{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"2020-10-29 - class #8 - activities.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"BRAp37uklN9X"},"source":["# Class \\#8 activities"]},{"cell_type":"markdown","metadata":{"id":"0dWbgIX_lSyQ"},"source":["## Code from Video Lesson \\#8 "]},{"cell_type":"code","metadata":{"id":"1J7Woi6olF45","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604079107012,"user_tz":420,"elapsed":17058,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"11fdd894-1cb8-4e5b-80d0-ea15477dd2e4"},"source":["# Upload file to Google Drive, then save filepath\n","\n","# NOTE: you'll need to change this variable to match your own filepath\n","filepath = 'drive/My Drive/OCEAN 215 - data/nino34.long.data.txt'\n","\n","# Give Colab access to Google Drive\n","from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"lk6GV73pKTxc","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604079107658,"user_tz":420,"elapsed":17694,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"1a11a159-0c33-4bea-9731-28aa44c4dd7e"},"source":["# Load file into Colab\n","import numpy as np\n","\n","years = np.genfromtxt(filepath,skip_header=1,skip_footer=5,usecols=0,dtype=int,delimiter=None)\n","print(years.shape) # Check dimensions of the years NumPy array\n","\n","data = np.genfromtxt(filepath,skip_header=1,skip_footer=5,usecols=range(1,13),dtype=float,delimiter=None)\n","print(data.shape) # Check dimensions of the data NumPy array\n","print(data) # Get a preview of the data by printing"],"execution_count":null,"outputs":[{"output_type":"stream","text":["(151,)\n","(151, 12)\n","[[ 25.58 25.57 26.43 ... 25.82 25.86 25.79]\n"," [ 26.33 26.18 26.83 ... 26.4 26.35 26.01]\n"," [ 25.86 26.14 26.76 ... 25.79 25.86 25.71]\n"," ...\n"," [ 25.72 26.03 26.53 ... 27.57 27.65 27.56]\n"," [ 27.09 27.38 28.06 ... 27.29 27.39 27.1 ]\n"," [ 27.22 27.25 27.62 ... -99.99 -99.99 -99.99]]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"abI47aZCKWol","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604079107659,"user_tz":420,"elapsed":17687,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"0ed8196c-2273-4860-cbd1-a28c40d781db"},"source":["# Mask out the missing data using np.NaN (a placeholder)\n","data[data == -99.99] = np.NaN\n","\n","# Check updated array\n","print(data)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[[25.58 25.57 26.43 ... 25.82 25.86 25.79]\n"," [26.33 26.18 26.83 ... 26.4 26.35 26.01]\n"," [25.86 26.14 26.76 ... 25.79 25.86 25.71]\n"," ...\n"," [25.72 26.03 26.53 ... 27.57 27.65 27.56]\n"," [27.09 27.38 28.06 ... 27.29 27.39 27.1 ]\n"," [27.22 27.25 27.62 ... nan nan nan]]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"NgI7PyRAKoAl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604079107660,"user_tz":420,"elapsed":17679,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"766ce3ed-3ce2-4e7d-c121-7d73c0045629"},"source":["# Reshape from 2D to 1D, because the data is a time series\n","data_1d = np.reshape(data,(data.size,))\n","print(data_1d)\n","\n","# Alternate way of reshaping a 2D array to a 1D array\n","data_1d = data.flatten()\n","print(data_1d)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[25.58 25.57 26.43 ... nan nan nan]\n","[25.58 25.57 26.43 ... nan nan nan]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"B6zuOzQ1KYxB","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604079107660,"user_tz":420,"elapsed":17670,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"b06ebda4-d0a4-4348-8480-511d4f53f55e"},"source":["# Construct 1-D time array (for x-values, because we plot x-values vs. y-values)\n","# We want it to look like this:\n","# [ January 15, 1870,\n","# February 15, 1870,\n","# March 15, 1870,\n","# ...\n","# November 15, 2020,\n","# December 15, 2020 ]\n","from datetime import datetime\n","\n","all_months = np.tile(range(1,13),len(years))\n","# print(all_months)\n","\n","all_years = np.repeat(range(1870,2021),12)\n","# print(all_years)\n","\n","datetimes = [datetime(all_years[idx],all_months[idx],15) for idx in range(data.size)]\n","datetimes = np.array(datetimes) # Because we prefer arrays, not lists\n","print(datetimes)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[datetime.datetime(1870, 1, 15, 0, 0) datetime.datetime(1870, 2, 15, 0, 0)\n"," datetime.datetime(1870, 3, 15, 0, 0) ...\n"," datetime.datetime(2020, 10, 15, 0, 0)\n"," datetime.datetime(2020, 11, 15, 0, 0)\n"," datetime.datetime(2020, 12, 15, 0, 0)]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"B2JLTQFyKaC6","colab":{"base_uri":"https://localhost:8080/","height":295},"executionInfo":{"status":"ok","timestamp":1604080424191,"user_tz":420,"elapsed":624,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"3176fc60-806b-431c-c4c9-e81517ce74c5"},"source":["# Plot the El Niño index\n","import matplotlib.pyplot as plt\n","\n","plt.subplots(figsize=(16,4))\n","plt.plot(datetimes,data_1d,color='k',lw=1) # color options: https://matplotlib.org/3.3.2/gallery/color/named_colors.html\n","plt.scatter(datetimes,data_1d,s=4,c='darkorange')\n","plt.title('Niño 3.4 index')\n","plt.xlabel('Time')\n","plt.ylabel('Average sea surface temperature (°C)')\n","plt.grid()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"HOdzj6Iir_mi"},"source":["## In-class live coding\n","\n","Note that we care about the state of El Niño in the Pacific Northwest because it affects our weather. For instance, we're currently in a La Niña state, which tends to bring colder, rainy weather to Seattle:\n","\n","https://www.cpc.ncep.noaa.gov/products/analysis_monitoring/enso_advisory/ensodisc.shtml"]},{"cell_type":"code","metadata":{"id":"dIOAmigrKsj8","colab":{"base_uri":"https://localhost:8080/","height":312},"executionInfo":{"status":"ok","timestamp":1604079108231,"user_tz":420,"elapsed":18221,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"f7d74e8f-8ecc-4c2c-ec56-45fbee8afe4a"},"source":["# Goal: zoom into just a portion of the x-axis (years 1980-2020)\n","\n","fig, ax = plt.subplots(figsize=(16,4))\n","plt.plot(datetimes,data_1d,c='k',lw=1) # color options: https://matplotlib.org/3.3.2/gallery/color/named_colors.html\n","plt.scatter(datetimes,data_1d,s=4,c='darkorange')\n","plt.title('Niño 3.4 index')\n","plt.xlabel('Time')\n","plt.ylabel('Average sea surface temperature (°C)')\n","plt.grid()\n","# plt.xlim(datetime(1980,1,1),datetime(2020,12,31)) # Option 1 (call xlim() on the plt module)\n","# ax.set_xlim(datetime(1980,1,1),datetime(2020,12,31)) # Option 2 (call set_xlim() on the axes object saved from plt.subplots())\n","plt.gca().set_xlim(datetime(1980,1,1),datetime(2020,12,31)) # Option 3 (call set_xlim() on the current axes)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(722815.0, 737790.0)"]},"metadata":{"tags":[]},"execution_count":8},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA6wAAAEWCAYAAABi9Rp+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd3hUVfrHP2fSQ3oICSEEQgnSka6AVBuKBXfVFbGsCgh2V93VXd3V3XXX9ltdsbcV3XVVLFRBSpYioffeAoH03hOSOb8/UkyZSSYzd5JJ8n6eZx6YW8595+Tec8/3vO95j9JaIwiCIAiCIAiCIAiuhqm1DRAEQRAEQRAEQRAES4hgFQRBEARBEARBEFwSEayCIAiCIAiCIAiCSyKCVRAEQRAEQRAEQXBJRLAKgiAIgiAIgiAILokIVkEQBEEQBEEQBMElEcEqCIIgCLVQShUopXrV+v4rpVSqUmqSUmqlUsq7Ne2rj1IquspmNzvPT1BKTTPaLkEQBEEwAhGsgiAIQoehSpylKaU61dp2r1Iqrvq71tpPa32q1mmXAROAh4DTWusSO6/9mVIqWSmVp5Q6ppS618bz1iqltFLK3dJ+rfXZKpsr7LFLEARBEFwZiy8/QRAEQWjHuAEPA3+15WCt9f1V/53p4HVfBO7RWpcqpS4C4pRSu7XWO62doJSaBXg4eF1BEARBaLOIh1UQBEHoaLwM/EYpFWRpZ5U3s0/V/z9RSi1USi1XSuUrpbYqpXrXOvZSpdR2pVRu1b+XWruo1vqg1rq0+mvVp7e145VSgcBzwJON/RilVM/aHlilVJxS6gWl1OYqm1crpTrXOn62UuqMUipTKfVMvbJMSqnfKqVOVu3/UikVUrXvbaXU4lrH/r3K+6sas08QBEEQHEEEqyAIgtDR2AHEAb+x8fhbgT8BwcAJ4C8AVUJuOfAGEAq8BixXSoVaK0gp9ZZSqgg4AiQDKxq57l+Bt4EUG+2szW3A3UAXwJOq36qUGlBV5mwgssruqFrnPQjcAEys2p8NLKza9zgwWCl1l1JqAnAPcKfWWtthnyAIgiDYhAhWQRAEoSPyLPCgUirMhmO/1Vpv01qXA58Dw6q2XwMc11ov0lqXa63/Q6UQnWGtIK31fMCfyjmx3wCllo5TSo0ExgH/tPUH1eNjrfUxrXUx8GUtm38BLNNab6jy9v4BMNc6bx7wjNb6XNX+PwK/UEq5a62LqBS6rwGfAQ9qrc/ZaZ8gCIIg2IQIVkEQBKHDobU+ACwDfmvD4bU9nEWAX9X/I4Ez9Y49A3Rr4toVWutNVHo276+/XyllAt4CHq4SyfbQmM2JtWwpBDJrHdsD+FYplaOUygEOAxVAeNXxW4FTgKJSCAuCIAiCUxHBKgiCIHRUngPuowmB2QhJVAq82kQD52083x3Lc1gDgJHAf5VSKcD2qu3nqkJxHSEZ6F79RSnlS2VYcDWJwNVa66BaH2+t9fmq4xcAXlT+9kbn1gqCIAiCEYhgFQRBEDokWusTwH+pXK7GHlYAsUqp25RS7kqpW4ABVHpu66CU6qKUulUp5aeUclNKXQn8ClhrodxcKj2hw6o+06u2jwC22mlrNV8D1yqlxiulPIHnqdsXeAf4i1KqR5XdYUqp66v+Hwv8GbidytDgJ5VSwxAEQRAEJyKCVRAEQejIPA90avIoC2itM4FrqUxGlEmlx/FarXWGpcOpDP89R2Uio1eAR7TWSwCUUtFKqQKlVLSuJKX6A6RXlZGqtS6zx9ZaNh8EFgD/ptLbml1lUzWvA0uA1UqpfCAeGFOVgfgz4O9a671a6+PA08AipZSXIzYJgiAIQmMoSe4nCIIgCIIgCIIguCLiYRUEQRAEQRAEQRBcEhGsgiAIgiAIgiAIgksiglUQBEEQBEEQBEFwSUSwCoIgCIIgCIIgCC6Je2sbYAtBQUG6T58+rW1Gu6SwsJBOnexKkCk0gdSt85C6dR5St85D6ta5SP06D6lb5yF16zykbp2Hs+p2586dGVrrsPrb24RgDQ8PZ8eOHa1tRrskLi6OSZMmtbYZ7RKpW+chdes8pG6dh9Stc5H6dR5St85D6tZ5SN06D2fVrVLqjKXtEhIsCIIgCIIgCIIguCQiWAVBEARBEARBEASXRASrIAiCIAiCIAiC4JKIYBUEQRAEQRAEQRBcEhGsgiAIgiAIgiAIgksiglUQBEEQBEEQBEFwSUSwCoIgCIIgCIIgCC6JCFZBEARBEARBENo0JSvmkvMXN1izoLVNEQxGBKsgCIIgCIIgCG2af779Ple/b0bvfae1TREMRgSrIAjthn3v3YJ+VUZXBUEQBKGjsa+4L9vOwoqSq1rbFMFgRLAKgtAuKCkpYdi8L3n2BzPse7e1zREEQRAEoQU5lO3HE08+xe+/TsJsNre2OYKBiGAVBKFdcO7cOboE+fDVXnhjQ4V4WQVBEAShg2A2mzly5AhPP/007kXnGdrNjfvvu4tTz0jUVXtABKsgCO2CxMREYgeN5NPbTLwbj3hZBUEQBKGDkJCQQGhoKAEBAfx4RyYf3wKB/j5sOiVRV+0BEayCILQLEhMT6d69OxGjZ5FfCgyZ29omCU4g4bPZbHlIRswFQRCEnzl06BADBw4EIGjMPEZGuzG4fyz7U5T0B9oBTQpWpdRIpdSjSqmXlVLPK6VuVkoF23Bed6XUeqXUIaXUQaXUw1Xbhyqltiil9iulliqlAoz4IYIgdGwSExOJjo7G/+rXydOBMG1ha5skGExeXh5XP/4Zj34vI+aCIAjCzxw6dIgBAwZUfpm2EB4rp9egsezzvFz6A+0Aq4JVKXW3UmoX8DvABzgKpAHjgTVKqX8ppaIbKbsceFxrPQAYCyxQSg0APgB+q7UeDHwLPGHMTxEEoSNz9uxZunfvjr+/PwUFBWitW9skwUDMq+dzx6WBjI0N4kAKFPT9dWubJAiCILgIBw8erPGwVtOrVy/27dvXShYJRtKYh