW7duxdmzZ/HBBx8gIyPDrOUsSwyAiIiIAHTp0gUZGRnIzMxESEiIWfJs3bo1VCoVvv32W6SlpaFp06YAgGbNmuH+/ftYuXKldKuspOrUqYM7d+4gPj5emnby5MkC6ezs7NC3b198//332LBhA3799Vc8evRImn/s2DG99MeOHUO9evUAAEeOHIGPjw8++OADBAUFwc/PD7dv3y5xmSsCDoRIREQEQC6XS7d85HK5WfLUarVo2bIlFi9ejDZt2kj5qlQqven5a06K46WXXkLNmjUxZMgQzJs3D0lJSZg+fTqA3BoYAFiwYAE8PDzQuHFjyGQybNy4Ee7u7nrd7Tdu3IigoCC0bdsWa9euxYkTJ7BixQoAgJ+fH2JiYrB+/Xo0a9YM27Ztw+bNm0tc5oqAARAREZWa0hyZuTTY2dmZPc8OHTrg4MGDUvsfnfbt22P//v1Ftv8pilwux5YtWzBy5Eg0a9YMNWrUwBdffIEePXpAo9EAyO3BNW/ePFy7dg1yuRzNmjXD9u3bIZP970bQxx9/jPXr12PMmDHw8PDATz/9BH9/fwDAyy+/jHfffRfjxo1Deno6QkND8eGHHxbojl+ZCKIoiuVdiPKSmJgIe3t7JCQkFHnQX6lbD/WuXik0DRGRpUpLS0N0dDSqV68uXXSp/Bw+fBht27bF9evXUbNmzSLTC4KAzZs3640/VN4KO6aKc/02hjVAREREldzmzZthY2MDPz8/XL9+HRMmTECbNm1MCn4sFQMgIiKiSi4pKQlTpkxBTEwMXFxc0KlTJ8yfP7+8i1WhMQAiIiKq5AYPHozBgweXeHlLbA3DbvBERERkcRgAERERkcVhAEREREQWhwEQERERWRwGQERERGRxGAARERGRxWE3eCIiKjXz+3Yv0/W9t2Frma6vLISHh2PixIl48uRJeRflucIaICIislhDhw6FIAgYPXp0gXljx46FIAgYOnSoWdY1depU1K1bV2/a1atXDa4jPDwcarUaqamp6Nu3L/7++2+zlIH+hwEQERFZNC8vL6xfvx6pqanStLS0NKxbtw7e3t5mW0+HDh0QFRWFuLg4adr+/fvh5eWFiIgIvbT79+9Hy5YtodVqodVq4ebmZrZyUC4GQEREZNGaNGkCLy8vbNq0SZq2adMmeHt7o3HjxtK0nTt3om3btnBwcICzszO6d++OGzduSPN/+OEH2NjY4Nq1a9K0MWPGoG7dunj69Cnatm0LpVKpF+xERERg7NixePToEW7duqU3XfeU+PDwcDg4OEjzZs6cicDAQKxZswa+vr6wt7fHG2+8gaSkJClNUlISBgwYAGtra3h4eOCrr75CcHAwJk6cKKX59ttv4efnB41GgypVquC1116T5gUHB2PcuHEYN24c7O3t4eLigg8//FBvxOg1a9YgKCgItra2cHd3R//+/XHv3j29bRAEAXv37kVQUBCsrKzQunVrREVFmfjJlC4GQEREZPGGDx+OVatWSe9XrlyJYcOG6aVJSUlBWFgYTp06hb1790Imk6FXr17IyckBkPs4im7dumHAgAHIysrCtm3bsHz5cqxduxZWVlawtrZGs2bNsH//finPiIgIdOzYEW3atJGm37x5EzExMVIAZMiNGzewZcsWbN26FVu3bsWBAwfw2WefSfPDwsJw+PBh/P7779i9ezf++usvnDlzRpp/6tQpjB8/HrNmzUJUVBR27tyJdu3a6a1j9erVUCgUOHHiBL7++mssWLAAy5cvl+ZnZmZi9uzZOHfuHLZs2YJbt24ZvF34wQcfYP78+Th16hQUCgWGDx9e2EdRZtgImoiILN7AgQMxbdo03L59GwBw+PBhrF+/Xq+25tVXX9VbZuXKlXB1dcXly5dRv359AMB///tfNGzYEOPHj8emTZswc+ZMNG3aVFqmQ4cO2LhxIwDg8uXLSEtLQ+PGjdGuXTtERERg2LBhiIiIgEajQcuWLY2WNycnB+Hh4bC1tQUADBo0CHv37sWnn36KpKQkrF69GuvWrUPHjh0BAKtWrYKnp6e0fExMDKytrdG9e3fY2trCx8dHr7YLyL01+NVXX0EQBNSpUwcXLlzAV199hVGjRgGAXiBTo0YNLFq0CM2aNUNycjJsbGykeZ9++inat28PILcdVGhoKNLS0qDRaAr7SEoda4CIiMjiubq6IjQ0FOHh4Vi1ahVCQ0Ph4uKil+batWvo168fatSoATs7O/j6+gLIDSZ0HB0dsWLFCnz33XeoWbMmpk6dqpdHcHAw/v77b8TGxiIiIgJt27aFXC5H+/btpWArIiICrVu3hlqtNlpeX19fKfgBAA8PD+n2082bN5GZmYnmzZtL8+3t7VGnTh3p/UsvvQQfHx/UqFEDgwYNwtq1a/H06VO9dbRs2RKCIEjvW7VqhWvXriE7OxsAcPr0afTo0QPe3t6wtbWVgpy8+wMAGjZsqFdOAHq3ysoLAyAiIiLk1miEh4dj9erVBm/T9OjRA48ePcL333+P48eP4/jx4wCAjIwMvXQHDx6EXC5HbGwsUlJS9Oa1adMGKpUK+/fvx/79+6WgoVmzZnjw4AFu3ryJiIgIvPjii4WWValU6r0XBEG6FWcKW1tbnDlzBj/99BM8PDwwY8YMNGrUyOSu9ikpKQgJCYGdnR3Wrl2LkydPYvPmzQAK7o+8ZdUFVMUpa2lhAERERASgS5cuyMjIQGZmJkJCQvTmPXz4EFFRUZg+fTo6duyIevXq4fHjxwXyOHLkCD7//HP88ccfsLGxwbhx4/Tma7VatGjRAhEREThw4ACCg4MB5AYJLVu2xIoVK3Dnzp1C2/8UpUaNGlAqlTh58qQ0LSEhoUBXeoVCgU6dOmHevHk4f/48bt26hX379knzdQGezrFjx+Dn5we5XI6rV6/i4cOH+Oyzz/DCCy+gbt26FaJWpzjYBoiIiAiAXC7HlStXpP/zcnR0hLOzM5YtWwYPDw/ExMQUuL2VlJSEQYMGYfz48ejatSuqVauGZs2aoUePHno9rDp06ICvvvoKQG4PNJ327dvjyy+/lBpLl5StrS2GDBmCyZMnw8nJCW5ubvjoo48gk8mkGpitW7fi5s2baNeuHRwdHbF9+3bk5OTo3SaLiYlBWFgY3nrrLZw5cwaLFy/G/PnzAQDe3t5QqVRYvHgxRo8ejYsXL2L27NklLnN5YABERESlprKNzGxnZ2dwukwmw/r16zF+/HjUr18fderUwaJFi6QaHACYMGECrK2tMWfOHABAgwYNMGfOHLz11lto1aoVqlatCiA3AJo1axa6dOkCheJ/l+H27dvjo48+QkhISIFbXMW1YMECjB49Gt27d4ednR3ef/993LlzR2p47ODgIDXSTktLg5+fH3766ScEBARIeQwePBipqalo3rw55HI5JkyYgDfffBNAbpup8PBw/Oc//8GiRYvQpEkTfPnll3j55ZefqdxlSRDzduq3MImJibC3t0dCQoLRg17nSt16qHf1ShmVjIiocklLS0N0dDSqV69e7r17qKCUlBRUrVoV8+fPx4gRI4pMHxwcjMDAQCxcuLD0C2dEYcdUca7fxrAGiIiI6Dlz9uxZXL16Fc2bN0dCQgJmzZoFAHjllVfKuWQVBwMgIiKi59CXX36JqKgoqFQqNG3aFH/99VeBrv2WjAEQERHRc6Zx48Y4ffp0iZfP/2yy5xG7wRMRkdlYcLNSMrPSPpYYABER0TPTdRvPPwgeUUnpRqZ+1h5xxvAWGBERPTOFQgErKyvcv38fSqUSMhl/X1PJiKKIp0+f4t69e3BwcCgwJpO5MAAiIqJnJggCPDw8EB0dLT1QlOhZODg4wN3dvdTyZwBERERmoVKp4Ofnx9tg9MyUSmWp1fzoMAAiIiKzkclkHAiRKgXepCUiIiKLwwCIiIiILA4DICIiIrI4DICIiIjI4jAAIiIiIovDAIiIiIgsDgMgIiIisjgMgIiIiMjiMAAiIiIii1PsAOjgwYPo0aMHPD09IQgCtmzZojd/6NChEARB79WlSxe9NI8ePcKAAQNgZ2cHBwcHjBgxAsnJyXppzp8/jxdeeAEajQZeXl6YN29egbJs3LgRdevWhUajQYMGDbB9+/bibg4RERFZoGIHQCkpKWjUqBGWLFliNE2XLl0QGxsrvX766Se9+QMGDMClS5ewe/dubN26FQcPHsSbb74pzU9MTETnzp3h4+OD06dP44svvsDMmTOxbNkyKc2RI0fQr18/jBgxAmfPnkXPnj3Rs2dPXLx4sbibRERERBZGEEVRLPHCgoDNmzejZ8+e0rShQ4fiyZMnBWqGdK5cuQJ/f3+cPHkSQUFBAICdO3eiW7du+Oeff+Dp6YnvvvsOH3zwAeLi4qBSqQAAU6dOxZYtW3D16lUAQN++fZGSkoKtW7dKebds2RKBgYFYunSpwXWnp6cjPT1dep+YmAgvLy8kJCTAzs6u0G29Urce6l29UuQ+ISIiotKVmJgIe3t7k67fxpRKG6CIiAi4ubmhTp06ePvtt/Hw4UNp3tGjR+Hg4CAFPwDQqVMnyGQyHD9+XErTrl07KfgBgJCQEERFReHx48dSmk6dOumtNyQkBEePHjVarrlz58Le3l56eXl5mWV7iYiIqHIxewDUpUsX/PDDD9i7dy8+//xzHDhwAF27dkV2djYAIC4uDm5ubnrLKBQKODk5IS4uTkpTpUoVvTS690Wl0c03ZNq0aUhISJBed+7cebaNJSIiokpJYe4M33jjDen/Bg0aoGHDhqhZsyYiIiLQsWNHc6+uWNRqNdRqdbmWgYiIiMpfqXeDr1GjBlxcXHD9+nUAgLu7O+7du6eXJisrC48ePYK7u7uUJj4+Xi+N7n1RaXTziYiIiIwp9QDon3/+wcOHD+Hh4QEAaNWqFZ48eYLTp09Lafbt24ecnBy0aNFCSnPw4EFkZmZKaXbv3o06derA0dFRSrN37169de3evRutWrUq7U0iIiKiSq7YAVBycjIiIyMRGRkJAIiOjkZkZCRiYmKQnJyMyZMn49ixY7h16xb27t2LV155BbVq1UJISAgAoF69eujSpQtGjRqFEydO4PDhwxg3bhzeeOMNeHp6AgD69+8PlUqFESNG4NKlS9iwYQO+/vprhIWFSeWYMGECdu7cifnz5+Pq1auYOXMmTp06hXHjxplhtxAREdFzTSym/fv3iwAKvIYMGSI+ffpU7Ny5s+jq6ioqlUrRx8dHHDVqlBgXF6eXx8OHD8V+/fqJNjY2op2dnThs2DAxKSlJL825c+fEtm3bimq1Wqxatar42WefFSjLzz//LNauXVtUqVRiQECAuG3btmJtS0JCgghATEhIKDLt5Tp1i5U3ERERlY7iXL+NeaZxgCq74owjwHGAiIiIKoYKOw4QERERUUXGAIiIiIgsDgMgIiIisjgMgIiIiMjiMAAiIiIii8MAiIiIiCwOAyAiIiKyOAyAiIiIyOIwACIiIiKLwwCIiIiILA4DoOfI/L7dy7sIRERElQIDIKrwGNgREZG5MQAqhop+IdY4hpV3EYiIiCoFBkBERERkcRgAPUdejBhb3kUoFazZIiIic2MAVAy8EBMRET0fGAARERGRxWEAVAzP6y2mio77nYiIzI0BEBEREVkcBkBERERkcRgAERERkcVhAEREREQWhwEQERERWRwGQERERGRxGAARERGRxWEARERERBaHARARERFZHAZAREREZHEYABEREZHFYQBEREREFocBEBEREVkcBkBERERkcRgAERERkcVhAEREREQWhwEQERERWRwGQERERGRxGAARERGRxWEARERERBaHARARERFZHAZAREREZHEYABEREZHFYQBEREREFocBEBEREVkcBkBERERkcRgAERERkcVhAEREREQWhwEQERERWRwGQERERGRxGAARERGRxWEARERERBaHARARERFZHAZAREREZHEYABEREZHFYQBEREREFocBEBEREVkcBkBERERkcRgAERERkcVhAEREREQWhwEQERERWRwGQERERGRxGAARERGRxSl2AHTw4EH06NEDnp6eEAQBW7Zs0ZsviiJmzJgBDw8PaLVadOrUCdeuXdNL8+jRIwwYMAB2dnZwcHDAiBEjkJycrJfm/PnzeOGFF6DRaODl5YV58+YVKMvGjRtRt25daDQaNGjQANu3by/u5hAREZEFKnYAlJKSgkaNGmHJkiUG58+bNw+LFi3C0qVLcfz4cVhbWyMkJARpaWlSmgEDBuDSpUvYvXs3tm7dioMHD+LNN9+U5icmJqJz587w8fHB6dOn8cUXX2DmzJlYtmyZlObIkSPo168fRowYgbNnz6Jnz57o2bMnLl68WNxNIiIiIksjPgMA4ubNm6X3OTk5oru7u/jFF19I0548eSKq1Wrxp59+EkVRFC9fviwCEE+ePCml2bFjhygIgnj37l1RFEXx22+/FR0dHcX09HQpzZQpU8Q6depI7/v06SOGhobqladFixbiW2+9ZXL5ExISRABiQkJCkWkv16krXq5T1+S8y0NFL19JPa/bRUREJVOc67cxZm0DFB0djbi4OHTq1EmaZm9vjxYtWuDo0aMAgKNHj8LBwQFBQUFSmk6dOkEmk+H48eNSmnbt2kGlUklpQkJCEBUVhcePH0tp8q5Hl0a3HkPS09ORmJio9yIiIiLLY9YAKC4uDgBQpUoVvelVqlSR5sXFxcHNzU1vvkKhgJOTk14aQ3nkXYexNLr5hsydOxf29vbSy8vLq7ibSERERM8Bi+oFNm3aNCQkJEivO3fulHeRiIiIqByYNQByd3cHAMTHx+tNj4+Pl+a5u7vj3r17evOzsrLw6NEjvTSG8si7DmNpdPMNUavVsLOz03sRERGR5TFrAFS9enW4u7tj79690rTExEQcP34crVq1AgC0atUKT548wenTp6U0+/btQ05ODlq0aCGlOXjwIDIzM6U0u3fvRp06deDo6CilybseXRrdeoiIiIiMKXYAlJycjMjISERGRgLIbfgcGRmJmJgYCIKAiRMn4pNPPsHvv/+OCxcuYPDgwfD09ETPnj0BAPXq1UOXLl0watQonDhxAocPH8a4cePwxhtvwNPTEwDQv39/qFQqjBgxApcuXcKGDRvw9ddfIywsTCrHhAkTsHPnTsyfPx9Xr17FzJkzcerUKYwbN+7Z9woRERE934rbbWz//v0igAKvIUOGiKKY2xX+ww8/FKtUqSKq1WqxY8eOYlRUlF4eDx8+FPv16yfa2NiIdnZ24rBhw8SkpCS9NOfOnRPbtm0rqtVqsWrVquJnn31WoCw///yzWLt2bVGlUokBAQHitm3birUt7AZfOTyv20VERCVjjm7wgiiKYjnGX+UqMTER9vb2SEhIKLI90JW69QAA9a5eKYuilciVuvUqdPlK6nndLiIiKpniXL+NsaheYEREREQAAyAiqkDm9+1e3kUgIgvBAIiIiIgsDgMgIiIisjgMgKhC4y0Ry6JxDCs6ERGRGTAAIiIiIovDAIiIiIgsDgMgqtB4S8SyvBgxtryLQEQWggEQERERWRwGQERERGRxGABRhcZbIkREVBoYABEREZHFYQBEREREFocBEBEREVkcBkBERERkcRgAERERkcVhAEREREQWhwEQERERWRwGQERERGRxGAARERGRxWEARERERBaHARARERFZHAZAREREZHEYABEREZHFYQBEREREFocBEBEREVkcBkBERERkcRgAERERkcVhAEREREQWhwEQERERWRwGQERERGRxGAARERGRxWEAZKI+0xTlXQQiIiIyEwZAREREZHEYABEREZHFYQBEREREFocBEBEREVkcBkBERERkcRgAERERkcVhAEREREQWhwEQERERWRwGQERERGRxGAARERGRxWEA9P/m9+1e3kUgIiKiMsIAiIiIiCwOA6D/p3EMK+8iEBERURlhAEREREQWhwHQ/3sxYmx5F4GIiIjKCAMgIiIisjgMgIiIiMjiMAAiIiIii8MAiIhKjONnEVFlxQCIiIiILA4DICIyiLU7RPQ8YwBERCXGAUSJqLJiAJQPf/USERE9/xgAEZFBptTucABRIqqsGAARERGRxWEAlA/bNBDlYu0OET3PGAARERGRxWEAlA9/9RIRET3/GAARERGRxTF7ADRz5kwIgqD3qlu3rjQ/LS0NY8eOhbOzM2xsbPDqq68iPj5eL4+YmBiEhobCysoKbm5umDx5MrKysvTSREREoEmTJlCr1ahVqxbCw8PNvSlERET0nCqVGqCAgADExsZKr0OHDknz3n33Xfzxxx/YuHEjDhw4gH///Re9e/eW5mdnZyM0NBQZGRk4cuQIVq9ejfDwcMyYMUNKEx0djdDQUHTo0AGRkZGYOHEiRo4ciT///LM0NoeIiIieM4pSyVShgLu7e4HpCQkJWLFiBdatW4cXX3wRALBq1SrUq1cPx44dQ8uWLbFr1y5cvnwZe/bsQZUqVRAYGIjZs2djypQpmDlzJlQqFZYuXYrq1atj/vz5AIB69erh0KFD+OqrrxASEmK0XOnp6UhPT5feJyYmmnnLiYiIqDIolRqga9euwdPTEzVq1MCAAQMQExMDADh9+jQyMzPRqVMnKW3dunXh7e2No0ePAgCOHj2KBg0aoEqVKlKakJAQJCYm4tKlS1KavHno0ujyMGbu3Lmwt7eXXl5eXmbZXiIiIqpczB4AtWjRAuHh4di5cye+++47REdH44UXXkBSUhLi4uKgUqng4OCgt0yVKlUQFxcHAIiLi9MLfnTzdfMKS5OYmIjU1FSjZZs2bRoSEhKk1507d551c4mIiKgSMvstsK5du0r/N2zYEC1atICPjw9+/vlnaLVac6+uWNRqNdRqdbmWgYiIiMpfqXeDd3BwQO3atXH9+nW4u7sjIyMDT5480UsTHx8vtRlyd3cv0CtM976oNHZ2duUeZJH59ZlWKk3ViIjIgpV6AJScnIwbN27Aw8MDTZs2hVKpxN69e6X5UVFRiImJQatWrQAArVq1woULF3Dv3j0pze7du2FnZwd/f38pTd48dGl0eRAREREVxuwB0KRJk3DgwAHcunULR44cQa9evSCXy9GvXz/Y29tjxIgRCAsLw/79+3H69GkMGzYMrVq1QsuWLQEAnTt3hr+/PwYNGoRz587hzz//xPTp0zF27Fjp9tXo0aNx8+ZNvP/++7h69Sq+/fZb/Pzzz3j33XfNvTlEVAnN79u9vItARBWc2e8t/PPPP+jXrx8ePnwIV1dXtG3bFseOHYOrqysA4KuvvoJMJsOrr76K9PR0hISE4Ntvv5WWl8vl2Lp1K95++220atUK1tbWGDJkCGbNmiWlqV69OrZt24Z3330XX3/9NapVq4bly5cX2gWeiIiISMfsAdD69esLna/RaLBkyRIsWbLEaBofHx9s37690HyCg4Nx9uzZEpWRiIiILBufBUZEzx2NY1h5F4GIKjgGQERERGRxGAAR0XPnxYix5V0EIqrgGABRhcYxgIiIqDQwACIiIiKLwwCIiArFMXWI6HnEAIjoOcOAhYioaAyAiKhQ7FJORM8jBkBEzxkGLERERWMARESFYpdyInoeMQCyMGwf8vyz9IClPI9xfr+IKg8GQBaGt0eIiIgYABXL8zAon6XXDhAREQEMgIjoOcNaTiIyBQMgA3gfnyo7Sz6GWctJRKZgAGRAWf+CtOSLFRERUXlgAFRBMSiiZ2GuIJ7HIRE9rxgAVQBss0BUuTFQJKp8GAAZUNZtCAytj0ERERFR6WEAVEGxISc9Cx4/RESFYwBEREaxJtI0FX0/8RYdUUEMgIiInhFr3IgqHwZAefBXElVmS0bvK+8iUAVV0WuoiMoDA6A8eJKgyqw0aiFYs0FEzysGQETPEdZikiEMZIkKYgCUR2U/STwPD2slIiIqCwyASgl/iVN5KI/buOY81osTxFfE7xhvoxNVHgyASkFFPDETERHR/zAAKiX8JUjloTxu41b2WiciskwMgEqBxjGs0rcnIqro+CODiJ4FA6BSUJbBD38JU3krr1on/sggomfBAKgcmSN44a9gIiKi4mMAVI6KE7wYC5b4K5gsEY97InpWDID+X2mMoVNUDU9xTuKs6aGyZs7vBG/VElFFwwCoFD1r0GLOi4YpeV2pW89s6yMCLCvwsaRtJXoeMAACsHjo69L/z/qrN+9J8Fmr6fMGUObMi8hcTP2+8PgjooqGAZCZmfNEb852DmwzQeVB932whOOPQR5R5cIACIDaYZzZ8rKEEz0RFcTvPlHlwgAIQPu/3ivvIhA9l16MGMu2MURUITEAKidLRu8r7yJQGapsQUBplLey7QMier4xAConplaXm+OiwQsPlSdzto3hsUxE5sIAqJwV1fXcHBcPNs4sf5XtMyiNxvyVbR8Q0fONAVAxlXWNjDkaVrJxZvnjZ2CefVDRgyh+zkSVBwOgYjLHCbjbuRtmKAlR6amoF/KKWi4iqnwYABUTT8BUWti+xXxK49E2RPR8YQBERIUq62CCgSARlQUGQM8BXjCeD6beXi3Lz7ssgx8ex0RUlhgAPQcqesNQMo0l3F41Jcjh8WxeDCyJDGMAlEdlbTdgCRdOyjW/b3ejAUJlOH4LC24Y+BBRWWIAVElUhosblZw5h0aoyMeKKcF6UWlYo1E8DCyJDGMAZEBZX0AMra/PNIU03VwnfN3jN573C0hl3D5TL1IV9WJmjn1urprMihwAlgfWEBMZxgCohMryImuui15FHpHXlP1ZGQMbc6uoFzONY1iZfT4V8fglosqHAVAJFNYOozQUdtErya/diniLwZz7szJeIM39mZRlLUifaQq8GDH2mfZ7WY+Obm6sdSKqfBgAARjyXvFOXhrHsCKDkry3sApLV5SyvpDN79u9XEaqNuWiZuoFtiJeIMtKeV6IDe13U8tjymebP0hi0GE67iuighgAlUBlvMCa80JUXirjfjeX0rjFNL9v9zKp7TPXxbe4x6auzRsRkSEMgMpJWdfsmKosg4ySXKAqazsgY59BcbanNILTsgp4izoGzdE77FnTE5FlYQBkZuVR1VycdVakqvCSXKAqcg1VSeTfHkMB0fy+3fFixFizX9CLupVrbuY89irScUxElRMDoGIyx4k3bx4V9URe0WpadOUxR2Nhc22bubp+6/IxdiyURtCnC6qMKa3j8lnzLe7yZXEc511HRf0+E1FBDIBKqDKe6IpT5opW02KucXLM2YPPXPnkbXRuKE9z1tLoLtbm/nxNafRfFvLfVjW2nbr9UNECfXO7UrdeeReBqMJiAFQCFeFEn5+5G3wau+iWVsNSc7QRKSqdLvh51oDC1Nqo4tBtvyl5Psvxp2tMXRHbx+i261m2L+926brnG6ILjJ61cXneXpMV7bxQVM0ikaVjAGSiC9Ex5bZuU05gxbmgPesFJu8F41kuHsUth6npC7uVZI4Lv8YxTAoEnzUgLK19YMyzjtdTWsq6HZvuOH7W/VER96VOeQxnQea1ZPQ+k8+x7PVYfJU+AFqyZAl8fX2h0WjQokULnDhxotTWVZ5BUFkx5VaG7lezOW4nze/bvcgvbt79/iy9qXTBj268I1PyMZQub4PkomqczMWct5jy7odnybOsT7jmrsnQBQimtiszdiyUpeJeDCtj7U/eHxfP+y1KY/LWMpsSyFbUWt2KrlIHQBs2bEBYWBg++ugjnDlzBo0aNUJISAju3btX3kUrc32mKcwaoBk7ceYd9bfbuRvP/KUrKg/dNhV2Il8yep8UlJl6wjd2Uul27obeBa+wAK+oZ7Xp8ioqUCiqUXxJL2KG1luc20wXomMKPaZejBhbZJry9iyDkS4ZvQ9LRu+TjhVjx4wp+1L3g0GXZ0mZWqtTnO+luQPZwoIWU3+o6C7oz1KLVZmDp7znocLojqnntbavtMcqq9QB0IIFCzBq1CgMGzYM/v7+WLp0KaysrLBy5cpi56U7kRs7ofumrYNv2rpi52VqemPTisoj73xTyldYfqaWt880BZa2mmC0BsGUi37evIpS1HbpamSKOgmYWuPR7dwN6aSytNWEQvPpM01R6Hp1AV5ZBAn5j2FjF8HiBlTGyp43H2PHe/4yFXX8FWc/GUqr+yFQVD6m9MTUHVd9pimMHs+6ZYtaX7dzN6TjydAxZYihE3/eshZ2cdAdo0WdR3SBRmGBmSm3vPNON/Z90H2ndOsy1kBb950q7PuqyyNvYJmfLogw5Xyky8tYusLKq5M3wL1St16h69SlLezinncfGMtLd0wVtq8q83MWdd+b0qoNrHz1o/8vIyMDp0+fxrRp06RpMpkMnTp1wtGjRw0uk56ejvT0dOl9QkICACDx/BR4q6300l5MTNR7n5P+NHeZyBnStMRe+ml0870LySd/HgDgbSBd/YTlQOT/z7s6AvXTVhhcny7dRc0I1E9/isRC1ndRMwLeaStw8eoIg+nqJyyX1nVRYzjN4au3pfk6+dOt6HATx273xJfD16L9X+9hV4PqeCd8o8G8AAC9gMNXC+YjbR+e6m1D/nRVe90FALT0qYZj/18+Q/tKWt//r9PQ+nR5LfEZh0GOdw2WSy8fE/ICAO+EFQaPBV1e9dNWGN2+vPtcl87osZDHxV6G88q7PmN5mXIcH756G9558jGULn+ZjOWlt75Iw2XKvx8MfW/0yhRpeH/q0umOO6Dwz+/wVaBlYO7xYGx/eqetACL/Py8DZdfllRBp/PNrua6l/oQOwCgD6/Nf6o/V87Ow4v8f4ZM/jaFyGdpXLde1zF1HjbsYhJ5o6VMNgxKPFchrRYebaOdXO/f/9xQG17eiw02s+P9y1XktDl8O/wNvLmyvl2aQY0+gFzAIPXMnGPnemPLZDHLMLe//jCtQ9lcnCgBuSvOXLAWO9S+4fS3XtQQCjecDAEsCx2FJoAAs9Zem5c9rRYebAMbh2O1/pO1MTPzH8Po65K4LMPz55T32AACOhvOq2uvu/9LA8L7SfX5D3lNg9fwsDHlPYbDsK/Jsm6HtA4CopkHS/4bykbYvn/zpWq5rKZXFWJl02wfk7suWgdX09pVuW0VRLLCcycRK6u7duyIA8ciRI3rTJ0+eLDZv3tzgMh999JEIgC+++OKLL774eg5ed+7cKXEcUalvgRXXtGnTkJCQIL1u39b/JX/58mWT8jElnbnSVNS8uL7KvT5z5sX1Ve71mTMvrq9yr8+ceZXF+i5fvgxPT0+T1mNIpb0F5uLiArlcjvj4eL3p8fHxcHd3N7iMWq2GWq02mqetra1J6zYlnbnSVNS8uL7KvT5z5sX1Ve71mTMvrq9yr8+ceZXF+qpWrQqZrOT1OJW2BkilUqFp06bYu3evNC0nJwd79+5Fq1atyrFkREREVNFV2hogAAgLC8OQIUMQFBSE5s2bY+HChUhJScGwYcPKu2hERERUgVXqAKhv3764f/8+ZsyYgbi4OAQGBmLnzp2oUqWKScur1Wp88MEHyMrKgkKhgJ2dnfTeGFPSmStNRc2L66vc66vMZef6Km5eXF/lXl9lK7tCoSi0SYspBFF8lj5kRERERJVPpW0DRERERFRSDICIiIjI4jAAIiIiIovDAIiIiIgsTqXuBUaW5cmTJwAABweHci0HkY7umMyPxyhRxccAiCqkzz//HOfOncMrr7yCvn37ok+fPti4MfeBqq6urti9ezcaNWpUzqU07syZM7h27RoAwN/fHzdv3sScOXNw584dWFtbo3fv3njvvfegUqmkZRwcHIxeUE2ZX9I0qampEEVRGlL+9u3b2Lx5M/z9/dG8eXOzXMzv3LmD2NhYeHp6olq1ajhx4gQWLFiA+/fvo2/fvnjzzTefeR2lTXdM6hw6dAh37twxmFapVMLX1xdarRYZGRkAAGtra/j7+yM2Nhb//JP7YEvd558/zZMnTxAbGyvlZ2dnJ+2nJ0+eFPo5F/fzunHjBhYsWICIiAhUrVoVAQEBOHv2LBo1aoTg4GBoNBp4e3vj+vXrWLVqFfz9/TFz5ky9Yze/1atX49y5c0hPT8edO3dw8+ZNXLlyBTk5OQbTy2QyuLi44PHjx8jKyoJMJkOjRo2wadMm+Pj4FEgfExODv/76C7Vr18bdu3dRp04d1KtX+NPadXTHuyAIePr0Ke7cuYNt27bhxo0buHz5srRfMzIyEBMTg+zsbACAIAjQaDRIS0sr9AGcpqTLn0YQBGk/1K9fHwMHDsT+/fsxc+ZMXLt2TTpeDNFqtWjZsqWUTq1Ww9PTEy4uLlIauVwOf39/3L592+ADU4uTzlxp8qdLSUlBgwYN4OjoaDS9ubEbfCXSu3dvk9Nu2rRJ+v/OnTsQBAGiKCI2NhYXL17En3/+CbVaXeiJ1pjs7GxERkYiMTERcrkcOTk5iI+Ph7+/Pxo0aIDffvsNc+bMwePHj9GrVy/Mnj270JNlXjt37sSlS5cwf/58AEC/fv2wevVqPHz4EHK5HO3bt8fVq1cREBCAXbt24cyZM1AqlcjMzMS1a9dw8uRJHDhwADKZDA8ePMCjR48giiIUitxYXzeOhO6k/vDhw2KlAWBSuuTkZGmbrKyskJSUJL0XBAEymUw6serIZDKjFwhT5j9rGmtra0yaNAlLliyBQqFAfHw8RFGEi4sLOnfuDG9vb6SmpsLf37/YAcsLL7yAe/fuYfr06YiMjMTSpUuRnp4OQRCgUqkwZcoUzJgxo1h5Av8LrHQuXryILVu24Pbt2wYDj3v37ukdi3Z2dnj99dfRrFkz6Xg2duLu37+/lGdmZqbeZ1radBdIQRCQk5MjfZ8N0Wg0qFatGp48eQJRFJGTkwOZTAZ3d3fk5OQgOzsbsbGxSE9PR3Z2doHj0MrKCqmpqVCpVGjcuDFeeeUVRERE4MCBA+jevTsOHjwIPz8/9O3bF4GBgbh+/Tru378PIDfwqVq1Kq5cuYLs7Gzcv3+/0HFgdNRqtXQ8ALmPPrCyskLz5s0RFBSE77//Hh07dsT9+/dx5swZvc9c9yiEjz76CO+8806RF9DOnTujd+/e2LRpE27fvo0bN25AEIQiy1nYPi9uOmNpFAqFSfvreaVQKPSO3fznVrlcDqVSKaW3sbFB7969i3WNyYsBUCVibITrf/75R+/X4L179/DkyRM8ffoUQO6FWheomPJxy2Qy6SIviqL0hZTJZPDw8EBsbKzeSVN3EatWrRrc3Nxw4sQJ5OTkQKVSQa1Wo1u3btIF88SJE7h16xYEQUC3bt2wZs0a7NixA6mpqZDL5cjOzkZOTo7BC7RSqUTr1q1x/PhxZGZmws/PD7du3YKPjw8SEhKQmJiIp0+fmhQElBeZTAZRFAt8DkWdNJ/lpGpKGt0FSLfvvLy8cOfOHSiVSmRlZUkXXq1Wi/T0dNjY2MDBwQH//POP0X0tCAKcnZ3x+PFj6XhxcXFBcnIy0tLSoFKp0LNnT0RERMDa2hqRkZHYunWrwV+7+X/lAkBUVBS2b98uHZ+pqalISUkpdPtLQ0mON93nYOzzkMlkkMlkUm0IAIPryL+8OYLoatWqSftYqVTC0dER9+7dM2m7imJsu1UqFTIzMwEAdevWRXR0NLKysgoMfJf3vb29PRISEgrkD0Bahyk1NsbozkeFbUf+/03d3rx0n0lJgx9TylIWwVtJ0uT9IWhjY6P3w9EUSqUSVlZWGDp0KBYuXFisZQELCoB69+6NY8eO4dGjR9IXraJeJJ9FSU7Geb94xV3e2JfWWC3Hsypu+Uw5ARUnTf7/C0tXnPLlnwbALOUtLE1xTrjF3a6SLKOryXtWhV24nJ2d8fDhQ+m97gJZ1kzZN7pjvbAgx9fXF7du3TKYP2D8GAL0Lzh5jwVTfyzpypU/qLe2tjYaiJqy3Y6Ojnj8+HGhaYDcoDg1NRUADAaJJTlmTWXOgMKUZcs6gDFnXsbS5P+e5v3+F3Ze1P2Vy+XS7V61Wm30dnRhLKYXmL29PaytraFSqaRfV7od+TzRnQAEQTB5+/IehHlPINWqVTO6jC7vvBfQmjVr6qXJWyWZt9rSFNbW1gan66rz85ZBq9UWKFd+pnzhTT1RmeOkWtRnY67yFpamOMFp3uMpf9mNTTflxJh3mcKCn+J8Vwt7OrSNjY3e+7zBT/7lzHl+MGXf5E+j+y7mPb7zM9YOqKjaRABSDXH+9NnZ2QaXz39rSZcm/w+SvPkW95gAUCB4MvZ56oIf3Xp0tda6ZfKuy9gxmldxPu/SOFfk/Zyf5QnnlUX+bTTlfKS7pat7JSYmIjExEQ8ePChRGSymBuh50KRJE+zduxeOjo5o3Lix9IU9f/58gZORsVstxaG73WWqvFXngH4UX716dURHRxtczlC0X9iveGtra+kkm385lUoltdMwpqx/JVV0ptYE6T4T3e0ynbKoHSrpsvnTFvar2srKqsDFu7AaNh0nJye9WqXyYuovbUPy1ioZy6ew75axZezs7PTaUllZWSEjI0O6PaVQKPD06VPk5OQgMzMTSqUSMplMOr5kMhmUSqXe8WaIWq2GIAhSQJu3dqiw8hmj+4GsUCikfaPbh/kbruffFkPpjKXRPc8q/608S2PoGC3qM3N2dpaCXo1GY7AmtCgW2Qts5cqVUqM9AOjTpw/279+vN80QU9KZK42hdM7Ozvjmm2+gUqng4uKCgIAAODo6IiUlBf/88w8yMzOlk1hJbu/lP+AKC34MVbHfvXtX+j//rarC2hAYOsh1XwZbW1ukpaUhKytLSvf06VOjX4yigh9zNSQ2NZ2NjQ3c3Nwgk8mkan0PDw8IgoA6deogLi4OV65ckWo/7OzskJ2djadPn8LW1hYajQaPHz8uMD8lJQWCIJQ4ja4BbN42XoDxQNXFxUX6lZW/pqYkgYzuAmXoV3pJ8zQkfz553+eflzf4MVYGuVwOb29vqayurq7YsGEDkpOT9S5iujZTt2/fhlwu12vbUKVKFaSnpyMhIQGurq5ISkrSSyMIAgIDA3Hjxg28++67uHv3LgRBgL+/P7RaLaKjo/H48WOoVCo4OTkhOzsbiYmJehd8AHoX7ry303Tfc1EUIZfLpV/VhW03UPh3y9gyc+fOxYIFC/D48WNYWVkVepuiR48eOH78uF4NUE5Ojl7wo1KpIAhCgYAoOztb7zgu7jFatWpVdOnSBZs3b4adnR0+//xzaV7Dhg1Rt27dQpd/VqdOncKuXbtQpUoVeHp64tSpU7h06RIeP34Mb29vpKWl6Z1DnZ2dYW9vj5iYGGRlZeHp06fSd0p3HNrb20OpVCIuLk7aH25ubsjMzNS7xejk5ARra+tC05krTf50crkct2/f1utQoFAoIJfLjQa9giDA0dERTk5O0rSgoKAS7XeLrAHy8/PD9evXy7sYZqFUKuHn54e0tDTExsbqncjyBkRA7oHl7u4Oe3t7ALkntGbNmmHQoEH48MMPcfHiRb0un9nZ2RAEAXK5XDr5qdVq+Pr64vr16wUaKGZnZ0OpVBYZhOQvv7OzM+Li4qRpeX8NBAQEIC0tDdHR0QWCjfwBiLe3NwYMGIBff/0VOTk5CAgIwPr16wu9taLRaJCdnf3MafKnc3V1lU66p06dgq+vr5RGd6971KhRBnsSyWQyfPrpp5gzZ47RnkbPkkYmk2HYsGGYMGECbty4ASD387O3t0diYiI0Go0UnNSsWRPXr1+XPg9ra2vY29vj8ePHSE9Ph0KhgEKhMPgrNysry2DNg+4CbK42P0DuSdXOzg5AbnDXvn17TJw4Ua/2oVq1akhNTcU///yDzz//HNevX4eHhweaNWuGOnXqYNGiRUhJSYGTk5PRE3dAQAAyMjLw77//4sGDB1AoFDh79qzBfb948WJMmDDBaJkFQcCFCxdQv379AtMvXboEPz8/g8ulpaUhMzNTOpaMSUtLw9mzZzFy5Ej8888/GDt2LD7++GNkZ2fjvffew+PHj7Fu3ToAub3p9u3bh6tXryItLQ07duxAVFQUVCoVHBwc0K5dO9y9exd3796FUqmEUqmEt7c3AKB+/fpwdXXFzp078ddff0Emk8HW1ha9e/fGX3/9hRs3bkjBlq59kW4fWVlZwdraGvHx8XrtBnXnFt3xpdVqUa1aNWRkZECtVkOr1cLNzQ116tTBnTt3cOjQISQkJECj0aBq1aq4ceOGFNAaq4nR9XTz9fVFnz59sGzZMsTHx0OhUMDKygovvfQSzp8/j4SEBKSnpxsNokxJZyxNhw4dkJqaimPHjuHBgwcFljV0bOkolUpUq1YNnTp1QlpaGmQyGdRqNeRyOVasWIGxY8cWCOrzkslkRaYzV5r86dLS0vDDDz8UeYzrFHUOLuq7YIxFBkBAbm3Fpk2bsH79epw5c6ZcGkKWBq1Wi969e+PHH3/Um56VlYWIiAj8/fff8PDwwP79+6VfkVlZWahWrRpee+01qY2Eh4dHgfYSeWVnZ0sXh6CgIIiiiB9++AHW1tbYu3cvzpw5g8ePH0snxICAAAiCAGtra2RlZaFWrVqwtbXFiy++KI1r8sorrwDIHZekVq1aAICuXbsiPDwcJ06cwJUrV1CtWjWMGDECcrkckZGRuHnzJpKTk3Ho0CEkJyfD3t4eERERSEpKgrW1NURRlAIyhUIBT09PuLm5ITIyEllZWbCxsUFGRkax0piS7vr16xDF3K71YWFhaN26Ne7evYurV6/izJkziI6Oxq1bt/Rux8hkMsjlcqhUKpw/fx6BgYGF1jA9S5rWrVsXaGd18OBBtGzZUro3r7uNOmvWLHTp0gVnzpyBi4sLlEolbt26hQcPHsDb2xtubm5G1x8XF4cLFy4gNjYWU6dORVxcnNQ4++uvv8b69esRFRWF6tWrS59/VFQU7t27V+BXLoACv4adnZ3h7+8PtVqtt21t2rQxWB5dN35HR0eo1WqTT9w//PAD5HI5unXrhqioKKNp8xIEAfXq1StQM5PXunXrMGLECL00KSkp+PXXX/Ho0SPs27cPly5dwvnz5yGTyWBjY4PMzEykpKQgOzsbVlZWAHJvLemmazQa2NnZwdraGi4uLrh27RoePXokTcvMzIRcLseAAQNw8uRJvPzyy2jfvj1q1KihV7agoCB8/vnn6Nixo8GyZ2ZmQqvV4uTJk1i8eDE+/PBDtG3bFnv27MHly5fRv39/ZGVlFbs2unPnzjh37pxU6zVhwgS88sor0u00Xc+0Jk2aoHbt2mjatCleeOEFVK1aFT/++CMUCgUGDx5sNP9evXpBEAS9TjHPS4cYlUqF7OxsNGjQANeuXSuya/jx48fRunXrQm+RmitN/nTHjx+Hn58fnjx5gh9++AF//PEHMjIyoFQq4eDgAFtbW4PnVoVCAV9fX/Tv3x+2trYAgAYNGqBq1aqFrtsQiw2AdJ4+fYrdu3fj66+/xv79+8u7OGbj6+uL1NRUZGZmIjs7G0lJSUV+ye3t7aVf/mq1WgognJycIJPJcO3aNb0IXBAEvfYPX3/9NRISEtC9e3f4+fnhxo0bCAoKgiAIUvAgl8ul5WNjY+Hh4SG9N+UkpAsQ2rVrh507d+L8+fPo2LEjtFqt3nhHFYlCoYC1tXWR9/l1v04DAgLQv39/REZG4vLly0bTP0saQRAQEBCAnJwcpKSk4OnTpzh+/DgASL8mdUGBrouuUqmUAjWlUgm1Wg21Wo2srCzptoVunu7evEwmg7W1Ne7fv4/k5GSpnZhCocCpU6dw4sQJTJkyBUqlEr///nuB8iuVSlSvXh03btxAdnY2kpOTMXz4cMTExCAjI8Nsn7VcLpdqkAw5fvw4wsLCcPLkSeTk5Bi9fa1rOyIIAmrUqIF33nkH3377rdHqfAcHBwwbNkwvzc2bN9GgQQNcvHjRbA3uTclHoVDAz88PYWFhOH78ONavX4+UlBTpR5Kudreo76nu2NDdorhz506RjbLzzs/b1siUNn2G8qldu7bUJiT/bb68t9Mr2rmiuPLvOx8fH8TGxkKr1UKlUhkcRDKvjh07Ij09HYcOHSr1NPnTdezYEf3790f79u2RkJBQ7M+idu3aUoDXuHFj/PDDD8VaHrDQAGjXrl1YuXIl9uzZUyEaL5a1wrofmkI3ZkdxTmq6wCfvev39/XH58uUyD1rKuh2QMYIgQK1WSxfy/PugtAc+tCS6oEQ3tg6Qe0xaW1tLbaYK+wXZsWNHLF++XDp+ixptu7TY2dlhx44d6N27t9Tws1OnTtKo47o2Nrpb0jk5OVKnAXt7ewiCgKpVq+LixYtG12FKo+n88h5juv8LG7+oMHm79guCACsrK6Snp0Or1SIgIADHjh2TttFcgwbqjoO0tDSpUXJhNXelzZy3hysDQ43wizpvmaMRNEQLJAiCCEB6WVtb67039jIlnbnSmJJOrVaLM2fOFGUymejp6Sn6+PhI8/JvY2EvY2kVCoXR9bq5uZmcf0lecrlc+l8mk5Xqukr7lX//KpVKcfr06aK7u7vRfVxeL7lcLsrlclEQBFEQBFGtVotKpVLUaDTStuSdr1QqRblcLtrb24tjxowRbW1tpc9LEARRoVDobWPezzXv/8XZf4Zerq6uoru7u+ju7i7WqlVLjIiIMPr9Dw4O1lv2WY+vwr6nGo3G6Eu3Xw297OzspH3s6+sryuVyUaFQiPPmzRNv3bolqlQqUa1Wi6IoinZ2dqKNjY1oY2MjrVer1RYoi0KhEOVyeZHfXWP7Y9CgQdJnIQiCaGdnJ9aoUUNUqVRGlzfls8ufJn9+CoVCtLKyEm1sbEz+rFxdXYv1GQqCIDZt2vSZjoOSbGve6Z6ennrb/CxlsYSXUqkUVSqV3nehuCwyAPrqq6/EBg0amHwCrgwv3cXInHmq1Wqj86ysrApM++233/TeV61aVfpbnIDM0Et3YVYqleKECRPEIUOGiB4eHiKQe7IrzkXsWU5UJUnn6OgoqtVqUaFQiCqVSmzdurX43Xfflet3wMrKStRqtaJGo5E+N41GI8pkMlEul0uBjEKhELVarfjXX39Jx5cuGMp7jGi1WvHGjRtSvrr3On369BFr1Kghjho1ShQEQdRoNNLn96zHBgCp3HK5XNRoNOK0adPEQYMGif3799d77dy50+zfPYVCIQUrcrlctLa2Fu3t7cWAgIBn+oxcXV1FR0dH8bvvvhOVSqUok8nEatWq6e1/Y/su77nNlPOCIAiiSqUSg4KCRI1GY/AC/OOPP+q9d3V1Fd955x3RwcHB7PvU1M/c2Lz8QVRpvgo7TxaVRne8uLu7i2+++Wax1637nHXH3uDBg0Vvb2/R29tbDAkJedbTRKnTHeOOjo4iAJOObd3L0dFRdHFxEV1cXMRq1aqVaP0WeQssrwsXLuCnn37CL7/8IlUj65haFWxKOnOlKU46Y4xVLea/FWVsZE5jt6yWL1+OkSNHSrcbdKPuenp64rPPPsOQIUP0Br9ycnJCQkIC6tatiytXrqBZs2ZSby83Nze9B0/mLXvNmjVx+/ZtqbeRodtrhSnvcYB0Xaitra2lRnw2NjaoVq0agoKC0L9/fylt/jYwhpQkzYABA/D06VO9auPCqpx1bYYuXryI6tWrIyYmRmrke+XKFTRu3BiTJk3C+vXrpbGgJk2ahD59+gDIvTXTsWNHvWd05c27rE9DLi4u6NixIwYNGoQXX3yx0MEGdf7880+pjcOjR4+wdu3aQtt1OTo6QqlUwsnJCQ4ODtK+z9+jRaFQGEzz5MkTpKWlldrty/zjHtWoUQPR0dFSF/78WrRogUuXLknfuaCgIAQGBmLJkiUQBAEdOnRAVlYWNm3ahMjISCxevBg7duwo8W2q9u3b4/jx47C1tcXDhw/1uvALgiA9okV3Psx7frKxsSnyWW3Peh6tyBQKBSZNmoSWLVuiRo0aOHnypNQLztB3zcPDo8h05kqTN93YsWNx9epVaDQa/PPPP9L1QdcDubDzgr29vdSzsH///nwURnGIoogzZ87gxx9/lB6eaKG7otiM3XsPDAxEZGQkAP1RPpVKJZYuXYphw4ZJA50BkE5kERER6NChA54+fYr09HS8/fbbCA8PN7helUoFlUqFpKQkqFQqpKamso2LGTg4OCA1NRVZWVnS5+vl5YVbt25Bq9VCLpcjJSWlQBCc968usCvuZ6F73pix75+pF6pnCaTq1q2Ln3/+2aQT90svvSQFTI8fP8ahQ4fw+uuvF9kuzpzkcjlsbGywePFivPzyy+jZsyf++uuvcrug6/aXQqHQa8927tw5ZGVl4f3330d6ejoGDRqkt5xCoUDVqlVhY2ODGzduICsrC76+vggKCoKNjQ3Gjx+PNWvWQCaT4dGjR3rrMsSc5wKtVouqVauW25ApunZcxrZV16YNKN6o7s8TQRDQunVr/Pnnn0afHlDo8pYYAPXo0QN//vnnc9PITDfQXVEDK+an1Wql7sMZGRmFdgV+VrqeJEDuybuwC54xhgZfzD8/7zxd10ngfzUgdnZ2cHJyglqtxr179ww+c8iUNEWl042doxtPSalUQi6X46effsLQoUMB5HbJtrW1RUZGRqGNas1VY1XResjlH623tJVGoCwIAho0aCDVBMXExEjzdMe5Ll1xPx/dc8ryP1vL2tpaGvPk1KlT0iNoDh06hE2bNmHdunVSjzJdjyzd09WdnZ2h0Whw5swZgw+dNbeePXsiPj4eCQkJiI+PL/KRBWvWrMGsWbOkwTh1wVRZHLeCIKBjx47S+Enl8WBdQRDg4OAAPz8/BAQEYOXKlUUuM3jwYOzduxfZ2dmIj48HoP9sNHN26DBnpwtdDz9BEODp6YnmzZtj27ZtAHKHYCjsHGxnZwd/f3/07dsXnTp1KnJdxlhkADR58mTcuHFDCoAGDhyIw4cPS6MpG2NKOnOlMSXdwIED0aVLF2lgw5iYGOzbtw8nTpwwWjVvY2MDf39/dOvWrcAgVMaWt7GxgYeHBzQaDRISEuDu7o7OnTtj+fLl2Lhxo9TzxNraGhqNBikpKaUyrpKjoyOePHlS6MlQJpPB19cXH374Ifr27as3NL5GozF7mYyxsrKSypn3uXNbt25FSEgIgNyg093dHQAQHx9f5sGJrqYnf2DZuXNnWFlZYe/evcjMzIRKpYKrqysCAgIKjPnTtm1bDBkypMh1Va1aVRqLql69erh58ybmzp2L48eP49atW0hPTzdYg6L7lasLJM25j/L2NhFFURoAsih5P09BEKThAQD90aTzPzKkuHSfT94aUyB3nKOrV69CEASMHz8eH374ocHlRVHEnTt34OLigitXrki13YX1ltFtR2BgIM6fP4/PPvsMN2/exPLlyzFlyhQMHjwYcrkc/v7+SEtLQ6dOndCkSROkp6dj0aJFJd7WwuguqIZ6Rtna2qJq1aqoWrUqNBoNkpOTUatWLfTt21eqVTJ0Lspb83T79m24u7ujY8eOehfusmgCoTsGnZ2dUaNGDWi1WmRlZUmDiI4bNw5A7vlE12NZq9VK4z8BwFtvvSWN8q07bz/rsVcW8n6eWq0WFy9eRP369SGTyYr9VPiSssgA6HlQ1JgH+QcCi4qKwuLFi3Hq1ClER0cjKSlJGiMIyP2C2traomnTphg6dCh8fHzQtm1bqc1D27Ztcfr0aWzfvl1qmxMYGIjQ0FAsWrQImZmZ+Pbbb/H48WOkpaXh1q1bOHLkCKKiopCUlAStVouMjAzs379f+lUyYsQI/PLLL0hPT0daWpp0i0VXlWnoF5i9vT1EUcTLL7+MZs2aYd++fQByB098+PAhUlJSkJ6eLtUw6V66E3t+uhNQYWl06fJ20zSWRpfO2NeqOOOalDZdDUzervhA7uMdMjMzUaVKFRw8eFAaFbmwAFIQBJw8eVIakl4QBERGRkqjHM+ZMwe//PIL/P39oVAo8NFHH6F69erPVP7+/fvjp59+KjBd1+3b0Gegm2djYwOVSqU3DEbep6MXJe8xoFKpYGNjA5lMplcLW9TTrQ3laY5bO7qgDCj60TCmcHBwwJMnTzB48GBYW1vj8ePH2L9/Pzp37oz169ejV69e+PPPP6WLb97tKEmtW/7l1Wo1UlNTC7RDrF69OuRyOdq2bWtSTYlOfHw8Jk2ahF27dhX6iJ685blw4YLR+QEBAbh06VKheeRP07BhQwC5XbmLW3P/vMj//bCyspLO+XlHDM97ex343/PTbGxs4OLiglq1aqF9+/YYP358sctgsQHQgQMHMG3aNJw5c6bAgx0B47dZipPOXGmKk86cbGxspAcVFnZytrW1Rd26daFQKHD06FGpvLoyy+VyXLhwAQ0aNNA7kC9duoT69etLAUjeX3eFnTjlcjnmz5+P2bNnS1Wjz3MboNJoZK+rWcnOzjbY1sDBwUEaDDH/OEW6z7BKlSp67RC2bduGJk2alGiQuaZNm+L999/H06dPkZqaarQmRqvVSu1vhg8fDq1WCwcHBzx69OiZax0rUnBaWnQDU4qiiJs3b2LgwIFwdXWFVqvF33//DSD3c4uNjcXt27dL3ExAd6wtX74c48ePR1pamt4jdQzRarXSMaM7J2s0mkIfQ2FK54zi0D3Gw93dHUqlEnZ2dqhVqxZeeuklALlPEDAWJNvY2EhjSRlLp0tz5coV3Lt3Dz/++COaNm2KrKwsaeBI3RPOk5OTpe+BRqNBYmKiNEitRqORvof3799HVlaW1E5Ptx35x2UyZdvL8haYuW7JKxQKeHl54ebNm8VfuIheYs+lNWvWFOhCae4u5JXlJZfLxUmTJul1PzT3y8rKSjx69Kjo7+8v1qhRQ3RzcxPd3NzETz/9VAwICBDd3NxEa2trvTFGBg0aJLq6uoq2trYl/mxkMlm5HWM5OTni2LFjDXbVVSgU4vTp08W//vpL1Gq1lX44Bn9/f9Hf31986aWXxAEDBohVq1YVPTw8RA8PD7Ffv35iu3btRDs7uwr/HTN17BWZTKZ3rJbV52dtbS2q1WrRw8NDXL16tbh161bx0aNHhR6Hv//+u9i2bVvxwoULoiiK4p07d8QTJ04UeN25c0d6jR07tsh9kb9bd979kXe6i4uLNJxCcHBwoWWtV6+eWK1aNbFatWrSsAJ589NqtaKVlZVZhk0w9KpatareWErl8RIEQRw8eLCYkpJi8rnmwoULopOTU6UeO8ja2lqUy+Wii4uLeP36dZO3/VlZZA1QvXr1pB4FADB16lQsW7YM//zzj95tF5lMBq1WK02ztrZGamqqwYdy6tKZK40p6wOgdy8YgPQ8oLy1WlZWVjh//jwaNmyoF3Hr/tfVzuimFfX8nrxVlzKZTKpJqFmzJlJSUgo81E+j0aB27doYNmwYlixZgr///lvKvzi3HVQqFWQyGVxdXZGeno4nT54gJycH9vb2aNu2LXx9feHp6QkgdzTZOnXqoFGjRiblXRryPvYjJycHjo6OUi+2s2fPwtnZGTdu3MB//vMf7N69GwkJCQX2uyltYMyRxs7ODu3bt4ednR3WrVunNxKrOX6p6X6t6hrlpqenw9nZGSqVCunp6VLNQGZmZqGj4CqVSmn4e61WCxsbG1hbWyM9PR2xsbFl1pZKLpfD0dERx44dkxohm9KGLiYmxmD7PGNpNmzYgN69e2Pjxo0A9G9vAcDVq1f1biWK+RoMOzs7IyUlpdg1OXK5HAqFAoIgQKFQICcnBzk5OVItW3G+t6VF9+w8JycnZGRkSEMy1K1bF0eOHDG6nL+/P9auXYsBAwbo1Ro2btwYu3fvlhqu29raokqVKgVufxmq4TD0HcmfrjjfI7VaDSsrK6l9p65BvI5Go4GVlRVsbGykZ7zdunULN2/exJMnT5CdnS09lkZ33sz7Pctfdl0PW2PpzJUmfzrdk99tbW3RvXt3TJkyRe/xSKWuzEKtCkSlUolKpVJ6Xbt2TZqGfJFp3mmF/YLVzTNXGlPS5R0JU/fS/QrIq2vXruLKlSvFrl27ig0aNJBeVatWFQMCAsSVK1eKAQEB0svf318MDAwUfX19ja6/evXq0v9WVlaira2tKIriMw2KZugXjEajEeVyuahWq0WtVisqlUrR29tb71e4Wq2WRicu6brL8iUIgnjv3r3yOPQlGo1GVKvVolqtFidOnCjKZDLxwoUL4qVLlwyWOW9NVpUqVaTtEARB+ixkMpneS6FQSJ+bVquVBoKUyWSitbW16OrqKvr6+uq9qlevbvI2PHjwQPT29i72/pfL5aKnp6dob2+vV3NhZWUlOjo6ilZWVtII1nlfSqVStLKyEn18fMQJEyaI//77r9k/l169ekm1Zx4eHqJSqRSdnJykcuYd8NHa2lrcs2ePKIqiuHz5cr2RhIs6/kryXck7unT+kaZVKlWRNWGG1qk7bhQKhajRaEQrK6tCBziUy+WiTCYT1Wq1GBkZKQ4ZMkRs27atOGTIELFJkyaiSqUSNRpNofv4zz//FDt37iyuXr1abNKkiVi/fn2xfv36okKhEG1sbEQ7OzvRzs5O3L9/v+js7FxgpG9BEPSmGauVypuuNGuujL3Kswa8MO+++67YpEkT0c3NTTo3FOf8rat11Wq1opubm9ikSRPx3XffLVFZLLIGqFatWkhMTJTez549G1988QXi4+P1aoDyN8wy1rgybzpzpSlqfYD52r3k7dEilrDLqVwuh7Ozs9StUS6XQxAEpKWlSflnZGRApVJBq9XC3t4e7u7uqF27Ntq2bQsAGDJkCHr16oWtW7dKv8KcnJz0HuSqew6Zrov589T2RxAE2Nvbo1+/flJ3YV2Pj/wNr/N2Jy5JmvDwcKk9kLOzM2JjY2FjYwMnJye9rtw6QUFBuHTpEtLS0jB79mwsWLBAGoPJWE3ApUuX0KVLF5O6W9vZ2eGVV17B48ePkZiYKPXMMiQrKwvp6ek4deqU3vO8nJyc4O7ujpdffhl3795FWloaRFHUa08UGhqKR48ewd7eHvb29ujQoYPeQ5C3bNki/d+zZ0/pfe3atZGTk4O9e/ciIiKiyAfbliZdmyuFQgFnZ2f4+fnh8OHD0ndBzDM+U366nmUajQZhYWGYM2eONF1Xa6DLNy4uDtbW1khOTi6QV95eRrqHjTo5OUmNV2vVqoVu3boV+H7OmDHDpG18+vQp7t27h4MHD2LatGn4999/zVoj+axMfWCrbp6xNCqVCp9//jkmT55coMt/9+7dpV6F+Qet1PUU050Ls7OzpaFGdO02c3JyDI7Xlr82yRBdh4fC0pmSJv/6dAMe6u5sPMvnqLvO2NjYoHHjxlKHmGLlYYkB0HfffYd33nlH+gAEQTC5C6wlKskJRze2g0qlKtA4LTs7G7/++it+/fVXXLlyBaIoSk/ivnz5MpKSkqSLs5WVFdRqNZKTk6WusLqgysfHB+np6dBoNHjvvffQpEkTODg4AMitvrazsyv0Cd+laejQoVi3bl2lHmsq70Uu/1g0Dg4OSExMhFwuR4MGDaSTu0KhgKenJ9zc3PDzzz8jPT1duvWm1WpRs2ZNxMTE4MmTJ2Z7kOWzCAkJwZEjR5CTk4PMzEy9i1Te7VcqlcjJySnTAeeeZaRi4f9HQ87IyCjQHVoXBP3666949dVXpfR5v+PPGmTI5XKo1Wr4+vrqdYYwNLp7YRwdHU16Unhx91X+Hwv5e4PKZDI4OjpCoVDgwYMHennrbg3qvttKpVJqOpBX3nTG0jg6OqJFixY4deqUXlnq1q2LP/74w+j5q7AfCJWdrklFWbDIAAgANm/ejP/85z967VEqM7lcjtq1a2Pu3Ll45ZVXirVsmzZtEBcXV+CgGzNmDH755Rc8fPgQb775JmrUqIH9+/fjwoULEAQBDRs2xCuvvILmzZvj33//xR9//IEtW7bgwoULUq2ArpvqpEmT8PTpUzx58gQfffQR4uLizLbtxpTlFym/qVOn4rfffkNOTg4aNmyI9PR02NjY4PTp07h//z68vb0RFRUl9XCRyWRQqVTSSdjT0xOJiYl6oy/nJYoiqlatWuI03t7esLGxkUbuNkQul8Pd3R1JSUlITU2Fj49PiUfFlcvlqF69OjQaDXx9fbFjx44Cn42ubY8uCCnPEb5L+qTxvCOgv/DCC7h48WKhQfBPP/2EwYMHF0jz008/oVu3bjhw4AAAIDIyEtevX8fdu3fx4MEDPHnyBMnJybCxscGlS5ekXpe6i/eKFSvw9ttvIysrS6oJM0QXCCgUCr12fXK5HJmZmdIo4JmZmXrjNImiCH9/f1y+fLnY+6gsFecccOHCBXTs2LFCdEvXjY6ue9p5/gBP96NC9ygIpVIp9ZDUfW7W1tZSG6K88tcmGaJrW1pYOlPS5F+flZWV9AggOzs7ODo6wtnZGa6urtKYaNWqVYOPj0