9UXGKe1vklr/Vet9Qda6ze11g9prUcA/wf0tXay1jpZa72r6v/5wGGgGxALbKg67EfgJiN+SHvnhxdncM8YE+lfW+ikrVkgS3kIHZ7qkGB3d3c8PT0pKipqbZMEA1n3zbuczIR3Z+Rx8ejxbPH+JQC73r6Zwhel/RMEQejI1PGwVtGlSxeKi4tJT09vJasEo3C3tkNr3aj/XGu9x9aLKKV6AhcDW4GDwPXAd8Avge5WzpkDzAEICwsjLi7O1su1O8rLy7nvjXh69xhMv3u/5oGNF5g8dRoqoAcAO9aX899lfXj56V7QzHoqKCjo0HXrTKRunYeluj1y5AipqanExcXh7e3NqlWrCAkJaR0D2zCuet++n3oFIyeY+an/LHrsW82iRYvQWnPzUyuYPXMGN/VqfvvX0rhq3bYXpH6dh9St85C6dRyz2cyBAwfIyMioU5eFhYVER0ezaNEihg8f3noGtkNa/L7VWlv8AC8Dcy1snwv8zdp5Fo73A3YCM6u+XwSsrtr2HJDZVBmxsbG6I/Puu+/qqRdHaf2qm45/ED0gHH3jIHTeX0xa/zhfTxwSqft0Rusf5ze77PXr1xtvsKC1lrp1JpbqNiAgQGdmZmqtte7Tp48+evRoC1vVPnDV+3bw4MF6y5YtWmutV61apSdMmKA//PBDHRrgrS+Pta/9a2lctW7bC1K/zkPq1nlI3drGM7eN0P+epSy29acX3a6jAhu+B9avX6/nz5+v//GPf7SUmR0GZ923wA5tQQs2FhI8BXjPwvb3gWttEcNKKQ9gMfC51vqbKoF8RGt9ha4MK/4PcNKWsjoqRcvm8PyTc3nxnjHwWDljrpvPrsdM+HnB3V+YiV/6DgeTysgyh8ikcidSsmIuh5+SsENXJS8vj/LycoKDK/PBBQQEkJ+f38pWCUaRnJzMuXPnGDlyJACXXnopu3bt4tVXX+W9jz8nPtmfvNEvtrKVgiAIgjP46KOPeO2rnfx7l7aYcG/P2n8zKAKL+wYPHizzWNsBjQlWryqlWwettRlQTRWslFLAh8BhrfVrtbZ3qfrXBPweeKe5RnckVi/+kP5dYFTpd5Ubpi3E68kK3n9+Ludy4fqPzDzzy37k5uZiNptb19h2zL8+fp+7v5DMpK5K9fzVymYH/P39ycvLa2WrBKP48ccfmTJlCu7ulbNY/Pz8GNi9EzrzEDf6r+HSSy9l9erVrWylIAiCYDR73rmF3z58D6t+E8OG01A+8L4Gx6zPGcikPpaXrxkyZAj79+9vCVMFJ9KYYC1WSjVIqlS1rdiGsscBs4EpSqk9VZ/pwK+UUseAI0AS8LEddncYNhUMtvgQek1/h8V3mRgfA/d134Kfnx+5ubmtZGX759uEKE5nIWt5uSjVgrUa8bC2L1avXs0VV1xRZ9ucIem8eDWo/e8xY8YMli5d2krWCYIgCM7i68VfMWcMTOh8lp6xQ9gReGeDY9YeNzPlua0WIw0HDRrEwf27iX9IUfp3JZFybZTGBOuzwEql1F1KqcFVn7uB5VX7GkVrvUlrrbTWQ7TWw6o+K7TWr2utY6s+v7XkxRV+ZlOiN+OfWm/xIew2YR6L73Kj06h5hISEkJWV1QoWtn9ycnL46WgOeeXeFF7yUmubI1jg7NmzREf/vMqWeFjbJtnf3sPBJ92oWHV/zba0tDRWLVvM5Wfur9PRuOe++7l+sBsMmcu1117Liu+/pOIVCdsXBEFoT+zIiWJ0tAmGzGXKlCmsW7euzv7U1FTOnz9vNalSQEAAT02s4P7F0PtF2LZMAjvbIlYFq9Z6JXADMBn4pOozCbhJa72iBWzr8BQVFbF//35GjRpl+YCqhZGZtlAEqxNZtmwZkydPpmfPniQkJLS2OYIFxMPaPrj/+Y+Z/JaZkBve4Y6RJr5aEM2Y/uHcP6qEmJB6Ifm12r8ePXrQK7CEpQclbF8QBKG9oLVmZ0IxI/+cCNMWMnXq1AaCdf369UycOBE3Nzer5Tz7m/vZ/Ri8NROu/Uix9B4Z3GxrNOZhRWt9QGt9p9Z6RNXnTq21BIK3ENu3b2fw4MH4+vo2eawIVufxzTffMHPmTGJiYjh9+nRrmyNYoL5gdYaHNWPxrzn7B3nJOYujR4+yLsGbU8+YOP4UDOmqeWlJIn+5Cp6/ClBujYbkP3nXlfxlLejBc1rOaEEQBMFpnD17Fg8PDyIjIwG47LLL2Lp1KyUlJTXHrFu3jilTpjRe0LSF8Ljmuo80/7jOzAdbZXCzrWFVsCqlIpRSL1Z9IlvSKKGSzZs3M27cOJuOFcHqHAqXzmHtym+Z4b+BmJgYTp061domCRY4u3cN3bfNqRGTzvCwPvn3T3h+tbzknMXf/vY3Hnj0t/j9roIu4+fzm8lubH9hELeNcIOh82u8qda48bkVFPr150d9QwtaLQiCIDiLHTt2MGLEiJrvAQEBXBzjz8OTfcn7/j7KVs5j7TfvM8XnJ5vL7DX6RlLykZwkbYzGPKyfVX0WVX2EFkL/OB9ec2fTd+8yfvx4m84RweocPv/0Ayb1hpCEf4mH1YVJPHee6KCfxaTRHtbMzEz+vcfE+TzkJecEznx+B0u+/IQHB5+p3FAd7nvX/iaFajUmk4mnr4vkT3OvrGxDBUEQhDbNzp07a5Yzq+a7m1Mxa03PX31A8PXvEhMCA/O+srnMiOteJYVoWQqyjdGYYC0Eoqs+pS1jjgAw4u636f3XCuL2nOXS8iU2nSOC1Xi01ry5M5gHx1dO9hfB6pqYzWYSc92IDjbViEmjPawffPABFw0YxHmPwfKScwIbV3zG5bEQfPpfDpXzq87rKbkAn38iSTUEQRDaOjt27GggWEPGzuP9m93Y/Sik/RHWzAU1dJ7NZYaHh5OSkoLkfG1bNCZYb6NSrMYAv2oZcwSAk9mefH4bLLkbwhNtc26HhISQmZnpZMs6Fhs3buSCVxemvl3p4RHB6pqkpqYSEBSC728rasSkkR7WilX389bff8tffxlFUlKSIWUKdckMvJSwTpbX0GsObsPm8dZNJp78wUeW+RIEQWjDaK0bhAQDNRE4PSbPp5N31ZSRZgwk+/j44O3tTU5OjsEWC86ksSzBhVrrd7XWb2ut5c3fQpSVlVFUZmbMjPuZ1q/xJCO1EQ+r8fzz97/mgf5HUWsfAKgRrDIq51okJCTQo0ePOtuM9LDuXPke/p5wlddK8vPz6yR7EIwhs/MUQqc967j3etpCxrxewTVjevDnG4IlQZYgCEIb5cznd+BrzibiwAuWD6iVKb65REREkJqa6qCFQkvSWNKl3yulghvZP0Upda1zzOq4ZGRkEBoairr8rWY9iKGhoSJYDSQvL49V204ye4SumRcZHByMyWSSenYxzpw5Y1GwGuVhzQ6fTmQgmIbNo2vXruJldQKZmZmEhoYaVt7vhx/l422a4p0SGiwIgtAWSdn+b7oF4JREhxEREaSkpBheruA8GgsJ3g8sU0qtVUq9rJR6Uin1rFJqkVJqPzAD2NoyZrYvLvwwj/XzLS+PkZGRQefOnZtdpnhYjWXVqlWMGxJNgE9dL7eEBbselgSrv7+/YR7W/L534j9oJkxbSGRkJOfPnzekXOFnjBasPSbNY3gUfJvbxFIHgiAIgkuSH3kN/t44JdGhCNa2R2Mhwd9rrccB84CDgBuQR2Xm4NFa60e11uktY2b74tOP3+P2zy0vj5GRkUFYWFizyxTBaizLli3j2jufbODlFsHqepw5c4aePXvW2Wakh7WgoAB/f38AunXrJh5WJ2C0YGXaQu594b98uNVsXJmCIAhCi5Hf9y78B97glESHIljbHo15WAHQWh/XWn+itX5Ra/0PrfUqrXVxSxjXHikvL+dvmwLIKcHiqJF4WFufiooKVqxYwbXXNox4jzGd4vS/bpG5cS6E0z2s+fl1BKt4WI3HcMEKXH/99ezb+ROnnrEczSIIgiC4LrXfvUZTnSlYaDs0KVgFY/nqq68IjxlEmdmdCxP/0WC/vYI1ODiY7OxsSQhkAPHx8URGRjYQQQCD3Pex67x2ypwKwT4aE6xGPA8iWJ2PMwSrl5cXN1xUyvJDlqNZBEEQBNfFmYJVPKxtDxGsLcyLzzzAM/23EOjrbnHZhfT0dLsEq6enJ97e3oauPdlRWfrPB5nRZb9Fr8xl029j4ynQg+e0gmVCfbTWFgWrm5sb3t7eFBYWOnyN2i/NyMhICQl2As4QrABhMReTV+r4cjmCIAhCy+JswSpZgtsWIlhbkKKiIo4lZnFVPzNBHiUW14Cy18MKEhZsFJu27mZqH8te1F6zF6E7deVUr8dbwTKhPtnZ2ZhMJoKCghrsM2ppG/GwOpfS0lJKS0ud0jHxHXgjxcOfdsocKEEQBMF5iIfV+aR9dTfbH2kb02aaFKxKqdiqTMEHqr4PUUr93vmmtT9SU1OJCPVHmdwICgmzKljtSboEIliNIr08iK4BJoteGaUUl112GRs3bmwFy4T6WPKuVuPv729I4iURrM4lKyuLkJAQlFKGl+3r60tRUZHh5QqCIAjORQSrczl06BBj5n3CTf8yY97j+kvA2eJhfR/4HXABQGu9D7jVmUa1V1JSUgjv0R8eKyew+2DxsLooGUUmOj+RatUrM2HCBDZs2NDCVgmWaEywGulh9fPzA34OCZa54sbhrHBgEMEqCILQVnGmYA0LCyMjI4OKigqnlO/qFCydw6QxA3n+pm4EeMMW9+tb26QmsUWw+mqtt9XbVu4MY9o7KSkpREREABAUFCSC1QWpqKggLy+P4OBgq8eIh9V1sLSkTTXO8LB26tQJLy8vsrOzHS5XqEQEqyAIRlC6Yh6Hnmwb4Y1C0+Tl5TlNsHp4eBAUFERGRoZTynd1TsR9SIQ/zL4ohVsXvMAXJ7u1tklNYotgzVBK9QY0gFLqF0CyU61qp6SmpjYpWO1NugSVgjUzM9MhGzs62dnZBAYG4ubmZvWYgQMHkpmZSXKyPAatzcm4D4k5u9BiB8UZc1hBwoKNxpmC1cfHRwSrk8lfch9lL4lIEFqfpf99n7u+kKzg7QVnelihYydeSgi4gpgQYMhcbrnlFr766ivKy13bF2mLYF0AvAtcpJQ6DzwCzHOqVe2UpjysWmuHPKyhoaHiYXWQjIyMJjvPJpOJ8f0CWflIN+mkGcGaBfCau111uXnHfsZGW06Q5QwPK4hgNRrxsLZtFjz/IYt2iEgQWp895RdzJhvJCt5OaAnB2lHnsZ4OuIKeUx+CaQvp27cv3QLM/O8BL5fu0zYqWJVSbsB8rfU0IAy4SGs9Xmt9pkWsa2c0JVgLCwtxc3PD19fXrvIlJNhxbB0weGLEWZ5bpSnY7voT1V0ZrTV/fvVtJrxZ0ewOb15eHscyPRjZ3XKCLKd5WFUi5z+e7tINe1tCBGvbZl92CMn5snSQ0PrszetKWgEUj3ulzvZnbx/FrOGKxycqabediP5xPqefMS7awumCVZ8l5ZOrOuQ9kZCQUGc61Y29M1h5xLUHHhsVrFrrCmB81f8LtdayyKcD1Bes9ddhdcS7ChCcvJysjf/XIR8+o7D1bzDhhnlM7qN4Yc/QFrCqfaJ/nM8do9z46qAXB1Jodof3p59+YuSYcXg+WWExQZazPKyhpUfJKrTs1RWaj7MFa3FxsVPKFirn/B9NKiQ99kFZOkhodfbs2YOvry+JiYk127TWvPzfHVwRC69vgvLdMsjsLHavfJfh/2fmgkF17GzBGl5+nJS8jvkuP336NDExMTXfuw+eTFqBaw882hISvFsptUQpNVspNbP643TL2iEpKSmEh4cDlj2sjgpWv7T/UVTWMR8+o7D5bzBtIS8tS+KjVYcNHVHsSKT99C7LD2m2zC+jsNyD0gmvNev8DRs2MGHCBKv7jfCwaq0bvDSDYkaRU+LaDXtbQjysbZczZ85QUlJCenp6a5sidHAyMzPJzc1lzJgxnDlzps52Hx8v7hwFQd6QHXNnK1rZvtnnNomcYtikZhhSXn5+PgEBAYaUZYmwPmNIL+yY7/L6Htbg8Q+T3fUalx54tEWwegOZwBRgRtXnWmca1V5pKumSo4LVN/Zqii7QIR8+o8jMzLT5bxAREcF1/UpZfsi1wyhcleOB19OvC/iOnEdYWBhpaWnNOn/jxo1cdtllVvcb4WEtKSnB3d0dDw+Pmm2Bw28n96L5Lt2wtyVEsLZdDh8+jKenpwhWodXZu3cvQ4cOpWfPnnUEa2JiIlE9Y+FxTWhULJmDnmxFK9s3B/TFhIaGsjSpl8NlWRosNpou4+aQ3uOODvcu11o3FKzBwYasfrD33Vu4a5TJKU6cJgWr1vpuC59fG25JO0dr3aSH1ZEMwQC+lz5GUcSUDvfwGYktSZdqM2XKVNadRAYJ7OB44Az6XjYbpi1sdvKDsrIydu/ezdixY60eE5D4PfnxljMI24qlF2ZgYGCDcH7BfjIzMwkJCXFK2ZIl2LkcPnyYMWPGiGAVWp09e/YwbNgwoqOj6wjWc+fO0b17dwA6d+7cYZcxaQkOHDjAQw89xNKlSx1eq9zSYLHRdOnSpdkD5e2BrKws3NzcCAoKqtlmlGA9/tPXbDvrnEjPJgWrUupjpdRH9T+GW9LOycvLw8PDg06dOgHWPaxhYWF2X0O8CY7TXC/3lIc+Je5cMBWT33CiVa3P2X/fQcUrxoY+Hzt2jL59+wIQHh5uU3r581/cyQPjTXz81isMDC3EL/4pq8cGZsSRU+xYwymC1flkZWWJh7WNcvjwYS677DIRrEKrs2fPHoYOHUqPHj04e/ZszfbExESioqKAypUUZOk/53HgwAFmz55NcXExx44dc6gsZ3tXAbsiu9oD9b2rYJxgzQyeQGoBTnHi2BISvAxYXvVZCwQABYZb0s6pnXAJKju9hocES+fMYZr7N+jatSsRERHs3bvXiVa1LlprJj+0iE2njA19Pn78eLMF608rP+N/JzVZ2VnMG0uj9gQNnEFuCQ41nJZemtbWUBbsQ0KC2y6HDx9mwoQJZGRkOOxRaZOsWUD5y5LDwJkULZvDd3c3Xcd79+5l2LBh9OjRw6qHVQSr88jOziY3N5cePXpw7bBAlv6mv+HRTUbTpUsXpwy2LXl+OoUvum67UD/hEhgoWLtcQVYRXJj4D4fLqo8tIcGLa30+B24GRhpuSTunvmC16GHd+x2d9zxr900unTPHsWfQYMqUKaxbt85JFrU+R44c4VQmnM8zNjnB8ePHiY2NBWxfDy3RZyxT+ip+99CvuXuMW6P2BE19jhz/YQ6FyIuH1blorZ3qYfXw8EBrzYULF5xSfkdGa83hw4e5+OKL8fT0NCQjd1tjx/J36P+SGb1XMs86iy8WfcCv/9t4HZetnMexQ/sYmPp+g5Bg8bC2DAcPHmTgwIGYTCamhR5hwynjo5uMptrDauRgW3l5ObNfXEncCdfNbWLJw+rj44PZbKakpMShsqtD7p3hubbFw1qfvkAXow1p76SmptbMXwXw8/OjqKiI8vLymm3nTx0iwt/+h1zmazmOCNaGrFixAoDki182bH602WzmxIkTzfawJvqMpvt1L0HoAHisvFF7goKCHB4xFMHqXPKW3Ie3WzmeGx51SvlKKVnaxkmkpqZiMpkICwsjLCysQ84N/OfBvpzIgKRut7e2Ke2WT490JbsYzkdar+Okze/TuRP4HP2Q7t27k5SUREVFBdDQw9oR79OW4MCBAwwaNAiALkOvI6sIhwa48/LynC5YO3XqhMlkorCw0LAyd+3aRV4J7El23ezDlgSrUsoQL2v1gJAt/bnmYssc1nylVF71B1gKWJ84JlikvofVZDI16PieKAiib5jJ7ptcPKyO05wswdVMmjSJzf9bS9lLrhsC4gjLly9n/PjxzUqK1BRJSUn4+/vXvJBsFqyJiTWdj6YIDg52OHTXWkiwCFZjyN7+McE+OHUkWtpF53D48GH69++PUoqwsLAON481LS2NJdtTGTlyJLv9ftna5rRLTp8+zcGkMi677DL2Bd5i9bjzna+nWyAwZC5eXl6EhoaSlJQEVArWag9r586dxcPqJPbv318jWAOn/pFcv0GGRzc5A6Pnsa5bt46uXbuy1+8XLpsA1VJIMBgTFpyZmYlSqnU8rPXdOrEAACAASURBVFprf611QK1PrNZ6cVPnKaW6K6XWK6UOKaUOKqUerto+TCkVr5Tao5TaoZQabcQPcXXqC1aoGxZcUVFBQloxvf5UYPdNLh0zxygvLycvL69O5jRbCAkJYUBYGf876bohIPaSl5fHjh07mDVrFsnJyYaVW3v+KjhHsAYEBFBQUIDZbLbbzoKCggYvzYCAAPLy8hwqV6gkL/oXBHrj1JFoiTxxDoe+eY7+5T/BmgVNCtbc7+8l5y/ta0Dvgw8+YObMmUydOpXdu3e3tjntks8++4xbbrmFkSNHsn//fqvHnY+8lW4jZ9b0naoTL2mt6whWCQl2HrU9rEZEIbWUYDV6Huu6det44IEHXDqvScLBLfTccEOD9tgowdqrV69W87CutWWbBcqBx7XWA4CxwAKl1ADgJeBPWuthwLNV3x2irKyMOy7vx08Puu4L0ZpgrX6oExMTCQsLw8fHx+5reHl5ceHChTphxoLtZGVlERwcjMnU/Ej5GVPGsPSQ64aA2MuPr97MpZH59M5dYaiHtb5gtXkOazMEq8lkws/Pz6G5dZZemm5ubvj6+lJQ4Jq559a9fD1pf3LdtrA2+QMfwj/mEqeORMtAnnNYv2Ej43tWTmFpSrA+/dJHTHrLTPHO9jPX8+OFLzE/4BMudt/Frl27Wtucdof+cT6fvvEsd1yUwpAhQ9i3b5/VY5OSkujWrVvN9+p5rJmZmfj4+NSsziCC1Xkc3redARuvhDUL2pRgNdLDWlpaypYtW5gzZw6JiYmGhhobybnUbKICGjpYjBKsAwYMaFnBqpTyVkqFAJ2VUsFKqZCqT0+gm7XzqtFaJ2utd1X9Px84XHWepjLTMEAgkOTIDygvL+fWW2/lP+uOcSDFdT1cKQfWErFlTp1OZG0P64kTJ+jTp49D15D5Wo7hSJbmGY++z9JzPdBT3zTYqtZl4/rVTO0DERnLDfewVidcAts8rGVlZWRkZNC1a1ebr+PoPFZrL01Xnsf6uzeX8H6867aFtWmJeUoiWI3nwoULrDnpyVX9K6ewdO7c2apg1Vqz4pQf/l4wf11su8gmXFFRQUJKLkO6mrm4Yq14WJ1A7rZ3ScmHUaXfNilYz58/T2RkZM336kzB9Qc4RbA6B601mbnFhHWqfO8YEd3Ukh5WowTr1q1b6d+/P507d6Z///6NRgW0FhUVFRSUKQJ9Gk4/NEKwZmRktLxgBeYCO4GLqv6t/nwPNKtXXiVyLwa2Ao8ALyulEoFXgN811+hqTp8+zVWjYyg+/C3zJoeQW+K6Hq6MlLN09q3biawtWOt7nOxFOmf244hgHTRoEFprDh48aLBVrUuKW2+ighRdx95pqGA9tvlr+h55pmYAJzg4mMLCQkpLS62ek5SUREREBO7u7jZfx9F5rNZemkYubfPA9YN5YrKJilX3O1yW1ppD6R58fxCXbQtrk5+fT0BAQNMHOoAM4hnP5s2biR0wlPDnKmDawkY9rMeOHeOCWwAr9+Wz+WAycQvc24T3vzEyMzMJ8vfGw92NPpPnkpmZSVZWVmub1a5IjbyFCH9QQ+fRv39/Tpw4QVlZmcVjz58/X8fDGlu+nbUfP83Zpc80EKySdMl4CgsL8fJ0x8O9MnO/EVFILelhNSokeN0HjzPFbwesWcDQoUNdMiw4Ly+PgIBATL+paBDZ5KhgraioIC8vj379+jlFsFrt+WmtXwdeV0o9qLX+p70XUEr5AYuBR7TWeUqpPwOPaq0XK6VuBj4Eplk4bw4wBypvqLi4uDr7Tx/4iUee/gu3zpjMzdc8yGffrWWfVxfi3H8J9Y51BZIrwjkWcxfFfQbU2FdcXEx8fDwhISGsX7+e4ODgBr+zuZhMpppJ37ZQUFDg8DXbCxs3bgSwuz6GDx/O66+/zqxZs4D2UbfHcv1JuvZl9gVfTH7+IlavXo2np6fD5R44X0rmdQ8RlxlV8zwEBgby3Xff1cmmXZt9+/YREBBAXFxcs+o2Li7Obm/o0aNHuXDhgsVrxcXFOTxar7Xm3/87Q3jnKDb+Lo4XMv6OR0BX8I+2q7zU1FQ8vP04mlvBV9mTCLPj/mvJ+3b79u1Ov15JSQnx8fEu4dlrD20CwDvvvMOAAQNqfktmZib79++3+Nu+/vprhg4dyo4dO4jtdxFLy7qhMns55T3dWP0e2LaW/t0DcPMLt/v5qubkyZP4h3QlbvhHAMTEbOKTTz5h+PDhDpXryrT0vbs3bwzeEfsr+3Tx8YSHh7No0SJ69+7d4NhDhw4xcuTIGvt6jLiK1BUJPPzeToYMH1Oz/cKFC2RmZrJ+/XqUUi32W5qirbcLGRkZ+HQKIG54VXqbuDi8vb354Ycf6NLFvkVFDh06RFBQkMP10lTd5ufnc/r0aUPq/6cEzfCBNxOX2Qtf39OsWLGCfv36OVyukSQlJeHt7W3x9+bm5rJ7926b66J+3ebm5uLr60t6ejpHjhwx/p7WWjf5AQZRuf7qHdUfG8/zAFYBj9Xalguoqv8rIK+pcmJjY3V9PrtN6dsuRutX0PpVN/2P+8fpBx54oMFxrkJYWJhOTU2ts+2RRx7Rr776qtZa6+uuu04vXrzY4ev0799fHzhwwObj169f7/A12wvvPDxR3zNaaf3jfLvO/+Gv1+pLe1Jzfnuo24EDB+q9e/dqrbWOiorSCQkJhpQbGdpJJ/7BVKeuhw8frrdt22b1nM8//1zfcsstWmvb6/aGG27Q33zzjd12zpo1S3/66acNtl999dV62bJldpdbzfHjx3W3zp102Usm3b8LOv7ByvbMXlauXKmnTp2qZ82apd966y27ymjJ+/a1117TDz30kFOvMXPmTP3111879Rq20h7aBK21HjBggN66dWvN96VLl+qrr77a4rFXXnllTf3/6Y5R+plp9rexTWGtftPS0rS7Cb38Hseer2pWrVqlp02bVvP9wQcf1K+88orD5boyLX3vfvnll3rmzJk132+55Ra9aNEii8f26dNHHzly5OcNP87Xyc+ZdGSQu/7z1XXvN39/f52Tk+M0u+2hrbcLhw8f1vX76QMGDND79++3u8w5c+bY/Q6rTVN1+8knn+jbb7/d4etorfV1l/TU39xV2a9Zv369vuSSSwwp10h27typhw0bZnHfa6+9ph9++GGby6pft0eOHNF9+/bVu3fv1oMHD7bbRmCHtqAFbUm69Bzwz6rPZCqTJF1nw3mKSu/pYa31a7V2JQETq/4/BTjeVFmWyAi8lNBOCobOh8fKCRx9r8vOKdNak5OTQ2BgYJ3tRs9hBQl/c4QtmzdwcTf718G9RK9gz3kw72k/iUXS09NrRki7du1qSFiw1pqM/AuE/q5uRuym5rE2J+FSNa4+h3Xz5s2Mm3INHk9U0LNHNOlF9i9rBT8v3n7DDTfw3XffOWyfs2mJkGDJEmwsCZ/NJuPsIUbmfFKzzdo6rMXFxWzevJmpU6cCEDVxHue63dHiyz18+eWX+Hh78MUeY6YN1U+ieLHnAXZ9/kSbD3V2JVJTU+t454b4JrDvwzsa1LHWusEcVqYtJOKPFfy0wMy8sXXf6TKP1Xhyc3MbtOMBAQEOvSPb4hzWXM8eBM7+EaYtZOjQoezfswPzK66VADEnJ4fg4GCL+xwNCc7IyCA0NNTmVR+aiy3pUH8BTAVStNZ3A0OpTJbUFOOA2cCUqiVs9iilpgP3Aa8qpfYCf6Uq7Le5ZIROpvPlf6x58blyEpTi4mLc3d3x8vKqs71asJrNZk6dOmUx1KW5yBxW+zCbzfxw0pur+9svGAJGzyPQB85FzjLYutbBbDaTmZlJaGgoYHsm36YoKCjA3d29QUbsphq5s2fPNluwuvoc1s2bNzN+/HgAwvpPImP8hw515g8dOsSAAQO48sor2bJpPdl/dq2XZX0k6VLb40DcvxkRBaYD79VsszYPbOPrNzMsrICgHc8A0K1bN86dO9ditlbz+eef849/vsPSk4EUj3vF4fLqC9Y+Jf/jTLb9g51CQ1JTU+tMD4mt2M6JjIZ1nJOTg7u7u8V2pMekeYT6udV5p4tgNZ68vLwGDhlH++QtMZgJxi5rk5ubW1MPwcHB+LhdIC3ftRIgZmdnW1260VHBWt1fDAsLIysri4qKCrvLsoQtgrVYa20GypVSAUAa0GSvUWu9SWuttNZDtNbDqj4rqraP0FoP1VqP0VrvtMfw+glyXFmw5uTkWLxBgs4vIXXDm5z/4i5CQkJqUq87gnTO7GPv3r0EdI6i118aTkS3mWkLuWjEZI50vt1Y41qJrKwsAgMD8fDwAIzzsFpLbtWUILbXw+oMwWpUe7Np06YawdpYplVbqfaw+vv7c3Xfcj7f6Vovy/q0VNIlaRONIy1oIuH+dT2V1gTr/p+WMyKKmnswKiqqxQXryZMnOXnyJLNnz2bEiBGsXLnS4TLrC9bgob8ku5g2keisrVBfsEaPupGzOTSo4/pL2tRh2kJ4rLzOO10SLxlPZSKfuu24EYK1rS1rU1uwAnTtEkpyvmNRU0ZjTY+AcYLV3d2doKAgw58zWwTrDqVUEPA+lVmCdwFbDLXCDiwJVkfWW3Qm1m6QaT5xbDilefujzwwJBwbpnNnLDz/8wNVXX+1wORdddBFHjx41wKLWJy0trU5IVteuXQ3xsFoTrOG5G0n94Q9WPYLtTbBmZmZy7tw5Bg8eDFgPq7QVrXWNhxVg7qwZvLcV9GC7glhahJbolEibaCxpna+gy+Qn6ogAPz8/ysvLG0xHOWbuT9/OP4vbasGqWzAB1r9fuI2b+6bj8b9HuHVIBV88/wuHow6Sk5PrCtbpr5KlIlo81Lk9k5aWVkewdr/pnySWdWlQx/UzBDdF586d26SHVf84H15zzQzblkKC25JgTU9PN6RNaiBY+44kaeoSl2oXnBkSnJmZWdO3c0ZYcKOCtWoe6ota6xyt9TvA5cCdVaHBrUp78LB2mzCP/9xu4qX1mj4lGw1piKRzZh8rV67kqquucricfv36ceTIEQMsan3S0tIICwur+R4REWGIh7V2o1ab8LyfSM23HlbX3uaw/vTWHYztmo973MOA7R7W/Px8dr19M/rVuuG+58+fp1OnToSEhAAw6fFvKe7Uh3i/2Q7Z6UxaKiRY5vUbR/25hVC5BnhYgDvpf/Wrc08eLwon9v5VNR22gIAAlFIt+q7etn0bU/tWtiszQzbwwxFNyU7H8gykpKTUycRvxPqFQl3qe1jDw8PJycmhpKSkznEN5q82QVsMCTabzYy55232nq9wyYgZZ4QEt8S7ASpzHHh6ejrs8NJaNxCskZGRhi4HCJU5BN79pcluveDMkODqOaxQGWrdooK1KlvTilrfE7TW1ldvbkHqd3rbomBl2kImvVXBJ7cqbhpszPwXSTDSfHK/v5fd2zYyyex4kpqLLrqo3QjW2gmXwPkhweFDZ5CSj8Xwmdzv76UwN5OwvX9q1rVceQ7r/i0ruTiSmufeFg/rgzcMIaJzAJc98hWbT9cN9z148GCNdxUql7iaMzmM9x4e55Kj8iAhwW2R+p6varr7FpKQWfeerL++uFKKqKgozp8/3yK2AmQRQedOlWF5IWPnMSAc4t1nOFRm/ZDg6vn4Rg6MXLhwgW+eu4pDT7r2PHRnUV+wmkwmi3Ogm+thbYuCddOmTWxPhO8OGJM0zGjackgwGJN4qaioCE9PzzrL/hnVZ6qmsLCQ65/8jD+usl8vtERIMLSCh7WKXUqpUYZe1QBqK3n4OSOZUaFGf7/3Ek4+bcyLorEbBOD2u+9n+gA3Qxoi6Zw1n7jvP+aSHuBz9EOHy2pvIcG1PazODgmOuOZFUj36WQyfWfHVR0ztWzfRiy04Iiy11hQWFuLn59dgnxEDZOk+gwkP+LkD0pSHtaSkhE9X7SfhaXj+Sngvvm7n5dB3LzCwbH2dNmt25FYW73PdZDAt0SmRQTxjqT9VoJoRwwaz/dzP92RRUREZGRkNoiJaeh5rZkUgoQsOVLYr0xYyZdbvWJc7xKEy6wtWpZShXtbd79xMz86ezHt1FZ9sd+156M6ivmAF6N69O4mJiXW2NTqH1QJtUbB++umnXHXVVSzPHulS4aXVWAsJdsRr2ZKCNcyzkPQ3LnKov1/fuwqVfaakpCRHzatkzQLuHe/P0Jgg8kohv499ga6NhQT7+vpSXl5OaWmpXWW7gmAdA2xRSp1USu1TSu1XSrWql1Vr3UCwenl54ebmZsgIZ2lpKX/+LJ7lh4x5UTQlWC0lBrAXEazNZ3PhECb0Mmbksnv37mRlZZGfn2+AZa1LfQ+rUSHB9Z/dahpr4L4524uZg5v/N3JEsBYum4u3uxm39Q812GeEYM3wHULnmz6pee6b8rCuX7+eoX27Eubvxp13/ZolJwLIGv5Czf5V6zczNrquOA0fN5cLFVDQ99cO2eosJEtw28NSSDDA6JueYLvvzTX384kTJ4iJicHNza3OcfUF6+q/zcDfW+Hn7cbrN9gf6maNrKysmjB5gClTprB27Vq7yyspKaGoqKhBpy84OJisrCy7y63NiiVfc8sw+Ps1kFbgml41Z1JQUIDWusFgoSXB2uw5rMlLyNj8dpvxWhcVFbF48WLefvttjh075pTlQhzF6JDgilX3U1xcRKctTxlhXpN0VqlkFDrW37ckWI0MCU7e9A6rjmrevS6P3v0Gc6L7fLvKaSwk2NGBt9qRr10LtpK01NilvmwRrFcCvalcM3UGcG3Vv61Gfn4+Xl5eeHt719luZObOwjKIP2vMi6JJwWog0jmzjfWv3EBF1fpYm8/5culvfjRkwMBkMhEbG9suvKyW5rCmpSY7vK6YNQ9rcHAwhYWFDUb3iouLWb03nesWpjX7b+TIHNbsbR8S7IPFl1hQUJDjgjUjo079Wsu0Ws3SpUuZMftReKyc0Jkfcs0117Bo0SIAEhIS2JHszY1D6mYkVJe/RURUT1IHtMyLv7lISHDbw1pI8KhRo9i2bVvN9+PHjxMbG9vguPqCdfem5fx6FLx8jZnd542NBtBak52dXUewXnrppezdu9fuQcVqz19lio+fMdLDerisD0O6KroMmU5q5ytta/fWLGgwr72tYq2Oo6OjOXv2bJ1t5w9vITLO9kRaoRlrySxy3aiT+nz/5xsY3SWHnideZtq0afzwww8OleeM5E1GhwSnb3mPUN/mR1TZS2DXvuSWONbft+ZhNUqwngy6nn5dwGfEPPr27cvx48ftKqcpPeKoYK12RgxkGweSjX3OmhSsWuszVC5jM6Xq/0W2nOdMrHV4jRKsy5cv59Zbf0V8Tk9DRIwIVtdi6dKlTHnie+JOmCnd9Q579uxhzJgxhpXfXsKC64f+eXp6EuhldnhdMWvPr8lkIiwsrMEI8urVqxkxYoTFc5rCkTmsGd1uonMnLL7EAgMDHZ7DailxXGFhIRcuXGhwrNaaZcuWMWPGz2OFc0cUsfDPj5D97T189NFH3Hbnffg81XBZJmct4m0E4mFtW1RUVFhNmhYbG0tWVlZNlED9+avV1Besp+lPbJiib6+eFpctcYS8vDx8fHxqluaCyvth5MiRbNq0ya4y64cDVxMSEmKcYM32p/+jW+hyxR9tmltXWFjI5Hlv8cXu9hE+bCkcGCx7WM8mp9M90PbfHTrsJjILaTNe6/8u+ZHbRwD73mX69OmsWLGiyXMaY9ZT7/DFLmOTNxktWM+FzaR7EC32NwrsN43cS99wqL/vdMEafD29x8+CaQuJjY3l2LFjdpXTWEgwOCZYa0fPDZ0yiz1JGPo3bFJ4KqWeA54Cfle1yQP4zDAL7KAxwWrE0jYrVqzgscceIysry5COnghW1yE9PZ25c+dy47gYvtqn2Ol1Pf369bM4T9Fe+nmc5MgnsyH/bNMHuzD1Q4IB+kSHcyLTsXXFrHV4odKLW/+Z+2bhU8wMirNrRLhTp06UlpZaFIFNkdH7PsIGTLP4EjNkDmt6ep16MJlMVtcI3Lt3L56envTr169m2wS9hBkDYOzcj/jg9Re4b7Dljm14eLghc4+Npry8nLKyMnx9fZ16HckSbBz112aujclkYsSIEWzfvh1ohmC9EEXPe5bS/d4fSKSPoXP06ocDVzOlRxHrXrrGrjbFmmA1ysNqNps5evQoF110EeHh4U0K1tIV85g53I89ySaOpreP8GFbBWtqaioX8KJroO3vpNDpL5Pp1t0l54LWR2vNT+d9mNS78vdd3WkDPy79kpIV9v+NTxSF8ee1YB5k3HJnRi9rkxh5G1HDZ7TY38iIiClrgjUlJQWz2exQ2VC5nnTv3r0BmvSwlq2cx1d3Wo62aCwkGCC4IonsjyY0u23UWpOVlVUjWKN+9S/KPUNIGfSHZpXTGLZ4Sm8ErgMKq4xKAlpmJrQVnOlhPXnyJLm5uQwfPpwxY8awdetWh8oDEayuxBOzJjCrXwqvzL2Ub0+GsaF4NOPGjTP0Gv30To6maShqeokSV6Z+SDBA7KgrOTb8fYdeJNaeX7DsDVy37ShX97MvtEQpZXe70Jidfn5+FBUVUV5e3uxyGyvfWuKlFW/MY0a3U6i1D9RsU0Pn8er1bjwxCS7rBYPzv7Z4HUuDAK5AdVKN+mF/RiNtonFYS7hUzejRo5stWBMSEoiJiakRI0Z07qqpHaJWm6uCd/Ltfk357uYvb1N/DdZqjJrDmpiYSFBQEIGBgTXZSxtLJvnWu++hFPzpCk1KzJw2IcSawppgrR8SvH//foYMH4N6vGFkiTWsDQq6IqdOncLDN5io5ytznHQ9/xmjusPiz9+3u8z0Ul+yVFdWlE03zE5Lc1irE6Haw7lz55q9hJ0jGBExZUmwenl54e/vb0iSr+YI1tffeo+bPzXzv28btm9N6ZGQikSyipofqZG/ZA6e6gJeGx8DKvteQ4cOZe/evc0qpzFsEaxlVcvb6CojOhl2dTux9hIyQrCu+L+7mB6dimndg4wdO5b4+HiHygMRrC1JwdI5jOiuKF91v8X963ccZd5YTa/0L4iKiuKNN94wXLD2Gn0jp7MB37Amj3VlLHlYHQlFqaYpwVrbG6i1Jr3Ijcgg+7269s5jre8BrY3JZCIgIMDuiI7i4mIuXLjQwLNvLfHS8QPbGBxRT7RXJWu7d858vphtPcu4q4YEt+Q6ex25TTQSawmXqqk9j/XYsWNNClaz2cyZM2fo2bMnvr6++Pv727QWsa1Y87COumYuEf7wVfbUZpfp7JDgw4cP079/fwC8vb3x9vZutF/z9YlwHrnMRNSQK6w+598/P51HJxqf0MpZWF06qZ6Hdf/+/QwZ0ryMz506dcJsNreJqIv4+HguueSSnwf1hsxl7iUm3t3f8P6zlbS0NF544QX+/rs5hs1lNTokODExkaioKIftshUjtIMlwQrGhQXbKljPnTvH3/7nyR8uV/x+Q3idwa7S0lLKy8sbjWoK6zmY9MLmR2qkxH9EuD91+iitIVi/VEq9CwQppe4D1gD2D+8YgDM9rHu3b2ZMVabNsWPHioe1jbFj5YfsOgeH1zScrF9QUEB6kTs9QyvFzy8v9iQ5OZlLzY7NCalPzC1vcbooFPyjDS23JSkvLycnJ6dBZy82Ntbuyf5gOcN3bep7A4uLizG5e1qcm2kr9s5jbUxYg2PtTXVYdH3vojUPa7KOIiLAimhvIsu4M0KCC5fOYfODjiV4aYmESyBtYtGyOfztGhM3jghwOAuvNSFRzahRo9iyYQ2v36DIz0ol8tBfGxwTEhJCSVE+BS+6kfzl3QQGBtZ0oCwl1XEEa4JVXf4Wz7y1gr8uTW62R9fZIcG1BStUrhFpTYgmJydzKKmEKW8WE37FH6w+5wfif+DjbZrSXc33KLcG1jysQUFBVFRU1LS7+/bta7ZgVUq1maVttmzZwiWXXPLzhmkLmfF+CcfTNYcPH252eYWFhWitufPOOzl5NpkT6cbMZW1sWRt7lppsDQ+rswRrZGSkIUvbnDhxokawhoeHU1JSYrG9+c3sycwfU8Zzj88lI7eY1XN/HpSo1iKNRTV1GXkraf2fbHZ/60zQNfQIpk4fZdiwYezZs6dZ5TSGLUmXXgG+BhYDscCzWut/GmaBHTg1JLi0K72rBM3o0aPZHr+xJpusvbS0YG0LI4fOIr5sNAA79MQG+44ePUrffgNw+02l+LklfBtje0B0yr8NtaFLly4UFxdTWFhYZ/vpRbMNz87nLDIzMwkJCWmwJEXfvn0d8rDm5eXh7e2Nl5eXxf31vYHWOpzNwd6lbepn8a1PoFsBOf/sY9ffMz093WLZ1jysyWXBdJ2/wy7R7oyQ4H++8wEPfutYgpeWWmevowvW19/+gJVHNBcF5bPkoGNZG5sKCY6KimLB2DKOpcOfr7ac5VMpRc+gCo6lmUnY/BkxMTE1+4wWrNaisQCuuuoqPEtTWXqvR7Oe4ZT9q+m6/cEG5zhLsDY2j/W7777jmmuuwdPTk4iICKuCNdljILklsObCVQ7b1xJYE6xKqTpeVnsEK7SdtVi3bNnC2LFj62zz8PDg7kmRvD9vYLPfPdXvHXd3dy4Z0ottiY7PeTabzRQUFDQQrB4eHnh6ejboB1Wjf5zP6Wcs961b2sPqrDmsYIyHNTc3l5KSkppnQill0cuqteb7TSf4zUSN28H3eXp8Lm9u+vk9bYsWqZ6G0FzOhF5Hj/F31emjtIaHFWA/sBHYUPX/VsWaYHUkZr6aU9nu9HrqBExbSGhoKIEeFziX7VjHTDysLUd8Rjhjx45lR3H/BvvqdwRiJs9jy0PWQyntRSlFz5496zRSWmuG3PcZCZnGZudzFpbmrwL06dOHEydO2D3PrCmvpasJ1sZsDXPLtHvtNmtlW/OwpqSk0LVr12ZfB4wPCb5w4QILt/uSnIdDz05LhQR35DaxpKSEN+J9eHOmiXuv7MvJTBz6mzUVEqyU4vkn72fhTHj0Muud4csv+O84MQAAIABJREFUHczKo4rTnSbXEayWssA6QmPth1KKp8Zm8Nr/mvcMp54/TZdODc8xag5rczys33zzDTNnzgR+fs4tebSS3WMZN24cXx2vbNOXvnAN+X913SVwUo/+RHjcrRbti46OJjExkfLycg4fPszAgQObXX5bEKxFRUUcOXKEESNGNNj3q6g9LD3U/MGn2gNOo6+dw/awhx2e81xYWIiPj0+DwW1oPBHq1mXvMu5NM3pvQ69/e5nDCsYI1pMnT9KrV686nlFLgjU/Px83d3cCfSv7tUMm/pIztTKvN5UhGJpeXs8aZ86coUePHnW29e/fn1OnTlFSUtLs8ixhS5bge4FtwEzgF0C8UqpVV6F3loe1rKyMlJSUOg9KcEgIOaX2z5/TWpOTk2PxRnYGHblzprUmPj6eBQsWsHPnzgb763cEmgqldIRevXrVGe3OycmhoBT2JDmWYbelsOZJ8fPzIzQ01O5OZWMZgqFh+KohgrXwINlf3tLszllTgjUiui8p+faNUFsr25KHtby8nOzs7Ea9vY1hdEjwN998Q3TfoWQUu1Mx+Q27y2nJkOCOGnXy6aefMnzsJAa/XEH0owdJLvSkdMJrdpfXVEgwUNmePq7hcbPVtnXG/FdZmjWa050m0rNnz5rttT2sz985mvTnHRNV1ZEi1rjhV3M4mg5Hgm62ucy0sgC6+Ddsx42Yw6q15tChQw0EqyWPR9Y397Bt0xqu9Khcl9PPzw+TyWRxfdmUlBQeeOABlixZwmuvvcZ1z65g4ynXXQInOyOZEB/L9nU3JXL2o2s48ekdREZG2pXhvy0kXtqxYweDBg3C29u7wb7YyfeRmAPlA+9rVpm181LUXzfZXiyFA1fTWJ/8iOckkvMaPntms5mkpCS6devmsG224uohwbXnr1bT1/0kxz+dXad9TE1NJTwyuqZfGznzTZLKQmva4aYyBIMDHtaqXAS18fLyIjY2loMHDza7PEvY4mF9ArhYa32X1vpOYASVy9y0Gs5a1ubMmTNERUXh7u5esy0oaiA5M9bZLWqKi4txd3e3GgJpNB1ZsJ45cwaTycT111/P/v37GyxlUr8j4ExiYmLqjKqdP38egL09n20TWRzT1/2dLtn/s9hZdCTxUpMisF74qhGCNbj4CDnFzR+NbizpEkDEsOtIufjvdv09m+NhTU1NpXPnzhZHsG3ByJBg/eN8/vHUrTxxRQDBwcEOdfpaysPq4eGB2Wy2a2mjtoz+cT6vPDOXp6Z6ApX1EBUVRUJCgt1lNhUSbCsTJ07kyJEjbN261WJIcFJSEs99up3Pdjomqmovs2AJz6vf4e4Fv+X9g5XRC1nf3IN+tXGRnF6g6fLbrAbPvREhwRmL70EXZ9Fl359qtlkLCf73Zx9zVT/odPyjmm3WwoKTk5MZOXIk/bt68X/PP86EWF+yil13CZx8sx/+3pYHd6eGHuH1DZpNP3xhVzgwVLazru5h3fmfpxnlsd3iveg1/R26dO1OYuyTzSqzduTUiBEj2Lt3r8PtoqUMwdU0JgSPuo/GZDKxvnRCAxsDAwMtCnVn4epJlywJ1pjyXSRk1e3X1A+lDw0NJT8/n9LSUsC2aE97PawJCQkNPKwAQ7uUsPelUYZEc9giWDOB2kN2+VXbWg1rSVscvelOnTpFr1696myzN5ywmpYMB4aOLVjj4+MZM2YM/v7+9OjRo8GoTgMPqxOxJFiVUoZOQHcmyQfWEO5vWeQ5knipVUKCY0aTU9L8zpkt4treF1FzPKzWltGwFT8/P7TWFBQU2F0GwLn/3Mn1j7xNeQXM6LTaod8PLTeHVSmFj49Ph/OyFmx/l/O5lev1VtO7d29Onjxpd5nW5hY2F09PTy6//HJWrFhhUbAuX76cnhH+fL4Lh0SVLe3Hvffey6effsrixYuJ/tVHrDhkXSSXlJRQWlpq0aNkREhwcvy/6BYIav/Pc38thQSbzWbe3BHIgnF1RZ2l8H+tdU2iqHemp7FpAQwNKyZrzD9cdvC0oNwTv0fTLNr3q7vuZ0IvxUPfw5DC7+zqCDszJFj/ON+QXBVpx34iMsD6QKs9z3JtD2tgYCDdu3d32PtlKUNwNY31yY8dO8b06dNZt25dne3nzp1r0fmr4Hg/HxoRrOf/Q/LObxy6HywJ1vDBV5NeSJ3nv377bDKZ6rynbQkJdsTDakmw9vc8zpE0x3InVGOLYD0BbFVK/VEp9RwQDxxTSj2mlHrMYQvswFpYoQjWjr2Ew9atW2sSFIwcOZIdO3bU7CsrKyMhIYHY2NgWscWSYB0zZoyhE9CdSYJpED1DLIs8RxIvNZYhGCo7fYWFhTVzHgwRrCPvICd2XrM6Z1rrJsOXqxcFtwdr3ltLo5vJycl2z1+FSsFmRFjwVY99yuCusPkBcBs2z6HfDy0XEgwdcyAvq8csQnwr1+utxlHBapSHFWDGjBlorS2GBC9btoznX1pIUkVXjkQ9aPc1Gku6VE3v3r25ONqb++/6BdcOC2TNCeuDW9VJayxl2az2sNqTFbWa/Kjr8feigQit34Fcu3YtXsHRTHiz7pQWSx7WvLw83Nzc8PPzY/CV8+gR6kZIzAhD5ts6i0YHs6Yt5I24Yi6L0UzsZV9H2JmC9cZH32bZQcdzVWT59CfE1/q9aM+zXD83Re11k+3FXsF69OhR5s6dS1xcXJ2cGImJiS06fxUqlzoqKytzyNtsTbB2Sf2etAIcuh9O7lhJnz0P1BG9Xa54jrROI+s8/5YGFCMjI2si/GwJCfbz86O8vLxZ78vy8nKSk5MtDjT0G3kFR9IwJJrDFsF6EviOqnVYge+B04B/1adFqe5IOsPDamkUo60J1o7YMYPK9aXWL1nE2LNPw5oFjPA7xc6P5tQ84CdOnCA6OrrFQrN79epVR7AmJSUxceJE0tLSHA49aQlOV/Qk5q7FFkWeM0OCTSYTYWFhNR00o5IuNTdULy8vDx8fHzw9Pa0e01hWzqawGhJ8+DXOndjPgqmhzBpeuQSJIwmXatvqaFhwQo47v51iwnPEfJi20GEPa0uFBEPHbBezBz5GSI8hdZ5hVxKs0zvFEegN0cdfrdkWHh5OVlYW69ev55prruHWW2/l888/t/satrYfH0xPYvej8PCYfNbnDrE6uGUtuzdUztdqLCuqLeRfNAf/flfUuX4DD+uaBbz56BU8MDWkgXC29JzXaT+q8jaEjLzdZQVrdfhiY22vl5cXP7w5n8l97Uua6CzBumbNGr4/CPtTHA+3zvIZ8P/snXl8VNX5xr93Jvtk3/cEshIIO4ggyBJUVFyo+24pGtFardq6VNtqF6vW/mzFBdFWa2vVqkVUlB0RlH2HLIQkJCEb2fdtzu+PMCHLLPfe2ZKQ5/OZjzhz59yTO/eec57zPO/7EnjDf0zei2oJa+/nd9q0aVYTVlNEDUyvybu6usjLy2PevHkEBgZy+PC5XK7OUFglSbI6aaup6xAw5U5qW7DqfiguLiHGv6/zw5gSaoywRkVF9cTQ1h74GP/DL5hVeyVJIjQ01KgtuOLju42WsyspKSE0NNToM5t648tkdybbxM0hp6zNb829rO6BQtTV1eHl5WX0woworN1xSkKI8ypea+9r1zMx1oMEXRUXxnY/1FM037O3+NzuqyPtwNCtsJaVlfXstpeUlBATE8PYsWM5dOiQw/qhFvn5+X2ser2RfOYDcnatVWVxOXNwNcEHnjH73d6LLpvEsKqow2opfhWsJ6xGy9qcep+UUAjUVPPZEUH7vjesVljB+sRLbW1ttHdJeD9xTtEZUVgHN6qrqwfYv6whrE1r7kHf3oT3D7ZJYRFc+B6lvwb3rFU972m1WqKiopg0aRKBgYHcmljEB6//TrWdTu74EXtxJlH+WqZevoyTJ0+aJHOmsqcbYG0cqzFlsb/CWvztG3yXD7eEfDvg+8aec2MhBYGBgYOWsDY2NsrbyLIiaaI9ki7p9Xoef/xxZs+eTcmo5VYv0C3duwkJCZw4cUJRm/03XKazhV1fvmWVXdWcwupbu4e6z+8d0P6pU6cIDg5Gp9MxL9mVzb+e1HOMMxRWsK60jRDCJGH1v/pNatu0iAWvqu5bfZcnfp597f+Gjf3ejg5jWdx7J32qyD9AsM6yK8GULfjJl97lsTUDQyZM2YGh+z4tLCykvb3d/B8pA3KyBE+VJOkzSZL2SZJ0yPCy+swqUf7ZckJc640+YCOEtXt35HxbnD372n/58TT45E5wc+3ecU1feDdHy6HrbBa941+8wJiGNQ5L4+/j44O7u3sP8SopKSEqKsrmdansASEEBQUFAzK+GTCq8kOK66BdRRH64pPHzMblQN84LGeVtbGkBIN9FFa3yd2llp67dRzxgXDM9zqrY1jB+tI2BldLb0VnqMSwwvmZKbimpmbAs2MNYa3c+TbBur7xlVZh/L14ug1UyGJ92lnsuw023M/E5k85VaturNHr9UavgVGcJT+ul73BzJkz2bp1q9HDescAGoO1cazGnon+Cuv7p6dz3XgJ3bTM/l83OiYZ2/AazIS1oaFBVeZfJbBH0qX//fZyRPlefjbPi+LiYqvbszT3JSYmWq2wpjd9xvFy0B9Q/nwZYI6whrYcoqxh4Hyfk5NDSkoKAPMDjrMp99wxRbs/I/rwkw4vuWRNaRtDclVjQpqrqyseHh5W5ZCobwXfx+r7bILodDq0Wm2fdk1Zgg2E9XhDKGPCLFeqMBaaVFRUxMdHXDleASL9nj6fmSOs7u7uxMTEWOXsMUCOJfhfwN+BHwGLe72cgmPffkhqKEYXvNYQViGEScJqDQl2NGGF809NqBRhzBylgQnLe3Zc/a5eRUhEHCdHd4dZ79+7i/ERtgn8lovIyEjy8/OBc4R14sSJg56wVlVV4eLiYvK+dZucSYw/5IfcqLjt7DpfUkLND5hhXfmUvXcVbLh/UBPWgIAAGhsbeyxsNmnfoBrcdZjJGbey3/0ymyis1lqCjYVhWEPYwcGW4LbTNP9jxqCtO2kPGFNYR48eTX5+vqo6ytVRPyLIC9tlljWhkL0wr4yl07vHau3ETMK8oTTqVsXN19fXo9Pp+mT9l4N58+axefNm2HD/gIzBlhRWa0vbGCOs/v7+tLS00NraihCCd7fXcsdL24wqeBYtwb36OVgJq2yF1QrYwxK8ccM67pgCMXXrHUJYDZtPSmKm+yusnlMy8fWAyrg7VPfTnCU4ccolRms/Z2dn9+QTmXvVnWzL7xYXhBB8f/AEkyIdu1YD6/iDuWsA1glfHR0dtLW14eXlNeCz/kqosbJjBsIqhOBYSTNpz56xqP4bU1hffPFF7ln+IBrPQMrTn+nzmTnCCpCamkp2drbZc8qBHMJaKYT4XAiRL4QoNLysPrMS6M9JyUfEVMaFG48P8PDwoKurS9UC0tQifagprHAeEtZ2H4IfODbgIRw/fnyP/XZXmY4L4hxbAzU8PLwPYY2MjGRC+wYOfrNqUC+czdmBAchYQdK0ReQE36yo3dbWVkqq2xj9XKvZATOiK5vTdd0TlrNiWE1ZdntDo9GoUi6FEBaTTwFMmjSJffv22SSG1VpLsDHCam26fodagjtO09g6eOtO2gPG1EVvb2/8/PxU1QWsSlxG0JgFds8se8HiTAJ0Z5XXjBVEj5lBcbzycdtSDVZTmDdvHuvXr+ehZ18n+Xl9H/VJjsJqa8JqiCmrqKhgz549dHZ2MnPmTKPfHw6WYEcorPYgrNktUaSEaoiecXtPkhtrYGnuM5R+kZvRVQgxcMMlYwXRSRMpHv2A6n6aU1gTlzzPCcYNGDN6K6xh1/+dyFFp7A9aSnZ2NnoXb9LCHV+vfrASVsM8aSzRW39iaS7pUnFxMd7e3hazBMNAhbX606W8v+pv/HxqJWlpaRw/frzP8XIIa1ZWlsXzWoIcwvprSZJWSZJ0syRJSwwvq8+sBPrOnn8eaYknfek/jU6akiTh5+VC/Z+8FBOCvLy8AeoqjBDWoQBTalV6ejqHDx+mtLSU5i53Rv9eXbyLWkQGe5P9j9vo+DqTqqoqwsLCSGtczfEKBvXCuaCgwDxhRV3ipdzcXEaNGoWrq6vZ45ImziW3qntTSu2iszfUxLDKUVhBncpYX1+Pu7u7xTpzkyZNYv/+/baJYS3/nPLtK1VvlNhDYXWkJdg3LIGG9sFbd9IeMKawgnpbsC02j2Shn/IaFRWligBYqsFqCpMnT6bydAE1zQIJ2ONxbc9n5pIugX0IK0CoZxtHnhvFykcv5Y7EPKSNxgmGsWdyRGEdCH9/fxoaGujs7LR8sEzknJFIeeIEYde/TVVVlVUxe+3t7bS2tlq8Dkqe5cbGRlxdXQcodTExMRQVFanuqznCauhff0dHb4UVYP78+WzatIm1a9dy2TU3Iz3S5fCSS9a4KS0RVmvGBbOWaxmE1ZB06ejRo6Slpck6Z/92j276B6mhEFHyPmPGjBlIWPd9Tfy++02uL1JSUhxGWO8GJgKXcc4OfKXVZ1YC6Zyl58iRI4wbN87kof6urdQ0K99Jz//8aUZ17B1wwa3xtQPUHv0Sv92PO1RRO58Ia0dHBw0NDUY3BQwK6+7du5k2bZrRHSp7YlJyJOtyBGXb3yI0NLRbwb/gXrr00JB4t0P7ogT5+fkm41cNUENYs7OzSU1NtXhc8rXPkaOdBhkrbLJINhBDQ6kcOZCTdAnUkTa5ZNhgHzfUULQGIWfWU9WM6o0SeyisjrQE+yXPp+6i1wdt3Ul7wFT8ZoLXGfJem6d4TpJTIsYeiIqKUmWxVDt2uLi4UPRkO+/eDNemS6wpP5esT07SJVvHsAJcGFrFPR/r2Xa8hjunmLZLGhI09baJGlNYDZt4aqzhxtDZ2cknn3zCjy8bw6mnB2YRVQJHbGRpNBqb1M01oKmpicrKSmJjY9FqtYSFhVk1NtbU1BAQEGBxzaIk8ZKpezc6OtoqC7M5subj44Ofn9+Aa5GTk9OHsBps+F9//TWLFi1S3RdrYM1a354KqznC2ruiQnNzMx0dHQOONViCjx07xtixY2Wds7/CWuy7gGj/7g3f3oS1s7OT559/nr1ZxYwLM827HGkJniaEmCqEuFMIcffZ14+tPrMCtHV2D75tbW2cPHmyx0pgDMEhYVQ1K7cTVGdtIETHgAturcJaXXyMQE/H+vFtQViFEPzq1qk8e5lmUNtXDSqCVqsd8JlBYTUQVkdjwpQLOF4O+10vJSoqCgBp4WtExiZQmvqYw/sjFxYtwagjrFlZWWafXQNSUlLIzs6mtbWVjo4OdDqdovMYg9LnWInCqnRhIsduDN0qSHBwMF5eXhbVWEvwn3CdVan1jZEVHx8f9Hq96mQSjrQEW1uyYCjClMIaRy5FtcrnJIcprP0QHR2tSmG1xp3hOSUTJC2Lr7qGNWvW9LxvyRIcVLOdqrW/UD1nmtrEWfHb+yh+RkvWC+OIDTRdysXDwwNPT88+ao4xhdXFxQWdTkd9fb2qfvbHtbMTeemR6/BqyGLhm3oqtqtP4tPY2Gh3SzDY1hZ84sQJEhISetYhau9ZA+QmC1OisJoqSWUtYTVHqKA7OVRvUl320d1UlZ0i7sRLPe9dfPHFbN++nR07drBgwQLVfbEG9rQEO0JhNair/Tc5fH196erqYufOnaoV1pLAS4ie/xBkrOhDWH/3myfZ/Pcn2PObZKIDTI9LBoXVmhrVII+w7pAkSd5faScYFkQ5OTnEx8ebXbyFJE6jMuMzxTvpjYEz8HYfaBmzmrBqogjSOdaPb3VGzA338/yVWl75ZC8/FDo++F0JzBGL5ORkSkpK2LJlC9OnT3dwz8A1cDQLr7yOt3ZriYyM7Hm/d9a2wQi5luDc3FxF7WZlZclSWIOCgtBoNGRnZw/ITKsWSuNYzxzfRPD2gen4+0NNaZczG54lqGG3rEXtpEmTrLYDA/hf9iK1LtGqFUZji39JkqwqbVNfewaff8Q4ZEPMz8/PZovzoQJTi97osXMorlNuj3amwtp/8f/Wz+fxxU/MK3lqLcFAjy35wp9+TElJCadOnQIsK6wxbbtVbQYYYFJd7JWMzVIpl3BfifI/hfRcG1MhBba0Be88Usgnd8CrS+CGCXDjP/Wqn2tHhQrYkrD2t7iqdQUYYGqzqT8S23aQu+Y5WdfalJ3daktw0UF8vrzCZB/6E9a/vPEud08Dl6Nv9bwXFBREQqg7U8Ia8d31hOq+WAOrCOv3r+FX9KnJa2AvhdUYYe0PSZKIjIxk48aNqglr79q4BsJaVFTE/oNH+ewuGKXNMzsuBQcHo+lqoeJZF6vmezmEdQZwQJKk7LMlbQ47uqxNQ0MDAIcPHyY9Pd3sscHBwarqazVGZKCb++sBF9xwE6u1zlTpgwi8d69DrWjWKqxH173BX7cJProNiusY1HFf5tQqFxcXUlNT+e6775yisAIsXryYr776qkdhhcFPWOVYgqOjo6murlakrsm1BEuSREpKCt9//73NFB2lcaxFpwqI8rUcWqDKEnxkLcFeyFrUTvItIaLjuNWkTk3iqd4wRVbUlrbp6Oigrb0TbzfHJEKytuTZUITBVtgf0QsfozjgUsVzklUE0AoYU4A+XbuFv20zf+9U7X6PwJzXrXp2tFotixYt4ssvvwQsK6xxU66ioBrVc6YtXAeR7rUU13Zfm/b2durr643+brYirA0NDTR2uBDh152p//H5Gn4oVF8qxRFJl8C2hLV3EiGwXrWU62aY0LWFAyXyNkjspbA21JTj6276WUxMTOzZ3K6trWXVHjcenTtQxFmSVMUN43GaQGINqazJ3Yq/h+nfwZr511rCCt1rzqqqKtmEdYAluLi4Zw0bExNDXV0dL7/8MvPnXIiXu2ll1QBJkojzbaOoxrr5Xg5hvQxIAi7hXPyqQ8vadHV1cfBRLUfW/Nls/CoYrx8kB6ZsKC4uLnh5eam2vTljkreWsGZ7LuSCWJh++Y8pavEf1HFflmIN09PTiYmJsToGUC0uv/xygCFDWPXrllOYl038yVfMHqfRaBTFzwghZFuCoVvB/eGHH2xGWJVMRkIIcqpcSLZQfgfUEdYqvwsJ1MlTuBYH7eF6G0ziPj4+PRZrNTBFWNUqrDU1Nfh7eyBpLE92tsD5agk2qrCqXKDaIgGaGhhTWI/X+LAlD86YKceRdWgPScHWO4Suiq/gs/9bTsuX99Le3m5W/Yu/7hUKO9U7GWyhLqakjiWront8KS8vJzQ0FI1m4FLPVoQ1Ly+P0YkpPYlydNMy8fOE0ujbVLXniKRL0E1Y1YgbxtBfYXUUYR27cBmFtdCYZDlKr/L7VYTk/33ABo7VhFXvjY+H6bmyt8K64uFLuTKlnbi5mQOekacfuY/lFzlmPjAGazY1S93HE+lnek5Xk/jRAFsQ1qioKMLCwmRzEUNsrMHCW1JS0qOwajQaUlJSWLFiBVcuudmi48OAgJAoalqsc5taJKxnS9jEAPPP/rtZzvdsiZBAXy5dqWf15n0WCatqhdVM3IQ1Oy/OmOS9qvfSuPou1TvLBX6XELfgQQKvXUVbW5tVBY/tDUuxhhM8TzA9oMhpcbjBwcHMTAsj+sivevoQGRlpVUIGe6Ly+zfxdgdd7jsWj1USx3r69Gl0Op0smxN0xzw4i7CePn0ab78g/J6ynKlQDWGtDp5HUMZvZA3yExdlkjnL+klckiSrJmRbK6w1NTUEhEbLnuysxflqCTaqsKpcoDpLYTVs8BlcTk1NTVTUd7L4mh/xadUMk9/bd8aPydHWh+NcqVvP/hLY/dUqQkJCzIYoREVFUV5erjpDrC0I69hLMzkadg9krOD0/x4mXCoxOv/ZkrAmJCSceyNjBQnpM8mLXKqqPUcprMHBwXZTWNVmtjZALmF1vewNxk2czn7/2y0eeyZvF8G6gRs4hnhbtS7Cxk43vB8qNzmOJyUlceLECZqbm/nrf3fxy7kmNpFM1GV2FKyZH0u0KUTe/C+TfXemJRi6x1C5CZcAdDodGo2GpqYmoK8lGGBMQANTIjtICDVf8aE3AhJmULPgA6t+X4vEU5KkXwO/BAzGclfgfdVnVAFfPz/+ebOG6lYXpuy73iz5UKuwNjU12ZywtrS0oNfrjRb8tSciO49TUqd+Z7mwsJD4+HgkSbJ6983esERY74n7gVevwalxuP9ZUs7148/9HhEREYNWYS0Lv44IX2Qt8uQQ1tx/3EqUn8RVsxJJ0ZXL3jhITk4mOzvbpoRVriWnfwZDc+hPWD9++lJ+coH5RGWKYgFtOIlbu/FmlLA27abs84cUbwjV1tbK3rywBYaKJbh+9TJ42bo4H+h2JTU2NhpNBBIYGEhra6vijUhnKayenp74+Pj0bERnZ2eTmJjILbfcwkcffWT0O/X19RRXt5P6xzarnx2PKZncNkXiD7uizNqBoduRFRkZqXrOtAVhTUtL49ixYwAc2/4pY0IxOv/ZkrAmJib2eW/06NGcPHlSVXsOU1hrvqPqa+srOAghBswZjlJYAaZOncqePXssHlfrmYK/50AV0NPTE29vb9Vqs6V71uDEeuutt5g5YRRpEc5TUc3Bmjni9OnTffKU9Ic9ky4Z+E5FRYVJwprctYdpYrOiez3UV0vFH/3o+uY+ysvL+8TB35GQx+8vA5rlc63AwECrwpJAnlJ6LXAV0AQghDgNWBxNJEmKkSRpsyRJxyRJOipJ0s/Ovv+hJEkHzr4KJEk6YLmXbix8s4vTT+uJCzDvgbaXwqrmRjYMOo4upzJ64nxOVqmvOVhQUNBTBNjagHx7wxJh9Z6WSbifcwfIqNmZeLqd64M9LcH/emIhd0/XsOuZBFUL37L4HxM+bqGsRV5yx05y/veM2XN8vfoDZo+GZxe08qcrkL1xYJj8nRHDmp2dLdu6HBYWRtnpIsSftTR8voyH/rqO/xwQ1O8yHb/lrOQ19iCsEc27KVWxOWZK/bMXhgKKZN9jAAAgAElEQVRhzcvLI+y6VZyq7rJ6g622thZfX1+jVlDDRqRSBchZCiv0VayOHz/OmDFjWLRoEXt+2Eb5bwcmXzp48CDp6em4uLgYa04ZMlZwzxtH+WZPkazs3nFxcRQUFKg6lU0U1rFjOXr0KEIIDrSNY2KU8bWA3RRWrCOsDothrd9JVZP1lvHKykokSerzbDiasO7du9ficfXe4/C7/kOjc7va/ra1tSGEwM3NzeQxfn5+eHl58dxzz/HEy/9xqopqDtbMj6dPn+4T9mXLts0RVoNLQK/XU35oLWG7jW8e3xPzHc9foexej/ZsIL9KT/mOlQQGBvb5jS+5PpP5yVrwsjweGmBtjWqQR1jbRbeRWQBIkiS3xkQn8IgQIo3uxE33S5KUJoS4UQgxUQgxEfgE+FRuZ6UJ3anmzZEPW8ewgvqbzVkL09FXPctJt2mqBwWDwgpDn7A622ZirA/2JKzrNmzkTKPgqv87ydpjyhe+Smp+TtBvZXeR+UFwc2U8i9Mkrpg9jhnx8jcOkpKSANsRViXPsBKFVafTEabr4pdf6Hnmz2+zYHoyFyfAV02mU/MPNcKq1+tNZpwNH7+IskYUbwjV1NQYrZ1sL/j6+g56S/BLL72E1sWFjw6q32w0wNKCV+kCVa/XO1wV743eWVcNhNXT05PLkzv49NDATex9+/YxZcoUm51/zJgxzE6PILRqvcVNwPj4eFWEVQhh1uklFwYVuKKigv1V/kz82Xqj899gJayOUlj9UxZS14rVz1rOvzNJ9qlB2vhAz3uRkZGUlZWpttnaQ2Gtq6szSXzUrvMMv5UlUSYxRMOEgCqm17+r+ByOgtpNTSGERYXVmqRL5hKxubq64uvrS3l5Odv25zEh0sR6bPy9FrlTf8yYOpHvCyWKQ67tYwcGzq1pfWJlt+cowvqRJElvAv6SJC0DNgCrLH1JCFEqhNh39t8NwHGgZwtC6r7DbwA+kN1bGeRjMMWwOqtuXUJCgurJAvoqrEPBEixn13swwUBYra1JZQynOiJ4+GINP54TzO5i5Qtfc3EQ/THxsnupbITiiFuNfq7X69l6vI55LxbLKsfQG56ensTGxjqFsCpRWAF2vnkXJXXw9k7B80svZMkjq/g01zQZcxZhVTth1NXVodPpcHUdGK8Sseg5St0nKN4QGuoKa9tXmTax7hpQXl7Ohx9+yMq33+U/pZOt3mCzdH2VjuuGe8AmiqUK9FaEDYQV4MZrLuPDgwwY5/bt28fkyZNt2oenLyzn8lTLKkVcXByFhYWK229qasLDw8NoTXElkCSJsWPHcuTIEQ4ePMjEiRONHjdYCaujFFb/OY9SG5ph9bNWfmA1kb70uS/c3d3x89JS/qyrqjFCydpxzJgxFBcXW9yQq6+vN1krVO06T64j4CfjKhQ5rJwBtXNETU0NHh4eZkP/7JV0Cbo3qN5++22S4iNIDTNBSlUIN7Nu+TXbuZSSqFsHElYVCAgIsHq8sTj7CCFekiRpIVAPpADPCCHWKzmJJEnxwCRgZ6+3ZwPlQgijxRwlSboHuAe6VdMtW7bIOldjYyNlZWWyjzegvLycY8eOGa1f2tjYyO7du4mJiVHU5tatWxFCKO6LtRBC0NjYyJdffolOZ14Qb2xs7NO/xsZG2tvbOXToEJIk0dzczIEDB2z6N5zO3YOOZvzC4xXt0BhDfn4+hYWFDr/GctD/2vaGEIIvv/zS5hNzTiWcnvUu0vHjbN6xgzku14OCa7N79275z5vbDaRPP86rByO4LGLg8SdOnECn05GTkyM7OVNvhAX5UZ7zPVvW6AbcJ+aurTGUlJSQk5Mj6zsHDx6ktrZWfvshd7Lsl+O4va2dHMmNoKAgvvrqK7755hvc3d0HHF5aWkpOTo7DFb+WlhZ27txpcYOn/7UtKSlBp9MZvR5nzpzh1KlTip+/ffv20dLS4rDntr29ndraWjZv3mxViEZXVxeffvop77z9Dv/3zAOkVMUoer5M3berXnuZ2VNTCfNq5+TJk7z//vtWLRJ27doFYPL66vV6tm3b1rMxaQklJSV4eXk5bZzt6Ohg+/btpKamsnfvXi6//HK2bNmC54yH2PviNj6pm0/Qli0913fbtm1cdNFFNu2v65V/J6K5ki1eIWZ/89bWVg4ePKj43FVVVbi7u9ukz/7+/rzxxht4eHhw+PBho8eUlJSQm5uraG3V/9iOjg5KSkooKCjoQ3gqKyvJyspS9beUlZWRnZ2tWp2Ui7y8PIqKiqy+3j/43EVL8GG2JD3Q577w9vFjre5WRldFWBwj+l/bwsJC8vPzZfctPj6exx9/nMITR7lx0QxiE8cOmDNLS0vJysqitbV1wPc7OjrYsWOHosQ8ACdPnkSSJIv9HH3bP2iU8ezYA3LXCkIIhF7Pun8+j5t/pOy16cmTJ/Hz8zN7jsbGRs6cOaPqXisoKDB7L7i5ufHiiy/ywAMPsGXywu43bXCNDXOEYTPK2PmVrMNOnz4tew1mEkIIsy/gT3LeM/N9b2AvsKTf+6/TbRm22EZycrKQC71eL1xdXUVra6vJY6o++bHoelEjxPrlPe/FxsaKgoICo8c/9dRT4tlnn5XdBwNWrlwpli5dqvh7tsC4cePEgQMHLB63efPmPv9/4MABMXbs2J7//+KLL8Sll15q077NTUDE+iMOPqKxuq3Y2Fhx8uRJG/TK9uh/bXsjOTlZHDt2zKbn6+rqEm5ubqK5uVns27dPjBs3TnEbN998s3j//fdlH79y5Upx6623Gv3sL3/5i7j33nsV98GA4mc0ouWPCPFn7YDPzF1bY/jmm29ERkaGxePa2tqEu7u7aGtrU9S+WL+8u59nx5S5EyLF6rv7jjEGeHl5ifr6emXt2wCPPPKIeOGFFywe1//a/vDDD2Lq1KlGj+3o6BAuLi6io6NDcV/+9Kc/KfqOtTA8G9bgyZsniwvjEJeP9xavXisZ/X3NwdR9Oy0G8d393ff6Aw88IJ577jmr+vnvf/9b3HjjjSY/f/XVV0VmZqbs9nbu3GnyHnAE3nrrLXHXXXeJ9vZ24e7uLlpaWno+u/3228Xf/vY3IUT39W1qahKenp7Kn2EbYePGjeLiiy9W/L3s7GyRmJhokz688sorIiIiQixevNjkMdu2bROzZs2S3aaxezcnJ0eMGjVqwPtdXV3Cw8NDNDQ0yG7fgISEBJGbm6v4e0qRk5Njk+v90ksviYcffnjA+7PGhotv7zc+B/RH/2ubkJAgcnJyZPfhlzdOEknBiDGhiPduNj5nRkREiOLiYqPff/cX88VtU5SPZzt27BAXXHCBou84GkrWCmE+iJKnjV8/U/j6668tri26urqERqNRPE8KIcSMGTPEjh07TH5+3XXXiYCAgD5joq2QmJgoLr/8cvGHP/zB6OdKru26devE/PnzZR0L7BFGuKAcS/BCI+8tkkOGJUlypTtO9V9CiE97ve8CLAE+lNOOEkiSZNEWfOlD7/BtXt+4l+EUwwrdlpy8vDzF3+sdvwrdsQ22tAS3tLSwu8SFpxdKLHhTIv+pgQkzlMBiDOsghT1K21RUVODv74+npyepqamcOHFCcd1NJZZggIyMDDZs2GDU3rx582bmzp2r6Py9ETU7Ew832yTMkmvJOXnyJDExMWaTSBhFP8vNNfGlfH50YGydoRaqIyxv/WGPcczFxYXAwEDFeQOcEQ9pi9I2OUf38fAcuDKpiX0Bd9ssNr4BfwJ13SVYbkwo4b+vP23VuFhdXW1TS7CzwlsMiK5cTdbmf3Dk7W57moeHR89nN9xwAx+++Ydui3bDKXa+dgtjglpw+/Zhp/RVbdKl+vp6m8Vujh07ltLSUiZNmmTyGFtYgo3ZgaG7VuOoUaPIz89X3KbDLMFWJMLpDVNjmX/8FGov/Z+qMcJUzgBTeH76IbJ/CYtSobzBeCiQOUtwTMMWCquVJ6CyRZKwwYTQ4EAqm5WVwiopKTGbcAm6nwe1lmNLluDIzmzuSq/F47tHFLdtCTNnzmT9+vU2swTbLYZVkqT7JEk6DKRIknSo1ysfOGSp4bMxqm8Dx4UQL/f7OAPIEkLYJTjSHGGtra1lbzGc6XdTDqcYVlAfQ9I7fhVsn3Rpx44djJ80jZ98pGfOqC52nzKf9dkcmpub6ezsdMri31rYI/HSqVOniI3ttrF4enoSFRXVU7BbLpQkXQIYNWoU3t7eHDlypM/7Xd/cx7b1nzNX842i8/eBE0q6KEm4ZA6XXX0T63JApN/T530D+XN05nBQH0djqZxJRESE4lq0jo5hBdvEsZ6RIgn21jD54iXs37/fRj2DBr0O7wcKIGMF09pXk1UB7ftMZ5q2BEsLXqWE1ZmbrwAz9F8R6AkX/vRjxrjn9SHzCxcuJKeglN2FXYimCp57czWZM3BavFxMTAylpaV0dnYq+p4tF/9paWkAJuNXwb6EFdSvQRyVdMnPz4/a2lqrc0mYSiCntrqEXq+nrq5OWVK68fciabSEJs2gYsyjA+bMzs5OWltbTYaIJVx0K3lVKN4cNrduHooIGTWRiku/VrTmsJRwyQC1iZcsEdbfTTvK7xdZn+3aGGbNmkVHR8fgJ6zAv4HFwOdn/2t4TRFC3Caj7VnA7cD8XmVsLj/72U0oSbakEOYyBX/33XcIAXVzVvbclO3t7ej1epOqylBVWNVMFv0VVn9/fzo7O20Wb7dp0ybmz58PQMrYyWSfUZ8Rs6qqiuDgYKcs/q2FPWqx9ias0L3LbqjHJxdKCStARqo7f1k6gT2/TkT8uVsx37t2JVF+EF78T0Vt2QtyJ4vsL54npXGt1cl0ku/6F5JvLNkxD/Z535ljgjUbb+b6HB4ertgt4OgswdCdKdhqwtoVSFDmftKXvkdWVhbt7e026VtvsuI+OZP4AMgJuF51e8NNYfW/IJMvl2k5+ii8vJgBCW7++rOF3P4BbD9cxOk2f+6erkwlsSXc3NwICQlRXDbIloQ1PDycqGAdU/ZdZ3IsCwgIoLqqsmfMVoOTm99idPFKo99Xswbp6uqitbXVIbXr3dzccHV1pbm52ap2amtrTRJWNeNtXV0dPj4+ypJvnd3cDbvoXsrLywd8bFDvTa2Vom78O9XtHrTMeklRX4edwhoaSkVFhaLvyFFYQf2GsSXC6jO9b9lEW2LWrFkARK3LsHpNZNc6rEKIOiFEgRDiZiFEYa+XrC05IcR3QghJCDFenC1jI4T46uxndwkh1G8fW4A5hfXbb79Fq9X2WbgYUsmbepiHosKqNlNwf4VVkiSb2oJ7E9bkS39KTvCtqhW0oZgh2AB7Kay9E4OlpaVx9OhR2d9vb2+noaFB8T37SHoWGklw7St5vLGjWzFfVzeVS1KsL89hKxieYUu76ccO/EBqqPW7lZIkcckll7Bu3bo+7zuzlqXaHV5LJHsoKazWbrwZQhC8vLwYNWqU4g0hYxBnk+T1KBUZK0i76FqO+l6ruk1LCmtISAj19fVGE7AYg7MVVsOCPGHBcpJCBy7ObvzdOiaNTeQ3f3qV3999AS6PdTm1lFl8fLziTMG2XPxLkkTuoy3E+pt2MLm7u+Om0dPQqt7lVH3qEME64+OlGsLa1NSETqdz2Ca0LWzBpgirQcFVCkubTeZginBZIj1arZa4uDjFv5ej7NuOgpqymPZUWPV6vWUV246lG8eMGcPCZIjxUz9GGODn50djYyNdXV2q25ATwzrkYO6m27p1K3PmzOlDWC3dEOezwgrdu/EnTpzgleUXUfWc+t3Y+vp6Dh8+zIUXXghAcnIy2dnZqtqCoRu/ChBZ9TUlm1+xWVkMsF5hraioICQkBI1G2bCQtCCTVTdqefsncbyzGxh/L+vy3LnkibWDpkC4q6srHh4eNDU1mT1ud2UAU2Nso84sXLhwAGEdigqrpT6rVViHmiVYCNHnWkyaNMkmtuCWlhbc3Nz6lIxR447oDUuLXo1GQ2RkpGwV0JkbLX1gZnG2YsFJbr82gyW+iooY2AWjPSvJ+ttcReO7rdUqzymW69aHBvpS2aR+vKt1i8ff0/j3ExrWk7fhVcXXwJEESK1ttzdsrbBaI3SEhYUZVVjr6upMxq8akJCQoDjviaPs247CYFNYm5qa8PLysrrUlVpoNBrWrVhuEwVXo9Hg4+Nj1fM2LAmrKYW1oaGBo0ePsnDhQmWE9ej/UVOwTzG5cKbCGh8fz6lTp5TtZmy4n4Lje4krfL3P2zHaEm667mqeXLWdrXnqd1q2/e1mpkc04bn9UQBSUlLIyclRHUNSWVk5ZAlreM1GKhqxadyBMcKqRGFVYwcGehaRC/6Ux+muSHb63MH+/fuZPXu28rbsCEsLiIaGBvIrWkn/U6tNiPaCBQv49ttvaWtr63lvSBLWY+sI2vkzk+NfeHj4kFBYrbUENzQ04OHh0VOqaNKkSezbt8/qfhkjKkrdEf1Rk7+bwA2m7aAA0d5tFP05Wda8ZimOeTAgcEYmd153CdKETGd3hYyQXL7OUubUsLm9UobyEhafRvmV21SPd3Vu8fjdvs7o90c3fM3JKhRdA0cTIFsprEaTLqklrBueJbBhr6rNbHMKqyXCmpiYqDjnxXC0BA8mhdWSMu4Q2FDBtTaOVRZhlSQpTpKkjLP/9pQkaVDfoaYU1u+//57JkycTFhamiLBGl31Aayfs+0qZi9mZi1MPDw+Cg4MVxdE073mDxnYIPfVen/eXJuXwwa2QeSGcsCLm9NCOtUyJomcCCwoKQqvVKh4gDBjKCmvI5Bu6CasNLbNFRUV9CGtKSgonco7T+aI8VVxphuD+0Gq13HbbbSxbtowZM2Y4JA5JCSxNGPv27WP8+PG4urra5HxBQUGkRnqy/SGvnuvvzIW/6qRLJScI8jK9+I6IiFCksHZ1ddHY2GhxAWVrWGsJ7j/e2EphNbZIt1phrSwlwMP85mKCRxl5Z+RtQFbnfkfQ1jtt6gixOTJWQNiUQeHqWLTkLjaegNbUpbK/44zFvxpFqTdMqYsAo+YspaAG9OPuMfq5MThDYbWXJVitelt99EsCvVC1mW0gXP1FgLq6OovER63COtwswUqeh87OTiorK2Wtm9Tca4OCsNoQdieskiQtA/4LGJ6eaOB/qs/oAJhSWDe8/UvmenyHX+FHigirx5RMfpUh8cS3lmV/Awz2MWfuSo8O1HPy+VGyFxkV0bcQ6s2AHeqLrsnk6nQtCRPmkBe1TPWCoNRtHJF+fQlvSkqKalvwmV3/JCjntcG9iDKBkKteobIryKaLq/4xrF5eXoTpuiislrcoVa2w9sIdd9zB4cOHucRj46D7XfypovbNiSb7tXv3bqZPn27Tcy6KreSr4+eu/1BUWGsIIcDLtG1QqcJqWDwptZ5bC2stwf0J68SJEzm4bxf6l6wrzWVskZ6cnMzJkydVJ3Wq6dD1lMkxhaRx08iVuQF5uvgUYd7WxzGdLwi57h3GTZ7JFo38OOSGhgaHL05DQ0ONWkjlwpzV1OvKlQQEh3M67UnZ7Q1FhdVclmBVCmvARQR6qRMG3N3d8fT0HHBee1mCz3eFtfy/Swny7MR160MWj1WzYTxCWPtCzorhfroz/tYDCCFygVDVZ3QAjCmsHR0d/HPtAW6ZJPArX6+IsJKxgmX/aSOv1o1NmzbJ6kNTU1NP3JyzEKUt43Sd/EVGZcqDhIyePJBEGRJeXPGkqtquBpS5phJx87/7tJ+cnExOTo6q9qoL9ppVfgYzgoKCqKurU1z6wBRaWlqora0dsNMXFRFOaYO8GCVbENaxY8dy+xSJa8YOvt8l2rWcrHLTz8OuXbuYNm2aTc+5+OofseYYPdffmbGAnp6edHZ29rEoy0FNlw8B92eZ3FxRqrA6ww4MtiGsvX+7wMBAfF07KFEwxhqDsUWfh4cHcXFx5ObmqmqzpllPwC/rzW6IJS16hBz/ayxumun1enKrXUgKcV7m3aGIxYsX88UXX8g+3hmL/7CwMLsprKA8l8ZQU1jb29tpa2szWi5GddKl0IUEzntS9Wa2sd9UDvFRS1jPZ4W1bOf7RPoia/wfspZgG8IRhLVNCNGzzStJkgtgXeEqOyM4OHgAYV29ejXJ8ZGkhmnxS79WGWGlO2nLH29O4NZrFvD7H4Xx2o80TIj15LO7je+uO1tdBYhIGM/pevk7dZWVlWaz7qoZ0HqjtLSUiIiIPu9ZRVjdEgnUDZ5MtEqg1Wrx9/enqqrKJu0VFxcTHR09QLWKTLuIktn/ljX5WWsJNuC95+8zmsnT2bh1yaKepFDGYA+FdfJ9H9LgEkFO7M8A5yqskiSpsqlZIpgGhVVuLLozStpAdwyrLS3BAKNjIzhZbR2RM6UqqY1jbW1tpaury6IlPykpSRYhLioqIiAoFJ8nnZt5d6hh8eLFrFmzRvZzMdQswUIIi8rd6NGjFa0ZhprCaqiXaiyrsbOqSxhTzeUorKNGjaKoqEjRJvr5nnSpLPgywn2QNf4HlPyPmh/eVOTGGY6E1Zraz3II61ZJkp4EPCVJWgh8DKxRfUYHIOT4y5w5dbTPjbFy5UruffxF+Hknfgv/MICwmiqo3BvXB2zkq59AQUkFW04I0oJa+aHg3O66WL8cXnaBDfcPiqyKERfcSmnyw7IXGZaSGMXFxXH69GnVNjVjhNUaS3CNewKBt34xZBdRagL8TeHUZ48SK50cMBgqKZ9jC4UVsGuadWuw6InVFHdFcyh04ORSWVlJTU0NiYmJNj2nRqPhyiuvZM2a7iHT2eVBlO7yyilib6jv19DQIKvNoaywDiCskxdycuoqq+51UyrFWK8ijr19k2K7seH6WioNkpSURF5eHnq93uxx2dnZpKSkKOrDCLo3HFw6atn5kIus39BZhFWtJbipqQl3d3ezMf9Ky+s5+hpYS1hNJVwytK0qhtUGhLU/6ZJDWN3d3QkLC6OoqIijq26m9DeWQx2GmyXYz8