+heZqLxQRAurFqgNzh6wcNGoSffvoJmZmZcHJywuPHjw2eJAYPHlxkOnOlMSXd4MGDpapHb2/vQseuMSQtLc1oFaixcV6++OIL6f/JkydL/2dnZ6N///7YuHGjXqPZktJti4ODA+zt7aUB23SN6nQ1QdnZ2dIXvSLUIphKF+Skp6fD1tZW7zYsAL2h3CMjI9G4ceNCf+U9S5rIyEjUqlULT58+Rbt27ZCUlIQbN27ghx9+wPz586WT6uXLl1GnTh2cOHEC9vb20hg6jx49KnRohvzHQpUqVaRbAbqASvcrNu94H46OjlID/wcPHkgDwhWWtynkcjneeOMNnD59GtevX5duERhS3ODHUO0JkHuyt7OzKzSvQ4cOITg4WEqj+74fPXoUb775JqKioowuW7duXZw5cwbvvPOONF6Xju7W3tWrV/WeO2YKtVotDZCp0WigVqshCAL27t2Lnj17SrenqlWrhsTERHTv3h2HDh1CZmYm4uLiUK1aNWkoA13gnb9DAPC/DhRyuRwqlQppaWkFyqkbsFClUiExMdFgI3fdj6wePXpIAYNOYGAg2rdvj8TERNjZ2UldzAFIzwpLTk6WfrClpaVh//792Ldvn3QbVXfRBnIv9oU1X8gbFORPlzdN/udOloby/AFYmN69e+PYsWN49OiR9HmX5Lqha+Tt5OSEli1bYtOmTcXOw2ICoLxfjPwPWius+tSUdOZKY0o63a+8nJwcsz/Mr0qVKnj8+LH0Sy/vuvLS/frIe/EyRKPRSGM0KBQKJCcn49atW9IFok+fPtJBK+YZB0ilUqFOnToGBx8TBAGNGjVCYGAgDh06hPj4eKSmppp9lODSZmVlhYyMDL2Lf5MmTaT5U6ZMwZo1a/Dvv/8azeNZ0kyZMkW6/SGTybBjxw6MHDkSY8eOxcCBAxEdHY3jx4/j/fffR/369XH9+nWpZqao8VwMsbW1RVJSknTc5L+lBvwv8NDVhJnr9qEgCLCzs4ODgwOWLl2Krl27wsnJCWlpaXq/XvPXQBWWn65nFADptqxunu74VqlUmD17NjZv3mz02AwMDESNGjWkNHfu3IEoiujatSuqVq2KAwcOSIFFUlKSNC6T7hym6zFXFj8Etm/fjkGDBiExMREKhQK2trZIT0/H6dOnUb9+fZw6dQoLFixAs2bNMHr0aADAxYsX0axZM73mBXl74Obl7e0t7VPdbbsNGzYgPDwcR48elR4tYuzRNKWpWrVqBqcLgoCtW7eiZ8+eRo9XY2kEQcCDBw9w/PhxqReuzoULF9CiRQuTH08UFRWFWbNmYc+ePXj8+LHeg2LzPi/M2LWpqHTmSgMY/sFUXLp1abVaVKlSBW3btsX/sXfd4VEV3fu9d3vJ7mbTKyGBJNTQBaQldESkoxQRqSJF/ERBPxVsFAuIoigiTQSUIlV6753QCaGkJ6T3srvz+yPfjHdrNgUF+b3Psw9k99y5986dO3PmlPcsX7688u08LQpQYGAgiyOxDGB0JigMgMP03JqWcUaOLibO+uvtydW0q4GmNTZp0gQAzIJM9Xo9m6x37dqF3r17s12+8GW3p9yFh4cztuHs7Gy2s3N1dYWHhwdLg69VqxZCQ0MZ4+rfjSlTpuC7776rkoIqk8lgMpmgVqtRUlJisw26AFZHRiQSOT3BCsfIo6iirVQqIRaLkZubyxQgo9FYY+OSWpvCw8Nx48aNarVFg36fVNc5dZMZjUZm7Xn55Zexd+9evPDCCzh//jyysrLMAsmpK4yS8dHgU5PJBIVCAbFYjPbt20MkEmHbtm1o1qwZatWqhdTUVJw+fRqDBg1Cbm4uEhMTcfz4cZvXVZWlSC6Xs8SKwsJCZtURMgkLLY30/3QTR9OweZ43s1aJRCIMGDAAO3bsAMdxTDm2hUOHDqFLly4OlVB7MkFBQWjVqhW++eYbs+9ff/11XLhwAf369YNSqcTw4cPx448/2mz7ypUrWLNmzRO1AbQEZRsXiURYv34925w9ajw1CtCPP/6IiRMnPpYmwZqG0GpjNBoRFhaG7777DhMnTsTdu3fh4eGBhw8f2mRQFbrUWrVqhfPnz7MMA2EwJV0EZTIZ3nvvPfz++++4desW28Hr9XoQQtiOlbZNMxdoUKy/vz8SEhLsli6oLr788kssWLDA5m88z0Ov12PEiBHVkrElRwhBbm4um5AtoVKpIBaL/9FsospApVKhTp06bPdtK1PMEagyTxdfiUQCnU6Hhw8f1vg7aenCcuSqqwk86qwkYXwPZSfOzc2F0WhEQEAAcnNzzd5bjuPg7++PmTNnYtKkSejQoQPkcjl27NgBrVaLgIAAxMfHM2sTUF4geseOHfjPf/6Dr7/+GkC5JczT0xMpKSl/y+Jq2Y8KhQIeHh6YN28ePvzwQ4wfPx4//PADcx9t3rzZLN7xwYMHCA8PZ8qM0NKk1+vZ3wkJCfDz80NiYqLZ+bZv345ffvmFWffCw8MRFBSE3bt3m3EvWaJRo0YIDQ3Fpk2b7PaTPRkvLy8cPnwYLVu2ROfOnQEAGzZsYHFdJpOpwqrw9mCPm4i6G4HyzVZZWZlNKz+VqykZy/PJZDLm7tbr9Rg+fDgWLVoEnU6HyZMns/m2ojmYcsMJA8md7qOnRQECyn2+169fR+vWrc2+79OnD7Zu3Vrh8ZRo6++QcUauYcOGCAgIMLN+8DyP+fPn49ixY/j888+xZs0aVu+pssXxdu/ezQp3isVitisXgipGhBD8+eefmDJlCmJjYyt1nsoiMjISkZGRyMnJMbMApaen48KFCzh58qTNjAtL1CStu7Nt1a5dG61bt8b333+PRo0aITMz0+bENmjQIEaOaO8VrY4MrVAPlL8Xer0ec+fOBSEE48aNY3JU0f3oo4/w7bffQiQSIS0trUpKC8dxaNu2LRo2bIi1a9ciICAAzZo1w+3bt3HlyhUUFhYy6w+Vd3NzM4urKCoqYoq1ZdBuQEAAWrRogS1btli5sSqylAqpIB6XTVKLFi1w4cIFLFu2DBMnTrQiMS0tLcW2bdswcOBAq2NrqhBm586d8eDBAyQnJ8NoND6SIsdVRWhoKLPM8DyPlJQUFBYWIjAwEG5ubjh27BhzlbRu3ZrFSdkbA9QK8bigqpZWnufx/fffY+rUqTafl3AtcJTCT+VqSsbyfFKplL13PM/jhx9+wMiRIysklLSEUqnEK6+8gsWLF9uVsYenSgECyif+VatWsYHO8zwGDBiAvXv3Ohz8zsjVlIwzcjNnzsSaNWvMTIWFhYV47733sHDhQrvtOoIwfoEQYsZJZEuWDh2lUoni4mKHtbtCQkJw584diMViKBQKxlEhl8vh7e2N9PR0TJ48GV988QXKysrg4+PD0uc7dOiA9u3bY/78+SgrK4NSqcQbb7yBTz/9FImJiVixYgWWLl2K1NTUx2qCFqJLly547rnn0KtXL9bHwrpZlrh8+TKaNGnicNdXHRmha/XKlSto3LgxPDw88Pvvv6NNmzbMRaDX6/Hw4UO4ublh1apVeOmll7Bz5068//77bIEJDQ01a5ty8shkMiQlJSEzM5MF89avXx/3798HIQRSqRRyuRypqakAgE6dOpm1w3GcXW6PhIQENGrUqNoLFo0PWrp0Kat037FjR5uyc+bMsbnL5DiO3YMQYWFhiIqKssp49Pb2hsFgQHp6Ojw8PCASiaxkmjZtirt372LcuHHQ6XRsXNPAYYPBgKKiInzyySf48MMPnbYQUOubRqOB0WiEr68vbt68CeAvdmee580WM3uxiC1btsTQoUMxYMAAxMbGYsKECUhISEBxcXGlLRbUIkNBa9EBYIzvzsBWtlRlisgSQp6ISuqOEBoaihkzZmDBggWsvhuFRCKBVqtlHGFubm7Izc21CrUQytWUjOX53NzcoFarkZGRwdirKwOO4/Drr79iyJAhlU4GYm08bQoQUO43Ft72zZs3Ua9evQpfWGfkakqmIjmDwQBfX198/fXXEIvF+Oabb3DgwIG/JS7BGZO/MEUTKDdX9+rVixEkCnfcR44cQbt27RATE4MPPvgAV69eRUxMDIxGIwv4FLZLTcN0cvsn06UrC0d9R0n9GjRogFdffRVHjx51mC1SHRm6WwbKg9F//fVXZGRkmPUlTcWl16vVapGbm4tatWrh/v37EIlEGDZsGNq2bYtTp06hdevWOHv2rBmH09KlS52KdxOLxRg3bhzu3r2LtLQ0ptjIZDLIZDKz9HKgfFEsKytDWlpatRaroKAghIaGmqWX0/MqFAr2t6urKzIyMmxmIAUGBtosxKhQKGwGgopEIuh0OmRkZMDNzc3m5F+7dm3cvn27WrF9zh5D38nqBFLL5XKroH4hHFneeJ5HdHQ0K1tjMBiseG4cHW/pnq8p0PnLx8cHU6dOtSvTv39/hxtaezIffPABiouLERQUhJSUFBZvRceCs/NaaGiolaLzbwbdnHEch8uXL6N+/fpVbuupVIBatGhhFpvx3Xff4Z133rEbr1EZuZqSqUjOZDJBKpX+4zwcltk81G1Xu3ZtyGQys+83b95sVr8nPT0dHMdBpVIhJycHIpEIHh4e+PLLLzF8+HAQQuDi4sKYTauS1mlvcbCMe6pIpjJt0YlLKEuDMtVqdYXPneLvrs5cWQgV2cq2379/f+Tl5eHw4cOPpAL7okWLWGXupKQkszE6a9YstnAePXoUbdu2RVFRkZX7i2au0f9b0hZQ2ONVcZTEQI+xd6xarcaSJUswatSoSgeDu7u7o2nTpoiOjkZWVhbEYrFdCy11OYaEhECv18PX1xehoaGoU6cOZs6cyRJHioqKoFQqQQh5JISxTZs2NeOkmjlzJh4+fIjDhw8jMzMTOTk5rDZiy5YtcefOHTOrmVqtRnFxcY1mw3l4eCAzM5MRGtpDVTe9xcXFEIlECA4ORmJiIlMgK1vF/d8MYaIPVXyE+H8FqArYtWsXXn/9dRQWFsJoNEIul6Nnz57Ytm0bi2exBZlMhs6dO2P//v0oLS21KVdTMs7I0YDUinZbdKEi5C+a9REjRsDT0xNvvPGGWYpnXl6e1QIdFxeH9PR0vPDCC+z4l19+GatWrULDhg0ZMSIAREREWJHrWb7Iwt28Wq1GUVERVCoV4/ZRqVQwmUxISkqCVqtlxfH8/Pzg5+eHDRs2oKio6IniAFIoFOB5Hjt37kS3bt0AgJUNedwnOWqZogqArcXAXmq7PdAdvrNuG0d9RJUZd3d3aDQa/PDDD2jfvr3D9sRiMXiex2+//YYXXniBKajC6xHGKzhSZuzFP9BkA1tQKBQOY/MUCgWOHj3K7oP2Fcdx2L17NxISEthxU6ZMYZlNlO4jOzu7RgKXJ02ahPnz50On0+Hy5cs4d+4cfv75Z7PMTqDmF2t3d3ezUi6OYE+JdLTJoeOvV69e2LlzJ4ByJUz4LD755BMsXLiwwutwRs6WjMlkYvP7zZs3QQhxOiPZ1n1S92h1lYK/A+PHj8eKFSvMKFdo2RVHsFSE/l8BqgL+zTTizkIul4PneVy7dg1BQUFIT0/HpUuXcPv2bbNBqFarsXjxYmRnZyM9Pd0s8BRAjQaMCjM1FixYgGnTpgEwd3s9qaAK0M8//4zx48cDKF84jx8/jubNmzM5kUhklyflUV5b7969sWvXLsapREEXtppKfadVxk+fPo3OnTujqKjIYfwY4NjFI1TGAgICIJFI4OLigosXLzq8Bg8PD4jFYtStWxeXL1+GUqlEVlYWCgsLmZVSLpczhY4GYlemAjrlybFVIoHG2dgrkeDh4YG2bdvi6NGjKC0tZVQRrq6uiIyMREFBASIiIvDcc8+ha9eujPeF9sevv/6KoUOHMjZhasUB/lK+gL+eb2pqKnx8fJCcnMw2HPSZDB48GL/99luF90vLXwQGBkIul+Py5cvw9vZmGxxhjE9VQSkICCFm7NVA1VyB33zzDd544w1wHId58+Zh3rx5bHNF2fVv3Lhhc7MlpIXw8/NDUlKSzXFM3x9bMiKRCK1atYKLiwsSEhJw8+ZNpoRVVanUaDSYP38+1q5d69BaRxnDqTHgUcpYyhUXF+PHH3/EqVOnMH/+/CoxzItEIly6dAkNGzas9LEUT6UCdPjwYTNqeQBm9PKWEE4cjlBUVFRjMs6cDyhXUIDymI7KULjXrVsXarUaAwcOxMaNG3HhwgWnjwXsv5x0p/zKK68gPT0d+/btg1QqZRwbHMdh0qRJ+O6779gxwomLTjSffvopPvzwQ7MYFCEsF2S1Wg1PT0+kp6ezQnsVLdjOxjLVVBwGz/MIDg5GXl4eeJ5H9+7dERUVhcmTJzMZpVLpkNjwUSAoKAjDhw/HM888g4EDB1bZJWXZB5YxRDzPw8vLCykpKWjWrBmio6NZAU76rCrK1rJ1HgqaVcLzvMOJmFod6fjVarVPDB2BM3DUf5YKLZVNS0uDl5cXUlNT4eXl5dSYVyqVkEgkaNKkCU6fPs02UP3790dISAhMJhNeffVVvPfee0z5j4uLs+K8oUhLSwNQPm6E1BmU48cSnp6e0Gg0yM7ORk5OzhNdd88Rqrr54DiO1Ua0h9OnT6Nt27YO268pGUu506dPo27dugCAmJgYfPnll1i9erXVs64obrJNmzaYNm0a+vfv7/DctvBUKkD/VuTl5eHnn3/GV199VWmeFmdBo/qzsrIcslkHBATgueeew/LlyyEWixltPgDMmzcPn376qVlMBeUBIoQgLy+PxSaIxWKrF4IGVtPzi8Vi1KtXD4MGDcKgQYMQExODn376CTt27EDz5s1x5swZu/cjEolqRKYyco8rKuIb4XkecrmcuSk9PT0RFhaGPn36ACh3q65bt44tRGPHjnX63FKp1C5zrCMIsxYVCgWkUin8/f1x9epVu8fQavHUtVtZUEV2wIABCAkJAVDuctq7dy+uXr3KmHjp9YnFYkZuSa05lvdgS0bYhq+vLx4+fMhiRKpqDeU4DjKZrNrZkhzHoXPnznjmmWfw5ZdfQiqVomfPnjhy5AhSU1Otrk8sFkOpVGLChAnYv38/K4MwdOhQjB49GqGhoYiKisKNGzdQVFRkUyF1tBB27NgRmZmZ0Gq1OH78eIXxfY4glUohk8mgVquh0+ng5eXFFmohhPFhjpCXl2cms3fvXgDlmZhisRgqlYpZAyUSCWQyGeRyOUQiESIiIqBSqdC3b1/8+eefVtxGAPDnn38iLi4OPM/D3d0daWlpCA4OrnAjAJTTHJSUlFiVUnkUMpZynTt3xty5c81+N5lM2LZtGz777DOzedTR3Er5saoSCP/UKkBHjx7Fxx9/jDNnzrAq41KpFBKJhKW02mJ85Xme1YaxJ1dTMs7I8TwPnU6HQYMGscrBPXr0gFarxbx587Bhw4YqZ0jQeAKadguUK0ATJ07EgQMHWGVnrVYLT09Pq0wjoT+bptjS63d3d0dGRgbbsZeUlDg9WTkTE+Lu7o7g4GAsXrwYv/76q800ZYpp06ZVKKNQKDB48GDs2rWrwrYCAgIAgFXc/uOPP3Dq1Cmz+DJ6D/+kW0+oPDji8QDKg91pACwNDqVBxjRey9vb2ywwlRbR5DjOKohY+JxlMhnc3NyQmZlZ7YVZq9Vi06ZNiIqKsisTFxeHiRMnIj4+HlOmTMHo0aMBlD87o9GIRYsWVeqccXFxNsdtYGAgTp06ZfM3mvZN3SKWMn5+fqhfvz4KCwvx+eef46OPPjJTiIxGI0pKSjB79myzRYRuIiQSCeMQu3fvHvr27ftIXauVVTQs32GNRoNnn30W0dHRNvvDEZmlXq9HRkYG+zszMxPff/89vvnmG/B8eVX3oUOHMstTWlqaTc6fMWPGYPv27fDw8Kh01frKYNSoUQCAX375hbkunek7nU7HaiESQqDT6fDCCy+goKAAW7ZseWItYDzPQ6vVMpJEHx8ftG7d2sx9N3LkSHTt2pVZCW2B0lhUBk+lArRx40bmHxembT7JXSGXy9kkIZPJmF90zJgx6NOnD3OVCdGqVSubqZvz5s3D3LlzkZCQAKBc6UlOTrYKIhQqc127dsXhw4cfGQ+PWCzGO++8g9dffx0JCQno378/u76KQOOVHCkbzsg4KyeTyRAZGYnXXnsNPXr0sEujr9fr7U5a69evx/Dhwx1OalWRoTE+EokEPM8zVtaKMtykUqlZwCL9l4Ja64TWDZo9w3Ec4uLimGLIcRyOHz+Oe/fuoXXr1uz7HTt2gOd5tGrVym5/WRYHzsnJwYULFxizuUqlYtf18ssv2+2X7OxsrFq1Ctu2bQMA1KlTByKRCMePH4fBYIBarUZpaamZUigWi6HVakEIwc2bN5GdnW02h1iCBrjagjNKfK9evbBjxw6b/WA0GpGbm4utW7dixIgRVjJisZi5xDt16sRS6i35higCAwMRFxeHkJAQeHp64s6dOwgPD8f27duh0WiQl5eHPXv2YNWqVTh69KhZPa6amDuFbUgkEjz77LOYMGEC+vTpg4EDB2LPnj1sbKnVamYxzMnJAc/zaNq0qVlxTUsMHTqUWZ4yMzOxdu1aTJw40Ux+7969qFevHq5fv46jR48iOjoad+/eZcVSbVExCOGIssGWjMlkwr1791BQUFClhA5ns1T/LXB2Xq0UyFOIJk2akMDAQBIYGEg4jiNSqZTwPE8AEI7jCIAKP87I1ZRMZeTsfXx8fEj9+vVJ586dSUhICNHpdDbPwfM8GTVqFNFqtUSlUhGlUknUajVRKpUVXoNMJiOzZs0i4eHhJCAggPWrXC4nEomEqNXqSl+3RCIhgYGB1br3f/q52Oo7kUhEZDIZ8fHxIX5+flafGzdukKCgIJu/VUdGqVQSkUhEVCoVcXFxIWKxmF1PTYwz4YfneSISiQjP83bb5XmeuLm5kddff51kZWWxdzQ1NdXuh/6+atUqolarCcdxRKPREK1Wyz6urq5m73xOTg77//Hjx4lOp6vRe7X1ef755yscNzKZzObvYrGYjBw50uZvbm5uRCaTEY1GQwICAki9evWIv78/USgUbB5z5iOXy9n/PTw8WNtBQUFk3bp1JCgoiCxcuJC0bt2aeHl5kY0bN5IJEyYQrVbr9Ltx//59cv/+fbJ8+XL2nCo6jo5FOj58fX1Jhw4d2Fhq37498fLyIhKJpEpjUvhe6vV6EhYWRpo3b066detGQkNDH+mYqOzH2TEqvC+e50nDhg3JwoULSVpa2t+yplYFRqORHDp0iLz44otEpVJV6t55nidNmjQhixcvJhkZGVW+hqfSAkT5LIByLgZhVsT/o9zdUVhYaHenTwhBo0aNzKq1C8mpqMuOxvHwPI9p06bhP//5D9zc3FjQpfB8BQUFjDDs0KFDOHjwINzd3eHp6QmJROIwNkSn0+HZZ59l2TGbN29GdHQ0c8E4wt9dDsPWtduKLwgKCkLXrl2xbNkyu21WRyYoKAgrV66EQqHAmDFjsGXLFqt4mH9iR9m6dWvmlraHZ555BqdPnzb7TjhGLfl8gHJ3XHJyMjw9PavMGits/98wbT6q0g8tWrTAkCFD8O6772LDhg0wGo3Yv38/9u7di1u3biE2NhY///yzVZkfQghiYmJw9+7dSs/Hzlpwq4qaLoljKcNxHHx8fCCRSKBUKtGjRw8sXrwYfn5+uHfvHjiOg1arrfB5WcqJxWIsXLgQr7/+eoXX/k/jxo0b+Omnn7Bu3TqrRJCK+jUgIAAjR47EhAkTmGveGTyVClBwcDB7wVJTUxkXByHVr6z+KGSckaOKBa2NVbduXatFwllQ/hJH53zxxRexbt06AOUkh3fu3LGpbFBuCkt6fXsYO3YsVq9ebTYBHjhwAHPmzMG+ffsAlC9mL7zwApYvXw4ALPZJiIcPH2Lr1q34/fffIZPJEBsbazNLjlauDw8Pr5aMpdyBAwdY5ps9CPk7HqcUf/q8aKxBgwYN0LNnT3z11VfMraVQKKz6/fz582jZsiW7F5lMxoJZaeZbRfWknMl4qWjDYosy4fDhw3j22WchFotZFXOgfMGkMXKPawkE4eYCQKXLTFDXJCUmregeneWioeO3W7du2LNnj0NZGudFxwx1X9A5gQb0nj59ukoZT3K5nAWSK5VK5OXlmSkL1aVx+DvWBU9PT4jFYpSUlCA7OxtTpkzBV199hYyMDMTGxsLV1RV6vd5mrcUbN25g/fr1uHjxIrKysmwWJn1cQcuz0DHQunVr/PDDD1izZg1++uknPHz4sMI5WCQSwdXVFaNGjcJbb73l9LmfSgVozpw5WLhwIcrKypCVlfWv4JmhMR08z0Oj0SAlJQU+Pj6YN28exo0bx3hE6ERQ04suz/M4ffo0evfubRYkTAO2Kxul7+bmBl9fX8TFxSEnJ8fMGtW7d2/k5+fD1dUV7u7uAMCsF2FhYdDr9SzuwR73iEKhQOvWrastY09u1qxZMJlMVgvJggUL8OabbwKAWUA0taz9naBp4yUlJfD29kbt2rXRtWtXDB8+HH379kVBQQEePHiAhg0bIiYmBoQQdO7cGStWrMD58+fx4MEDtG/fHg0aNLDZvkwmM7snT09PLFu2DD179qzWvdpSgCqyAPXv3x8rVqyARqOBRqNhAf7FxcWsLWeJHC0XMGEAOQ3qB8otzQMGDHBohfzuu+8wdepUM5mHDx+iffv2iIiIQEREBNzd3bFkyRJ89NFHyMnJgUQiQe/evTF79mzUqVOHbX7o/QBgFeOF/SWVShkVwYMHD2zeFyUVpPMhz/OQyWQoKipCnTp1kJ+fz+qYUdDq8n8nLEkOAwICkJiYiNq1a6Ndu3ZYvny5maVJo9GgRYsWSE5OtltgmsagEUJQUlLCYp8AWI3XmlSI7CUgcBzHlFFnNlJPMihXFc/zaNOmDZ5//nkAFc/BCoUCXbp0QXh4eNVOXGXn2RMMk8lEPv74Yxb/8G/5cBxHGjRoQDiOI+PHjycikYj07NmT+c5pTIZUKiW7du0i8+bNIyKRiAwbNsxme97e3sTb25vUqlWLhIWFkaZNm5KoqCgyZMgQMnToUOLu7k48PDxIWFgY+e6778iBAwfI6tWrazxmRywWE4VC8Y/3b018xowZY/WdTCYjcrnc7HP06FGiVCqtvq8pmaNHj7L3ISAggERHRxOFQkGee+45IpFISOfOnUm/fv2ISCSy8sV7eHgQqVRqNu7ov3SMCWOK6HcASI8ePardhxWNBY7jyJYtW8zeeYlEQpKSkgghhAAg/v7+JDAw0OxanZ0PHMU0AeUxLEqlkvTr169K81P37t1JaGgo+eyzz4hEIiFbtmyxex23b98mtWvXZjFeEomEiEQi4u3tzeJCZDIZ4XmeyGQy4urqSnbv3s36KTU1lf1LoVQqiUKhIBzHEaVSyWJ+lixZQtzd3YlKpSJisZgQQkinTp1IZmam1T3odDqi0WiIRqMhcrmccBzHPsIxQz/CGBDL3xzFDfXv358olUqydOlSolarydatW0mXLl1IeHg4ad68ORkxYgT7Ozw8nDRu3Jg0btyY/T8qKorMmDGDDBkyhGi1WuLt7U3q1atHNBoNcXV1feRrhHAsCfuHjiNn2qgoTsjRPQiPtSdXUzKWct7e3uz/7u7uRK/XO33Plu/bhg0bqvSuPZUWIIrS0lJcv34dV69eRXFxMcRiMfz8/KBWqxEbG2vXDOyMXE3J2JObP38+JBIJRo8eDZPJhAULFjhNoCcSieDr64vi4mLk5+fjzTffxOLFi9nvUqkUIpEIK1euRFRUFOPdoXjjjTdw7do1ZGVlIT4+HhkZGTbNyyKRCGFhYWY0/jqdDjqdDoGBgahXrx7q1KkDQggmT56M+/fvWx1vq93AwEB4eHjg4sWLLIMJsO36sIe/0z3pLCifha+vL7Zs2YLBgwc7tJpVR2bLli1o3LgxAODHH3/E77//jjlz5uDkyZNYunQpbty4AUL+KsxYFYr+RwVnYvYs68Y1btwYzZo1Q2RkJF555RXUqVMHsbGx1Xpu3t7ekMlkLBuspKSk0u6pykKpVLIK2jzP48iRI/jpp58YkenDhw8dZke6uLigrKwMxcXF4DgOX331Fd58802kpKSwNGJ/f3+UlZWhqKgIRUVF0Gq1yMzMRP/+/bF161aUlZWZkROaTCasWLECmzZtwv3791mWHLWGCckwK8o2BMytV0DFsUrUmle/fn1cvXr1ibbkU1C3Jx3Dlhavf8OyLay1R93qzpAg0vmeWjMp/5Ej9nd7eCoVoFdffdXM5EzN0EVFRWZxMzzPo2XLluy7Vq1a4dy5c1YvmFCupmQqOl94eDiOHTuGvLw8tvA7+yg5rrxSu6PUS1obSSwWo2XLlhgzZgwGDBgAjUbDJkiDwYDc3FzWjkqlglgsRl5eHqPpP3DgAI4fP17hNaWmpiIiIgIPHz6EXC5Hs2bNEBISgvT0dLNUYLFYjOXLl2Ps2LEwGo2MTIxeg6Vr73GL1RKC8l4A5dctlUoZwaCbmxtGjhyJxYsX21VwqiPj5uaGlStXIigoCE2bNsWdO3dQUlKCwMBAxMbGspIV9BjhfY0cORLdunXDqFGjwHGcQ8Vo8+bNePfdd3Hz5k2n+qQmYKn8AMCJEyfw5ptvIjY2FpmZmXBxcYHRaERpaSlTWuiC3bp1a7M0bwAghCArKwsSiQTe3t5o1qwZQkNDIRKJIJVK8frrr9doWRh7UKvV0Ov1iIuLA8dxaNq0KZYvX27mAli/fj1Wr17N+Inu3btXYTKASCSCp6cnfH19kZSUxBRMiUSC9PR0K5ffc889h02bNmHatGnYsGEDEhISoFAoYDAYKs1HY/nOhIWFISYmxmlFhpYumTx5MhYuXMiepa15wFKREI4VYT04iUTCSnvMnj0bw4cPB2CbisEWnJHT6/WIjo5G8+bNWViCMC5QqEw7O684E9rwuMS5WtJmCK/dnuJDnyFQ/rwkEgk7tjJlalibT6MCZGnRsFX/hqKih2IpV1MyNXG+moLwmtzd3RmhGvXZmkwmyOVyvPjii/jll1/Y9z4+PoiPj7fJMExZhSUSCQoLC2EwGNhgdiZYmud5eHh4IDU1lVWMNxqNZrsK4PFQgJRKJfNxi8Vi3LlzB3q9Hnq9/pFk4VQH1NIzffp0qFQqfPnllzAajWjfvj327t0Lk8kEqVTKypvQZ1ARRo0ahUOHDiE+Pp5xBgF/Ze9QJUoul1dY/ZzGaRgMBqhUKqjVami1Wnh7eyM0NBTt2rXDyJEjHR4vtHg4C2H2qBBBQUHMYpGcnMy+Fy7ClpO9UIa2aSlT3RIIQuLDxMREbNq0CevWrcOFCxeqZM2j1ttevXrhk08+gaurKwIDAxEfH4+AgAAkJCRUey4KDAzEsGHDsHHjRrNElbKyMri4uMDNzQ0mkwkuLi64efOmWX/RsWtrg2frvRRmjonFYnz55ZeYNm0as1zTecjLywtr1qwBgAqt7L6+vhXKCWXefvttxMTEID8/n21m6ftRFW6gf0tZF0cKEAXdcAPl705VWN2fKgUoNzcXOTk5CAwMNPt+9erVNsnELOFMlkhNyTgjRwtsOluB2xkEBQWB4zjcu3evUsep1WrMmTPHrK5VRajsBC9U+tq3b49Tp04xcr4nBUqlErNmzcKIESOwe/duHDt2DLdv30ZKSgpycnJQVFTklAJIA9qrKiOVSlmtOao8PHjwgJmSe/ToAZlMhitXriAhIQESiYQpllFRUTh27JhZ4C/dldFnwfM8XFxcIJFIkJOTA4PBwCq2FxUVmTH3chyHdu3aYdasWYiKisLdu3cd3ldwcDD7d/PmzYiIiKiou8zw4MEDxMTE4L///S8uXbqE0tJSs52lM+NJoVDAy8sLKpUKd+7cYYup0DXnbFC1PVju5umzVKvVyM3NBSEESqXSjMlerVZDo9EgICAAjRo1AlCuuOj1enh4eECn0yE2NtZhmRKhAnH//n3UqlXLrixlgZ84cSI++OADcByHQ4cOYfbs2dizZw9GjBiBGzdu4OHDh7h//z5OnDjBnr1IJIJKpWJW5IULFzLKi5KSEvA8jzlz5mDXrl0ghGDmzJnYsmULrl27xkpm7Nq1C0ajETKZzMx94syGhdYtBMoD9L/55hsMGTKkgqfy6FG7dm2UlJQgKSkJYrHYKmOOBkfTMkH0/jt37gxfX19s3boVmZmZzJLFcRzUajXc3d2Rk5NjZpkSjnl7cjUlY3k+nuchFoutGMqdDRwPCAhg7fn7++PgwYOV7uunSgGiO8enAY4GkbAuTWhoKEaOHInw8HA0b96cpSJSPp0lS5bg5MmTTpmjaSkEalqm2Q1qtRrffPMN3n77bWRlZbGJfOzYsazsgHC3TLPZaEXmmnAtiMViDBo0CFqtFvHx8Wx3FRAQgOLiYpZWqdfrK5SxJ0d3pHRBzc/PZ+mo9uIe9Ho9Bg8ejDlz5kCr1Vb7PqsDStG/YsUKREVFMdfCiRMnzKxqjxKWdP/2ZF544QX4+/vj4sWLWL16NRu3zuC9997D3Llz2XiztBpWBnR8isViiEQiM+XVsvyHEJW13EqlUojFYojFYrRo0QKxsbF2S3BUBVSBCwgIQM+ePdGtWzd8/PHH6NChA4vJoeeqU6cOIiIi0KFDB5bCTBdbmUyG06dPo7CwEM2bN8fo0aPx448/svsVspLzPI9atWrB398fp0+fxrp168BxHKNaAMqf9eXLl5GSkoI+ffqwaup042PLUlLZDFeNRoNOnTrh5MmTlSooXVMQi8Us3o4qPF27dsXJkyedsq4+6Th37hwOHjzINvvBwcGIj4/HkSNH2LMNDAxEcXEx0tLS4Obmhvr16zNaBwBo27Ytnn322Uqf+6lSgA4fPoyLFy9i2rRpZt+Hh4c7FaPg7+9fYfmFmpJxRo4GK3Mch6KiokpNhvz/CjoeP37cpisgOzsbR44cweuvvw6TyQSZTIbff/8dfn5+yMnJwZYtW/DJJ5+grKwMEokEI0aMQFZWFjZt2sQmQ7obkEgkOHfuHFq1amW2sIWEhLCaO5Zp8nTCFCpAHMchKCiIBVq6uLggPz8fYrHYLO6AKmBU0ZJIJJgxYwZ+/vlnu/EJHMdh+/bt6Nu3r8MYBkdydNfFcRwiIyNx69YtswmMEGJVXkGIZ599Fh06dECdOnWs6PQpaJpyUVERs+A4K6NUKs3+r1KpAJRbFNRqNVxcXBiH1OLFi/H666/DYDCY7dCcWbgtlVZqIbKscUeD46sLnufh7e1tRXJIA4MtIZRxdD/CwO/HIQhcIpGgXr16eOmll9CqVSt06dLF6tqpQiCRSBAWFgZ/f3/s2rWrwrbff/99vPnmm9DpdDh16hT69+9v5s6zBH2eHMdh9uzZbC6oXbs2c4/16tWrSvfp5ubGLGfFxcVITU3FCy+8AL1ezxIlWrRogdWrV6N58+bMelpSUoIJEyZg7ty5uHHjBrM0+fv7m1kd+/fvD57n7SqnlhBaiiiE1nlHdfSonKNU97p16yI2NtZqo6fRaJhibzn+5HI5C4iPjY1ltRSptahTp05ISkpCcXGxw3E7ZMgQnDp1CqmpqXblakrGUu6FF17AwIEDWUHhfwJPlQJE8eDBA7PJuFatWoiPj69w1+CMXE3JOCNXq1YttlAaDAb8+uuvWLduHa5evWozIIz7H89H7dq18eKLL2LUqFFQKBSYN2+eWfG/Y8eO2eX1EL7IPM/D398fGRkZaNOmDfbu3Yt33nkHJ06csDquW7duyM/Px5YtW5CZmYmCggIzk7W9CUKv1zOLgE6nw+LFizF27FjI5XKkpaXBz88P+/btQ5cuXRz6zA8dOlQjMpVpq169elbfC11Sj2O2Cs/zUCgUGDduHBYsWFClNmxZ7ZRKJbOM2WJp7t27Nw4cOODQElOR8sVxHDw8PNCsWTM0atQI8+fPtymnUChQUlICiUSCTZs2YdCgQSygXti+8D7obpMqbULlbfz48SgoKGAcQxcvXsSFCxeQn59vFrhZGdfBlStXHMZz0Ew4R7EiGo0GEokEjRo1QlJSks1FloLneahUKnTs2BGXLl1CTk6OWYaO5TOgGUocx+HLL7+ERqPB+PHjYTKZ0LNnTxw/fhx5eXlVCty1fM7OWIFpG1qtFq+88goWLlxoV3blypUAwNzPqampyM/PZ3XSqAtwzpw5+Oyzz1BWVmalLAkz1YSFni1B5SxlnsJlt8Yg9DC4uLjA398fHTt2xFdffVX5tp5GBYiisLAQt27dQkxMDB48eID09HQ2qQhhaRYVi8VwcXFxKFdTMrbkjEYjVq5ciQ4dOkCr1UIsFkOv18PX1xe1atVCaGgoS3F2BtTnDJSzxNrLXhC6CmhgM52Avby8kJycjKlTp2LJkiVOx+bQe8vOzmbyIpGIucH0ej2kUqkZcRvHcRgzZgwmTpyIH3/8EQkJCQgICMCBAweYDG2DKhyNGjVCaGgos1DZgjMylWnr559/tnq2hw8fZpP5hQsXcObMGaSlpbFis9nZ2WxxpkHhQtCdYElJiZkJ2BkZYcFctVoNnU4HoDyw3c/PD3Xq1EGTJk3Qr18/iEQipKen29z9WsKZtHQqQ88vk8lgMBjY4k1jTmJiYrBs2TKsWbPGrvWT4youC+CoBICbmxt0Oh00Gg2GDh2Kixcv4saNG4iLi0NWVhZkMhlEIhGKi4vZM3B1dbVpKQ0PD2eM6DUJGqjt7e0N4C8FiY432p/U2ucIarUaBoMBERER6N69O0pLS/HFF184FWR76NAhBAUF2fyNbsDatWsHd3d33Lx50y7J4KOARqOBwWBg5YwKCwurrFhQpYfG04SEhKBBgwaoU6cOFi9ebGbV0Gg0KCkpMWMQl0qlVsq7UM5ShirQvr6+8Pb2xo0bN1BaWsoSSIKDgxESEsKereVzphZcarV1dXWFSCRCbGwsjh49inv37jkVS/gkgz4ztVqNpk2bms3/TrfxNCpADx8+xNChQ1lphX8j7NWbEf4eERGBTZs2ITw8nE0cwurWlrswYcpo/fr1cf36dfbCchwHg8GAyMhIXLp0qcI4DuHgbdKkCTiOszuACwoKMGzYMGzbtu2xtJpUBKqIyeVyBAYGYtSoUUhMTMT69euZ24wGMS5ZsgSurq7Iycmxq3i4u7tXqJxUJCORSJiMJSIjI3H16lWn788ZBcjSmqFQKFgKOlCeGWPJ9EpLANiCo7IAQhlbddYoazpVACjTcVVAFSRCCKRSKdzc3ODi4gJ3d3cEBgaC4zirjCBfX19wHIfExET4+/vDZDJZyRw4cADr1q3Diy++aPMdsqUAVWQhi4iIwOXLl1nl94ogFouxbNkyvPzyy3ZlaNwYxYkTJ3D79m2zNiqbzbR+/XqMHz8eQHniCg2c9/DwQHx8PHO7Dxw4EGvXrq1U208KaCyUu7s7WrdujU2bNlV4TGFhIfbt24dVq1bhwIEDVlQOtN3HIQXeEnRDDZSP06pw+lQFT6UCNGzYMOzZswcGgwHZ2dmVyv54XEHvwTLWwh40Gg2USiXatGmDU6dOsd2CZcQ+bYtyZAB/BSlbLqw0SJNyBXXs2BEArEyTsbGx+Oqrr7Bnzx4WCAkAly5dgtFoZJYKd3d3DB06FDt27MC5c+dACHniitZSRU9YVkCr1SI1NdXMrE8zIry9vdGwYUPcuXPHZiotzYA7cuQI42ypioxUKsWgQYPw22+/mX1PFYO/K5VWIpGgS5cuCAsLw9GjRxm5pSVo5ktFZQGoUs3zvFV2CQXlX/o73ncaCycEDX7PyMiAm5sbU4KFMBgMWLt2LV566SWb7VbGAuRsIgHNKLOM4aBlJBo1aoSAgADExsZCKpVi4cKFOHv2LKZPn86UnoyMDNa3ljw79iDM7uR5Hs2aNcOdO3cAAC+88AI2btxoliJeHQjbeNxq8NmCRCKBi4sLgoKCrCyeMpkMMpkMycnJyMzMtLnReVwVHqEr1c3NDW3atMGQIUPQq1cvuLq6Vnh8TeGpVIB8fHzYYMnIyIBcLmfFUB911d+qyFRGjsJSqROmKtP0U6BcaRkyZAhWrVrFUiorug6FQgFCiE3WTtq+PcvO4cOH0a1bN6cWIBogeO/ePcbVUVpaala8lioX9P7mzp2L1atXAwD8/Pywc+dOZ7vskUKtVrP7LSsrQ2BgIBITE5nZ2zLOgj5vy9gIulOi/VFVGVoXiprx6e86nQ45OTlmz8bFxQUGg4Epn5aTnEQisQpwpgSBNF03JSXFrEhqhw4dcP36dXbfpaWlSEtLs9t/zkysMpmMLbiff/45pkyZYlPuxIkT6NOnD3ieZ67iK1euwGg0Yvv27WjdujVWr16NlJQUTJ8+nR33/PPP4+zZszCZTBVmC3Ech0WLFtmlhaAxb44CaL/88kv85z//cXgeR6A1z2rXrg2dTmcVND98+HAcP34c3bp1Q58+fSqtXBBC0KpVK6hUKuaujI2NRUBAAIqKiv7WjCrqaqbWJmcsT5Zjqnbt2rh37x6kUilLGOA4Dn5+frhy5cojuW5aQ3HEiBG4devWIzmHIzijQNeUjKWcWq3G+PHj0aZNG2zZsgVHjhxBWloamxMrGo/CIqrOWsks8VQqQBqNhnVuQUEB3NzckJGR8URbgCzhKMtGIpGYEdFlZWXhq6++wtatW814S1JSUpCWlmamROl0Onh4eDB2WbqYdujQATKZDOfOnUNWVhab1J3tU8uFgO729Xo928nTxdLV1dXu7v6dd97B559/znYXQ4cOtZt2W1paCpVKhdLS0krJVKat2rVrY+DAgYiMjGRsrwUFBfD19YVIJEJ8fLxdpdNy526LULKqMtQiJZVKWar+c889h82bN0MkEiEqKgoHDhyASCSCVquFi4sLCgoKkJ6ezrITa9WqhRYtWmDDhg1m3D2Up0eIpUuXorCwECNHjmSxR0JiQVqsVwhH7lNLxZ6S44lEIpSVlaFPnz749ddfbR4PlFenX7NmDbNchIWFYejQoWYUEZZwd3dn12gv/ki40fDy8mKBtZagHEH2Fg7LmJ+qICQkBGKxmJFFajQaZGZm4vLlyzb5iSj7t0QiQfPmzXHixAl8+umnLL6EBvKqVCqMGDECJSUlUKvViI6OZs9cq9Xi0KFD0Ol0aNSoERYvXox169bh4sWLSE1NZc+e9hWNZRGLxYiLi7ObvEH7Q6vVIi8vz2ysuLq6QqlUwsXFBTExMQDK5w/hPTqzgfzwww8xe/ZsqNVqZgWj71L//v2hVqvxzDPP4O7du2Y8aZbKly05S5lz587B1dUV0dHR7B0UZsI6++yfBCvWo4ZEIsGwYcOwfPnyyh9MnkK0aNGC1K1bl9StW5eoVCri7u5OJBKJzaJytr6z9XFGrqZkhHLOyguP8/X1JQEBASQgIIA0aNDAYV/dv3+fdOrUyW57HTt2JAMGDCDDhg0jw4YNI8HBwUStVhOxWFypwna0cCP90IKXls9FLpcTT09PIpFIrI55XD9qtdqsOKjwWVRUWJMWFnTUl9WRof3bvXt3YjAYCCGEACBvvfUW4TiOqNXqCu9Pp9MRsVjM7kOn05GRI0eS06dPk3379pFnnnmGyGQys2NkMhkRi8VErVYTV1dXs4K9FY1pe7/LZDKiUCiIQqEgGo3GbBxPmzaNNGvWjHh6ehJPT0+iUChsFnqtysfy3mz1u2Wf07HL87xNGRcXF1K7dm2i1WrZR6/Xk9GjR7N7qolrd+bj5+dHLl++TMrKysj+/fvJjBkziI+PDyGEEL1eT06cOMGuqXfv3mTQoEHkyJEjRKfTEUIIMRgMZMCAAaRHjx4O5xo3NzdWQNXy/VEqlaR169Zk1apVZO/evWT06NGE4zii1+uJXC4nrq6upGvXrjXSJ0ql0u568Hd9nC3CygmKzPI8T1asWEH8/f2JUqn8x679UfYBvU+e50n9+vVJ06ZNSbNmzcgHH3zgvAIgwFNpAfrll19w5MgRAEB6ejp27dr1xMWWOIJGo4FMJkNBQYEZe6hCoUBQUBDc3NyYbOfOnfHee+8hJiYG69atw6FDh3Dv3j1kZWWhqKiIWS0oqAvM3d0d2dnZLJBVWFNJaJYEYGaa9Pf3Z9eUn5/PYjos00Spm8vNzQ0lJSUoKyuDSCRC06ZNnSZmtId/0jVpiS5duiAhIQExMTGsr4WZYzzPo2vXrjh+/LjdVNvqyNCYnz179jAz/xtvvIGePXvizz//BM/zaNq0KcuQcqbOk6Pdq62A6eqSXXL/45pSKBTMultSUmLmUhMG5wOodGCuI9QUWWdF8PLyQrdu3SCTyTBhwgS4u7sjISEBKSkpePjwIeO5ocGvS5YsMasxVVZWhrKyMlanijJKA/YD2UUiEdq2bQtCCL755hs0bdoUwF/xgS+99BKSk5OxZcsWaLVaXL9+He3bt0dhYSHc3Nzg4eGBmzdvmllIad9TVy+1mFEuG9o2z/MIDQ1FYWGhU0HbFDzPo06dOnB3d0dQUBBSUlJY4Vta5DUnJ8csQaCyy6ClFdLe8ULrlS0ZYaiCJeeZ8LqctQjZS2z4N4H2Dc2ABsotbI54q+y29TQpQJblHajPt6ioCNeuXWOTgUwmQ1BQEJKTk5Gbm8sYji0hlFMqlTUi48z5OI5DSkoKlixZggMHDpgF9Q0ZMgRLly41I72rCEuXLsX48eNrzAXIcRxcXFzAcRz69etnZpp86623sG7dOhiNRqSlpbEF2N4LrlKpmFIwdepUfPjhh3jw4AH+/PNPJCQk4KuvvsKUKVPw3XffIS8vz2FMxT8Jmo7/dyyU1QF9DsLAVHrtYrEYHh4e8Pb2hqurK06ePFkpBmWO49CgQQOEhYVhz5494DiOKdlCpbygoABlZWVWdP8AzMoC0BIQYWFhMBgMuHHjBuRyOUpLS/HWW29h7ty5Nq9j8ODB+P333yESiZgLhrptyf+yuVxcXFBcXMwWSIlEAq1Wy1wURqMRubm5dpVfjuMQEBAAFxcX6HQ6uLu7o6ysDJmZmVacMtS1LJS5efMm49GhH0uIxWLUqVMH7dq1Q7169SASiTBs2DBs3boVffr0gb+/v5k8vT8aGO/l5cWIOu29f1KpFBzHsdIUtM/lcjlyc3ORmJiIDh06ICMjgylHFy5cgMFgcCompCJotVq8+uqrWLBgAdq1a4fjx4/bLOTct29f7Nq1C8OHD7dZC44qWjXlLqrJ4GLq7rfcTFW1HtiTBBrHQzfsVIGzFQMkVCYB81AOsVhcpcSNp0oBsiyFUVM1uWpSxhk5mklkNBqxYMECRpx27Ngx7N+/HxqNBp6ensjPz2e7OoVCwbhfPDw8GO9LREQERowYYZMVdcaMGfjuu++Qm5uLGTNm4J133gEANG7cmO0209PTmf+6b9+++P3336HRaBgPTU1CGCis0+lY7EHXrl2xd+9elJWVOR2M93dCoVBAJpPBaDRaBZrTlGwh9QAhxO5ELSzgaA/2ZGj2Hg1QpkGxNL4nLS2NTTwikQh6vR5r1qyBl5cXgL8ysQIDAxm/kDO8PRSWJSdo1iDP81YxNc7SAAhx7tw5nD17FsHBwRg2bJjd6xCLxZDL5VCpVDhw4AC6devGOImo9YQqJfRv4W5TCJFIhB07dlh9r9PpEBIS4lRdM1sywcHBMJlMOH78OLZu3Yq1a9eyHW5FizgNSqdZh5TXiFrE6MLqrOWKbiro+yeXy9GhQwfGMF1QUIA1a9bg8uXLUCgUaNy4Md5//32HTMt0bklOTmbXYhmsbwnLBVA4l48ePRrLly/H0KFDkZWVhdzcXBYDpFKpkJmZieLiYqhUKmYJozFISqUSGo0Gp06dYopeYWGhWXX4R5lNJSwoXVNs4xqNBu+8845NGgghunfvjqNHjzqcM2tKxlKue/fumDBhAqvCkJycjIyMDBgMBqc34yKRCDKZDN27d///IOiKcOjQIaxYsQK7du16KmqsOAPKAGtrGFy+fBlNmjQBIQSXL19mgY5CealUipycHLi4uGD16tXo27evWdvCDC1hEDMtlMnzPLy8vKDT6SCRSHD16lU2QVFemLCwMISHh+P+/fu4cuUKxGIxPv30U0RFRaFJkyZm12zPemZ5z3+nC0yn04HjOJu8HCKRCCEhIcyyERYWhg0bNlR43keBgoICxMbGsuw9CuGiA5QvsEOGDMEPP/wAuVzOvrfk7Xn//ffNrK79+vXD22+/jdmzZ2PXrl1ITk5mRVOfeeYZJldcXOwUDYCXlxdTSsrKypCTk8PYgB0V86WKHMdx2LlzJ55//nmWNSdU2oUbEVpyxrIdiURitwxNWFgYbt++7XAyDw8Px61bt6xkwsPD8fbbb+Oll15ifXzjxg1s27YNa9euRXR0NAv4rizou2jPsiQEtb5S11lgYCB69uyJadOmwd3dHUeOHEHbtm3ZcwgKCsKrr76Kzz//3GExXjq3UAugUqlESUmJ04Hw/zbQshbZ2dkIDAxkytDt27ftEtMKQd2aVE6v11uN18cRmZmZZor9mjVrsHHjRrY+W7KnA39t8OgmpVevXqz8SmXxVClAQhQXF+PQoUNYtWoV9u7d+6/zm37yySf4/vvvmQWI7v6FVgCVSoVvv/0Wv/76q81aaCNGjMDZs2dx8+ZNjBgxAhMmTABQHsdDJ16tVou7d+/C3d0dr732GmbNmsWOpy+xUqnEiRMn0K5dOxw7dsyp6t0DBgxAbGwsxowZg0mTJrHvv/32W/z4448IDg7G7NmzrRSgxxk0y0a4yNKUW47jmHUoJCTEyhQeHBwMhUKB2NhYFBQUWJnznZWpU6cO1Go1YmJiWDyMWCxGo0aNMHHiRLRr1w6bNm3CxIkTERgYiPT0dOTk5KC4uBhFRUUQiUTQaDTIzs42M1dXF3ShFYvFZu4AWyn+wh0ix3FmtAj0u02bNpkp40LUqVMH8fHxTPmvVasWrl69auY6dWYnz/M8XnzxRVy4cAFxcXEOd79VsQwA5c+md+/emDFjhpmS+PDhQ2zduhW///47ZDIZYmNjkZaWhpKSEhQVFVVaMaLZX5SZPS8vj7k8aWbVnTt3EBwcjFdffRWurq748ssvIRKJkJyczFiyFy5ciBUrViA6OhqEENStWxdubm5Wte2Ec0tJSQn69u2L4cOHs98DAwPRpUsXHD582ExR8/DwcCq9fsyYMczaSGsG5ufnw9vbmykGlEGZxip5e3sjIyMDubm58PDwAFBubUxJSTGLOwwODkZBQYHZJtrFxQWurq5ISEiwK2dL5ssvv8ScOXPg6+uLr7/+Gv7+/hg0aBA8PDzw3HPPPXbW7H8bnloFiKK0tBSHDh3C0qVLsXnzZpt1ipwxEzsjV1MyzoAQgsOHD2Ps2LEO5VxcXDBw4EB88sknbBERTjhCC4dCoYBOpzPb8fr4+CAmJsbqOLojVCgUkEgk8PDwQGxsLIutcMT1IFwIqLuPEitOnDgRjRs3Bs/zOH78OJo2bWrWRsuWLXH27Fn2t6O0W2omFx7vjIwzckajEfn5+Q4XPVum/H8aPj4+SE1NZW4wg8GAunXrQqVS4dq1azAYDCyY9VHHWjmT4k/7kOd5yOVy9OjRA56enrhw4QJOnTpls93Zs2djzpw51XbRRkZGYtu2bdixYwc+/PBDEEKQl5eHjIwMu21XZw7w9PTE6NGjERYWhgYNGuD27dtW7NkKhQJdunRBeHg4zp07hyVLlmDjxo1sIaUug/r16yMrKwtdu3bF22+/bWapofX3pkyZgvT0dPz000+oV68eswLv3r0bb775Jq5duwae55GamgoPDw8sWrQIhw8fxp07dxAXF+ewVElFqF+/Pm7cuMESJBo0aICOHTvizTffxM2bN3Hp0iW7xzZp0oSRsD6u6N+/P8rKynD37l0kJCSwObE61Ac0ngZAtbhx/m6YTCbcvn0b586dw61btxAXF4eCggLk5uZaWbEyMzPZ3Css4RMREYEOHTpU/uTOJYv9e1BSUkL27dtHRowYQby8vP7xVL+a+tB0Wq1WS/bu3UsIIeTGjRssLdjeR6VSkaCgIKfTLoXn43me+Pv7k/fee4+EhIQQvV5PvL29iUqlIiqVimi1WlKrVi0il8udSm+29xGLxUSn05HIyEjyxRdfEJ1ORwIDA8mlS5es0kCF3/E8/4+ONZPJRHbt2kUmTJhApFIpEYvFRC6Xs/tylsrA8nd76aHOynAcR0QiEZFKpYTneaJQKAjP88TFxYWEhIQQAGTQoEFEpVKRcePGsfuh1y6Xy83S+u3dB21fJBKR1q1bszGjVqtJfHw82bhxIwkKCiIikchuKrkzKf5AOW3C4MGDicFgIDdu3CBardbucwkKCiJBQUEkMDCQeHt7E3d3d+Lm5kY8PT2Jl5cXWb16NVm6dCn7uLi4sDGtVquJRqMher2e3Lt3jxBCyN27d4mrqyv76HQ6s+f8T8wF8+bNIwcOHGCf/fv3k6SkJHLmzBmSmppKSktLCSGElJaWklWrVpG6desSiURCXFxciFQqddg+fRb9+vUjPM+TXr16kX79+hGlUlmjqeMikYh4enqSQYMGER8fHzbW9Ho96d69O1m2bBlJS0sjt2/fJh999BGJiooiYWFhxN/fn+h0OiKTycw+IpGIiEQiIhaLiVQqZbQJOp2OBAUFkcjISBIZGUlmz579KKcFQgghr7zyChk2bBhZtWqV2f0K6SQq8+E4jojFYuLi4kJcXFxInTp1yCuvvPLI76O6OHnyJPHx8amRMV8VPFUWoKioKBw+fNiKtfZJZH5WKpVo2rQpatWqhdLSUlYQ0NvbG1lZWUhKSsK5c+eYm4P6/YVuMOr6OHbsWIXX4yxiYmLQv3//StWSotcm3PWuWLHCqs5QVSDcQdCMJmqONxqNVjttZ2Qq05ZYLIarqytcXV2RlZXFMvjsQaPRVFhF28fHp8KUT3sywlgsPz8/xryqVquZCyorKwu9e/fG6dOncejQIYSGhqKsrAwajYb9S+NtHBFuCs/p6emJtLQ0do6kpCSIxWJcvHgRQ4YMQWpqqs0gY1vp+6WlpZBIJGYs0n369MEff/wBjuOQmpoKX19fpyypCQkJrJ98fHwAwKrfOnToYNMCePr0aTRu3BjR0dF45plnYDKZzGrp/R2wTF+npHq2ngftL6VSie3bt6NTp074/vvvMX36dBBCUFxcDJPJhE6dOjHXk0KhgF6vR2JiIsukom7IESNGYOXKlRg8eLAZy7RUKkVAQAC8vb2xceNG7N27F61bt8bo0aORkJCAxYsXIyoqihFVWrrHADCrkhB5eXnYs2cP1q5di+PHj1cY61cZ0LgwoDz+6sKFCzXWdkVISUlBcnIyIiIiWF+cOXMGGo0G4eHhf9t1/BNo0qQJ7t+/z7wBzZo1Q1xcnF3Xer169TBhwgQEBgbCxcWFFYPVarXQarWVPv9TpQBJJBKztEKZTMZSQx3BGbmaknFGTiQSoUmTJnjttdfQt29feHh4VMls2qRJE6xdu9bsJbO3mAmrGHOceYFHIa/MK6+8gnv37jFXBf3I5XIYjUZIJBKEh4fDz88P/v7+rAI5ACuz9XPPPYeDBw/+qziaKgKNV3D0PCmLsCM4I6PRaFBYWAiDwcAC0nmex+jRo7F06VKIRCK4uroiLCwMV69eRXZ2Nou3qaz76+9irOU4jimR9hQgk8mEjz76CHPmzKmWG693797YsmULBg0ahD/++MPu/dVEOrO9zFBK5eEINNA8Ly8PEREReO6553DgwAEcP34c9evXR15eHr755hv0798fUqkU169fR6NGjVBSUgKpVIozZ86gUaNGmDVrFnbu3Ik7d+7AxcUF9+/fx+zZs/HWW2+x0joXLlzA8uXLsXbtWvA8j5dffhljxoxB3bp1cenSJeTm5uLevXsYP3489uzZA6Cci8xyvAv5gSho+j3P88jJyXGo4Apd30LMmDEDn332GYxGI1q2bImAgADWzssvv4yOHTuaBfb/nUhLS8OpU6cQFxcHjUYDAEhMTLTJ7XX79m2kp6ejoKAAWVlZzN1IFYmysjKb7OqA825YwDFth7PUHsLz0ThImoWalJRkliQzZswYLF++3KZSDADR0dGoU6eOw/NVBk+VAlRQUIC9e/di1apVOHjwYLV81I8TaABsVFQUgoODzcjGKPR6PQv08/PzQ0BAgNmLvmrVKrz77rtWMQU1hdq1ayMpKQkRERG4ffs2e6kdVYwHzKvGN23a1KpifEhICIYNG4Y1a9aYZVkVFRWxWkvFxcWsAKat1PDKyABwSs7ZSUYqlTpU8KoaPOuMDMdx8PDwQElJCUpKSqDT6aBSqdCoUSMcPHiQBWXzPA+lUgm5XM4UYaPRyHZclHCT7qJpZg/5H59QWFgYbty4UeH1UaoAR+nQtNaX0KJpMBigVCoZ1YNWq8XVq1fN+v/NN9/Exx9/DJVKhVatWrGiqzzPQ6fTVbkUTr9+/bBlyxab19upUyc8ePAAubm5jCzUEpGRkbh27RoePnxodv6OHTuic+fO+PzzzzFgwADs3r0bd+/eZRYfKmtPMRJa5oSWNYVCgcuXLyMiIgK5ubmsrt+tW7cQFBQEhUKBq1evonHjxigpKYHBYED79u1x9OhR9OzZk6W+K5VKmwuzSCRC165dIRKJWDA7IQRnz551mBZfFQgpLyhPU0ZGBmQymU1rIlCefRYaGsrGkK1n7u7ujs6dO2PEiBGIioqyqqFW0zh06BAmTJjwj9QCe1xhL1Fm7ty56NGjR42dx/Yo+ZdCpVKhb9++LDuEmlRXrVqFI0eOWClEj5L7oaoytuQMBgNu377N6ho5qkFkC1999RVmzJjBJgUADq8jKCgIDx48AAC0bdsWHh4e7LgjR46wAFk64YtEIjRs2BApKSksg4xyxuTl5Zll8FiCEAKDwYDs7GxcvnwZLi4uzMTfvXt3JCYmYujQofjiiy/M2iD/49Kh39G/LVFZGWflhIuvpTIkEokgEolQWlpaoXXLmfFQFRmO4xAWFgaTyYQHDx6grKwMqamp0Gq1OHLkCEv7FovFCAwMBABGTtiyZUsAwBdffMHaTkxMhJ+fH5KTk/Hcc8+ZMYiHhoYiJycHqampNpVCiUSC69evO72zc8Y12qxZM7O/L168yDKjLl++DKBcSQgPD8ft27chEolACDF7B6gVjVo9bfXz5s2brb6jqfp79uyx4iqqLBQKBaZOncqqyltmBQmVH3tWNpp5KJfLIRKJGMcNUL4xycvLw6VLl8yyBg0GA9zd3eHp6QmNRgOdToe7d+9CKpVCJpOZpRxv2LABv/32G+Li4lCvXj2kpaXh6tWrIIRAr9ejpKSk0tXcPTw8kJ6ezuQpv9ALL7yABQsWwGQyYefOnWjXrh2MRiMaNmyIZ555BmvXroXJZEKjRo1strtnzx6MHDkSN27cwLPPPoukpCQcPHjQzO2Znp6O9evXY/369QD+cmULUR0ritAKQggx27gJ2akp7G1eLL+TSCRsAyH8WwhLl6lw02JPrqZkLOU4jmO/SyQStl6EhYUhNjbWZiZj//79ERERgZCQEHh5ecHX1xe1atVCaGgoK2xcGTxVFiBLmEwmnD59GqtWrcL27dsrJHL7N4DutJs1a4a5c+eiffv2qF27ts3dXL9+/bBs2TIQQqBSqZjFSK1WY9asWXjrrbegVqvNTPC///473nzzTeTn57MdH40lMBgMUCgUaN26NerVqwd/f382eL///nu2MLVt2xbZ2dlYsWKFU3Ec3P+Yp11cXKDVaiESiZCZmYmcnBxotVqkp6fDzc0Nubm5Vi8V3Tk6KwPAKTkhcVxISAji4uJYdXZvb2989tlnuHz5Mq5fv251P6mpqVCr1SgsLLSiZ/D19WV8H56enlWSkcvlGDp0KHQ6HRITE3HkyBFkZGTA1dUVDRs2tNoIvPTSSwDKxwNVBixRkXuLsg9TCDmiAFjRGQwZMgSnTp1CamqqXXK4IUOGYODAgQgJCXF4booFCxZg2rRpkMvlbPG4cuUKGjduzKwlwmcqXIxoAVlnSAh9fX3h6uqK4uJim9dO3yPL3+RyOeODoSnaANi4CQ4ORnZ2Ntzc3HDz5k1GM3Hp0iXcuHHD7rtClaeAgAB4eXlh7NixWLp0KU6ePImffvoJ06dPB8/zyM3NZdY0R+nXPM/j+++/x7hx47Bo0SK89957eOWVV/Djjz9i1KhRiI2Nxb59+9hCbxmT5MySo1Qq2cLp4eFhlqVGN3eUhoG256yC9aQUEBUqWUKGe1tKElB+/97e3khOTmbhHpauJJ7n4e7uzkgx3dzckJWVZdOaTeVqSsbyfG5ubmblaqoDahmuLJ4qBchkMuHMmTP45ZdfsGXLlqdC4bEH6j5YtWoVXn31VZsTx44dO9C1a1cA5QsAXazKysrYJCKVSmEwGJCcnAyRSAR3d/cqXQsAVolbJBLBy8sLN2/eZGm71BIkVESeRNBdH43jatiwodnvEyZMwJYtWxwGOVdHZsKECWjevLmVPM/zSElJgaenp13/u3ChsfWbIwZzy8mcLrI1kUovkUhQv359DBo0CIMHD7bLfqtQKPDDDz9g8eLFzII5ePBgnD59Gvfv32eBl9TtKpFIWK06mUwGtVrN2qJM6P8EaIkLjuOwe/du1KtXDxs2bMD27dvN4r7KysqYUlOnTh24uLggKioK2dnZ0Ol0eOGFFwAAa9aswX/+8x+b5LA0WYLWhOvWrRsUCgWeffZZtGvXDuHh4YiPj4dMJkNWVha0Wi14njdj1BbOLc5awikxIs/zCAwMBCEEcXFxkEgkKCwsZCSUj4qKged5VtX94MGDZgt7TVpRqBtW+H+O46BSqZjVDCgPYcjMzARQHt8k3KQIr40qSkJ5SwiVKUfxaVSupmQsz0fXFLqpmj59OubOnQuO4/DGG2/YdZna4m+im+nK4qlSgGhw5L8FPM8jJCSExS9YmtsLCwvN6OBt1QfT6/UQiUQ2ycUaN27MXn7KeQPATGunTLYpKSkwGAyoXbs2m+A++ugj/Pe//8Ubb7wBAMjNzbU7eDdt2oTZs2cDKN/9ZWRksOwkuvtTKpVISkpCcnIyfvnlF/z88882CRyfdFSn3IUzMjKZDJGRkXjttdfQo0cPxkItBHVrXLx4EfHx8U4F7zsLy3EolUrRpUsXJCcn4/z589UuB+Dn52dzc7NhwwaMGDEC77//Pj7++GN2nupwbzVp0gTdunWDRqNhi35ubi7y8vJQUFBg05JC79/yN/qO0cwWV1dXzJs3D9OmTcO3337LYqqE1pBDhw6xsiRC0BIblL3dGRQWFiItLY1ZodatW4dJkyZh2LBhWL16Na5fv47g4GB8++232LlzJ3bu3AmlUomPP/4Y7u7umDx5MqZPn47AwECsXr0a+/fvd/rcQlBrrlwuh6enJ06ePIl33nkHmZmZ0Ol0OHv2LOrWrYs2bdpg+/bt2LlzJ1O8JRIJVq9ejSFDhthtn+d5RqhoqZzRbCK6OZwwYQIyMzPN5ryatKIAwPDhw7FmzRoYjUYoFAr2rhmNRlaXjiYrAOWKg0qlQm5uLpOj905JQumm0fJdsnTLOXLT0e9rSsbWMUqlEmKxGGFhYZDJZIiOjkajRo1w+PBhq356FHiqFKAffvjBbJfz4osv4uDBgxWWxXBGrqZkKpKbNWsWfH198d///hejR49mheTsPUZhMUdbO3eO47BmzRoMHjy4SmZhuhvx8vJCUVERCgsLIRaLodfr0apVK9y/fx8XL15k8v3798epU6fY7sRWMLEtcByHDz/8EB9++KHZ9wUFBdi6dSurZC6VStG8eXPk5+fjypUrkEqlaNeuHbp06VLpe6sOLKuP0/gg4XOSSCSQSqUVZms9yhgznufRqFEjBAcH4/79+0hMTGSWEKoY1GR9NUfB2O3bt8eBAwdslgxxdLzl7xEREWZjToiffvoJU6dOxcqVK3HkyBFs374dDx48gMlkYgV8aSkWCst4MnuQSCTo0aMHzpw5w9yPlossUM6CvGbNGphMJjOZESNGsIDbmTNnQqlU4rPPPsPt27dRp04dbNq0yaqtRo0a4ZdffrH6nm5M2rdvj7Fjx2LgwIF2s5sMBgP2799f6eBSQgiCg4PRtm1b/PDDD+jYsSM6deqEuXPn4sCBA+jfvz8GDhxoNr4fPHjAnq9er4dKpcKFCxfYYi6ESCRC48aNMWvWLIwePRrHjh1jbPJhYWEAgFu3bqFNmzZYvHgxxo4dy1jpHcUy/vHHHzh69Ci2bNnCLIG25qCuXbsyOgBLl1NNWVF4noebm5tT7NZPA+jaYTAYmFJLC/JSKBQKuLi4QK/Xw9fXF6GhoXjmmWfQp0+fSp/vqVKAAgMDkZWVxTJUunbtilOnTpllrdiCM3I1JVORnMFggKenJ8sEadeuHU6ePMlSzIUoKioyswDZymbQarWIiYnB+fPn8d///hfHjx9HQUGBVQkCWxWYbYGaplUqFaRSKbRaLQoKCpCfn4/S0lKm8FgGlgpjS4STFzWB00UaKC+USeNWCCHQaDRo0aIFEhISkJCQAJVKhf79++Pjjz+2ad34u1FWVoaxY8cy6yPP85g/fz5q167NZG7cuIGffvoJ69ats1kDi+JR81HRZ9KkSRNER0eD53ncunULERER8Pf3Z27P0tJSFgxN8d1332Hq1KnMzL9w4UJoNBqblkcAePfdd7Fq1SqHmYfOKHYajQZt27bF8OHD0atXrwprAs2fPx+ffvoptmzZgg8++ACJiYk4fPiwVfV0WyCE4MSJE+jYsWOFViN7i57wnoRuQyFHEy0v0a9fP+zfvx+lpaVVYq6m76NUKsXQoUMxevRotGrViv3+4MEDdO7cGXfv3mXXJBwb/v7+kMlkrGCrZSwPTVtOSkrChg0bMGnSJHTo0AHR0dHo378/li1b5tR1mkwmHD16FEuWLMG2bdtsbgpq166NlJQU9OzZE/Xr18fMmTOxd+9eDB06FHK53K7Lp6ZRk1YUtVoNFxcXZk2yTJagm6bKLtN0zuY4Dmq1mlncbWU+c1x5TS363mRmZtpMCKoJGQAVZoRWBf8fA+QEjhw5gsWLF2Pnzp1WQb9PIiEiz/Ns0o6Li6uwLSHoC/Ltt99i/PjxlTo2MjKSTexbt25F//79sWnTJri6umLFihUYM2aM04NRLBbD398fHMeZVcWm6bPVhdDH7Oh3RzJUjj4HR21RORo7QWNHUlJSmPtCIpEgOjraTAES4uHDh1izZg1++uknq52hSCSCi4sLwsPDERsba3PnWFmZP//8E0qlEjKZjFkj2rRpg3PnzoHjOJw5cwZdu3bFTz/9hFGjRmH9+vV44YUX8NVXXwGw3mVPnTqVmeIJIfDz80NhYSEUCgX27t2L+vXrA3D8jJ2xOimVSrz22msYN24cQkNDHcpa4o033sDXX38NqVQKtVrNkgOA8o2DrcxEmrUSFBSEtLQ0ViPtUcSh0HFSVlZmVpXc3oJIY/posLatIFmpVAqj0Yi6deti7NixGDFiBMaOHYvz58+jQ4cOLOvp6tWraNasGUpKSuDu7g5/f39GDMhxHJo1a4acnBzExMTAZDIhLCwMgwcPRrdu3RAZGYlevXohPT0dJSUlSElJYZsfITeY5TtEr10ul0On06G0tBQ8zyM7O9tmggZQnip98+ZN5jKqTJbZ4wqO41CnTh3s3LmzRvlu/h+28VQpQEJcu3YNS5cuxbp166xcTU+iMlSZdkQiEUJDQzFnzhwWCBkbG4uvvvoKe/fuZcoNtTLp9XpotVo8ePAAXl5e+Prrr1FQUIAHDx6gffv2aNCgAWs7ICDAZvDa9OnT8cMPP2DChAmYOXMmDAYDEhISkJSUxGonCQNLMzIykJiYCBcXFyxatAhA+eRA0zxrol7aPwW6K+vSpYtZrZ7c3Fxs377dpkWEZs/Zqv9UXZn33nsP//3vfzF48GBERkYySxW12HXu3BlXrlyBp6dnpRi+bYHneTRu3BirVq2CyWTCr7/+is2bNyM2NrZamTlisRj16tXDoEGDMGTIEJsKUf/+/QEAWVlZOHr0aLXHEFVwK3Jh1gRoEK0zLMUlJSVYtGgRZsyY4bBPqetcLpfjzJkzCA8PZzxADRs2tArYbdKkCYYMGYKvvvoK77//PiZPngyg3KU0YcIEpKWlmW0oqgue5xEREYHdu3dj9erVmD9/PtLS0my6cRUKBSZOnMioGYREoDSouqCgACqVyq5CRcFxHEupLisrc8qqUR0LSVlZGYqLiyGXy/Hpp59i0KBB2LVrFwIDA83mViGEddfS09PZPVHuJmdctv8UhMo63SC6u7szha9jx46YMmXK33MtT6sCJERKSgp++eUXLFu2zCqo9nEthlqRsqNWq9G5c2cEBweD53m88cYbdk38hw8fRrdu3exS6AvBcRy6du0KlUqFP//8kylLtmJcKHeGWq3GuXPn0KpVK6xfvx4zZszA+fPnK7xHWxCJRAgICEBcXJzV+TiOwwcffIC5c+eyv/8pFul169Zh+PDhDp+l0ExNeYH+yfRcnudRt25dJCUlwc3NDdnZ2cjJyWHWEWFGS0XjxHJ8WmauAOUWnO7du+O1115DVFQUrl69ivfffx/btm2r9n3Y6nfKH7Rz506mpPv5+SEvLw+5ubms/ynvi0gkMotDoDFCFJRLyV4pmZSUFHh7ezu8VnsyNCMPKHd7Hzp0CLdv34aPjw8OHjyIrKws5oo0Go2oXbs26tevz4KPHbmrqaXF398fd+7cgclkwpUrV9CgQQPI5XK8+OKLWLFihdl9UguLTCbDW2+9hY8//pj9np2djTNnziAuLg7jxo3D3LlzGZMxpVAAyhX8iRMn2s2+FYlEGDduHLZt28ZkWrduzVzfH374oVX2la1xSC2ttigNhG5Jy2zHrVu3ol+/fuB5vtqB+M7i8OHD6NSp099yricZVGkCYFNxqqrS9P8KkAUKCwvNgmolEglatGjBgmrtwRm5mpDZtWsXHjx4gMzMTIhEIoSEhCAmJsYsfgD4a8BQ3/O1a9cQFBRk85xt2rRh6dJCV5ow7kehULCUYJqpYMlRQZl8OY6DVCpldPQhISHo2bMnMjMz8dtvvyErKwsGgwG+vr4oKipiQbd0KGq1WrRr1w4qlQo8z2PXrl3Iy8uzadq3nARXr16N//znP2xne//+fav7dYbs0RkZR3JNmjRhFq309HSnlMuKzlOTgdCU3ZnuktVqNfLy8uDv74/k5GQEBQXh7t27eO2119C+fXucOHECS5cuBVA+Lipr9aDBq48aHh4eGDZsGBYsWGBXhrIfA8ClS5fQtGlTpkwL3VmW3Cu26AF4nq+xAHFbePDgAXr06IH79+9XaVFWKBQoKytDVFQU9u7dC+CvMctxHHr27Int27dj7NixWLZsGVMAqcLTpk0b9i7PnDkT9evXN6MD2LZtG4YNG4b8/HxoNBoW70LnI8u4nCtXrqB79+42r5XGZ4aEhODOnTsVxhwOGzYMO3fuZKR6bdq0wb1791BQUGCWgcfzPORyOQoLC6FUKlnNMxqbVlZWxuYsakmh9B6PypJC52eabMDzPEpLS1nsZGlpKQoKCszIAu3RUNC2AgIC2DyuUCjw+eefY/To0TV+7dVF7dq1kZCQUO3yMBQcx7H5qtLHPq0KEHX57NmzBwaDAVKpFCqVCjKZDLGxsTAajax+lXDRpVHqOp3OrlxNydiSy8zMhEKhYBwKlKtErVazCVqtVlsFPE+dOhUjR4602RdqtZq9XMLJXBigaRnQqVarkZ+fD7FYDK1Wi1WrVqFXr14wGo147rnncPr0aZa6ac+qodfrkZ2dza6bBnFfuHABUqkUvXr1ckgP74h35nEDdWGsXbsWY8aMAVCuGNG4k8qQxdWUMhQaGoqYmBgWb1JUVASFQoFhw4bBy8sL8+bNw6FDh/Dss88CKE9Ppm1WVgGKiorCwYMH2bUFBwcjNja22ouLRqNBu3btMHz4cPTs2dNuDSghvLy8mGKzfv16jBgxgrn7bLlNgHJrlS1WZ5lMVmFWZ3XQt29fuLi4ICcnB9u3b4enp6fZ+YSWNuHCqNVq4erqirFjx+KVV16Bm5sbVq9ebda2WCxG+/bt0bZtW2RlZTmMZRKm2uv1erRu3RqbNm1CaGgoevXqhc8++8xusLsQx44dQ8+ePW3+RvvaxcXFqbIZcrkcJpPJ7LrpvPQkg5KlpqSkoHHjxvD398eQIUPw5ZdfWskSQhjrNk0rz8/PR0hICB48eAA3Nze75+E4Dtu3b0ffvn1txozVpIylnMFgwO7du3Hx4kXMnj2bPUO9Xo/OnTtj0aJFbL3huHKiWzo+PDw8zJJbpFIp3n//fQwbNszuue3hqSqFQVEZl48tOMNeWVMytuRsveCWFcQtLROjRo3CG2+8AQ8PD3h4eJilD9KgQ8BcARIqLkqlkp2DFs2kzKNGo5H5b+fMmYPdu3c7dV/UvUJT9GnJhfT0dMybNw/Z2dno0aMH4yKaNGkSfv/9dygUCrz++uvw8/PDunXr8Oeff6JRo0Y4d+7cY+v7JoSgqKgICxYsMNuZ6vV6mEymGmNErQySkpIYZ4hYLEZRURFT0q5evYpPP/3UzJXUvn17Vm5FuNuy54YQLsyJiYlm7L4JCQlQKBRo1KgRxo8fb2ZVAIDu3bvj6NGjDq0r3bt3Z66WymDIkCFYvnw5ysrKMGTIEBZXY6kACJU8Wj6Cjns6boUunkeBo0eP4sSJE2jbti0IsS6FIZFIzDhw6HtfUlJitSO2Zw1ISEjAmjVr8N577+Hhw4dmRKfU3SBUrlQqFasDl5iYiClTplgpP7ZiVJwNGBcqP1KpFCKRiFl5hDFGlD08Pz8f+fn5SExMRFFREZufgIprDVpCpVKxPqau0Llz52LatGlOt1EZ+Pv747fffkPbtm3h4uKCy5cvIzg4GJs3b8bUqVNx48YN3Lp1CwsWLLCbPUWVDoPBALVajbKyMty7d8+sHJE90PHjyBpTUzK25N5//32za/zpp58wcOBAM8JbQghyc3Ph5ubG2NiF1tDi4mL897//rZIC9FRagCxdPpRASmj+rQiPkpulOnKVBc/zmDZtGtatWwej0Wi3hphwQWvcuDFu3LgBk8mEpk2bYsiQIbh37x6+/fZb6PV6my/d4sWLMW3aNIwdOxY7duxAQUEB5HI5Bg4ciLVr1zKzNFBuvqUKwY8//sgGNt2B+/j4ID4+njHBLly4EJ988omZNUgYWEgLndqzFlVGBnBseaJyQncJDd5+3EAX8YCAAHAchzt37qBt27Zwd3dH//79MXr0aMydOxdvvfUWgPLsoI4dOzJ24eqCxtU8//zzWL58ebXbqwi0ZEtpaSm++eYbLF68uMptcRyHyMhIAOUKu3BHqtFoMGTIEIwbN656FwzA1dUVx48fx7PPPovs7GwrC4fQTUeVSOqGHj9+PLKysuDi4gKFQgFPT09WegZAhbWTdu3ahZkzZ+Ljjz9G8+bNGRGq8D779++PF198EYMHDzb7rabcHAqFAjzPo6CgwOz/FUGr1WLKlCmYNWuWleuydu3amD17Nj788EPWl4QQlJSUoLCwEFqtFjk5OcwSxXEcfH19bZ6nOhYSjuPQuXNn3LlzB7///jtCQ0Nx4cIFpKamYvjw4fDw8EBMTAzc3d3RvXt3/PLLLzbbLy4uZvFNGo2GhUdoNBrGom0PjRo1QmhoqE2OqZqWsZRr2LAhNmzYYLbRPnr0KKOYsFxHKIt+Tbqin0oFyNLlY0lt/iRCuPvjOK5S8QKlpaWYMGFCjS5CdHEFyifKEydOoH379jazOCqDoKAgJCYmwmAwoG7durhz5w5+/vlnTJ061exFMplMLOujoKDAYVp1ZWQAxynaVM7SBUnjpxyB4ziEh4ejefPmjD1Wq9UiLi6OLSSBgYEoLi42Y6GtqoxOp4NWq2XujXfeeQetW7dGUVERbty4gZKSEojFYnh4eLB4LKPRiGbNmuHkyZPIysqyUgTprlkqlSInJ8fsN0dkcP7+/nj48CFKSkqqFAjO8zwkEomZe8aWjC3+HUcQi8WoVasW2rRpgxMnTqCwsJBZJe7fv2/X+iWXy/HOO+/ggw8+qPS9CDFkyBC2IP/+++/w9/dHQkJCjcSTvfvuu8yiJ8T169cRGhqKP/74g8kLLUA0PshoNGLZsmX46KOPMGrUKDRq1MjKTVgZcrrvvvsOkydPtnr+9HoDAwMRHx8PvV6PnJwcKBQK9OzZE3Xr1sX58+eZi9XHxwcPHjxgRI3UOk3jkc6fP48WLVrg/PnzZin5CoUCBQUF0Gg0yM3NNRuvNCDdFg4dOoQuXbo4VPbsyezZswetWrV6ZCU9njSIRCIWjygcB8J3lxb1FR7ToUMHbN26tdLneyoVIH9/fzbgHj58CLlczng/nlQLkJubG8u6UqlUiI2NrbBNS8TFxeHAgQM4c+aM2eKlVqtx5swZxMfHs/o09iwawkrE1D1Rp04dtGjRAj4+Pjh37hw6dOiAO3fuAABjHhbyfajValahvHHjxoiPj0dycjIzbdOaYAqFApmZmRCLxWjcuDEePnzI+oDy2YhEIuTl5TGl13L3SBd2Z2Xo9TnTlp+fn1X/PPvss8zyYDKZMGHCBFy6dAlA+TMeMGAA3n777Qqe1KMBzZISZgA5gpBQj+d5LFu2DK+//joKCwvB8zxu3LjBxqyQBNLV1RWZmZk1li4thEQiwbBhw2wq84cOHcKKFSuwa9euasXt0CBf+g4IOaKAv7KLfHx87FpUaXFYGuthCT8/P1y+fBkNGjTAw4cPq0X9QDd47u7uGDlypM1YEkegCgJVMCg6duxoczcufKa2fuc4DmfPnkWLFi3Y35cuXULDhg1x7tw5HDx40Ew5zcnJwa+//ornnnsOO3fuZG7buXPnIjAwEP3793dYF68qoIVcKQdTeHi4XdmqWkgIIQgJCWGM05mZmYiPj2cWHUr5YVmGxtLdWFBQgJKSEitW/adlae/cuTN+/fVXh0qqPTyVCtBbb71l5vKhfv3H0U3hLCjJmclkYrswmt0gnIQkEgnUajX8/f3RsWNHzJkzxy5FflXQr18/bN++vULTt+WOHYDZrn337t04duwYmjZtioEDB/5rXmZK4+7v74/27dvDzc0Ns2fP/kfHHk3DV6vVaNq0KQ4cOGBTzsPDw+F1nj59Gm3btmUyTZs2xZUrV8wycuh4dHd3R0ZGhlmMhjBuTajwO2JUpseEh4ezWJXevXuzunL2UFxcjEOHDmHVqlXYt2/fIylFIHRP2bp2Qojde5NIJIiPj0dAQABTFGl8W8OGDZGdnY2CggIQQlgsHd0cAOYuW1rmJCgoCD4+Pnj77bcxf/58HDt2DPv27cNrr70GABg6dCg2b96MK1euoFatWhCLxRg9ejQ2bdqEzz77jBVGtgTlVxJi9+7dNi15NCh3x44d6NevH+ufHTt2ICIiwm5fUndc3759MXv2bIjFYmzfvh3Tpk1DQkICTCYT6tWrh7NnzwIwL0RKFQZCCOrXr4979+4hMzOzRku81AScsWL+m0BIeYHb4uJi3L9/HydPnkRCQgJSU1OhUqlYYe309HTmiqS1w3Q6HRo3bozOnTtXmgRViKdSAXoULp8nDTRjYPbs2YiPj8fhw4eRkJCAvLw8Mz4ay92cSCSCXC6HVquFp6cnfHx80L17dwwbNgx6vR6jRo3CsWPHkJqaWmHJD+oqoZk71FRNC0EC5YtuUVERioqKkJubi5KSEkgkEmRkZCA7O5tlMdEYosd9OAuVDZVKhZSUlH9M+aFmZFpcsVatWujYsSNeeukl/Prrr6hfv75ZHMu0adMcprJ37twZJSUlTKZly5a4desWTp8+zaxlXl5eaNSoEdLT0xEdHV1tKxBVgLRaLbP+icVipy0CpaWlOHToEJYuXYo//vjDTBmpTpHU6kIsFsPNzQ0ZGRmMNE4ikcDLy8sqM1Kj0Vhl59FjCSGMA0cikUAsFuPatWto0KABCgsL0bBhQxQWFrLCn0uWLEGHDh2wZcsWTJo0CUqlEj/++CPGjRtnFoRbVFSE/fv3o3fv3hg1ahTOnz/P+urOnTssrZyQ8oKcRqMRGo2GWUX9/PzQu3dvfPTRR8jPz2fp4PbiaCrzHOi5qRVJ6I6Ojo5GREQEjEYjunfvzghBi4qKrBRRZ6kwagpUoaeKkKurq0NWcplMxu6N3qtOp0NISAgiIiIYVw7t88TERLsZcs7I1ZQMlfPx8cGoUaPYhofneUbCaa9/rl27hrp169r8vSp4KhUgivj4eObyoQGGPj4+UCgUiIuLs8n4CcApuZqSsSd34MABZjqnSonlbsYWb0RAQICZn97DwwNyubxGmHGFoApWYGAgrl27ViOTSVXrvTwOePPNN82UTAA2484kEgkUCgXWrl2Ll19+2WFaaXVk1q5di169egEoz+4aN24cRowYgZSUFISFhcHf3x8xMTGMmgEoH0eFhYWVeoZ0ojYajcx1OWLECCxatAh+fn7IyMhgJn5qqaxIKRJah+i4oos7UK48WMYfUZSWluLo0aNYuXIl9u7da9dF9TiCcjcJA66FCQNUgTCZTCybiWZy0f718fHBiy++iA0bNiA2NpZxIp07dw4tW7bE2bNn0bhxYxaHAYDFxAhrrJWUlCAqKoqRVrq4uKBBgwZISkqCwWDAw4cPK52BVdU+oeOBJrHUqlULZWVlyMnJgVwuN3NFz507F/Pnz0dmZibmzp1b6QKwNY1t27bh/fffx507d1BYWMgSO55W9OzZ0yHn1a+//so8BjWBp1oBojAajbh06RJLvxSJRKhfvz4ePHjgkI/CGbmakrElN3DgQJSWlsJgMLAPhT2Fg2ZSCNucPXs2li9fbqZcGI1GVrU5OzubZcnRCcfyXI6GUb169XDjxg388MMP6NatG86fP88mbWrJIYSYTbh0sqVF/FJTU7F27VpcuXKFufmkUikkEglSU1PB8zxq1aqF1157jbkzevTogXbt2tm9rr8TkYLq8LSfhYs4VWLpju7YsWPo1KmTQ1didWSOHTvGTMeurq44deoUwsLCsGjRInz77be4d+8eQkJCcOvWLUYUeOnSpRqzighdFCKRCK6ursxiUVWIRCLIZDJ0797dpvsgKioKhw8fZtZNZ0vHKJVKtGjRAi+++CKef/55K5dxREQEDAaDVbzLgQMH0KtXL4fnOH/+PFq2bGkmExcX98iyPqlCumLFCgwZMgQdOnTAlStXEBERgZKSEri4uGDfvn0IDg5GcnIyfHx8IJfLUVZWhnfffZe189lnn+GLL77A888/DwAshfuZZ57BsWPHMHPmTOzfv59xfRUWFrL6XsLAYwrad3SOAcqVWm9vb4SEhJixR9PYwOTkZNy8eZNtHClLfHJysl3XKs/z8PX1ZfNP/fr14ebmxrKOcnJyoNPpWPiAWq1G7dq12TxS01aUWbNmscVeSI5Ir5cmFViykhuNRqsYNGEoh73xY2vM25K1lKspGUs5GmNF43ABoG3btqw8kiV0Oh1Wrlxp10pUWTyVCtAbb7yBa9euASgfZPfv369S0PDjDFrnh+6K7IHnebi5udlcRJcuXYp+/fqBEGJFTiYc2H379sWff/7JLDSV2cGIxWIEBAQAgF0mz40bN2Lo0KEOSRUfZ1AXhlKphJ+fH8aPH48uXbpg586ddgMnmzRpwvhA7L2i1ZFp0qQJFi9ezCb5q1evIigoCH369MGpU6cwc+ZMLF68mAWjA8BXX32FpUuXYuzYsVi6dGmFVZ0d8W3JZDJmJWzUqBG+/vpr/PTTT9i6datZTTi6CFDa+5ycHGRlZZmZzYG/6iz16tULn3zyic2K8JTuAoBZ4oMjyGQytG/fHsOHD0fv3r0dEss9LigsLMTFixfNLMpyuRx169ZFeno6AgMDWXzFnTt30KtXL9y5c8eqL6ilmGaECYtz+vj44OTJk4xd3sPDA2fPnkXTpk2xYsUK1KtXDy1btmSWuC1btuCVV15hmypb8PPzs5qHDhw4AEIIIiMjGf/L4xS38yhAN0SEECu2feCvsh62QGkS7MnYIvgUskzbkqspGcvz1VQMFn33LVnHnTr2aVSA/P392eCgabf5+flmO4YnMROM+pBFIhHc3NxY6rWjIGdaqdzWrn7OnDmMAKyil85oNILnebPsBWfuiSpSUqmUfWigMFDODHr9+nWYTCbIZDKkp6dbZd08iRCJRGjevDkuXLhQY5Tw1b0enU6HrKwsiEQiXL9+HfXr14der2duojt37qBhw4bMT18R1UKbNm1w8eJFGAwGViKBusOopYvuyletWsUmw8LCQoe0FPRYpVIJpVIJlUoFtVoNtVoNFxcXaDQamwSJBQUF2Lt3L1atWoVDhw45XIztgVowKjtt2tqE2FosLP+mgdIKhQJeXl5o164dfv7550pftyMQQrBnzx5s2bIFKSkp2Lx5M0aOHImmTZuifv366NKli9W1KRQKXLp0CWFhYWbfv/nmm1i1ahXGjBmDr776Crt378bevXuxePFitG/fHs8995zZelsDpwAAefVJREFUQiUWi1mNtWnTpplt2DiOw8qVK+Hp6YkePXpYbazEYjGMRiOkUilMJhNat24NqVTKYgvpeKJB0LQUxtGjR+Hq6sosUxTCQqkcx0GlUsHT09OqPmRNWlGkUinbIAjnWGrdpuUwnFFagL/maUeM2EJlylGgPv2tpmRs/Z9u0k0mE2rVqsVKF2k0GoftKRQKaLVaeHt7IzQ0FO3atbNb6cARnkoFSKgQlJWVoW7duowPw9ak9DgqQxVBp9Mxi41Go7E5AXMch+HDhyM9PR1btmxhZmM6KC1dNbagUqkgEokglUqhVqvZ7l0qlbLg5ZoeYo54m2rXrs0I74By9w6d+GhKvBAuLi4wGo1OywBwSo6a+x2Zo/9pCBcaOlHXqVMHhBBMnz4dM2bMQFBQEC5evAig3Gp09epVKxfo4wZnY8Xy8vKwZ88erFq1CkePHjVTiCrzzJx1pVUVwmw3YQp1RccI/8/zPCOe9Pf3R8OGDVkWjWX2Fc/zZsVYbaFu3bqYO3cuBgwYYPa9yWTCF198gU8//dSpchbOgC749JnwPA8PDw+HpK2Onr9KpcLly5cRERFh1o/CeDeg3Go1cOBAFBcXm1Fe1KQVRaPRICoqyoxzyZk1yNZ3VCEk/6P/ELKEC2U4jmOKlkQiASHE6n0WytWUjOX5KFUKz/Nss3Xs2DE0atQI+/btw9+Bp1IBqlWrFrOOZGRkMG3Z1s7uSVWAKjoHx3Hw8PDA5cuXoVKpMGnSJKxatarS5+Z5nlkOhG4Jf39/xMXFQa/Xo2nTpnjmmWcwZ84cK4JAnudx6dIlNGnSxGzCXLlyJS5fvozOnTtj8uTJSEtLM6vTBNheBGjRVvo7DeBUq9UsbdiyL6h7zxkZAE7LOQMauCuTyaDValGnTh0MGDAA/fv3x969e+0GxotEoirLiEQiDB48GN7e3iCEID4+Hq6urjAYDHB1dcX333+PN954AxEREbh48SI6dOgAQggOHToE4O/lF6EkgLZAx3GzZs0QEBAAPz8/1KlTB02aNEHHjh0rbNtkMuH06dNYtWoVduzYgfj4+Cpdo7u7u03r6DfffIO3337boTXLnsw333yDESNG4LvvvsPUqVMRERGBCxcu1Gjfe3l54eHDh/jiiy9Qq1YtHDhwAElJSUhNTWUB1LTSNgCzattTp07Fvn37cP78eSsLc1FREXOr0wBsahGmH8qlRZUCrVaL1q1b4/79+yw8wR4CAgJQVFQEPz8/3Lx5EyUlJQgODmYudMrhA8AsVoaCKgjCUi1UiRUSyl64cAHNmze3y0pcE1YUqVQKDw8PJCYmOrznfzOo18JoNLKadd7e3kyxEkJo1aJZbo6svhWe+2lUgGbNmoW5c+eaaceP6y79UaF9+/ZYsWIFgoOD2Xf5+fm4evUqYmJizPpGLpczKvjMzEz4+/vj2rVrmDt3rlVBS57noVAo0KBBA4wZMwYDBw6EQqHAl19+iS+++MLqOrRaLSZOnIjvvvvOrHJ7WFgYCgsLsXLlSvz+++9YsmRJle7znyqFUVHWGzVV23NP3rx5E/Xq1XM4Jqsjc/PmTdSqVYsFIFqml27evBlffvklLl++zO6bpud6enqyWlBAeS0pusstKCioUtVyAFalFoC/0pYd3WN0dLTZOLYHk8mEM2fO4JdffsHWrVurrPAAYBZPlUrFOEosce7cObRq1cqhdciezLlz5xASEgJ/f3/MmDEDc+fONbNClJSUoLi4GAMHDsSePXus2lWpVGaL6sqVKzF9+nQzGRcXF4wcORKzZ8926NajriBhjF5qaiqaNGkCqVSKSZMmsYD6W7du4dtvv0VCQoJVDTEhqHJBz3n27FmkpaUhLy8PRUVFiIuLQ2pqKgICAqBSqfCf//wHH3/8MT755BNmVd25cyfat29f41lTlOm7Tp06MBgMVpXpa9KKwvM8NBoNkyktLWUKm7u7OwYPHmymXPM8j+DgYCQkJMBoNMLT0xMNGzZEWloaDh8+jKtXryIlJcXMWi10AdrK4qSWKkdyNSVjSy4zM5MRo1YVVc0QfioVIADYsGEDtm/fziYVml11+vRpNkg9PDxgMBjMTON6vR4qlQrJycl25WpKpiK59PR0ZupMSUlh8Rs+Pj54/fXXre5ZpVKxUgt6vb5G+5OiadOmuHXrllOlH4SgEyUNGKYKhqenJ0wmE3Jychymez+pEIvFcHd3h6urq1kW0SeffIKFCxeygoC2UB2ZTz75BH379gUANGjQAMuWLaswvdQeEaLJZGIWNGEsnbOgmS7C9G6KmlSANBqNldvSGUgkEjRo0ABNmzbFmTNnrBb17OxseHt7Wymz3bp1Q35+Pk6cOGG3bXsy3bp1w/vvvw+1Ws0spMI+oAHBlkzS1LIhkUhw9epVptQ+fPgQnTt3trovuVyOM2fO4JVXXsHPP/8Mnuexf/9+REZGIjg4GNOnT8eaNWswdepUK8LDe/fu4bXXXrMqfuzi4mK30HTt2rUBlCdYTJs2je3oly5dii5duthU1GvXro0pU6Zg8+bNaNiwIXbv3g2pVIp3330XH374IYDyMdS4cWNcvnwZgPmGhbr/KtrkPE6gBJm23gm6qaH0Ee7u7ozTq0ePHiwA3tF9OiNXUzKWcp07d8bw4cPRvn17vPHGG1i7di1KS0udqvEmBKW+UCgUWLRo0f8XQ60KLHerwhfHEZyRqykZW3ItWrRgpmJKUEjTIIXo2rUrJk6ciC5dujCzMFDO3koVirNnzyI7O5vtpBwNCSFbKQArxtJZs2bh0KFDuH//PrKzs1FcXFxjE46bmxuWL1/OJuKlS5fCx8cHW7duxa+//mrXFfQ4QC6XY8aMGahfvz7WrVuHgwcPWgXh0sw96kr08/NDUlKSTQsCJY6rqoxIJEKrVq3g6+uLoqIiREdHY9KkSejSpYtZkUxKUpefn4/69euz9GAhjEZjpRcXOo5o3IW9MVeTCtAPP/zASmC8+OKLOHjwYIUlMV588UUzuoC/c4zRgGuRSMTeb5pGnZaWhuzsbEgkEpsuQupW8PPzw+DBg/HCCy+gbdu2Vs9Op9PBZDLh7NmzCA8Ph0qlwtmzZ9GqVSvmWli5ciVGjhxpFQxMMWPGDGRmZqK0tBRKpRIcxyEhIQFHjhyBwWAwsy4plUqW0BAVFcVk5HI52+DRjQDP81i4cCH69OmD0tJSTJ8+Hd9//73d7KbBgwdj/fr1VkSIwF9WW6Eris6H9NomT56Mr7/+GkB5jBPlqFKpVCwpo6atKCkpKSyuqWHDhsjMzGTKWlpaGsuyE+K7777DO++8g5iYGOTl5T2xngu6XlHus+zsbPac6Li33HAJ4+Hq1q3L6hj6+flh586dlb6Gp1IBMhqN+OSTT/DFF19YRco7G9DojFxNyVRGzh5EIhGaNGmCcePGYfDgwZg2bRqbSE6ePIm0tDRmtakpskHq0hBmrdjL2gFg5sMdNmwYS62n9b4+//xz3LlzB5s3bwYAVu7gpZdeglKpNIu9cRSHQ89TXZnKtEXljh07hjlz5mD37t2PLamjRqNBYWGhU+VMqpIR1bRpUyQnJ4PjOEaUaa+NK1euoHHjxg7PceXKFWZZeJRYuXIljh07htu3byMlJQU5OTkoKipCQUHBY/ssgb+sqgqFAn369EH//v3RvXt3KBQKZtU7ffo06tWrB3d3d6xcuRLjx49HUlISJBIJzp8/j+bNm1e4QxcWrKxJzJkzB15eXnB1dYVIJMKxY8dw7do1NGvWDNu2bUN0dLRZPI+/vz9MJhOzekokEmi1WqSnp8PNzQ25ubkoKyuDm5sbXF1dce/ePZaJWlBQAE9PT3h4eDwyK4rJZEKXLl3w0ksvgRCCyZMno7i4GHK5HD169MDGjRuRnZ3Nyj5YQiaToXPnzti/fz9KS0tZRmlsbCzu3bv3WCcoVITKrHMymcxMWbaX9eYIT6UC9NFHH2HhwoVmZjfa8Y9r0HNFct7e3igsLGQ79opQq1YtDBs2DKWlpVi/fj0jD6Pn4nmeDTDKJtuqVSv069cPYrEYv/zyCyPfSklJsVlV2llQrV64iGRnZ2P69OnYt28fEhISbPrOhYR27dq1w1tvvYVevXqZVQr+J5GQkICVK1di69atuHHjhpX7hed5dO/eHd27d4dMJkNGRgaysrKcCqLOy8tju9KqyAjJJm/fvg2NRgOtVgtXV1cWb5Wfnw+e5zFmzBi4urqCEIK9e/fi4MGDVY7zeVT4N9VRosqcrXHvDCippkQisWmxUiqVMBqN6NKlC9LS0lBUVISZM2fi7bffRm5uLjw9PZGZmYnc3FzUqlULdevWRVZWFk6fPu3wvIcPH0bnzp0xbNgw5OXlmRU5pkHepaWlZrEzNKVZrVbjypUrlbrPhQsXorCwEJ9++ilTLtzc3JCWlvbEWkX+DjiiNKmsXE3JWMKWIiRco2m7NKlGrVabkWU6i6dSAapTpw57IZOTk83Mbk+qAqRQKCAWi1FcXAye5/Hxxx/j559/tmu2rgzkcjlKS0vBcRxefvllmzwkhw8fxqVLl3Dnzh0kJCRg69atVtYBjuNQt25d3LlzB7Vr12Z8L4QQlJSUWE32dFfm4uICFxcXlJSUICkp6V8xufE8j/bt27PMqscJarWa7frPnz9vxfUClFu8KrJ61atXjy1MZWVljK28poNWqbtHyJXzqOr8GY1GbNy4ERs3bsT169eZ+4njOGi1WjRo0AADBw5E3759HwtFPDY2Fj///LMZaaVGo0GLFi1QVlaG0tJSaLVahIWFoaysDG+//TauXr0Kk8nEXDVhYWFYtmwZmjRpUuH5fH19ERUVZdciN3PmTHzxxRdsQZw5cyY7j3AOSUxMZApUTk4OMjIyKh0j8m+Dh4eHWdHewMBAVleQlkJKS0tDenr6v2KOdBYcx2HBggWYOnVq5Y99GhUgWv8GKM+mcMQr86SAZi7QmkvUmlJQUICtW7fa3F0tWbKELVA03TAnJ8fKuiIWi7Ft2zZ07969StcmzO75/vvv8fLLL1e6DbFYjPbt22PlypUIDAx0+jiqONI4Cns7EWdlADgtV1W3Jb1mGhwsk8lY2r1ldll1ZGisRJ8+fWAymRATEwONRgOj0YjZs2fjP//5DyZPnow+ffo4vF69Xm8WCEstS5GRkewajEYj/Pz8GFdJYmKiGZ/Qk1Dn7c6dO+jSpQsePHjwt55XWByTWreE03Z8fDxzKXIch6tXr+KPP/5g1ymVSqHRaNCqVSsUFRVZFbm1Bzon0vnRksLCFmgQtjBWQwhaXkP4tyO+ISGKi4tx4sQJ7Nu3D1u3bsX169dtLvT169e3mUofEBCA3377DYMHD2bW/5KSEowaNQrbtm1jcTs+Pj4sYysvL8+m4lWTVhQa8GwJy/5LSUmBt7c3+3vRokX47bffcObMmScisJtCyOcUHByMzp07Y+jQoWjTpg2SkpLw559/sgxGvV6P+vXr4969ezapAvR6Pbp06YJGjRpV7VqeRgWoefPmjI30wYMHjI2TBo06MxE7I1dTMo7k6GDSaDSQSCQwGo3Izs5GSEiIWW0lWk2aQq1W4969e1aB05acFVKpFBzHMauNyWRC9+7doVQqkZSUxI7LyMhATEyMzQlJqACFhITgypUr8PDwQFZWFmONFp5TqDjUrl2bEQ9OmDABvXr1QlhYGIxGI/R6PavpYw90d3n8+HG0b9/eoULijExl5DiOY2mt1BpGCdGAv5dPxxZozIaXlxdSU1PZQrd//3589tlnEIvFOH36tJUbxfK6a9WqVaFS4MiCyXEcPvzwQ5bR87iiV69eOHv2rFU2VlUyWB4V6Dxh2d/0b8qhM3nyZHzwwQeM22fRokWYMmUKFi1aBKB849SzZ0+IRCJs374dvXv3xsGDBys8v720d4rU1FSzRXz//v1mrlg6jlJSUsysHUC5BcTX1xe+vr4oKCjAjRs38P3336OoqMhMibCnTCsUCty+fRuhoaEghLCA/meeeQZJSUkoKytDYmIi2rZti5MnT/7j76dlX6ampsLLy8vsO8tr1Ov1jJPNEZyRqykZSzm9Xo9hw4bhjz/+YMepVCp8/vnnmDRpEgwGA1JTU83a9PX1ZZ4IS1Am+fbt2zu8Blt4KhWgLVu2YOjQoSgrK/tXplY7A7ozsdypUdO3kEeC4zizYFRh0OmtW7fw+uuvY//+/awNHx8fJCcnM6XLskhkQUEBc9nRuBh7GUQikYhN3nSoOqN4qNVqaLVapvRt3LgRw4YNcxi74oyMs3LUPUSVU/rivv3225gxYwaAcuujsDAiha0Mk0fhbqUKD00TlslkyMnJwYYNGzB9+nQzRm1HqIoFlQbCKxQKeHt74+TJk5U6/p+ASqWyOfY8PT0RFxfn8FhHu3zhJkW4iPM8D4PBYMU87AwoWSdtl2aR+vv7Y8mSJZgwYQLu3r2LkJAQZGVlYfLkyfjll18wfPhwTJ8+Hd26dcO1a9fQoEED5so7evRohee1fNctYWsRp6jOUkStmXTzRDdWQlQmxvP/8eggfAaUT+vll19GbGws45qi8ZAUdevWxdixY/HTTz/ZbDMkJIQlx1TqWp5GBQgof5mnTZuGS5cuPfamd2chrKhsyw1Cv6N1nyx3WM5CKpWyUhtCJcDb2xvp6eno0aMHDhw4YHM3qFAokJ6eDldXV7i6ujLyQ4VCUakJ3jIDSSwWQ6VSwc3NjVl9hHB1dcWYMWPw9ddf241BcUbGWTlq2r9586bVhEuDVIuKipiC9k+YsIWKC2XALS0tRZ06ddC4cWOcOXPGptnZ8n6cUYB8fX3NLIZCVuGoqCi88MIL1bmVvwV6vd6mElNSUlLjcU1AOZ9OXl6emdUQKFduysrKUFxcjEmTJuHbb7+1Olb4ftDCmjTl+NatWwgLC0NRURFiY2PRpk0blJSUYPLkyVi2bBmkUimysrJQv359AOXv+59//mmTqNLeeWsK1H0LwGyzqlQq0aJFC9y9exfp6ens/amJczvruq6OhYR+DwBDhw7FmjVrKn1dYrGY8WdRosUnvVgsLZAsl8vNiiJ7enri4MGDiIyMtHmcRCKpcBNiE+T/8UTi6NGjRK1WkwkTJhAARCKREJFIRAAQjuPYB4DVRyQSEZlMRnieJxzHERcXFyIWi+3K0w/HcUQkEhGJRGL2vZubG+F5nkgkEiKVSgnP8w7bEbbnjBzP80QkEhGdTkc6duxItm7dSl566SXSqVMnIhaLiVgsdqqdx+0jEomIWq0mXl5eDp+ZM/1ZWRmO44hUKiUcxxGe54mHhwfx9/cnPM8ThUJBYmJiiEwmIwEBAWbXZuv6FApFhc85JSWFHc/z/D/9+lQJI0aMIFqtlqjVavZxdO9SqbRaY9/T05MAsHrfXFxciEqlIgDI7t272Xtsrx21Wk0AEFdXV+Ln50dOnjxJ/Pz82H1dvnyZaDQaolQqiY+PDwFAgoODSatWrUjHjh1Jfn6+033kaN4BYPWuisViIpfLiUajIV5eXiQ0NJR06NCBdOjQgYwZM4aIRCISEBBgNnblcjnp0qULWbFiBUlPT7e6hpycHNK7d2/SpEkT0rx5c/LDDz+Q3r17k3r16jl8Jv/UJzAw0Gxc2PukpqZa/W0LiYmJZMqUKVbjhn7sfV8VuZqSqegYqVRKYmJiiFQqtfmRy+WVf6EJIU+tBSg7OxurVq3Ctm3bGA25TqdjzKsGgwFqtRqlpaVmuzuxWAxfX194enralaspmYrk8vLykJGRgdzcXGb1ccaa5ebmxnZVcrncrASFI8yfPx+zZs1ipR5cXFxgMpkQEBAAb29vRl9fVFTkkNwOgFmafXFxMYxGI6vtQmn+yf92rXK5HO3atcOSJUtQq1Yts3ZWrlwJADb5WWg/0krkjuCsDACn27KsWhwUFASRSITdu3ebWUMeF9BA+tatW6Nz58747LPP0Lt3b2zYsMFMznJ37Eygp5ubm9mOztfXF+7u7qzWlNAi9LgiOzsbQ4cOxZ9//vm3n5taU11cXBAcHIzExESYTCYEBQUhOzubcdnYg0ajgbe3Nxo0aIDw8HDcvHnTjCrg5MmTiIqKQllZGRo3bozbt2/jmWeewfbt250KfqZwZAHiOM4qkNey6OqtW7fw0UcfYd++fcjKyrIi3iT/C54V3qtarUarVq0wbNgwPP/88/Dw8MCVK1dY0oZUKmVJHOR/wc0cx5kVfJZKpfj444/x7rvvori4GO7u7oiLi/vH3GW2gsjtBZCnpaXhjz/+wJo1a3D27NknOqGHllKSSCRmWabu7u74/vvv8dprr9k8TqVSmZVqcRZPpQIUHR2NTp06IScn55FWcf47YS/GQAiO4+Dq6go3Nzf2XYsWLfDrr786dQ7h5Cb041r6/YV8LACc5mTp378/Tp06ZfO3kpIS5OXlWS20Qlcfx3GQyWRo1qwZ5s6dW6WguL8DVIEiVSARfFSQSqUsboIGkfr5+aG4uNhMcalpiMViBAQEVGny+qdw584d7N+/H9HR0cjJyUFJSQmKiorg4uKCOnXqID4+HocPH0ZWVhYrAkrj0tzd3ZGTk2NWPBiAmQzlyqkqwaJYLMbLL7+MKVOmsErmlIgzMDAQkZGRuHv3LjiOM3NhW77bdPMRHh4OoLx+V0WgC7fl4k3Hempqqt0ssI0bN2Lw4MFOkcf26NEDt27dQmxsrJlCxHEc6tevjyVLlqBnz56sP7Zt24aOHTuyeVL43tEYqZ07d6Jnz54Qi8XIyspCUlIS5s2bZ5N9uiazwOyhoiywkSNH4o8//nisGfArAnXL+vj4oFu3bti4cSMIIWZrM8dx0Ol08PLyspn0wnEchg4dygL4K3X+p1EB6tKlC2JiYgCUp5DS1Fw6+T+JTNC2rDrFxcUVKkVyudwm26gtvPLKKzh27BgbhPZ2GkI+FgA2OVny8vKQm5vLqNwLCwsxe/ZsXLp0iU2WNEOtsLDQqpaVrWBGnU5nNhl88skneO6556wYQmUymcMqw87KOJKjFdQrguUkN2vWLMyaNcvhMWfOnEGrVq2qJGNL0VAqlfD09ER8fDyuXLmC3r17A0CF11+7dm0zgjsKIbmdTqeDu7s7C/auTLX2JwEGgwGrV6+2KkchEonQv39/7Nmzx241e3syixcvhqenJ65fv478/PwKralC0E1AkyZNMHbsWERGRlpx8syePZvxT1Vk/Q0KCkKnTp0AwKksPXvp7wCYAmTPAkQDsoWYNGkSOI5jixv5H1O9RCJBnTp1cO7cuRrjWqPQarUoLS39xywpKpUKUVFR+PLLL80KFFuiTZs2iIuLYxx2QHk83ZUrV5Cbm8tqhdmCM3I1JWMp17FjR/Ts2RPTp09Heno6815IJBIYDAanjRJ0rFHviL3geodtPI0KkFarZZ2cn5//r+ABsgSt9E1dLd7e3jZdNyKR6G/ZfV+6dAmTJk0CUG6OP3ToUKX73NXVFRKJBDNmzMCPP/6IhIQE5OfnV2uX9bjh9u3bNokHhXCUSVORTGpqKjw8PMy+++ijj/DWW29ZBY8XFRXh888/R7t27RxaIqKionD48GEmExUVZTXWLK1djhbKxxUDBgzArVu3rL6/ceOGzYm/R48eOHTokMPFlxa2tJS5efOmlbvXHii5qD1otVp06tQJvXv3RqdOnVCnTh2n2q0KvLy8sHr1anTr1s3s+927d+Pll192WHtNqVRa9cPly5cRHR2NIUOG/Gus9Zbw8PBAly5d0Lt3bxgMBuzZswfr1683c9H9G/HgwQO88sor1SKD7dixI5YvX17lUjhPpQLk6enJLCNZWVlmhUZripm5JmUqIyeUB/7axdN0cltyjyKDxRKjR49mlZr79++PDz/8kL3crq6ujJeJXhNQPiHKZDL2Gy36ev36dTRo0IBxedBjCCGPpTJEdzYcx0GlUlWpIvnfAe5/bMZ5eXk4e/YsWrZsyeJMHjx4YHcBEolEEIvFbAcoFovRvHlzjB8/HgUFBZgzZ47NmCdfX1/Mnj0bY8aMedS3ViOgdbMs4ePjY5Nx3cXFBU2aNLGyXgrx6aefYsGCBVYyn376aaUy4xITE7Fp0yasW7cOFy5csEnRQN8rX19fdOrUCb/88gvOnj2Lq1evon79+szK/Mwzz+D06dO4ceMGGjZsyGLaWrRoUeF10KrtX3zxBdq2bQugnDdr+vTpGDBgABYuXGj32F69elmVM4iJiTGzcAjvJSIiAoMHD8bgwYMREhJS4bXZQ6NGjXD//n0UFhbaHeNisdiqNld1LCRRUVF4+eWX0blzZwDlMYyHDh3CwYMHcfHiRdSrVw+dOnXCggULqnxfTwqysrJw4cIF3Lx5E4WFhVAqlfD19QXHcUhMTLTKalMqlQgLC0Pz5s0Zh1RV8VQqQGPGjMG+fftACEF8fDyLYbFFIGYPj7sCZOt4juMYvwjl6PHy8rK5q61p1KtXj03KmzZtQvPmzdlvfn5+SExMtEncZgs0ZVsqlSI/P58RZJlMJqhUKpvp9ML2KiKVdCRTmbboglO3bl1GEkmDL6sDZ+K97MkIU2dpcGtqaipat26Nhg0bol27dpg9ezY2b96Mnj17oqioCFlZWYiOjsaPP/6I33//vULyycowYItEIkyfPh1z5sxxSv6fhJBBXohp06Zh7ty5No+pXbs2kpKSbPYHJV718/OzkhGJRGjVqhV8fX3B8zySkpKQmZmJ1NRU5ObmoqSkxGatJEoHIRKJbCpeHMextHiDwYBWrVohMzMTc+fOxfz58/H2229j4MCB2LRpE9555x3o9Xq88847mDdvXoW1wACwqu1Llixh408ikeC1117D3LlzWfVuiq1bt+L06dO4ffs27t69i8uXL5tZC21ZDRUKBb744gtMmDDB4bUIxykNFnYET09PnDlzBrt27YJer0dycjIrIaLRaNC7d28MHDiwwj6oDNq2bWum8HTs2BEdOnSo9sL+/3ASlcwa+1cgOzubdOrUiaWNP60fPz8/sm3btr+lzxUKBZHL5UQul5P4+HgikUhYCrtcLjdLj+V5nrRt25YA9tOFn6TUd5lM5rSsXC53mAprKx22MjLC1FmdTkdcXV0Jz/Ps/66urkSpVLL+DQwMJBkZGWbPMjExkcyZM4eEhoZWui/UajXx8fGxeq7PPvvs3zIOq4OWLVsSPz8/q88/Pb4q+ohEIsLzPKlVqxaZMGEC+eOPP0hmZiYhhBCVSkWUSiWJjY0lKpWKxMbGEkIIuXv3LlEqlUStVpO7d+8StVrtsG/u3r1r9ndBQQGJjo4m0dHRpKCgwO5xzlJh2PooFAqiUChIWloa4XmefeRyuRUtxDPPPFNhe6NGjWL/b9GiBYmKiiI//PBDNUeNY7i6uhI3Nzfy0ksvkR9++IHcunXrkZ7v/2EO56Jf/2XQarU4ePAgjh07hk2bNuHcuXPIysqCRqOBXq+HTCZDWlqaVUAehTNyNSVjSy49PR0PHz5ERkYG5HI5DAYDpFIpVCoV5HK5zTbOnz8Pd3f3SvRSzYJeJ1Du+1Wr1WYWClrviFoo5s+fz7I4ALDCjUD5ztmRBUTo/nscgtUrQ3Lo4+PjNC1BdbFw4UIQQvDqq69i9uzZ0Gq1AIAPPvgAaWlpMBqNiI+Ph7u7O2PZBcCygm7duoWCggJs3rwZS5YswalTp8zunVhYS3x8fPDw4UNWj0yImija+6jx/vvvo2/fvk5bt/r06eMwVisvLw8uLi42f9NoNHB1dcU333yDTp064eTJk4iLi4O7u7tZiRt745K6gj08PPDWW29h3Lhx0Ol0VnIymYyVHpDJZEhNTUVwcDCSk5OZRYmyujtCSEgIatWqhcjISERFRSEyMtKp+kxVtYZS+gygfJwJ27HlMouOjq6wTWGyxrlz58DzPE6dOoWUlBR88MEHVbrOipCRkYErV67g0KFD2L17N9577z1IpVJ07NgRkZGRGDt27CM57/+jHE+lC+xJxvz58zFv3jx4e3vjs88+eyIYdAGgc+fOLFBz8ODBuHDhglngJlX+dDod6tati/PnzyM/Px9eXl4soLZu3brYuHEjIiIiWPD2ggULmBtq48aNrIbP4zqsK1KkxowZg2XLljlso6aDoA8fPoy2bduybLbZs2cDgN3gRGFWkDDrzmg0mrldPv74Y8a0np2dDYPBgIKCAhQVFTEXpkajQadOnbB+/fonIih6x44deOutt3Dr1i2bY4zneTRs2BDz5s1Djx49KmQ3t+eypazLKpWKlaQoLCy0Khlj73gK6vZWKpXo2LEjnn/+eXTq1AmhoaEAgJdeegn79+9HaGgoY3JfuXIlhg0bhtu3b6Nt27bIzs6Gp6cnfvvtN7vnOXToEPucPn0apaWlCA4OZspQZGRklbJ07EFIvZGSkmLWti33uTOJLq6urmweolQeQHnMyd+RKEIIwfnz5/Htt99izZo1TgdBf/DBB7h//76Z7Msvv4zDhw8jISHBYRvOyNWUjKXcsGHD0LFjR7ub9r8DT5UCVFRUhJ07d7K/161bh3v37uHOnTsoKiqyOaHR4FVh7Iat3RCNH6quTEXnEwb9UtBJjr745H+xJrbSZ7n/UcsLU9V//vlnOz1Wc6AcH/TaRo0aheXLl9tUVkaOHMkIDoX3t27dOrRv3x7+/v52g7cfPHiA8+fPQ6lU4v79+1ZBlRS0ynB1ZezJWcYf0KrFjRs3hoeHB/Lz8xntghCRkZE4d+4cioqK7Fq5unTpgtOnT1dJpkuXLpg4cSK6du1qc/wVFxdb9SvlkJk3bx4LZAfKAzfj4+Pt9ktFoKmv48aNwzfffFPldv5pUPJOy3HcvXt3HDx4EGVlZXYVcnsy3bt3x8yZM/Hiiy/izz//RM+ePZGamsrq9NF3W1hSgdbdMxgMdlPn5XI5jEYjPD09kZCQwIp/Csc3nXfkcjmkUil8fHywd+9eBAQEONUftGo7VYjOnDmDsrIyhIeH26zSTrFo0SIcPnwYd+7cQXp6uhntBFWYtVot/P39cejQITYH1pQCRGMRgb8C+2l7jypL+MKFC6yfjh07hry8PDRq1IjFAzmzwe3atSsOHDjwRGbJcRwHPz8//F975x0eVbW18fecaZmWSe8JaSQhELqiYAi9hCLlIkJEQEUU9KIICugVVASl92IJXYHPC1xEqSKBgHRJ6CWEEhJKKukzyezvj9yz78xkZjKBVLJ/zzMPzMmac/aZOWWdtdd6V8eOHTF8+HB06dKlUsKbT739huQArVq1CitWrKDvL126RIXKGhLCdJOTkxPatWv3RE3knoRPPvkEc+bMqZFtVYTgMFp7WrHFxlY7kUiE0NBQ+Pr6Yt++fQDKTxGZW291Td+JRCK0bNkSb7/9Nvr27YtZs2Zh69atRqKHwvi++OILcByHxYsXAyi70RYXF9vUBboiJBIJQkNDceLECbM93OoDO3bswOzZs3Hy5Emzf7eWUF+RjUQiQceOHaFWq3H8+HE8evQIUqn0iW/IQjQ1IiICf//9N4Cy5sSxsbH497//TafX3Nzc0LJlS7Rs2RLDhg0rp3VlC1qtFkePHsXu3buxevVqqmlkiYCAANy+fbvSx9Tff/+NVq1a0ffmjvfKSp1IJBLI5XL6wDlw4ECLtk8TIdm8eTNatmyJzp070wRoYSq6MpSUlODo0aPYtGkTfv/9d7M9/OoDHMehffv2iI+Pr5kNVmuGUR3jpZdeIuHh4fQlJMsJCaLu7u42Jd+ZS8A11+PmSWxs2R7HcUQmkxn1VjJ8iUQiotFojF7r16+v7a+fEELIX3/9RYYMGUI8PDyIXC4nUqmUyGQyIpPJKpXYzHEcEYvF9PcTkh5t7UNW2y+RSETWr19PWrRoYdN+V0c/MMOXRCIhgwcPJnZ2dmTRokUkICDAor1wjBkmVwu/ielxKxyTQ4cOJWq1mqjVaqLRaMjmzZtJly5d6GdkMlltH5pmcXBweKpEXXO/+5PahIWFkejoaNKxY0fSsmVL4ufnRzQaTYXHD8dxxN/fn4wfP5785z//IVlZWdXyXRUXF5O4uDgyY8YM0qlTJyKXy0lISAh56623yPr168nt27etfv6nn34iTZo0IUFBQSQoKIh4eHgQf39/4ubmRhwdHYlGo6k353dlXy4uLmTo0KFk165dpKCg4Il/g6tXr5IvvviChIeHP/E14mmvJU+yPeF6ApT1lqwpGlQEyNPT08j7LikpMcph0Gg05WTFbS0/Fzo3P62NrdvTaDQWFWYBlEt4PH369FNpZTwtsbGxdN9jYmKwc+fOct9FTEwMTdQOCAhAaWkpXn/9daxfvx5paWl0ykgmk6GgoIC2bBBKe4H/RSfIf6fW7O3tjXrKmMMWG1NdJWvrEkL3hlLupp+Vy+VwdXWlGkccxyE0NBQvv/wyNm3aZDUp+GkiCrbY2NnZwdfXF3Z2drhz5w7Nq2rZsiXdD9PPVfS9WDuuOY7Dyy+/XGORyMqwbt06s33mzGHY902n0+HEiRPVMi2hUCjwz3/+E//617+gUCgwefJkJCUlGelfvfbaazh69Ch69OiByMhIo6jCzp07UVJSgn79+mHGjBlU5+fatWvlthUSEoJ27doBKEvqtkSXLl1w4sQJBAQEICoqCpGRkYiKijJqe1ERQUFBRtOvKSkplZb/sLe3h1arpcr+AkJUiPy3MEJI8JbJZFAqlXB2doavry+kUinc3NyQlpaGY8eO4dGjRzZvuyrp0KGDzVGQ7777Dj/88APOnTtX5zTQrGGo3RYWFoZevXph+PDhaNGiRY3lAzYoB8hUxyMhIQEtW7Y00pwwzX+QSqUVVh0BwO+//47o6OintrFlexKJBImJiWjevDkAlDvZOY5Dhw4djD7To0cP/Otf/7K67eqkS5cuRqq4UqnUbA6Pp6cnhg0bhjFjxuD//u//MH369Eq1AQCMb8bu7u5W1WdttbEVc/1qTMcvCCMSQiCTySCVStGiRQvs2bOHJr/m5+dj586dOH/+fLltSKVStGnTBnl5eWb/XlmbIUOG4M0334RGo8GyZctQVFSEhQsXYsqUKSgpKaE3/CFDhuCXX36plM6PNSQSCTw8PNC1a1ez7VLqGw8ePMCyZcuwatUqq+KHVYVUKoWrqysVsGzatCkGDx6MQYMGWa3aEvLOTHNnLCHkJFpzqIV+TgMGDKD5K4Y9B21BoVCUO67i4+NBCEGHDh2MmpgC/9O6Em6gkyZNou13TAkMDMTNmzeh1+sRHh6O8+fPo1mzZkb7ePHiRdp64tq1a9i8eTO2bNmCS5cuGa2rKtslWXLwxGIxUlNTyxUsWNqO6TqUSiUKCgoqvHbaYldVNqZ2KpUKH3/8MT788EOoVCqrn6suGpQD1LhxY6PEumXLlmHKlCl0WVFRkVEkgOPKOp4TQpCXl2f1CXbChAlYvHjxU9vYsj1XV1csWbKEdtB+/PixzfPbQpdytVoNHx8fREVFYcGCBTZ99mnJysrC1q1b8d133+HcuXNGERJz+yokPopEIrNJ6jzPw8XFxarAWVVFS2zFdF9ML4KmCe5AmUjk1KlTkZCQgB07diAjI4NGtARH2M7ODn5+fsjIyEBmZiZVXH5Sm4KCAmqTnp4Od3d3xMTE4NSpU4iPj8fJkyfxwgsvwN7enn6/J0+eRGRkJJo0aWLkgD98+BD5+fn0+LWzs0NWVhZKSkpgb2+PUaNG4eLFi7h8+TL8/Pzwj3/8o96oP1uiqKgI06dPR15eHq5evYq///7bSM3ckKcVMQUsPzDYAs/zkEqlcHZ2RuvWrTF58uQqbxScn5+PI0eOUDXjc+fOISQkBFFRUdQhquhm3qdPH8THxxudi4KDd/v2bchkMhQVFZn9Lis6hx0cHGgOEs/z6NmzJxU5FHjllVdw8ODBWomkcByHoKAgDBw4EO3atcM333yD4OBg/PzzzxV+dseOHYiNjUVcXFyFkey6hHBecBwHT09PREZGYvjw4ejWrVvN5QNW9ZxaXeaf//wncXJyooJvTZo0IePGjSNOTk7EwcGh3HylTCajOQxSqdTi/KVMJiNSqbRKbGzZnqOjIwkJCaH7IRaLK5WnIOTPODg4kM6dO9fKb1FcXEx27txJevfubbNQoEKhKLcfPXr0sHm/2cvyi+d5otFoyMCBA2leFQASFBRE7t27R1JSUkhUVBTp2bMniYqKIgMGDHji3z0xMZFcuHCB6HS6Kj6qqpe8vDzy9ttvV0rY0to5aGk5z/MkJCSEjB49mnh7e5OQkBDSunVrYmdnR/PlhN/IxcWF2NnZ2bzNdu3aEYlEQjZt2lSt39Xjx4/J77//TiZPnkyee+45IpVKSdOmTa1+Ji0tjURGRla4H97e3mTKlCnktddeI76+vk/9O8jlcrP5n0ql0qbrqi121mzGjh1LcnNzjb6LEydOEI1GU+nvPTs7m2zevJl07Nix1q8plf0daiMfsEFFgB48eICIiAikp6dTz7OyHWjrKkJkwdXVFQkJCVWquVETnD59GqtWrUJsbKzF3B2hBFigqqZiqgNBsr+0tNTo+DJsQWGab2b4WQBWI4XC8fukNjzPw8vLC6mpqRCJRDRnTCaTYevWrYiJicGdO3cgEolo5EGYnnVxcaFieVlZWUal9oaSDMJ2ZDIZ7O3tkZGRQTVrhJyThQsX4syZM+jfvz+mTJlS0ddaq4wfPx4///wztFqtVe0dQavHWh7DzZs3ERgYaHa5m5sbfQKWy+U4ffo02rZta/Q7kv9O12/fvt1shZJYLIaTkxPtrSTg5OSEMWPG4Pvvv6cRkD/++AM//vgjLl26hPT0dFpmD4BKZQColFyGXq/HqVOn8Oeff1LR2aKiIpsirVeuXMHBgweRkJBA8xwPHz4MjUYDmUwGNzc3bNiwAUBZdVVOTg70ej1u3bqF4uLiclH8+nKLc3JyQpcuXTBixAi4uLigV69eNkd0MjIysGvXLmzYsAHHjx+vUH+qriKVShEdHV1j+YANygECyi4wo0aNwpEjR2p7KFVOZGQk1q5da/bCWlcpLS3FuXPn8PjxY4hEIvTo0QN6vR5r1qzBiBEjrE4nmUMsFtOciOeeew5Lly6FVquFvb098vPzy12AHR0dkZ+fb7MNAJvXZdoRHSi7yEmlUroeYX+KioqsqigbYstF3RYbIS9CkEUQPidMNx44cACXL1/G1atXwXEcMjIysGXLlqfuSQeU3djPnz+P8+fP48MPP4RGo6Fl2XUVPz8/KkL46NEji99DeHg4zRux5ATZKlTZokULLFy4EB9++KHR9H1hYSHS09Mxe/ZsTJo0qdx6GjduTBXFTTXDLly4gGbNmqGoqAhffPEFvvjiCxBCaFNoQU8IAJXKAGD1pqTX63H69Gk6BXb06FHk5+fD29ubCiF27tzZ5g73pty4cQMDBw6kx6KhU04IQUhICHbs2IHg4GBcv34dP/74IzZt2kT1jYRrgqWHDnO4ubmB47gqyw+sDJUpDIiIiMCFCxdqYFRVj0QiQXh4OE2AFqbVa4oG5wAJZGZm4syZM7hy5Qry8/OhVCrh5eUFAEhNTbXoQdtiV1U2ttgplUqEhYWB53msW7cOhw8fxsOHD802SxQw1AF64YUXsG3bNrN21cEHH3xAxdBeeeUVfP7557h//75NnxWJRBZ1m4RKMCG6Ijy51nRy7V9//YWjR48CKGsZ0bdvX6xfvx4fffQR1diRyWQYPnw4kpKScPXqVRQWFlqt6Ksqh8fUxvC9RCKBSCSCTqfDli1b8K9//QvHjx+nIog5OTlwdXWlGjSmnbEBYMqUKVixYgV9ap0yZQo++eQTAECjRo1oxKJ79+4ghCAxMRF6vR4tW7YEz/N1Pn9BpVLR78uScGpNoFAoUFhYCKlUalZkkeM4jBs3Dlu2bEFhYaGRsJxGo8FHH32E+fPn4/r16/D09ERhYSGWLl2Kjz/+GHPmzMGIESMqPSbhocDDw4M6O506dapU5WlpaSliY2Px/fff0+uyuYavUqkUTk5OePnllxEaGorw8HB069bNrLOZkZGBpKQkAGUPKE5OTvS9JU6dOoV169bhwoUL1SaAWBEajQYXLlyAj49PhbbLly9Hamqq0bJhw4YhLi6u3HJTbLGrKhtTu2HDhhklotcGDcoB8vPzQ1ZWFlVJ7d69O44fP47CwkKLyqkAbLKrKhtb7Lp3745x48ahW7duEIvF2Lx5M1577bVKJ/JKJBLExMTUqJPg4+NDEwwnT56Mjz/+GADKTdeY/t/LywuNGjXCuHHj8K9//QvOzs44depUjY3bVnr37k1l89944w1ER0ejVatWT5xkXd1iiBqNht5Qs7Oz6Xfu5+eH4cOHo1OnTujevTuA//VzExJOTRVbTasqExISaDRSoVCAEIKLFy+iRYsW1AHKzc1Fhw4dIBKJrDqBdYHmzZvTB5DU1FTai+pJECqYbF1eFfA8jw4dOuDkyZNYvHgxxo4dC2dnZxq9ef7553Hy5MknkstYvXo1OnfuTFtsPAnvvfceVq9eXe6aJ0RSpVIpVCoVLd5YuHAh1q1bR9XJu3btiuXLl2Pv3r3Q6/XgOI5Gtazd5lQqlVF0rabheR6enp5o0qQJ2rRpg27duqFbt26VXo9Wq8XVq1eNrjUSiQQBAQFISkqqsIqvIruqsjG143keoaGhFfabqw4alAMUFxeH5cuXY/fu3eUO+Kosbazu5poCgprv/fv3aXVDWloa/bvp077whBQWFgaZTAaO49C3b1/a+6kmMOz7MmjQIGzevJmOz9J+ymQyiMVi8DyP5557DklJSYiJicHXX39dI2OuDJ6entTB27NnD7Zv347169ejsLAQdnZ28PHxwdmzZ8t9TohezZ07FzExMRarUIRWBtaqVJ7UpmnTpvjPf/6D3r1744UXXsBvv/1m1I9o8ODB2LVrF53iadu2rdE6R4wYgVOnTlENoxEjRuCdd94BAHTs2BGpqamYMGECpk2bBkIIzp8/jwULFmDnzp1o0qQJ9uzZY3G8dYGFCxfi8OHDAMqmwIRInyWs5QDdv38fHh4eZpcLuTnnzp3DjRs3cO/ePaSnpyM7O7vcdUsoHy4pKcHdu3ct3shFIhEUCgWaN2+OyZMn0xYLn3zyCY4dO4YePXogLy8PKpWq1uQyXFxcjI7H4uJijBo1yqoWz759+1BaWgqZTIauXbti27ZtZh+inpZp06ZZ/NvTREiqIgpSWFiId955B+vXr3+q9dQmkydPRmFhYY3nAzYoB8iQixcv4vvvv8fmzZvLzfHWR2cIqPiEFy7IGo2GettCt+eaolGjRvSJjBBCS7GVSqXRxVsQerSzs6P5KSKRCElJSdBqtUa5NHUJQwfv+vXrGDZsGO2X9fbbbyMmJgZNmzYFUPZ7rl69GvPnz6ef8fHxwX/+85+aHTTKdE+aNm2KXr16YdeuXdBoNHQaY8KECQCASZMmYf78+TQCZO54Mz1G5XI5HBwcjBpKCs64t7c3UlJSIJPJcOTIEbRp06bmdrgS3Lx50+x5FRISYnb59OnT8eWXX1pdZ1pamlmRwLS0NLi5udk8tpKSEnz11VdGoqI8z+O9997D+vXr8cYbb5SbRpk4cSLi4uIAAHfv3qXtLxQKBYqKiiCXyyGXy8FxHI22AKh2uQwvLy+j6FdGRgY8PT2t5uAYJt8bRnJMH6jMFQWYtrBRq9V02k0ul9Mmsp9++inGjBlTZVGU3bt3Iz093Wh8IpEIbm5u5fIGBakTa0yYMAGbN2+GVqulOU6Gchu2OoLVNdVuCSHayXEcwsLCMHv27JrPB3zi+rFniNTUVDJnzhwSFhZWrjzPFul6W+2qysZWO9OyS6HUUCqVEoVCQRQKBbG3t6/R73r69OlGZcSWSkOFdgsBAQEkMDCQBAYGkhdeeKFGx/ok+Pn5EXd3d+Lu7k4OHDhA7OzsaLuPAwcOELVaXekS0Zp8SaVS4uPjQ7Zt21Zu39zc3KpkGzzPEzs7O2Jvb0/69OlDEhMTa+GXsh3TVjPWzjeO48iDBw+M2oSYe1myefDggcVxNGvWjNy5c4c0a9aMhIaG0pfwWblcTs/r5ORkolQqSXJycrn1dOrUiTg4OBAHBwciFoutvhwcHEinTp1qRC5j3rx5pH379uTFF1+kr3fffZfo9XqLn3F1daVyICEhIfQ3ksvlVq+FAIzkQ6RSKVm+fHmtn3uCzIGjoyMJCAiw6Xvz8/MjHh4exMPDg+6PnZ1dlbZwqY6X4X1AqVSS69evE6VSSdRqdVUdUhXSYCNAljBV4LVFUddWu6qyMbWbOXMmTbDNy8uzqQRSJBJBJpOhZ8+eNZoEDQC//PILdu3ahfz8fISHh8PLywsbNmygT3qurq60g7paraaf69Kli03dkWuTd999F9u3b4dWqwXP88jNzQXP81AqlUhNTcX777+Pn376iSavisVio9J+4H/J3uYQqnOsRQIt2QgtAAQxTMNyfK1WCzs7O4jFYkRFReHmzZs4c+YMjWgVFhbi+eefR2RkJI4cOYLOnTtjyZIlT/Yl1TOE71NAuGQqFAqjaa7ExMRqrcBUq9VISEigOVQCQgVhkyZNIJPJAJRFBbZt24ZBgwZh5MiR1TamqmTgwIHYtWuXxRwooX2Fo6Mj2rRpg3Xr1mHChAnYvXs3rb4Uog+25FIZRoVCQkLg5eWFP//802ykvTqjKIIUi7e3N412VyYKIuTXAaB5aZVt/lobCHIRQNlUbnx8fI3nAzZIB+js2bO4fv06fX///n18//33uHfvHi0HNVXUBfBUyruVtbFleyKRCBKJhOZpKBQKqqL522+/0dA28D99FuH/Dg4OiI6OxsyZM+Ho6FhN33TDIz09Hf369cPx48fpMiGcXpFUvJ2dHbZs2WK151J1kZ2djZ07d2LcuHEoLi5GSUkJxGIxmjRpgpYtW2L37t0oLi6Gvb09CCE4c+aM1akaUy0jwxy0+kZdd4B0Oh20Wi0kEgkIIXTaQ6lUIj8/H+7u7vDx8YGfnx/t7VVaWgp/f3/odDqEh4fj5s2baNy4Mb1xnj9/HlKpFI0bN0ZSUhKaNWtW7nuoakaPHo34+Hg8ePCAFoAAsHjOCKXtXl5eePz4MXQ6HXx9feHi4oJjx47RBwthqlxwkIScwoKCAkgkEri7u6Nt27b497//TXMpa1JfTPjOhesEgEpVRQr5dQDoNLNEIqFSAbYq3Vd3j0FT7O3t6dTtSy+9hBYtWtR4PmCDdICee+45ZGVlASi7eKSmplZb5UVNIpFIoFAoMGrUKCxatKi2h0NZsmQJ4uLicOPGDQBlTkJeXh690Zo2LRSaFAJlTwYuLi4IDg5GVFSUTXPidYGcnBx6EdBoNNi4cSPi4+ORkJCAhw8fQq/XUwFCtVpNb048z8PZ2dlqw00AVp/uLNkIuR0KhQIKhYL2HVOpVFCpVFCr1bh16xb++c9/mn365HkezZo1w8OHD22WLrAVkUhUZ89B07wM4Xg1dYDOnz+PgICAahtHdHQ0fvzxR7z55pv0yRkADh48WKn1CGP28/ODi4sLxo0bhxUrVuDEiRP0d2jXrh2ysrIwffp0LF26FB988AFee+01s+vbuXOnzduurHOfmZmJF198ESkpKZBIJCgsLESbNm1ACMHZs2chl8tRUlICX19fHDt2zKaHOSH3p66IqAoOg0gkMhIQHT9+vE15V/Hx8ejRowdtAlsf8fDwwMOHD2s8H7BBOkAajYYe/FqtFp6enrh79y5NzDXEUmm2KVWhzlvZ7RnaCAl7QNkTk7u7u1EESCwW0/AqUHbTGzRoEL766qtqTyYOCAhASkrKU93gxGIxfH196RNOfcVc48K6hqurK55//nmEhoYiJCQEwcHBUKvV2LdvH7788kujMmVb9sVQ1ZvneXTu3BnPP/88rl69SjuTC32e6iKV+c1qU2OrMkRGRuLRo0eYMWMGli9fjvHjx+PVV1+lf9+6dSumT58OV1dXvPfee1i2bBmtgDPFNDJkTm9KoLI36A8++AB//PEHXnzxRfz11184cOAAFZC8f/8+evTogUaNGuHQoUPQarX0gQkAFYIUiUQ0MiYgk8nA8zzy8vIgEokQGhqK5ORkFBcXQyaTIS8vDxKJhDaarsooiinC9yWVSul3pVAo0LJlS5ud26SkJEybNg379++nytjCug2Tva3dTyqyqyobQzvhJZPJEBkZidmzZyMiIsKmfa4SqjCfqN6gVquJUqkkSqWSiEQi4u/vb9T/yPBlayKZLXZVZVMZO0sviURCNBoNmTBhQm3/HA2KxYsXk9DQULO/iVKpJC4uLsTJyYmo1WqzLycnJ6t/t2bj5OREPDw8SEBAAImIiCCRkZEkMjKSSKVSEhQURAYPHkxiY2Mtjt3f35+4uLiUe6lUKsJxHFGpVPQ8Et67uLgQf39/snbtWmrv7e1NunbtSo/jQYMGkVu3btXgr1A5Ro0aRYKDg4larbbad4/7b489tVpNgoODyahRo6pk++vXryft27cnGo2G+Pv7E5FIZHYMcrmcaDQa0q1bN+Ll5UWCg4OJn58fffn7+5Pff/+dhIeHEwcHB+Ls7EySk5OJq6truWTpmzdvEkdHR+Li4kJu3rxJXFxcbBrr/v37SevWrcmePXtITk4OycnJIXv27CFt27Yl+/btK2ffqlUr0rx5c9K8eXObEneFZO9WrVoRQgj59NNPja6HT3Jd5DiOREVFkQ8++KDWE4eFBO7Tp08/9XHDqJgG6QB17tyZeHh4EI1GU+6kqc8Oj+l+mL4XKiQkEglxdXUlrq6uxMfHp7Z/jmeetLQ0Mm3aNOLo6Gjxpnnx4sVaGZtOpyNr1qwhaWlpFdoaNvQ1fEkkEgKUVdUY7ptYLCYSiYTIZDJy7do1o78LN53z58/XwF7WX1asWEFcXFxIv3796IOLpfNfOK+VSiUJCgoiixcvJhEREUavAQMGkMWLFxORSETs7OxIQkICUSgUJCEhwWi7CQkJxM7Ojv5NoVDYNN6mTZuSI0eOlFt++PBhEhYWVm75jBkzyKeffko+/fRTEhkZSfz8/Iivry/RaDS0Skj4197envj7+5NOnTqRGTNm0O0BZQ1SBQeC4zji6upa4fXStJLWUmUtx3FEJBJV2HTaFjtLNhzHETs7O9KrVy+SmJhotfKNUXXUvPRiHWDRokUYPHiwkb6E0P/GcG7dEnVJ/8dwWs0axGB6j+M4OiVRE4mpEydONBI427p1K01+MzdvbZiwLZVKoVarqR5JdWuRVDX9+vXDnj17aDhYJBKhQ4cOiI+PpzalpaWYMGEC1fGwRZXWtMVBZW1UKhVtgHr06FGMGDECrVu3RosWLdCxY0eznwkODjYrSpefn0+nsYjBVINMJoNSqYSzszNef/11OgUqk8mwf/9+REZGVrifDZ2lS5fi+++/x7Rp08BxHJydnfHgwQOzUwslJSUoLCxEQUEB0tPT0aNHD8yePdvIJjs7G7NnzwbP8zRZuHHjxjh27JhRH6b4+Hg4OzvDxcUF8fHxaNy4sU3jTUpKoseVIRqNhk5JGTJ9+nSr6/P29saWLVswdOhQbN68mTZmFRDyCoXjUjj2bKkiMr3umJu6EolE2LJlCwYPHlzh+p6EjIwMvPLKK/jzzz+h1WqxfPlyBAYG4o033oCjo6ORRpgp9WE6/UmoyXzABpkDZImioiKjG7Utirq22lWVjTm7vn374sqVKygqKrKpcsDZ2ZlWmNnZ2Zm9MFUlnTt3pgc0IQQnTpyw+QDn/tvjS6VSoVWrVpVO+KxtxGKxkfM6cuRITJs2DeHh4XUy6ZfneYs5DP/+97/xyiuvPFXyKM/z+OWXX8x2MGeURy6X48qVKwgLC0NRURGkUimt7jGHRCKBTqeDVCrFxYsXqeimAM/zOH/+PJo0aQKpVAqpVIpRo0Zhw4YNOHjwIJo3b46EhARERUVBp9NhzJgx2LhxIz7++GPatsYaHTt2hJ2dHTZs2EBzdR48eIDXX38dRUVFVIDRHHPnzi237PLly7hx4wbu3LmDgoICdOzYESKRCDzPY+3atXBwcKD5JiUlJdQhUKlURuKQ5jB8sOR5HsHBwUhKSoKjo6PRuWlL/7An5fXXX8fDhw/xww8/oEmTJrR9zN69ezFx4kTaN9Ec//nPf3DixAlcu3YNqampyMzMBADk5uYiJyenXnWEF3KBajofsEE6QKYn2uTJkzF37lzo9Xr89NNPdDnHcRg2bBhdFhYWRmX+DTG0qyobW7YntFTIzs7GsWPHKowccBwHR0dHODs702Vt27Y12mdG1XL8+HHMnj0bv/32G3UsTBPdAWDjxo1wcnLCmTNnsHLlynKRSI7jIJVK0aNHD+zbtw+FhYVmk09ttenXrx8tbS8uLsbjx4/h4uKCTz/9lCr/ChhGBs6ePYvPPvsM8fHxZptVCtsQKqcMbyQymQxqtdooGV+gLicM1ybh4eGYPXs2pk6diitXrsDd3d1iBIjneTg6OiI7Oxt+fn6YN28e3n33XSMbpVKJefPm4aOPPoKfnx+OHDkCQgjVZBF6ZwFlzUOFXm379+83+7uZInRtv3btGnx9fQGUqU03btyYdmu3hJubW7kb32effYbPP//c6HwQi8VQKBSQSqW02lL4Pqw58PUJnuchl8sr3aPs6tWrGD9+PP74449yf3N1dbXaVqQydlVlY2jHcRwGDhyIBQsWoFGjRhV+ripokA6Q6Ym2cOFCTJ06FVlZWUYXbOFCbhi612q1ZivFBLuqsrFle4IOkOnfvL29cfny5XIRLXMYtppgVB/5+flYv3495s2bV66SjeM4zJ49G+PGjYNarUZcXBzGjBljdj1qtRoLFiyw+PcnsTHUxBLGYzi1KkQbx4wZY/Gpmud5fP3115g1axYVf5wzZw6++OILxMfHVzjV+tJLL9VoU976wg8//IAZM2agT58++O677yqMAAFlv4WXlxdUKhUePnxIl3Mch1deeYUKWc6fPx/z5s3D0qVLjdrhcBxHNaBiYmLwwQcfVKpSlBCC/fv304e3Jk2aWOzWbsipU6fQpUsXo2uwTqej10RLznZgYCBu375dJRFVqVQKX19f3LlzB3q9Hnq9vlammSQSCdRqNRW4rYjU1FRMmjQJP//8c7m/1WXHJz09HUBZ5HDZsmU13h2+QTpApieaSCSCn58fbUIoYC73xpzCqKldVdnYYieVSul0FvffrumHDx8222ixrnD69GksWbIEhw8fRkZGBrRarcULXH0pK64MV69exdy5c/HTTz8ZafXwPI8+ffpgzpw5aN26tdnP8jyP06dPW/z7k9iY6jCZngfC05ihfIQ5EhMT0bJlS2qTmJhYrbo4DYVNmzZhxowZNN+lIszJZwjCiBqNBoQQbN++HS4uLggMDMTNmzerVcCxMhw8eBB9+/alTrewHzKZDCKRCM7Ozpg3bx4cHR2h0WgQHBwMJycnaLVaXLp0CRcuXKCqyiqVCklJSeWiSocOHcLOnTsREBCAy5cvG02dKRQKFBYWWnR6DCUdrPE0jsLAgQOpMvsvv/xidR05OTmYPn06li1bVi7y5ejoaFQSbwlb7KrKRrB7/PgxCCFo0qQJVq5cWWv5gA3SAQLMn2jC/DlgXYPHFruqsrHFTiqVghBCQ8G2/qSCIrQwd1wTbN68Ga+99lqlw9QSiQQxMTHPVJTg77//xsaNG7FlyxbodDrq6JaUlJidv+c4jmo95eXlmX2ittXG3t4eEokEWVlZdP5dLBYjIiLCKEHbkJEjR+LSpUsW92f48OE4d+4ctRk+fDg+/PDDCr4FhjUeP35Mb7oFBQXIz8+HUqnEo0ePcPfuXdjb2+P999/HuXPnKlwXz/Po2bMnli9fjoiICBQWFsLJyYlOmQ0dOhQDBgzA888/X6kxVqYlii1Cpjt27MDgwYPL3UjDw8MRFxdHdX6eFGFauDpufU/j+HAch27duiElJQWZmZk4evQogoKCLK5nzpw5mDFjhpGDx3Ec1Go1CgsLrUb/bbGrKhtTu9LSUnh5eWHp0qW13tqowTpAgPkTzcfHB6mpqRV6sbbYVZWNLXYcxxnJn1vDUHxq1qxZNaqu3Lx5cxrWTU9PpyeNYeKbMD69Xo+wsDDIZDJwHIe+ffviiy++qLGxVjd1rYojLCwMEydOpMmrAoJ678yZM/H111/TaVlLeSimgnOOjo60bUZ9U/SubSIjI3HgwAF069bN6HstLCzExYsXcfr0afo3nU5HhfvEYjFmzZoFLy8v2NvbQ61Wo3HjxlQpuaioCL/99htWr16Nw4cP0951IpEICoUCAwcOxMCBA9G9e3faD84Stkb5OI4rN/07aNAgHD9+HJmZmdDpdFavg0L+mmE0OD8/H19++SU2bNiAhw8fVnn+T01EUUJDQxEZGYmcnBzk5eWhdevWGD9+PDw9Pa1us65dP54Uwyg/ULP5gA3GATI90QDrDSWfNYS8DgBGTRNDQ0NrNAlaqVTSk1ZIYhT+b+i8qdVq5OXlQaPR0Ck+sVhslKtQ37l9+zZSUlJw//59PHr0CBkZGTQKJFwMBAghyM3NLVed8qQ29vb2cHV1hYeHB0pLS/Hhhx/iwoULZhO0hZsKU/SueXr37k3bNpw5cwZA2e+RnZ0NqVQKvV5PlXcFeJ7HW2+9hcWLF9u0DUIIjh07hpUrV2L37t3IzMykzgYhBF26dMGQIUPQr18/uLq6Vun+Wer/ZQ6RSAS5XA53d3eaMzZs2DDs2LGD5gpJpVLk5+dbdQwEJ12IlgqK0IbHvVqtrjCH8mkiJBzHwd3dHS4uLnj48CG+++67SrcJGTVqFOLj4/Hw4UObeqfVRYR8VuF3BWo2H7DBOECmJxoAq1LdzzJyuZxW6fA8X2Odd4GySJZwIdBoNLh58yYIIZDL5UbTPm5ubnj06BEkEomRA1STY60uCgsL8fvvv9P3mzZtQmJiItLT01FUVGSUDyUWi41ubsJUp3BTrKyNcMEhhECn01G5f7lcjmHDhmHjxo04efIkMjIy8NFHH2HevHlMr6cWKSwsRLdu3eDh4YF79+7hypUryMnJMXpgEJ6gBf2ssWPHPpVe1vXr1/Hjjz9i69atSE5OBs/zCAgIwN27d7FgwQKMHz++wnUIya1PO11VEQ4ODvTGv2fPHvTp08eqE7Vnzx5069YNhBCMHj0aOTk5ZhOHawvh/FQqlQgMDKSVvozqocE4QM8yoaGhdPro/v37Rk8ChlEu4SYpkUhoBMjOzs6oUqS6GT58OK0OcXNzw4EDB2zqLiyVStGzZ09s3769JoZZraxatQorVqyg7y9cuFDrjjjP81AqldDpdDh37hxCQ0Nx8OBBfPTRR+Uao2q1Wly9etXi7yaRSBAQEICkpCSUlpZCIpEgNDSUOrKMypGdnY1OnTqhUaNG+O233yASicpNdYtEIshkMowbN86sns6TkpGRQbVxnJyckJmZaVEUMTs7G59++im2bNlCm007Ojri1VdfxcyZM80KJBqSnJyM5ORko2VCKX1KSorR8oCAAPj7+yMgIIA+UO3fvx/R0dFWozb79+9H8+bN4eDgAJlMhsLCQhrxqu1zUEhjUKlU8PPzw4ABAyoUimQ8HQ3SATI90Xx9fSEWi3HkyBH65AKUdagtKSmhy1xdXSESicp1wja0qyobW7bHcRx8fHzw3Xff0cTT7Oxs3Llzx6bvQSQSYdKkSfjmm29ssq8KMjMz6TSWRqPBqlWrsGnTJmRmZkKhUMDZ2Rl5eXl4/PgxDVNrNBr06tUL06dPr3BevD4QGRlplHhuWHUlPNkLp6W5KkDTZZW1ESJBEokE7u7uSElJgY+PDyQSCVJSUrB792507twZSUlJiIiIQEFBAQCgoKAA7777LtavX1+p/eU4Dq+99hqtYurfvz+mTJlSqXU0JIQqo8ePHyM3Nxd5eXm4ffs23nnnHURERODcuXP0NxF+S57n0b9/f3z++edQq9Wwt7eHvb19hdtat24dEhIS0LVrV6Snp2Pnzp3YtWsXSktL4ezsjMLCQjRr1gw///yzVW0WoWv7vXv3EBMTgyZNmgAALl26hJ9++smmbu1RUVFG6vwAMHXqVIhEInz99ddGy93d3XHo0CFs3LgRS5YsgV6vh5+fH/r06YPVq1dbTG/w8/PDrl270KRJEzrlKyCUvwcFBeHWrVs090kkElGHrir5/vvv8dFHH6Fbt25YvXp1lU8vMiqmQTpApifa1KlTERsbi+vXrxvpLohEIjg4ONBlzs7OyM7OLvfka2hXVTa2bA8ocyJMsbOzQ2RkZLmnKUPc3NwwYMAA9OvXz6JNTVFUVIRFixZh5syZdF7+ww8/xMyZM6mNUMZr6gzWRzw9PY1+U0OnW6j4sXZaqtXqClVubbHRaDTQarUoLi6mU43FxcXo1q0bPvvsM3z33Xc4c+YMLly4AACYMGECNm/eTFt2WMM0l2jlypX49ttv6XZNo0qM/yHk9Dyt4rYtCcGhoaEoKCjAunXrMHr0aKSlpYHjOJqn1aJFC/qAaC0xVejabtitXUDo2t61a1csXLjQ4jrs7e3L7bNQ3daqVSu6rKCggD4cAVWf8yIWiyESiWjEkud5m0rfK0OvXr1w8uRJLFq0CK+//nqVrpthOw0yJv33338bnWgdOnTA+++/j9LS0nKhZY7j6LKcnBwj3RZzdlVlY8v2AJi9yYlEojp3gykuLsZnn32GDRs20JCzUqlEYWFhOZ2O/Px8TJ06lb4XyraflZLq7Oxso4u2ocjciRMn0KJFC6s96bZs2YLo6Gir27BkI+QC8TyP48ePo3nz5uA4juYd8TyP5ORkREZGwtnZGVu2bKGf3bFjB3ieh52dXYVTBoZ/I4SgcePGdKrV0OFjlOfPP/8EUHbzv3HjBu7du4f09HSzfeJUKhWAslwYFxcXeHt7Izg4GC1btrRpW3fv3gUhBMHBwUhNTUVAQABeeOEFSCQS3LlzBykpKdi4cSM6depkdT07duzA6tWryzk/QFnEes6cOXjnnXesOkCGhRoCubm50Ov1Rs6c4CAK02PZ2dlGuXOVkQIxB8/zcHd3p+Xy1qJWT0ppaSkSExPh4+NT5etm2E6DdIBMT7Tc3FyLF3TDZdaeqAS7qrKxxc5QpbSkpMRI0EvoQWW4Po7jIJPJ0L9/f3rh7N+/f41oMXz++edYsmSJUYKvpZJ9YcxKpRJOTk745ptvMHToUJq4Xd/x8fGxKHF/4cIFODo6WszL4jgOBw4coInMlbVRKpWws7ODSqVCYmJiuSoxlUqFK1euIDMzE46OjkbnyaNHj+j6KnuDMXTka6IBb31GaEVi2pKkOlCpVCgpKaFR59zcXHTv3p02US0sLISdnZ3FBzGBtLS0cn3HDGnWrFmF0duOHTvSSjeBr7/+Gnq9Hmq1mi7jOA6tWrXC7t27ra7PEjqdDosXL8atW7fA8zzOnDmD/Px8PHr0CD4+PnjppZeMco66d+/+RNuxxv79+6t8nYzK0yCnwPr162d0onXo0AEFBQU4ePCg0U1ZLBaD53m6TCKRgBBiNt9CsKsqG1u2RwiBvb09CgsLbe4Zw3Ec/P39adTB09OTPnFWJ4GBgTRv4dNPPzXSgRH6EJkyatQoxMbGPnM3zAkTJmDjxo1mnQg3Nzc8ePDA4hST0HEdsOxAWrPheR4ajQbDhg3DwYMHjaaC9Xo9OnXqhJ9//hlyuZy2whDo2LEjUlNTAcCojN3cfohEIlqJxvM8YmJicOjQIQBlMgx79uwxO3ZGmYJ2s2bNcOHCBVowcPv2baSlpVEBvezsbCqSCJRFKVxdXeHl5YVGjRohJCTEqIebJWJiYrB7927wPE/z0oYPH45ffvkFzs7OcHR0xKxZszBt2jQ6FWoOoWu7abd2gSNHjmDo0KH0+DHHpUuX0L59e6tTwDzPw8HBAXFxcWjWrBlOnTpFxxUeHg6e53HhwgUkJSXRXENvb2/o9XqkpaXBy8sLHMfh3r178PLyokKDzZo1Q2lpKS5fvoxmzZqhbdu2FX53jPpPg3SAbDnR6jvWpijUajUN74rF4hqZkjCc5klOTjYK/QoJulKp1OiGe+rUKURERFT72GqaBw8eICIiAunp6bV2/AkOiik8z+P69esIDAzEG2+8AUdHR8yfPx8AEB8fjx49ekCr1T6R4JwgvnnkyBG0adPmqffhWYXnedy/fx8eHh5PfHzYmgOUnZ2NyZMn48CBA3BxcYGnpyc4joNKpUJaWhq