+P1tZW2eW+ysKXEH7h3bLG/5CqTVQ2KnOeDUfCam+F9XGgEjgM3At8BfxK9RkdgOBT/0QIuOmx11j9Yy3/vT+W/TvWs8R/KzBw4SI7cHz8vUyK1vJW5jg+ulPLdbNiyK7sfr+9vZ3UW1/ndG0XHHqT8q+fIbDpoFPj+JRa9SzVNXV1dSU6OlpxfTno3o21ucJqRb2ywQCl9hNzKDu4pnunr99g6BTCOkjh4uLC0qVLefPNgRPG7pV3My20Ds2mn9r8vL2tgc4mrErjaOrr69HpdH1KrhiDkjjWoUpYq6qqBhJWleXDesPUom+Cy352Fiq31std8Hp7e+Pv728xMd8IYVUHSZJ4/KIGHlujRxy0nLBxqFmCLdmBYfhbgs1dA4MlWGkVBEs1lC3BWGkbucQnISGBnTt3kvHz//Di5m4xRgjBC8tm0vbCQAI73JIuSZKkqBarkjVTxNTrKW1AkRtnuBHWwMBAuxNWT+AdIcT1QojrgHfOvjdo4Topk5zHNcyMg9e263ljfRF/WAQeWW8DVhBWg3J012H4eScpmV+R1ZkCGSvIzs4mpxJe+77bovqPj75kUQpOjeNTSlgtWYJBvS24oaEBSZIGTMiJiYnk5+XQITOTbW9YO7A7G2qKVJtCTcBFBBhJ1KCEsJbnHybsq/mDLlmSLbF06VI++OfbNP2x7/22du1XzBmNXZ7XBQsWsHfXdj64TUNFUS5BH6c77RorXaDJJZdKxhpzqoQ9YRdLsA0Iqylb3aLrlvJ9IZTH3K6oPSUbAnJswdnZ2aSmpirqwwi68eOl99LUDh9WL7B4bH19/ZCyBMtR7ZQ+H0PNEmwuvMHd3R2tVktLS4uiNp2lsEL3+m758uWMS4pmXQ4w/l6OHDnCL1d9zzdZA2P1h5vCCsqcb4oI65IVnG71U+TGGW6E1REK60b6ElRPYIPqMzoCGSvwe6qLBx9Yzjf3atnw5DiWXXgups6QCMkg+6vdJUpMTKSgoICOjg4OHTrE5MmTWXkwmEOh97Ix353Mmc5NUmEvwqq0VhcYtwNDdyKYUQFdHC1VnrhkqCus1pYU6I3a8EsImPvEgMFQLmFtamridGUtUb7DOxNoTEwMaUFt7Cw893e2tLTw70Nu3DHVPs+rl5cXb1zbyUcHBfH+XQR6Ou8aK12gySWX4VIpZavmySLiQ1VhtRdhNbXo8168kqtvuIMPSiYoak/JgjcpKcmiw2VEYVUP7aWv88oH3/KLt763mE3aWQqrWkvwiMJq+Rqoad9awmrsN5VLWJOlo4S71fC/3yyitD2QkjFP8umnnxIW4MnHhwZuiA9Xwip3XVZaWiqbsAYGBtLS0qJoA2OEsPaFHMLqIYRoNPzP2X8PrgKLptBPEe29mO+9eGlqalI1SHp4eBAdHU1eXh6HDh1iyZIlTJ8+nSuuuIIHHn7c6UkqBpPCaoqwAkwZl8zeEmXJk/R6vdOUGlvBpgqrCRIQFRUli7B+8cUXzEqPwcdz8CVLsjUumDKBXUXn7rf//ve/TJ81j7jf2e95veWu+/jsbi17fzcOVxfnXWN7KazJbic5VCrPvjqUCWt/O7etCKup+efOO+/k3XffVdSekuubnJwsS2EdIazqMXv2bFpbGilvML9R5YzFf2BgIPX19XR0dCj+rhwSFB4eTn19PY2NjWaPM8DRCqvaTL4GDEbCaoxwySU+y0ftZNty0OW+Q0ZGBuvXr+fTTz/lb2++yxd5frTNfrnP8cPNEgzK1mVKFFZJkggPD1e0Jh8hrH0hh7A2SZI02fA/kiRNAZR5HAYhei9erHnoUlNTyc7O5tChQ4wfP56H52ipP1PMT9NP2bK7quDv7097eztNTU2yjncaYb3yPvYGZSoiCw0NDXh5eZlN+DDYYcukS6YWqXIV1g8//JCb7n92UCZLsjWmX/8Eu9zPlfN46623WLZsmX1PambzzJGwF2G99PKr+TobWUS85sga/Pc+5XBbtD0sweHh4TQ0NMhekEuPFs0AACAASURBVBuDuUX63LlzqSo5waFH5YdMKFVYzRHWpqYmzpw5Q2xsrKz2RmAc8VGhFNSYd3A01NXg8/dIhz4XGo2GoKAgo3XrLUGOwqrRaBg1apTsTZ2G3E14b1vusGtgz6RLhvaVbJIJIax2jlmjsOqmZRLk3b2heskll/D6669TXl7OkiVLSE9PZ926dT3HGkqkWcpGPtSgRGFVmvdDqYhUn7MJ3233DZswLUcQ1oeAjyVJ2iZJ0nfAh8ADqs84SGArwpqSkkJWVhaHDx8mPT2dBS5fUvgUBBYo2xW3ByRJUvSAOIuwTp06lb179ypqb6jbgcG2SZdMEQsfHx+EEGYX6nV1dWzcuJFrrrnGJn0Z7Jg+fTo7d+4EIOudW8g9sI3FXussfGt4IKDqW2q+eUL2BCi3BM2FP/2IvAY/ytOfsXhsWcExwrwdX6fX29ub5uZmurq6VH3fGGGVJEnRgtwYzClrGo2G28Y38a+98m3ktoxhzc3NJSEhAa1WK6u9ERhH/PiLKZz5L5MbVc3NzQh9F54ujg8XUGsLVhIXKff5qCzOJUTnuLHB3pZgpQpuU1MTrq6uuLu7q+6TNQpr7wz/CxcuZNeuXVxzzTVotVquHy/4+LdX98wdhuoalrKRDzUoWZfZm7BWnz6Bv8fgq2mvFnYnrEKI3UAqcB+QCYwRQihjF4MQvr6+NlNYt2/fTkNDA3FxcTD+Xvy9Bo+t0h6ENT8vx2I8Tn+Y8/pPnDiRI0eOKLIlWWubGQxwhMIqSZJFlXX16tXMnTvXKbUxnYH4+Hja29spKSlh1Xv/4c6p4HpslbO75RCENOykrEH+BCiX/Li6ujJ//vw+O/CmUNASxKhAx8f3azQafL1cqfujm+Ida4PyYSzDs7W2YEtxe9dcs4Q1x5F9vZRs5nWP57kUPiVR9ztpwHUZsQPbBvHx8RQUFJj8vLy8nLBAbySN49cOanMpyFFYAUa7FHLy70tkPXPlnUGEejtubFCbydcAW1uCbbGusUZh7Y3Y2FgmJ4Vwo+Yt2HA/V/jtYNOJc3PHcKvBaoDcdVljYyNCCEXXQClhregKJszXublwbAlHKKwAKUAaMBm4WZKkO1SfcZDAlpbgb775hvT09O6dpkFWg1LuA9LW1kZzc7PFCUin0xHt08m6bGU7wWVlZSYVVm9vb+Li4jh69Kjs9oZ6hmCwvcJq6rezRFj/9ddfcaPPmmFjO7EESZKYPn0627Zt472DHiy9YPhMCJaQPONqcs6W4pIDJWrdokWLWLt2LVVVVWReOZbm5wduagkhyK9sJ/7pM04ZI8O92iitU65i1dXVodPpjIYgWEtYLS38pi7/iBopnLxRP5fVnpKx0dPTk4viu7hoBSQ+DzU/9C2/MkJYbQNZhDUu1SlrB7W1WGtra2WRoOleR1j5vaBgi+XSPhXNroQ9WuSwa+Dh4YFWq5Vdd7M/LDlQnEFYfX19aW9tpuVP3eOvEIK6ujpVsZA/LKtiXkL3eBk35x7ONEFz8o+B4ZlwCeRv4BjUVSUKc2RkpDLC2uJG6M8LBw2fsBZ+fn40NtTTpVDwMsAiYZUk6dfA386+5gEvAFcpPtMggy0twe3t7YwfP96W3bMZ5BJWg91NzsP32mOLWfYx1Iy6U3Y/zFmCAaZMmaLIFjxcLMG2UljNxdKYI6xHjhzhUE4RS8YNH9uJHEyfPp3f/va3jJ14AUl/dG5yNEci+ZY3yGkMkv33KiGsl156KevWreOKK67go03HeN+IjbWmpgaNRuO0Zzc6OpqSeuUbFMbswAbYQmE1t/DTaDRcccUVrFmzRlZ7SsfGDa8tp+hpuGIMvHpiap/Psre+T0r+H8+bzSx7QQ5hdVYNbLW1WOvq6mQprLfefR/LZ0nMXKEh+3HTC1W9Xm+xFrw9YI0teDAqrJIkEe3bRWF19/jb0tKCq6srbm5uittynZQJUrfqr730dUYlpnIy/kFgeCZcAvnrMjV165UorEIIKisrCQ0NVXSOwQyNRsM3yyQQ6kIf5Cis1wELgDIhxN3ABECZt2AQwlaENSQkhAAfd9Ir3hiUk7rcB0SOHdiAjF98zrXz0nnw93+X/Tfbg7AOdYU1MDCQuro6VRka+8McsTBHWF944QUevP4CPNwGj43dEZjuupusrCyWXeji7K44FKGhoXR2dlJVVSXreCWENTY2lkhfwTixi48fiOf/toFIv6fPMQUFBcTHxyvtts0Qlb6A4gveUrxBYZaw1q/j5MYVqsd/OaU8Fi9ezBdffCGrPcXuk4wV8Ijgifez+NtX+X0SSGXn5JISfH5tZtkDshTWsDDHdagX7G0JJmMFD36mZ9m0LlZsN71QraqqwtfX1+GJFK0lrLZMumSrdU1aUjzHK7o35tTYgXvQzzGYlJTUU9Zw2Cqsua9SnrvL4nhub8JaU1ODTqdTtdEwmLHguszunAgq1ptyCGuLEEIPdEqS5AtUADGKzzTIYCvCKkkS80e1MTNucE7q9iCsAL+fdpSPDgjEQcs2H7BMWKfyLXu+eF1RMpihTli1Wi2BgYGyyYMpdHZ20tzcbHLyMJS26frmPvKePLfDferUKb788kvu+/PXg8rG7ghcoF/LzHhY4rfJ2V1xKCRJIjk52WLtTQOUlqDZ+uNaVl4nmB92CpfQdNaLvom88vPznUtYo6IoKSlR/D1jJW0MiK//mvxqVI//cmLBMjIy2LVrl6zFr1r3SUpKCnPH+PLGzb49VsKcaldSws4fy7y9EBcXR2FhoclYSWcTVnsmXTLgtltu5uOD0DXWeEb2iooKp1wDeyqsSpMu2YywXnwjRxN+CxkrVNuBjSExMbEnSdtwJazRpR/Q0gFZ682vbZXUYDUgIiJCVtUG6H4ehpO62gMrwiblENY9kiT5A28Be4F9wPeKzzTIYCvCCvDfPy9nQtTgVKjsRVh9pmfi6Qo1o+6yeGxraytNTU0mF3wAk1tXc6wcmvfII8DDwRIMtkm8ZIgl0miMP84GhfWV194k5U963lr5OoWFhdx19UyWjq/Bf89TVp1/KCJwRibbf6rFY0qms7vicKSkpJCdnS3rWKW1jgNmZKLRapEmZPLQJcH8388u7bMJVVBQwKhRoxT32VaIjo5WR1i3/oXgirVGN9QiL7yL0npUj/9yFn46nY7ZYwJY92CgxU09azbzHkzP51/7ujdfS0tL8fQOwP+p88cyby/odDq8vb1NEkNnEla1lmDZCutZJN31LyKTJrPV9Xqjn5eXlztlge7fdZrady5S5ZAYjJZggLS0NI4dOwZA1ddPEtCWaxMHYGJiYo/COlwtwW6TM7n3Qom/Hh9j9jh7K6zDlrBaAZOEVZKkWWf/+bAQolYI8QawELjzrDV4SMNAWPV6PS0tLdbVkhpkiZZ6Q24dTqWElYwVhMelUD7mUYuHlpWVERYWZjY+1mtqJuMj4AftlbJOPxwUVrBN4iVLKlhkZCQHDhzgD1vcWX23hhe/dWVCajwLwkv43WWD0xlgdwziZ9besKfC2vu63hS8lW9PQtPuc5tQTrcER0VRXFys+HvVOZsJ9DT+rAReu4oWvRsts15S3K4QQpYlGGBhRBEbc8zH/gghFG8y9MaURT8huxLaUn8yknDJxjBnCzbMkc6AWkuwGqvpTTfdxH/+8x+jnzmLtPt3FFHboi6mztaE1VbrmrFjx/Yksdy5+X9MicIm83xvwjpcFVYyVnDfuyV8sK3EbEZbNYQ1JCSE2tpa2tvbLR7rLMfBYIY5hfWvZ//bo6YKIQqEEIfs2yXHwEBYqz/7Cd5uejSbfursLtkF9lJYAcLDwykrK7N4XOnnjxAhFZnf4ctYwZybfsm25smyzj0cYljBNgqrpUyFkflvkpubyz2Xp3HFqi72PtjJ8V/AUxng5jo4nQEjsB+UKKyKCWsveE3NZGIkfK+9oue9/Px8pyqsai3Bjf5T8XaXjD4rkiTJHgv7o62tDY1GIytOaf7l17PpBGaf14aGBjw8PFTHAXpe8SYJKeM4Gn4PWVlZI4TVhoiPj6ewsNDoZ061BOf8jfITexUrcEoVVoAbbriBTz/8Jx0vDky+5DRLcHQata3Gn21zaG1tRa/X4+HhYbptJ8WwpqamkpOTQ2dnJ9uq4pmToPzvM4behLX8+3cIyH1rUOZusRYRERFcOSWUVXcEmfz71BBWrVZLSEiILAu+sxwHgxnmCGuHJEkrgWhJkv7a/+WoDtoLBsK6/ct3uSCWYasyBQUF0VBfS9sL5tNI25Ww7vsfET5YvMazZ8/m22+/lXXu4WIJdoTCGl32AbdPgafGHwC67dwRflqYsPy8VRnPZ8hVWK1V68hYwZybn2Brw4Set5ytsEZHR6tSWJvC56Fb8AeTz0p4eLiicgUGKKllOO4nH1BDMEUpj5s8xpoNBgMmT57Mvn37RhRWG8OcwurMLMEhRf/iTBOy81EYoEZhjYuLI0rXyoHigYqm0yzB4xZTO+X3iufB2s/vI8C9HWnjAyaPcVYMq06nIzw8nLy8PLZl1TP7eduUCoqNjaW8vJzW1la+3LybhcnD16G1LOUE/9lv+u8zV6rRHOSWthmxBA+EOcJ6JbAJaKE7drX/a0jDQFg3145jXqJtdp8GIzQaDWE6PWUWag+qIaxhYWHyCKvPLCJ8LV/jWbNmsWvXLll2ieFkCbZFDKu5Rar75Ezeu0WLbtrZeM3z2A47gnOZHru6uswe19jYiLu7u1VZOy+++OKeTSghhNMJa0hICPX19bS1tSn6XlNTk1nbbkREhCqFVa4dGLrH8nnz5rF582aTx9hiwTtp0qQRwmoHWCKszlJYvaZmotFAU/JS2d9pb2+nra0NnU6n+HyR0bFUNg9M5OU0S7DKpEt1+97D1x2z6ypnxbBCty34k08+wc/Pj6ioKJu06eLiQlxcHFu3buVknQdzEoZvQrbxC+8muxL04+4x+nlZYTbhn1+gWGGW63ocIawDYZKwCiHOAB8Drwgh3u3/clwX7YMewpoH857eMawX7yEhwUYniN6ozP2BkM03Knr4ZCusfnOIuOw3Fq+xv78/iYmJ7Nu3r+e9zS9dw8FHB6rDw8YSXL2Jig2/t8pWY1FVGSGoI+gFnU5HcHAwRUVFZo+zhVo3c+ZM9u7dS2trK2fOnMHd3d1mGSvVQKPRKMrUaEBTU5PZxblahVVpHNiCBQvYuHGjyc9tpbDu379/hLDaGPG1X1GwZWD5u9bWVlpbWxXba22GjBUEh8dyJv1J2V8xqKty6rb3R3DKHM7M/vuA+chZlmClKqgBddHX4ueJ2XWV/77fUHOmDLF+uaw2bbmuSUtLY+XKlcyePdsm7RmQmJjIiy++yOIlN+H62PBNyOZ/zSp8AsMpGfPEgM+qq6upb2wizFt57LOBsDauuQfxZ9POx5EY1oEwmyVYCNEF3OSgvjgUfn5+lJSUkJ+fz5QpU5zdHbsiNGEKlZd8YXZgOV1aSqSPsodPLmFVYp3obQvW6/Xc+fvVzH9dz6+ef63Pwz1sLMG131HZaJ2txhaL1BGcX0hOTrYYx2qL+8rHx4e0tDR27drldHXVADWJlxobG80SVrUKqxJLMMD8+fPZtGmTyfIotljwTpw4kUOHDnH69GmnxhsPN8TXfU2BkfJHBiusGvJnKyh1+tTV1akm2MHBwZw5c2bA+06zBKtUWOtTM/FLXmB2XeWZ/TY+7lCyTd78bst1TVpaGoWFhcyZM8cm7RmQmJjIxo0bWbJkiU3bHYxITU01Ok+uX7+eiyfG4eqiPAdIVNsBfvHQffhc9RafHzG95h6JYR0IOWVttkuS9KokSbMlSZpseNm9Z3aGn58fzc3NzJo1y+GFqh0NS5OREIKSei1R/srsHeHh4bKCxy3VYO2NeYG5fPHmL2HD/WzZsoXAwCCOPKbh77vheFn3w93W1kZ7e/uwSKkeOuEqKpuwylYzQlhHoBRjvCs4smKRWWXfVvfVxfEdfPPsXPI//9WgIEBqEi9ZUliVlCvoDaUKa2JiIqK1hvxfuRj97Wzxm/n6+hIZGUl8fPywnxsdibjZSymsAZHe12LoTDuwAaZIpCkYSqmpQVBQkNHa40POEiyjvqk0IZPpsbBbc4msNm1qCW76AoDZGtOODDVI6tqPtzss1H5h03YHI1JSUsjKyhrw/tq1a1l0+2OqnGsPJu1l+wPw4EWQe8Z0qNyIJXgg5BDWicBY4Fngz2dfyvP3DzJ4enri4uLCvHnznN0Vu8NSYp+qqiq8vH3xelyZvUO2JVhBgeUrdesorYdNn7zBe++9x50PPEXEb7oYmxhNYW03oTbErzpzR9pWCFn0Bypck62y1YwQ1hEoxcX+x9iUa17Zt9V9dUPkId7bI7j1D+tIqP7U6Vkl1dRitRTDao0lWMnGmyRJTApt4mCJ8Z356p3vEJj3jtXXeHKUIMUl2+m/1XCC9+KVePkGUTH+133ed2ZJGwOcrbAKIZy2QFetsNbXWybtGSuYdsOv2dU20WJ7rV/dS0dbM7rvf6G4L8YwtuEzbpkEiVXGywipxUXu2/n5HPDIetum7Q5GpKamDiCser2er7/+mssuu0xVmwEzMkmP1DI6fRaF8febXPuNENaBsEhYhRDzjLzmO6Jz9oQkSQR4uzLv9BPDflK2NBmVlJSoCsqXnXRJgcLqOimT31wi8ctNQaxevZpbbrkFgLjJl1E4ZQVkrKD6y4cJEBXD4ndzRFmbEYygPxZcfRfb8rvrbZqCrQjrtCszKXpGy6lfwdMZzs8qqcYSLEdhdYQlGGD8hMkcKjW+M1+Vt5NAL+uv8YKQk1wUj9N/q+EGY4mXnJkh2AA1CqstCWtDQwNarVZVEidrYU+FFWD69Ons3r3b4nHlO1YR5g3S4ZWK+2IMXlMz+ddtWqQJmTZpz4CJizL57WXnRzk8Y5bgQ4cO4evrS0JCgrpGz+YUiV34iMkyV21tbTQ3N4+s6/rBImGVJOkZYy9HdM7e+PruNqZGqysYPZRgiRQVFxerIqwhISFUVVWZzTba1dXFmTNn5O8gZ6zgpvc6aGnvYlZELWGHnwW60+EbHu7CHz4ixp9h8bsFBATQ0NBAR0eH6jasKj0ygvMSgUveJm3iBezwvNHkMRU73iIo/13rN4bOTtARs5fj7eH8hY49LMGOSroEkH7VYxz2WWJ0Z75YSiTa3/qs9/fcex+PzXf+bzXcYKwW62CwBCtWWL9fgV/x/1SNDcYIqzOvgTUKqxzCOm3aNPbs2YNerzd7XFnYtUT4Yrtnzl7JFs+jJI7GFNa1a9eqVld7Iy4ujlOnThn9rLKy0ulx7YMRcizBTb1eXcAiIN7SlyRJipEkabMkScckSToqSdLPen32U0mSss6+/4LKvluNyZdnImmG/6QsR2GNjo5W3K6rqysBAQFm266oqCAwMBAXFxfZ7Wq1Wv79o1peuIIeUtqbsOa6zSQ5ZHiUItJoNAQGBira3e6PEUvwCNTgkksuYd26dSY/37ztB2bG21ARHSQLHTWWYEtJl8LCwqisrLRYKqg/lFqCAcaPH8+hQ4eMflbcGU70sk3WX+NB8lsNN5hSWJ1NWJUqrPUntuDjrm5sMHYuZ2ZE9ff3p66uTvH3ZFmC6V5/BQQEkJuba/a40pjbCJ+4eOSZG0SIjY2lqqqKxsZGoLuc00dvv8yilhVWb+T2XtP2x0jCJeOQYwn+c6/X74G5wGgZbXcCjwgh0oAZwP2SJKVJkjQPuBqYIIQYizPjYc+TSdlSDKtaSzBYTrykxA7cG+MvyyQt4txmQmxsbM/DnSNNIOn6l4fN7xYaGmr297GEEcI6AjUwR1ibm5vZUeTKgqThV2cvKv9NTh3doWjBYUlhdXNzw9/fX/HGkxpLcFJSEsXFxTQ1NQ34rKioiJiYGEXtjcBxMEpYD60lbM/DTg1xUaqwNgVMw9td3aaxUYV13XOE1n/vlGvg4eEBdJcXUgK5lmCQZwtWUk1hBI6BRqMhKSmJnJwcurq6uO2224j3PMMlydY7MwMDA+no6KC+vn7AZxXf/JrQ5v3DIuzNlpCjsPaHF2BRjhNClAoh9p39dwNwHIgC7gOeF0K0nf1M/Up9BLJgrxhWsJx4SS1h7b+Z0Ns+kZubS1JSkqr+DkYoXSz0xwhhHYEaXHDBBeRlH6Hy2YG14LZs2cLkaRfi99Twq7MXW/5v3FzghzVvyP6OpaRLoM4W3HDsC3x2/0rRwsTV1ZWUlBSOHTvW5329Xs/p06dVj+UjsD+MEdaSU3lE+To3tlupwtoUsQDdvOdUjQ2BgYFUV1f3Kc10+vA6In1x2jVQYwuWq7BCty14165dZo9RkpxyBI5DamoqW7Zs4Ya5yVTt/5gPHkxDq7XemSlJUh8hpjdKDnxFhA/DIuzNlrDo05Qk6TBgGFm0QAjdGYNlQ5KkeGASsBN4EZgtSdLvgVbgUSHEgK0nSZLuAe6B7gX9li1blJxyBL3Q1NREWVmZ0WvY2NjIoUOHSExMVH2NN2/ejLu7u9HPDG1a+/t1dnZSVlbGhg0bOHz4MDU1NYP+nmhsbJTdxy1btiiyTRug1+upr69n//793YPoeQIl13YEpjFxXCovlKRwRdVoOHs9Gxsbeeedd0hJSRme1zjl7yy64hOe2l/O0zL+vs7OTjo7O9mxY4fZmCIPDw/WrVtnduHb/77NrXHHK+16tvS6/nIQEhLCRx991Edlra6uxsvLix9++EF2O8MNg31cqKys5NixY336mPf/7d15fFTl2f/xzxWSIIGQhABlSdgUUAuyqKi1tiwu1K19bLVaq9YdUX9qq1Vb20dbfbpoXZ5qta716aK1aq1LS0UNWhE3VlFAFBSCyJaQsEgCyfX7Y04wQJbJzJzMTOb7fr3mxeScMyf3uZjMzDX3fV/3lmJWDr+AGYP3bdNzIJFWrFjBihUrWoxd49guXryYfv36xRzrzp0789xzz+38EmhWp+PoMmAHM4aelpQY5Obm8vzzzzNgwICoH7N8+XI++uijqGKQs72CF/71D2Y8cxDk7/k7Nm/ezOzZsxk2bFhKP3/TUbyvCXtl1fDDH17FKcd9lavOP4/XO+fC0AMjO+P8v8rPz+fZZ5/dY5mnF3ZMpvtQY8bQbyftNSEa7f566+4t3oCBjW79gezWHrPb47sBs4GTgp8XAr8FDBgHLAespXMMGzbMJXb19fWem5vrW7du3WNfWVmZjxgxwufNmxfTua+88kr/5S9/2ez+n/3sZ/6jH/0opnPvrrS01BcvXuydO3f22trahJwzTGVlZVEdd8kll/jtt98e0++oqKjwgoKCmB6bzqKNrbTsbz85xo8civv0qTu3lZWV+T777ONz585NYsvCVVVV5UVFRb5y5cpWj62srPTu3bu3etwZZ5zhDz74YIvH7P68/cbhg/2Js7J2iX80br75Zr/ssst22fbmm2/62LFj23SejibVXxeqq6u9S5cuXl9f7+7udXV1npOT45999llS27V+/Xrv0aNHi8c0ju0555zj9913X8y/b8iQIb506dKdP5911lmt/u2E6ZBDDvFZs2a16TGHHXaYz5w5M6pjt/wiy7vm4pv+J6vJ/WVlZX7CCSf4U0891aY2SOvifU1Ye0OWL7ka91tw/02nNr9Wt+TCCy/0u+66a4/txx9/vP/9739P2O8JS1ivt8Db3kQuGM2Q4GzgU3f/GBgKTDWzqGotm1kO8ATwZ3d/MthcDjwZtOtNoB7oGc35JDZm1uKw0zCHBCdyXsbAgQMpKyujtLS0Qy1oH8/SNpXPXkphVpXmOkhMjr3mSd5aW8CakZ8Xfl+15C22rP2AUesSs7xCKurevTtnji/lzjMHtPq309r81QZ9+/Zt85DgqtxBFJzxfJuHVo4cOXKPwkvl5eUxFc+T9pOfn0+XLl12vt6vXbuWgoKCnfMok6WoqIjq6mp27NgR1fHR/k00Z/chyKtWraJfv34xny9esQwJbssc1ryDpnBQKbzKsc0eoyHBqanXl6YwrHcnGDU14TVvmhsSvHjxYoYPH56w39NRRJOwPgHUmdk+wL1AKfCX1h5kkbFTDwCL3P3WRrueAiYExwwDcoHYS6RKVJpLWLdt28bWrVspLi6O6bx91k/j0xl3NPuhL+Y5rE0YMGAAL7zwAsOGDUvI+VJFa0WxWlIx5xF65KG5DhKTvLw8jj/+eB5//PGd2x764yOcPiZx6wGmqu8MWMi0Ja3PHYxm/ipEEtYPPviA+74/gVcv2XNecFOqqqqingfX2AEbH2HBG2X49Kk7t6ngUnpoPI81ni+LEykrK4uioiIqKiqiOj7RCesnn3ySdglrtMvaAHDkXUw88wZeqtyv2UNUdClFhVictalKwTU1NaxcuTL2dV47sGgS1np33wGcBPzW3a8CovmrOhw4A5hoZvOC27HAg8AQM1sIPAqcFXQBS4ia68Vbv349/fv3j3m9p74bX2J1dfMf+hKZsA4cOJCXXnqpQxVcgviKLq3vfSy9utLhKrlK+zn11FN59J6b4NZsHvvJMbz/0WpumNzxqgPvbsgRZ/FxJa1eZ7Qfzksrp/HwHx7it4/O4PZXoqsiGWvC2qf8j2QZrPrP579DCWt6aLwWa6xLyoWhZ8+eUb8Pbd68uc3LMTVWXFycUglrQUFBTD2sbfnbnTRpEi+++GKT++rr61NieSNpX00lrB9++CEDBw4kNzc3Sa1KXdEkrNvN7DTgTODZYFur4zHd/VV3N3c/wN1HB7d/unutu3/X3Ue4+1h3fymeC5DoNNeL15CwxqrkkFMpr6LZD32rl79L3+eOSMiQ1YEDB1JZWdnhEtZ4lrVZV3IKvQ4+vcNVcpX2c/TRR1P+yWqG/aKOqbc+z7VXXEDeNR2vOvDuik96gFrLo3rcL1o8LtqE9evdpvPpf8Pfz4LXVxBVwh9rwmqjpjC2BObmfL6AvYYEp4fGTyUQCwAAIABJREFUPazl5eUp0cMKkc8I0VYKTkQPa0Ohma1bt/LZZ5/Ro0ePmM8Xr7b2sNbX10c98qLBwQcfzNKlS5vsxa6uriY/P7/Z4pXSMTWVsC5ZskTDgZsRTcJ6NnAYcJO7LzezwcAfw22WJFpzvXjr1q2LL2E95T7KN3fGJ925x77KykoqNm6iX/f416yCyB830OES1rh6WNevp2dPTQGX2OXm5vLBX6bwxFkw7XzYryTKYW5prmFZgYblspqzefPmqD6cZ4+ZQq/8TgyZeBG1ub1YOfyaFo9395gTVo68i7EnXcuc+nE7N6mHNT0MqnmT5U9dDS9cnDJDgqFtPayJHBK8evVq+vXrF/Mor0Roa8K6adMmunbt2qbK/Lm5uRx++OG8/PLLe+yrqKjQcOAM1LdvX9avX09NTc3ObYsXL2bfffdNYqtSV6sJq7u/5+7/z90fCX5e7u6/Cr9pkkgtDQmO51v5vLw8unbt2uQ3s9OmTWP8mEF0zol/zSpgZ8n5jjaHNa4e1nXr6NWrV4JbJJmm0zF3M3LyVA4a0AnyMuf51Hh95+ZE/eE8mOtkR/2Oww47jFmzZrV4+LZt28jKyoq5V2XMmDHMmTNn589KWNPDfjteY+HqyDSaVBoS3JYe1mi/xGlO44Q12QWXoO0Ja5vmrzYysbSKl37zzT1GnG3YsEEFlzJQdnY2/Yv3YvGP83Y+J1RwqXnR9LBKB9BsD+uqZfRf+pu4huyWlJSwcuXKPbY/88wzHH/2tQmbsD5o2e0MLILSJR3r+5LCwkK2bNlCbW1tmx+rHlZJmIbiEk2sE9hRNTUka3dtHfoHcOihh7aasMbcuxoYO3Ysc+fOBaCurm5nT5WktoMmn83cT2DHF89PqSHBbe1hjWcOa+OENdnzV6H9EtZDc9/g7fI9a36ohzVzXXzQZi5/qp76efcAkSHB6mFtmhLWDNHUHFZ3Z/bcBRxS2nqlzJaUlpZSXl6+y7bt27czbdo0jj/++JjPu7u89x/kox9Dp3fvS9g5U0FWVtYeVROjpR5WkdhFMyQ4luGPhx12GK+//nqLx7RlWYymDB48mKqqKtavX8+aNWvo0aOH5sClgcJv3E/fAUNZ1G9qSg0Jbu85rI0T1mTHoK0Ja6xfNo066hzeWQ11Xzx/l+0VFRXqYc1QV1xyIdt2wD2v1ePTp2pIcAuUsGaIpnpYFyxYQM2Oeg4dFF9F0KZ6WGfOnMmQIUMS+83pAReCJWZ4caqJdWkbJawisYumhzWW4Y8HH3xw5PW10dyk3cXbw5qVlcWYMWOYO3cu5eXlGg6cRsaNG8dbb72VUkOCo+1hrauro6amhi5dusT8uxpXCc6kHtbuX7+PvgP2YUnppbts37Bhg3pYM1SnY+7moW9n8dN/wze/fzfZ26sonvvT1h+YgVpNWM2sl5ndYmb/NLOXGm7t0ThJnN5Lf8fapW/sMvT30UcfZeKko7AfxFcRtKke1mfuvJwTiuckpDrwTiGuh5VsvTpVsO7uA9scLw0JFoldcwu3NxZLb1LXrl0Z1jePOVflNfs3HW/CCpFhwXPmzGHBo1dTsu3txL7eSmgOPvhgXnzxRerq6uJ+DiRK7/K/svbtR1p9DjX8PcRTJKnne7ewoXwxvHBxyiSsVVVVUR8fz99uw5dMjamHNbPte9QUPvhRFl8ZApccTkKKlHZE0fSw/hlYBAwGbgA+At4KsU0SggFrHmH9Fqh8PTJO3t0jCevEiXGfu6ke1lfenM9Rw+IbapxJ+nX6hPKNba+mrB5WkdgltOjSbkYUbmDJ2ub/phORsI7JWcBtN13DT+6fwdQvodfbNDFu3Diee+65uNZAT7SSiudYuZFWn0PxDgcGKP7o/6jZAav+c09GFV2CPYulgXpYM96Rd1H44zouv3Qq10/umKMIEyGahLXY3R8Atrv7y+5+DhB/liPtKnfsFA4fDGXbjwLgzTtPpvOWj9i7d6tL6raqqR7WtTXd6FcQ31DjTDJyzKEs+NTaFK8dO3ZQVVVFUVFRiC0T6bj69evHmjVr2L59e7PHxFpgpv8+o/mkuvm/6UQkrEfnlXHuOHj3KjhquD7opIvRo0ezZcuWlBkODDDwiHNZUQk+8oIWj0tEwpo9ZgpnHmjc/cGYlOlhbY85rLBrsbQGG9atoc+0IzVCItN14FGEiRBNwtrwTr7azI4zszFA8lZ4ltgceRdHnncLL6wbAsCf/vokp44G+6zthX52V1JSskfCumGLU3z1Rv3hRWnUt/6b+Z3GtyleFRUVFBUVtWktOBH5XE5ODn369GHVqlXNHhPrB/T+h5/NqsEXNfs3nYiE9QuHT+GmYzvR47Cp+qCTRrp06cLIkSOTXmyosbzj7yW/qBdrRrY8fy4RCStH3sWlDy7m3ukrUqKHda+99qK+vp5t27ZFdXy8Paxz587F3QGYN28eNTXb2Kc4MevVi3RU0SSsN5pZAfAD4ErgfuCKUFsloTjqqKOYPn0627Zt45F3OvO9cVkJWXOxIWFteAHetm0btbW1cZW9zzSjRo1i/vz5O2MYDc1fFYlfa/NYY11zsn///i0mwtXV1fHPX9Q38mlrXL8aSj75c0r1qkVbhCwR7+3Dhg1j3LhxZGdnk5+fH/f54mFmbZrHGk+F7969e5OXl8dHH30EwB133MF/HX80OdkaISHSklYTVnd/1t2r3H2hu09w9wPd/en2aJwk1ogRI6iurua2225j7CFHMOjGuoSsuZiXl0fXrl13Vv3bsGEDxcXFKTM3Jx306dOHnJycPXqqW6L5qyLxa20ea8w9rK0krInoYZX09dMDF3PZl1OrzkO06xLH3cMa+P5XOzG426aUSNrbMiw43i+bxpTmMPeGfVjzt7N56qmnOO6k0/XFk0groqkSPMzMXjSzhcHPB5jZdeE3TRItKyuLSZMmccMNN3Duuecm9NyNCy9t2LBBPX8xaOhljZZ6WEXiN7B+MR//5axmPzTHOoe1X79+fPLJJ83uV8Ka2fodMYU+BanVqzZo0KCdPX/NSWTCOrHTc7zx/0iJpL0wayOVv9s/quQ53jWUj+2/goueqOeUa/7AKftWUZAVfYVikUwVzZDg+4BrCeayuvsC4NQwGyXhOarfp3TtVMM38ssSet7GhZcaelilbdqasKqHVSR+B3aex/NLmu/pivUDep8+fVi3bh07duxocr8S1gyXgsO523NIMAAHXMheuamRtJfkrGVlZXTzSOPtYZ160UXMmJrFuFK4eoLD1tbXvxXJdNEkrHnu/uZu25p+B5aUd2qvl5l2HnRefH9Cz1vCclb+4RvwwsVKWGM0atQo5s2bF/XxSlhF4nfiqeezvALmdDmpyf2xzmHNycmhuLiYNWvWNLlfCaukmvYeEpxKSfuQfUezrCK6Sv1VKxfQ/dnJsQ9lPvIu9vtVHTdfN5UhPTslpJaISEcXTcK63sz2BhzAzL4FrA61VRKaLgdO4eCBif9Gs7R+EeVVkV6K9evXK2GNwejRozUkWKSd5Uy+h0uu/SV3vN6lyf3xfEDv379/s8OClbBKqmnvIcGpZMiEC/iw33lRJc8VG9ZRnJeAqr4NCXsCaomIdHTRJKwXA78H9jWzVcDlwEWhtkrCE9I3miUjJrByY+TbSc1hjc3w4cMpX7GcTf/TKapvbtXDKpIY559/Pk8/+Vc+vX7Pv714PqD369ev2cJL8c6DE0m0hh7WlqrVxzqnO9UNGTKEZcuWRXXs+s9y6dlN68yLtKdoqgQvc/cjgV7Avu7+ZXf/KPSWSVopnfxjyvO/AkfepSHBMcrOzuaEfevo97N6jrn4d+y4ueXEVT2sIonRo0cPTty3licW7NlrEm8Pa0sJq3pYJZUUFBTQqVMnKisrmz0m1iHyqW7vvfeOKmGtra1la209BT9KjaHMIpkimirBl5lZd2ArcJuZzTGzo8NvmqST3asEK2GNzV9vuYgV12Xx1kqo2NLykKN1y+bSc9qxKbEkgEi6Gzn2UD7YsOscttraWsyM3NzcmM6phFXSzcCBA1scFtxRhwQPGDCAVatWsX379haP07J9IskRzZDgc9y9GjgaKAbOAH4Zaqsk7ZSUlLBq1SrcXQlrPI68i6Lr6uhR1J2qmpaHHFVUrE/MPBoRYcgxV7Ks8IRdek02P3sRXbO3x/ylUHNzWGtqaqirq6NLl6bnzYoky6BBg1osvNRRE9bc3Fz69u2784v35qhGh0hyRJOwNnyNdCzwf+7+bqNtIgDk5eXRtWtX1q1bpxf0BCjosw9V33yjxSFHG2tyKczTPBqRRGhqDtvG2X+ge2di/lKouR7Wht5V9dJIqhmYtZyPH/5mwtclTgfRzGPVVByR5IgmYZ1tZs8TSVj/bWb5QH24zZJ01LAWq4ouxa+wsJCNGzc2u7+uro4tNXV0v3a75tGIJMDgwYNZtmzZLgVnlnT9GsN6EfOXQs0VXdJwYElVe/tC3l/b/LrEHXUOK0SXsOrzjUhyRJOwngtcAxzs7luBXODsUFslaalhHquGBMevoKCAqqqqZvdXV1eTn59PVlY0f8Ii0pqCggK6dOnC2rVrd25btNdE9pt8acxfCrXWwyqSakYdcSLzV9PslzQddUgwRBLWDz/8sMVj1MMqkhzRVAmud/c57r4x+HmDuy8Iv2mSbkpLS/n444+prq6msLAw2c1Ja631sG7cuFExFkmw3XtYFi1axH777Rfz+QoLC9m+fTubN2/eZbsSVklVo855iHc25FM/8bdN7u/IQ4KjqRSshFUkOdQ9IwlTUlLCggULdpbGl9i11sOqhFUk8RKdsJoZJT1yWfnzgl3mBFa9cjMF62aowreknKKiIgoLC1m+fHmT+zN9SLASVpHkUMIqCVNaWsq8efP0Yp4ABQUFLfawVlZWKmEVSbDGH1jdPe6EFWBMz2reWrFrNe917z1PcVdU4VtS0ujRo5k3b16T+zr6kGAlrCKpKaqE1cy+bGZnB/d7mdngcJsl6aikpISFCxdq/moCFBYWqodVpJ01/sC6bt063J3evXvHdc7DDz+cVz/adX3X8s5jKS00VfiWlDRq1Cjmz5/f5L6OnLD26NEDq/uM8p92anb0g1ZBEEmOVhNWM/tv4Grg2mBTDvCnMBsl6am0tJSamhq9mCdAaz2sGzdupKioqB1bJNLxNU5YG3pX41165svn3sHM6v12Kdy0KvcASk6+VxW+JSW1lrB21DmsZsa3R9TywBvNr2+uKsEiyRFND+t/AScCWwDc/RMgP8xGSXrq378/gBLWBFAPq0j7ayphjdcBBxzAypUrqaio2LmtvLyckpKSuM8tEobmhgTX1tbi7uTm5iahVe3j4rNP4fevQ+1+5zW5X0OCRZIjmoS11iML0zmAmXXMsSASt7y8PIqLi5WwJkA0PaxKWEUSq6SkhLVr17Jt27aEJazZ2dkccsghvPbaazu3KWGVVDZkyBAqKiqorKzcZXtHHg7cYMT5j7LvgRN4smp8k/uVsIokRzQJ62Nm9nug0MzOB14A7gu3WZKuSkpK9GKeAK31sKrokkjiZWdnM6BnF/49tSuLXn0yIQkrBPNYX311589KWCWVZWVlMXJAVxZc13OXuZxbpl1ON6o6fHXrS47I5Zqpp3HqIYXcd0rWzuvdtm0bNTU15OdrkKFIe4tmHdZbgMeBJ4DhwE/dvekFuhoxs1IzKzOz98zsXTO7LNh+vZmtMrN5we3YeC9CUkdpl40Uz/lxh39DC5t6WEWS487jNnHp3+spm1fOfjNPSMhr2Zfz5jDzsV/BphVUV1dTX1+vdVglpY3vu5bH5u06l3PNm3+iOI8OX936G/nT+e034GuDq/jhs87Wt+8BPp+/Gu+8dhFpu6iqBLv7dHe/yt2vdPfpUZ57B/ADd98fOBS42Mz2D/bd5u6jg9s/Y2i3pKhrDlrJcft5h39DC1s0c1hVdEkk8Y45ZQrvXpXF/SfDoKLmi6+0xSE7nmN2Oeyo/nRn76o+9Eoqu/zCs3h0Hnz8he/s3PZu7nhG9On41a2zRk/hhBGdOGvyCMaVwjObJwEaDiySTNFUCd5kZtW73Vaa2d/NbEhzj3P31e4+J7i/CVgE9E9c0yUVHf71KfQv7NTh39DC1r17d6qrq4lMH9+TelhFQnLkXeT/qI6zzpuKZSXmtSx/3BQGFMLHG2o1HFjSQu+TH+KiK37Mz8s+L7C00A9kxMk3dfzq1kfeBd/fAd97h9N//DB/mt8ZUIVgkWTKjuKY24Fy4C+AAacCewNzgAeB8a2dwMwGAWOAN4DDgUvM7EzgbSK9sJVNPOYC4AKAXr16MWPGjCiaKm21efPmxMY2+2QYe3Lkfob/n8Ub25ycHP71r3+Rl5e3x75Vq1axdOlS6urq4mhh+kr481Z2UmwDiXwtyz6Z/iMXs3D5BpaUv0B2drZiHAI9dxPrkEMO4bunf4ejx/Qlr2Q0r7zyCieccEJGxbhnz56UlZXxj3/8gzlz5lBfX5/w69fzNjyKbXjaO7bWXA/OzgPM5rv7qN