6du0KrVYLqVSKTz/91OJ63njjDSQlJWH//v3l+oYVFxejZ8+eCAwMRGxsrNXxpKamYvbs2fj111/x8OFD6HQ6qknk4+ODgQMHYvLkyTRy+fzzz1PH7ZtvvsGcOXOQmZmJ/Px8GtUSmsQK+ZfCeSckOQsPmIImj0QiQZs2beDg4ICgoCC0atUKkZGRrK3LM0iDdICA8idaSUkJxGIxZDIZ9Ho97U9litAo0JpdVdnYYsdxHL1I2HrREzRDgLKLQ0Xh7arAcPrq/v37VBlYGINer4dCoTBygM6fP//MXnSSk5MxcuRIHDlypLaHAqAsgvDrr7+iV69eSEhIQGBgIPbu3YuJEyfi4sWL1C4pKQnTpk3D/v37LSrfCseiYSKvQqFAVFQUZs+e/Uw6tVXJ7du34efnhzt37uDu3bsAYCSWCZiPADk7O1NxSx8fH5s6agtNP/38/Gg1oBBdvnPnDs21uXv3Lvz8/CyuJyUlBW3btoVMJsP48eMRFhYGQgguX76MFStWoLi4GKdPn6Z5O1WFSqWiTuL58+fRvHlzmh5gmFsodLk37HZfWdq3b49du3ZVS04Qo3ZosA7Qs0R4eDhNhr537x5dbq4hIlBWQipUOLi6utaI2JahbLulKS9Ln3vWmqEakpmZiTNnzuDKlSvl+n8plUp4eXkBKHPYzfUHexobpVKJsLAwvPbaa9i3bx9atGgBtVpNHaCbN2+iefPmSE1NNSrJzsvLQ35+PgoKCui0pqETLZfLoVAooFAooFQqoVKpaM5ZZUq0Gzo6nQ5jx47FlClTMGvWrHIFDzzPY86cOU/1kCA8mKSlpcHT0xNpaWlwc3NDRkYGXF1dwXEcHj58CDc3twofrpKTkzFu3Djs27fPqAKwe/fuWLZsGYKDgyscT3Z2NpYtW4bt27fj1q1b1FmRy+Xw9/fHoEGDMH78eFr96uzsTB8I9+zZg759+6KkpASlpaVG54JSqUR+fj7kcjk9VsVisZEYrlQqpTmKIpGIioQKFWFisRiDBg3Cjz/+WJmvmFGHaZAO0OHDh5GQkEArLICyBE9zVRbA/y7ucrnc6noLCwurzMaW7QFlT0CFhYW4deuW2XwhcwhP6GKxGGvXrsWrr75a4WeeFkMlbgBUut1aIi9gXv6eUbWo1WqcPXsWjRs3NnKATp8+jZ49eyIrK6tKp+psjVQyyiQDzp07h5YtW5qNtiUmJj6VAyRMhQtTbkJ09vbt2wgLCwPP87h06RLCw8PNOtfmyMrKwvXr1wGAdmu3hdOnT6Nr165WS86FitCDBw+idevWGDZsGP744w8QQhAaGgoPDw/ExcUZyYdIJBJaSSYSiYyukcL+29nZwcPDA7dv30bHjh1x6dIlpKenw8XFBenp6XQf7OzsbNZZY9R9GqQD9Kw0kXsaHB0dMXfuXLz55pu1PRRGLRMdHY02bdrgq6++glqtRmJiIho1aoRXX30Ver2edhu/ceMGUlJSsHPnTqulxq6urjSvjOM4dO3aFaGhoQBAS7RrosLpWWDkyJFo2bIlzp07R8VODRk+fPgTyUNMnDgRcXFxNPrr7OyMjIwMuLi4gOM45OfnQ6fTwcXFBX5+fhCJRDh69OhT7481IiMjce3aNaNlPXv2hF6vx759++gyjuMQGhqKw4cP4969e2jfvj0t539aOI7D3r170adPH9oqRqfTUeV8nudp1JNR/2mQDlBOTg5ycnJoWL+0tJSKUhUWFtKkux49emDfvn00IiM8LQiYs6sqG1u2V1xcTDunC52c5XI5Pv/8c3To0MHi/isUCqMcHEbD5sKFC+jatStat26NgwcPon///rh48SIyMzNx9OhRWikjoFarrd5sEhMT0aJFC2qTmJiIwMDAat2HZ5WZM2di/vz58PLywrVr18xGTcViMeRyOdRqNVxcXBAcHIyoqCijSktTOnfujHPnztFqQyEpXiQS0X5UGo0GISEhCA8Px6RJkyy2wKgqhMpDQ86dOwe9Xo/WrVsbLTd0RPLz8xEbG4utW7fi1q1bAMoi48I0WGFhodF6c3NzqR6WUCXJcRzs7OwQGhoKBwcHnDhxAgUFBVAqldBqtVSlWalU4urVq9X1FTBqmAbpAFkiLi4OY8aMoe/VajUWLFhgtMwctthVlY0tdmq1upyeBoNhjZycHCxbtgwJCQnIy8tD69atMX78eLOtR5gDVHMI01spKSk2TW8DZQ6RoORcEaNHj4ZOp8OKFSswYcIELF68uNbys9zd3cvJNmzZsgWEEAwdOtRouUwmK9c2w1auXr2Kl19+mTZitva9uru7o2fPnjTxuU2bNhgxYsQTbZdR92iQQoiWEPoiCQiKoKaN+Eyxxa6qbMzZEUKg1WrNNj6tCJaPwQDKck2slTkzagdr7WyqAsOcutrOrxs6dCjWrFkDnU5HnecBAwaAEEI1pYQedsOGDaOfu379OjZv3oxDhw7h3r17yM/PR15eXrnqVtNeeAISicQo6dnZ2RnR0dF4+eWX0bNnz3KReMazQ4N0gBITE3Ht2jXcvn0bqampIITg1q1biIuLMwqJKhQKtGvXjlYsmXMqTO2qysaW7Wm1WnAcZzYsLuQ5CctFIhEVNnNycoKXlxdCQkLQrl27Sn57jGeR7OxsnDx5Eg8fPiyXbFvZXkWmx+2zJmRZ3xk0aBB0Oh02bdqEsLAw2gLFsEGvgFB9CaDaKzDnzZsHvV6PFStWWIwwikQivP3227Sv3Pfff4+xY8c+df6P0FwaKNMDWrVq1VOtj1E/aJBTYM9yErTQ7sL0qeXo0aM29wdiNCx+/fVXxMTEIC8vD/b29kYOC8dx6NSpE44fP47MzEzodLpKN+kUctcAPLNyBtVFaWkp1q5di/379yMhIQEpKSm0GagpQu6OSqVCq1atcPDgQbPrFKa9Vq5cidatW1MHyNyUklB9CdRchKigoAAXLlzAjRs36MOgTCZDcHAwmjVrBoVCQW0bNWpEq8amTJmCFStWWK0iE2wyMjLw3HPPQS6X48qVK3j06BGKiopoCTwAo+rTigQcGfWTBhkBSk5ORkpKChUXA8o0NwQIIcjNzS03N2xazmnOrqpsbLFzcnKCq6srpkyZgtLSUprYZ45n1eFjPD0fffQR3njjDcyaNcvo5iIwevRoKJVK5OXl0WijrceTcFMWHCClUkk1XBgVM2HCBKxduxaenp64efOmVeFJqVQKlUoFHx8ftGjRwuI616xZgy+//BJz5sxBQkIC5s2bh0mTJpn97WuCN954g0pkFBYWWszJEZK9DZ0SQ4mGIUOG4Ouvv7Z6bA4ZMgSff/45tFotLl++bDWPqLi4GHl5ecjKynq6HWTUWRpcBEiv1yM2NhZLlizB1atXjeab6yOCUrRYLIaTk5NFlVJHR0esX78e/v7+NTtARp1HqVTi/PnzLFG5DuLi4oL169fj9ddfN3pIE/j5558RHR1d6fVaEkCsDWyNyBuKorZr1w7bt2/Hm2++SfuljRgxAqdOnaLvzTFixAhMnDgR3t7eePjwodED49KlS1mCcwOjQUWACCHo168ffv/999oeSpVBCIFOp4NOp8O9e/eMlKBNMRVM4zgODg4OZuf+GQ2Hnj174vTp08wBqoNIpVIEBwdDKpWaTca1RV3ZHIYOR20/AL777rv48ccfodVqjRSkPTw88P7772Ps2LEWxRSDg4OxefNmFBcX4+TJk1AqlVZ7PB47dgwAcOPGDbpMSIreuHEjduzYUaGEAOPZoUFFgNasWYNx48bRMLJYLMb48eOxdOlSlJSUlAu9Cj2qAOvNRQW7qrKpaHtisZj2u7HUidt0vcI0hFwuh0ajgYeHB0JCQvDSSy9h5MiRZrfDeHbZuXMn/f+jR4/w5ZdfYvTo0YiIiIBEIjGy7d+/f00Pj/Ff5s+fj5s3byIgIADbt28vd763bNkSy5cvr3SiueBMPXjwAO7u7njw4AHVuqkNiouLsWXLFnz77bflBB95nkeHDh0wbdo09OzZ02hfAwICKiURYA1BT81WCQFG/adBOUA9evQwKit98803cfDgQbosKyvLKIFOIpHQdhQFBQUWTzKJRIKXXnoJR44ceWobW7bn7++PUaNG0TnwnJyccqXswkVCyMFwcnLCa6+9hq+++sqmFhuMZxtbS3uFKkNGzTFo0CAAoInn1dE3T5h2svagBfwvSgygxiLFt2/fxqJFixAbG4vc3Fw6Tp7n4eXlhUuXLtHeck/ChAkTsH79eigUCjx48MDo+OZ5nqo+q9Vq+Pj4ICoqCgsWLHjq/WLUPRrUFFhiYqKRU9GrVy8sWrSILjONApWUlEAikYAQYrWDcElJCUaPHo39+/c/tY0t28vIyEDv3r0xc+ZMi53chYuaECl68OABFi1ahMzMTFbRwKh0JRej5hCSxA0Tz631zQOME6FtTTTnOA7Dhw/Hpk2b8MILL9BEdUOEKHFNIkRigPLTc1XhjCcmJtL2IsL0l7Adwy7yOp0OWq2WJe0/wzSoCJDpCX779m00atSIvjenCip0Ta8oxHr27Nlycu1PYmPL9iQSCW7dugVvb2+r6wKMLybCe3PtOBgMRsPBUhPU2qKiKbAXX3wRU6ZMQXR0NCZNmmSUEL5161bk5uYCALRarc1OkqHTKER7ALCITwOiQUWATE8MsVhc4cmi1+ttelo29/T0JDa2bK+kpKRcno8lzJXGp6am0pOd0XD566+/kJGRgb59+9Jl69evx/Tp05Gfn48BAwZg6dKldEqAUfvExcUhPz8fer0eFy9eLBcBDg8PR/fu3S1WgwqYaj3VJuPGjUNsbGy5JGh3d3e89957GDt2LFxcXKj933//TR0eQggyMjKeKDIkKEwXFhZCq9UaNTlNSUlh18gGQIOKAJmWWxomHT+rKBSKche48+fPl6sIYzQ8evfujU6dOuGTTz4BUHZctG7dGqNGjUKTJk0wd+5cjB07FjNmzKjdgTZAvv32W+Tl5UGlUmHfvn0ghCAhIcGmPBxnZ2fExcWhadOmFm3qUgToScrg09LS6D6kpaXBw8ODrsPcdb1nz57Yu3cvgLJc0BYtWmDhwoVWI+12dnaYOnUqPvvsMxYxf1YhDYhRo0aR4OBgolariVgsJmKxmHAcRwA0qBfHcUQmkxFPT08ycODA2v5ZGLWEh4cHOXXqFH0/bdo00qFDB/p+69atpEmTJrUxtAZPq1atyObNm0mrVq2Iv78/cXV1JQCIg4OD0XlseP1ydHQk7u7uxNPTkwwZMqS2d8FmRo4cSYKCguh1Wdgv05dYLCZqtZoEBwcb7f+DBw/KXd9Mr3kKhYL+XywWEycnJyISieh7nucJAOLt7U1kMhkRi8VEIpEQhUJBpk2bVttfEaOaaFBu7Zo1a3D9+nU8fvyYaucIpeT18TVq1CgEBwdDrVZbVYE2xFCZl6nyNmyysrLg7u5O38fFxaF37970/XPPPYe7d+/WxtAaPMnJyWjevDmSk5ORmZmJ7OxsSCQS5Ofng+M4uLm50aoooXJJLBZDr9ejpKQEf/31V23vgs2sXbsWN27coNdlIQ3A9KXT6fD48WNcv379qabtSktLMXv2bBolEq6D06ZNAyEEW7ZsgVqthkqlgkwmw9q1a6toTxl1jQaVA/SsUdvdmxn1G3d3dyQnJ8PX1xdarRZnz57FF198Qf+em5tbThOIUTOUlJRAJpOhpKSEFmdIJBKqXK/T6VBaWori4mLo9XqUlpYaSXjUdl5PdWMth6mi0n5CCIKCgqhNQUEBOI5DZGQkFixYgLCwMOTn51N7S5W2jPoPc4AYjAZKdHQ0pkyZgm+//RY7duyAQqFAZGQk/XtiYiKCgoJqcYQNl6CgIBw+fBhBQUF49OgR8vPzodFoaO9CoT9Veno6AEClUtEKUgDPfOK6EAUHAF9fX6O/mcvrNExwBoBu3brR/wsVZf369QPHcYiOjjZKImftg55dmAPEYDRQvvrqKwwaNAhRUVFQqVRYt26dUaVibGwsevToUYsjbLiMHz8e7733Hlq2bImEhAQAoM6PIRKJBCKRyGgqEwAaN25cI+OsLUaOHEkbqAKwSSupIoSEaEEFmuM42NnZYe7cuU8/YEadpEFVgTEYjPLk5ORApVKVk1bIzMyESqWySb6BUfXExsbi119/RXZ2NtLT05GWlkajG/n5+bC3t4eTkxO8vLzKRXzGjh2LgQMH1saw6wWpqalYvnw5/v77b1y7dg0ZGRkoLi5GSUkJpFIpPDw80KdPH3zyySfw8vKq7eEyqgnmADEYDEYd4+DBg4iKikJcXJxZjZsuXbrYrAXGsI2UlBR8+eWX+Pzzz/Hxxx/T5SqVCt99910tjoxRXTAHiMFgMOoYgYGByM7OpgJ9ppdpkUiEtm3b4p133sGgQYNgb29fSyN9dkhISEDr1q1x9uxZtGrVii5n/fCeXRpUGTyDwWDUB27evIlDhw5hypQpCA8Ph0gkMqrIKy0txYkTJzB69Gg4ODggKCgIX3zxBe7cuVOLo2Yw6hcsAsRgMBh1nNTUVOzcuRNbt27F4cOHIRKJoNVqzdo6OTlh4MCBeOedd9C2bdsaHmn9hUWAGh4sAsRgMBh1HC8vL7zzzjs4ePAgcnJysGnTJrz66qtQKpXw8/ODSCSinc2zs7Oxdu1aREVFYdasWbU9dAajzsIiQAwGg1GPyM7OhoODA7Kzs1FaWoqsrCw4OjpSTSBDdXeRSARXV9faGmqdYtCgQQCA48ePIzMzk6pOm2IqpMjzPIsAPaMwHSAGg8Goo3z77bfw9/fHrVu3kJCQgPj4eNy9e9dqI2c3Nzfs378fzZs3r+HR1m0Ex1CpVCIvL8+ibpBQXSeXy+Hu7o6XXnqpRsfJqDlYBIjBYDDqKAEBAdi0aRNiYmLw+PFjZGVlQaVSITc3F4BxtILjODg6OsLOzg5NmzbFvn37anPoDEadhzlADAaDUUeRy+W4du0aQkJCaMsGALSJs7+/P638EolEsLOzo/8X2mUwGAzzsCRoBoPBqKM4Ojri7t27cHR0BCEECoXCaNomOzub9sUSpsWE5qgMBsM6LAeIwWAw6iiDBg3C8OHDIRKJoNfrUVBQYJT7k52dDaAsUdfd3R08X/ZMa9jMk8FgmIc5QAwGg1FHWbhwIU2C5nkeZ86cQX5+Ph4+fEidIpFIhLCwMCOnp3v37rU4agajfsBygBgMBoPBYDQ4WA4Qg8Fg1GGSkpLw/vvvo3379vD09IRCoYBUKgXP8+B5HiKRCDKZDJ6enhg5ciRu3rxZ20NmMOoFLALEYDAYdZS9e/eif//+8Pf3x40bNyxq/whwHAexWIzffvuNTYMxGBXAHCAGg8Goo7Rq1Qo9e/bE3r17kZqaSpfn5eVBq9WiTZs2SE5OLvc5b29vnD17tiaHymDUO5gDxGAwGHUUOzs7nD9/HhEREUbl74QQ6HQ67N27F3379i33OZ7nUVRUVJNDZTDqHawKjMFgMOoorq6uOHfuHFxdXVFYWEiXFxcXo7S0FLt374a9vX25zykUipocJoNRL2EOEIPBYNRRxowZg7fffhtt27bF4cOHUVpaSlWgAWDRokW0C7zwEovFmDBhQi2PnMGo+7ApMAaDwaijEEKwaNEizJs3zygHyBIajQYzZszAhAkTwHFcDYyQwai/MAeIwWAw6gFCA1TT/wuo1Wqo1eqaHBKDUa9hU2AMBoNRhykpKcGhQ4dw7do1eHp64s8//0RWVhakUim0Wi1KS0sREBCAf/zjH1CpVAAAT09P+n8Gg2EeFgFiMBiMOsrt27fRq1cv3Lp1q8KqrpCQEEilUgBAhw4dsGrVqpoYIoNRb2EOEIPBYNRRBgwYALVajZycHOzatQtubm548OAB/bvQAZ7jOLi6ukIsLgvqKxQKXL9+vbaGzWDUC5gDxGAwGHUUZ2dnHDt2DO3bt0dmZibUarVR/o9MJkNxcTEAQCqV0sRnnudRUFBQK2NmMOoLLAeIwWAw6ih6vZ6WvgOA6fOq4XuZTAaRSAQAdCqMwWBYhjVDZTAYjDpKjx49sGjRIvTo0QMcx8HR0dGovF2r1VL9H5lMBplMBrlcjujo6FocNYNRP2BTYAwGg1FHuXv3Lnr16gWtVosbN25UaM/zPAIDA3H06FG4ubnVwAgZjPoLc4AYDAajDlNSUoItW7bg77//xtmzZ/Ho0SNkZ2cjPz8fQFkHeIVCgYCAALz66qsYPXo05HJ5LY+awaj7MAeIwWAw6iA6nQ5hYWHYvn07BgwYAJ1OZ/R3juOwd+9eNGnSpJZGyGDUb1gSNIPBYNRBJBIJioqKIJFIUFxcjJKSktoeEoPxTMEiQAwGg1FHmTVrFq5du4bg4GBs27atXBVYREQEYmNjqf4Pg8GwHeYAMRgMRh1l4MCB+OOPP6DVaqnejyV4nodEIoGTkxNeeOEFbNu2rYZGyWDUT1gZPIPBYNRRHBwcMHjwYPj6+kKtVkMsFpvt8s5xHHieh1QqhVKphEajqYXRMhj1CxYBYjAYDAaD0eBgESAGg8FgMBgNDuYAMRgMRh2idevWyMrKQuvWrSGXyyGXy8HzPFV8tvbieR4KhQKtW7eu7d1gMOo8rHSAwWAw6hAvv/wyUlNT8fLLL9Pqrnv37iE3N5cmQuv1euj1evB82TOsWCyGnZ0dHBwc4O/vj06dOtXW8BmMegPLAWIwGIw6Bs/zeO6553Dq1Klype8A0KhRI0ycOBGjR4+GWq2uhREyGPUfNgXGYDAYdYy4uDg0bdoUdnZ2tMO7Ibdv38aECRPg6OiI3r1748iRI7UwSgajfsMiQAwGg1FHyc/Px9atW/Hjjz/i6NGjEIvFFhWhnZyc8O677+K9996Dh4dHDY+Uwah/MAeIwWAw6gE3btzAmjVrEBsbiwcPHoDjOOj1+nJ2HMehb9++2LlzZy2MksGoPzAHiMFgMOoJ+fn52LRpE6ZMmYKsrCzI5XIUFhaWs+N5HqWlpbUwQgaj/sBygBgMBqOOc/jwYYwaNQqurq4YN24csrKyAKCc8yMWi9G/f38cPXq0NobJYNQrWBk8g8Fg1EFSU1Oxdu1a/PDDD0hOToZIJLIY1QkKCsKkSZMwYsQIKJXKGh4pg1E/YVNgDAaDUcfo3bs3Dhw4AJ7nodVqzdrI5XLExMRg0qRJCA0NreERMhj1HxYBYjAYjDqGRCLBL7/8gh9++AEPHjwopwU0bdo09O/f32yJPIPBsA0WAWIwGAwGg9HgYEnQDAaDwWAwGhzMAWIwGAwGg9HgYA4Qg8FgMBiMBgdzgBgMBoPBYDQ4mAPEYDAYDAajwcEcIAaDUe3cv38f77//PgIDAyGTyeDr64t+/frhjz/+sOnza9euhYODQ/UOksFgNCiYDhCDwahWbt26hQ4dOsDBwQFz585FREQEdDod9u7di/Hjx+PKlSu1PcRKo9PpIJFIansYDAbjKWARIAaDUa2MGzcOHMfh5MmTGDx4MEJCQtC0aVNMnDgRx48fBwAsWLAAERERUCqV8PX1xbhx45CXlwcAOHToEEaPHo2cnBxwHAeO4zBjxgwAQHFxMSZNmgRvb28olUq0a9cOhw4dMtr+999/D19fXygUCgwcOBALFiwoF01auXIlgoKCIJVKERoaig0bNhj9neM4rFy5Ev3794dSqcTMmTMRHByMefPmGdmdO3cOHMfhxo0bVfcFMhiM6oEwGAxGNZGRkUE4jiOzZs2yardw4UJy8OBBkpycTP744w8SGhpK3n33XUIIIcXFxWTRokXE3t6epKWlkbS0NJKbm0sIIeStt94i7du3J4cPHyY3btwgc+fOJTKZjFy7do0QQkh8fDzheZ7MnTuXXL16lSxfvpw4OTkRjUZDt71t2zYikUjI8uXLydWrV8n8+fOJSCQiBw8epDYAiJubG4mNjSVJSUnk9u3b5Ouvvybh4eFG+/HPf/6TdOzYsSq+OgaDUc0wB4jBYFQbJ06cIADItm3bKvW5//u//yPOzs70/Zo1a4ycFkIIuX37NhGJROTevXtGy7t27UqmTp1KCCFk6NChpE+fPkZ/j4mJMVpX+/btyZgxY4xshgwZQqKjo+l7AOSDDz4wsrl37x4RiUTkxIkThBBCtFotcXFxIWvXrq3UvjIYjNqBTYExGIxqg9jYaefAgQPo2rUrvL29oVarMWLECGRkZKCgoMDiZ86fP4/S0lKEhIRApVLRV1xcHJKSkgAAV69exfPPP2/0OdP3ly9fRocOHYyWdejQAZcvXzZa1rZtW6P3Xl5e6NOnD2JjYwEAv/76K4qLizFkyBCb9pnBYNQuLAmawWBUG40bNwbHcVYTnW/duoW+ffvi3Xffxddffw0nJyfEx8fjzTffhFarhUKhMPu5vLw8iEQinDlzplxTUJVKVaX7AQBKpbLcsrfeegsjRozAwoULsWbNGgwdOtTieBkMRt2CRYAYDEa14eTkhJ49e2L58uXIz88v9/fs7GycOXMGer0e8+fPxwsvvICQkBCkpqYa2UmlUpSWlhota9WqFUpLS/Hw4UMEBwcbvTw8PAAAoaGhOHXqlNHnTN83adIER48eNVp29OhRhIeHV7h/0dHRUCqVWLlyJfbs2YM33nijws8wGIy6AXOAGAxGtbJ8+XKUlpbi+eefx7///W9cv34dly9fxpIlS/Diiy8iODgYOp0OS5cuxc2bN7FhwwasWrXKaB3+/v7Iy8vDH3/8gfT0dBQUFCAkJAQxMTF4/fXXsW3bNiQnJ+PkyZOYPXs2fvvtNwDA+++/j99//x0LFizA9evXsXr1auzevRscx9F1T548GWvXrsXKlStx/fp1LFiwANu2bcOkSZMq3DeRSIRRo0Zh6tSpaNy4MV588cWq/fIYDEb1UdtJSAwG49knNTWVjB8/njRq1IhIpVLi7e1N+vfvT/78809CCCELFiwgnp6eRC6Xk549e5L169cTACQrK4uu45133iHOzs4EAJk+fTohpCzx+PPPPyf+/v5EIpEQT09PMnDgQJKYmEg/99133xFvb28il8vJgAEDyMyZM4mHh4fR+FasWEECAwOJRCIhISEhZP369UZ/B0C2b99udt+SkpIIADJnzpyn/p4YDEbNwRFiY5Yig8FgPAOMGTMGV65cwZEjR6pkfUeOHEHXrl1x9+5duLu7V8k6GQxG9cOSoBkMxjPNvHnz0L17dyiVSuzevRvr1q3DihUrnnq9xcXFePToEWbMmIEhQ4Yw54fBqGewHCAGg/FMc/LkSXTv3h0RERFYtWoVlixZgrfeeuup1/vzzz+jUaNGyM7Oxpw5c6pgpAwGoyZhU2AMBoPBYDAaHCwCxGAwGAwGo8HBHCAGg8FgMBgNDuYAMRgMBoPBaHAwB4jBYDAYDEaDgzlADAaDwWAwGhzMAWIwGAwGg9HgYA4Qg8FgMBiMBgdzgBgMBoPBYDQ4/h+60Lsf1LEVEAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "birds.plot(x=\"Category\", kind=\"bar\", stacked=True, title=\"Birds of Minnesota\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This bar chart, however, is unreadable because there is too much non-grouped data. You need to select only the data that you want to plot, so let's look at the length of birds based on their category.\n", "\n", "Filter your data to include only the bird's category.\n", "\n", "✅ Notice that you use Pandas to manage the data, and then let Matplotlib do the charting.\n", "\n", "Since there are many categories, you can display this chart vertically and tweak its height to account for all the data:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "category_count = birds.value_counts(birds[\"Category\"].values, sort=True)\n", "plt.rcParams[\"figure.figsize\"] = [6, 12]\n", "category_count.plot.barh()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This bar chart shows a good view of the number of birds in each category. In a blink of an eye, you see that the largest number of birds in this region are in the Ducks/Geese/Waterfowl category. Minnesota is the 'land of 10,000 lakes' so this isn't surprising!\n", "\n", "✅ Try some other counts on this dataset. Does anything surprise you?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing data\n", "\n", "You can try different comparisons of grouped data by creating new axes. Try a comparison of the MaxLength of a bird, based on its category:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "maxlength = birds[\"MaxLength\"]\n", "plt.barh(y=birds[\"Category\"], width=maxlength)\n", "plt.rcParams[\"figure.figsize\"] = [6, 12]\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nothing is surprising here: hummingbirds have the least MaxLength compared to Pelicans or Geese. It's good when data makes logical sense!\n", "\n", "You can create more interesting visualizations of bar charts by superimposing data. Let's superimpose Minimum and Maximum Length on a given bird category:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "minLength = birds[\"MinLength\"]\n", "maxLength = birds[\"MaxLength\"]\n", "category = birds[\"Category\"]\n", "\n", "plt.barh(category, maxLength)\n", "plt.barh(category, minLength)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this plot, you can see the range per bird category of the Minimum Length and Maximum length. You can safely say that, given this data, the bigger the bird, the larger its length range. Fascinating!" ] } ], "metadata": { "interpreter": { "hash": "70b38d7a306a849643e446cd70466270a13445e5987dfa1344ef2b127438fa4d" }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 4 }