22zXP30U3ta+Lx3YCXgZvc/Ukz+wKwnkjV4Z8Dfd39nJbOMXz4cF+yZEkUlyNtNWPGDMaPH5/sZnRI8ca2f//+vPHGG032xpSUlDBr1ixKS0vjaGH60vM2PIptOG6++WZef/11Ro0aRW1tLTfeeGOym9Th6LmbeKeNyeKoYc6Qk27hzKvuYMaMGQwZ0uzgug7ptAlDGdf9QzoPPIJ3tu/P3XffndDz63kbHsU2PGHF1sxmu/tBu2+PZg7rVjM7xcyygtspwLZgX4vZrpnlECnW9Gd3fxLA3de4e5271xOpNjyuTVcikiEKCwubLbykIcEi6WXMmDF88MEHGhIsaWXC+K9Q9qGx2btSUVHBoEGDkt2kdvejg5bxPy86s9/4j4YEiyRJNAnr6cAZwFpgTXD/u2bWBbikuQdZpKLEA8Aid7+10fa+jQ77L2BhDO0W6fAKCgqaLLy0fft2ampq6NatWxJaJSKxGDNmDB9++CErVqxQwippY8LU+yj7tB/L121n//33JysrqlqdHcrIY6Zw5XjjwTddCatIkkSzrM0ydz/B3Xu6e6/g/gfu/pm7v9rCQw8nktxO3G0Jm1+b2TtmtgCYAFyRmEsR6ViaW9qmqqqKgoICVRkVSSPFxcV07dqVWbNmKWGVtLHPPvsAMHPmTEaMGJHk1iTJkXdx5T+2M2lMCUMXfl/L9okkQatFl8xsL+Bc4IvAXg3bW5t3GiSzTX2i1jI2IlFobmkbDQcWSU9Dhw5l5syZSlglbZgZ48eP5+mnn+b6669PdnOSplOnTkw//ROMYKmrjl4pWSTFRDO2449AH+AYIsWTSoBNYTZKRJrvYVXCKpKehg4dSufOnSkuLk52U0SiNmHCBDZt2pS5PawBGzUFTMv2iSRDNAnrPu7+E2CLuz8MHAccEm6zRKS5HtbKykolrCJpaJ/+BZR0q8FebLb8g0jKmTBhAgAjZn4ts4fDNqzPqt5VkXYXTcK6Pfh3o5mNAAqA3uE1SURAPawiHc3Yob257UQiQwpF0sTgwYO57tLT6Ztfr+euiCRFNAnrvWZWBFwHPA28B/wq1FaJSItzWIuKipLQIhGJR5ceJZwwQkMKJb2YGZOOOhrL0nNXRJKjxaJLZpYFVLt7JfAKkFmrRYskkXpYRTqY/AGRIYUi6UbPXRFJohZ7WN29HvhhO7VFRBpRlWARERERyXTRDAl+wcyuNLNSM+vRcAu9ZSIZruD9+6laNG2PIhcquiQiIiIimSKahPXbwMVEhgTPDm5vh9koEYE+a//Bio3g8+/ZZfv6d5+n8LVLM7tao4iIiIhkhFYTVncf3MRNc1lFQjZkwoVkZ8GiwlMA2PDkuXzv4CxeX/Ahhw5wVWsUERERkQ6vxaJLAGaWB3wfGODuF5jZUGC4uz8beutEMpgd9Tsmn1LPtKph7A9ceuND5HZy3r0S8ruoWqOIiIiIdHzRDAl+CKgFvhT8vAq4MbQWichOkydPZtq0aVRUVPDP93O49etZ5B8yVYuXi4iIiEhGiCZh3dvdfw1sB3D3rYCF2ioRAWDSpEnMmjWL++67j2NP/CY9rqtToioiIiIiGaPVIcFArZl1ARzAzPYGakJtlYgAkJ+fz0EHHcQNN9zAM888k+zmiIiIiIi0q2h6WK8HpgGlZvZn4EW0NqtIu5m89zb6dPmMCXVPJLspIiIiIiLtKpoqwc8DJwHfAx4BDnL3GeE2S0QaXDTkTf7+PchaeG+ymyIiIiIi0q5aTVjN7BngaGCGuz/r7uvDb5aINOg+bgqj+qsqsIiIiIhknmiGBN8CHAG8Z2aPm9m3zGyvkNslIg2OvEtVgUVEREQkI7VadMndXwZeNrNOwETgfOBBoHvIbRMREREREZEMFk2VYIIqwScA3wbGAg+H2SgRERERERGRVhNWM3sMGEekUvCdwMvuXh92w0RERERERCSzRdPD+gBwmrvXAZjZl83sNHe/ONymiYiIiIiISCaLZg7rv81sjJmdBpwCLAeeDL1lIiIiIiIiktGaTVjNbBhwWnBbD/wVMHef0E5tExERERERkQzWUg/rYuA/wPHu/gGAmV3RLq0SERERERGRjNfSOqwnAauBMjO7z8wmAdY+zRIREREREZFM12zC6u5PufupwL5AGXA50NvM7jazo9urgSIiIiIiIpKZWuphBcDdt7j7X9z9BKAEmAtcHXrLREREREREJKO1mrA25u6V7n6vu08Kq0EiIiIiIiIi0MaEVURERERERKS9hJawmlmpmZWZ2Xtm9q6ZXbbb/h+YmZtZz7DaICIiIiIiIumrpWVt4rUD+IG7zzGzfGC2mU139/fMrBQ4GlgR4u8XERERERGRNBZaD6u7r3b3OcH9TcAioH+w+zbgh4CH9ftFREREREQkvZl7+DmjmQ0CXgFGABOAie5+mZl9BBzk7uubeMwFwAUAvXr1OvCxxx4LvZ2ZaPPmzXTr1i3ZzeiQFNvwKLbhUWzDo9iGS/ENj2IbHsU2PIpteMKK7YQJE2a7+0G7bw89YTWzbsDLwE3ANCJruh7t7lUtJayNDR8+3JcsWRJqOzPVjBkzGD9+fLKb0SEptuFRbMOj2IZHsQ2X4hsexTY8im14FNvwhBVbM2syYQ21SrCZ5QBPAH929yeBvYHBwPwgWS0B5phZnzDbISIiIiIiIukntKJLZmbAA8Aid78VwN3fAXo3OuYjouhhFRERERERkcwTZg/r4cAZwEQzmxfcjg3x94mIiIiIiEgHEloPq7u/ClgrxwwK6/eLiIiIiIhIegt1DquIiIiIiIhIrNplWZt4mdkmQGWCw9ET0BzicCi24VFsw6PYhkexDZfiGx7FNjyKbXgU2/CEFduB7t5r942hDQlOsCVNlTiW+JnZ24ptOBTb8Ci24VFsw6PYhkvxDY9iGx7FNjyKbXjaO7YaEiwiIiIiIiIpSQmriIiIiIiIpKR0SVjvTXYDOjDFNjyKbXgU2/AotuFRbMOl+IZHsQ2PYhsexTY87RrbtCi6JCIiIiIiIpknXXpYRUREREREJMMoYRUREREREZGUlJSE1cweNLO1Zraw0bZRZjbLzN4xs2fMrHuwPcfMHg62LzKzaxs9ZrKZLTGzD8zsmmRcSypKVHyD/Z3MbK6ZPdve15GKEvjcvcLM3jWzhWb2iJntlYzrSSVtjG2umT0UbJ9vZuOD7Xlm9pyZLQ7i+8skXU5KSURsG+2718zeD2L8zSRcTkoxs1IzKzOz94Ln3GXB9h5mNt3Mlgb/FgXbzcz+N3jfWmBmYxud66zg+KVmdlayrilVJDK2wf7uZlZuZncm43pSSYKft78OzrEoOMaSdV2pIIbY7hu8FteY2ZWtnSeTJSq2wb5CM3s8eC9bZGaHJeOaUkUMsT09eC14x8xeM7NRjc6V+PzM3dv9BnwFGAssbLTtLeCrwf1zgJ8H978DPBrczwM+AgYBnYAPgSFALjAf2D8Z15Nqt0TEt9Hjvg/8BXg22deVCrcEPXf7A8uBLsG+x4DvJfvakn1rY2wvBh4K7vcGZhP5Ai4PmBBszwX+A3wt2deW7FsiYhv8fANwY3A/C+iZ7GtL9g3oC4wN7ucD7wP7A78Grgm2XwP8Krh/LPAvwIBDgTeC7T2AZcG/RcH9omRfX0eIbaPz3RG8n92Z7GtL9i2Bz9svATOJfCbrBMwCxif7+tIstr2Bg4GbgCtbO0+yr68jxDbY9zBwXnA/FyhM9vWlWWy/1PAeBXyt0WtCKPlZUnpY3f0VoGK3zcOAV4L704GGb+4d6Gpm2UAXoBaoBsYBH7j7MnevBR4Fvh5229NBguKLmZUAxwH3h93mdJGo2ALZQJdgXx7wSZjtTgdtjO3+wEvB49YCG4GD3H2ru5cF22uBOUBJyE1PeYmIbbDvHOAXwb56d18fYrPTgruvdvc5wf1NwCIiX0p9ncgHIoJ/vxHc/zrwfx7xOlBoZn2BY4Dp7l7h7pVE/k8mt+OlpJwExhYzOxD4AvB8O15CykpgbB3Yi8gH085ADrCm3S4kBbU1tu6+1t3fArZHeZ6MlajYmlkBkS9yHwiOq3X3je1yESkqhti+FrxXAbzO55+1QsnPUmkO67t8fkEnA6XB/ceBLcBqYAVwi7tXEAniykaPLyfD/5Bb0db4AtwO/BCob8d2pqM2xdbdVwG3BNtWA1Xurg9RTWsutvOBE80s28wGAwc22gdEhvsAJwAvtlNb002bYhvEE+DnZjbHzP5mZl9o3yanNjMbBIwB3gC+4O6rg12fEkmWoPn3Lr2ntSCe2JpZFvAbYJchgRIRT2zdfRZQRuS9bDXwb3df1A7NTgtRxrat5xHiju1gYB3wkEWmvd1vZl3Damu6iSG25xIZgQEhvZelUsJ6DjDVzGYT6YquDbaPA+qAfkSeYD8wsyHJaWJaa1Ps9iboAAAFPUlEQVR8zex4YK27z05Ka9NLW2NbRCRRGBzs62pm323/ZqeF5mL7IJEXwbeJfLHyGpFYAxD0XD8C/K+7L2vXFqePtsY2m8g3qK+5+1giQ/9uae9Gpyoz6wY8AVzu7tWN93lknJTWkItRAmI7Ffinu5eH1MS0FW9szWwfYD8irw39gYlmdkRIzU0riXpNaOk8mSoBsc0mMk3mbncfQ6RzQbVwaHtszWwCkYT16jDblR3mydvC3RcDRwOY2TAiQ1EhMg9wmrtvB9aa2Uwiw9NWsmuPSgmwqv1anF5iiO8YIr0sxxIZ7tPdzP7k7kqsdhNDbB1Y7u7rgsc8SWQuwJ/au+2prrnYuvsO4IqG48zsNSLzLRrcCyx199vbr7XpJYbYbgC2Ak8Gu/5G5E0q45lZDpE3+D+7e0N81phZX3dfHQydXBtsX0XT712rgPG7bZ8RZrvTQYJiexhwhJlNBboBuWa22d0z+gNqgmL7XeB1d98cnPNfROL9n/a4hlTVxti29TwZLUGxLQfK3b2hx/pxlLC2ObZmdgCRaYNfc/cNwebmXivikjI9rGbWO/g3C7gOuCfYtQKYGOzrSmSy/2IiBUOGmtlgM8sFTgWebu92p4u2xtfdr3X3EncfRCS2LylZbVoMz90VwKEWqWhrwCQicwVkN83FNohd1+D+UcAOd38v+PlGoAC4PCmNThNtjW3wzeozfJ5UTQLea+92p5rgb/gBYJG739po19NAQ6Xfs4B/NNp+pkUcSmRKwGrg38DRZlYUjMI4OtiWsRIVW3c/3d0HBO9nVxKZi5nRH04T+LxdAXw1mEKQA3yVDH8/iyG2bT1PxkpUbN39U2ClmQ0PNmX8+1lbY2tmA4h8gX2GuzfuMAgnP/PkVKJ6hMhch+1EvuU4F7iMyLf47wO/BCw4thuRb/LfJfJkuqrReY4Njv8Q+HEyriUVb4mKb6PzjUdVghMaWyLVVhcDC4E/Ap2TfW3JvrUxtoOAJUQ+GL0ADAy2lxDpwV4EzAtu5yX72pJ9S0Rsg30DiRRqWkBkbvCAZF9bsm/Al4Pn3IJGz7ljgeIgRkuDOPYIjjfgruB96x0ixcIaznUO8EFwOzvZ15bsWyJj2+ic30NVghMWWyIVQX8fvF68B9ya7GtL9i2G2PYJXperiRS5Kwe6N3eeZF9fR4htsG80kakvC4CnUFX2tsb2fqCy0bFvNzpXwvOzhg8oIiIiIiIiIiklZYYEi4iIiIiIiDSmhFVERERERERSkhJWERERERERSUlKWEVERERERCQlKWEVERERERGRlKSEVUREJGRmVmxm84Lbp2a2Kri/2cx+l+z2iYiIpCotayMiItKOzOx6YLO735LstoiIiKQ69bCKiIgkiZmNN7Nng/vXm9nDZvYfM/vYzE4ys1+b2TtmNs3McoLjDjSzl81stpn928z6JvcqREREwqOEVUREJHXsDUwETgT+BJS5+0jgM+C4IGn9LfAtdz8QeBC4KVmNFRERCVt2shsgIiIiO/3L3beb2TtAJ2BasP0dYBAwHBgBTDczgmNWJ6GdIiIi7UIJq4iISOqoAXD3ejPb7p8Xmqgn8p5twLvufliyGigiItKeNCRYREQkfSwBepnZYQBmlmNmX0xym0REREKjhFVERCRNuHst8C3gV2Y2H5gHfCm5rRIREQmPlrURERERERGRlKQeVhEREREREUlJSlhFREREREQkJSlhFRERERERkZSkhFVERERERERSkhJWERERERERSUlKWEVERERERCQlKWEVERERERGRlPT/AUDnOqq1dkSXAAAAAElFTkSuQmCC\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"onCLq6ioMTrH","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604079108232,"user_tz":420,"elapsed":18215,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"ff5b021d-0a30-4bb3-9928-c11fe892bd2f"},"source":["# This is how we test for NaNs\n","# np.isnan() returns a boolean (True or False)\n","np.isnan(50) # Returns False\n","np.isnan(np.nan) # Returns True\n","\n","# Calculate average value of El Niño index, ignoring NaN values\n","sum = 0.0\n","nan_counter = 0\n","for value in data_1d:\n"," if np.isnan(value): # Notice the if-statement is inside the for-loop\n"," print('We found a NaN')\n"," nan_counter += 1\n"," else: # The else statement will be entered when \"value\" is not a NaN\n"," sum += value\n","print(sum)\n","\n","average = sum / (len(data_1d) - nan_counter) # Exclude NaN values from average (nan_counter is 4 here)\n","print(average)\n","\n","# Round to one decimal place\n","print(round(average,1))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["We found a NaN\n","We found a NaN\n","We found a NaN\n","We found a NaN\n","48753.1600000001\n","26.965243362831913\n","27.0\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"tDWMKK-2c232"},"source":["# Shift El Niño index values down by the average temperature, so they're centered at y = 0\n","data_1d_shifted = data_1d.copy()\n","for index in range(len(data_1d)):\n"," data_1d_shifted[index] = data_1d_shifted[index] - average\n"," # Alternate way:\n"," # data_1d_shifted[index] -= average"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"wkqlfooMdAqV","colab":{"base_uri":"https://localhost:8080/","height":295},"executionInfo":{"status":"ok","timestamp":1604079108592,"user_tz":420,"elapsed":18564,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"4e9ab326-7e7d-40ca-faa6-9790ccf15e23"},"source":["# Add a horizontal line at y = 0\n","fig, ax = plt.subplots(figsize=(16,4))\n","plt.plot(datetimes,data_1d_shifted,c='k',lw=1)\n","plt.plot([datetime(1865,1,1),datetime(2025,1,1)],[0,0],ls='--',c='k') # This is a line between two points at (1865,0) and (2025,0)\n","plt.scatter(datetimes,data_1d_shifted,s=4,c='darkorange')\n","plt.title('Niño 3.4 index')\n","plt.xlabel('Time')\n","plt.ylabel('Average sea surface temperature (°C)')\n","plt.grid()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"R_oWsir_fWhJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604079108594,"user_tz":420,"elapsed":18558,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"5f24562f-49b9-4b84-b980-1f403b7fea0a"},"source":["# Calculate average value of El Niño index using NumPy\n","\n","# This won't work, because it will give the answer \"NaN\"...\n","average = np.mean(data_1d)\n","print('Option 1:',average)\n","\n","# ... so we have slice out the NaNs\n","average = np.mean(data_1d[:-4])\n","print('Option 2:',average)\n","\n","# Or we can get rid of the NaNs using conditional indexing\n","average = np.mean(data_1d[~np.isnan(data_1d)]) # Here, np.isnan(data_1d) returns a Boolean array,\n"," # which we reverse using the tilde (~) to turn True to False, and False to True\n","print('Option 3:',average)\n","\n","# Or we can ignore NaNs using the alternate NaN-excluding version of np.mean()\n","average = np.nanmean(data_1d)\n","print('Option 4:',average)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Option 1: nan\n","Option 2: 26.96524336283186\n","Option 3: 26.96524336283186\n","Option 4: 26.96524336283186\n"],"name":"stdout"}]}]}